ggplot2绘制Excel所有图

出处：https://brucezhaor.github.io/blog/2016/06/13/excel2ggplot/#%E5%89%8D%E8%A8%80

目录

• 前言
  • 1.用到的包
  • 2.数据准备
  • 3.数据转换
• 柱形图
  • 1.簇状柱形图
  • 2.堆积柱形图
  • 3.百分比堆积柱形图
  • 4.三维簇状柱形图
  • 5. 三维堆积柱形图
  • 6.三维百分比堆积柱形图
  • 7.三维柱形图——用分面替代
• 折线图
  • 1.折线图
  • 2.堆积折线图
  • 3.百分比堆积折线图
  • 4.带标记的折线图
  • 5.带标记的堆积折线图
  • 6.带标记的百分比堆积折线图
  • 7.三维折线图_用facet代替
• 饼图
  • 1.饼图
  • 2.三维饼图
  • 3.复合饼图
  • 3.复合条饼图
  • 4.圆环图
  • 5.其他圆形图
• 条形图
  • 1.簇状条形图
  • 2.堆积条形图
  • 3.百分比堆积条形图
  • 4.三维簇状条形图
  • 5.三维堆积条形图
  • 6.三维百分比条形图
  • 7.分面来代替3D
• 面积图
  • 1.面积图
  • 2.堆积面积图
  • 3.百分比堆积面积图
  • 4.三维面积图
  • 5.三维堆积面积图
  • 6.三维百分比堆积面积图
  • 7.分面来代替3D
• XY散点图
  • 1.散点图
  • 2.带平滑线和数据标记的散点图
  • 3.带平滑线的散点图
  • 4.带直线和数据标记的散点图
  • 5.带直线的散点图
  • 6.气泡图
  • 7.气泡图
• 股价图
  • 1.盘高-盘低-收盘图
  • 2.开盘-盘高-盘低-收盘图
  • 3.成交量-盘高-盘低-收盘图
  • 4.成交量-开盘-盘高-盘低-收盘图
• 曲面图
  • 1.三维曲面图
  • 2.三维曲面图（框架图）
  • 3.曲面图
  • 4.曲面图（框架图）
• 雷达图
  • 1.雷达图
  • 2.带数据标记的雷达图
  • 3.填充雷达图
• 树状图
• 旭日图
• 直方图
  • 1.直方图
  • 2.排列图
• 箱型图
• 瀑布图
• 漏斗图
  • 1.漏斗图
• 结语

基于ggplot2-2.1.0,不定期补充更新，更多的资料请见 ggplot2官方文档。

前言

此文献给熟练EXCEL图表制作的R入门使用者们。

1.用到的包

首先，需要加载做图中可能用到的一些工具包。

library(ggplot2) #作图包
library(dplyr) #数据转换包
#>
#> Attaching package: 'dplyr'
#> The following objects are masked from 'package:stats':
#>
#>     filter, lag
#> The following objects are masked from 'package:base':
#>
#>     intersect, setdiff, setequal, union
library(tidyr) #数据转换包
library(splines) #数据差值包

2.数据准备

我们需要一些模拟数据，以作为后续作图的必备元素。

set.seed(123) #设定随机种子，保证做的图和这里的一样
df <- data.frame(
  var=LETTERS[1:10], #字母A-J
  id=1:10, #数字1-10
  a=runif(10), #10个随机数
  b=runif(10), #10个随机数
  c=runif(10), #10个随机数
  stringsAsFactors = F #不转换为因子
)
print(df) #显示数据
#>    var id         a          b         c
#> 1    A  1 0.2875775 0.95683335 0.8895393
#> 2    B  2 0.7883051 0.45333416 0.6928034
#> 3    C  3 0.4089769 0.67757064 0.6405068
#> 4    D  4 0.8830174 0.57263340 0.9942698
#> 5    E  5 0.9404673 0.10292468 0.6557058
#> 6    F  6 0.0455565 0.89982497 0.7085305
#> 7    G  7 0.5281055 0.24608773 0.5440660
#> 8    H  8 0.8924190 0.04205953 0.5941420
#> 9    I  9 0.5514350 0.32792072 0.2891597
#> 10   J 10 0.4566147 0.95450365 0.1471136

3.数据转换

上表是我们在excel中常见的数据集形式，但是在R中，由于作图需要，通常会转换为长数据的形式。

df1 <- df %>% gather("item",value,-1:-2) %>%
  bind_cols(data.frame(item_id=rep(1:3,each=10))) #使用tidyr和dplyr包进行数据转换
print(df1) #显示数据
#>    var id item      value item_id
#> 1    A  1    a 0.28757752       1
#> 2    B  2    a 0.78830514       1
#> 3    C  3    a 0.40897692       1
#> 4    D  4    a 0.88301740       1
#> 5    E  5    a 0.94046728       1
#> 6    F  6    a 0.04555650       1
#> 7    G  7    a 0.52810549       1
#> 8    H  8    a 0.89241904       1
#> 9    I  9    a 0.55143501       1
#> 10   J 10    a 0.45661474       1
#> 11   A  1    b 0.95683335       2
#> 12   B  2    b 0.45333416       2
#> 13   C  3    b 0.67757064       2
#> 14   D  4    b 0.57263340       2
#> 15   E  5    b 0.10292468       2
#> 16   F  6    b 0.89982497       2
#> 17   G  7    b 0.24608773       2
#> 18   H  8    b 0.04205953       2
#> 19   I  9    b 0.32792072       2
#> 20   J 10    b 0.95450365       2
#> 21   A  1    c 0.88953932       3
#> 22   B  2    c 0.69280341       3
#> 23   C  3    c 0.64050681       3
#> 24   D  4    c 0.99426978       3
#> 25   E  5    c 0.65570580       3
#> 26   F  6    c 0.70853047       3
#> 27   G  7    c 0.54406602       3
#> 28   H  8    c 0.59414202       3
#> 29   I  9    c 0.28915974       3
#> 30   J 10    c 0.14711365       3

万事俱备后，接下来就可以作图了。 以下图形将严格按照excel 2016版中所有图形的出现顺序，读者可自行对照两者的异同。

柱形图

一般来说，ggplot的柱形图默认统计方法（stat）是计数（count）的，但是大多时候，我们更习惯于使用统计完成的数据，因此，在相关的图形参数中必须要增加stat=“identity”这一项。

1.簇状柱形图

簇状柱形图的特点是在不同类别中，不同变量的数据是横向排列的，因此需要图形参数中设置position="dodge"

ggplot(df1,aes(var,value))+
  geom_bar(aes(fill=item),stat = "identity",position="dodge",width=0.8)+
  labs(title="aaa")

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" alt="" width="768" />

2.堆积柱形图

堆积柱形图的特点是在不同类别中，不同变量的数据是纵向堆积的，因此需要图形参数中设置position=“stack”

ggplot(df1,aes(var,value))+
  geom_bar(aes(fill=item),stat = "identity",position="stack",width=0.8)+
  labs(title="aaa")

aaarticlea/png;base64,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" alt="" width="768" />

3.百分比堆积柱形图

百分比堆积柱形图的特点是在不同类别中，不同变量的数据转换为百分比后再纵向堆积，因此需要图形参数中设置position=“fill”

ggplot(df1,aes(var,value))+
  geom_bar(aes(fill=item),stat = "identity",position="fill",width=0.8)+
  labs(title="aaa")

aaarticlea/png;base64,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" alt="" width="768" />

4.三维簇状柱形图

ggplot2中，所有作图均为平面图形，不推荐使用3D的呈现形式，因此此处不考虑作图。

5. 三维堆积柱形图

ggplot2中，所有作图均为平面图形，不推荐使用3D的呈现形式，因此此处不考虑作图。

6.三维百分比堆积柱形图

ggplot2中，所有作图均为平面图形，不推荐使用3D的呈现形式，因此此处不考虑作图。

7.三维柱形图——用分面替代

三维柱形图的特定是利用x轴和y轴分别表示两个分类变量，z轴表示具体数值，但是由于3D的遮挡性，所以通常可视化效果欠佳。在ggplot2中，可以用分面（facet_grid）解决这一问题。

ggplot(df1,aes(var,value))+
  geom_bar(aes(fill=item),stat = "identity",width=0.8)+
  facet_grid(item~.)+
  labs(title="aaa")

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" alt="" width="768" />

折线图

在ggplot2中，自变量为分类变量的时候是不能使用折线图的，因此，需要将分类变量先转换/标记为数字（一开始df中设置id就是这个用处），然后在标签上使用scale_x_continuous()进行设置后就可以完美解决这一问题。

但是，依然不推荐使用分类变量刻画折线图！！！

1.折线图

折线图特点是每个变量先用散点标记，然后相连。因此全部使用默认参数即可。

ggplot(df1,aes(id,value,colour=item))+
  geom_line()+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10]) #改坐标轴

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UMzHM/0SfKJFdBWT8AAAOFDQAAZlJUb/07AGBrQA2AZeo/+lT55Coo6wcAYKCwAQDATIrqrX8HAEwNEGaAYgacq/4BgHwGBu2/tQ24mx0A0ElRvfXvAICpAUL/DxtYfekLAMhnYMz+W90AAGAnRfXWv7MPxqb7b3UDCgBsLvuMjCUOAAAlAXpsfzAAANhJUb3NCwCAoQHKDJDfwP6q/8MC4HS6jg4A9VPduqwAAGAnRfU2LwAAhgYo/d9nwPelr9wAUBAAAAAAAABXAIDcADtBwwZEAPDd722KjSYAgB7bn6shAbDa6ACATvLqbbsKdz625f5b2wBpBmhjIND+pwhNAIAO25+r8F0+ChkAAIzVEwD2BOAlEK96iT80ALgGYq0giJP+AaC9G0SH7c/V5XIFAORrblAdAWBHAADAygBtAOAYSHwSBADyGGgDADoCdFgBAMBQiupNOwCwDsZ2+291A7T+7zTgRBc4JgBu/X9wANw2+1X3UOYuKwAAGEpRvV1fAQCMDHAAEJ76d/P5EwIAHbY/R7f+PyAA1pscANBJUb1dowIAbAwQZ4Cm+egnnQbMCwB5DwIALACgIkB/FQAALKWo3u0fACCHAWL/n67ki0COCwAlAfprf44uMwCUQ4D+KgAAWEpRvWnbWHgnAZrtv9UNUAFAvwYwMKYAAPprf45uZQcAAACdFNW7/7slACeBeNWuAU2CRg1QZ4A4Rz4AkMFAZQBcXgDQEKC/CgAAllJUb/4PADA3QO3/PAD4knYNgNvONjoAXtcB1DEwhxevwGaDAwA6Kao3/7dqLACAhYEcAPAnBQC6a3+OHADUeywzAGCr7gAwrQHAOBpb7b+1DTBmgACASUmA7trfW5cXAFRDgO4qAACYSlG9x//iIUCj/be6AcYAgGHAixWzg1/agQAADQAmAAAA0EpRveUHt7MAAGoD5AEADwBergAA3bW/t1YAqPZMHgDAVh0CYAIALA0w+j8AMDAALg4AKj6UrXgFtpsbAKiu8/n14+l+aR6kkVPNuO7fAmLlpSYWiOnFQq89bdBdblXyCvWvpYNv7h5HAO6HS8bHsTY/gNc2wJoBYhnwJO55BHDf0x4GNEOA3j7/vvUo+WsEUOmGrBgBGKtLAEwAgJkBcv8XAGCXGgDorf29dFkBoNoduQEAY3UKgFdrAQCUBlinAHgGAABTA3N4RQCsDMiHAJ1VYLexAQCdFNVzfnn1FsY3AZrsv7UNcGaAuAYyAkBKAADACACV7sYBAFirUwBMgiFAi/23ugHODBAfANvkAEBn7e+lCwCgN1C611LULQDeQwByAvGqfQYkCRo0kBMA++THAICGAJ21v5ee9XYAUOFK3AkAsFavAHg1FwBAY4AzAzQ2AOb9DACo+1WMCQCwVrcAmF4AoB6NDfbf6gZYAwABADbpAYDO2t9Tl1EBsN/UAIBOiuqtf2cPARrsv7UN0AcAIgDs+AIA9NX+XnqV2wVA8Vm4tQFxBs7CAIC1FNXbvLB0FwBAboDT/2UAWK8AAOir/T118QCgwmmYjQFpBs7CAIC1FNXbvgIAaA3wBgACA9kAIGw/NgBQEKCv9vfUu9grABTeBFsD0gychQEAaymqt33l0V3IJwHa67+1DTBngAAAAKDmJtgZEGbgLAwAWEtRvd1LTwIQE4hXHTTATNCaAXr/lwNgtYp+AfDYyQYFwGVYAHg2NACgk6J6+9cAAJUB5ikAiQEAwMjAEl4JAF4DsjmgrioAAJhLUb39a3N7AQCEBrgzQDIAuOsAALpqf08FACDbBl1VAAAwl6J6nhfv7YV6EqC1/lvdAHcGSGTgkACQE6Cr9rfoAgDYGCjdaynqHAATYwjQWv+tbgAAoGtsAAQMiOaAuqoAAGAuRfV8rz6GALQE4lXHDHAStGWANQOkAICzFsuDv+zHTwDAZ+DoAPBtZgBAJ0X1vC8DAFID7AGAzMAhALDsYkMC4BIDAH8j9FQBAMBeiup5X771F+JJgMb6b20DjAEAADA2AMIGAADWmhtU9wB4EICUQLzquAF6gqYMMPq/EgDvFR0GAGIC9NT+FgEAVgZK91qK+gfABACIDLAGAAoATACAgYFneHkAXOIAYG+FnioAANhLUb3AH85nAIBvQDADJAbAa00AQE/t76F1nbcGDg0A70YGAHRSVC/0FyIBmuq/1Q0IZoCkBgAAvYFnOAAAAJjqCACYAAC+AcEMUFsAKHkN4nP/GhAAlxQAuFuhowoAABmkqF7wT7chACWBeNVJA8QEDRmQzADJAfBc13EAICVAR+3voU2VdwYAAMaaG9QhAED7ONtS/61uQDIDJDYAAGgNvMJLA2D7Cd8DAOZm6KgCAEAGKaoX/tuJMgRoqf9WNwAAcDQyAFIGjgsA/yYGAHRSVC/yR0o/a6n/1jbAmwHSA+C8NSASAAAAAAC2OggAToSG1lD/rW5ANACQGwAAlAZe4YUBsJvg8QGAtx36qQAAkEOK6kX+eDoBAAwDnAGADQDOawMy1QLAqxO4BmQE6Kf9zdrV2GMAACCvuUEdBwDJltZO/61ugNP/LQAw5QBAufsQAAAxAwAAec0N6iAAoBCgnf5b3QBvAAAAjAqA/fSOFwCs7dBNBQIbGADQSVG92F9vWwsAoBoQzgCpAHB2DQgFABQHAMUAAEBdc4M6DgCSQ4Bm+m91A8IZII0BAEBj4B3eJgA4G6KbCgAAWaSoXvTP9yFAvK8103+rGxDOAAEAgwHA09m9BgAA4pob1JEAkJgEaqb/1jYgnQHSAeA8HQsAMgJ00/7u8hQYAAAAdFJUL/rnGQDRxtZK/61uQDoDpDLQMQDenQAACACAsSV6qUBo8wIAOimqF/3zKUmAVvpvdQOVAHA2P/gL3Yt4VAD4+rrfAABAW3ODOgwAHhsMAEgbYM4AGQFgAgDEBpzwsgCgGuAMAXqpAACQR4rqxf/+AECktzXSf6sbEA8AAAAAIGAAACCtuUEdDACxIUAj/be2AdYAwBQA52MBQESAXtrfFPhYPwwAghsXANBJUb3430+pIUAb/be6AVb/NwTABABIDTjhRQFAN8CYA+qkAgBAJimql1hgGQIE+1sb/be6AeYAAABwWsFIAPD39JABAICy5gZ1OACEJ4Ha6L+1DShmgNQAOAMAnbS/KVRcAAAA0ElRvcQCTwCEGlwT/be6AcUMkNaAOQDKPJAWACAYoM8BdVIBACCTFNVLLHBKEKCJ/lvdgGIGSA8AFnz2agwAEgJ00v6CHT1o4GAACG9aAEAnRfVSSzw3GgAQNqCZAVIbAAA6aX9TsLQRABC3RR8VAABySVG91BIvAPj7TAv9t7oBzQwQAAAAhA0AAOk1N6gjAiDQaFrov9UNVAaAjgBVAOC2gnEAEPpADwAAADopqpda4vQmgDeBeNVUA6kE9Q1wZ4BsAaAdAgAABQHANUCdA+qjAgBALimql1wkPgRooP9WN6AaAAAAWwN8AvTR/iQAoG6MLioQ2bAAgE6K6iUXeW82X6dpoP/WNsCcg8kAABUB9uvnEgAAoCUIfpwHAAAAnRTVSy7ibDYAwJeA2X/NAcA1sA0HAIoBgG+AOAfURQUAgGxSVC+5yCk6BKjff6sb4A4AMgBAQwAAoGUAEDdGFxUAALJJUb30Mu4QYNdp6vff2gaUM0DlT0Ik158fAKtWMAoAwh/m4wCgbI0uKgAAZJOieull3O0GAOyknAECAHYG2AToov1Fyho1cBgAxDYrAKCTonrpZVYA2Laa6v23ugHlDFD561CT6wcA2BkoCwEAWQyU7rUUHQ0AEQJU77+1DWhngCp8Ey21fgCAnYGwTGQuJwEAwubooQIAQD4pqkdYaLXlAIC1tDNADQKASwAAgAYAoQEAIL7mBnVoAKx7Te3+W91AIwCQEwAAKNL+Yh/kAQAAQCdF9QgLrbccAOCKPQOUBQCaIUAFAKx3qL0BLgF6aH+xmqYAkN4cHVQgulEBAJ0U1SMsdIoMAQAAVrznWDYCgJgAAEDjAKBsjg4qAABklKJ6lKU2QwC31wwOAO4TGXMBQDEEAABKtL/ox/gkAJLbo4MKAAAZpageZanNtgMAXuI+kx0AuGtIACgMAADR0PZ0dAA4zQYA4MT7PstZAUBKAAAAAAAAbHU8AAQJMDYAzmwAGBuYEyxWpOGe9fMIYA4ALgHab3/xWZw0AFLbo/0KxDcpAKCTonqkxbZbDwB46N51AQAAgAAAlQEAIBbano4PgFe3AQAY8d5PcmYAEBKgPAA2exMAAAAAADopqkdabLf1Xt1maACc2QAwNvBI8DQjDAcAsre/xBwOAQCJDdJ8BQCArFJUj7TY9iTAexJocADwDGQGgIwAAEAJACgNAACR0PZ0OACEhwAAQCsAkA4BWgQAkwDNtz8DACQypBLElb8CiQ0KAOikqB5tuf32W9rNyAA4MwHgP4oBgMMDINm+0wYAgHBoexoBABMA8Oi4HAAYG1gSvOyICOBdP4sAAEASAGoDAEA4tD0dEQCBIcDAADg3BgDhEKA4ALa7EgBAAkD8NHIygdZAKkPi7wBAVimqR1zQNwRgzoDrDAQTVDPAngQDAGYNB4D0NTwEAwBAMLQ9jQGACQBgGQj0AUsASAjQJAB4BGi8/aWv4j88AFKbEwDQSVE94oJeADC/B6syEExQy8CZDwBbA68EjiVJOACQt/0RbuRAAkD0ZhLpBFoDiQzxPwMAeaWoHnFBz0kA/r0wNQaCCWoZYF8IWwIAAgIAANkBYGIAAAiFtqcDAsC/CQGApgAgGgIAAL0AIPZEAUICrYF4hvifAYC8UlSPuqQfALzHoagMhBJUMnDmAiB0ADcJABYBeG9gtyMdHACUx7mQDHQMgOTWBAB0UlSPuqR3DkjzLFqugVCCSgbYd0MKHb+2AOBvjzYBwCJA0+2P8kBHAAAAUElRPfKi/o0IALQEAAmQAYBuABDO1HQFAIDsUlSPvGgAAEoC9AqAMxcAwcMXADg0AAgzQFQDAIA/tD0NBIDrsABgGggevcYAYG8PACAzAMwMAAD+0PZ0UAD4tuJVOQToFADnRgEgGAIAAP0AIJir5QpQtiUAoJOievRl/QBQTgJRRshR1QIA10AxAHA3R2EA7PeiQAEYBGi4/ZH2b6oBAMAb2p6GAoDuPPAoAAi/T+MxkBEAOAQAAGIAMDQQ2YloCbQGIhlifwQAcktRPfqyQQBoCNAnAM4CAJgaWCVY/QYAsNUNACLDSGICrYFwhtgfAYDcUlSPvqz3JMA9XkOAi5YAlQDANVAQAMytAQBkbH+0vRsAAAB0UlSPsXAIAIpJoAsAYH0aHADgKisATA2EryUmJtAaCGeI/I2wJQEAnRTVYywcBoCYAJfLtUMAnNkAiF3AAQBQlzQx4AnvBgDhbxNSE2gNBDNE/gYAZJeieoyFgwCQE2AGgIoAdQDANRC7hNscALyNURYAnn3owAAg7tsAAACgk6J6jIV9JwGWeAUAmE8gDxiQxx8NAFwaAwA5AWBsIHhHQWoCrYFghsjfAIDsUlSPs3QEADICXLoEwJkNgOhtXOwBwNoYofXTNwsAECyhNQCC9xQnJ9AaCGWI/A0AyC5F9ThLhwEgJMCt/1+VV4JWAQDXQPRGjtYAYG4LACAjAMwNhJ4rSk6gNRDKEP4TZTsCADopqsdZOgIA2STQDADdEKA8AM4AQMJARACA0gAAsAttT8cFwP4SjucPoiFApwBgGygNAM62aBYAdAI02v7IQ1sAAADQSVE91uIRAEgIcHkCQEGAHgAQf5qfOQB4mwIAyAeADAb8+1KjFZgFAOSXonqsxWMAEEwC3fbl2UBXANh+viYBwNLALsHuFdYQoCgAvFcSAwAcAwDANrQ9DQoANgE6BQDbQGkAsDYFAJCp/dEHtocGAGkrAgA6KarHWnx/EsCNZxPgDQA5AQCATABgfIClr2wsAGQx4D1Y2qzALACggBTV4y0fBQB3EujyBIBmCFAaALvplXR8nG95AEDfFO0CgEyANttfJgB487ZZgVkAQAEpqsdbPgEAHgHue3KHAGAbiL+7HADgbAkAIE/7YwxruQDYJ26yAg8BAAWkqB5v+TgAmARwASAmAAAAADTZ/jj30uAZAADWoe3pyADYbM5NPAcAlzcAFEOAwgDYT64k4xN0ywQA8pYoCQD/M4UAgAMDgLYNAQCdFNVjBqQAwCDAvB/3BwC2gcR7ywIAxoYAALK0P86glg2AXeoWK/AQAFBCiuoxAxIA4AwB1gCQEt6+naQAACAASURBVKAsADyfrFsFAHVLNAwAKgFabH+cHZprAABYhbankQFAJ4ALAPkQoDQA+AaqAIC+IcLrJ9/JgLgmAMDIAACwCm1PhwbAeoPu4smN5zIIAFKDGwDgiABgDWn5ANgmb7ACiwCAElJUjxuRAgB5EuixE78BICRAUQD4JlbSADA04E3gfZU8BwQA5AFATgP9AIC6BQEAlRTV40akAUBsPGsAiIcAhQHAN1AJAOTtUBAA/m4AAAgAsEnfYAUeAgCKSFE9bkQSANTOAwAIDHgT+F8+AgCoEwhUA4Fw+/bHG9DyDQAATmh7OjYAVpvUF0/qPJcdAGQEKAkA77RKIj75vvIBgEYAACALAPIaAACc0PZ0ZABMBABQOs+yC78NdAEAvoHk28oFAOoQAACwb3/MTzMSAKxX0FwFngIAikhRPXZIGgCk1gMACAz4EwReJw4BIuunPtOctNQ0FAByG+gEAOSv8gEAKimqxw4hAIAyCeQBgIgABQHg76jx+PS7ygYA4hAAAAAAAABbyQHw01cfP3788/v3n7/++NTv/rn8efnZlaJ67JD1SYAAAJKt57IDgHAIUBQAfAPpNzUOAALdIFoA2q3EiAZC4dbtj/tZRgSA1Spaq8BTAABPP3ya+/vv//V8YQOA5e9VATARAJDuPc/9dwUACQHKASAwpdIyACgEAAAyACC/AQDgFdqepAC4fcD/w9zl/7z9yw+ffvv3239f7n/3SFE9fgwFAMlJIA8AZEOAkgAQGKgJANoQAADoFADuSlqrwCL6M90AgLu+PD77//Bp+wn/NhCYmfDtHg2zFNXjx9AAkOg9gwCAMKoBAI4GAPZQVmQAAHiGticpAJb+fmv3f1n/4bsHGX7+eh4H7KWoHj9mdRJAOAF98QNAQIBiAAhNqCQAYGcgmCD4F9IcEABgD4ASBgCAZ2h7EgLg1d+/23zQ/+mrBxF++ur3//NpfwagMAAmEgDik0CvvXdloHEACAzUBQBpCBBbP22D5AQAqYc01v5KAcBZTWMVeAoAYOmnr5bW/t1mqv/5+/Mc8GuA8N+LpEZlOp0oS53PkT9eLvRXG1H0/YRU+R2dRabfMrVP221somrqUmijN320PNTfxrORFgCbc73PAcDt9XlosJwRvtYDgJoAIQC0u0+Lemn1NwQAlFepbV5730qrv21nJGMAfHleF/ocCWyniApPAbkju1h8eP7h4p8CkswBlZoCCs6mxOIp7yfnFBBlDqjYFFBoPuBoU0D8nVhmwJ0DaqsCT5FngDAFNCsAgP054R8+vb8pMEtRPUkUFQDB7vPedQGAzABIEgAAsG1/gksZhAYAgEdoe7I9B7C/KnT3iqJ6kigiAMJDgDAA+AcPN2AbT0sQ7qRNA4AwBGgcAJQu0lT7k3yIkQLgfRiJEmgNuBl8LwIAPAWuAtp/+6v+COC1ZWXdJwQAyfCZG7CNpwJAYIDEMwAAABAaAACmQwHg+u1jrmcz5/P69tcLEDskKKonCiMCINR+Lt0BIDKVou2fuQGQIkB0/bR3QFhmGgUAki+zHBQA9P4PADzk/Saw8+2vJwq+3Z4UUFRPFEYFQGASyJ283AKAfQ01c/ldPBEAEgMNACA9BCgFgGA7OBoAyhlwrqWQJdAacDJ4XgMAuPLeC+h1ZmD+y73zf/m4mQFqGADe9hMGgOBLNMzld/H5AECjWXYAJAgAAFi2P9m32aUGAIBjAeB+of/rbqDPq/3dCf/v/DcDrQCA57ZNxXvbT3cAiHXRGADMDEQTxP/cOwAIfaSh9ie7nxUAAAA85DwP4AmA1ef9+e/7O4IqqieLIwPANwl0iQKAeyMt3uL7eBoAJAYAAFcAgL2B9y21hAm0Bt4ZPK8BAMWkqJ4sjgGAff9Z3cRkmwAA4CoJgDgBAADD9id8poXYQMsAYPR/AEApRfVkcXQAeJpndwCI9tBgPLEZ5AZAaggAAJgCoKyB14P1pAm0Bl4Z9i8BAOWkqJ4s7nUSgNI+ty8kAMB8nB5raU88CQASA9SbKbcMANpX2dKLxNoBAKAwAACU7rUUHR8AEwcAmwZ0iQKA/UBt1tKe+AEAECVA8wBId5Jm2p9sBggAAACUUlRPGMgAwLZ/rp9k0QEA4h20eQAkhgAAgCUAShtYkNNMBRwBAOWkqJ4wkAOAiQkA1lFUBAASA9T3UQIAUYABAB0DYGoWAJz+DwAopaieMPB5EoAGgFUDSgCAeRTlB0BqCiXwOvVt5AdAYgoLALBqf8IZIAAAAFBKUT1pJAcAqw506Q8AIgMAwEpjAKC8gcfh1EoFHAEABaWonjSSBYBpBYCEAd7nqFYBQH4XRQAQu4y1CAAi7SBdgFQvaaX91QDABAC0JwBgK6cDJQHAO46yAyD5RSr/y+Q3UQAA8S+yxeMpj7VPGxgCANIZIC0ALs1UwBUAUFCK6kkjl5MA1PhXC7r0BwCRAQBgpTEAUMVAmwBg9X8AQClF9cShPABMbwAkDbA+SQEAJABEbmYHAAAAAICpAIC9ni2IAADWkZQbAOnbKXtfpUOsBACit7MGAGzan3gGSA2ASyMVcAUAlJSieuJQJgCePag/AIgM0N9CIQCEn2jWPgBS3aSN9ifu/1oDAEBrGgQA903MiJ9b0PZjUgAA9GMJACDFVwZArB0cBADyAQAAAAAopaieOHRiA+Deg7ZHid9AOwAgPFPX+yoAsNIQAKhl4IaeJirgitf/AQClFNUTh7IBMPUJAJEBxsfBUgAIvZHU+tPvBACoC4AJAGhMAIBX9x5EBQC9fzIMeOOjCdIDgBAAjAxQEpCWAgA0BlIZVDNABgCQr9vEAACw1igAODGPvfN5t6sGDLQDAJkBAGAtJQAS/aQNAFQ0AAC0pTEAMLEBMJ13e+oxAcA6i10KAIG3AgAAAACArQCAgG5DAJoBxmX0LAOe+FgCwgxQAABGBkgJaIvVBEC0HRwCAKpZGAMA6AhgDgBm/wcAlFJUTxwqAcC+C4UMtAIAmYE2AeB/MwCADQCqGgAAmtIwADgxj73LBQBgGSAlIC4HACgMJDLUB4CKAACArQYBwCQBwKYLhQFAvZsyy4AnPpKAMgPkM8C7mVHjAEj3NgDgqmvAJgZU4QCAqQCAgG676aYNBQ20AQCZAd7tTMsBwPt2ugBAIgMhgdZAPEP1/lvdwOo3bv8HAJRSVE8cOskAMAEAdAO0BNQFAQCFgXiG6v23+hBk9RsAUFiK6olDp/kkACt+3kvXbSgCAOIz1TkGfPHhBKQZIAAAAGhhCh4AaEijAGBiA+D+76oPhQ20AACZAeYzLQsCwPeGCgAgMYN/BABUNgAANCUAwK9lJ+0EALQBgBcANgaoCchLAgByA1E1AYCaX0QAAFYCAPx6AsDpQzEAkPbonACgJdi90jAAPG8pvf7U+ykBgPh3iSkJtAYiauJ7WA0BgN3/AQClFNUTh951Ym3q13Hi9KGIgV4BwGwHBQHgfUsAwDHuxFDzbnQAwFrDAIC3qd97aA8AIM4A+QBgY4CcgL4oACA3EFYjN+MEAJoRAOCVA4BXI4oCgLJHZwQAMcH2haYBsH9TtQFwppG2aQDUHoIAAG0JAPDK2UNfx3zMAAAgMxBRFQBEdpLzopQFACCRYar5TMoJAFhrJADQt/VqB20eANQZoJ0B7nE4MAAezf961Q4B6vbfZp7I2AoA+P0fAFBKUT1x6EMsADi/PI/5OAAIe3Q+AFATbH7nHoaFAbB7W7UA8ProfzOgHALUBkDtIQgA0JgAAJ/W++dyzEcNAAASA1FJAJB6SxIAODM/MwDS1QYAYhkeRqQEAABsNRQAyFt7s3u2DQDyDFB3AKDekNuRNQDW8/53A4RytwqASzMAkA8BAABbDQSAK3lrbz+fPA75BADSe3Q2AJATrH9lfwwrCwD6I3kc2QJge9p3NtAzAGoPQaY3AIQEAABsBQB4tNs50wCgfKTJAwD6AGAPABMDnASspcsDYL2H7C/6eRjQEAAAuL69VDVwl6D/AwBKKaonDl0SKABwThqoCAB6gvWv7QOA+EgeR2YA8F7z+QRAquRtAuACADgG7gIABgMAcXvvd877IZ8CgMHzCBPxtgDgj8ILA2D31soBIHDJ/2IgSYBWAVDZwCPD04yMAACArUYCAHV7+/bNJABMHkibiPclYMwA7QBgYoCVgLd4JQCEv/D1NJAqOgAQyeC6qWlgAgCuAIBPvl3zdsS3CgBGgtVvPQCA+Ew2R/F3RQBA7Pu+LwM9AuACAKwMTADAFQDwybtr3r8GmojSP44qET8aAMhPZXakA0Dibg9vA1ICVAVAZQNLhuV/4RyQJQAk/R8AUEpRPXHokoD6TQD/npkCgMXzCBPxngScGaC1AcEBWAEAtIdyOtIAIHmzHxcA0boDAOEMzx8AgBY0FABoWzzQGW9DgFRc2oBKfgBwEri/CI6/4gCgPpXZkRgAlFu9OQbiyzYIgEt7AJAQAACwFQCwU2i/THWH5A4NALQLgEf7T+0eroEoAZoEQGUDzwyvnwCABgQA7BTaL6+pD4gVAMCaAeoSALSnMr8lAsDy4T+5e6wM9AWACwCwMwAAjAeA9CYPfpC/piYJUkOALABgJXB+lgzAywNgKgCA92blAUBEgIoAqGzgleH1k2gOyNCAqP8DAEopqicOXRJMpG0e3Cuv19Q8cXEA8AYAGwBYGOAmYEfsb8WTUvSNecdQr3WwARCuPgAQzPD+EQCoLwBgqxgApvi5wgoA4CVwfu4EAFNWAKw3Znrn2BiIEKA1AFwAgJ0BAOAKAOyVAEAMAYkxLQDQFgC2G5INgEj92wNAZQPvDO8fq0xDAgArDQeA1EYP75TrawC9DCgMAOYMkPbYqwSA93u0BIBnE/IBECYAABDM4PwMAFTXYABIb/TwPrm5BMSHgOIAYCZ4/1jnCgxJfBYAeDefCABMAlTqv5dWAVD+y4gvA7L+DwAopaieOHRJcP/HCgCTt4nEd2gAoBEABMZvAgCECdAaACobcDK4vwAAtQUAbEQHgA8BRQHAnQHSXoFXCwCrJzImldoE4VM4EgAENwIAEMrg/gIA1NZ4AIhv9khn9BrYtJPCAOAmeP1U6T4songmAKLvLfpdDhEAQluhKQBc2gVA8WdSAAArjQaA1GaP7JABA6uWEt2hAQAhAJ7vUwuA+Nc4CA0h8BmAka0WACobcDOsfgMAKgsAWIsPgGnVWAoCgD0D1CkAJiMApL7ILQcAgwAAQCsAEPZ/AEApRfXEoUuC+d8cAHCaS1EAsBM8f6h1L/Z6AFg2UCyBFAABAjQEgEvLAGDuiQCArQYEQGzDx/bHhIFHi4kmiManRb8RQcpAracxSQFw5qzf90DPJ5+zAMCP4qYAUNnAKsP6VwCgroYDQHzDRz/ApwwsCEgZEGsLAH6C5w99AWBSAsCZ+skDAO+2AAACGda/cocAAICtAICVVACYEvPM6jewsg4ABLR+c+stkg0A+43RDgAuLQOAuy9aGZD2fwBAKUX1xKFLgsd/WQEQRYD2DZzc6SvBDNDLgPAUQEUAnDnrd97ddmtEElA6QtAAmQB1AFDZwDrD5ncAoKpGBEB408ev4qS2nxAD1AC4OggQ9H8HADIDtQAwyQDg2Q65AOAjQCsAuLQOANbeCADYajwAxDZ9/Htc9PbjR4DyDZxOV2cQMBgAzoz1P96edxtkA4Bne7QDgMoGNhm2LwAANQUAuLIBQKj/6N7Arf9fp9cARjID9DQgnQGqB4CJCwDBIEwJgD0BAAB/hu0LAEBNAQCuLAAQnoFQAmAx8CCApP+/ASC00AsAwudhsgJgs8ZGAHBpHwCc/dHIgLj/AwBKKaonDl0SLP+HTwIkbubJBMDEuQQlqdMTAI9poOEAcCavX3ghlhYANALUAEBlA9sMu1cAgIoaEADhjZ+4nT8ZAE4aFwE6ALwN3AAgmgHqGAATFQCJ+z2EE5A6QtwAAEDKsHuFNQQAAGwFADiyAcA2DelrqCmdTq6Bk6j/LwbEpwDaB8BS6sgdXYOhBgDYEqAJAGy3doMAYH0iAQBsBQA4ygMA0o1oUjqtDNyySXbgJwCkJqoC4Jz+AP788F8PACsCNAKAygZ2GfYvAQD1NCYA/Fs/9Ux3OgACd6Mhxnt02gLglH668V4dA2BKAcCd+6kFgA0BAABvhv1LnDGpjQF5/wcAlKpR+CXB66cgAIwMxO5HKdLDsAuASUKAvgFwjn4R161tNQCkCVC6/+56a4sA4OySAICtAIC38gJAg4DT2sAjC58A14e5LgEwhQGwq2s9AEztAaCygX0Gz2sAQDUBAG8ZAsCb6SplwGkHgOVl5m68AIC7+nd8gwDwVVQAAFopSZchRZMCAH4AkHdKAMBWgwLAt/1TeyHDQBAAMgScNgae8VwCdA6A8379/mrWBcDbTn0A7PfpJgHA2CkBAFsNCQD/9k/thDYAmPgMOG0A8A5mngi4TqoZoLoAmPYACNYx+B7zA8AlQAsAqGzAk8H3In2vNDGg6P8AgFI1Cr8keP+YHwC+XO94HgKeZt8AeP+JRYAHAOjL7+JbAkCshjUBsOIz3QBNRwUAfbcEAGwFALxkCAB/rlU8nQGnCAB400C9A+BMRWhVAEyxIUDZ/uv5IAIAAACuRgXAfg9IjkJtAUBGwNvqYmD3dSPy3tw3AKYXAJKVqwuAKTIEKA2AfYaiBnwZvK+S54AAAFuNCQDfHpDcA3kA8GTbx1MY8Hb6AsBmATICrrpTAPUBcF7+SxWNDQBiBckAeJ2lpxogircFfBu7UQCQP5gAALYCAJ4yBYA3my8+2c1OWwDsFycT4KobANQGwB19tGFTZQC8tlF1AHgylDTgzeB/uSQANP0fAFCqRuGXBM7PnpZZBwBTigGOzycAPAsRZzC6BwDxxEltAEwAQDiD/2Xq0BQAsNWgANjvA+kdkAkAxug70tdOJAAQCXAEANCWDL3NUgAIEqBk/yXOQ+Yz4M8QeB0AqCIAYFF6/1N/+orFhxjg2pwNBHogiQBX3SmA6gBQ34yjJADO3rxlAeDLUNCAP0PgdeKuCQDYCgBYVBkAAQScPADwh1NOBFx1AwAAgFGA5/2aiAaIOjAAiPsmAGCrcQGw3gkInz/UV2Ak43cMWJuMAoBCAACgHAAeBKgJgNS3EbMbCGQI/aEYAFT9HwBQqkbhlwSr33YAsDYg+g7OBgFrj3cDsVnwJAGuuhmg4wKAfB0t5w3UB4A3QzkDgQyhP9B2TgDAVgDAQ40AYFox4OQDQCQ0RYCrrv8DALwC+AgAAIQTAAAVBAA8lAMA0hsxvhCwbR4pAKSmgQCAwgA4VwRA+J7khQyEMgT/AgBU0MAAcHcDyvCTa0BzJ94HA/YASF0HGSfAOAAINZOiAJgf3VwRAP4MxQyEMgT/QpoDAgBsNSwApg0A7A3obsXuuShoBkAqLkYA5SkAAIBbAACAZaAMAHT9HwBQqkbhlwTrXwsAQPc41tOWAdcr7eZxwR1c2f8BAHYB9qM4ZgKxgRDs2waA/Th8LwDAFQAwK8tnDx0A7v7WCLgDgBQY2sUBAH8CcksQAGBDgFbPgtgbCGaI/A0AKK6RAfDeEfLMPioB8PjPYQARAGECAAClAbA7aQMAAABNaVwATCsA5DCwxQor/u3uhQDSDNASLHnocVIAAP8NbLZZqQoEt3XjADD+OqZPAIArAOCuTBegqQDg/vJgAHEAMEf79nJt/wcABAU41QJAKEMhA+EMsT8WAICy/wMAStUo/JJg83vTANjupuQ7Ib/iBU88SKkjALC+BpUVAGsCAAAAQFMaGgDPXSHXl9A3eRnxvr2UBQDfiQAAoAIA5ou5UgbIohoI79GtA8D0puw+AQArDQyAyQFAJgNyAOgN7AigPgVwVAAwHqosAcCKAMUAEMxQxkAkQ/SvAEBhAQBTgwDw76RcAxsCXC7qCgIAdANOdvdSXn4CgYEI65sHQOJY1Bo4nepVoHSvpQgAmLICwM3MAICNge3tLgCAOgCYygMgnKGIgViG+J8BgLIaGwCPIz/js4hkAAh0JL4BdxroAgBUA8CbAAAAANCURgbA9AJANgNCAJgZOLlnurUHPwAgKsDyle6IAbpoBmKfaNoHQPxoBABsBQBkBoCTmxofakjC9nN6WhkKAIwHIhYAwIsAhQAQyVDCQDRD4u8AQFEBAFkBMAkAEOxHsgq8J7oAAK8BxmUhcgBMAADRQF4A3DYGAOBqcADcj03q5ZHFAGBq4DkNdAEAAgbKAGAhQIkKRHfoDgAQPRwBAFsNDYBpAUBGA+7uTIsP9yNpBWYC3H0AAFUBcA4YYIgIgFiGAgbiGVILAAAlBQDkBcDEB4CxgTnn6QQAhAzkBsCKAAAAAQBR/wCAqQCA7AB4pSfFR9qRogJ3AgAAdQEwE6BABRINNL+BRIbkEgBAQY0OgBP9DglCA1wAmBt4pL13IQCgKgCmUgCIZshvIJEhuURGABgcBQCATjUKvyTwvLZMjuc0wANA9Jnuigpc7icChgKAd8OGRoFZDOzXcD4DABQAxE5iAwCmAgDyA+C5AkJ8tBupAHAJPymSLABADQDG/VyFBlJX0WQ3kMqQXgQAKCcAIDcAJhYAchiYlq6gJgAAIHsDdgQgASCeQbV+AAAAOJTmy2Myr4OxgtMpq4dTtvwtilj3AjVxVnE+515Z9v05vy7Z3sNQBwBJg48ApvnqmLwGXmPydHz8w6hqBDAnUE4DYQSgHQFMjMd6ygwk76WjWX2hEUD0ZnYaA/OGwAjAFQCQHQATGQCJXqQHgO85YQwBABYA0BCAAoBEBsXaSQaSGQjLxJ5nAACYCgBoCQCZDDwPqHu8hgAAgB4AutMASQPpB6rIV04ykM5AWQgAKCUAIO+tIO96HpSp+JQVDQDeBhQE6AsAvi6yT8CqhvxmHI4BDQEIAEhlEK+bZiCdgbIQAFBKowPgUgAAEw0ASSdGBuQEAAAsADABAElFHmoPAJgKAGgHAKUMiE8EAAAmAFAQIGUg/bX2PgAQBpnu6/B0A0EBADrVKPySwPdiIQC8puDDShsxm4OSEgAAsAKAlABpACQzCNdMNEDIQFoKACikwQEwf0E2vwESAPIZ2J+FlhEAALABgJwAAwEg8E4AAFsNDwB6B8gLAIINy8uQRAQAAKRv4LWWJUEmABBubNgJAIIoAwBsBQCUAcAlYOAlggvTb6JJpoEOCABeEcwAICVAEgDpDKL1Ug1QMtAWC7EMALDV2AC4zAAg9gCNgSQAKCZsb0YkIEBnAPD0w4YAICLAOAAIvReFgWUjAACuRgfARO8BOQFA8mALAME0EABgBgAhAeIGKI+2AAAAAFcAQCEAxB/IRbJgDQA2AQAAOwDICJACACEDf6V0A6QMxOUCNAMAbAUAFAFA4pnsNAtCA5EHEjCngQAA8Rt4rsdJAADEBQCU0NAAuCwAoDWBnADIaSD2SDIeAQAASwBICBA1QHq4KQAAALgaHADzf2UAcAnveXkNxJ9JySHA8QBQbA7MDwA2ARIAoGTgrpJhgJaBuqCfZ7abQCAAQKcahV8S7F4pCIApCgBaiiwAKHI7vKgBRvixACAgwEgA8L8fAMBWAEB9AOQ9CXFJAIBBgN4AsG8hbQGAT4CYAdIMUF8A8N3QGwAw1cgAuLwAkPUinNfKAvGZ+69zFAUNFEFg2AA5vF8ABCagbQFAysBbIccAMQN9UQAgv8YGwPJDCQBMYQBQM+QCAJkAAID5GUgmASIGaAMAAAAAWAkAmCoDIPMU/IUAAOogCADIAAAWAaIAoGXgrI5lgJqBvqiPaZZfxRAJANCpRuGXBNsXSgPAf4RmvgjHXWsknkSAwwGg4FehQ9cg8ggwFgC8d3MCAEw1MAAuDgBKfP71H6G5r8IkAoA0DQQA2AOANwkUNkCcAeoNAPvruA4OgG8+/Nf/zd2DXQ0NgNePNQFAT5AVABQCAAAZAMAiQAwAxAz0lfEMkDNwFh4XAN8X4gAAcFchAHiO0dxfxL2QAUAYCHUHgF0DqQeA8L2IOZNAAIDUwPaZPGKVAUCxgQAAcFeZU6CeYzT7rXhW60zFpwgAAOQAAIcAQQPUGaDuALAbwx0cAIsAAMvCLwnWv15WAChxCtQHAE58dgCkpoEAgCwAYBAgAgBqBuJyXAP0DKylAYDMGhkAzi+FALDdm/PfiowHgAQBjgaAok/EiT2OCgAICQDILABgVpmLIPcA4MXzDVyYAIgPhgCATAAgEyBkgDwD1B8Atlvw4ACYO//nD7N+c3/hP3+9/7jg4PbLr67f31/41e23f//6/RepAIBZdQCQ/2tI6zWS4iMEAAA0b2BeWxAANAKEAUB10RkA9ltQZsDZ1H0BYPnx0fFnAHzz+P2X/1h++MXfNP14WABcNgBI9wILAKz35vwz0AIARGoBAOQCAJUAlQFwPgufZSw3sD1mhgDAewro84fn7zMB5uHArx6/P374rBwDDAyA1a9FALBZaYFTkBIAhE8E9AeA7WZuFgDESaCAAfoMkGYTnM8VALDbgkMB4N+/fnzyvzf6+yf9OwDmiaEf/7iMCW5L/vIfin4MADxUAQAF2s9FBIAgAQCAfACgESAIALIL6TtYmv9VTQAAIKo1AD6/uvs8+3//d3nhm+fUz2fdHBAA8FApADhr5XYf/QwIPd5PAAAgKwAInbUWAF6f/a/X8gBYf4gZCQCPru/84fbCMuHz+uD/PQBATeD+spuOL3MnHO6Xz5QGxADw1+NgACixBbbriySgEMBvgDEDJNkE7sxPeQBspzFFm8Dd1B0B4D7R89at47+JAADwE7i/CC7JtwYAP1754Ym16/umgQCAnACgECAEALoJ9jtYT/xf1XNAAEBUAECGwi8J3F+qAYB3C2qdgcT3YOPyEAAAyAoAwmkArwHOAIC5CXanfW8GygNg9V2WwQDwq9VfAQCFWgCA8wwCzFO7+QAAIABJREFUQXxRAHimgQCAvABI99YAABgmGO/Ad9XPDAAVAZTbcCgAvKf8FwEACrnxvrsyFLkZ8nO9ggFAcQDsatIhAGIXwrYIgERvLQgA/zWfdwPlAeDe0XYkALyv9VlYAAAotAbA7s+lAHAhrczCwP5r9Nw1bggAAOjewG2FiQQpAvgMsGaAiJsgeMX/AwAaAii3oWgTrLZ0TwD496+fQ4DvP3z4E0YAKjUBgGXNkv4vAIDPAEvrEwHHAkCJszBrpQGQaq5+AHA8UN5B5AtfswEAQBqa1usLAI+2/nm51cPyhV8AQKGGACAaANQAwJoAAEB2ACSaawEAxL/uWwkA77c4CAC+d2718ND8MgCgkBPvGzUXeh7WvGpR/68CgFVdAID8AIh3V48B3gxQ+iRE/G4PCwAUBJCUcDwAzAR49vz3Hd8AAIVWAPD8vdADEW/rlg0AuAY8T1MSrfZNAACgCABS/XctXv9PfRGBdhICABCGticA4KWCABDGcwHgN8DWaxoIAFC+gdOJkCDWgzMCgHantycA5ASQAeD1JiWbYHMpg8CAGw4AqFSj8EuC9491ASAcAFQDwIsAPQIg/Ey0VgEQ+3y9N8CcAQptAuqNPhcDhQEwAQC5NCQA/AdNqUeiS/s/04DnTcrfwKM2hwJAkW9ibEQDQKS9+gDAs+AzwLjNczUAPN8mAGCrQQHgXaAUAJiHrNCA500q3sBMAACgFABC/TUHAFh3+X8BQEwAWQkBgEwCAN4qA4DTiXvMygzYAmCeBgIAygAg3F93BrgzQNtNwH3Gy9MAACAKbU8jAiB00BQCAPtDm8yAMQAeBNAk0Bo4AADIK41+D8sVe19yEwge8fUGgJQAUgBc1gYY2t7QRGTgHQ4AqFSj8EuC5w+hgyZxEsDGwKkQAHyUU39+lZ69MDIwDgBCn7AtASB6wOPLQGEATABAHgEAjooAQDBslxjwrUPfvpQEAADIK/U32K0B/q70/gQv+hDvAEBIAACgKQEAjgoAYF5FrwC49giA9Z1kXj8VuR3fThwAhO7F5oq/J12X5MIG/jZQHACXjQGyAICIBgRA+FNTfgA81gAACMMHAoCfABsDgrHkVdH9p4oAmACALBoSAKEl4lMcJgBYHIgIwDHgXQUAUBsAPAIkDfD3I8F534ABaRY5AC5rA1TtHmskNPAMBwBUqlH4JcHyf+SoyQ2AZ/4SAPAa0OmqPQkAAHBW6+mwSgAou//aQGEATEMA4P8xZNKPAQBX2QGQtmBkIA8AtEMAAIAHAO8Dud7ijSQf3d9uE0jPIkhXDQAAACot8bGjJvoJV2/g9AaAhAAMA/4VAABdAcDTYrcAYOWa0xluguIAuEwAAAAgT/D4L3rUZAWAkzw/ALwJBCtdG1DOAbUDgDKP5NmLt94dAYQAcKZ+TAEgIYDcAAAAAGhUHwDvH0VDgAYAIL+TnYUB4RZw7yb//KEWAJhjqCgAqDvRaubfchN0AYBdwQEAVwDASjkBsMoNAMjWL1HHANj22A0ASAnW5327BsAFAAAA5Anmf+Mfm2JTHGoAsA9esYHAmwQAOgTAqskyAeC56NMWAJLvEstXDgAAAAo9ARBdKB8AThsA8AnAAYA/AXuVOwO6kwAAAPs0+rrJugaSu5D3ok/TTVAcABcAAAAQJ5j/rQeA9Z7XKQB0QwAAgH8dVQQA8TD/Jf/GAOATQGNAAIB9vQEAVwDAWtkAsH0gOAAgW79ATQGAv+bVDD4RAOFvfNluAgCAF5oUAJCj8EuC+z+pcXNkikNlYH6glvuC5DYuVAOh3ADAM4HwXVQCwLvLOgbCO1D0+76dA+ACAAAA0gT3f5JtNxcApu2elxUAgQTcNXoMqE4CVDr2nEeKL//3BACXACsABJeOzcxYA4BNAJUBAAAAkCe4/1MJAKfDAEA1BAAARNdROVfxJwCQvtmP8SYAAFihSQEAOQq/JLj/UwsALwMvCZ7lQTQQzAwA9AmAyQMAz0Ym3enTHADsZ4ppVn+fA2IFeKoNALgaDADprhue4lAYOHkAIHiaHxkAoQTMFXoNaOaAAADhWZRnm3UBsFuEdKdP601QFgATAAAAiBNMpKabBQAvA446BYBmCAAAiAFwXhvYfJKh3+fZHgBMAmgBwDtqAICEAICtMgDgFAAAkwAAgBUApG+hGgCefdYBwPqP5D5svgnKAoD7sQkASAgA2MoeAM+M2/hMAAiDBQDoFgALATwAYD7kBQAAAFwlAfDNhw+/+Nv1m9+YrO1aGQCUD93BOW45AN4GVsoGgGAC3voCBhQnAWode6+S9AuAaQWA547Mf8JjBgDwCKAGAOeo8dUaAHCVAMDnDx/uAPjPXz/88h8m66sNAMJy1gA4hQHAI0AjAFAMAQAAxXVU8+NcXgB4vMJ/wqP9JigLgOuFc9gMAoB///rep0Uf0uMAmPv/DQA//vHDh//6v5L8O9Uo/JKgFgAcA2sBAKL183UQAJxdAAif75sDACwXagMcAowBgG8+PPQrQT+OAuAGll/+48c//uJv1zsB/iRIv1eNwi8J6gDgVBgAkcMDAOgZAPdOuxi4XMSPd8+wCQoDgDN07hIAF4ocAHx/n6R//cdUFADf3D/2zwC4/uevIr7sVaPwSwLijhOa45YCwDGwEXMOiAqAcALO2sIG5CcBGgGA3H9VAExPAIi7/5QJAKVPQpAHAUMA4JvH5M+tRQs+o8cA8Mj4AMCNLzZnAWoUfklA/cRtCoBTBADMIUArAFA0UJv1s3UQANwJoGv/eTZB+bPQRAJ4K908APjnAO66zwMZA+DR+hcA/PvXAIBgpW6uIgCIHRkAQBMA0AwBHpI8T841IFcjACAiYBAA3CfoZwEA0QRVALAysBVvDogIgEgCxspiBroDwKsqnQPgQQDR80RXBhThfgAwCGBlgEKAMQDwuAboV5mngD4bXQZUo/BLAvrEofcAlRg4xQHAO5QbAoD0JKrN+vk6CgCeEyBKA4pwb3wNANBu7JXVAD80KQEAnqdn7QFw/eY+7/8AwI0y3Z8EVl07IATAKsH+730CQH4VjdH62ToUACTPk14bUIQHAFDlq8jJQcAQAFg+od8ngqwBcOv69+8A3PJ//iC6xsijGoVfEpQHwCkNAMaxTDEQTQgAmHwA18gGAFoDinB/fKV7USQIEDiODQ1wQ5NSAOB70VfBKF8Ee8joZhA1Cr8kqACAdQLPEvYAiCWgrytuQDoHBAAAALYGogQYAwDLFNBnWY+m3ArCsv9XBADn6yPeoSPbwOmoABDfTtlq/Vy1BQDdHJRqBigbAMgEMDYQGwSMAYD7R/+7/uv/SGbpKTeD+2B2H4hrXQCQF7UBwDaLHwB0VwAAAHBVDgBybYJqAIgRYBAAPC4D+tMNBII2PdDtoMsDYJvAt5AtAOI8GRcAzzIfAAC6AUA+AFAJYG8gWJFRAKDROADQ3kSQbWCXpAgAognIq0oZEJ4EAAAsAGBgQB4eiq8IgNAgIPR9HnsD5NCkAIAchZ/FOXC8/Y0NgF0C31IMLjUEAGELawIAmgfaAABhANR6JNkUIgAAQFD8m8AfXHX+TWD9gyR4BvYp/PEAgGT9XLUFAMXtSJUzQPk2QU0A+D9HAQAEAQBeWQBgn8C7nCUAEt0BADgCAEwMiMMbBYBvEAAAEDQMAAweJccyQH4YKd0YBQDxBMQVEQzITgIAAEcGAI0AuQzsCQAAEEQ8B/D8tpleNQp/1+XCiff1N5YBxo3IuwSArIUBAFoAaGeAMm6CygDYISD4YKdsBtKhSbUKgOt//tr5rSB4APB+gGcBwPNadgCkusPAAFiqfAAA2BgQh8cAQCJAxn1gTQAAgCLyVUDfd34zuLIA4NyFivyhjgCARALaekgGRHNAAMAzgfSLFA0DgDgEyLoPuMcSAEARGQCdPw/gUhgAvhfDs5e0pE0BQNTCWgCAov/XB4B6BigvACgEyLsPOIMAAIAiMgA+930S+LZbMAGwv4qTnoD3FUQAQLJ+po4CACsD0vBYfAMAcAgAAFBEBcD3VvcDqlH4iQ8A32X8DAB4X41cv0DKStj3EwlIqyEaAABEGZb/AYAcBmYth0GwwgCAK8ZloL8xWWGNwk+FAcC9/swMAKkEpNUQDUhOAgAABwcAgQD594HHIKBPABQXHQA2M0CVAHApCQD22LNLAEh6GADwSiCyoT8FkHcTtAGABwEAAJLIALC5BqgeALgbfv8Blw6AwOsRAJCOawBAuwv0DwA7A8LwBADSBCiyD9yOqD4B0NQUUBbVKLwEAJ6beRITCPY8EwCkMQIAXFX9HwBIVaAVAEy3/h86GgAAVwBASHIAhP6QHQDJBJS1kA0ITgIAAABAoX3gBoDA8QAAuBoDABcRALYP9KIlCB/ZMQBQCNAYAAQ9DABQAYD7ZZaoAWF4CgBJAhQEgP+AAABc+QGwuf6n+5vBPed/WZICIPiXSLwBAAgQAQDaAYDEyK3/Nw4AwhCgGABCz4kBAFwBAEHJABA5rnMDIJ2AsBKGAf4cEABwfACkCFAOAAECAACuAICgRACIHdZRABAI0BoA+D0MANAA4NIBANJDgDL7wFJdHwIAAFdDnAO4CAGwPkRpAIj8LRYPAAjWz9N8HkjV/6sDwNSALDwNgAQBigLARwAAwNUgAJgTcMMEAIge1VkBQBlDAAAAQPZN0BYAPAcGAOAKAAhLAoDYH9X9W02Q9CIsA+yTAACAk4BtBQAgGZjlFHc7CAAAXNEB8OP/6vYcQDEAxI9p9QxOawBg9zAAQAGASy8AiBOgOAC2BAAAXCUA8M0RTgJfxABYHaIUAET/CgAAACoAGBsQhafjWwDAprYrAgAArqIA+M9fD3EVkPM8WJ64AEgc0gkApC/jV19GlF6EZwAAYGd4/3hcAEQJUAMAq0EAAOAqCoDPq8tA/2SywgqFLwWA1BEdj9cCIBWdNECI3wOA18SqA0DX/wEAkoEGAeASAABwFQPAbQDwi789Hgb84x+NHgdwaAAk/n48AHCbWFUATLF7BBcxMK0rwDNz6QgAMQLUAYAzRgYAXCVuB/2b+7/3uZ///PXGAguVL/xFAQB3P0oZSB7PKQAkb+YZTkC8mRBhGZ4BAICbwfmZCwBzA5JwSnyTAHgNAg4HgG80kzNxANyb/tL6v98+EeCnrz5+/Pjn3Ss3/e6f/r/PKl94Bfl5AEhlS8TrAJBaOcFAOt4DAFYTAwAAgBIG/JW9yL4QKjEQCk2qQQAs+X/84/qZwD98mpv97/+1e+kBAM/fZ5UvfCEApA/nAwKA2cQAgEEAECFAPQDI7gosMhAKTapFAHyep/8fM0Ev3T7f/2Hu8s5n/C/3lyJ/n1W+8KUAkMyWBEDqme4AgCq8awBcOgJAdAhQEwDzIAAAcJU4CXxv/Z8/3D/7//vXKwB8eXy2/+HTY75n1rdOt/f9fVbxwmtO/qxmOOIGCEdzyoAcANRnSlIW4hnoCwDK/m/dfzl2lvnrXgAQJkBVAIRuEW1tIBSalBAA33/4ILxKJ3UZ6K/urf+W+waD1RTQ0ux//vrjX54v/fz1b/8e+/tDxQuvuvyLDADKsZwGQHzfjAEgvXaCgWS8DwCcngoAjAGA2BCgLgD0CGgRAP9b/tj2KADud4X+5T+eXwdz87+a/XfvT/0/ffX7//m0nAHw/f2h4oUvBABCsqSBDgHAGwLUBcDUMQAuAADdQLyuSgLkB8CJohUA7h/Ov5d9Uyt+K4jvn6m3XwT+6atlaue797z/8xzw/TP//u//vUjgUaf7TdTFOp1sl4tLbFX1HnWyeedldGnMLMNOxS0s0fl8rrj2VF0v7VZTBoB5cubzeo6GqMS9gP7z1/vn/vtIYJ381eCdE79fHld9/vDp9uF///daANBt7BPxGLVpLFKvNXfoxnpqVABAMTUNgOulWQTIpoDm6f/NZTpECW8H7QPA88P+fdbH9/eHSg+9lPcAcUaTEQO0sXzaQHxsGjRAHdLmmQJiTKtgCmidgO7n+WXGTqaAIqeBq08B3RMopoFaPAcwz/3IvqtrCICnfvj0+3+NBgBSrkMCgHUSAAAQAuDSGwDCZwGaAAD5wjmZgWBoUt0B4DsfAH73z/DfFdWTRGnvAkgCAPE4pgAgtleGDJD35dEBcDpVNqAAQB4D/HA6AAIEyG+AdlNe6SBgIAD8+MfgpaXhq3weI4BmrgJyNrIQAK+9KWiAehgTDAgBQFt/LgDQCQAADAOA4BCgFQBICdAiAOY+vfmmFlGJm8EFLy369nF9v3Od/6vnz7M++78vUlRPEqUFwEQBADHVMQHAGQJUB0C9LwE9M6x+AwByGCA/lkNEgBYBsFwFJPkiQBIAAQZ4vun7/CLw3Ptb+SZwAQCQj2ISACK7JABwNABQa3fpEgB+AjQEANEgoEUA3Ft/lu8B3L8FfNd+cslzr5/bL/dP+4/W38i9gC4lAEBNRTEgAAB9JwYAugVALgPscHp8BwCQEKBFAOT6JvCsAAO+fHzf7XO+9P8+3+/cDdr9uytF9QRB+meBvqe4Awbo/S8bACwNROMDADCtAHv9dAEAZQHgJUB2A7wH87EJ0CIA5nsBye4IR7oK6MGAzSkG537/CwAeL/1h/3dXiuoJggweBp0AgPHn39j+2CgAjBHIXz9Vt/4PABTcBF0AgD0IaA8AKlEvA/3xj10+FL4AAOiZSAYAAPb6qeoWAJdeAeAjQGsA4BJgRAB4bgYklqJ6/JhLdgCYXwXPBgBj9x0eAAxY5jAw7StAqp3zXZaeAOAfAjQHACYChgPAo/sbtf/iAHATyNb7muL2A4CRiQiA4L4YAoCtgVh8CACG10EJ1k8VAOAxwA0/IgBYBBgLAJ8/BK4CEktRPX6MBQCmGAAy3Ay5PwCYXggrWT9RvQLg0i8APATIbSBZUeU4eiAALN8DMOz+18MBgJMIAAAAZADIaIAbzorvBwD0QcBoAFA8btIrRfXYIZfcAMjxQMTwjuitAGv6krwkw8DUCwDuLgGAwgDYE6BRAJAJMBQAfmOyjpUU1WOHrLeoHACngAHmzSWJBrgAMDcQjg8CwO5uSJL109QkACj7UL8A8A0BWgUA9bPUQADIIkX12CE2AJjCAODlOSwALG+HJ1o/Sb0C4NI1AHYEyGwgXc9wAtIgAADQSVE9dkhmAHDvLk8GQGAv9FWAdQ0zAHCt9kDwZ4btCxQAZDXADGfGdwUAEgEAAJ0U1eNGXHIDgJmHaoAHgAwGgvFhAFg9EUG2fpIAAK8BZvihAUD5QAUA6KSoHjdisy0VADj5DLAfL3VcANg9Eke4fooAAK8BZjgbAFsCtA2A9CAAANBJUT1uhBUApgAAuGnoAPDvggCAJn622CEALl0DYD8EaBwASQLkBUBxAQAEeQHAf74s2QAdAMzbmDCWJRpYBABQM+xeSZVufSlzhwDYECCvAcKOmDQgezArQaV7LUUHBsB2O9oCQPB88SwAyGIgFB8BAKkcAMBwANgNAdoHQHwQgCkgnRTVYwZsN6IGAKedAX7/5wDAu/81DAAiDwEAAKADAEQJAADopKgeM8AOANMeAIIBAMMAAMBdf1qPbaj7JkAFAFz6B8CaAD0AIIYAAEAnRfWYAXkBIMhiDwDusyw4C5MMvAQAEDPsXkkCILcBXjg/vksAhAkAAOikqB5v+d0GVAHgtDYgGQCwAODb+XwAyGQgEB8DAKUiFQGwnMdpDwCJfekIAFgRIKsByl6ovBgPANBJUT3e8rvNp/34uAKAJAnDQHcAoCERAOACYPtlxg4BMHUKgMAgAADQSVE93vI5ASAaANgDgPtAawCgQwDkN8AKFwHAJUA/APATAADQSVE93vIZASDr/zwAUD57cJtZXgCYHnvs9acEAAQNsMIl8b0CwHscAgA6KarHWny/6XQAOLkAkCXh7Xme+JYBYH7scdefEAAQNMAKHwsAnkEAAKCTonqsxT3oFq96mveslwHhAAAAaAEAKgLk6b+Ryu2+zNgpABwC5DSQYR5yRwAAQCdF9ViL5wSAMIdy7LmrAPcUAADQIQBKGOCEi+I7BoDleXhCewQAItVjLZ4PANIBAHfsuY/fASCnAV98/OCzugRbtv64nrf0BgCU4UIAvAnQHQA2gwAAQCdF9ThL+87eiFc9ze3tBQBpjmMDwO47OML1RwUARAxwwmXxXQNgTQAAQCdF9ThL+/qneNV3vQAgHgCwzz7t4gEAcWifALA8AxkxwAmXAuBFgA4BsNoQAIBOiupxls4GAHn/Z5992sVfNwsAAGS1DIBw5fZXsnUKgKkIADLej+Q9CAAAdFJUj7N0PgDIU5gDIK8BT3wCANpncejWHxUAEDPACB8UAG8CAAA6KarHWNh7EY141XfdTwJMqgEA//qzbXzbANA/jEm5/pjeANAQAACQA+BJgE4B8EIAAKCTonqMhb2X0YtXPWsBgCID00Di6OfPAA0MgKe1vgCQ/AxgZYARLo3vHwALAQAAnRTVYyycCwCaAYA5AHIb2MenAJCqDgDABEAhA4xwOQDO2Q1kvyf5nQAAgE6K6tGX9d9KR7zqWQ8AaDKwARC9BKQ9AKQPQADAnyBQuCMBYMoPgAIPpr4PAhoEwL9//eHDhz+J+vFRAeBLIF71rPvnW9UAQPAVxE08ACCN7BIAtnciixqgh48NgPjjgpNrTksEgM8fZv1G0o8BALJOxCefB2UKAMmOCAB0BoBiBujhCgCcMxsoAYDbVsk+AjhT5ADg9vn/1vu///DLfwj6MQBAlrb/a29CsgVAfgO7+CQAEhUCAMYFwHQQAOQ/B8AFwOcPv7r/941oEuiQAAg8UVG86oeKAyB6L+AWAZA8BGsdey9fcwI5AQAAFQDOeQ0cBQDMKaD//FU4/T/roADwJhCv+iFt/wcAAIBQBXyFM34cVdwAOVwRnxkA1OPzaAD48Y+/+Ju8HwMAOQwEEnADIjeiFZ2LAgD6AkBBA+RwFQDOOQ2MCwDR5P8iACCHgUACdkQMAEUMbOLTAIgfhADAyACYAICkMAIwKHzg0zEAkL8CAEAqg/9lAEBvYFQA4BzAVoEDvEsAuG/FMSC7GhkA6AgA/i8zdg6AMwAQlwAAz6uAlv+YAgAyGAgl4IeEAVDIwDqeAIDoUVjp2HubahUAnu7lv5KtawBMOQFAvkbjcAB4fA/g9i8uA30IALAzsI5PJ+gBAHICAABaAJwBgKgkAHh+E1gyADgiAELTI30CwP80UgCAIwAgbYAarosHABISAQD3AlopdHj3CIDJDwDhDUkAgH4AEPgyY/cAOAMAMckAoBAAYG8gmEAQEwJAMQOreAoAYschAMAAQFkD1HBlfDYA0L+mCQC4AgDsDQQTCGLcD4I9ACB+IAIA5GtYAACeAQBApuMBIDg90iUAJgCAt36PHEvdACD0XZb+AXBOLyQxAADIdEQAhBKIV80zEE4gCfIBQHpPcgCgIwCUNkAM1xoAAKICANSFPxwAXu/HAUBBA248CQCRI7ERAMgLCADoAaAjAAAAAMR1MABMnQEgeiQCAMMDQDsECBhg3KoXAHB1OACEp0e6BcDzDV2v21eKGHDiAQBZnJMh+JdV3YLfZQEAAAAAIKbwsd0pACYPAMoaeMfTABA+FgEAMgDKG6CFGwBARQAAAACICgAwN/COJyUAAGIZgn8ZBQBXACAiAEBb+CMC4LI2AACw5PoBAFoAgIYAAAAAEFNkfrxXAEwbAIhPAQAAvQAg/F2WAwBAdxbAb4DzuFYAwNXxABBOIF41x0AsgTBuB4DSBl7xRAAEj8ZWACD+Jl3O/uv4DF/IcAwAKAhwcAAUFwBgbCCWQBj3/DzYCQAiRyMAAABcdRcCAQC2AgCMDcQSSAMBANb6NwIAiAZI4QAAAKBS3sLH5scPAgD5KQAAoBMARL7LchAAyAkAANjqcACIJBCvmmEgmkAauDSEJwDKG3jGUwEQOhxrHHsrM70AoIoBUriJAWsAcPo/ALASAGBrIJpAHNkXAMLHIwAQS/ByOgAAxAQAAGwFANgaiCYQRwIArPWvBACQDVDCbQwAAK3oWACIzo93DYDL04DiFAAA8DYgfKZmEQDEvstyGABICQAA2OpoAIglEK+abiCeQB7qAqCKgUc8GQCBAxIAoAGgkgFKuJEBAKARAQCmBuIJ5KF9ASB4QAIAAEAGALD6PwCwEgBgaiCeQB46zwrcDWhmgIYEwNpKDwCIXsp8HAAICQAA2OpQAIh3x54BML0BUMnAHE8HgP+QBACiCR5eo+exjgIA8RAAALDVwQAQTSBeNdlAIoEiti8AhA5JAAAAeAFARgAAwFYAgKWBRAJF7H1wAwAAAIcBgHQIAADY6kgASMyPdw2A6QEA1SkAAMAxICpkCQDEL2UGAPYGeP0fAFjpWACIJxCvmmoglUAT/ARANQMTDwDegxIAoACgngFCuCEARAQAAGwFABgaSCXQBN8+GHYEgMBBWf7Y2/hoGwCz21EAIBwCAAC2AgAMDaQSqKIBAADgYACQEAAAsNWBAJCaHz8AAHSnAACADgCQuJT5QACQDQEAAFsdCgCJBOJVEw0kE6ii73NAuv5fFgC+oxIAIACgpoF0uCkABATYG2D2fwBgJQDAzkAygS68KwD4D0sAAABwEgAA9QUA2BlIJtCFXy7KGSAAwDUgqWX2/ns6AQBcAwCARscBQLI7HgEAVQ0wAeA5Losfe1sTAEBbAOATAACw1ZEAkEogXjXNQDqBMr4rAHiPSwAgDYC6BpLhpgYAgOoCAMwMpBMo4wEAAOBoAGATYGeA2/8BgJUAADMD6QTKeAAAADgWAARDAADAVocBQLo7dg+Avgz4TgIAAKlPMYl2djwAcAkAANjqQABIJhCvmmSAkGAsAwCAL0P8z6MBgD8EAABsBQBYGSAkGMtA4wCQEAAAaA4A7P4PAKwEAFgZICQYy0ADANhZaBwAlwEGRaCcAAAgAElEQVQBwCQAAGCrowCAcIJ0sP5b3YDnJAAAAABsEgAAdXUcAKQTiFdNMUBJMJgBAMCTIfrXm6V4QzsiAHgEAABsBQAYGaAkGMwAAODJEP3rgADgDgEAAFsBAEYGKAkGM7CfAwIAkvOYAADLAL//AwArHQQAlO9IjdZ/6xsAAPYZYn+8OxoQACwCAAC2OgwACAnEqyYYICUYzUBtACTmoPgEAAAyGAAAagoAsDFASjCaAQBgnyH2x9lQtKUdEwAcAgAAtgIAbAyQEoxmYHcSAABIz2MOBwDeEAAAsNUxAEC6Tdpw/be+AQAgamCjh58RAcAgwNqAoP8DACsdBQCUBOJVpw3QEgxnAACIGthoVACwhgAAgK0AABMDtATDGQAAogbWugAAbAMAgFYAgIkBWoLhDGxPApQ99lI3I2oOAI//Y03tqACgEwAAsNUhAEB7Usp4/be+gaYBwCcAAJDHAABQTQcBACmBeNVJA8QE4xkAAKIGVhoaAGQCrAxI+j8AsBIAYGGAmGA8A5s5IACAMIwdEACMIQAAYCsAwMIAMcGABgCAmAFXLzNjAoBKAADAVkcAAPFh6SP23+oGAICYAVdvM5G2dlQA0IcAAICtjgEAWgLxqlMGqAkGNFARAL7uAAAAAACAKwDAwAA1wYAG1icBAADKMHZMABAJ4BoQ9X8AYCUAwMAANcGIBloGAJsAWQHw+nFEAJCHAACArQ4AAOIpgDH7b3UDAEDMgNfKoACgEQAAsNUhAEBMIF51wgA5wYgGAICYAb+VcGM7LgCoQwAAwFYAgN4AOcGIBlYnAQAA0jB2UACQCAAA2Kp/AFBngMbsv/UN1AKAtzs0DADnlyEBQBwCOAZk/R8AWOkIAKAmEK86boCeYEgDAEDEgN8JAEAyAAAYCABQG6AnGNKAOwcEAJCGsaMCgEIAAMBWAIDaAD3BmAYaBgCXABkBsPo12NqODADaEAAAsFX3ACCfAhi1/1Y3AABEDPh9jAoAAgEAAFsdAADkBOJVRw0wEoxpAACIGPD7GBMApCHA24Cw/wMAKxUHgLUul9oOoLhOp1Od1RIWamTvuWx81KlYdZ3PnKUHLZKxMALQGmAkGNTA+6NawQ9f/s+HjY4AtjaGHQGkhwAYAdiqdwDQTwEM23+rGwAAwgYCNkLN7dgAoMwBAQC26h8A9ATiVccMcBIMagAACBsI2BgWAEkCAAC2AgCUBjgJBjXw/iZAcwBgEiBT+9sPYwcFAGEI8DIg7f8AwEoAgNIAJ8GoBgCAsAG/iXEBkCIAAGCrzgHAOAUwbv+tbgAACBvwmxgVAOkhAABgq+4BwEggXnXEACvBqAYqACDQHnoBQNA/AAAAmAoA0BlgJRjVwOskAABAHcaOC4AEAZ4GxP0fAFgJANAZYCUY1gAAEDQQ8DAqAJJDAADAVn0DgHMKYOD+W90AABA0EPAwMADiBAAAbNU7ADgJxKsOG+AlGNbAcw6oPQAwd6Ec7c/7KWZYAKSGAACArQAAlQFegnENAABBA34HIwMgSgAAwFYAgMoAL8G4BkoDIHgZ5e6VRgEQuoz1+ABIDAEWA/L+DwCs1DUAWKcARu6/1Q0AAEEDAMBGAEBJdQ4AVgLxqoMGmAnGNbCcBAAAyJ9iRgZAjAAAgK0AAI0BZoKBDQAATAPjAiA+BAAAbAUAaAwwEwxsAABgGhgaABECAAC26hkAvFMAQ/ff6gaaBQDvu4TlABB4pOUIAIgOAR4GFP0fAFipbwDwEohXHTLATTCwgcdJgFLHXviJWvuXKgMg+CkGAIgYAACsBAAoDHATjGwAAPAbCK5+aACECQAA2AoAUBjgJhjZAADgNwAAeAQAFFPHAGCeAhi7/1Y3MM8BAQAAAA0AQQIAALbqGgDMBOJVBwywEwxtAADwGYh8ivG9iUEAEBkCzAY0/R8AWAkAkBtgJxjaAADgMxBZ+9gACBEAALAVACA3wE4wtIGCAAj3B18CzlNFAYBCBgCAQuoXANxTAIP33+oG7icBAADGTgwABA0AAGbqGQDcBOJV+w3wE4xtAADYG4ite3AABAgAANgKABAb4CcY2wAAsDcQXbfnbQwDgOAQ4G5A1f8BgJUAALEBfoKxDQAAewMAQEihIQAAYKtuAcA+BTB6/61u4HQ6AQCcnXhoAISGAACArToGADuBeNVeA4IEgxsAAPYAiC07OgC8BAAAbAUASA0IEgxuoBQAIv3Bm4C+KwEABQ0AACXUKwD4M0C12x8MnHQH7nAA8LwRAOBmQLkbAQCu+gUAP4F41T4DkgSjGwAAJtanmNEB4CMAAGArAEBoQJJgdAMAwBYA8YXHBoB/CAAA2AoAEBqQJBjdAAAAALAA4CEAAGCrTgEgOAVQvf3BgPYkAAAwFAC8QwAAwFbdAkCQQLxqjwFRguENFAFAbCVNASD9KWb3VgCA61U9jlSGAwAq2RQeAOjSQJsAoO9N1gBILT08APYEAABsBQDIDIgSDG8AAAAAOAkAgOzqEwCSUwD12x8MKE8CAADDAWBHAADAVr0CQJJAvOq9AVkCGAAA3LUCACkBALkFAIgMyBLAAADAW+v2vYwHgC0B1P0fAFgJABAZkCWAAd0cEGn90TUAAH0BYD8EAABs1SUARKcAGmh/MKB8ltORAEDaiQEAACCvOgWAKIF41TsDwgQw0CYAyDuULQAIiwMAWwIAALYCACQGhAlgAADgrXN4AOyGAFdt/wcAVgIAJAaECWBAdyHoeADYvpsRAbAmgHoAAACs1CMAZKcAWmh/MKA6gI8EAOJOPDwAtkMA7UOFAIC1+gSALIF41VsD0gQwkB8A8fwtAYC0PACwHgKonyoHAKwFAAgMSBPAAADAXCUAsB4CnHquQOleSxEAIDAgTQADurtBAAA9tz+pAQAgpzoEgPAUQBPtDwY0Q4BsAKC2Y7vuQ96J1++n5/YnNeDOAZ0AAGN1CQBhAvGqNwbECWBgAgBYKwQAptUQ4NR1BUr3WooAAL4BcQIYmFRzQABAz+1PbOA9BDgBANYCAPgGxAlg4P5PVgAkkgMAHQLgPQQ49V2B0r2Wov4AID0F0Ej7gwEAgLMTAwBvAJwAAHP1CABpAvGq1wbkCWDg/g8AwNqJV++o5/YnN/CcAzrVMrAKBwBUUhceAOjcgPwkAADQc/tTGHgA4AQA2AsAYBuQJ4CB+d8GAUDcq6y6D2caEwB4DgFO9Qy44QCAStrCi08BtNL+YAAA4OzDAMD0GAKcAIAM6hAA4gTiVa8MKBLAwPwvAAAAMHUfApxqGnDCAQCVtIUHALo3ID4JkF5/KnOHAFi9p57bn8oAAJBJAADXgCIBDDz+Gx0AvGlMAGC6A+AEAORQbwCQnwJopv3BAADACQEAJufbwD1XoHSvpag/AMgTiCNdA5oEMPD4DwDghAAAdwEAeQQAMA1oEsDA4z/pSYCMAKDtWABARQCc6xp4hQMAKikLDwAcwcDYAOBOYzpvquf2pzJwOgEAWdQZABSnANppfzCQCwDJvI0AgBcDANy/BLYMAXquQOleS1F3ABDHt9P+YEA4BwQA9Nz+NAbuJQAAcggA4BlQJYCB5w8AAEMAwPwdAAAgh/oCgGYGqKH2BwMjA4C9EwMACwDO9Qw44QCASqrCa/p/Q+0PBsYGADMGAHhUAADIIACAZUCXAAaeP8hOAuQEAGnfqgMA52313P4UBh7vfx4C9FyB0r2WIgCAZUCXAAZeP2UBQDppAwAQTGOODoDn+wcA7NUVAFSnAFpqfzAwMgDYQcMDYPkfALBXZwAQR09NtT8YAAAYGhwApzcAzl1XoHSvpQgA4BhQJoCB10+ikwAAQM/tT2zgvVUBAHMBABwDygQw8P5xVACIpjFfb6zn9ic1cHIBcO65AqV7LUU9AUB3CqCp9gcD4wJAEDU2AJyfAQBr9QUAcfCcQBV9sP5b3YBkDiixfkLGWALC7gUAlDdwWgPg3HEFSvdaigAAhgFtAhhwfgYA6BoaAKvfAABjAQAMA9oEMOD8PCYAZNOYAMBTAICxOgKA8hRAW+0PBkYFgCjs+dbGA8BpC4BzYQO7cABAJXn1lP2/rfYHA4KTAADAgADY/A4A2AoAoMcfqv/WNwAA0DUsAHbbVD8EAABcAQD0+GP13+oGrAFAyVcbANJpzHEBsAtXEwAAcAUA0OOP1X+rG2gNAAQCGABAFjcqAPbb9KomAADgqiMAHKv9wQD/JMC4AHi+ueEA4DOgJAAA4AoAgIFaBsYDgPxCtjEB4NmkdwM6AgAArgAAGKhlYEQASBMMCoCAAQDATAAADNQywJ4DAgAAgIcBDQEAAFcAAAxUMwAAkDUkAHxb9AkAOQEAAFcAAAxUM2AKAFKyugC4yAGwvL3BABA2oCAAAOAKAICBagYaA0CaAGoAyDfBgADwbtGnATkBAABXAAAMVDPAPQkAAIwFgKgBMQEAAFcAAAzUMwAAkDUeAPwb9G1ASgAAwBUAAAP1DIwFgAsAwDHg356OASEBAABXAAAM1DMwGgA0m2B+fwMBILA9XQMyAgAArgAAGKhngHkSILZ+WiYAoB8AEAyICAAAuAIAYKCiAQCALADAYwAA0AoAgIGKBtoCQJIAqgJcAACGgdD23BgQEAAAcAUAwEBFA7w5oN4BkDYQ0WgAoBkQTAIBAK4AABioaQAAIOv+DocBQHBzbg3wCQAAuAIAYKCmgXEAcAEAGAaCW3NngE0AAMAVAAADNQ1YAYCYpyoACAZiGgkA4c25N8AlAADgCgCAgZoGWCcBAIBhAMAxwCQAAOAKAICBqgaaAkCKAABAGQORrekzwCMAAOAKAICBqgZGAcBFDYD7exwFAEwDLAIAAK4AABioamAcAJAMxDQMAGIb02+AQwAAwBUAAANVDXBOAgAAgwCAbwAAEAoAgIG6BkwAQE0CABwUAAwCAACuAAAYqGtgDABcAACygejGDAOASgAAwBUAAAN1DTDmgLoGAM1AVKfTGAAQGSATAABwBQDAQGUDLQEgQQAAoICB+LYMG6ASAABwBQDAQGUDAABVgwBAaoBIAADAFQAAA5UNjACACwBANZDYlDEDNAIAAK4AABiobIB+EiC4fnqG1ALZAEA1ENMYAFAYIBEAAHAlB8BPX338+PHPq5d++HR76Xf/fP/5/etLNQq/JNDGw0AeAwAAVTcCqOLVBvIDILUp4wYoBAAAXIkBMDf7jx9//6/3S98+Wv6DCsvfAQAYSBk4PgAuAADVQGpLJgwQCAAAuJIC4PYB/w9zl3+PAb48Wv+3H3/79/m3P3gDaxR+SaCNhwEAgLieYFYAIC8ACF8IAwBcSQHw5fHZ/4dP70/43y4w+HZu/d9upoeeqlH4JYE2HgZyAYB6Cjc/AOIEAAByAyC5JZMGkgQAAFxJAbD095+//viX5ZWfv54/+S+f/V+/bVWj8EsCbTwMZDIAABA1AADUBpKTQACAKyEAXv39u/0H/RkAP331+//5tD8DAADAwF5HB8DFCgC8B6h51TYA0u8vbSBFAADAlRAAP321tPbvdlP9j0HB8xzwa4Dw34vETqHD6n55Y814V5eLXS77nJbvtEWZvL0bASzSjCEtAPbner+bzw4sZ4R/+PScCQIAoJBOyr4GABxERm8PBKDLHABfHhcBPUcGuymiGkOvJYE2HgZyGaDezV85hVRvCohhIKqDTwER3h3JQHQWCFNArqwBsPT/l3745H5T4AoAwIBHxwbABQCgGaC8O5qBGAEAAFfG5wC+2/T/1XWis2oUfkmgjYeBfAAgNbYSAIgSQAoAloGYDg4AOwMRAgAArkyvAvr5691lPxgBwADBAABA01VNgIYBQHpvVANhAgAAruTfA5gv73G+BzD/8uz26y8FuKpR+CWBNh4G2gQA55li6UXaBoCaAC0DwNQAAECS4TeBnf7vfi34L+vAGoVfEmjjYQAAIK/JTWgJAFqbjGRQG1CqFACCBAAAXBneC+g7985wt7/cO/+Xj5sZIAAABjyinQToFQA8AzHdAaAjQLsA0E0D7hWaBAIAXInvBvrl4/tuoPPV/s/7Py8vfue/GSgAAAM+AQAk3Q0cFgDWBgIEAABcmTwPYAbAl48rADz+vr8jaI3CLwm08TAAAJDX5OSzBoCKAM0CQHkpsE9+AgAArvBEMBhowUA7AIgRQAYAroGIZgMqArQLgAwGvAQAAFwBADDQggHSSQD/+jn98BAAUE0CtQoA9Q0BvfIRAABwBQDAQBMGAACKFgAoCNAsAPIY8BAAAHAFAMBAEwaOCoBLBgBoCNAoAPRPhQtoTwAAwBUAAANNGKDMAfUJALaBiJ4GjgeAbAZ2BAAAXAEAMNCGAQCAoBcAxAQYDgA7AgAArgAAGGjDAABA0MvAwQDAuJsT3wAAEBEAAANtGJACgPVhmPQGwgTgF+CSCwBSAjQKgKwG1gQAAFwBADDQhgHCSYAuASAwENbbgJQATQKA800OEQBcAgAArgAAGGjEAACQlmPgUADIbGBFAADAFQAAA40YAADScgEgI0CLAGCdxREZcAkAALgCAGCgEQNHBMD2FIBl95ERoEkA5DfgEAAAcAUAwEAjBtInAXoEgMRAWCsDRwEAbwsKDbwJAAC4AgBgoBUDIgDwPgcfCwASArQIgCIGXgQAAFwBADDQioFWABAmQFsAEBGgPQAwt6DYwJMAAIArAAAGWjGQnAPqDgC7UwDG3ecYAChlYCEAAOAKAICBZgwcEAAyA0FtAcAnwMAAmACAvQAAGGjGAACQ0tbAAQDAhJjKwEwAAMAVAAADzRg4GgD2M0DmAGAToD0AFDQwTwIBAK4AABhoxkDqJEB/ABAaCGpngE2A1gDAfQM6A3cCAACuAAAYaMcAHwDcCQTSUh0BgD0J1BwAyhq4EQAAcAUAwEA7BhoBQJAALQKA+wna2gA7w+o3/ghGacD7nPhCBkr3WooAABhox8CxAOA5BZCh/+apAMMAN8PqN/45DK0BLQEAAJ1qFH5JoI2HgfwAiDaE7gAgNhCS9ywIL4O9AWYG9xfBSWy1ASUBAACdahR+SaCNh4HsBgCAuEqdBmcZYGZwfxFcxqo3oCMAAKBTjcIvCbTxMAAAcFZWCADMe+lkMMDL4P5SBQC6MQAAoFONwi8JtPEwUAAAsZZQ7BSoCQB8pwDyAMD8fqhMA7wMzs+SbzJbGAAAXgIAYKAlA4cCgNxASH4DrAeq5DDAyuD8LLmXkYkBBQEAAJ1qFH5JoI2HgVEAECJAowBgPVIxiwFOhvePoruZGgFATAAAQCdF9cShSwJtPAwAAIx1lQQA46HqWQxwMrx/FD3PwMaAnAAAgE6K6olDlwTaeBgoAYBIV+gKAN5TALn6L70ODQFA9kAbIwNiAgAAOimqJw5dEmjjYaCAgQMBQGMgoKCBLgFQ1YCUAACATorqiUOXBNp4GGgNANluhdYfAKiVaAcAwofamxkQEgAA0ElRPXHokkAbDwMAAHlN/hmgfP23QwDUNiAjAACgk6J64tAlgTYeBooAINwY+gKAykBAEQAQS9EMAGQDANM5KBEBAACdFNUThy4JtPEwUMJAEwAITeC0CwBqLdoBQG0Dk4wAAIBOiuqJQ5cE2ngYAADIayoOAGJHBQDcBAAAAAADbRmIzAF1BIDAKYCsACAVoxUACGeAjAEgIAAAoJOieuLQJYE2HgaKGKADIOMTcfUAUBoIhMfiSeVoBgC1DTzEnwQCAHRSVE8cuiTQxsMAAKCLz9x/OwKAdABgDQA+AQAAnRTVE4cuCbTxMAAA6OJzA4BQj1YAUNvAS1wCAAA6KaonDl0SaONhoBAAQt2hHwCETgFk7r+EgrQBAPEAwB4AXAIAADopqicOXRJo42GgjIEWABC4lRsdAGoD/vBEfDcAqG3AFY8AAIBOiuqJQ5cE2ngYAAA00TwD/vAUAJIVaQIA8gFADgDwCAAA6KSonjh0SaCNh4G2ACB5nhR5yT4BkP5o3QYAahvYiEMAAEAnRfXEoUsCbTwMlAJAoEF0A4DgKYD8AEjVBADwJWAQAADQSVE9ceiSQBsPA4UMHAAAegP+8GR8qigtAEAxA5QJAAwCAAA6KaonDl0SaONhAABQBDMN+MPT8T0AoLYBjwCAQlJUTxy6JNDGwwAAQIytCYB4VRoAgGYAkA0AZAIAADopqicOXRJo42GgGAD8LaIkALwEIAPAwoA3nBAfL0sLAKhtwCvqJBAAoJOieuLQJYE2HgZKGQAAQuGU+MYBoBoA5AMAlQAAgE6K6olDlwTaeBhoCgCSRjIGAGKFaQAAtQ2E/kAjAACgk6J64tAlgTYeBsoBwNslOgFA5BRAmf7bNAB0A4CcAKARAADQSVE9ceiSQBsPA8UMdA4AEwPecBoAYs9VLmEgJl3/zwoAEgEAAJ0U1ROHLgm08TAAAEgjBQa84bT42FPVihgISzkAyAsACgEAAJ0U1ROHLgm08TAAAEgjBQa84dTrqGobCOpU20C8AmkCAAA6KaonDl0SaONhoCAAfC2sKAB8fZxUgNgpgGIACD9ToYyBoBoHQJoAAIBOiuqJQ5cE2ngYKGcgDQDRXEIZABgZ8IUrr6OqDoBT6wBIfiEMANBJUT1x6JJAGw8DAIAsTmbAF04fQ9U24NeptoF0BRIEAAB0UlRPHLok0MbDAAAgi5MZ8IUrz6LUBsCpCwBECQAA6KSonjh0SaCNh4GSAPA0sC4AED0FULD9tQmA2gYmgoE4AQAAnRTVE4cuCbTxMFDQQMcAsDLgC1eOoSr331MXAIgTAADQSVE9ceiSQBsPAwCAKExowBeurGBtANQ2MNEMxAgAAOikqJ44dEmgjYeBogDY9y93/bIvFLHewL6VEwoQnwEq2v6aA8CpFwDECAAA6KSonjh0SaCNh4GSBroFgJ0BT7iygpUBUNvARDYQJgAAoJOieuLQJYE2HgYAAEGQ3IAnnBXvnUYraWCjjgAQJgAAoJOieuLQJYE2HgYAAEGQ3IAnnBffFgBOPQEgSAAAQCdF9cShSwJtPAyUBcCufXUAgMQpgNIA8EC0qIGVTrUNTCwDAEAWKaonDl0SaONhoKiBTgFgaMATzoz31LCsAUenzgAQIAAAoJOieuLQJYE2HgbaAYDwrsKjAWA/CVQRALUNPDNQF/RPAgEAOimqJw5dEmjjYWAsAOy7eYcA2NapWv89dQcAPwEAAJ0U1ROHLgm08TBQGAC75tU8AFKnAMq3v3YAUNvAKwN9UR8BAACdFNUThy4JtPEwUNZAlwAwNbAP5wNgU6ha/ffUIwB8BAAAdFJUTxy6JNDGwwAAwI3QGdiH8+M3laoGgNoG3hk4C+8JAADopKieOHRJoI2HgdIA2H56BQAE8QDAJgNr6R0BAACdFNUThy4JtPEwUNhAGADSR4tnBkDyFEAVAKxqVan/nnoFwI4AAIBOiuqJQ5cE2ngYAACYAUoD+3BJ/KpYtQBQ24CTgbn8hgAAgE6K6olDlwTaeBgYDAC7ht4nAKb6ADh1DIAJALCUonri0CWBNh4GigNgM3/dOADSM0CVAOBUqxIAahtwM7AjVgQAAHRSVE8cuiTQxsNAaQPdAcDawC68z/5bn0BuBnbEahIIANBJUT1x6JJAGw8DAABrcb2BXXifMzD156B0BlwCAAA6KaonDl0SaONhAABgLa43sAvv8iKcFs5C6ww4BAAAdFJUTxy6JNDGw0B5AKwvYby+Xi9jgAcAwimAMS/Db+E6VKWBNwEAAJ0U1ROHLgm08TBQ3EBnADA3sAsXA6DinRia+CKC1sCLAACATorqiUOXBNp4GBgNANue3i8Aat6Ms42vImsNPAkAAOikqJ44dEmgjYeBCgBYTR8DAPJ4AEBpYCEAAKCTonri0CWBNh4GyhvoCACUUwA1AVDrgVyN3I1Ob+BBAABAJ0X1xKFLAm08DAAA9GVtDGzDFfHVALDJUNzANoM4EgAwkKJ64tAlgTYeBhoBgLj/jw2AUxUDrTyQwMLAnQAAgE6K6olDlwTaeBioAQD3S6QAgCZ+Llt5AGwzlDawyyAPvU8CAQA6KaonDl0SaONhoIKBbgBAOgVQt/3VAEA7DyW2MHAjAACgk6J64tAlgTYeBoYDwIYAcQBkMbAJ1wHgVAEAuwyFDewzaILvBJCvuUEBADDQtAEAgGqAoFvhChvYb6q+AeB9Tjx5zQ0KAICBpg24JwFaBgBtBqh2+ysPgH2GsgY8GXThGAHopKieOHRJoI2HgRoG9gCQ9/+sAMhjYBOuBcAJAKhnoHSvpQgAgIG2DQAANAM0FQaAZ1PVrgAAsBIAAANtG3DmgAAAPQDktZMY8KytdgUAgJUAABho3EAXACCeAqjf/pQE4Bnwrax6BQAAVwAADDRuoCoA1gSIASCXgXW4vv0VBYAvg2r9AICxAAAYaNwAAEAxQM6gGwKwDHhXVb8C1QyU7rUUAQAw0LiB90mAx/o1HQwAuOomgXgA8BtQCQCwFQAAA60b6AAA1FMATbS/UgDwb6gWKlDJQOleSxEAAAOtG+gCANkMrMNNAKApIAcAIQMaAQC2AgBgoHUDAEDaAD3DpDuJQjcQWEsTFahjoHSvpQgAgIHWDbxOAgAARu2vDAAiBuQCAGwFAMBA8wZqAmDV20MFIJ8CaKT9KW6mBAAAACrVKPySQBsPAy0AQHcRCz+EBoCMBlbhRu2vAABC26mRCtQwULrXUgQAwEDzBgCAlAFGhvlf+UOV6QCIGhALALAVAAADzRt4ngQAAMzan7SKZAPBFbRSgQoGSvdaigAAGGjfQOMAoJ8CaKf9ZQdAyoBQAICtAAAYaN9A8wDIaWAVbgcAWRmpBsLpm6lAeQOley1FAAAMtG9gmQMCAAzbn6yOZACkDcgEANgKAICBDgxUBIDb3v0FYMwAtdT+cgIgspEaqkBpA6V7LUUAAAx0YOANAOXNLAUxBADkNeCGW26Bir0AABExSURBVAJAUkkqACgGRAIAbAUAwEAHBgCAmAFWhvePAEBhA6V7LUXFAQBBfJ1Op9dPpdd9uWgXaFT5Sll+I0FCYQQAAz0YmD/4tzkC4JwCaOvzr6CWNAOxvE1VoKyB0r2WIgAABnow0DQAMhtww23bXyYARLdRWxUoaqB0r6UIAICBHgwAAGEDvAzuL/xi0gBANsAXAGArAAAGejAwfxPgqnyeodDAu8MfDQD8clIMxJM2VoGSBkr3WooAABjowkCzAGCdAmiu/WUBAMcAVwCArQAAGOjCQMMAyG7ACTcHALOeBAOJlK1VoKCB0r2WIgAABrowcJ8DAgDs218GAPAMMAUA2AoAgIE+DAAAAQPMDJvfmQVNG0glbK4C5QyU7rUUAQAw0IeBRgHAOwXQYPvjVZQAAK4BngAAWwEAMNCHgRkAyv6fBQD5DTjhGdofAFDKQOleSxEAAAN9GJjvBlEFAO8mf0wAcGqaNJDM1mAFShko3WspAgBgoBMDTQKAOQPUZPvjFDUNAIEBjgAAWwEAMNCJgUYBUMLAOzxL+zMEQHoDNVmBMgZK91qKAAAY6MQAAJANAPSqJgEgMsAQAGArAAAGOjFwPwkAAOjiAwboZU0YICRqswJFDJTutRQBADDQi4HTSdv/zQHAPQXQavszA4DUAFkAgK0AABjoxUCTAChi4B2eCwDUwsYNUNI0WoESBkr3WooAABjoxUA1ALz6/GEBQB4CJAAgN0AVAGArAAAGujEAAOQDALGyAAAAoFONwi8JtPEwAABsXz8KAKgEiBog5Wi2AvkNlO61FAEAMNCNgQYBUMjAKzxf+7MAgMoATQCArQAAGOjGgLr/AwARANDad8QAMQNlIZkBYoZqBkr3WooAABjoxkC1g38EABAncGIAUBqghQMApgIAYKAbA60BgH8KoOkKKAFAPYtAWkpigJqhmoHSvZYiAAAGujFQ7+BfOv0OAMUMPMOzAoByFX8EAGoDpHAAwFQAAAx0YwAAyFsBFQDIF5LSFuMbIGeoZqB0r6UIAICBbgw0BgDBDFDbFaDcyUd5FVHjFchroHSvpQgAgIFuDDQHgHIGnuF5K0C4mXMonn4zCeJyXAP0DNUMlO61FAEAMNCNAQAgdwUUALAxkA4HAEwFAMBANwYAgOwASD7QEQAAAFSqUfglgTYeBgCA1WvHA0CSACEDjCcKUBfkGWBkqGagdK+lCACAgW4MVDz4H81+A4CSBpbw7BWQAsDMQCocADAVAAAD3RgAAAoAIN7KAwY4D5UkL8kxwMlQzUDpXksRAAAD3RgAAApUQAYAQwOJcADAVAAADHRjoCkAiE4BdFCB+Id5vwHOXfrar0A2A6V7LUUAAAx0Y6AxABQ1sIQXqEC0mwcAYGogHg4AmAoAgIFuDAAARSrABgDrNt09VCCTgdK9liIAAAa6MQAAlAFApJ/7AWBsIBoOAJgKAICBbgzUPPjnfu8YkJ0C6KMCEQIAAACATjUKvyTQxsMAALD+vaSBR3iZCvAAwHtQWx8VyGKgdK+lCACAgW4MAAClABBs6V4A2BuIhAMApgIAYKAbAw0BQDgD1EsFggTwGGA+qbmTCuQwULrXUgQAwEA3BpoCQGkDj/BSFeAAIIuBYDgAYCoAAAa6MQAAlANAoK3vDTAHAN1UIIOB0r2WIgAABroxAACUqwAdAJkMhMIBAFMBADDQjYGqB/+95b8MSE8B9FOBwAf7nQHuAKCfCtgbKN1rKQIAYKAbAy0BoLyBObxcBfydfQ+AbAYC4QCAqQAAGOjGAABQsgIAgLWB0r2WIgAABroxAAAUBYCvt28NsGeAeqqAtYHSvZYiAAAGujHQDADEpwC6qoCvue8AkNOANxwAMBUAAAPdGGgIABUMzOFFK5AGAH8A0FcFbA2U7rUUAQAw0I0BAKAwAPbtfQuAvAZ84QCAqQAAGOjGQN2D/9b1BwOAp7+vDQgGAJ1VwNRA6V5LEQAAA90YaAUA8lMAnVVg3+A3AMhtwBMOAJgKAICBbgy0A4AqBqbyFdgRYGVAMgDorQKWBkr3WooAABjoxgAAULwCcQAUMLALBwBMBQDAQDcGGgGAYgaouwpsP+S7BkQDgO4qYGigdK+lCACAgW4MNAOAOgamGhXYdPkVAIoY2IYDAKYCAGCgGwMAQIUKAABmBkr3WooAABjoxkDlg/9yGRIAqz7vGJDNAHVYATMDpXstRQAADHRjoA0AaE4B9FiBIABKGViHAwCmAgBgoBsDrQCgloFKAHA7/duAcADQYwWsDJTutRQBADDQjQEAoEoF3FbvAKCcgVU4AGAqAAAGujEAANSpgA8A0gFAnxWwMVC611IEAMBANwaaAIDqFECfFXCa/RsAJQ244QCAqQAAGOjGQCMAqGagWgXeBHgaEA8AOq2AiYHSvZYiAAAGujFQ++C/EWBMAEx7ABQ28A4HAEwFAMBANwZqH/wDA+DZ8AEAAECnGoVfEmjjYQAAUJ4C6LYCTwIsBuQzQN1WwMBA6V5LEQAAA90YqH3wPwBQ0UDFCmwAUN7AMxwAMBUAAAPdGKh98A8NgNP/b++Oetw2rjAML9K6iZoYubDdpHCNbtMtYhSK4zj//79VIimKghV0rOHO4dE87012pQz5esRzPpIiuQuBigOAvDNQL9C615YgAAikEYgu/kMAVJ4BSjwDFwEQIfB+IVC1hDCB1r22BAFAII1AdPEPARApEBoAL2aBmgOAxDNQLdC615YgAAikEQgv/v/WHgBknoGh7Y8BECMwDo/eBgRAHRETPy2gdjwBAdBxALw/BUDVAUDqGagUaN1rSxAABNIIhBd/5wHwYgqAKIFhePQ2IADqiJj4aQG14wkIgMr+n3sGDglwEKg7AMg9A3UCrXttCQKAQBqB8OLvPADejwEQKBA+AwKgloiJnxZQO56AAOg8AF4IAAFQR8TETwuoHU9AAPQdAO8PAVB5Bij7DAiASiImflpA7XgCvQdA9wKHQ4DK/p99BgRAJRETPy2gdjwBAdC7wIvaA4D0MyAA6oiY+GkBteMJCIDuBWr7f/4ZEABVREz8tIDa8QQEAAECFUO3hwAgkEYgc/ETINC615YgAAikEchc/AQItO61JQgAAmkEMhc/AQKte20JAoBAGoHMxU+AQOteW4IAIJBGIHPxEyDQuteWIAAIpBHIXPwECLTutSUIAAJpBDIXPwECrXttCQKAQBqBzMVPgEDrXluCACCQRiBz8RMg0LrXliAACKQRyFz8BAi07rUlCAACaQQyFz8BAq17bQkCgEAagczFT4BA615bggAgkEYgc/ETINC615YgAAikEchc/AQItO61JQgAAmkEMhc/AQKte20JAoBAGoHMxU+AQOteW4IAIJBGIHPxEyDQuteWIAAIpBHIXPwECLTutSUIAAJpBDIXPwECrXttCQKAQBqBzMVPgEDrXluCACCQRiBz8RMg0LrXliAACKQRyFz8BAi07rUlCAACaQQyFz8BAq17bQkCgEAagczFT4BA615bggAgkEYgc/ETINC615YgAAikEchc/AQItO61JQgAAmkEMhc/AQKte20JAoBAGoHMxU+AQOteW4IAIJBGIHPxEyDQuteWIAAIpBHIXPwECLTutSUIAAJpBDIXPwECrXttCQKAQBqBzMVPgEDrXluCACCQRiBz8RMg0LrXliAACKQRyFz8BAi07rUl3B4AH9/sdrvXf/zSlfePREz8tIDa8QQEAAECFUO3x80B8OHV7sh3P//BS1feH4iY+GkBteMJCAACBCqGbo9bA+Cwf/9y6PKvr7905f2RiImfFlA7noAAIECgYuj2uDUA9uO+/YdX3/7r6ktX3h+JmPhpAbXjCQgAAgQqhm6PWwPgcdy1//R298PVl668PxIx8dMCascTEAAECFQM3R43BsCnt3/9x/DD03yO5+KlK+9PREz8tIDa8QQEAAECFUO3x40B8PHNdGrn6Xiq//OXPn//LxM1sgCA9agNgP3nAbBfBsBeAADANmkWACciDr2mBdSOJ+AUEAECFUO3hwAgkEYgc/ETIHBbr31emn0HcCJi4qcF1I4nIAAIEKgYuj1cBUQgjUDm4idA4LZe+7zcfh/AcH3/5X0Ai5euvF9J+PfHBKIFotdPgEC8wLo0vxP4ZsInnkC0QPT6CRCIF1iX5s8CupnwiScQLRC9fgIE4gXW5eange5356d9fng1nPFfvnT5yxqETzyBaIHo9RMgEC+wLqv8PYApAIr+HsDNhE88gWiB6PUTIBAvsC7N/yLYzYRPPIFogej1EyAQL7AuAoBAGoHo9RMgEC+wLgKAQBqB6PUTIBAvsC55AgAAsCoCAAA6RQAAQKcIAADoFAEAAJ0iAACgUwQAAHRKlgD49HbNx0p8IR9ejQ822q32aNMvZ3iyxoqPVrph5Ude/v//+TmYP4EDaz1f/GaDqK3gUAO7dR+v8gXMf+Lp4sfmrPh44ZuJ/PevTpYAONRfUPP7/aL4Y7rPogOHlP959UEzIABO7T9qBgTAjAAI4PHbv0U13+NWN4XPY1DxHxvwD6NASALMm/yxC0V8DPMnEEZ05znO/PDRz9tCWwTAjABoz8c33/0n6vTDov2s+AfOvojH+fDnKSSCFpt8jIAAWOx7PEUcDAuAGQHQnv3udeC0n9vPY8gO+GKrj/kuZDH3MRnYfQCcnrh+5OOb88/NEAAzAqA5w9+Yj2m+R6KPAOL+5RPLTf4p4kis+wAImfUlAmBGADRnqP992NfAi+8AIhSiTjydWW7yIb249wDY1CYgAOIdViNHADwdd4FDjnwHzleAhHzycf/ws8EyAAImYXENTlASnA0idsW3sAmcr8MKvBxaAKxMigD49HaY8ccNXIUecwVefPULgOAAmCb9KepiYAEwIwBasx+Lbh+14c0nIA5dICABhm9AQtlAAPR9CmjeBwgMAKeAJgRAax7DbwI6tZ+Q7yE2dQI4Zgp6D4DLTeBJAEQiABqzOPqMaQPn9hPz2S8vAQk5DHIVUHTnuZh1ARCKAGjM/rTxLy+Gbkl0ACy3+pAvQi6q330AIatfbPoCIHTlWwih1UgQAOdT4IcD4ZCvgYNPAS0vP93vIjLw4k7giBnoPgCWdwKH3AwoAOYUjrse/RlIEACL4g/6Gng22Ac+jO243z0/EKb5+qd5P4iEHIQJgONH//L0Q8BBmAAYpv6wGR5qIPi+zDVJEACLA96Y8w8buAjR00B34d8DRR/3P4bOgAD4fdgBjL0Kdn22HwAXm1vMrbjn9hN3Nc7o0Gf+CICRx7D7EATAafVhH8Azsf0AAAA8CwIAADpFAABApwgAAOgUAQAAnSIAAKBTBAAAdIoAAIBOEQAA0CkCAAA6RQAAQKcIAADoFAEAAJ0iAHD3vHv407+Xv//08NU/o1yALSEAcPcIAOA6AgB3jwAAriMA0B0CABgRAOgOAQCMCAB0hwAARgQA7p75O4Bfvn54ePizAAAmBADunikAfvvxYeCrvwsAYEAA4O6ZAuDdce9/+I8AAAYEAO6eMQB++frhm+HXnwQAMCIAcPeMAfDu1PZ//V4AAAMCAHfPEAC//TicABp/FwDAEQGAu2cIgMN+/ykAXAUEjAgA3D2nAPhm+l0AACMCAHePIwDgOgIAd4/vAIDrCADcPeNVQPN+/yEKBABwRADg7pnvAxgPAdwHAEwIANw9053Ah8Y/HgkIAGBEAODuOT0M7p1nAQEXCADcPfPTQH/93tNAgQUCAAA6RQAAQKcIAADoFAEAAJ0iAACgUwQAAHSKAACAThEAANApAgAAOkUAAECnCAAA6BQBAACdIgAAoFMEAAB0igAAgE4RAADQKQIAADpFAABApwgAAOgUAQAAnfI/yCbZWRyliD8AAAAASUVORK5CYII=" alt="" width="768" />

2.堆积折线图

堆积折线图特点是所有变量上的不同属性是纵向堆积关系，所以只要设置位置参数position="stack"即可。

ggplot(df1,aes(id,value,colour=item))+
  geom_line(position="stack")+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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" alt="" width="768" />

3.百分比堆积折线图

百分比堆积折线图特点是所有变量上的不同属性转换成百分比后再进行纵向堆积（所以最高那条线必定是直线…），所以只要设置位置参数position="fill"即可。

ggplot(df1,aes(id,value,colour=item))+
  geom_line(aes(ymax=0),position="fill")+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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" alt="" width="768" />

不过，这里需要注意的一点是，在aes()里必须设置ymax

4.带标记的折线图

带标记的折线图特点是在折线图基础上用了点标记，只要增加散点图就可以实现。

ggplot(df1,aes(id,value,colour=item))+
  geom_line()+
  geom_point()+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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" alt="" width="768" />

5.带标记的堆积折线图

带标记的堆积折线图特点是在堆积折线图基础上用了点标记，只要增加散点图就可以实现。

ggplot(df1,aes(id,value,colour=item))+
  geom_line(position="stack")+
  geom_point(position="stack")+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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" alt="" width="768" />

6.带标记的百分比堆积折线图

带标记的百分比堆积折线图特点是在堆积折线图基础上用了点标记，只要增加散点图就可以实现。

ggplot(df1,aes(id,value,colour=item))+
  geom_line(aes(ymax=0),position="fill")+
  geom_point(aes(ymax=0),position="fill")+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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" alt="" width="768" />

7.三维折线图_用facet代替

三维折线图特点是利用x轴和y轴分别表示两个分类变量，z轴表示具体数值，但是由于3D的遮挡性，所以通常可视化效果欠佳。在ggplot2中，可以用分面（facet_grid）解决这一问题。

ggplot(df1,aes(id,value,colour=item))+
  facet_grid(item~.)+
  geom_line()+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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" alt="" width="768" />

饼图

在ggplot2中，饼图和柱形图关系密切，其实就是一般的柱形图进行直角坐标轴到极坐标轴的转换即可。函数为coord_polar() 但是，同样的，大多人诟病饼图圆形面积不如柱形图的高低直观，因此并不推荐使用饼图。

1.饼图

饼图的特点是使用圆形的面积大小表示数据的占比份额。因此一般的饼图只要通过极坐标变换即可。

ggplot(df,aes(x = factor(1),a,fill=factor(var)))+
  geom_bar(stat="identity",position="fill")+
  coord_polar(theta="y")

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" alt="" width="768" />

需要注意的是，因为是对y轴进行转换，因此x轴长短需要一致，统一设置为某一值即可（本文使用x=factor(1)）。 另外，需要注意的是，饼图通常是表示百分比，所以需要设置参数position="fill"。

2.三维饼图

三维不做图。

3.复合饼图

复合饼图的特点是，当分类很多或者有一个分类含有子分类时，可以使用另一个图形将其中的内容显示出来。

df_tmp<-data.frame(x=1,y=1) #准备画布所需数据
base <- ggplot(df_tmp,aes(x,y))+
  geom_blank()+
  theme_void()+
  xlim(c(0,2))+
  ylim(c(0,2)) #准备画布
base + annotation_custom(
  grob = ggplotGrob(
    ggplot(df,aes(x = "",a,fill=factor(var)))+
    geom_bar(stat="identity",position="fill",
             show.legend = F)+
      labs(x=NULL,y=NULL)+
    coord_polar(theta="y")+
      theme_classic()),
  xmin =0,xmax=1,
  ymin=0.5,ymax = 1.5)+ # 图形1
  annotation_custom(
    grob = ggplotGrob(
      ggplot(df,aes(x = "",b,fill=factor(var)))+
                        geom_bar(stat="identity",
                                 position="fill",
                                 show.legend = F)+
                        labs(x=NULL,y=NULL)+
                        coord_polar(theta="y")+
                        theme_classic()),
    xmin =1.1,xmax=1.9,
    ymin=0.6,ymax = 1.4)+ #图形2
  annotate("segment",x=0.5,xend=1.5,
           y=0.69,yend=0.77)+ #线条1
  annotate("segment",x=0.5,xend=1.5,
           y=1.35,yend=1.28) #线条2

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" alt="" width="768" />

有心的读者应该可以看得出来，目前这一版本只是一个demo，仍然有很多需要改进的地方。 但是，实际上用这个图只是为了抛砖引玉，只要你有想象力和创造力，ggplot2可以很自由的帮你实现很多图表。

3.复合条饼图

复合条饼图的特点是，当分类很多或者有一个分类含有子分类时，可以使用另一个图形将其中的内容显示出来。

base <- ggplot(df_tmp,aes(x,y))+geom_blank()+theme_void()+
  xlim(c(0,2))+ylim(c(0,2))
base + annotation_custom(
  grob = ggplotGrob(
    ggplot(df,aes(x = "",a,fill=factor(var)))+
                      geom_bar(stat="identity",
                               position="fill",
                               show.legend = F)+
                      labs(x=NULL,y=NULL)+
                      coord_polar(theta="y")+theme_void()),
  xmin =0,xmax=1,
  ymin=0.5,ymax = 1.5)+
  annotation_custom(
    grob = ggplotGrob(
      ggplot(df,aes(x = "",b,fill=factor(var)))+
                        geom_bar(stat="identity",
                                 position="fill",
                                 show.legend = F)+
                        labs(x=NULL,y=NULL)+theme_void()),
    xmin =1.2,xmax=1.8,ymin=0.8,ymax = 1.2)+
  annotate("segment",x=0.5,xend=1.24,y=0.64,yend=0.84)+
  annotate("segment",x=0.5,xend=1.24,y=1.38,yend=1.18)+
  labs(title="aaa")

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" alt="" width="768" />

4.圆环图

圆环图的特点是每一个圆环表示一个变量，其中不同颜色表示不同的属性。

ggplot(df1,aes(x = item,value,fill=var))+
  geom_bar(stat="identity",position="fill",width=0.8,colour="white")+
  coord_polar(theta="y")

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CuAGSfAwle2gQayWUXTwL41+9vH/8PaLeULII3GCePnv8QgB0k+77xHVUrrnzgSQA/fPCTP6z+gXZLiSJ3f3HqEuJfzwAQwAqCjd/2lqqWVy7wJYDzw/8l2i0liNztDTOXlv8QgClke0PmygaoE1Ze8CWA7k4AcncXr5wY/2oGgADWkWv+lndVnbDygicB9PcegNi9xVlLj39fR4D2BSB8CJC5sDrV8soFngRw+i6g6f8uaLeUFFK3NkxaTv67OgL0IABBBTS7r6pGlnlcCWD8OYDH/706CGi3lBBSdxanLC/+IQB7iG2AVjdW7dSyjSsBnH4S+OoA0GafSm3AOGG58Q8BWERqCzS6sypnlnF8CaCnzwISuq84X/n5r2QACGAXqU3Q5taqGljmcSaAdbRbSgKZ24qzVRL/EIBNhHZBk3tLM6nsAQHYROau4mSV5b+OASCAQ2T2QYubSzOp7AEBmETkpuJUlcY/BGAVmY3Q4O7STCp7QAAGkbmneNXy/PdjgM4EIKSA9vaXXk5ZBAKwh8gtxYtyxD8EYBexxmG/qCZ6OWURCMAcIjcUp4kn/1UMAAHQkOod/ovqoRpV5oAArCFxP3GSuOIfArCMyHZoa4tpJpU9IABjSNxOnCO+/NcwAARARWQ/NLXHNJPKHhCALQTuJs4QZ/xDALaR2BAtbTLVqDIHBGAKgZuJE8Sb/woGgAASkNgSDe0yzaSyBwRgCYF7CfzxDwEYR2JPtLPNVKPKHBCAIfhvJc4Of/77MEC/AhB5DNTMPlONKnNAAHbgv5M4ORL5DwFYR2BbtLLRNJPKHhCAGfhvJAjFv4IBIIBEBPZFIztNNarMAQFYgf0+4sxI5T8EYB/+jdHGVlONKnNAAEZgv404MWL5X90AEEA6/Fujib2mmVT2gABswH4XQTT+IQAP8O+NFjabalSZAwIwAfdNxFkRzf/aBoAAsmDfHA3sNtWoMgcEYAHum4jXE85/+0cACOAF/yGgge2ml1MWgQAMMNwC410E+fiHAJzAuz9CA2cA1agyBwSgz3QHXLcRZ0Q+/+0/A4IARhg3SJj6i+t6KqhGlTkgAHXON8BzH3FCauQ/BOAFti1y6lPfO04zqewBAWgzq5/jRkKl+K9tAAggH6Y9culT11tONarMAQEosyi/+E7ibNTKfwjADxybZN6nnvecalSZAwLQ5ar6wluJk1Et/+saAAIoonybLPvU8abTTCp7QACq3BRfdC+havxDAJ4o3SfXfep316lGlTkgAE1Was+/mTgTVfPf+DMgCGBJ0Ua57VO32041qswBASiyWnru3cSJqJv/xo8AEMAVBVtlrU+97jvNpLIHBKDHRuV5txPqxz8E4IzsvbLep043nmpUmQMCUGOz8Jz7CRr5X9UAEAADeZtlq0997jzdrLIGBKDFTt3pNxR08h8C8EbObtnuU5dbTzerrAEBKLFbduodBaX8r2kACICF9O2y16ce955uVlkDAtDhoOqkW4pToJT/EIA7UvfLfp863Hu6WWUNCECHo6IT7inOgFb+WzYABLBO2oY56lN/m085rIwBAahwXDP5poJm/EMADknZMkd/0eHu080qa0AAGlBqJt5V0M3/igaAALig7xlCm7rbfqpRZQ4IQAFayaTbCtr5DwF4hLhpSG3qbf/pZpU1IID6UCsm/K2gnv/1DAABMELqQWKbOtuAulllDQigOvSCj98oMJD/EIBLCF1IblNfG1A5rIwBAVQnod7Db8EwkP/VDAABsHK4bxLa1NUO1E4rW0AAteH7JrxgI/8hAJ8cbJy0b0Sm/2V1lMPKGBBAZRLL3f8xTO3on7BpAAjggN1WTP1RxJS/rotuVlkDAqhLcrV7H8SiHfwnIACf7DRjapc62oS6WWUNCKAqGcVufxSjdu5fqGMACICbzXZM71I/u1A3q6wBAdQkq9atD2PXTv0ZEIBTNnZPTpe62YW6WWUNCKAmeaWu/3NM2qG/oIoBIAB+VrdPXpd62YbKYWUMCKAiuZWu/YOs2pG/xOIRAAIgcbt/sv9Juqxx1VEOK2NAAPXIr/RqXLCW/yaPABAAjeu2LPhHqTNH1kU3q6wBAVSjpNDFyGAv/yEAxywbs6BJfexE3ayyBgRQi7I6Z2ODwfyvYwAIQIZ5axY1qYutqJtV1oAAKlFa5nl0MJn/EIBnLs1Z2KQetqJyWBkDAqhEcZXhdB2T+W/CAAdtoh2zhjltouImdbAXKwSSIyCAOjAUGcbrGM1/FQEUdY126Jpi3EXFTephM3IkTjtAAFVgKTJYzv8qBjgJgNQI11O+MUY7eo0QZ4+jR+3vRoEAcgwEUAOmGuO9asf8NlUEkLDyB3N+dSXtAFaHr0c5LiOIeBy5AgKoAFeJwXL+ixogZ8Wpf2uBdgwrwtekLNcRo0Yi+QECqEAf+S8igIKlTvzLC7TDWAOujWR9P1aJJDdAAPJ0kv/sBihc4qwP3pujnci14dpJxjdkxWByAAQgDlOBwXz+cwqAYW1LfvD6gnYq14SvUzkuI0XdbLIOBCANU33Bfv6zGYBnXcvHn9FO5lrw9SrHZYSoHE7GgQCEYSoveMh/DgHwrSnLxJ97TDub68DXrRyXkaF6PJkGAhCmp/wvNQDvgvL1xaks7XiuANPkW96TCgFlGAhAlr7yv0QA7IvJ2hen6rQDWhymFTC8KTUSyi4QgCg8xQUv+Z9rAJGFZO+LU5XaGS0LW8syXEWE+vlkGQhAEp7agp/8zxGA1CpK9MWpVu2UloStaRmuIkH9fLIMBCAIT2nBUf4nG0BwBaX64tR12kEtBlfbMlxEAo2EsgsEIEiH+Z8kANnlE+yLU+NpR7UQPGtidV+qRJRZIAA5esx/ugDE1064L07Np53WErCsi9WNqZFQdoEAxGApLDjLf6IBaiycfF+c+k87r/nh6t3yi/CjEFCGgQCkYKkruMt/ggAqrVqdvhjvRTuw2eHq3vKLsKMSUWaBAKToNP+PDFBvyar1xXhH2pHNDMsamdyaSiFlFAhAiG7zf08AVderYl+Mt6Wd2bywrJPFvakUUkaBAGTgqCq4zP9tA1RerLp9Md6cdmpzwtTCDHPLi05GWQUCEIGjqOA0/9cFUH+lavfFeIfasc1Io28DKIWUUSAACThqCl7zf8UAKuuk0BfjbWoHNxttGkAno6wCAUjQd/5fC0BpkVT6YrxX7eRmgmXVzG1PrZSyCQQgAM++0Y7xAuYGUFshrb4Yblg7u3lgWTlr+1MxqAwCAfDDUZHr/L8IQHN99PpivGvt9OaAp5VtbVClkDIKBMBP5w+AIqMBdFdHsy/GO9eObwY41s/YBtVKKZtAAOwg/0cBaC+Ncl8Mt6+d3+W09xBIMagMAgFwg/yPGFgY9b4YpkA7wItpzgB6OWURCIAb5P/HU/4zTGbyxNlqk+FltRO8EJaJs7RFRaPIHRAAM+XVBPf5X3tRDHdLfEHtCC+EY8os7VHm8HEOBMAL8r9m/F83wt/nXCevUtfEl9JJbi445srQJhUOI2dAALz0/g2gleL/qgH+vsZG7lZvnuFVKmc2L209BBKPI1dAAKxwHAC0I7wE8eW4WvnV5N8XwCXVqjXRcP1KYS1CU0cA8ThyBQTASecPgGQXY7Hke8lPE8A522p00nBx6ZiWg2NmzGzTCoHkCAiAk67zX3ApZmtNSP4kAcwyTrSdhitLBbQ4HLNiZZvWSiUfQACM9PwASGohZstMz/4MAZxyTq6nhssKhHMVGGbEyj6tFksugAD46D3/OeZwORtnErM/VwCnrBNqrHhJ3lyuB8NsGNmoFYPJARAAGx2/AcC+CLPFzcn+IgGc8k6iu+L12DK5Ls08BKoYTA6AANjoNv9512C2rtnZXy6AKfPYW2y4GEce16eVI0C1WHIBBMBFtw+AOFfgvKRl2c8kgCn3eLtsuBZLZZVhmAITW7VuNlkHAmCi1/xnnP9pNRmyn1MAp/Dju9HhUny1VYNhAizs1fr5ZBkIgIlOHwDxTf+4lFzpzyyAFycH8N0ra3F1YLh/A3tVI6HsAgHwUFxE8Jj/bJM/riNj+vML4AWrA+KFuMsThuXmDWzW+vlkGQiAqanKr6Cd5slwzf20irzxLyEAzkdBw3X4C5Qj1vtlCwaonU62gQB4mqr4Aj7zn2HmRrjTX0gALxgdMFxGpEQJHmv98ssvGW5cfbdWjyfTQAA8PVV8AW8CYJn3af0E0l9OAC/4HBAvIlUjL7HSL79kMYD6dq2dTraBAFhaqvgCzvKfZdrHxZNJf1EBvGB7OyBeRLBKLmKZX345GaD8nounrfD1wQUIgKOlii/gMP+Lbzkilv7SAnjB5IB4CdkyGQjn+OcxQOkFCl8ezIAAODqq+ALaiZ5E+ZRP6yYZ//ICYHoUFK8gXWgRscAv5wJw/hCoejyZBgJgaKjiC7gSQPGMj4smm/5VBPCC5RgQL1Ch0lxieV9+2ZAB6ueTZSCA8oYqHe8q/0vne1wx8fSvJYAXHA4Ihg0QruLf/0MglYgyCwRQ3k/FF9AO9QQKp3tcrxrxX08ADAqIw2sVm0a4zX8GA6huWZWIMgsEUNxPpeMd5X/hZA+LVSf9qwrgRfGPycbRFaulEsu6zX+Oh0CF44teG8yAAIrbqXS8HwEUzfW4VNXiv7IAio8BwaAB4g2t5D+DATT3rEJAGQYCKO2m4gtoxzqVopkeF6pi/FcXQKkC4tjKBR8QNuKf5SFQ4fiSlwYzIIDCbiod30X+D6tUNf01BPCi7ElQHFq/4m3Cdv6XG0Bx0yqFlFEggMJmKh3vRAAl0zysUe341xFAsQI0Sl4n7OW/54dAOhllFQigrJlKx7ef/8MK1Y9/LQEUKSCO1Cn6mljJTv5zGKBseMELgxkQQFkvlY7XTnYSJXMcx2rEv54AxvTMny2tqufEOnbz3/FDIK2UsgkEUNRLhcN9CKBgiuNQnfjXFIB7BYTD+OcwQNnw/NcFMyCAolYqHO4l//NvUC//VQVQ8BwoDlQsfCr+OP+LHwJp7VudjLIKBFDSSoXD287/YWnU4l9ZAI4VEF+ekP8MBiganf+yYAYEUNJJhcO1s51A9vQOC6MY/+oCKFBAHKdaNSn/ix8CKW1cnYyyCgRQ0EiFwx0IIHd2h2VRjX8DAnCpgECOfwYDFI3OflUwAwLIb6TC4T7yP+/Wgnr8mxBAvgLiMKVy6flf+hBIZ+fqZJRVIID8Piocrp3ux2RObVwS7fT/uxEBFClApdaE/PdpgMM4+f7tu3emX35398pHj//38uldZPzdHz+8e+/xr9zdvcedYxpAANl9VDbagQDyZjYuiHb2DxgRQLYCgsaHGSXF/5cuHwIdxsljwr/2p/GXz4ZfPbubePWz8Y//1/k/3AMBZLdR4XDteD8ib2KH9dCO/hEzAshVQKh7B7HG1PwvNYDG3j3Ok+fj1/2ns8Dz8Wv/eAx4PQwCiH/+4//BH2QKQAC5bVQ2us38H1ZDO/hPGBJApgJCzVuIBabnv8MjwHGePEb9+LRnMMHjf71++u14HogCaOLpzwAEkNtFhcO1A/6AnFkd1kI79i+YEkDeDwfHMfXKy4h/j0cAQqA8Oz/sef38PsDwn/G3p/9rBAggs4vKRrea/9qhP8eYALIUEIfUKi0v/4vfBy4ZnPeKx3w3fo3//dvLL/WfnQRweougASCAzCYqG21cABlzGtdBO/KXmBNA7iGgTmGZ+e/vCEAIlPFL//B8/qV+fPJzEsDr3AmmBwSQ10OFw7UTfpeMKR2WQTvxr7AngNxDQIWqsuO/3AAlg7NekMAQ/eeH/9/dzb8NCAIwR+0WavsBUMaMxiHaeX+DRQFYNEAsqST/Cx8CVd++lEQZHv5MD/+HL/2Hb/t/BgHYpHIHtf0AKH0+4xJop/0KJgWQo4AgeiexnqL89/YQiJIoQ8iPPwRw+i7QECAAq9RtoLYPAOnTGVdAO+zXMCoAYwYIxfFfboCSwRkvR+G7u1f/r/GbQS/v+b58CgHYpG4DFR8AtDN+j+TZjPOvHfXrWBVAhgKC1L3ESsrz39cRgBQpj2H/v87fCzoJ4DneAzBK1f5p+QCQPplxhHbSb2BXAGYMEOtgyH9fRwBapsSPfxhz/vn4i+HzgOKbAhCAOar2T8MHgOS5jAO0c34TwwJIV0CQuJvAFP++3gemZcp35097mz4J7u7utf9z+C0IwBw126fw65VgWADJMxnnXjvmtzEtgBwDcN9PYMt/V0cAWqbMf9732fQdoOP3hUIA5qjZPu0eAJInMliOf+sCGPI3cbZZbyhejy3/Cw1QdQsrBpVBIIDk/ika3E7+x4nXzvhdrAtA9zFQfHHG/Hd0BNDLKYtAAMntUzZaO+e3SK+iB1sAACAASURBVJ3GOO/aEb+PeQFoGiDwxn+pAWruYcWgMogrAfz3/e9Wf79e8zR7AEidxWA9/j0IIOcxENvrMud/6fvABWNTXwrMgABSu6dosFUBJE5inHTtfD/EgwBSDwGB56YCf/77OQJUCisnQACJ3VM0GPlfERcC0DBAfEn+/C81QMHYxFcCMyCAxOYpGqwd9BskTmHwEP9eBJD6GCgU31bcMRL5X/YQqN4urpVWPvAmgH/c39//5vr3a7VO2dcpwaoA0mYwTrh2tpPwIoDKBghC8f+llyNA1cgyjzMB/O/3kXevfr9W67R5AEibwDjf2tFOw40AEh8DhaIbC3L5X2aAatu4bmZZx5kA7n/xl/B4CDg9Cfq3kUqdU3oA0E76deI8ptyFk/j3JIB6BogvJJf/Po4AKtFlFmcCeMz/EP48/l+oLoAWDwAh3hT1vuKca+c6GUcCSHoMFPINENdPMP8LjwD5Q9NeB8xwJoDh8f8PH/zsj4vfr9Y5RYO1o36VafZodxbnWjvW6bgSAN0A4SH7DBCE47/sfeBa+7huZlnHmQCGZz//+v1P/rD4/TqNU/oOsEUDnCePcm/BU/x7EwDVAOG0FDkvIJ3/Lo4AVSPLPBBAQuMUDY5o5/01s7k7vLlYv3amJ+FMALQ3Ak5/IyTfXby8eP4XGaDSRiZFTdK0egYCoDdOydjwxhtDqdqRv2AxdQe3F4vXjvQ0vAmAYoDLn4fE2wtV4t/DEYAUNUmL5hlnAhjeA/jnrzXeAyg8ALzxxqgA7dCfcTVzu/cXvMW/QwEcPwaa/2lIub/YeVXy38ERgBQ1STPrGWcCmL4L6OoHAWq0TfEB4A1zCrieuJ07DP7y36MADgyw/LNAv8HYdpXy3/4RgBQ1KSvmGmcCiNE/+zmAiTptUzT4jZkBjCjg9o42bzE4zH+XAtg1wPWfBOodhnrxX2aAKluZFDUpC+YaZwLQ+0lgnvw3pIC1edu4yeAx/30KYMcAK8tFusXYbxXz3/wRgBQ1KevlGmcCGD4L6OYT4ap0TdHgN96wpoD1aVv9veAy/50KYNMA60tDul7V/Dd/BCBFTcpyucaVALaQbxq+A4CRtwK2Zm31y0yX+e9VABsG2Fiuw3sMtePf/BGAFCkpq+UaCIDYNEWDrwWgroDtSVt50Kyd5Jl4FcDqt4NuP5w7vFTt/Ld+BCBFStJieQYCoDVNydiV/Fc2wN6c3XyriXaQ5+JWACsG2Ht7/uBC9fPf+BGAFClJa+UZCIDWM0WD1wSgqYD9Kbv6ZnPtHM/GrwBuHgPtf4Pu3lUU4r/MAPK7mRQpKSvlGgiA1DJFg9fzX+/N4KMZW/y4qXaM5+NZAEsDHP2I3vY1dPLf9r8LQIqUlIVyDQRAapmSsZsC0DoEkD9wIHjOf98CmBvg+EM6Ni6glf+2jwCkSElZJ9dAAKSWKRm7nf86CiB/5Fhwnf/OBXAxAOVj+laH6+V/mQCE9zMpUlKWyTUQAKljCsbu5r/CcyDS3UwfOq+d4UU4F8DJAJTVur3ToBn/pQbIHkq8PoGUVbrw44d373AGWwUgAErHlIw9EEDtQwBxuoL7/HcvgNEAtNUKNyN1879TAXz/9t1rf2KNNnEgAErDFIw9zP+6CiDfTPCe//4FQP+ngsPyXuM43fwvMYD0hiZFStIanXn26v929x5brFUBAiA0TMlYigDqPQeiT5b7/G9AAAn/TuT8ZoN+/Fs+ApAiJWWJzrx8+tr/e/c6b7ZJAwEQGqZgKCn/6ymgo/xvQQA5BoiNpJ3+EbNHAFKkpKzQme/u3nn59NXPWLNNGgiA0C8FY6kCqPMcKCH/IQATkLsvTLcb20g7+wfMHgFIkZKyQCd+/PCVj8IzZ28DQwDH/VIwlJ7/NRRAnqrQQP63IYAUA0x/XTv5T1g9ApAiJWV9Tnz/9mt/ejwF+HobGAI4bpeCsUkCkH4ORL6V0EL+NyKAJAPE/tHO/TNWjwCkSElZnhPP4xf/L58+HgMcAQEctkvB0LT8F1YAeaJCE/nfigDIBhj3gnbszyg5AuSOJF2cQMrqTPz44fD4/5mvt4EhgMN2KRiaLABJBXSW/80IIMUA2pm/wOgzIFKkpCzOxHdj8n935+ptYAjgsFvyh2bkv5wCesv/dgTQpQFyR1KuTSBlbSae3Z3w9KMAEMBRt+SPzBSAzLvB1GkKreR/QwJIMIB25i+weQQgRUrK0oy8fHoWgKe3gSGAo2bJH5qb/xIKoN5IaCb/WxJAjwbIHUm4NIGUlRn57vTs//u3Pb0NDAEcNEvB0AIBsD8H6i//mxIA1QDBlgFMHgFIkZKyMAPDDwFMv/L0NjAEcNAs+SNL8p9bAfQ3ALRjm4+mBNChAXJHHl+ZQMq6DAw/BDDi6m1gCOCgV/KHFgqAUwHU+2gp/xsTwAuXbwT3I4Dnl58AfvnU0dvAEMB+r+SPLM7/N9jeCqBOUYAADNOXAeS2NSlSElZlYPEZQM8cvQ0MAey3Sv5QDgEwKaDL/G9QAA7fCDZ4BCBFSsqquAYC2G2V/JE8+c9igD7zvzkBdGYAsX1NipSURXENBLDbKvkjuQRQrgDiBIXG8r89Abh8I9jeEYAUKSlr4hoIYLdT8ofyCaD0zeBO879BAfRlAKmNTYqUlCVxDQSw1yn5Ixnz/42yQ0Cv+d+iADwawNwRgBQpKSviGghgr1Hyh/IKoEABtLsI7eV/kwKgfyuQdu5fKDgCZA48uiyBhAXxDQSw0yj5I7nzP/85EPVLRu245qdJATg0gLVnQKRISVgP30AAO42SP5JfAJkK6Df/mxUAcUW1c/+MtWdApEhJWQ/XQAA7fZI9UiL/sxRAu4kAAfiB2JctGEBma5MiJWU5XAMBbPdJ/kghASS/FUCbm9Bk/rcqAOJDoGDHAMaOAKRISVgN30AA232SP1JMAIkK6Dn/mxUA2QDawX/G1tvAymFlDAhgu02yRwrmf9JzoK7zv2UBODOArWdAikFlEAhgs03yR4oKgK4A2sy0mv/tCoBogNCEATIH7l4TXIAANtske6Bw/pMV0Hf+NywAdw+BIACzQACbXZI9Ul4ApLcC+n4A1LQAvBnA1DMg1agyBwSw1SXZA2vkP0EBpHkJ7eZ/4wKg2V07+U9YOgKQIiXhznwDAWx1SfbASgI4eg7U+QOgtgXgzQAQgFUggK0myR1YK/8PFNB9/rctANpDoODeAAK7mxQpCTfmGwhgo0myB1YUwN5zoN4fALUuAKoBBEM9BUNHAFKkJNyYbyCAjSbJHVc1/7cVgANA+wLowgAQgCwQwEaP5A6sLYD150CkG2g7/1sXAM0ADQiAe3uTIiXhvnwDAaz3SO646vm/rgA8AGpfAL4eAtl5BkSKlIT78g0EsN4iuQM1BHCrADwA+nsHAiAZwIoA7DwDIkVKwm35BgJYbZHsgToCuFIAaUpaz/8uBODIAGaeAZEiJeG2fAMBrLZI7jit/H9j8W4wHgBF2hcAyQDBiAHMPAMiRUrCbfkGAljtkNyBigK4KAAPgAY6EICrh0BWjgCkSEm4K99AAGsdkj1QVQCn50B4ADTQgwA8GcDKEYAUKQl35RsIYK1Dcsfp5v9JAf0+ANpvE+2wloCy2hDA1eUIJNyVbyCAtQbJHaid/2+MCqCUqp3VrCR1i3Zm80JZbucGYN7hpCZJuCnfQAArDZI9UDv9I13l/14nXE/E1V/VTm4u2hcA8xGAFCkJNzXx/dt3I69+VhRmlYEAVhokd5x29kf6eQf4qAM2ZmI+TDu8WXBjgE4EcHf3HkeoVQICWOmP3IHa4R/p5ABAWPr9mThdQDu+y/HzraA2ngGRIiXhnia+f/u1Pw2/eObqDAAB3PZH9kDt8H+Dmv++BUBc9uOpOF1IO8ILwREg8WIEEu5p4iyAHz/0dASAAG77I3ecdvhHmj8A0Nec+on5I9opXgBlNkwYoA8BPB4B3uHJtRpAALftkTtQO/zfaD3/09abvJCny2oHeTZeBGDjGRApUhJuaQInAD34mqODA0BwKoDkxU5aydPVtbM8Dy8GMHEEIEVKwi1NzN4DOB0FPAAB3LRH7jjt8H+j3QNA1kKnruTpRbTTPAPC1EAAl2sRSLilict3AXl6DxgCuO2O3IHa6f8G8QCgneap5K5yzkqeXks70VNp/QjAuclJkZJwRxP4NlA92HoDBwBz5K9w5lJOPaUd6YngCJBwKQIJdzRxfgT0aAJHBoAArrsjd5x2+r/R4gGgZHkL+mJ4We1MT6L9I0DeuNVLEUi4oYnLdwF95+lNAAjgujlyB2qnf3vvABcublFfDC+tneopNH4E8CSAl08dvQsAAVw1R+447fR/o7UDQPHSFvbF+PrauU6GMFcWDGDgTQBSpCTc0AQEoAdXa/gWQFP5z7CuxX0xNpd2slPxIQADRwBSpCTczwQeAenB1RoQgBFYVpWjL4ZCtKOdiA8DtC+A7+7wk8CV4WqN7IMm8p8TpjXl6YtYi3a004AAqFcikHA/E7NvA3V0AIAArnojd5x2/FMEEHwIgGtFufoi1qMd7iSaNgDfNidFSsLtTFwE4OibQCGA697IHacd/80cAPjWkzUxtMOdQtMC4F3OQxJuxzcQwLI1Msdpxz/tAKAd7gQYl5P5Owe1452ACwNAAKaAABatkTtOO/4beQDEuZjsnx+jHe/HuBCA+jMgUqQk3I1vIIBFa2QO047/Rg4AnGvJ/CHyPhTgwgDaRwBSpCTcjW8ggEVnZI7Tjv8m8p9xJac75ryaCwNAAKTrEEi4G99AAPPOyB2nnf8tCIBxIU93zHo5Fwpo2QAQgAQQwLwzcsch/0thXMbLLTNf0IEB2hYAz4KSIiXhZnwDAcw7I3OYdv4fCyAYFwDjKs7umfuKDhTgwQDKz4BIkZJwM76BAOaNkTnOfP4bPwDwreHynvmvad4AHgSg/AyIFCkJ9+IbCGDWGLnjIIAi+Jbw6p4FLmpeAR4MAAHYAQKYNUbmMOR/CXwLeHPTIpc1boCmBcD26U7gBAQw64vMcRBAAWzrt3LTMtc1rgAHBtB9E0A1qswBAVz6IneceQHYzX+21Zvus06rmDaAAwHoPgMSjSJ3QACXvsgdZz3/7QqAbfGSdjXX62lH/QYODAABmAECuLRF5jjl/Hd8AOBZulkjXF19LRy5WiZepH64U2hZAMz9ssXfONPJNhDAuS1yx1nPf7MCKF+5WQ+sXX4rIHm6JsAA9Q2QNez6IuACBHBui9xxEEAehQt3Wf7N6+9lJEPnBKMGgAAOLkLgUyrMUVYdCODcFpnDkP95FK3baeX3X+AgJou7J3g1gF8BMOx1UqRAAJ4obwq/bwE4FUDBsp1W/fglCElZ1kDBpgHsHwE0vxGUFCkQgCfKm6LhJ0Bt5f9pyUmvQQvLkh6KI6XjPIOGjwBZw66uQQAC8ER5U7gVgM8DQO6ajctNfhFaVp5+nD+7Iuk4T6fZIwAEwA0EcGqKzHG6+U/6HFBzBsic7ZB2L6RkPgVhfiMFewYg3IlbAfB8A+8hEIAninui6QPAgFyap5O3Ysm3kSSA86d6ZRUmHukpkO5DWwCKRwBSpEAAnijuiaYF8NU4SVJxnkzWgmXcQqIAvsw+BgRLBhhugRCv2gaAAGwAART1lbIASPkfGaZJJs9TyVmvrPIpsXwTg1n9FMwYYCiflK8QwC4QgCeKe8LrTwGQBfCVmWNAxnJlVp4lgDwFBBsGGEqn5quyAfTeBCBFCgTgidKW8HoAoLwF/NWZca74Iz0xlTPCNa/qTAGMCkgvUj7fD+8lzG4HR4DtKxCAADxR2hJeBZBwAPjKxpOg5MUqqJj0g2Bb4ZRYZxxQIeN3byVcvZ9xWHKVnN8EAjABBFDSVdYFcJX/6seAuFZJU11SbYEAUp8DBe0zwFBvYr56fQaUNWxxBQIQgCdKW6LZtwBuBaCqgHGp6HMdC40F574aITd38oneWGEstkLQb91GuL0T60eAFgXw8undI6/9iSnXagABFHSV9QPAqgD0ngSdVoo42UOVX0kKYD8CyZ0VTvXWCPuVm4jkBKxLA5Rvd1Kk5AhgjP/IO1zJJg8E8NDTEyDNY8BloSjTPRR4Kjbz9Y6z8yiiKJ1xvisNA4wLmRewLgVQfgQgRUqGAGL+vxd/8cyTASCA/J5y+QRITQHzdTqe71jcpdTMFzwMz+OMInwdPa+5SujP7yBs3wQEsHUBAhkCeHZ+9vP87tXPeJJNHgggv6f8HgAUngQtl+mg9FjYotC8VzyMT0pKHZW6LLtK7p/rD7u3YNwAjQng+7fPqf/jh36OABBAfk95F0BNBVyv0m7tsaplmXkveRigpJjaneeru6pogGHtyhLW5RGgeL+TIiVdAM/8hP4cCOChVQEc5389Bdwu0k7x4abyrBJ5BLBvgJu7qmSAse9LA9alAIqPAKRISRbA41f977GGWiUggFbznyaAUQHsgX8bxrflbZa99tMLWa/Jkf9f7j0GWrmrGgYYu54hYbt8BkSKlGQBvHz6ykfMsVYFCKB3AdRQwGqt6/XHYtZKzHlRJgFsHgJW70pcAEPL8ySsyyMABMAJBNCqAMj5L/8caGOJ1vNztWxdAWwYYMtg4umfYK6jHskKbi503gQgRUrGIyAIQI2ifsgVgPH8TxGAsAI2V2j1CcpWgRkvyyaA1cdAWzclaICx3RkTtsdnQKRIyRAA3gNQo6gfIABpBWyXuvIe6nZ56S/Ll/8rBti+KSkDDEvEm7AQwAbJAgjP714///o7Pz8IAAHgCdBcAQIO2Kt08Ufx5Xeq0xXAtQH2v4tJKP2T47rRZ0A5o2bDCaQLYPZzAOHZTAbGgQB8CoD7ACCngP31mf1ZfO3d4nQFsDTA0c8xmIj/Ro8AhTueFCnpApj9JPB3d37eD4AA8AToxgH18n+WpOGgYnUBzA1w+IU1f/zLJKxHARQeAUiRkiGA02cB/fghPguoMiXt0KgAMvP/K/ZjwHEEnQo+qpj3H4XP+3qa+nmmjAYY10MqYiGAdTIEgE8DVaOkHXwKQOoAwK4AwuSGsV7K51YoC+BkAMI9cRlgXAvBiPVoAKMCiO8D4N8D0KCkHVzmv6wAvuJ7EkRanEDK/+QjgIAAxsdAlIYJLAYYlkE2YSGAVfIE4BAIoEkBFOb/V1zHANrkxlei1cQmgOzco7YbgwCGFZCOWJ8CKNnypEiBADxR0A0+BSB9AOBSADksyR9bpC6AagYYZl8+Yj0KoOwIQIoUCMATBd0AARw6oCT/qQcAcj36AqAaIBQZYJj5KhHr0QAQABsQQIsCYMr/rwqPAdz5n2aAvQAuSj1ixxUIYJj0ShELAawBAXiioBtc/hhYrQNAoQL489+GAKQNMEw4V8JCALeDCUAAnijoBgiA6oCM/Cd+u0xaKQYEQDRAyDLAMNlM8TrWelQl44uxV7dZdNawaSwBCMAT+c3QpgCY8z9TARL5zySA4tCjNV2GAIaJZonWWa1HVfK+HmtxmzVnDZvGEoAAPJHfDC7fAqh9AMhTgEj+pxhAUgDE4Eo0wNjNHLmaUioEsAIE4In8ZoAApBRAWpaQ85mlJgRAS66QYoCxlxlCNbFSCGAFCMAT+c3QpABk8v+rNAUQAzKniGIB8Hx/Pe9DoGFuy8tarfSoRpGXZapuq+acUaex4AIEAAEkpW+gBbBY/lsRAKsBxjZmKGqj0qMapV6ZobitknNGncaCCxAABJCYv4EQwaRFCXmFUg0gLACaASgCGJuYo6StQo9qlHvt4uK2Ss4ZdRoLLvQuAIffBKSa/1/RFCCY/+UC4Ao8UucdGmCYTp6CNus8KlH05cuK26w5a9g4FFyAADKH9SsAws+GyT0AGl/ehgBIBjj6TNIIUznbZR7WKFxBSXFbJWcNG4ce8jeppLIHBJA3Si//DQjgUAG0L43zX7xIABV/yna8T934J5QJAfQLBJA3yq4AauT/GMNhK4klHwCNL21EAJT42jmIhErJCwEshxJ4i4pUptUCAsgbBQHsHANIsVj0T5Y5EsC6Aca54yukqEoI4AYIwBPZveBRAGby/6stBcg+ABpfN18AvGmXdwQY542zjrIi/RkAAmACAsgbBQGcszhcxzEpFAtf1I4A0g0wTBlnEYQqjyqsWk5SbVsV54yahhKAADyR3QsO89+aAG6PAdIPgMbXNCKA9CPAMFusJZQXCQFcAwF4IrsXIAAWxlWodwCg/eOQ6wJgz7o0AwwzxVxBeY3+BFBgAFKkQACeyG0FCICNYR2q5T/pCFBNAIc3fK5kmCXm1ycWeVShRlWk0jYrzhr2AAEsgQCyRpnNfy0BXI4BdQRAMEAlAdCPAMMEcb86T43+jgAQAA++BPDPX98/8pvr385thQYFoJb/X50UUCf/cwWg8XnLowCGueF/cZ4SIYArIACL/Pf9yLtXv5/bCplthCdAO7FMSUOWGgmfR2RGAFPo8L80V4mWa9uqOGfUOJIABGCQf9z/5A+X/4v820huK0AA7NQ6AFgSAOkIoPup+5YNAAFo4kkA/z0+/PnX7+9/N/0OBHBbG0u6FsTy8eyxvVS6AGRyLlDuWuKFU0o0Wx8EoIknAYzE50C/W/5Wbiu09xaAtgDqHQAsCYB0BBB5YbYKO3oGREoZCMAiP3wwvQkAAWyWxpSu2aF8PHmML2ZFAP4NAAEsSRfAy6d3E69zZp40ngQwfg/Qu7NHQBOZnYAnQOwYF4BYzEEAcqVtVpwz6qGCAO7u3uOMPVkcCeAx+N+d/h8C2KyNLV7zIvl48lhfzooAbH/eGqFACGBJjgBe/Wz4xY8fejKAIwH88MH43T8/fAABbNfGmK85iXw4d5wVehKAtgEggMtAAgUCCOH53fmX5nEogH/c/ChYZic4FID394DH9WJ8PSsCwBFArrStgjMGjQMJFAng8Qzg5gjgSADTI6A/3/4scGYntCcA6/n/WODHw4qxveCOAW4FIBlyOAKIlbZVcMagcSCBIgE8HgHcvBHsSADxS//IL/7v6x8FzuwEfBMQM4Svgj9+JC4Z2ytaEYD5IwAEcB5IoEwA37/92p84Eq8CngQwfhvQ7x5F8Iu/LH4/sxMgAGaIAuBUwO6/TA8B0OtzJ4BsA5CiplQAbt4EcCWALfIaAQJghpz/H/M9B7IjAOsGgADO4whAAJ7IawSHArD9HnCCAPgUsG2AGwEIZxwEIFTaZsU5oyCAJRBAxiirAnCU/2wKsCMA4waAAM7jCJQJ4Ls7vAdQk7xGgAB4SRUAkwI2DVD/BGBaAAcxCwEsKBMAvguoLnmNAAHwki4AFgWELQNUFQCpEy0LoJ/PAyVFSpEAXj7FzwFUJa8RIABWcvKfRQFUAYj+FFjkU9tHAAjgNI5AkQCe+3kCBAHkjIIAVnP4cN7WBMCggA0DVBPAcAOfRkwfASCA0zgCBQJ4/Pr/lY+YE04OCCB9kFr+HwjA9hOgrfwvV4CqAMYO/PRTCECsss2Cc0bh00CX9CwAdwcAywLIPgAwKGDdAFcCEPrHICOffgoBCFa2WXDOqAoCeIc94ASBANJHGc1/2wLYzf9CBWgJYKj50zmWDQABnMYRSBeAUyCA9FEQwGoIH03bvgCKFLBqAGEBjK336acQgHRlmwXnjIIAlkAA6aMggLUIPpy2IwEUKCCsGWApAOZ8Gxvv02ssC6A1A0AAHEAA6aOMCsD5AeCsgLyXryqAoetu0p9gAAggp7KtejMGPUAASyCA9FEQwFoCH80aSQDZClgxgJQAxp5bjX/bRwAIYBpHAALwRF4jQAB8sDwBKnkOdCQAtnQbO24j/iEAkco2C84ZBQEsgACSB6nlv2MB0PM/VwG3BpAQwFDaZvobfwZktzQIQA0IIHmQ0fxvRwBZCqgggLHZduMfApCobLPgnFEQwAIIIHkQBLCSvoezliSAHAXcGGAuAIZwG1vtIP5NPwOCAKZhBCAAT2T1QWtvAVgWQHL+ZyhAVgBDNYfp7/oIYLeyzYIzBkEASyCA5FEQwEr4Hk1augCSFXBtAD4BjF1Gin/HAnB3BJAUQDdAAMmjjAqgobcA8hSwI4CiaBt7jBj/EIBEZVv1ZgyCAJZAAMmjIICV7D2Ys7z8T1TAlQF4BDAUQE5/2wZwW9lWvRmDIIAlEEDqILX871IAKQrYFEB2so3tlRT/EIBAZVv1ZgyCAJZAAKmDIIC16N2vrCD/UxSwNECxAMbmSox/CECgsq16MwaRBPA3uayyBgSQOsho/ht+D7hUAGQFsApgeM3k9IcAJCrbqjdjEE4ASywK4Nnln9a5O/87m3tk9QEEwIa4AKgKWBjgLICMYBv7Kif+IQCByrbqzRhEFMATKpkZZwZ7Apj/02oQAASQogAmAYxdlRf/jn8UzGxhm/VmDIIAltgTwPzrfwiALAC7bwEwCYCkgLkBcgUwvExu+uMIIFHYVrkZgyCAJeYE8OOHd698lDgmsw/yRkEAK7F7MGc8AiAoYE0ASbE2NlRJ/EMA/IVtlZsxCAJYYk4AL5/evZc6JrMP8kZBACuxezBnXAI4VsDMABkCGNupLP4hAP7CNuvNG0UAAtDi5dPkAwAE8NCNAI4UUCKA4cql6Q8BCBS2WW/eKAIQgBrPcALIyP/m3wOmKuBigEkAxFQbO4kh/iEA/sI2680bRQACUOO7u9f+lDgkpw0gADZqC2BXAXkCGPuIJf4tfxsQBPAAASyxJ4DwnPatPzNy2gACYKO+APb+6eCzAegCGJqIKf0JBjCbs2YL26w3bxQBCECR51W+DRQC4EJDANsKuBLAYaiNLcQY/xAAe2Gb9eaNIgABqFHrB8EgAC50BLD5HOhkAJIAxgZijX8IgL2wzXrzRhGAANSo9YNgEAAXSgLYUkCCAIYLMKc/BMBf2Ga9eaMIQABa4AfBIIBCBUwGGASwk2lj7/DHPwTAXthmvXmjCEAAWuAHwRoT7ydlwQAAIABJREFUgGT+rysgjAbYF8DYORLxDwGwF7ZZb94oAukC+P7ty3OL5ATTw6AA8INgEECZAg4FMLaNTPofG8BszpotbLPevFEEIAA18INgEECpAgYDRAGsRtrYNHLxDwFwF7ZZb94oAjkCSP75JQvYE0DGROa0AQTAhroAbhSwI4CxYyTT37AAzH4eNASghT0BPM5k6kOgnDZoTwBXdCWAawVEA6wJYJwa4fiHAJjr2q43bxQBCECL5Y8B4NtAiQIonHX/AlgqYBLAMtHGWxVPfwiAu67tevNGEYAAtJARwF9/e39//6vLf3/7yf2Jn/7X9MfTr4+6x6oA1uKQCxcCWCjg0QBXAhjvpEb8QwDMdQ1cb+FH/vnry55N2cIEIAAtRATwzftDc/z8f06/cSWA6c9bEkB6chYgV1nOjawJYPiDOukPAXDXFbnZwg8Pn087+FezP9cUwDm0PJnAnAByOFryx68Ofjm0yPwLiGHYN+//+38+/t/X8c9JtCkASqzmzn9VAVwUMFZ2ipdItfiHAJjreljdwl/f3//mIWogeQsTgAA8cbTkX49fOHzz/vzLgzjs8SAwNNTnV2fLve7pUABHkXswY9XriQYYO2MMl0jF+IcAmOt6WN3Cn9//Joz//8uHtC1MAI+APHG05FNzPMb9f8z74OHhi7Gtvv1k+CKC1j0QwE3gHsyYQkWPChg6o/azHwhAoq6HtS38uGn/MIwavvZP2sIEIABVnt3FDwR69g7xrx+s+Lk5vph/lfA47PFcObTTX3/78//nfcrjQwhgNW4PZkyjpDm14x8CYK5rZws/TAJI2sIEIABFhn8P4JWPfvyQ+i/DHKz4X3879cUX8+eEj+P+fP/uMH74boLI7wgvpieAferH7GraGqns8ur14z8KYB+tnP3SamFHdf3wwc/+OPzitGUnHk6HgtN7wPMzPgRAwKAAxn8P5pWP4vcD0eaUKoCvlwL44YMp8f9xf/+bED3wkz8cvxgEsJm1pio7XkkIwExhR3WdBfCPGwGMj3G/Hr8ZaPqmDgiAjD0BfP/24xf+w0fCRQOQPhcoUwBfn76p7HQy+OLwjSS9/Pf6CEipsIzGYxXA/pRo5azbR0BbWzj+xhD59C0MASywJ4Bn8cv+8TNBf/zw7nXKkIMV3+ief31yfV785v35txlvdA8EkDb/qu8BvLVDYl9CAGp17Qhgyv8zpC1MIEcAdx6/D9ScAB5D/73zh0J/x/KDYBvvAfzz/eu3jL65+Z2V7mlRAIVrdjBjXLGedDuP8xU3554B5HxgNWf9C+DqbbwvrvKftoUJQABajNE/CeD7tzkEsPEtBP+4+dER1yeAiiRWphH/8S2TuDvpAuD1w/6MaOWsWwGsb+F//f7m2370TgBO6UEAD5+Pz3qufg7gv0+9dO4uwk8TNioA0cqqx38Yihq3J5sB0nywPyNaOetWAKtb+Nvfnz8ZIm0LE4AAtFg8AnpOO0wdLfnqTwL/6/fn0+Pppwg/P/4mMqsCwNvTi/gfDwBP0h4Ccephf0a0ctavAFa28KMMfnH+aj9pCxOAANR4Fp/7jwL4/m2WN4HXPwvohw/OvfT4J/9xabKD7rEZsxDAPP5PBwAtA1jNWb8CWNnCX9z/4i/n/0jawgQgADUeUz/+DMCjAJ4PPw9M4GjJ43cJnz9K8PStwv/89aVXvqB+kiAEkFxZ3X8P4FxSOG9QCIAatIYFcLuFT5//PP1myhYmAAHo8Xz2adC0D4M4XPP5h4mfBPD17AA5/jnl4wQhgNTKagkgNsKspHDZoRAAMWgtC+BmC399vxBAyhYmAAEo8jwx//P+RbC8f08IAkitrI4AYhvMKwrzHQoB0ILWtABW680bRQACUOVZ2nfT5rSBQQEU3WbXAhimZzmT8y0KAdCCFgI4AwF4IqcNVAQgeJ8dC2CYm2VBYblHIQBS0EIAZyAAT+S0QRUBJN7Hm7tAANv5f13QlQAqG+DwsKaVs4cCuMJIXdv15o0iAAFo8fLp7Ge/mH4OgLF9VrImhf2IhwA44v86/+sfAZoRwBVadW3XmzcKXLAtgGdM/yg8X/sk3k1J4EMAtPi/ufFw8wVcZQP4FcD1RxolIVbXdr15o8AFSwKIH/98jXkBcEY8BMAQ/yv5DwHQgvbwI+6S4Ktru968UeCCJQEsfgJgguUngRnbp2bityEAMQMMS79azu0T3LoGaFQAh5+BnURCXdv15o0CF0wJ4PYIwPIvgnG2DwSwlrgHUyaW/+vVrLyDF6oaoE8BlPlgd8Y2680bdcjfEot3jCkBRBbvARDJaQMIgA+FZ0Bx2beKWfsWDkMCOLettfznFUCiH3YL26w3bxS4AAGkDoIAVjJ3vzKR+E/K/6oGOIzZK7oUwLUOdgvbrDdvFIGEXekbcwLIIacNIAA+KgtgWPPtWrYEUM0AxJi97mIIIBUIoBxDAnj5dPwgaOPfBSQY8Uettl9Yzci/Dt2DOasW/5v5X/MIkBiz190MAVCBAMqBAFIHCUb8UasdVFYx8q9T96CyWvG/J4B6BsiL2c3uhgA2y80YBAEsgQBSBwlG/FGrHVRWLfBvU/egslrxv5f/VgRwlLJbTQ4B3JabMQgCWGJIAPlk9QEEwEYtAcS1Pqpk51NcKhmAOWWvmx0CuJSbMQgCWAIBpA4SjPijVjuorE7ar+fufmWV4n8//2u9DyyTstc9DwFAABxAAKmDBCP+sNf2K6uS9RvBezBpPPFPyP/dj3H0LIBLVC6BANKHEUjYlL6BAFIHCSb8Ya/tV1Yl6zeS92DSasT/0QGglgGqpOz1FoAAEoYRSNiUvoEAUgcJJvxhr+1XViHpN5P3YNJqxP/hAcCEAJhD9norlAhAL/8hADUggNRBggl/2Gv7lckH/Xb0HkxahfgnHACqGEDlq+zrHQEB7A0jkLApfQMBJI8SjPijXjuoTDrnd6L3oLIK8U84AFR5H1j1Mcv1zoAA1oYRSNiUvoEAkkcJRvxRrx1UJhzze9l7NGni8U/K/xpHAAvP2W92CAQwH0YgYVP6BgJIHiUY8Ue9dlCZbMrvhu/RpEnHP1UA8gawIIBLrqZsFQjgQsKmnPj+7bSfXjUCBJA8SjDij3rtoDLJjD9K36NZE45/av6LPwSylP+zfKXsFGffBAQBcAABJI8SjPijXjuoTDDhD+P3aNZk43/If5IApI8AZkP2OGchgAsJm3Li+7c95f4ZCCB5lGDEH/XaQWVyAX+cv0ezJhr/9AOAuAHMhuxxzkIAFxI25QQEoEdWH0AAnPAaIC5q4su/aUMAx/OgFbKHOevtLQAIgAMIIH2YYMYf9NpBYULhTkvgo1kTjP+kA4CsAcx+kX2cs94EkL/vCSRsygkIQI+8RnB3BDgOWZFsJybwUW1iT3/eSDsAyL4PbFkAdmuDANSAANJHCWb8Qa8dVSaS7cQIPpw2sS//E94Blj4COH4CBAHMSdiUE5fvAnpdIOLEgADSRwlm/EGvHVUmEe3kED4qTir+0wUgZwAIQKKyrXozBj1AAEsggPRRghl/1GwHlfHnekIIH02bYP6nPADSFIDltwAggDkJe3ICj4D0yGsECIAThmdAcSnzXjpVAFIGMH0AgABO4wgk7MkJCECPvEZoTgC2DXAkgGEl8144Of+l3gc2LQC7+Q8B6AEBpI8SjPijZjsqjTvVk3L4qDiR+M8TgNARAAIQKW2r4IxBDxDAkp4F0JwBTAtgzwDDKma/bkb+yxjAdP5DAOdxBBK25AQEoEdeI0AAjBCWYVMAwxoWvHKmAPgNAAHIlLZVcMagBwhgCQSQMUow4o+67aAyxkhPymDSOqwbYBhZ8tpZ+S9xBCBMgF7GHoast/eAIQAWIICMUYIRf9RtR6XxpXpCBEeOi1sVwDC27NUzBcBvAMMRe5yy3RwAIIAFEEDGKMGIP+q2o9K4Up2evxFScSsGGAYXvv6bVgRg+wAAAVwGEkjYkr6BADJGSeU7pd0OSmPKdWr6DhCLuxHAMLi4hNz8ZzcABCBU2lbBGYPGgQQSdqRvIICMUSLZTmy3g9JYgp0YvQP04h6WBhhGlxeRfQDgfh/YeP5DAJeBBBJ2pG8ggJxh/MlObreDyjiinRS8A0nFPcwFMAznqCM//5mPAMYFYPkNCghAj64F4O8IYEIA06wnV/dwMUAcz1JJwQGA1wCUe9eLWNMHAAhAEQggZxRjpKeh/y7wNOVZ1Z0EEC/AVExR/nM+BDJ+AIAAZgMJJOxI30AAOaO48jwd3SPANN+ZxY0Fcj39eaP8AMB4BLB+ALAsgLo/BgABLIAAckaxZHkWigKYJruguofT7mOrqDD/+QwAAYiVtllxzqgHCGAJBJAzqjjHs9ESwDTTZdU9jLuPr6bSAwDbQyDv+Q8BXJGwIX0DAeSMKgvxElQEME1zcXXMFTIcALgM4F0AHb0FAAEsgAByRhUkeCH13wWe5pinPM4KOQ4AT3geApFuWzFiIYDFSHABAsgaJpvyBRHLLIBpgrmqY62Q5QDAYgBCCyrnPwQwHwku9C2A9o4ArE9YRtKqq2YApgMAx0Mg+wcACGA+ElyAALJGScU7JWIPSmNJ16z0J5Q3lshSI9cBoPwI4D//e3oPGAJYAAFkjZKIdpaE5fl8hRGJ+rhq5DsAFBuA0oDGBeDvACArgL/JZZU1IICsUcypzhiwpel6mlOp+jhqnATAlf+FD4Ec5D8EsBgJLkAAWaM4I503YYvCdZpPyfqKazznP58Aio4ANOMpBiwhZCGAa1K3jFsggKxRTGEuELD54TpNpnB9hUVeamXM/xIDUNrPev5DADek7hq3QAB5wziiXCRgM7N1mskKBY5FFj+o4jwAlDwEauEA4PA9YAiACQggbxhHUorka060TtNYp8DsKhcF8+Z//hHARf7jCdByKIHUveOWzgXg8BkQtwCmOaxXYV6ZVzVzCyDTAJTmC+oCsHwAgAB0gQDyRjHmJXO+JkXrNIFVC0yv8rZq9vzPfAjUxAEAArgldQe5BQLIG8UbmZz5Sm/eafaqV5hY5lrh/ALIOgL4yH8I4GoogYRe9A0EkDeKPzW54pXavOPUaVQ4lVnw7UoC+Z9jAFLrQQBFtW2WnDVsHEogoRl9AwHkjRIJTp54pXTvOG9qJY5lZhogiAkg0QCkzkP+lxW3WXPWsHEoAQjAE9m94PLbgIqPANOsiVYoaACh/E8/ApB6BwIoK26r5JxRp7EEIABP5DdDi0eA/e6dpky3xFOhOQYYahcRQKIBvOQ/BHA9lgAE4In8ZmhRADsGmObLQI1ToVk/tCCV/2kPgUh9FwwI4LBOCOAWCMAT+c3QkwCmybJR46nSZAMIHgCSjgC0tjOQ/y0eACAANiCAPgQwzZSdIrdLPRaAVP6nGMBN/kMAN2MJ5Angxw/vIu8w55skEEB77wLfxOo0TZVrFDGA6AEgQQDUu1PM1hMQwPVYAjkCmOI/8h53xIkBATQugNMcmSvyVGqSAYLsAYBsAFrTuch/jwIo/MY/AhkCiPk/fO3/8qkjA3QvgKafAZ0myGSVp1rTPrriTWkBUAxA67ngQgC6RTYkgGd3r342/fL53Wt/4go3YSCABgUwGOA0OYpVshtAPP+JRwBHD4BsC0DhCZCUAL5/+5WPTr9++fTya+NAAG0KYEKxSOoRIMUAFQRAMYCn/IcAbgcTSBfA87vXuXOtBhBAm28CBOXwJ5V5qTYh/+UFcGQAWscFGwJo8S0AiwL48UM/z/3nQAAtCkC3ujPUqQ3EDVfjAHB8BCA2nI38t30AaEgAjp76LIAAPAqAcATQrO4M/QhA2XFVDgCHBiD2m5H8b1IApd/3RyBDANNbwM/vXP0sAATg8U0AP0cA0sMS4hmgzgHgQADUfoMAGIrbrDlr2Hk0gQwBTCcACKA+Je0AAUhC+rycsd7DPVfrALBngLHbfHwK9IDp/G9JAMv3AJ5DADUpaQc8AxLleHLDqeDjT7F+s07+b78PfGq245uCADiq2yw6a9h5NIFkASy/CwgCqEpJOzQqACsGOFyd8x+Hg11X7wCweQS43Mzxd2Fp5uoMCGBlNIF0Acx/DgACqEtJO0AAshwsz+wP40oeCaBO/m8YYH4r+zeF/GepbrvqvHGn0QTSBTD/SeAfP4QAalLSDk4F4OYZ0H6hiz+LS2niALAugGWj7d6VlfxvUwDF3/ZHIEMA8bOAXj/9ws0PBUAATg3g5giwV+n1n4TNnReqHgDWDHDdZzt3ZSb/IYDV4QQyBBDPACfcfBQQBJDfUBAAje0Fuv39sLX16h4Abt8HXmmzzbuyIwDb+d+cAE4K8PSZEBCAUwH4eQa0aYC13w3re692/l8fAVa7bOOu7OQ/BLA+nECmAPwBAbQqAO36ZqyXupmfJgQwN8BWj20YTDVUF9gWgM57wBDAAggAApBnrdadJyg3208h/2cPgbZbbPUZlmamLrGd/xCABSCAoSMyx5lLVUPlzVmZ4b33UFf+ScvxKjUFcDoC7DbY7W0Zyv9GBVD+XX8EIABPlDUEjgDy3CzS0ffRh+UmG69RNf8nAxz01/VtWcp/CGBjPAEIwBNlDeFVAJ6OANcGOP5J2sU/azxdor4Ajrvr+icZVCN1ifH8hwAsAAHkt5R2wHo6AiwNcDzfcVkvW2y8QOX8H94GIH+W0VS0bqQuMS4ApbcAIIAFEMBD9psA2vnqSgBzA1BmO66r7gHgCbG15p9mpJqo17QpgOL9TooUCMATZQ3x0OwRQLu+JeeFIk52XFkH+f8w+zxT1UC9xnj+az0BggAWQAAFTaUdsL6OAG9OS0We6/j31QSQ0ldhqlY3UK+BALYuQAAC8ERhR0AAlRjWKmWqh9WdhlaP/4RCg8P81xaA1lsANAF0AwQw9UTmOO1EtV3fDakTPSzvOLB2/ifXqRqntzR7AIAAOIEApqbIHKadp8YLvCF5tYYFrv0hEMntELTj9AbrBwC1J0AQwAIIoKSttPPVnwDSDTBtWOR/GtYPABCADSCAkrZSz1d3z4ByDDBuWbvx7zH/1QWg9hYARQB/k8sqa0AAp6bIHKedpsYLXCFnrsd1rpL+TeR/wwcAnABYgQBOXZE5TDtMjRe4RtaKjSttMP5d5r9jAWQNW16CwMdURAKtIhBAUWOp5+vxV3raFa6QuWTDWhtLf5v5DwHsXoIABOCJ4p7IbyztfHV5BMg1gNwxIL+PgnqUrtBs/kMA3EAAZY2lnq9uDWBHAQVNFAcqR+kaEMDuJQhAAJ4o7gm/7wI7FUC+Ac4b2ED8I//lStyc8KxxV9c4BgLwRHFPPLT7JoCBEtcpWLfTuvNkf1Ed2kG6SssCyBp2dQ0CEIAnypsCz4DqU7Zwp7UvzP6SIoJ+jq7Sbv5DAOxAAOe2yB2nnqPmS9ygdOXO618/+6eX187RVY7vS79wCMAKEMClLTLH6eeo+RI3YFi6RR+Qg5/phbVjdB3KVwT2a9ya9Kxx1xc5BgLwRHlTPOAIoAHP4mm0S7yOdopugAPA0UUIQACeYOgKCEAFttUbb7NCm5xfSjtEt2j4AAAB8AMBXPoid5x+itqvcROu5Vu7aaELm85/DwcACMAOEMCsLzLH6Weo/Rq3YVvA25sWueyUINoZuoWHA4DqWwAQwAIIYNYYuePUI9R+jTvwreD1PUtcdQyQtwyk6Do4ABxfhUC6AF4+ffWz21+aBwKYNUbuOP0IPa5Rvcgd2Jbw6p4FLjpM5VtvPQpAP0fXaPkAAAEIAAHMGiN3nH6AOihyD75FXNwy+yWnL//fGgygHaOrQACEqxCAADzB0RYFTxj1wxUGWL1j7ivO8t+qAdp+AgQBsAMBzDsjd5x+fjooch/GdTzfMe/1Hk6Pf04C0I/SG3AAoFyGAATgCZa+8CyAVgzAGtnsAogFvvWWaQN4OABAAJaAABadkTlOOzxbEAC7AvhPFIv8t/gQyMUBQPebQCGAJRDAojVyx2lnZxsG4P7BYLZLPazEv0UD4ABAug6BHAHcXYAAqsLTGBCAARiXk/c0EW7z39xDoKYPABCACBDAojWyB2oHZ1MG0P1sj7UrhZX4t3cEcHEA0H4ChEdACyCAZWvkDtTOzWYEwKcA1sBYi39rBsABgHghAhCAJ5g6w/UzoIYMwKQAxu8a34h/Ww+BjufMRLEQgCkggGVvZA/UDs2WBMCjAI6+GOrYjH9bRwAfBwD1J0AQwAII4Ko3cgdqR2ZjBmBQQHlfDDXsxb8lA7Sd/9zv6BwBAXiCqzW8PwNy/plwV5QubbE/Igfxb+chEGn1tYv8FAKwBgRw1RzZA7XzsrUjwJulCijpi6mxDuPfjgGc5L/+EyAIYAEEcN0cuQO10/LNBg1QpID8vhi7ipL+Zh4CkZZeu8hPLRwAIIAFEMB1d+SO087KN1sUQIkC8r/WDPT0N2IAwhwZqPLTlgXgFAjgujuyB2pH5ZttGuDN3DXOGzOQEv8mHgJ5OQAYeAIEASyAAK67I3ugdlC+SRSAhULTyFvn5KWcXiUt/U0YoPX85/9YjyMgAE/wNYfzNwHaPAJEMpY6bSWn66en/2gA5ViFAFKuRQAC8ARfc3RwBLBRaA6Jy52ykuOF89Jf3wBu8t/CEyAIYAEEcNMe2QO1AzLS6EOgEylLnmCKSH76v6X8EIhmfb36Llg4AEAACyCA2/bIHqkdj282fgQYoa46bSGnixXFv7IBmj8AQAByQAC3/ZE9UDsaIx0Y4E2aBI7+9EJp+o8GsJyqNgSQn/8QgBQQwG1/ZA/UjsVIHwJ4k/A0aONPrpuHI/01DUDpfxv5b+MAAAEsgABW+iN7pHYoRroxwJszCay1wdVvXDcNV/BfBKCTsn4OABCAQSCAlQbJHqgdiBHKfAQbpXKQ3i3cya9rgC7yv74AugECWGmQ7IHaaTjQ0xEg3u2TiaMukQr+mQE0QrUHAeSN27wcuAABrDRI/kjtOBzoygAXAVxEIB71dgzgKP8hAItAAGsNkj1SOw4HaKFgo9ZibAmgdtQSfyCiclXrGHkCBAEsgADWOiR7oHYcjnR0BLjNf0UB1DcADgA51zvkb9KJZQcIYK1D8kdqB+IA8etC7TI5sCWA2g+BejgAaAigIyCA1Q7JHqkdiCP9PAQyJoC6BiA1qpH8N/MEiCaAr6gIxloVIIDVFskeqB2II6Q5sVJsEfYEUC9viavsXgB543YuSAAC8ARzh/h/BtTPQyBrAqhpAE8PgOw8AYIAFkAA6y2SPVI7ESc6eQi0kv/KAqj3EMhV/tt5AgQBLIAA1nskf6R2Jo50cgQwKIBaBiD1fbAiADsHAAhgAQSw0SPZI7UzcaIPA9gUQI3QpbWolfyHAKwCAWw0Sf5I7VAcIU1LsFJtLhYFUMcAvvLf0BMgCGABBLDRJPkjtUNxgpgQVsrNw6QAajwEoq6ueCE0DB0AIIAFEMBWk2SP1A7FEx08BFrLfwMCkDcAqT+Dmfy3dACAABZAAFtdkj9SOxYnaBNjptwc7ApANnqpSytaRAKWDgAQwAIIYLNLskdqx+KJ9h8CWRWAtAGc5T8EYBcIYLNN8kdq5+KJ5g1gVgCyD4GcvQFQkv8QgDAQwGab5I/UzsUTtKkJdgpOxa4AJA1AXVaxAlIxdQCAABZAANttkj9UOxhP0G4i2Ck4jdX8NyMAqQCmLqrQy2fQhQC+f/vVzwSyTRoIYLtP8kdqJ+MZ2k0YKjgJywKQM4C3B0DGngBBAAsggJ0+yR6pnYwXmjaAaQFIPQSirqjIi2dh6wAAASyAAHYaJX+kdjSeoc1OMFRxArYFIGMA6oIKvHQmJfsod+T+VQlAAJ6QaJNGBEA+AhgqmYx5AfDHMK3bJV45G2NPgCCABRDAXqPkD9XOxgvtGmA9/+0IQOAIQOzJJvJf6AAAASyAAPY6JX+kdjheIM5PsFQzDfMCYDcAeS15X7YICMA0EMBup+QP1U7HC8S7sFQyDQ8C4I1isstZX7WIkj0EAcgDAey2Sv5I7XSc0aoB7AuA2QAO89/eAQACWAAB7LZKwVDteLxAnKFgqWYKDgTA+hCIvI58L1mMvQMABLAAAthvlfyh2vE4g3gfwVTRh2zkvy0BMBqAvIpcL8iBvQMABLAAAtjvlYKh2gE5g/wQyFLRR3gRAFMgE/uc7fVYKNpA2UOPLkwAAvCEUKe0cwRo0gAengC9xXYEoLaiqfy3+AQIAlgAARw0S8FQ7YScQZ0kU0Uf4EQAPAagLyDDi7Fh8QAAASyAAA6apWCodkLOoc6Srap38SOA8lCmLx8EcHxlAhCAJ6RapVAAprK0vYdAXgTAYABqj5e/EislOxMCqAMEcNQtBUO1I3JBcwZwI4Dih0DkFreV/zYPABDAAgjgqF0KhpqKUuo8BVtlb+NHAIUGIHd4O/lfsu0OL00hXQBOgQAO26VgqHZGLqBOVDBW9wY+vgt0JJREM7nBi16Fn5KNKftYlwAE4Am5Znlo6AhAfQjkxACeBFBiAHJ/F7yGCEYPABDAAgjguF8Khmqn5JKmDOBKAPkGoLe3sfw3+g4ABLAEAjhumIKhtoKUPFXBWOFr+BJArgHo3d1Q/oseACCABRDAccMUDDWWo+S5CtYqv8WZAPLeCKY3d4AAqBenAAF4QrJdys6j1nKUPFnBWuU3eBNAjgHovR2ayn8IoBoQAKFjCoZai1HybAVzpV/hUACpGZ3Q2tby3+4BAAJYAAFQOqZkrHZQXpEgAGulL9jKf7sCSDZA7GyfPwFg+QAAASyAACgtUzDUXIoSP1XY+hnAoQBSDTCslMPPgI7YPQBAAAsgAFLLlIzVjsorSPMVxtKt1T7DowDS3gaY1omyWhGxLM/B8AGAJoBugABIPVMw1FyKEiYsWK39gru3AAYScvq8TMer9XjPcRsIBnoqhg8AEMACCIDWMyVjtbPymsMZO/9xsFf8Ca8CoMb0bJH5omI0AAAgAElEQVSOVmu45UC/tDyWDwAQwAIIgNY0JWPNhejBlM3+MNgrfsTlE6C36AZYLNH+ap3umHrpClg+AEAACyAAYtOUjNVOyxt252zxR8Fg9RGvAiA+BLpaoL3uu9xwsGIA0wcAigD+JhpXpoAAiF1TMtZehu5M2tUfxPnVrnYFtwIgGeBmebbbb36/ca3k4/0Y0wcAnAAWQADUrikZqx2Xt2zO2s1vxwnWrvYWzwI4Cum1lt5qv7C433B88QrYPgDQBPB3KjKJVg8IgNo2JWNNJij5NoPB+v0K4NAA6x29sVzXt3t08RrYPgBAAAsgAHLblIzVzssVVm9oM2a0q71iM/8dCODgIdBWP2+o+fbi2gYwfgCAABZAAOS+KRlrLUDfXH8ItPOgQbvcJa4FsGeAnXZeWa61mw3aBjB+AIAAFkAA5L4pGWssPwduJ27vrUZbd+BdAFsZvdvNN8u1fq9h+/I1KNqOEEBtIAB63xQN1o7MFa5nbv+bDU3dgW8BbBrgoJevlmvrVsPW5atg/QkQBLAAAqA3TslYU/F5Yjl1+/cX51m73gvOBbD+EOi4lRfLtXOnQc8A5g8AEMACCCChcYoGa2fmGvO5O7q7ONHa9Z7Yzn8nAlgzAKWTZ8u1e6NBzQDmDwAQwAIIIKFzSsbaSc8L88mjfeikdsUTLQjgOqFpfXxeroP7vL2+/fyvcwCAABZAACmdUzRYOzVveJy5J6fZo37svHbNI/4FcHMEoLZxOK3E4fVVFGD/AAABLIAAUlqnaLCR8DwThhgN9H92xM5jIO9vAUSW+Uzv4vBAyX8lAzg4AEAACyCApNYpGqwdmwvivE2RSf6HB80YoA0BhHlw0lsrkPL/+hUq5b/9AwAEsAACSOqdosEWovNEnLZzZqbcVjBwGw08AXprns+JPRyoNxlqG8DDAQACWAABpPVO0WDt4LwQ5hmaNoNB/z7aEMD5IVBiCwf6PYa6BijcHgWD016IQK4AXj599TPGZJMHAkhrnqLB6sl5IiwjNG0K44xrl9+EACYDJDZwSLnFuFY+BFDzQS4BCMATtVqnlSNAuE7QtDmMU65cfysCCLL5X9cALh4AQQBLIIDE7ikabMMA4TZAEycx6N5JKwKIR4D0mU9+jUoGKNqIVZ/jEoAAPFGtd5o4AoS1/EycxTjrijewmf/OBPBWaveGjPsLlQzg5AAAASyAAFLbp2iwAQOE9fxMnMY47Xp30IoAEps3/vW8VzGf/xCAEhBAcvsUDdYKzVl6bsRn6jwGtZtpRgCJvRv/evbryOe/kwMABLAAAkjun6LB2gYIez9DlWwAnbtpRACpnRvy7y2+lLgAkprn+tYKBqe/GAEIwBMVu6f4CKD9/TO74enDAG0IILVxQ9GtBWEDlG3Cymd4AhCAJ2q2j+sjQNjLzsEADhSwew9eBJAz1aUvaFYAtR/iEoAAPFGzfUrbVdMAYT//nRigBQHkTHT5SyL/x5cjAAF4omr/+H0IFI7y/0n6YyAFBfgXQHrPBob7CnIGKNuD1b+AIwABeKJuA3l9CBQI+e/BAO7fAkhv2cByX0HMAJ4OAEIC+P7tIfmn//MDBJDVQmWjq+blJTcp+Z9hgNoKcC6AjIYNTLcVhAzg6B3gBzkBvPLR4/99d/fan7jjTRQIIKuHigarGCAQ8z/XAPXuybcAMvo1sN1VfHGJ/Pd0ABASwI8fxuh/+fTuHdZoEwcCyOuhstHVwnKWmtT8zzFA1UOAZwFkdGscwvr6AgJIbZfF/ZUMznpBCskCePzaf8DZEyAIILOJykYrfOcMPf8zvhnooaYC/Aogp1njEOYabOV/KwII37/9mP+vc+ZaDSCAzCYqG137bdOk/M83QI3b8vtNQJmzyl8Fc/77OgDgXwRbAAFkdlHZ6KoCiFOUlP9Psh4DVToEeBVAVqMGgRsKvAbwdgCAABZAALldVDhcPikviZkc/5kGqKIApwLI6tMgcj+B0wDu8h8CWAAB5LZR2eia75nm5H/eY6AaBnApgLwuDUK3E/gMULj7dL52IwABeEKhi9wcAUJm/mcaQF4BDgWQ2aRB7G5iPVwCSL+v+R2WjM5+UQIQgCcUuqj4i5c6Boizk5n/TwoeA0nemz8B5LVoHCVakn7+qxwAIIAFEEB+HxUOr/KGaUn+ZxpA+BDgTQCZDRqHCZfFkf/+DgAQwAIIIL+RCofLCyCUxf+T3MdAkgo4+kBrydDMILc/g/idhHIDlG49ra/cCEAAnlDpo+KvXyq8XVqa/0UGkLk9VwLI7c44rEZxxQLIuLf5XRYNz39ZAhCAJ1T6yPxDoMCQ/09yHwOJKcCTAHJ7M46rVF5/+Q8BLIAASlqpcLioAAJP/mcfAoQU4EcA2Z0Zat1FrLAk/z0+ACIKoBsggKJWKh3Pno+zoGTK/3wDTFuN+758CCC7MeO4mlWq5T8EYAEIoKiXCofLGSDw5f+T7MdAAgo4uC0rAshvyziwbqHZAshrifONlg0veGEwAwIo66XS8YzZuMxJzvwvOARwPwnyIICCpowDqxerk/8QgAkggMJmKh3PFo3LmOTN/yIDsCrAvgBKWjKO1Kg3J/+dPgCCAJZAAIXdVDhc6DtluPP/ScFjoAdOBVgXQEk/xqFKJdfOf70HQBDAEgigtJtKx7Pk4lVICuR/2SGATQG2BVDUjXGsWtnJAsjuhOley8aXvTa4AAGUtlPpeHYDBJn8LzQAz/vBR7emKoCiXoxjNSuvmv+aBwAIYAEEUNxOpePZv09SKP8tKMCuAAo7MQ7WKv2tVAMUbznlQzu4AAGU91PpeFYDBMH8LzVA+ZMgqwIo7MM4WKfw+Q108QAIAlgCAZQ3VOl43u+Tl8x/dQXYFEBpE8bhGnVf30MPD4AggCUQAENDFV/AT/6XG6DoSZBBARS3YBxeveoVAtEAxRtO/cgOLkAAHB1VOp7vu+TF819VAYe3Vz1Kyxswjq9c9AaBZgDn+Q8BLIAAOFqqdDyPAeJUVMh/BgPkPgkyJgCG7osXqFnyLrGY1h8AQQBLIACWliq+gKf8f8KngMT7tiQAjt4brlCt4mNiOY0/AIIAlkAALD1VfIFyA4R68f+ExQAZCrAjAJbGi5eoVC+VcGQA9wcACGABBMDTU8UXKP8RqZr5/4RHAakOMPIeME/XxWtUKTeJWJVo/qvv1vr5ZBkIgKmpii9Q+hNSlfOfyQDn7ciR/1UEwNVz8SLy1aYT62r4ARAEsAQC4EH5IVCon/9PuBRAd4C6APgaLl5FttZ8wrYB/D8AggCWQAA8cDwR8Jb/bAZ4IEpAVwCM3TZcR7DUQmJ1rT4AggCWQABMcDwS9pb/TzgVcNmYBgXA2mnDlYQK5SEWKPEAyMIBAAJYAAEwwfKmoLv8Hw3AtwCnFTUlAN42Gy4lUSYrYcUA5VNgYqvWTCb7QABcqD0ECpr5/4RbATsSOL5P9mTlb7F4MeYiRQg3BiifBRs7tWo0mQcCYIPjG0Mc5v8TfgVsPA2qLACJ/opXYyxRknBlAIZ5sLFRKwaTAyAANnQeAgX9/H/C+lbAbDIm6gtAqLWGK/JUWIGwMADDXBjZqNViyQUQAB8aBggm8v+JiAKuJVBFAHJtNVyTIZirEeYGaCb/IYAFEAAj9d8GCFbyX+A50GVOzhzXUJp4Yh01XJYpmWsRS2bLfyMPgCCAJRAAJ7XfBgh28v+JoAKWm3a3gpKsE2ym4cqc2VyHWHVjD4AggCUQACeVHwIFU/n/RFQBDxQLZIRsjUYari2QzxUIgwEYpsbOLq0QSI6AAFipaoBgLf+fSCtgmqAzt6+eFG2VeiheXi6ihXmsnSP/zTwAggCWQAC8sHxImN/8f1JDAQ+sm7hGqdopXgLPJBnapIy90wAQAC88HxPpOP+fTAqosSgOumZ4Je0ML4Njqizt0bKuaQ0IgJlaBghm8/9JRQXsT6NyAU3EP0v+G3oABAEsgQC4qWOAYDn/I/oLo94XwxRo53cxPB9+XX4NNvRyyiIQADssG+Yw/o3n/xN9Baj7JzQQ/+3lPwSwAAJgh2fLuM//J9pPgjT7Yrxz7fBmgGP9jG1QpZAyCgTAj/RDoOAj/iOa66Opnoh2dnPAsnjG9qdSSBkFAhCA558MbCD/I2orpCee0Eb6v9XiAyAIYAkEIADTPxrbRP4/UTsGaGknNBP/TeY/BLAAApBA0ADBXf4/UVKAinMi2rHNBsuamdudSiFlFAhABDEDBI/5H6m/UrX7YmpG7dTmg2W97O1OnYyyCgQgA0dN4dYAwWv+P6mvgNq6iWhnNitt5j8EsAACkIGlqHBtgOA4/yNVl6tiX4z3pR3YzPC0MMM1mNFKKZtAAEJIGCA4z/8nVRVQqy+mJtTOa25Ylsni3tTJKKtAAFKwVBXmBgj+8z9Sa81qfh6ddlrzw7JEJremTkZZBQKQgqesmQBCG/n/5KQA6WWr9qHU2lktAc/ymNyZOhllFQhADGYDhGbyP1Jh5aT7YrwD7aSWgWdpbO5MpZAyCgQgB+vbAKGp/I9Ir534v/LVavq3nf8QwAIIQBBGA4Tm8j8iunxyfTG1nXZMi8GzJlb3pU5GWQUCEISntMerNJr/T0QfBUlddUQ7pAVha1uGqwhQP58sAwFIwvU2QGg1/yNSy8jfF+dKtSNaFJ6VsLstK4eTcSAAUdgMoJ3SsogsJXNfnCrUzmdpmBbB7q6sn0+WgQBEYSoutG6ACPd6MvbFqTDtcK4AW8dyXEWE6vFkGghAFqbqQg8GeDKXgJV/iOpSkHY0V4GvXzkuI0LVaDIPBCAMU3mhEwNEmFa2fOIvdWjnci34upXjMjJUjSbzQADSMNUXOjJApHx5i+b98uramVwTvl7luIwQVaPJPBCAOEz1hc4MECla49x5n72odiBXhmkrGd+RVaPJPBCAPDBAEbnrnDHts57SDmMFmHaS9Q1ZN5usAwHIw1Vh6NQAkYzFTpv1WTtpB7ESTG1qfj9WjSbzQAAV4CoxdGyAJ4sHQpQJPfo7a52kHcKK8DUpy2XkkM8jT0AANWCqMd6rdgork7D2N3+230TaAawM1z6yvxv588czEEAVWIoM3Z8BogAueVWKbuLaYmhQln8Cxvxu5GiddoAA6sDxg03jdfo2wHVsJ/WJTrZ6YNpEHD85UXoJcSQSyC8QQCWKqwyn63RtAKS4BOc9VNikLvaiclgZAwKoRGmZ59GhawNAAALMerPwZ689bEXdrLIGBFCLsjpnY0PPBoAA+Fl0ZkGTOtmJulllDQigGiWFLkaGjg0AAbBz1ZfZTeplI+pmlTUggHrkV3o1Lt6zdhLrgPxn56YrVT57qSK6WWUNCKAi2Z9Oc3uhTg0AATCztn3yutTNNtTNKmtAADXJK3VtUOjTABAAL+u7J6dL/WxD3ayyBgRQk6xa14eELg0AAbCy1Y9ZH6OXPEYJ3ayyBgRQlYxitwaEHg0AAXCy3Y2pXeppE+pmlTUggLokV7v910OHBoAAGNnrxbQudbUHdbPKGhBAZRLL3fvLoT8DQAB87HdiSpf62oK6WWUNCKA2SfXu/9XQmwGQ/3wc9WFKl7ragcphZQwIoDoJBR/9xdCZASAANo67kN6lvjagclgZAwKoD7ng478X+jIABMAEadcQ29TbBtTNKmtAAAoQK6b8rXj72rFcDwiAB+KmIbWpu/2nGlXmgAAUoJVMtEToyAAQAAvkLUP6hze9bT/VqDIHBKABpeaER7DdGAAC4CBhxxz+RYe7TzerrAEBqHBcdNI3YfRiAAiAgaQNc/BXPW4+3ayyBgSgw1HVaT8s0IsBIIBiUvfL7l92ufdUo8ocEIAS+2Wn/rhwHwZA/heTvl32fxQx7Vom0M0qa0AAWuzVnf6BQV0YAAIoJWez7H0YSfLFDKAcVsaAANTYLjznI0N7MAAEUEjeXtn5OMKMq6mjm1XWgAD02Ko87x8N6MAAEEAZuVtl8wPJs66mjW5WWQMCUGS99Nx/Nqx9A0AAReTvlI1/kijzasroZpU1IABN1mov+Ue5G1cABFBCyUZZaVO32041qswBAajC9Q+yThdr3AAQQD6F++R6rONdpxpV5oAAdLkuvuxeQtMGQP7nU7xNlqM9bzrdrLIGBKDLVfWltxJaNgAEkA3DJln2qeM9pxxWxoAAlFmUX34noWEDQAC5sOyReZ963nLKYWUMCECbWf0cNxLaNQAEkAnTFrn0qestp5tV1oAA1DnfAM99xAnRjmoZIIA82HbIqU997zjVqDIHBKDPdAdctxFnRDurRYAAsmDcIGHqL67rqaAaVeaAAAww3ALjXYQ2DQABZMC7P4L//IcAFkAAFuC+iXg97bjmBwJIR6KzOK+ngF5OWQQCMAH3TcRZ0c5rbpD/6bBvjgZ2m2pUmQMCsAH7XYTmDAABpMK/N1rYbKpRZQ4IwAjstxEnRjuzWYEAEmHfGm3sNcWgMggEYAX2+4gzox3anEAAaYg0FO8VVdBMKntAAGbgv5E4N9qxzQcEkAL/vmhlo2kmlT0gADvw30mcHO3cZgMCSIB/WzSzzzSTyh4QgCEEbiVOj3ZyMwEBkBHYFO1sM82ksgcEYAmBm4mX1I5uFpD/ZGTaiPmKaigGlUEgAFNI3E28pnZ6MwABEBHqIe5LqqEYVAaBAIwhcDvDHGnndzEQAA2JDdHUHlMMKoNAANaQuJ84SdoBXgoEQEFkO7S1xTSTyh4QgDlEbihOk3aElwEBEBDZDY3tMM2ksgcEYA+RO4rzpJ3hJSD/jxHZC81tMMWgMggEYBCZW4ozpR3j+UAAh4hshfb2l2JQGQQCsIjMPcWp0s7xbCCAA2Q2QoO7SzOp7AEBmETopoJfA0AA+8jsgxY3l2pUmQMCsInQXcXZ0o7yPCCAPYR2QZN7SzOp7AEBGEXotuJ0aWd5Dsj/HaQ2QZtbSzGoDAIBWEXqvoJLA0AA20htgUZ3lmpUmQMCMIvUjcUZ087zZCCALcQ2QKsbSzOp7AEB2EXq1uJ1tQM9FQhgA7H+b3ZfKQaVQSAAw4jdW7ywdqSnAQGsItohIhfWRy+nLAIBmEbq5uKsaWd6Csj/NeSav+VdpZdTFoEAbCN2d3HetGOdDgSwglzrN72nNJPKHhCAccRuL06cdq6TgQBuEGz8treUZlLZAwKwjtwNxitrJzsRCOAKyb5vfEfp5ZRFIADzyN3hMHna2U4CAlgi2fWtbyi9nLIIBOAAuVuMs6cd7hQggDmSPd/+flIMKoNAAB4QvMc4f9rxfgwEMEOy5TvYTopBZRAIwAWCNznMoHbAHwEBnBFt+B42k2JQGQQC8IHkbQ5zqB3xuyD/T8j2exd7SS2mTAIBOEH0PodZ1E75HSCAEeFu72MrqcWUSSAAN4jeaJxG7ZjfBgKISPd6JztJMagMAgH4QfZO40RqB/0WEMBbwg//H7rJfwhgAQTgCNlbHaZSO+rXgQBqxH8n+0gvpywCAXhC+GaHydQO+zW6F4B4m3e0jbRSyiYQgCuk73aYTu24v6VzAcg3eU+bSC2mTAIBOEP6docJ1Q78K/rO/wot3tUe0sspi0AA3hC/32FKtTN/Qc8CqNHgfW0hvZyyCATgDvk7HiZVO/Vn9CuAGu3d2w7SSimbQAD+qHDLw7Rq5/6ZbgVQo7m720BqMWUSCMAjFe55mFjt5J/oVAA1WrvD7aOXUxaBAFxS466HqdXO/oEuBVCls3vcPVopZRMIwCdVbnuYXO30f9KlAOr0dZd7Ry2mTAIBeKXKfQ/Tq53//QmgTld3unXUYsokEIBb6tz5MMHI/4rU6uled45SSBkFAvBLpVsf5xgCqEOtju533+hklFUgAM9UuvdxliEAeaq1c8fbRiulbAIBuKba3Q/zDAGIUrGZe940WillEwjAN/Vuf5hpCECMiq3c955RCimjQADeqXf/42RDABLU7OPOt4xWStkEAnBPxRkYpxsCYKZuF/e+YZRCyigQgH+qTsEw4RAAI3V7GPtFKaSMAgG0QNU5GOcc+c9D5QbGdoEAFkAATVB3FsZZhwCKqd2+2CwPEMASCKANak/DMO8QQBHVmxd7JaIUUkaBAFqh9kSMUw8B5FK9c7FTRpRCyigQQDNUn4lx8iGADBT6FhtlQiejrAIBNET9uRimHwJIRKFrsU3OKIWUUSCAllCYjHEFIAA6Gi2LXXJBKaSMAgG0hcJ0jGsAAZBQaVjskTk6GWUVCKAxVCZkXAbk/xE67YotskAloswCATSHyoxMKwEBbKLVq9ggV2gklF0ggAbRmZNxLSCANdQ6FfvjBoWAMgwE0CJaszIuBwSwQLNLsTtuUQgow0AAbaI1LdOKQAATqi2KvbGGQkAZBgJoFbWJOa0KBKDcntgaqygElGEggGZRnJnTwvQsAO3exMbYQCGgDAMBNIzq3JwWp8/8V29M7IstNBLKLhBAyyjPznmBOhOAfldqv75l6ueTZSCAtlGfntMadSMACz2pXoBlFALKMBBA6xiYoNM6NS8AGw2pX4Fp6ueTZSCA5jExRaelalcAVrrRQg2mqRxOxoEAOsDIJJ2Wq0EBmOlEG1WYpnY62QYC6AIrs3ResoYEYKkLrdRhmerxZBoIoBPszNNp1RoQgLEWNFOIaWqnk20ggF4wNVOnlXOc/+baz1ItlqmbTdaBAPrB1lydV8+fACx2nrFyDFM1mswDAfSEtdmaL6IPARjtOnMFGaZaLLkAAugLe9N1vZhmBWC44SzWZJZKoeQECKA3jE7YckWNCcB2rxktyyrVYskFEEB32J6y2bLqC8BDmxkuzSaVQskJEECHmJ+0+eIaSH7Dk2W7OpPUSCQ/QABd4mHaFkuM4F/DQ43mqBBIjoAAOsXJvF0vNZJ/hptCTSGfR56AALrF08xtrTxf4vtrJWflmkEggBwDAfSLw7lDD51wWbQJ5HrIIxBAz3ifvW6bxv8d6FGeNy0BAfRNw/PX6n01vWgV0Ewqe0AAvdPsDLZ5Vw0vWCU0k8oeEABodA5bvKcHNHwxikFlEAgANKqA9u4I8c+BYlAZBAIAkQbnsbX7aXGNNNBMKntAAGCkuals6mYQ/2woBpVBIABworHJbOhWEP+MKAaVQSAAMKOl6WzmRtpaFnU0k8oeEABY0M6ENnIbrR3M1FEMKoNAAOCKVqa0iZtA/LOjGFQGgQDADW1MagO30MhK2EIzqewBAYAVWphW9zfQxCrYQzOp7AEBgFX8T6zz8htYAZtoJpU9IACwgfe59Vy7+8k3jF5OWQQCAJv4nl2/lTufeOPo5ZRFIACwh+MJdlo2nv0IoxhUBoEAwD5up9hl0X6n2w16OWURCAAc4nOSHZaM+K+AYlAZBAIABDzOs7d6vYrWG4pBZRAIAJDwN9O+qnU4wU7RyymLQACAirPJdlSqu7n1jF5OWQQCAHRcTbebQvHspyqKQWUQCAAk4WfGfVTpaUbbQC+nLAIBgES8zLmHGv3MZjvo5ZRFIACQjotpN1+gk3lsDb2csggEAHJwMPO2q0P6a6EWUyaBAEAuxiffcGnm565l9HLKIhAAKMDy/Futy/astY9eTlkEAgBlmF0DizUZnq5u0Eopm0AAoBiby2CuIKsT1RlaKWUTCACwYG8lbFVjcYb6RC+nLAIBAC6MLYahUszNTc/o5ZRFIADAiKX1sFIHHvzYQi2mTAIBAF7MrImFGgxNB5jQSimbQACAHRvrov36CH+bKIWUUSAAIIL+0uj2BXrTKkohZRQIAIihuzx6fYG+tIxSSBkFAgCSKC6RUl+gJ42jFFJGgQCANEqrpNAX6EcHaKWUTSAAUAOFlarcF2hGJyiFlFEgAFCJ2otV9aXQiG5QCimjQACgIjVXrNaroAl9oRJRZoEAQF2qLVuFF0ADOqR+PlkGAgAK1Fg72Wuj97xSP58sAwEALYQXUOyyaDvX1M8ny0AAQBW5VZS4IjrOP/XzyTIQANCnfCn/+tv7+/tfLX7ng/uBn/7X+p/XrhAYoX4+WQYCAEYoWdJv3h/C/uf/M/utX88EsPLnGVUlDwYGqRpN5oEAgCXylvbx6/tfDik/+xr/6/t3d/88rRDyOGCdSqHkBAgAWCRtib8ev7b/5v3xec/A5/e/2f1z4itn1g/MUimUnAABAMvQVvrz8Uv7bz+5/4/Tb337yU/+sPfnma8E3FMrlXwAAQAP7K7/v37/kz8Mv/jz/W9Ov/fDB7/4/359f/+zP278OZqpVwqCpkEgAOCI9fX/4YMh52PAv3v6vX9O7wHf/279z9FEvcIYPA0AAQD3/PW307P9r+N7vQ/TL4fHPt+8/+//ufrnoFe008oWEABwz1rAfzH98otHD0AA4IJ2WtkCAgDu2Qv4b97/+f9AAOCCdlrZAgIA7jkH/BdrAvjpf+39OegN7bSyBQQA3PPtJ//+n8Mvvrj9Sa94Atj7c9Ab2mllCwgA+Ofz8fv7Z9/nf8784anP7Z+DbtFOK1tAAMA/Kz/pO/3s15j9KT8JDBpHO61sAQEA/6x81s/jf8Sv9sfoz/gsINAq2mllCwgANMDX95dP+xy+9T8+7599GvT8z0HfaKeVLSAA0AKzz/ufBDD+1i9v/xz0jXZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICACmf0LsAAANYSURBVAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2QICAAB0hHZa2aIJAQAAAEgHAgAAgE6BAAAAoFMgAAAA6BQIAAAAOgUCAACAToEAAACgUyAAAADoFAgAAAA6BQIAAIBOgQAAAKBTIAAAAOgUCAAAADoFAgAAgE6BAAAAoFMgAAAA6BQIAAAAOgUCAACAToEAAACgUyAAAADoFAgAAAA6BQIAAIBOgQAAAKBTIAAAAOgUCAAAADoFAgAAgE6BAAAAoFMgANAkz+5e+5N2DQBYBwIATQIBAHAMBACaBAIA4BgIADQJBADAMRAAaBIIAIBjIADQJBAAAMdAAMAl37999870y+/uXvno8f9ePr2LTL87CuDx96b/fn736mfDL378MP4t2AGAAAEApzzm+CnEx6x/djcxBv2WAJ6f/trrOnUDYAkIAPjk+fh1/+ks8Hz82j8eA4Zo3xDA8+mL/2cwAAAQAPDKOdsHEzz+1+un354Sfk0Aj7J4PVxGAdA5EABwyrPxa/ofP4yZ/t0pzx//c/jtdQGc3wmYhgHQNxAAcMp3d3fvheGL+vfmv/1sRwDz1Me3CQEAAQCvTGl++aI+TN/isy2A6RuF/v927h4nYhgKo2gEi2ARgd47SMn+dzNJ/JPJaAS19Z3TgAK1b/Ts+LZbDMEEgFn1Nb2+1G/3hV0A4H8CwKzO4U8b/tfT/cdQ6K8R0KgFcBAAZnXOgNoovzx9AfY2AGvbAzD4h4sAMK1t+fipK/y1su9L/j0A9ZW/HQ5ax+FPLQABYGL78v41zoK25bzc9gDG823p3wG0/2tniCCaADCvdVzpUOov5y7v+ZJ/jYaOn6Xv+Zb25+I6IBAAZrYt/T1+nO/5/K6PWgD65vD++OUuIOs/CAAT65/9HtZ2srON/denmdCRhJfbQN0DAb8CABBLAABCCQBAKAEACCUAAKEEACCUAACEEgCAUAIAEEoAAEIJAEAoAQAIJQAAoQQAIJQAAIQSAIBQAgAQSgAAQgkAQCgBAAj1ANxz0BvKitU8AAAAAElFTkSuQmCC" alt="" width="768" />

5.其他圆形图

这里不得不说一下，ggplot2的代码demo还是很赞的，用coord_polar可以创造出更多图形.

ggplot(df,aes(x = factor(1),a,fill=factor(var)))+
  geom_bar(stat="identity",position="dodge")+
  coord_polar(theta="y")

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" alt="" width="768" />

ggplot(df1,aes(x = id,value,fill=item))+
  geom_bar(stat="identity",position="fill",width=0.8)+
  coord_polar(theta="x")

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" alt="" width="768" />

ggplot(df,aes(x = var,a,fill=factor(var)))+
  geom_bar(stat="identity")+
  coord_polar(theta="x")

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H1bWD/mligaoZFBymAS75/PXih/+2nJyN8++lH//1k/A5AG2PZyum1QOMrbHt1B9rYQPUgiwxSAN9+2kX714Nb/ef/Pr8HfL1A+OcT6JGS4KGJk2sZvSVmjJlWCRsQQBtDWptTTeNCAIP3es8XAPu/P14adO8IH2hHAA8tnFprKKyxfNwUKpE+pD9aWGT5yGwAjwJ4df5c6PlKYHiLKP5MNnFirSO5yuIJeFCanU3sYAuDKhRXbeJQAOP3hN88uX6nwBH0SFXTwhpSEFjmYGikDlRd10YE0MCoSmRVs7gQwO17AONPhY7+Bj1StTSwhDTkAlusYVJH3dAeBl+oQFS1i8NPAY2/+6u1K4D4K0ilaKUPFntd/SSb2cPw4yoQVe0C/j6A472ewT2fy3d/XQQxUgJ6pOoIv4AMKu7Wq9Uk85Sb2sTQa5ULrAbx953Ave/+Oqvgy+GbAuiRqiJ6/VkkrxW7u/nDtbFdjLxY4dRqC38/C+jyzsDxK4fkf3U/uAMUeRqDn0y5JK3WzbZmDJiDag3xsDnFKKVXG2B/Guir++tPAz1/2r9/w//r6R8GGngYY59KBawt19+WplXkqWIDXO1QJroZFhw/vw/gLICb1/vHr49/Iih6pMoJXXwJS+v1u52rlbmsWpPAC9YKrybgbwQzJXLtZcysOMBWLlbouXAdXO/VIvb5FAgKwJLApRczseQ42zhbaYTihQmxYVMgEioMFIAhcSuvYLDmeDs4VXGsFQgRddGQiIoCBWBH2MKr6K867PYNC4+4hnpCbh0FsAgFYEbUumvplh156w7c1B94HTXE3D9MRgWBArAiaNn1HNYdeN/6nJfRwFLKCLlwSERFgQIwImbVEsTdsykCj6AEEReOyaggUABGhCy6nrgbtkCTi0ok4LJRKRUCCsCGiDVXE3i/Fok8iLUEXLR9PgWCAjAhYs2VXLequcWf1hN1FiuJt2RIREWBArAgYMl13O5Ta6vvLSziNFYSbsWgkIoBBWBAvIqrGG1SY8sfrC3gQNYRbb2YjAoCBaBPuIJrmNqhxhoQ/nubawm2WExGBYEC0CdaveXMbU9bHRivJuRYVhBrqaiUCgEFoE6wcsuZ35umWjC9xoCDWU6slaJSKgQUgDbByi1maWOa6sHSKlta5xKhFgqLqQhQAMrEqraYlW1pqQnLvyZmO/uNLiEZWExFgALQJVSxxaxuSkNdWF5ptPksJtAqUSkVAgpAlUi1lpKyJQ31YXUlsSa0mDhrhMVUBCgAVQKVWkjihrTTiKTFRprRUsIsERhU/qEANIlTaSHJu9FOJ5JWEmtMywizQFxOBYACUCROpWVk7EUznUhdcahBLSPK+lApFQIKQI8whZaRtRPN9CJjHYFGtYwgy4PFVAQoADWi1FlG7j600ozMRTc/BOgSEsDlVAAoAC2ClFlG/i400o38ZTc+B+gKEsDlVAAoAC1iVFlEyR4E2bU18lcRZmCLiLA0YFD5hwJQIkSRRRTuQBsNKVt5jJEtIcLKgEHlHwpAhxBFllDc/yYaUrz2JlY/RYCV4XIqABSAChFqLKGi+020pHgNIaa2CP8Lw+VUACgADQKUWEJd71voSfkaQsxtEe7XhcupAFAAGvivsIDazjfQlKoGhJjcEryvChhU/qEAFHBfYAH1ffe/b6vUdyB+DyZwvihgUPmHApDHfYH5iHQ9fluqVxBgegtwviZcTgWAAhDHe335CPU8fF8kuuB/fgvwvSRYTEWAApDGeXkFSHU8fGfE2hC8D2NcLwkYVP6hAKTxXV0+gv2O3hqp+r2PcAGeF4TNKudQAMK4Li4f0XYH741cJ7wPcQGO1wMMKv9QALK4Li4f2WYHb45wK2I3Y4jj5eByKgAUgCiea8tHvNWxuyNbves5LsDvcpBJ5R4KQBLHpRUg3+nQ7VHoRuh+DHG7GGRSuYcCkMRvZflo9Nnx1q2j0o7IDRnidS3IpHIPBSDBi09+9Pud3zOgAKU2R+6QTj8cTnMpb57cnzieDH5AJpV7KAAJTgJwWFgpWk0O3CG1jgTuyS0vzgK4v/8lupY+yKRyDwUgwVEADusqRK/FgXukVrnHgS7ixScf/eW4ki98XQMgk8o9FIAEnQDQZcig2uG4TdLsSdyu9HnxyU9OAvjbb1xdAkCjyjsUgAQHAfirqgzd/obtknJXwvalx14Af3roLgH+HV1MD2hUeYcCkGAvgD/4q6oE7e463Lw01NsStC89TgJ44BVAJCgACV588uM/uCuqBP3m+tu8NPT7ErUzFw4COBr+i/v9H/wAjSrvUAASvHjy4z+gaxDAorX+Ni8J/c54nOs8Xnxy7/JzoNCo8g4FIMFBAP6qysWksw53LwWLqhf7/9VX+gVUchWAqztAFMASFIAEb54c3gNwV1YWVn2N2SaTqhe24Kuv/Bvg+Cmg/Qoe3nziygDIpHIPBSDAw14A0b8PwKytIbtk15zpJ/rqqwAGePHk9H0ADw+vXL0JgEwq91AAAuxf8nTfCeytslQMSw/ZJMvuTDzVV19FMMCbvQCOf3j49hee3gUABpV/KIB6Hh4uPwvIW2mJmBYesUem7Rk92VdXzMrIZ38dfH7d/+2nFEAQKIBq9uV0AgiqAOOiY3bI9MkGz/ZVAAPsi37zyVkAf73/iLeAYkABVPOwuwogogGsSw7XIPOSBzvy1Vf+DXAo+cVZAH+9v/85uJ4+uJwKAAVQy8ONAOLd4zavN1qDdvbOupnxr77yb4CH01lw+Rho90OBfIBMKvdQAJUci+kLINhFAKDYSO05AunR+SmH+e/QAN3EXwXwS1ebDAwq/1AAlUzU4qzCJSClhunOGUTB550Z5787BUwPkZ9NxuVUACiAOqZrcVXiApheRunOBUi9p72ZzH9XBpibIT+bjMupAFAAVcyV4qrIWVBFRuhNH1ibHuYE4McA85PuZpeRSeUeCqCK2UpcVTkDrET/rbkB2Ke5/HdjgKXeeNllaFR5hwKoYakST3VOAazPeWeG4Kqdz38fClieIS+7DAwq/1AAFSwX4qjQCaDVeW7MGFi1i/nvwABrM+Rkm5FJ5R4KoJzVOtxUOgZbmt++TIBr1YoA0AZYb4yPbcZmlXMogHLWy/BT6wBwXV7bMonb/McaIGW2fWwzMqncQwEUk1KGm2JvgVeFfv4cULWu5z/SAGmT7WKfoVHlHQqglMQqnFTbx0EH4QWkg2pWSv7DFJA8Qh42GplU7qEASkktwku9FzwU5KCEVDxfAKAMkDFCDvYZGFT+oQAKSS/CScFnfFTjoogkfF8AQAyQM0IONhqbVc6hAEqHKusfeyj5hJNSfFSRAKhf6flvboDMacbvNDKp3EMBFA5V3r92UfMBL4V4qWMV//lvbIDsWYZvNDKp3EMBFM5U9gPwRe/clLHz8MIwjQgCsDRA/gTBdxocVr6hAMpGquAhHsrG13DGTyWLYDqWmf92BiiaIPRWA4PKPxRA0UiVPAZeN76CHp5qWSBG/lsZoHCCHMw9mYECKJqowofx22+v+KpmDkSVBflvYoDiMw+81discg4FUDJQxQ+E/gA2X4nrrJxpIE0rEoC+ASqmF/7Kh8xBARQMVPkjcbXDuzbEXUFTxMl/dQNU7RcF4BUKoGCeqh6MqR7dtAn8VTQGUGNp/usaoHJuwT97lsxCAeTPU92jIeWjezaFw5KGANpWnv+aBqieWgrAKRRA/jhVH8C6fnTLpnFZ1C2hLgAUDVC/Vci9hkaVdyiA7GkSOITtCsAdm8VnVX1iXQBoGUBkfigAn1AAudMkcQzTJWD7tYDXui7Yd64y/1UMIDOt2M+/kTkogNxhEjqM2Rqg7VrEb2Ud8fJf3gBipxtus6FR5R0KIHOYpI5jtQpot1ZwXNqRiAIQNoDgnFIAHqEAMmdJ7kgmy0A2axXPte0AvZPIf1kDSLYA+S0wZA4KIG+WJI9lsBBkr9ZxXZx9eTL5L2gA4Qn1LYBnd3d3P/i1SDy9fvRe8r/97rN3Phd50kIogLxRkj2a9kqArUrBfXmmTyeV/2ICkJ5P1G4nRcrTff7frWfxy3f/vHqot49zMv31o4RD6kEBZI2S9PF0lwLsVBqu67PunpgAZAygcJ45FsDrR3cpr9qf3iWk9dO7D1OesvCfC0MBZE2S/BEVF4NrVCquCwyb/yIG0JhM0HanJMrLu7uPE/5ZigByX9K/foS8CUQB5AySxjHVVgPrUzquS7StTTL/BQygszOeBZB0/z9BAN99lqSSm4Omv2UgDgWQMUg6R1VaDqxNOTiu0bZ/svlfawCtcwz2gxBXkRPAy4R3Em55/UjozecSKICMOdI6rs6rLb/ZesVxkZEvACoNoHeKQfZ7PU8OnwA6fwjo7ePjny/35fev6M8fD+r+2YeXvz7r4PCq//Wju+NtpNPr+f1/nY/wcuK4/Qcc/gP3LgAFkD5HagfWWJHjaO2B2ssEQl8AVBlAc1PcC+DpXUf3Or770jHVewI4//XFBv/WPWYf612on68VTlcNt8ftPeB4MNwHgSiA9DHSPLb00UFNysZtmaYNVMj/YgPonl+gn4W+ysvri/xDpB9err/X/XcX38ekP98CenbK7sM/6+L+8Pjv/tf1DtCz8z2l07XA4Li9Bzwk339SgQJIHiPVgwsvCtSjfNzWGT7/Cw2gfXr5FsA+oE9vyO7/cIj67v8OgX3M9U4A578+//0hz7t3fs+K2P+T032dowmGx+09oP9vAVAAyVOkfXzBJ8C0qAS3lTYggAID6J9cgP1OSZROAJfX4l2yXz4d2n2hi/fLy/vu9f3ZD8c/dR/peXq52fPe+LjXB9w+yB6wAL799P7+/uejv9nz4z9Mf/2I+QwZvHIRXBemQ2U4LdWyhVr5n28Ai3PLtQCunPL72eAjPZ0Anl7++vTS/nrH//pivnNH957A4Li9twgehv9lC1YAb54cw/6jv4z+6iSAia8fMZ8hi5wSWxikQaU4rbWJ/M8VgMng2G94ShLdCuD4EZ9DUA8/9vn0fAPn/NenP15fwl8F0P3ds8FL/buzAN4bHRYCVAD71/c/O6Z87zX+q8NfLXz9iPUIGU2tzMoQ/SnHabV2VSnmf54BrE4s3wJ4edf/uM6sAN67+ZspAZyi/3Lz//a4FMCRV6fX9m+enO73HPmyl/ZTXz9iPUJWQyuxNkR7anBZrl0TVfM/xwBm55X5hqdEUSeA06f7DzdvntZeAZxu/swclwI40oX997+7/9X5r77/3b/+19LXTxhPkN3M1i8O0J06XNbbSv6nG8Bwbqx3PCWKuqB+dvkOsLMAbt/cnX8PYCyA419e3jW+Pe6tALb6HsAl7L++vur/9tOP/vtJ9w7A1NdP2A6Q6VVr5fIAzanEZcXtCCDNALYnlVsB3LyZe/MpoO693Guef3x+XPcpoC7P+8n+8u6d/3Pywei4IwFs8lNA337a3dr5+nrf//we8OE1/8TX//mE7QDZvmQ5LLPmwYKl2FBT8uJ8gWrKQT//kwxQ2a1cjIc0JYuGArh+p9fpL56ufR/AOcF7d3P2/+rfLp8FvT3ubeRv9fsALgHfe+P31elTn2+e7F/8T3wdJADjpys+QcofCSSv5uJpy3ySvDUUYpH/6wLI7U49XgVwyOdDMB9/bk/3jQHH6D7fwnl2/Ybh83cCd6/w37s90JGn3Y+QGB/3VgBb/U7gKQGcX+wf7vpMff2E6fxg3rUqfJx0KQYkVz0xQqL/vv/IxH9Yh0n+rxrA/oQyPqNSsuj2J7btU/9/d3d5+j8LqPssT+/HAl1/FtA5z/dH+Ph60POtouFxbwWw1Z8FNB/wh0uAj/7iRgC2T7crPSfNGyNEQtkCW59zCJtGGuX/igEgU+NVANdfDXn5/Gbvp4E+nDL9/MMhLloYfC708sf+9/veHvdGAJv9aaBT7wGcOXz0c/7rluMD+xG2Bg/xwXLdoruediybTprl/5IBzM+m89OaPpklJb8PAPgrwbx9CujM4QrAyaeAQD98OnuZUfN/IW91Nnz1qI1dACwYwPxkujyx5XOZkv96HvpLgcHfB3D8fH/vc/6XzD/e9Rl/vcNwemC5mrvOsPk/XbryXi/OUmsXALMCMD6Vbp7Z8rlMyX1Bv+HfCTzxnb7nbwQ+Zr+L7wTG5WrWSo27IsqgdLN9nnkek1aa5v+0AazPpNsnN3wqYzJf0UMvANz9LKD9fxxe7Z+i38PPAkLmasZSbZsiTL948y0eP2GD+T9lAOMTafTshk9ly9vHOS/pXz/CfQToAf3TQF/dX3/a5/Gj/4f7/b2fBt3/eh+z2UFeAByfPXGttj0Rp6vefncvz99/4iYFMDQAptH9AuyeyZrXj9K/sfe7z5A3gNAC6FNCnLYAACAASURBVP+8/04Ap7/62fjrfcxmB35nPW21pi1R4FC++daOauie36II+/wfGADa6q4Cu2cis/A3gq0Mj91TzRSQsFzTjmhgvq2LZbSZ/zcGcNBsu1MLEFBxoABWZsfsqRZqWCnCsiEKWO/pMhbVYPL/KgAf7Tb9EbtkBgpgeXbMnmmBtRV7OJuLMd/SNQyGDCSAswG8tJsCcAAFsDw6Vs+0yPKSnRRZwmU3Dfd0jXM9eiWh8r8zgJteUwAOoAAWJ8foiVZZWLSfInPp76WfVVwrUpo0XP4fDGB4+qxhVQgmo4JAASxNjtHzJDC7ajencyaDjXSzjF5ROsOGzP+vvjI8e9bxI4C//086CnkGhAJYGhyb50ljZtmuakxmtI1uen1biMK4oQUgupg6jIpJCBQKIBYmc+MtWycX7uqETmViD802dY1RHcIDh83/nN8SbwAFAIcCWJgbk6dJZ2Ll7mpcZ2YHnaxkujS5kUPnvy8D2Gx6QqBQALGwGBtvFwAHhkt3kpoZzO6fk6XM3GeTmjp0+n/lSwA251hCoFAAsbAZG4tnyeR28S5LXGJh8zJ39R+3SBTXlTH39xJzhw7/I7WLkMRkghMChQKIhcHUeLwA2A0M4LPEWZa3LnFX/zGJYIlLX6udPHT2n6hbgywUABgKYHZqDJ6khOv63ZY4ydrGra1mOvnFBbD81brZQyd/R8UKxLGY4YRAoQBioT80jl9dnxsQKv/Xt23h64vZbyiASgWgg/9C6QI0oACwUABzQ6P/HMU8nH5qMbqMZNI2bfJfrGe/pACSqiydP3Ts9yiqXweDMU4IFAogFuoz4/gC4IBRE2RI3bLhv0nMflkBJP2jou6jQ79Pfmf0oACgUAAzM6P+FFWYNEGE9P26/Xc58W8rgDIFoDP/loLeaKE/yAmBQgHEQn9ktJ+hFosuCJC1W9d/mZf+YgLIqjVzA9CRPyC/OWqoD3JCoFAAsVCeGP8C2Bdo0YdKMveq+7fZ6S8ogKx/nPPP0YE/JLs3elAASCiA6YlRfoZaDvUZNKKO3AIP/7wk/TECyFofOu/H5HdHC/UxTggUCiAWugMT4gLg9H+ISp8/T/pnBcUVpr+UALILTl4iOu2nKGiQEoEF8N1ndx9Kh5stFMDkxCg/QSWX+gx6MeL58xQDFGxTefyLCaDgIUkPQof9FPn90SKwAF4/unv3z9LpZgoFMDkwuk9Qy82PAzKu9fnzFANkb1JN+gMFkLZQdNZPU9AhHbRnOCFQSgXw9J3/++5j6XQzhQKYGhjd49dyU59+O/o8f54igNyaKtNfSACFjVxfLDrp5yhZrQphBfD28bv/39174vFmCQUwNS+qx69l9COh7ep9/jzFAHkV1ae/mABKH7f8SHTOz1K2XAWUJzghUAoF8PLuw7eP3/lcON1MoQAm5kX18NWMytNuyIXnzxMMkLU/IukvZIDyLi4vGZ3z85SuV5ygAvjusx/8+uFp7LeBKYCJcdE8fDUT5Wm35MTzW6b/Udb2iMW/hABqeri0aHTKL1G8YGF05zchUMoE8PrRu3/eXwWEfhuYAhiPi+bRq5ksT7snB56nCCCnEMH4lxFA3aNnHo/O+EVqVixKTAE8O7z4f/t4fxkQFwpgPC6aR69mpjrtrozyf8oAOUWIxj9eAHNrR0f8ClVLFiSkAL777Hj7/2not4EpgPG0KB69mtnqdNsyjv8JA2SUIBz/AgKob9/k8tEJv0blmqVQHd6EQCkSwMtT8r+8i/w2MAUwmhbFg1ezVJ1iXybzf2CAjH0Rj38RAQgcYnQQdL6vUr1oISIK4OndmcDfCkABjIZF7+D1LBan1pmZ/L8RQPKTK6S/EwGMm4CO9wQEVi2B5nmXECglAnj7+CKAwG8DUwDDYdE7dj0r1Sm1Zi7/ewZIfmad+PcigEEf0OGehMSyBYgngJfne/+vHwV+G5gCGM6K2rHrWS9Oo/75/L8YIHVPtOK/XgBijeu3Ap3tScgsuxrFMy8hUAoEcPwmgO5Pgd8GpgAGs6J2aAESipPvzlL+dwZIfE69+JcQQO0Rrkc6Hwsd7YlILbySaAI4fhPAichvA1MAg1lRO3Q9ScVJt2c5/48GSHtGzfj3JIDLFqCDPRW5hVcRTQDPrt8B/PZx3LeBKYDBqGgdup7U2kQbtJb/z5+nPZ1u/FcLQHbjjy1B53o6giuvQO/cSwiUfAHc/Aygp3HfBqYAbkdF68gCJNcm2KH1/H+e8GTa6S8hgMoDjI73gI71dGSXXkwsAbQCBXA7KUpHFiCnNqmFJOR/wm+HMch/bwLYBcp/LwZQO/sSAoUCiIXOoDRyAXD8xyJNSsr/NQNYxH+tAORHCp3pWQivvRQKAAAFcDMoOgeWILM2iS4l5v+yAWzyv1oAdY8fgY70TIRXX4jW+ZcQKBRALFTmxPUFQH5t1W1Kzv8FAxjFPwVQh/DqS6EA7KEA+oOic1wJCkqrbFRG/s8KwCz/6wQgPlHoQM9GdvmlUAD2UAD9OVE5rgRFpVV1Kif/ZwxgF//VAqh6+Ah0nOcju/5SlM7AhEChAGKhMSatXQAcH1bcq7z8nzSAZf67EgA6zUsQbUAxFIA5FEBvTDQOK0JxaaXNys3/sQFM479OANI7jw7zIkQ7UIrOOZgQKBRALBSmxPMFQE1pRd3Kz//xJUAkAdQ8egQ6yssQbUExFIA1FMB1TDSOKkJVZQX9Ksh/tAHqOlTz6CHoJC9FsgfFUADWUADXKVE4qgiVlWU3rCj/wTeB6vpT8egh6BwvRrAH5aichQmB8vcMNIPNHgrgMiUKB5WhurK8jhXmP9YAVd2pePAIdI6XI9mFYkAC2C4UwGVKFA4qgs5vq52lOP+hN4GqmlPx4CHoFK9AsAvlUADGUACXIZE/qAwShaU3rTz/oZcAVa0pf/AQdIhXIdeGcjTOw4RA+XtGmzSDzR4K4Dwk8seUQaiy1LbVCABogJrGlD92iFo2myDXhwooAFsogPOQyB9TBLHC0vpWlf8jA1AAoZBrRDkUgC0UwHlI5I8pguyvKlz7J5X5j7sE0GxKMmrJbIRYIypQOLsTAoUCiIX0iPh9C0D+VxUuUZv/AQ3A/O8h1ooKKABTKIBuRsQPKYNsXSu9q89/3E2g8paUPnKIWizbIdWKGigAUyiAbkbEDymC/K8qXDiiRP7DDKDQjzzUUtkSoV7UIH96JwQKBRAL4QlxfAdI/ojza92mAAofOEQtk00RakYVFIAlFMBpRKSPKIPWt8VMfkEm/1EGKO5G4QOHqGWyLULdqIECsIQCOI2I9BFl0PsNSeO/lcp/kAGKW1H2wCFqiWyMTDeqED+/EwKFAoiF7IC4vQOk97svx0eWy/+hAXwLoOxxQ9QC2RyZflRBARhCAey2dgFwPPJwyZL5D7kEKO1D2eMGqMWxPSL9qEP6BE8IFAogFqLz4VYAmmUNuiia/xADlHahuIM91NIYgURDKqEA7KAAHN8BUj34zaqFBQC4CVTYhIoOXlDLYggSHamEArCDAtjkBcDp+JcnkM5/gAEKW1DVwQ61LMYg0ZI6hM/whEChAGIhOR5+BaD+BOdOyue//U2gwgbU9nDXXP47EIDwGZkQKCUCeP3o7sQ7nyvFnAUUwHYFcDGAggDMLwHK1l/fw+by34MBYgng7u5jtaRThwLw+haASVXHZmrkv7kBylZf30G1GMZR35RaZE/JhEApE8C7fz7+4WnkawAKYLsXAMdneXjQyX9rA5Stvbp/aikMpLop9YQSwHefBb4EoACcCsCsKjUB3BrApQDqu6eWwkjq21JLKAHsLwE+VAo6fSgA4cNJYVaUWv7bGqBg5bwAmKG6LdWInpQJgcIrgFjIDcfmLwAU89/0JlDB0ut7rBbBYGr7Uk8kATy9O18KBIQCcCoAqyfSFIClAfJXXj9HagGMprIvAoQQwF0DnwPdvABkjyZFExcAQwO4E0Bl79TyF09lZ+qRPC0TAoUfA42F2Gxs/QJAOf8NDZC/9tqdV0tfB9R1RoIIAuju/OxNENcAFIBHAVgVpZ7/dgbIXnv1GKmlrwfqWiNAIAE8vAz8JsDWBSB6MDGauQCwexsge+3M/yXqeiNAJAG8fRz3XQAKQO5YYjR0AWB2CZC9+Momq0WvE6qaI4DgWZ4QKBRALKRGw6sAbJ7GJP+tDJC7+MopUgteL9Q0R4RAAuAtIGukRoMCaMYAuYvnBcAKVe0RII4AXt7xO4GNkRoNn28BGNVklf82bwPkrp4XACvUtEeCAAK4fAw07gUABSB2KDkay3+bS4DM1dcNkVrqOqKiPSLIneYJgVIngLgfAqUAHAqgtQsAGwNkrp75v0pFg0TwLoA22LYABA8lR3v5b2GAzOVTAKtUNEgECsCCrQtA6khy2NRkm//uLgGqZkgtcp1R3iERxM7zhEChAGIhMxhOBWDyLMYC8HYJwPxPoLxFMlAABmxaAHJHkqPJCwALA3SH/p+O5fVXdFktb91R3CIhKAADNi4AoQMJ0mj+3xrAQACLHqgZIbW89Udxj2SgAAygAHxhUhIi/9UvAboj/88Ekl1WS1uHFDdJBqkTPSFQKIBYiMyFTwFYPAlEANoG6A48JYCRBco3Xi1sPVLaJCkoAH22LACxAwnS7AXAc+2bQN2BZwXQs0D5xqtlrU/KZ0wECkCfbQtA5jiCtHsHSN0A3XGXBXCSAC8AEqkas3ooAH0oAFc0nf+6N4G6w64LYA8vANKomrN6hM70hEChAGIhMRYe7wC1fQGgewnQHTZJANe7QVmoBa1b6qetCjsBZKAdbrZsWgAihxGk9fxXNUB31GQB5DsAncYAZEauGDMBbBewAL799P7+/uc3f/Xmyf6vfvyH65ev/3lBYiwogLYM0B00RwCZDkCnMQCxqSuDAlAHK4Bj2N/ff/SX6199eYr8kxW6r6sIQOgwklhUhM1/dwLIUAA6jO2RnLsiZM7RhCDiLSAI+xf4Pzum/PUa4NUp+r+8/9f/Ov7XzyYfKDAVLi8A2heAngG6Y2YLIFUB6DS2RnjuyjATwG/TkUg+P0AF8Or02v/Nk+sr/C87GXx5jP4vB7eHzghMhUsB6D8HOv/1DNAdskAASQpA57Et8oNXBgWgDVQAXb5//7v7X3V/8/3vjq/8u9f+l/8aIjAVFACKXjVeBJCgAHQkG6IyeGWInOsJSUQBILjk+9fjF/pHAXz76Uf//WT8DoDUywKBo0hiURE6/A/063EjgDUFoEPZDKXBK4UCUAYpgG8/7aL969Gt/tNFwfk94MsFwsM/n6gfCl4A4OjV40gAiwpAx7IVTZ4UCVFEASC4CGD8Xu/Xx3cHuneE3zy53AmiAKpAR39HryI5AXQTUiGAeQWgc9mGVk+KhCiiABDMC+DV6UNA5yuD0S0ikaGoP4goFhWhk/9MryRXApgzADqaDTCbwTwkKkqIIgoAwawAuvy/8OZJ/zsFHmQEUH+MHv+xp/IQG8r/vgHEBNAdr04A0wpAh7M6l5W6E4BERQlRRAEgmHsP4OtB/t98TvSIi7nq8x8nag6xKQEoGKA7XK0AJhSAjmdl+kulACgAO6Y/BfT970Yf+4lxBVAnAZFVLYMO/T7XqtwJYGgAdEDrcrtWgynMhALQBfx9AMeP9/S+D+D4H+e0v/2mgD4u5qrHf9yCL2gSdOjfcC3LnQAGCkBHtCLjGXEogOqKEpKIAoAw8Z3Avfzvf1vwr24fKDBW1Yfo8x9jwBVNgI78AdfC/AmgbwB0SKsxOSTuBCBQUUISUQAQJn4W0Nf9nwy3/8oh+V/dD+4ARRBApgMkFrUCOvGHXCvzLAB0TCsxNyQGc5gJBaAK9qeBvrq//jTQ46f9zz//ufvLr6d/GGgQAeRIYHv53zOAOwFcu4YOahWWxoQCoAAM6f0+gKMAXt3fCOD09fFPBHUwVX3m8z/ZAZsWgIgBukPJ5n+LAlgeEwogRwBvH9/teffPElmIYaO/EcxSACkSkFjTMui0n+JanVcBoMNanNU50Z/ETOoLSgiUMgGc4v/Ahzo5Z8A2BWB2ByjVAVu8AHiuYgDm/zxJg+JNAPUFJQRKkQAO+f/x4Q9PAxuAAhAgSQCLEtjkBcBz2bcBTgdi/s+QOikUQKoAnl7u/Ty7e+dzlaDThwKoJzn/Zx0gsKQV0Ek/w7VACkCTjEnRn8VMvArg9aNL6n/3WdhLAAqgniwBTEpgq/kvaoDTYZj/Y/JmxZ8AKgtKCJQSATwNG/p9KIB6sgUwcsB2BSBogNNRmP8DsmfFmwCqC0oIlAIB7F/1f6yZcUZsUgD4/B9IYMMCkHsb4HQUMQGgg1uEklmhAJIE8PbxD36tmXFGUADVFAvg4oD6Fa2ADvklrlV6EMC1GnR211M4LOrTmAsFoAgFUE2NAE4S2PIFgJwBTsdg/p+omBZ/AqgrKCFQim4BUQAwqieq8gA31Apgz4YvAJ6L3QQ6HUNIAOj8rqRqXLwJoLaghEDhewCxwA7UAAEBHJAsaQA64dfoynx4QAvgMhjoAK+idlzqTzBhXArg4dnde5fHvwz7jQBbFIDL/Nd0ADrg1zhVedhYrACuo4XO8HIk5oUCSBFA7/sAHp72ZBALCqAWQQEoSQCd7+scqjxuK1YAlxe/6BQvRWhg/AmgqqCEQKn8TuCXd2HfD6AAahEWgIID0PGewO68q0gBHB5+LAOd42XIDYw3AVQWlBAoVT8L6LvP+LOAjEGO0xB5AQhLAB3uSVw2FSeA0+P3haCTvATBeWnuTYCEQOFPA40FcpyG6AhA0AHobE/isiVoAewC5r/UpFygAJIEcHgfgL8PAAFwmoao5b+YBNDZnsalXJQAzs+PTvNcJEZkCAWQKID4UACV6ApAwAHoZE/lUnCVADaW/7XDMUPtKSZNXT0JgUIBxKJymqoePkBdALUSQAd7MueCoQJAJ3oONVOxgjMB1NWTECgUQCxwwzTCRAAVDkDHejqXkhEC6J4anekZVE3tGhQABeAZ3DCNsBJAhQTQyZ7KpWB7AXRPjA71ZOpmdh0KgALwDGyWRljmf/MOOFeLEgA61hOpndkEKs8xcSgALSiAOqwFUC4BdLqncK7VWgDd06KTPYXagU3EmQCq6kkIFAogFqhRGoMQQLsOuFRqK4DuSdHZvk7lsGZAAVAAjkGN0hiQAEolgE74Nc51mgqge050uq9SP63pUAAUgGNQozQGKIAmHXCu0l4A6HhfQWBWs3BmAApACQqgCmz+HymoGp3yS5xrtBNA94TohF9CYFJzoQAoAL+gRmkEOv1PFDQBnfPzdBWaCaB7PnTGz4OJ4o0JIAP1dDOFAqgCHf1X8puATvo5uhKNBNA9Gzrl59ihonhbAtgumxNAS28BDMhpwrEL6Kif5lykpQDQOT9Df7OMcSaAmnrQaeUaCqAKdOaPyG0COu2n6EozEUD3XOikn2JityxxZgBdAfAWUCwwgzQGHfeTpPSg3wR03o/pCjMQQPdM6KwfM79dVmxLAB+ko5xtxlAANaCzfpbMHqATf0hXlroAuudBp/2Q1f2ygAKgANyCGaQx6JxfIrMH6My/pSvKRgDovL8lcb/UoQAoALdgBmkMOuTXmGvBZA/Qod+nK0lZAN2zoCO/T86G6UIBUABuwQzSGHTAJ5DVAnTuX+kKUhVA9xzozL8yO2e8BKAAlNiaALaW/0dyeoBO/jNdOfoCQKf+maVBowAoACUogArQwZ7BTQtWeoDO/hOnWhQFcHoCdO6fWBk0CqCmnIRAoQBigRijCdCpnkdOC9Dp/7zgEuD4zyPeAEqYNL4JQAHoQAFUgI70bDJagM7/fAMc/3W8C4CkSaMAKAAdKIAK0HleRHr7fBhASQCng4dI/x3vAe0oACUogArQWV5K+gojGeD4jyPlf8akUQAUgA4UQAXoIK8heZFwAaQa4Phvwwggc9R4D4gCUIECqAAd4pUkrxNsAAUBnA4cJf13FAAFoMTGBMD8H5C41AgGOP7TCPlfMmsUQHk5CYFCAcTCfoimQIe3EImrdW+A47/MEECc9N9RADt/Anj7+K7jPcWo04YCKAed3IKkLdi3AA4GcH4BUD5rfBfYsQDu7j5WDDtdKIBy0KktS9qaPRtglyiA0yEDpf8BXgL4E8A7nx//8N1ngQ1AAZSDjmxx0pbt1gC7HAGESv8dBeBYAA8Pz+4uf4wGBVAOOq81SFo4wACCAjgeL1j8UwCuBbC/Boh6CUABlIMOayWS1u7RALskAZzqDxb/FIBrAewvAaK+EbwtATD/00havzsD7NIFECz9d3wX2LcAXj96988aQacPBVAMOqVVSepARAEcjxUu/ne8BCivJiFQ6gUQ9U0ACqAYdEark9IETwbYJQjgeCQv8f/bPcnjRgFQAApQAMWg89mChDb4McDOlQDW+vbbE8njRgFQAApQAMWgw9mK9U4YGUBAAMdyHcT/by8kjxsF4FgAL+/4HoAl1iM0CTqYDVlvhgcD7FYFcCzVUfrTADk4FgA/BWSL9QhNgk5lY1b7oS+AFQPskgTgKv0pgAz8CuDtY34fgCnWIzQJOpHtWW2JtgEqBXCs0VX6UwAZ+BXAs7B3gCiAYtBpDGKlK0gD7FYEcCwQlv5T4U8B5OBVAPvX/z/4tVLSqUMBlIJOYhwrjYEZYJcgAEz8z4V/lgEoAG8C4E8DRWE8QZOgYxjLcm9cCuDwcED6L4Y/LwEycCuADxWjThsKoBR0BMNZbg/AALtFARyrcpf+FEA6zgTQBhRAKej8dcFih6wNsFsVgGn6p4Q/BZABBaAABVAKOnu9sNQjDQMUCuBQjl36p4Z/lgEogNLHrUIBxMJ4giZBB68nFtokLoB5A+wWBHB4oFH8Z4U/BZAOBaAABVAIOnO9sdB0KwPsLAUwM0rZ6Z8hAEQaUwAUgEOMJ2gKdOB6ZLrnh6aLGqBAAIdKBNP/vKwBJenvXAAtGCAhUCiAWNgO0CTosHXKfM/1DbCbFcDh+QXTf3KWCtM/xwAUQOHDVqEAYmE7QJOgk9Yxcz0XE8CMAXZLAhBN/9EsVaQ/BZAMBSAPBVAIOmV902v5Tc9VDbCbE8DhEbLxf7OwuvSnAJKhAOTZkgD4ISBTZnouYoAsARyeVTb9eyurTn8KIBkKQB4KoBB0vIZgpudKBtjNC0A6/U/TJBH+FEA6FIA8FEAh6GwNw3T7agUwZYDdtAB21fk/uQKp9M8QAD8HWviwVf6egXq6mUIBFILO1UhMNlD+EmA3KYDDc0mnv2D4UwDp6Algu1AAhaBDNRpTPRQ3gPwFwETVwumfYwAKoOxhZBYKoBB0oAZkqo2iBpi5ABBMf4XwpwCS4S0geSiAQtBpGpSJTqoKYFec/6M6lcKfAkhGUQA/TEc93UyhAApBJ2lcJpopZAA5AQwLVAx/CiAZCkAeCqAQdIzGZtROEQOMBbAryf9hbcrpTwGkQgHIQwEUgo7Q8Iw6mm+AVQHsCvJ/UJV++mcIABDHFAAF4A/L8ZkGHZ9tMOxq5SXAhAACpD8FkAoFIA8FUAY6Opth2NgaAwwFsMsTwKASq/SnAJIpKyYhUCiAWBhOzwzo3GyKQW+LbwLtKvJ/UINh+ucYgAIoetQqFEAsDKdnBnRmtsZtdwsNMBJAjPSnAFKhAMShAMpAB2aL3DS4xAC7svy/eV778KcAkqEAxKEAykCHZaPc9DjJALMCSMz//hNiwp8CSIYCEIcCKAOdlA3Tb3PeJcCtAPLSHxf+OQKwz2MKgALwh+H0zIBOybbpdzrDALus/O89Bzb9KYBUKABxKIAy0BHZPtdeJ98E2qXn//Xo6Ow/ghlip884DwUgDgVQBjoeN8G13WkG6AkgLf3RuX8BM8ROn3EeCkAcCqAMdDZuhkvHEwywS8n/8/HQmX8DZoidPuM8rgTw+tHdhY8Vw04XCqAMdC5uiUvTkwUQK/1/SwEkQgGIQwGUgQ7FrXHu+6IBVgRwPgY67SfADLHTZ5zHmQDe/bNixhlBAZSBDsQN0nV+wQC7hfw/bxw66qfBDLHTZ5yHAhCHAigDnYbbpGv+2AA3ApiPf3TOz4IZYqfPOA8FIA4FUAY6CjdL1//JS4DddP53D0GH/BKYIXb6jPNQAOIYC+Dt//X5zX9/++n9/f3P5/9q4usH8gbgm1/86Pfd9HR/rAYdg9vmuAUTBpgSQLdh6IRfIXnwNiyAb36xz4L7n/wp+4EJuUQBaPL0+m753Tuf97/y5slhT+8/+svMX018/Uju5FAArXHcheFNoN0w/0+bhU73BJIHb7MCOMX/gX/PfWhCRFV+CiiwCfQF8N1nd3MC2L++/9kx5X8+/VcTXz+ROzsUQIvsbhTQCWCQ/uhkTyR58LYqgEP+//JQyxf5BkgIKQpAj2f9/L/9wOyr02v7N09+/IfJv5r4+onc4aEAGmV3dcDuKIB+/KNTPYPkwduqAL443vs51PLH+9xTOCGkeAtIjf0FwA9+/fDy7r2Hh7eP7z68+dqXp5f23//u/leTfzXx9RN5A0ABNM3ZAf/4x8NZALtQ6f9bCmCNF59cTuG//Sb3EiAhpSgANU6p//bx4d7Pd5/tXXDl+9/9638d//D15R7PzV9NfL0jbwAogNY5OWAvgFP6o+M8n+TB26gAvjiFPj8FJI6BAA6h30X/8ULgwrefdrd2vj7c6h//1cTX//lE3gBcBNA7fiXoxCMjHp4/f/jqqwd0lJchMZMNc70HQAEIYySAh6fHu/9vH/d7dknjV2MBvOoL4FWtAO6vUADtgo7xciRmsmG+/bS7F0ABSGMlgGfH2/+nO0FnCgTQUSEA3gJqlIf333/44IOgVwDJg7fNW0Df/OJf/vPw/xSAOBZvAh+i/9nxo1KvH2EEwPcA2ma3e3/PPz388IM9fA9AFA8C+NtvXArgroHPgZp8DPS9Y7c+PMhg8hZQ+nsAHXkDQAE0zSn9qtmvcAAAIABJREFU96//9wI4GuDggGASSB68rQrg/peH/6cAxNEXwNvHh2//On87WP9NYH4KiFSyO6f/++/v/umfdmcBhHNA8uBtUwC7P97/9PB/x1r+mnsbNyGk+BvBFHl5FOTLiZ8E8eXpvf3b7wPo/dXE10/kTQ8F0Ca7a/ofbgAdBXA1wEEBYRyQPHgbFUDv+wB2X5xkkE5CRlEAmnz32eF1/+FKYHClxO8EJoUcd6EX/4cLgKMAegYI5IDkwduoAHrfCfzX+9P7AekkRBQFAIE/C4iUcNyC998f5v9JADcGiOKA5MHbqgDOPwvob79x87OA2gD7+wBe3V9/2uebJ8c7/v2/uv2PHrnDQwE0w6n/778/kf+TAojhgOTB26oAHP400DYA/0KY3s/77wSg9/sADqMsJQAaAMKp98P0HwhgbAD/Dkieu80K4PA+gK/fB9AGG/qNYKKjjI7CDXJq/ET6n/P/LIApA3xwejQ66OeAzLDXZ5zH1cdA24ACKAOdhluja/tk/J/z/yKASQOcHeBSApAZ9vqM81AA4lAAZaADcUucez6d/vv8TxTA1QHuJACZYa/POA8FIA4FUAY6FDfDueFz6d+7ALgKYN4ATh0AmWGvzzgPBSAOBVAGOhc3waXbC+nfy/+eAJYMcHWAHwlAZtjrM85DAYhDAZSBzsb2ubR6Mf17N4BuBLBbNMAHvZ1EZ/8RyAx7fcZ59ASQgXq6mUIBlIGOx7bpNXol/vv53xfAmgFuHICXQPLcUQAljyKzUABloCOyYfptXov//g2gWwGsG8CTA5LnjgIoeRSZhQIoA52SjXLT4/X0P1wA7HYTbwKnCcCPA1LHDpDGmxAAbwHFwnJ8pkEnZYvcdjgl/t+/7OxYAIkG8OGA1LGjAIoetcrf/ykd9XQzhQIoAx2WrTHsb1L8n/P/tLMjAaQa4EYBGAekjh0FUPSoVSiAWFiOzzTowGyKYXPT0n8ogD0/LDQA3AGpY0cBFD1qFQogFpbjMw06M5th3Nrk+O/l/6QAsgyAdUDq2FEARY9ahQKIheX4TIPOzTYY9zU9/a/5f93YkQCyDDBwgKEEksdu2wIoLCUhUCiAWJjOzzTo7AzPRE9z0r+X/7MCyLwEmHCAkQSSp44CKHrYKhRALEznZxp0fsZmoqF56X97ATAvgHwDDBVgIYHkqaMAih62CgUQC9P5mQYdoXGZ6mZ2+k9eAIwEUGYAewckTx0FUPSwVSiAWJjOzzToGA3KZC8L4r+X/0sCKDXAhAM0JZA8dfxG4KKHrUIBxMJ0fqZBJ2lAphtZkv6D/F8WQKEBphygJYHkqaMAih62CgUQC9P5mQadpuGY7GJZ+s9dAEwIoMoAkw7QkEDy1FEARQ9bhQKIhen8TIPO01hMtrA4/W/yf0UA5TeB5hUg7YD0qaMAih62CgUQC9P5mQYdqYGY7F9F+g/zv7et4pcAJg5InzoKoOhhq1AAsTCdn2nQqRqFyZ5Xpf9t/t/u6swlQKUBJh3w8EABGEMByEMBFIIO1hBM9rwy/bMFIGKAkQNOU2gsgG1/CtSZAF4/ujvzzudqUacNBVAIOlv9cz75btpWn/6j/E8SgIABbh1weVoKwAwKQB4KoBB0vPpmuukS6T/I/8GmTgpA6BLgVgG9521ZAJ7y350AAuf+BQqgEHTEOma66TLpP8z/JAEIGuDigMEwUQAGUADyUACFoFPWKRNNP3ZdKv7HFwCpAhAzwNEBU0Oonv8UQOHDVqEAYmE6P9Ogk9Yjc12XS/+VC4A5AUgb4IMP5mapsQsAVwIoP+9XoQBiYTxBk6DT1hmzfZJM/1H+pwpA9CZQx9yCKQAlKAAFKIBS0Inridkmyab/VP4nCkDDALMKyJRA8shRAIWPW6XuU0Dv6SWdOhRAKejQ9cJ8h6TTf5z/ox1dFoC4AZYckCyB9JGjAAoftwoFEAvjCZoEHbwuWOiPfPyP8z9DAFoGWFJAmgTSR47vARc+bhXeAoqF8QRNgs5eOEvNUUj/KQGMRmFBACo3gdYVsO6A5Inb+AUABaABBVAKOn+xLHVGJ/1TLgAWBaBngDoHJE8cBVD6uFUogFgYT9Ak6AjGsdgWrfSfyv8CAWgZYEUBCw5IHjgKgAKQZ1MCEJ1ndAyDWOyJXvrP5H+WAHQNsKaAOQekzhsFQAEoQAEUg45ie1Yaohn/U/k/sZ3LAtC8CVTsgKRZm16tPhQABeAR6xGaBB3Hxqx0QzX9p/M/XwDqBihwQMqozaxWHwqAAvCI9QhNgk5kQ9ZaoZz+sgJQNsC6A3ZF+c87QOVv/a1CAcTCfIamQKeyFWt90E//2fzPFoCNARIcsKMAcvEmgDagAIpBB7MFq02wSP+Z/J/azVUBGNwESlXASQIp/252udpQABSAS8xnaAp0OKuz3gKb+J/J/3IBmBggzQHp8C0ACkABCqAYdD6rkrB+o/SfFcDUHKwLwNIAog6gACgABbYlAH4jQBIJi7dL/5wLgBQB2BpAzgEUAAWgAAVQDjqnVUhZuGX6z+Z/FAFIOWDrbwFQACpQAOWgs1qelFXbpv9S/hcKAGAACQVQABSAAhRAOei4liVtzdbxn3cBkCYAhAGqHbD5O0AUgAoUQDnoyBYkbcH26T+f/9UCMDdAnQMoAApAAwqgHHRqC5G4WkT6L+Z/uQAwlwB1Dti8AGo++7cKBRALwBRNgE5uCRKXikn/hfyf20n3Bih1AN8CoAA0oADKQYd3LanrRKW/tgBQBihRwOYvAJQFkIF6upmyMQHQAGeSFwmM/8X8rxIA2AD5DqAAVAWwXSiACtAhXkr6CpHpv5T/s/uYKgDoTaACB1AAFIAKFEAF6CAvIr0D2PRfzH8hAWANkOGAqpkvZUMC4C2gWCDGaAJ0lmdz6kBSC9Dpv5b/tQLwYYBUBzD/lQWQMZfK2WYMBVABOs/zyGiBWqjnsFTg7BrSBeDFAEkKoAAoAB0ogArQkZ5BRgvUEj2PxRpbEsAH6w6oGvlSKIBptMPNFgqgAnSqpzJswUIP1PI8l8XGzy8hQwCeDLDiAEgWUwDTKGebMRRABehgTyGnB2ppns9y4+d3MUcAvgyw4ICqiS/GlwCqvvlnFQogFphBGoNO9zVyWqCW5SWs9F1UAH4MMOcA5j8FoAUFUAM64JfIaoFakpex0vaFCcgSgLdLgAOJG6YPBTCDdrjZQgHUgA75WVZaMOiBWpCXstL2hT3ME4BHA4wdUDfwpVAAMyhnmzEUQA3onJ8kswdqKV5OVv23FAnAmwEGDsBEMQUwg3q6mUIB1IDO+jGZPVDL8BrWyxcTgFsD9B0AugCgAKZRzjZjKIAq0Hl/Q0YPjk1QS/A6Esqf/1quABwb4OyAunkvpZ38pwCW2JwAWr0EyO2BWn5Xk1L9LKUC8GmAD9aWqwcFMId6uplCAVSBjv0T+T1QS+961osXFYDrS4ADFMABCkAJCqAKdPT/R0H6u733c2S9+sUNzBeAewNU/z75EipPMnEoACUogCrihb/r9E/Jfy0BeDaAvQOc5b9XAXz32d2BD5VyzgAKoI5g6e88/tMuAIQFEMMAxg6gAGa5PqqL/wMfa0WdNhRAHZHC33/8V18AVAnAuwEsFeBMAJUf/FulSACH/D++9n/7OK4BtieA+PeACktVS205UpYhL4AolwAHCvc+GwpglsuDnt6983n3x2d37/5ZI+j0oQDqCBL+R9RyW4qkVSgIIJIBbBxQe45J41EArx/94NfnP799fP1zLCiAOsKk/64RAazsfp0AYhjAwAHO8t+lAJ7dvaeXcGZQAJUECf8jasktQ9IaVnavTADhDKDtAApgnu4h330W9r5/HwqgkjDpv/MugLQ1UABnaiahssvmOBRA3Ls+N1AAlUQJ/yNq4S1A2grWNr9QACENoOeA2lNMmtrP/a1SJIDuLeBnd5G/F2CDAoj0JoBgoQfU0luAtBWs7V2pAIIaQMkBzvLfqQC6KwAKwB7kOA0IE/4H1NK7nsQVqAkgrAE0HEABLNA95PY9gGcUgCXIcRoSJv0PqOV3LYlbsr731QJ4QOd5CRUjMd1m4QNW4lEAt58CogBMQY7TkDDhf0AtwCtJ3dT1f1V7CbAvBJ3mRdTNxbDLFMDyrB7ofx8ABWALcpyGxEn/A2oRXscucVc1BfDD3a4rAx3mhdRPR3KXjXEpgP53An/3GQVgCXKchsQJ/wNqEV7FobKUfU34JxUC+OGlBnSUF1M/IKc2yxxHiuqP/a1S/LOA3jv/Ieo3BWxRAD7fBRYsaQm1EK/gVFnCxiZsXI0ALgWgc7yGuvHoNqL+IJI4FcDhGuBM1B8FRAHUIxD+hiecWoqXc6ltdWuVBfDDy+HRKV5HxXgkdtkWtwI4KyDwz4SgAKqpf+lvecapxXg51+JW9jZl56sEEPizoLdUDAgFsIJutFlDAVRTF/6nerZsgJvqFnc3pU11AmjGADUOoAAW0Y02ayiAairTX76gZdSCvJBBeUv7SwHkUTYg9eeXNBSAHhsVAPxd4GFBgvWsoRblRYzrm93hpG2rFEBbBihyQGv5TwEssUkBoC8BJurZ6iXAZIUze5zUpFoBtGaAfAdQAMuoJps5FEA9deGvUNAKammez1yJk7tsLIBmDJCnAIHTSxgKQBEKoJ7a9BcvaAW1OM9nvsjxRqfte7UA2rsEOJA+He7ynwLQZKsCsDeAZUErqOV5LotVDrc6rUX1AmjTAMkOcCeA6nMjIVAogFgIDFX1IXpUpr98QSuoBXomq4XebLa9ABozQJoDHAqg+gCrUACxwA/VDZXhL1/QGmqRnkVKpdftTtx2AQE0bIB1B0icXbJQAJpQAALUpv9uk/eAEms9b3higyQE0OpNoBNr7U7cFyvqz4yEQKEAYuFgqm6oC/+uIsmC1lBL9XTSi83adVkBNGmARQc4FED9EVb5ewZ6sYZgowLQvwTAFrQGOv3fzxHA5RRO+aciAmjeALMOEDm5RDERwHahACSoDP9TQdu6B5RbcerWywhgAwaYdoC7/KcAdKEARKhM/wPbugTILvjQnpTdFxdAwwaYcIA7AQic7QmBwltAsXAxV30qw//ApgSQXe9lv9YmQEgAWzHAUAEOBSBwiFX+vvxBvhv0Yg3BVgWgcA+o8hAyy0omnAD6f14YBikBbOIm0ImbNlMAFIB/fAyWMBsSQH65w+bMjoaCAJo3wNUB7s4KiZM9IVAogFiITJbAQUQxrihY/i/9mpg+YgLYlgFODpA5tSQRut27BgUQi/qhcCmAjVwCFBSb3ho5AWzNAHsHeDwpJI6xCgUQi/qhcPhiZzOXAAW1ogWwEQN80OQ5kRAoFEAs6ofC5yWA6dMFyn+MALZogMrfJy+NyLmeECgUQCzqh8KnALZggJJKMzojKYDt3QQ6UbJFOkhd7K9BAcRCYCocCmATlwBFlWY0RksAmzKAGwdQANpsWQDuDGBdEQVAA8xTtFPCUADabFcADi8BpFaWSpz8Rwlg0wbAK0DmhEgIFAogFgJT4VEA7V8ClJWZ0xYKQJSyDZNC7Fp/DQogFhJj4VMAbV8CFJYJFMDmDQB1AAWgzqYF4NEAts8XQgBZGyUtABrgA5gDhM7QhEChAGIhMRZOLwGMnzBA/uc1RVwANMCRwr2rQu6V3holAnj7+J3Px3+MBgXgCrG1JeM//ykAH5RuXzkUgD4UgC8aFkBphXn7LS8AGuBC6RYWQgHos20B+DOAfUkBBJDzrxUEQAP0KN3FAqTOz4RAoQBiITIXLi8B5BaXjPP8dyAAGuCG4p3MRPCF3hoUQCxkBsOjABA1ec9/CsAdxbuZAwVgwMYF4M8AjQqgvLrMhqgIgAYYUb6hqYidnQmBQgHEQmYwXF4CIEqiAGiAAsr3NAnJ13lrlAng7goFYIrQZHgUQJsGKC8td7eVBEADTFK+r+tQABZQAO5A1OQ2//O3yEAANECPir1dxr8AeAsIhdBkuHwToMFLgJrKvAiABpinZn9nkTs3EwKFAoiF0GTwEuCCVwHkb7aWAHgTaIGKHZ5D9GXeGhRALKRGgwK44DP/CzbIRAA0wC01WzwDBWDC5gXg0ACQmnzmvycB0ADzVO3xJIJnZkKgUACxkBoNXgJccZr/jgRAA8xRtcfTyL7KW4MCiIXYbDgVQEsGqKqpoBNWAqABrlTt8TQUgA0UgEsDIJ7TYf47EwAvAWao2+QpJM/LhEChAGIhNhu8BLg844OKAaqryn6MmQBogDN1mzyJ8Iu8NfgbwWIhNxw+BWB+CXBqqrf8L9ocTQHQAJNU7vIUFIARFIBPAdhW1bWUAqABSqjc5SkoACMoAKcGsHyuSw/c5T8FEIDKXZ5C9KxMCBQKIBZyw8FLgF2/oa7yv6wJugKgAcbUbvME0q/x1qAAYiE4HU4FYHcJcNNOV/kfQAA0wAcUQGgoAOHDSWFU1LCbnvLfpQBogCH1+zxC9pxMCBQKIBaC0+H1EsCmqnEzHQmgbKO1BcCbQAOq93mM+Eu8NSiAWEiOh1MBWFwCTLbSTf4XboyxADZvgPp9HkMBmEEBuL0HpF7VTCe95L9XAdAANwhs9BDhMzIhUCiAWEiOx2YvAWb76Cb/nQqABugjsNND5F/hrUEBxEJ0PtwKQLWshTb6yP/S9VMAptTv8xiAADJQzjZjKAC3AlC9BFjsoov8dywAGuBK/T6PsRfAdqEA3L4JoCmmlSV7EEDprlgIgAY4U7/PY6TPR2xWOYcC2Dm+BFCqa72F+PwvXjxCANs1QO0uT6HwAm8N3gKKheyAuBWA0k2glA7C89+3AHgJcKJ6l6dACOB5OsrZZgwFsPN7D0jFTIn9w+e/awHQAEeqt3kC8bMxIVAogFjIDsimLgFS2wfO//ItwQhgowao3ORJNF7frUEBxEJ4QhwLAHexg81/9wKgAT4IcgeIAliCAuhGRPqQQsh/HiL5H4MvALwLgDeBgtwBogCWoAC6GRE/pAziPxYx45+HvACACWCDBqjb4hlUXt6tQQHEQnpEPF8CyBWWvUhc/tcsmwawomqHZ1A4ExMChQKIhfSIOL4EELsJVNI3YP4HEMDWDVC1w3PovLpbgwKIhfiMeBaATGVlbQPlf9WiKQAjajZ4FgrAFgrgMiTyB5VBorDipmHyP4gANm6Amg2eQ+M8TAgUCiAW4jPS+CVARc9AFwAxBLBpA9Rs8Cxa3/q4AgUQC/khcX0JUFtZ1dqiXQBABbAlA1Rs0SwqZ2FCoFAAsZAfEs+XAJU3gWobZp//cQSw4UuAih2aR+u13RoUQCwUpsS1AGpKq+4XIv/DCGC7BqjYoXkoAGsogN6YaBxWhIrKJJYV6gIALICtGKBmh2bROQcTAqVEAK8fvfO5Ur4ZQgH05kTlsBIUlybULNv8DyWArRqgZodmUXtptwYFEAuNMfF9CVBWmlivjPM/kgA2ehOoZofmUDoDEwKFAoiFxpi4vgQougkk2SnD/K/dB2sBbNIAVTs0h94ruzUogFiozIlvAeTXJtsoCiBZAFswQNUOzUEB2EMB3AyKzoElyC5NejWG+R9MABs0QNUGzaF1/iUECgUQC5U5aeoSQKFLRvlfvQv2AtjeTaC6HZpB8YXdGhRALHQGxfklQE5tKk2yyf+IAtiaAeo2aAa1sy8hUCiAWOgMiu9LgJybQEotMroAaEAAjRugboNm0HxdtwYFEAulSXEugNTi9Do0lf/Sz1V9PIQAhgZ4eEBntCaVGzQDBYCAAhiMitahBUisTbNBYwWIP11MAdwa4NATdEorUrlB0+hNbUKgUACxUJqUFi4BVNuzGxlA/hmDCqBvgFND0DGtRuX+zKD6sm4NCiAWWqPi/RJgvTjV7hyZeANA8jnrj4UWwHkL0DmtRuX+TKM4twmBQgHEQmtUnF8CrN8EUu1Nx8QbwIJPW38kkADOBrjOJzqolajdn2l0X9WtQQHEQm1WvAtguTrd1lyY+ACQ3DPHFcAPu/qvC0BHtQ61+zMNBYCBAhgOi96xBVisTrczfcYfAJV6boHDIAUwaAM6qzWo3Z5pNEc3IVAogFiozYp3AyxVp9uXWya+A0Dm6QUOAhPAD8caRKe1AtX7M4nui7pVKIBY6A1L7e9f1GZ27dptGTDxHWAiFYQWwA9H1aPTWp7q7ZlEdXgTAoW/ESwWesPi/RJgzk/aXRkx8R3AAjVIrAIpgFEx6LwWp3p7JlG+qF+FAoiF4rSEvARQ70ki1XVILAMogPGPhGjNAPXbMwkFgIICmJgX1cPXMlGeekuSqd2d6AJo3gD12zOF7vwmBAoFEAvFadl5vwQYh6R6Q3Ko2h+RlVAAetTvziTaN3VXoQBioTku7gUwqE+/H5lUFCSzEhpADYntGaM8wQmBQgHEQnNc3N8Duq1Pvx35FNfUgACaNoDE7kygfk93FQogFqrzEuAS4KH3R4/FFm6S0GK8CaAdA0jszhjtGU4IFAogFqrz4v8S4GIog14UUrRNQovBCqDhSwCR3Rmjf0W/CgUQC92BCXMJYNGKYgo2qg0BNGsAkc2ZgAIAQgFMj4z2M1RyKNCiEVXkFii1Hn8CaMMAIpszRn2MEwKFAoiF7sDs/F8C7Iz6UElejVLrQQugUQPIbM4Ygzu6q/w9A8VcA0ABzMyM+lNUYtGFerJ2qxkBtHkTSGZzRugPMjSqvEMBzAyN/lPUYNMECdL3S2xJ6Phv8xJAZm/GWNzQJbNQAHNDo/8c5Vh1QYTUWsUWhI7/H7ZoAKG9GWEwxwmBwltAsdAemZ3vS4BTBzxXeEvanjUugOAGENqbESb3c1f5+z/SUU02cyiA2akxeJIizg3wW+GYhF2T21Z0+h+Yqgud4TUIbc0YCgALBTA7NhZPUsB1/ZEMsP6uhdxq0OF/ZKowdIqXI7U1IyxO5oRAoQBioT4zO6/xerN6nyXOsbJxFIBjpLZmhM37eatQALHQH5qdz0uAweI9ljjP4tYJ7io6+09MVYbO8VKkdmaEybmcECgUQCz0h2bnMl2HS491CbCoAMGloKP/xGRp6CQvRGxrhhi9nbcKBRALg6lxmK4TK3dX4xqz+9ecABoygNjODLE5lRMChQKIhcHU7NxdAkwuPJwBZhQguano5D8zWRw6zAsQ25gRVu/mrUIBxMJibLyF68yyXdWYyMQmSvYaHfwXJqtDx3k+cjszhAKAQwEsTY7R8yQwu2pflkpltI0UgFvkNmaI0ZmcECgUQCwsxmbnKVwXFu2nyDxud7JJAbRhALmNGWL2Zt4qFEAsTOZm5+YSYHnJUQ2w622m6J6iY7/HZH3oRM9Dbl9GUAB4KIDl0bF6piXWVuyiyDLO+ynaaHTq95ksEJ3pOQjuyxC79/JWoQBiYTM4Ox/ZurpeH5oqRX5L0aHfZ7JAdKjnILgvQ+zu5K5CAcTCaHI8ZGvKcvFV1iG8qejQv2GyQnSqpyO2KWMM38pbpVwAbx+/87lsuNlCAawMj91TTT9/0mrbMEA7vxCmz2SJ6FxPRWZDJrG8kbsKBRALq9GBR2vqWoMb4Pw77mX2Fh35AyZrRCd7IvWbMYvlZfwqFEAszGYHewmQsdTQAjgvU2iD0Yk/YLJGdLKnUbUNy5jex12FAoiF2exAX1vnrDT0JcDgW8JqNxmd+EMmi0RnewrFO5CA6VX8KhRALOyGB/faOnOdkQ0w+aOBKnYanfhDJotEp3sCRc1Pw/Y27ioUQCzshgeWrNnLjGuAmZWWbzc68IdMV4mO91Vy256D7UX8KhRALAynB3QJULDIsAZY/jbngi1HB/6IySrR+b5G1h5mYnwXdxUKIBaG0wMJ1qI1WvdFjNW6c7cenfdjJstEJ/wKuduYg/E1/CoUQCwsxwdwCVC4RPPGyJBWds4EoON+zHSd6IhfJH8j07G+ibsKBRALy/GxvwQoXqB5Z0TIKzplPNBxP8H0YtAhv4DEzs7voebRJ55uFQogFqbzA7hjWfFYyVJsKL3amQed9lNMLwMd8/NUbena5mkefOLp1qEAYmE7QOYfWq56tFwpNiiUjA77KWZKRef8HNJb0gdwRb1GgQBePzomf/d/YaEA0kbI7IkqnwrQnEoUCkaH/STTpaKDfgbxLeljfwG/SpEAfvDr/f+9vHv3z1oxZwEFkDZDRk9TvzYKwKkAQhlAfEt6AO7grlIggO8+O0T/28d3H+rlnAEUQOIM2TyLwNMEM4DGbqKjfpqZYtFZP4X4jvSBfKhuhZL3AF7eHYl9B4gCSB0ig6eQWRikPeVoVIuO+hlmqkWn/Rj5HemBuIG7StGbwK8f7fP/PaWIs4ICSB0i/WcQeg5If4rZkACiGEB+Q/pgvq1yBf5GsFiYz5D+3AquCtOgMlRqRQf9HDPlogN/iPyG9AB9X/0KFEAszGdIe3BlF4XpUBEqlaKDfpaZetGJf4vq8GCu3lehAGJhP0S6lwDSawK1qIBtCSCCAXTPL8xrt1UogFgApkjxtYvCikA9ykanTnTMzzNXMTr1r6htyhHQxfsqFEAsAFOk9+JFZUGoJmWiUyU65heYqRgd+1dOu6I1Pagfrb4GBRALxBhpvXpRWg6qS3lsTgDeDXDeFq2h1Djq+rOuQgHEAjFGOi9f9FYDa1MGSjWiQ36JuZrRyX9CeWdwv1xvBQogFpA50nj9orkYWJ/SUaoQHfKLzBWNzv4DN1sjvznA3666AgUQC8gcKQyw7lJwjUpliwLwfBPodm+kdwf3wm0VCiAWmEGSvoRVXwmwU0lo1YeO+GXmqkan/+g7wKTnE/e6bRUKIBagSZJ9DWOwEGCrUtCqDh3xK8yV7Sz/5b89Ue5YmU+8yt8z0Aw2eyiAvFmSO5LJMpC9WmejAnBqgOkdEpx4sSPlPjGZhwLInCWxA5n9hGm/CtiqAHy+DTCzRVKbhLxuJ7NQALnDJHSYML9jTA+1ytD5vspc4e7yX25+oK/ayCwUQO6SVRi2AAAaGklEQVQ0SRzDdAnYfi2gVhc639eZq9xd/u+kphX6oo3MQgFkT5PAIWxXgG3YPBsWgDsDLLVTYl6xV+1kFgoge5yqD4D4pajGz5iCXlXodE9grnSPApDYKuxrNjILBZA/TpUPx/xKDPPnXEWxJnS8JzBXusf8r59a8EU7mYUCKJinqgejfiIu4FmX2bYAXBlgvaN1c4t+yUZmoQAKBqr8kbDa4U0boVkROtxTmC3eY/7v6vYL/YqNzEIBlAxU8QOhH4ZGPfU0mvWgwz2JueKdCqBieuGX7GQWCqBoogofBr4TCnz2MZsXgBsDpHa19MxDDx42q5xDARSNVMlj0HXDC7hBtRh0tKcxW77P/N+VjhB66oBB5R8KoGykCh4CL9tBCVdUS0FHeyKz9TvN/7IRgg8dMqncQwGUzVT2AxwU7aWKIxTAD13cBMptbf4IwUcOHFa+oQAKZyrznzuo+YCXOpQLQQd7KrMLcJv/+bOMnzhkUrmHAigdqqx/7KHkI15K0a0CHezJzK7ArwAyR8jBuCGTyj0UQCHpNTgpuMNJNRTAidkluM3/Xd7lm4Nhg0aVdyiAQpKLcFLvFQ/1KNeAjvV0ZpfgOP9zZtrBrFEAS1AApSSfAS6q7eOgJOUK0LGewewaHOd/hgHgk7ajABahAEpJqsJLsbfgq6IALswuwnH+71JnCD1nR5BJ5R4KoJiEMtzUOgBdl/bTo0M9h/lVeM7/tBnyMf3AoPIPBVBOwvw7qXQMtjTtJ0eHehazq/AtgJQZ8jH+4LDyDQVQzkodfgqdAlocBdBndhm+8399wp3MPzSqvEMBVLBYiKM6JwHWp/7M6EjPY75PvvN/bYa8zD8wqPxDAdQwX4mnKmfAlaj+vOhIz2S2TXoGkOr00gx5OQGQSeUeCqCKuUpcFTkLqkoKYMBMlx7UbgLJtXp+htycAcCg8g8FUMVMKZ5KXALTS/0nRQd6LtNNOnTJe/7Pz5CfUwCXUwGgAOqYqsVXhcsgStV/SnSgZzPRo65L3vN/Nzfvfk4BYFD5hwKoZFyLswJXAFRLAYwZtejSI/f5Pz1Djs4BYFD5hwKoZFSMr/LWMe+nwfOh4zyfhRa5z/9hwae/0HiaMpBJ5R4KoJaHh7/95v7Av5/+y1d1KRiXbPBs6Dgv4KZBty3yn//Hmr/9xX3HTz3dAKIAFqEAavnb785zf//LkPlvbS0KYJJefwYdCpD/h6q//fRyItz/ytNZgEwq91AAlRxe/h9f+3/zi8PceyotHdOeUgCTXNsz6k+A/N/z7ac//v3xD4dT4peKT5QLOKx8QwFU8sX9j/7Q1fP1/Ud/wRZTjl1XLZ4IHeZFnLsz0Z4I+b/75tMfd2fCw9f3P/q95lPlAY0q71AAdbz45F/+s3tNu78G3v85KmZttXgadJaXsZvfhQD5v78E3gvgdCbsrwEcXQJgs8o5FEAdfzy843V4y8tXWSUYLcDkWdBZXsTSDPnP/70AfvT74wr2/zudFk4ABpV/KIAqupc6zqoqxGQNNn1CZ3kZC73xn/9HAey6E+HFJz/5k/LTpQMKqRhQAFV884vTXR9PNZVj0VqbRqGjvJCFFbnP/5MAug1+8YmjNwHAYeUbCqCKbugPbwBfvxcgMPrNpQAWWFqS9/ynAEJCAVRxvgLY/bENAagbwGjz0EleytKanOd/J4DT/lIAUaAAqrh+3OFQ1B/jC0BbAUZ7hw7yYhbW5Dz/zwI4/vmv93wPIAYUQB3XjzscP/vQgAB0DUABLLO0KN/5f34T+PhnfgooChRAHcfvAzjRigA0FWC1d+gcL2dpVa7zv/sYaPdHfh9AECiASr64fNPjw/e/aUQAegaw2jp0jFewtCzP+X8SwOmPf/R0B4gCWIICqOTwg09+ev6Dp9c9dSh1mQJYZWlZnvP/IIDTj4LYv/539S3x6LRyDQVQzReXn4EY90cBjVFps9nWoVO8hqV1Oc7/409DvP5cXEeAw8o3FIAAX1x+Crq3ympQaLRZf9AhXsXSwvzm/+6by4+DdnYjFJ1WrqEAJHFcWgHyraYAUlhcmdv89zv80KjyDgUgiuPSShDutd3OoTO8jqWVMf+zwWaVcygAWTzXVoJot+2ag47wSpaW5jT/HU8+Oq1cQwHI4rq4EiT7TQGksrQ25n8m2KxyDgUgjO/qShDruGFr0AFey+LifOa/37FHJpV7KABpnJdXglDLDRuDDvBqFlfnLv59Dz02q5xDAYjjvb4SRJpOAWSwuDzmfw7YrHIOBSCP9/pKEGi75b6h41uApeUx/3OARpV3KAAF3BdYQnXjLbuCTm8BFtfH/M8Am1XOoQAU8F9hEZWdpwDyWFwg8z8dbFY5hwLQIECJRdT03rQn6PAWYXGFXuI/wPUuNqucQwGoEKHGEiq6b9oRdHbLsLhE5n8q2KxyDgWgQ4giSyjuPwWQzfIaveS/+0GHRpV3KAAlQhRZRNkO2O4aOrqFWFwj8z8RaFR5hwLQIkaVRZTsgW070MktxeIimf9pYLPKORSAFkHKLCN/GyiAEpZXiY7/IDOOTCr3UABqRKmzjMyNMG4GOrjFWF4m8z8FYFD5hwLQI0yhheRshXEr0Lktx+Iymf8pQKPKOxSAInEqLSR9M6w7gc5tMZaXicz/MO9yYbPKORSAJnEqLSV1OyiAUpbXyfxfBxxWvqEAVAlUailJO2K+Z+jYlmNlocD8jzLbyKRyDwWgSqRai0nYE/M2oGNbkOWFMv9XQSaVeygAXUIVW87atlAAFSyvlPm/BjKp3EMBKBOr2nIWN8a+CejQlmRlqcz/FYBB5R8KQJtg5VYwvzf2LUCHtigra2X+L4NMKvdQAOpEq7eCue2hAKqwbt4qsSYamVTuoQD0CVdwDVMbBGgAOrNlse7eCsHmGZlU7qEADAhXcB2jPQKsHx3Zwpj3b4loJyA0qrxDAVgQr+I6BttEAdRi3r8Fwp1/yKRyDwVgQcCSa+ntFGL16MSWxryBs8SbZVxOBYACMCFizdWcNwuxdnRgi2PfwmkCTjIwqPxDAdgQsuh6YPuFzmtx7Fs4ScQ5BgaVfygAI2JWLQBmx9B5LY91BycJOcXIpHIPBWBF0LLrgWwaOq4VMO3fDCFnGBhU/qEAzIhady2HZZvvGzqtFbBr3iwxJxiZVO6hAOwIW3gV51Xb7h06rTWw6dwCQQcYFlMRoAAMiVt5Bb01G+4fOqxV0G/bIlHHFxZTEaAALAlcejETPxfCYA/RWa2CbsvWCDu8uJwKAAVgSuTay5hcsf4+orNaB71+rRN3dGExFQEKwJbItRex9DsCFPcSHdVK6DQrhcBnHTCo/EMBGBO6+AIW16u3o+ik1kK6T6lEPulgMRUBCsCY2NVns75cnW1FB7UWgi3KIvLUgkIqBhSANcHLzyR1sdJ7iw5qNWTak0vomYXFVAQoAHOi159F1loFNxid03pUt6aA2COLSqkQUAD2hF9AOgVLldlodEwrUtyTYoIPLCKhwkABAIi/glRKF1q93+iUVqSsoxVEH1dAQMWBAkDQwBLSqF1n8bajU1qTupZmE35YEQkVBgoAQgtrSEBqmfkTgg5pVUR6mtF70+eTRzh82oICwNDEIlYRXmTGhKAzWhfRrq723PDZVFAKoTagAEC0sYoVcGtER7Qudn1sYUzRaeUaCgBFI8tYArhEdEQrY9TFNs41bFY5hwKA0co65gEuEJ3Q2pg0sZFTDRxWvqEAcDSzkDkoADUsetjKfKLTyjUUAJB2VjINBaCHfgubmU50WrmGAkDS0FImQK4Onc/6aHewndkEh5VvKAAoTS1mCHJp6HjWR7mBDQ0mOKx8QwFgaWs1t1AAqqj2r6WxBIeVbygANI0t5wp0Yeh0tkCxfU0NJTisfEMBwGltPWegy0KHswV63WtrJNFp5RoKAE9zCzpBAWij1bzGBhKdVq6hABzQ3op26EWhs9kGldY1d4Jhs8o5FIAHGlwS+LcIoqPZBo3OtXd+gcPKNxSACxpcE3hF6Gy2QKNvTU4imYUC8EFzi0IvCB3O+qi0Db1tGoDDyjcUgBNaWxV6Oeh4Vkela61N4RF0WrmGAvBCY8tCrwadz8roNK2xGexAp5VrKAA3NLUu+GLQCa2KUs/gm6YDOKx8QwH4oaWFwZeCzmhNlFrW0vz1QaeVaygARzS0NPhC0CGth1bH2hm+AeCw8g0F4Ilm1oZfBzqmtdDqVzOjNwYaVd6hAHzRyOLwq0AHtRJa7Wr5rAKHlW8oAGe0sTr8ItBJrYJat9qYuhnQaeUaCsAbLSzPwRrQWa2BWrMc7Jci4LDyDQXgjgYW6GAB6LCWR69X8QduEXBY+YYC8Ef8FTqoHx3X0ii2Kvy4rQAOK99QAB4JvkQP5aMDWxi9RrV/PmGzyjkUgEtir9FD8ejEFkWxTxs4ncBh5RsKwCehF+mhdnRmC6LZptBzlgg6rVxDATgl8DJdVI5ObTk0u+Riq7TBZpVzKACvxF2ni7rRsS2FapPCjlgW4LDyDQXgl6gLdVE2OriFUO1R1AHLBJ1WrqEAHBNzpT6qRie3CLot8rFR+oDDyjcUgGdCLtVHzejsFkC3Qds5j8Bh5RsKwDURF+ujYnR616Pbn4iTVQg2q5xDAfgm4Gp9FIyO71qU2xNvrMoBh5VvKADvRFuuk3rRAV6HdnecbJIN4LDyDQXgnmDrdVItOsKr0G5OsJGqBJ1WrqEA/BNrxU5qRWd4BdqtiTVP9WCzyjkUQAAiLdlLqegUL0a9M5GmSQRoVHmHAghBnDV7KRSd44Wo92WDpw84rHxDAcQgzKq9lIlO8iL02xJmjgTBZpVzKIAgBFm2myrRWV6AQVfcbI8l2KxyDgUQhhDr9lMjOs5zMWjJRk8dcFj5hgKIQ4SV+6kQHeh5WHQkwvxogM0q51AAgfC/dEcFoiM9B4t++B8eLaBR5R0KIBTe1+6oPHSoJ2PTjg2fNuCw8g0FEAvnq3dUHDrXEzHqhu+x0QUcVr6hAILhevmeakMnexJGvXA9NOpAo8o7FEA4HK/fU2XobF/HrBUbP2XAYeUbCiAefjvgqS50vK9h1wm342IEOKx8QwEExGsLXJWFDvhl7PrgdVjsgEaVdyiAkPjsgaui0BG/gGUbeLpQAEtQADFx2QVXJaFTfhbLJrgcE2uwWeUcCiAoDtvgqyJ0zs9g2gOHQwIAGlXeoQDC4q4RvspBJ/0Uth1wNyAgsFnlHAogLt464asadNiPMW6At/GAgc0q51AAkXHVC0+17NwJwHr5rkYDCzSqvEMBhMZTM/xUcgSd+H3sV+9pMNBgs8o5FEBw/LTDSx0d6NC/AFi7n6HwADarnEMBRMdLQ3xUcQWd+ycgS3cyEV5AJpV7KID4+OiIhxr6oKP/AGThPsbBEdiscg4F0AIeeoKv4BZ0+GPS380FoSOgUeUdCqAJ8F1BP/+ILaa/j5cC3kAmlXsogEZAt8Xdpmww/eFD4BNsVjmHAmgGbGPcbQoq/aF74G4XPIDNKudQAO2A7Iy/TYGkP1KEPDFmgEaVdyiAlsD1xt+eINJ/BzQhz4s5oFHlHQqgKWDd8bcniPQ/gOq/vx3wAjSqvEMBNAaoPf72BJL+O1AneFIsgM0q51AAzYFokMM9gaT/DtIKnhKLIJPKPRRAewBa5HBLIOl/wL73PCMWQSaVeyiAFjFvksctQYT/AevO83xYAZlU7qEA2sS2Sy63BJL+O+Nm8GxYB5lU7qEAWsWyTy53BBH+Ryz77rLzzsBmlXMogGYx7JTLHUFk/xG7rvNUSAGZVO6hABrGqlc+dwSR/UfMmu6y7f7A5VQAKICmsemWzw1BZP8Jk5bzNEgFmVTuoQAax6JdPjcEkv1HLDrus+cuwWaVcyiA5lFvmNMNgWT/EYOGu+y4U5BJ5R4KoH20W+Z0PyDZf0K53TwDskAmlXsogC2g2zSn+4FI/g7VZnP+M0EmlXsogG2g2Dav+wEI/jOavXbabcfgcioAFMBWUOub1+1AJP8ZtVZ7bbZnsFnlHApgOyh1zut2IIL/jFKjvbbaN9iscg4FsCFUeud2O0wTf4BOn7122jm4nAoABbApFLrH3ZhCvssc+1KQSeUeCmBjiPePuzGFdI859OUgk8o9FMDmkO0gd2MS4RazyRXgcioAFMAGkewhN2Maqb5w4KsBBpV/KIBNItdFbsY0Mn3huAsADCr/UAAbRaiP3IwZJBrDWRcBl1MBoAA2i0gruRdzCLSWky4CMKj8QwFsGIFmci/mqG4s51wIYFD5hwLYNpXt5F7MUttXdlYKXE4FgALYOlUN5VbMU9wbzrgswKDyDwVAKlrKrZinsDeccGmAQeUfCoCUK4BbsUBpR9lTYYBB5R8KgBwoayt3YoGChnK4NQAGlX8oAHKipLHciSVyu8PR1gGZVO6hAMiZ/N5yJ5bI6g4HWw1cTgWAAiBXMrvLnVgkoz0ca0VQKRUCCoDckNNgbsQy6X3kTCsCDCr/UABkQHqLuRHLJPWHE60NLqcCQAGQMWlN5kaskNAgzrM+sJiKAAVApkjpM/dhjfUOcpj1AQaVfygAMs16p7kPayx2iKNsBC6nAkABkFmWm819WGW5e2ygDaiUCgEFQBZYaje3YZ353nGKzQAGlX8oALLMqOMvPrk/86Pfw8ryT69P97/sf4EzbAsupwJAAZA1Bj2nANKYEQAn2BpcTgWAAiAJ9Nv+4pNj7nMXVnjxyU/+NOwSxxcALqcCQAGQJK6dpwDSGAmAs4sBFlMRoABIMqfmnwTAXVijE0DXJg4uDFRKhYACIDnsm//myY9/zwuAdY4COPWJU4sEGlXeoQBIJnsB/IGbsM5ZABxZMLicCgAFQDK5frrlp+hSXNP7FNDBBAQFOq1cQwGQTK7B9jPuxAIvnlAALkCnlWsoAJJJ9ymgHW9tL3F4r+Sjv6CrIDsKYBEKgGRyFcCODpjk1JQ3n/CFvwtwORUACoBkciOAXf87BMiu144XFIAPUCkVAgqAZDIUwI4fdTlz0wYKwAmgkIoBBUAymRDAga1vzWg2KQAngEIqBhQAyWRGAAe2uj2Tc0kBOAEUUjGgAEgmCwLYbfFu0NyC+z8NlCoAAgqpGFAAJJNlARzYzi4trZQCcAIqpUJAARAV2t8pDmMQQCEVAwqAaNHwZnEQAwEKqRhQAEST9naMQxgNSERFgQIgyrSzbe2sZFPY51MgKABiQfS9i17/lrHPp0BQAMSMmBsYs2pywT6fAkEBEFsi7WKkWskc9vkUCAqAAPC/lf4rJInY51MgKACCwueWuiyKVGAaTdGgAAgUN1vrpQ4ijVEoxYQCIC7AbTFnq3GMQikmFABxhd1Oc6Y2glUqhYQCIC7hMBEh7EYpIBQA8QyHiNSiOEPxoQAIIS2DTivXUACEkJZBp5VrKABCSMug08o1FAAhpGXQaeUaCoAQ0jLotHINBUAIaRl0WrmGAiCEtAw6rVxDARBCWgadVq6hAAghLYNOK9dQAISQlkGnlWsoAEJIy6DTyjUUACGkZdBp5RoKgBDSMui0cg0FQAhpGXRauYYCIIS0DDqtXEMBEEJaBp1WrqEACCEtg04r11AAhJCWQaeVaygAQkjLoNPKNRQAIaRl0GnlGgqAENIy6LRyDQVACGkZdFq5hgIghLQMOq1cQwEQQloGnVauoQAIIS2DTivXUACEkJZBp5VrKABCSMug08o1FAAhpGXQaeUaCoAQ0jLotHINBUAIaRl0WrmGAiCEtAw6rVxDARBCWgadVq6hAAghLYNOK9dQAISQlkGnlWsoAEJIy6DTyjUUACGkZdBp5RoKgBDSMui0cg0FQAhpGXRauYYCIIS0DDqtXEMBEEJaBp1WrqEACCEtg04r11AAhJCWQaeVaygAQkjLoNPKNRQAIaRl0GnlGgqAENIy6LRyDQVACGkZdFq5hgIghLQMOq1cQwEQQloGnVauoQAIIS2DTivXUACEkJZBp5VrKABCSMug08o1FAAhpGXQaeUaCoAQ0jLotHJNTAEQQgiphgIghJCNQgEQQshGoQAIIWSjUACEELJRKABCCNkoFAAhhGwUCoAQQjYKBUAIIRuFAiCEkI1CARBCyEahAAghZKNQAIQQslEoAEII2SgUACGEbBQKgBBCNgoFQAghG4UCIISQjUIBEELIRqEACCFko1AAhBCyUSgAQgjZKBQAIYRsFAqAEEI2CgVACCEbhQIghJCNQgEQQshGoQAIIWSjUACEELJRKABCCNkoFAAhhGwUCoAQQjYKBUAIIRuFAiARef3o7sPujy/vfvDr/f+9fXx34PS333129/H+n9zdfQyrkJAAUAAkIvuEf/fPpz8+Pf7p6V3HO5+fvvxvl/8ghMxAAZCQPDu97j9fCzw7vfY/XAa893AUwOHr3/0vaI2EeIcCICHZR/3pbs/RBPv/eu/814frgYMAePeHkDUoABKTp5ebPe9d3gc4/ufhr7v/I4QsQgGQmLw8vcZ//ej2pf7TswDObxEQQmahAEhMTi/9H571X+of7vycBfAeqjBC4kABkKAco/9y8//lXf9jQBQAISlQACQox5s/3c3/40v/48f+n1IAhCRDAZCgHEP+9E0A50+BPjxQAIRkQAGQqLy8e+f/nD4Men3P9+1jCoCQZCgAEpV92P/b5bOgnQCe8T0AQtKhAEhYDj/+4ZTzz05/OP48oMObAhQAISlQACQsLy8/7a37SXB3d+/+7+NfUQCEpEABkLD0v9/3afcJ0NPnQikAQlKgAAghZKNQAIQQslEoAEII2SgUACGEbBQKgBBCNgoFQAghG4UCIISQjUIBEELIRqEACCFko1AAhBCyUSgAQgjZKBQAIYRsFAqAEEI2CgVACCEbhQIghJCNQgEQQshGoQAIIWSjUACEELJRKABCCNkoFAAhhGyU/x+NyFuMZmx5ewAAAABJRU5ErkJggg==" alt="" width="768" />

条形图

条形图就是横过来的柱形图，所以，只要一个coord_filp()即可。 需要注意的是，柱形图通常用于分类较少的情况下，分类较多且分类的名字特别长的时候，建议使用条形图。

1.簇状条形图

簇状条形图就是簇状柱形图转一下。

ggplot(df1,aes(var,value))+
  geom_bar(aes(fill=item),stat = "identity",position="dodge",width=0.8)+
  labs(title="aaa")+
  coord_flip()

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" alt="" width="768" />

有心的小伙伴应该注意到了，excel做条形图的时候常常需要逆序坐标轴，但是这里没有做这个处理，就当做一个小小的BUG吧，交给读者自行处理。

2.堆积条形图

堆积条形图就是堆积柱形图转一下。

ggplot(df1,aes(var,value))+
  geom_bar(aes(fill=item),stat = "identity",position="stack",width=0.8)+
  labs(title="aaa")+
  coord_flip()

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" alt="" width="768" />

3.百分比堆积条形图

百分比堆积条形图就是百分比堆积柱形图转一下。

ggplot(df1,aes(var,value))+
  geom_bar(aes(fill=item),stat = "identity",position="fill",width=0.8)+
  labs(title="aaa",fill="")+
  coord_flip()

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" alt="" width="768" />

4.三维簇状条形图

3D就不做了

5.三维堆积条形图

3D就不做了

6.三维百分比条形图

3D就不做了

7.分面来代替3D

在柱形图里可以使用分面来代替3D柱形图，条形图一样可以

ggplot(df1,aes(var,value))+
  geom_bar(aes(fill=item),stat = "identity",position="dodge",width=0.8)+
  labs(title="aaa",fill="")+
  coord_flip()+
  facet_grid(.~item)

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" alt="" width="768" />

面积图

面积图就是一条折线图，然后用颜色把下面的区域全部覆盖了。通常情况下，当一条折线太单调的时候，使用面积图是不错的选择。

1.面积图

面积图的特点就是会覆盖所有该数据以下的区域。

ggplot(df1,aes(id,value))+
  geom_area(aes(fill=item),position=position_dodge(width = 0),
            alpha=0.5)+
  labs(title="aaa",fill="")+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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qsvzkIAAHY0G/vwwcEkCuAqP/nAvC1PwLIFqAFARgN0OMGEEA69Nv78MFmgIb7t3qASAEE6v+oAngzvADeDimANwggHfrtIYA2BBBs/30DIIAO628OAkAARvTbexHA2gBxB1C/9DR/XAHI+v8sAFH95xaAuoMQgOkA0yWoFwABpKYzATwggBwBpAL4Qlj/ewY4ggBsBuiw/mYgAARgRb89hwCiHsZ2+7d2AGH/IwAEcLkE1QIggNT0JgDDhwDN9m/1AAhAxugCeDumAN4ggITot3cRwAMCSB4ghwCcBuhbAG8QAAJAAEb025sEoDZAs/1bO4C0/5++QADRf/OUMkAzAhjrX+VEACnRbw8BdCUAlwGSCUDbQAjAcIDZJagT4DyOAJLSoQAeEEDSAOL+RwAIoPpP5C6/gTcIoA0+vPHxndqhDsCXUr6I4/uc1FjU4Pdc9f1X4uMVtfOkpcePAJQfAjT6Dnj1AOIPAJ7jPgJwfAjQ9UcAbwb/CGBxCWoEuIzzEUBSuhTAAwJIF0D+GSAEcBGAxQDd1d+d5SWoEOAyjgCS0qcAHhBAsgD5BLA1AALorv5urC5B+QDTOAJISqcCeEAAqQLI+78lASgLCAGkEkCl78Urv4E3CCAp+u25BSB/Gtvs39oBIj4AiBbAxgAIoLf6u7G5BKUDXMcRQFJ6FYDiQ4Am+7d6AAQgBQG8rf1ZuO8QQGq6FcADAkgRIKb/xxbAm7sADAborf5uIAAEkAT99nYEIH4aW+zf6gHyCmBtAATQW/1dcVyCsgFu44U3sO5/BGBEv72VAKI/BGixf6sHQABSEED1S3AeRwBJ6VgADwjAHCCq/xUCWBkAAXRWfzeauATncQSQlJ4F8IAArAH6FYCufhIJQG+AzurvShuX4DyOAJJyAAFIn8YG+7d2AHn/IwAEUP0SnMcRQFK6FkDchwDt9W/1APkFsDRAxwJ4M7IA2rgEl/GyG9j0PwIwot+eQwAPCMAUIK7/EQACWFwC1TXoawMIIDX67e0KQPg4tte/tQNEfgCgEsDCAAigr/q7ggAQQCr023MJIOZDgOb6t3oABCBnKQC1Afqqv4m9S6C6CH1tAAGkRr89pwAeEIA6QGz/tyWAwu9+IoARBbDtfwRgRL89twAeEIA2QBkBzA3QrwDeDCyA/UuAAOJeuUEOIQDZ49ha/1YPgADkIACnABQXoasNIIDk6Le3IwDxhwCt9W/tABH9bxLAzAAIoKv6m0AACCAd+u3tCeABAagCRPc/ArgLQGuArurvgucSaK5CVxtAAMnRbw8BJA0Q/wEAAkAAYwnA0f8IwIh+e7sCEBqgrf6tHqCcAO4GQAA91d8EAkAACdFvb18ADwggPkB8/zcmgJJfgvJmXAF4L4HiKvS0AQSQHv32PAJ4EB1A/dLT/KEEoPgAQC2AmwEOJAClAXqqvwsIAAGkRL89nwAkj2NT/Vs9AAKIYVwB+C+B4jJ0tAFX/yMAI/rt+QQg+RCgqf6tHUDT/3oBXA2AADqqvwsIAAEkRb89rwCeBAdQv/Q0jwAQAALYXpa8AdbjCCApCEAeAAEggNEEELgECCDqlRvkKAIQGKCl/q0dIKb/UwjgOYcAyn0b6u3hnwlAZ4CO6u8MAkAAadFvLyCAoAEa6t/qAVT9jwCGE0DwEsRfh3424Ox/BGBEv72QAEIGaKh/awfQfQBgEcAzArAEuI0jAASQlMMIIPwhQDv9Wz0AAogDAXgFEHUh+tkAAsiBfntBAQQM0E7/Vg+g638EMJoAwpcAAcS8coMcSgB+A7TTv7UDKD8AMAnguWMB3B/+uQBUBuin/k4MLQB3/yMAI/rtIQAEYCiexQbiQAABAcRciG42gACyoN9eQABBAzTTv9UDVBHAMwJQB7iPFxWA5BIggIhXbpCDCcBngGb6t3YAbf8jAASwI4CIK9HNBhBAFvTbEwnAY4BW+rd6AAQQyY4ANAbopv6+c/Y/AkAARvTbQwBpAkT1f0IBPCOAjurvu9EFsNP/CMCIfnshAYQM0Ej/Vg+g7v9RBTB7+BHA3iXMEcA5jgCScjwB7Bqgkf6tHqCaAJ4RQDf19527/xEAAjCi3x4CSBIgqv8bF0CZf44KAQgEIL4UvWwAAeRBv72gAAIGaKN/qwfQ9z8CWAlAYYBe6m+n/8cRwF7/IwAj+u2JBbBjgDb6t3YAwwcAZgE8I4BO6u87BIAA8qDfnlwAbgM00b/VAyCAaBCARADSa9HJBhBAJvTbQwDdC+CLHgUwf/jHEYD4EiAA+Ss3yKEE4DdAE/1bO4Cl/xEAAvAIQHgx+tjAbv8jACP67cUIwGWAFvq3eoDKAnjerw+VAGINkFgA8Qboo/6+QwAIIBP67SEAe4C4/kcAJ4YUQMQliLwYfWwAAeRCvz2BALwGaKB/qwcw9T8CQAAIAAHY0G8vTgBbAzTQv9UDVBeAyQBVBLB4+EcRQMwlQADiV26Q4wpgY4AG+rd2gLj+RwAnvAKINkAf9acUgOhqdLGB/f5HAEb020MAhQWw7e8EArAYAAEgAASQloMJwGeA+v1bO8CXCCB+aSMKIOoSRF6OLjaAALKh3160AFYGqN6/1QMcUACRBkAACAABzEEAEZfPeoDaAZoQgMEACKBM/UVeguMJwNP/CMCIfnvxAlgaoHr/1g7wFCcAR38PKIDlw78RQKwBeqg/gwAEl6OHDSCAfOi3JxKAxwC1+7d6gEYEoDcAAkAACCAtBxfA3AC1+7d2gCcEgAAkAWIvQdz16GEDCCAf+u0hgKICcPU3AkAACED/yg1yOAHsGwABNCIAtQGc7RO3wuitIYDxBODrfwRgRL89nQDuBhhcAE8IIIcAIg3QQf3FX4Ko69HBBhBARvTbQwBHEYDWABUEsHr4EQACQAAm9NtTCuBmgLEF8BQpAGd/I4DjC0BxCaIuSPsbQAA50W9PKIBdAyAABIAAEEDwAN7+RwBG9NtTC2AyAAJoRgBKAzQpgDgDtF9/CAAB5ES/PQRgOMBTpADc/d2iAKIMgABCB1BdgpgL0vwGEEBW9NuTCmDPAAigHQHoDIAAEAACSMsYAjgbYGQBPCGAywoj97Z++A8vAN0liLkirW8AAeRFvz0EUE4AO/2dTgAqAyAABJBfAP7+RwBG9NuzCOBkAASAAHIIIMoArdef7hLEXJLWN4AA8qLfnlgAOwYYWABPCGBaYeTiRhOA8hLEXJLGN4AAMqPfnk0ATwigKQFoDIAAEAACSAsCiLh81gNUCxArgL3+blIAMQaI3ODm4UcAIgH4LknjGwj1PwIwot+eUQBP4wrguoGmBKAwAALIXH/qSxBxSdreAALIjX57cgG4DfCl+qWvl896gFoBEMBthXGLkwkgxgBt15/6EkRck7Y3gAByo98eAlAe4L4BW/8jgIMLQH8JIq5J0xv4DgHkRr89swCewi/iv3y2eQSwFEC8ARAAAkAAaTmmAJwG+PLJZgAEgAAQgFAA+xel6Q2E+x8BGNFvr7oAvjeNVxPAYgMtCSDaAHvtE7HCqM1tH363ACIM0HL9WS6B/Jq0vIHvEEB29NtLIACTAYYRwH5/IwAEIL1YigCi/AggKYMJwGKAn7+P+9nz2wPYxpX3/noDCEDMWAIwXQL5RWl4AycQQGb024sRgMsAl/pTv/533yOAxAKINQACQACZBRDsfwRgRL89BFBGAJ7+RgAIQHy1ogPI8iOApAwnAL0BTve+evh8BqZp5b3v2EA7Aog0QLMCkBug3fqzXQL5VWl3AycQQG7024sSgMMA1/rTBkAAgwnA8fAjALkAdi5Luxs4gQByo99eZQG87VIAzg0o+79ZAcgvCwJAAAhgzoACUBrgcu+r43+HABwCiDMAAshXf9ZLIL4qzW7gRLj/EYAR/faSCUBnAASAABBAjADcl6XZDZxAANnRby9OAFsDzOpP8fLXe1+dv4oAdjfQigCiDNCuAMQGaLX+zJdAfFla3cAZBJAd/fYQQAkBePt7KAG4Hn4EECMA53VpdQNnEEB29NtLKACFAboUgGcDrQggxgAIAAFkFYCg/xGAEf32Ugog3gC3e199AgggmwDEFwUBuA+Q4BJIr0ujGziDAPKj316kADYGMAng7SAC8Pc3AtjthQwBXOMIAAEkZVQBxBrgbY8C8G+gEQFEGAABZKq/FJdAel3a3MAFBJAf/fbSCiDSALN7X38G6slpHgFEFI17hRHbQwBRl0B6YdrcwAUEkB/99mIFsDbAuv5iXnx+7+vPQD05zUceYNPubQpAboCiAnA+/AjgyAKQ9D8CMKLfXisCUBugAwEE+hsBHFIAEYUeK4DtlWlyAxcQQAH020stgBgDLO599RloB6/zCEDeMzsrlG8vUgBCAzRZfxF9jgAQgA399pILIMIAi3tffQbawet83AG29d6oAMQGQAAIAAGk5cgCWBnAIIDVva89A+XcbT67AEL9jQCOKICYPo8WwObKtLiBC6L+RwBG9NtLLwCxAVb3vvYMlHO3+agDOPq9VQFIDYAAEAACSMvYApAaYHXva89AOXebRwDimtlboXh97of/iAKIqvN4AawvTYMbmEAAJdBvL14ASwM460/22ut7X3kGurH7fG4BBPsbAXiaIXEA9zgCQABJQQACNve+8gx0Y/f5mAO4TrZZAQgNgAAQAAJIy+gCEBlgc+8rz0A3dp9HAOKa2VuheH/DCCCuzRUCeBsIEJk/mwBk/Y8AjOi3l0cAEgNs733dGaimZvMRB3CearsCkBkAASAABJAWvQB+/OT169d/vP/6p89fX/ntf06/Pf33HP32FAJYGEAtAMe9rzsD1dRsPrMAwv09jgB2Hn6fAEQGaK/+4spcI4C3/gCR+RFAUtQC+OH9c7//7m/XN6wEMP1++wIIG8B176vOQDM0n0cAwpLZX6F0f8MIILLLEQACOPPyDv7vzy3/x/Xv/PD+b/7y8n/vTr/vQL+9XAIIGsB176vOQDM0n5cfwH2iDQtAZAAE0KcA3voCxObPJQBh/yOAC+8u7/v/8P76PfyXDwTOTvh6q4Yz+u1lE0DIAK57X3UGmqH5fF4BCPobARxNALFVjgAQwJmp31/q/s/L3/j2YoafPj9/HLBFvz2NAOYG0ArAfe9rzkB13rP5IwtAYgBv+8hWKF0gAlBcAtG1aW0DVxBADLd+/3b1jv6Pn1yM8OMnv/vv97d/A9CmAPwGcN/7mjPQnfh9XnyAndNEAFkFIDFAa/UXW+U6AbzdDxCdHwEkRSmAHz+Zqv3b1af6r7++/h3w7QOEX01og/7884cavpThe93vnejPowDCs17wRW3cexaTdIEfq0gaoQjGnde5OHk48FX2YRXA6u96rx8AvLz9/KHB9DfCP1cTgNAAnpft8J7W9D8CmIMAElP7RIMc+Sr7SCyAd9evC71+JLD+FFHpTwHNPgfk/QTI/uvuffSrOAP1uU/z0gPsnaR3A5LP4OT8FJDgc0DlPgW09+H/wT4FFP+5HOWngN7uBFDkz/QpIOlngPgU0JkdAWz/TviH9+/fKXBGv72sAtg3wO69H38G6nOf5o8tgLABEAACQABpSft3ANuvCt28Rb+9vALYNcDuvR9/Bupzn+aFB9g9Rd8GRP2NAPzlkC7A3nivAnjrDqDIjwCSkvargLbf/VX9I4AHUf3tC2D/3o8/A/W5T/MHF0DQAP72Ea1QuOoxBKDo8aMKQNz/CODC15fP9aw+53P77q+bIDZK0G8vswB2DOC596PPQH3u07zsAPtniACEl2D34UcAWgG8dQXQ5EcASUn6ncCz7/66quDr9V8K6LeXWwBuA3ju/egzUJ/7NJ9RALL+RgAIQDG0uDxNbeAGAojE+bOAbn8zcP6dU/O/e736DFB5ATwI6m9fAL57P/oM1Oc+zR9dACEDNC+AsAFaqj9NjSMABHDh3ev7TwO9frX//BP+37p/GGjLAnAZwHvvx56B+tynedEBPOeHABBANQG83QZQ5UcASUny7wFcBbB4f//8+9ufCKrfXn4BOAzgvfdjz0B97tP84QUQMAACSFl/qhY/qADk/Y8AjOi3V0AAWwN47/3YM1Cf+zQvOYDv7PY3IOzvpgUguRyyS7D/8CMAvQDergPo8iOApAwggIdg/e0LIHDvR56B+tyneQQgKJgElwABaC+B4Po0tIE7CKAY+u2VEMDaAIF7P/IM1Oc+zR9fAH4DtC+AoAHaqT9Fg4cvgeD6tLOBGQigGPrtFRHAygChez/uDNTnPs0LDuA9t90NSPsbASAA3dz9ArWzgTsR/Y8AjOi3hwAGEIDXAAggXf0p+ltwCfwsAsrSvKwAACAASURBVGjzI4CkjCCAhxgBLAwQvPfjzkB97tN8+AD+U0MACKCmAN7OA2jzI4CkIACfAcL3ftQZqM99ms8lAHF/ty0AwcUQXQLPw48AEAACMKHfXikBzAwQvvejzkB97tP8CALwGaADAYQM0Er9RXe38BIEaGgDcxBAOfTb0wvgQSkAwb0fdQbqc5/mgwcInBgCQAAIYHuAmP5HAEb02ysmgJsBJPd+zBmoz32aH0IAHgMgAASAANKCADwGkNz7MWegPvdpPnSA0GntbEDe3wjgIAKILW7xJQjRzAbmIICC6LfXpgAiDIAAZPPq9kl0CUwCCBigkfqL7W3xJQjRzAbmIICC6LdnEMBDpAAuBpDd+xFnoD73aR4BhNolxSXwPfwHEUBka0dcgiCNbGBOVP8jACP67ZUUwNkAsns/4gzU5z7NBw4QPCn3BiL6u3EBhK8FAkAACGAOAtg3gPDel5+B+tyn+UEEsGsABIAAEEBaBhHAg0IA0ntffgbqc5/m/QcInxMCQACnA0Q1duQlCNLEBhYggJLot1dWAE8IYNvfhQSwZ4AuBOA3QBP1F9fYcZcgSBMbWIAASqLfXmEBPInvffEZqM99ms8igJj+RgBHEEBUX8degvARGtjAgrj+RwBG9NtDAN4DCM4IAQgugffhRwAIAAGY0G/PJICHaAFsaggBFBPAjgHC7ZPgEiAAHwgAAdjQb6+4AFY1tH/vS89Afe7TfA4BRPU3AjiAAOL6OvoSBI8Q+09pp9/AEgRQFP32ygtg2UNtC0BySv0IwG2APgTgNQACaE0Akf2PAIzot9euAIS3NAJAAAjg+9h/Sjv9BhYggLLot2cTwEOkALY91LQAROfk2EBcfw8gAP/DfwABxBZ27CUIHgEBtAQC8ApgXkQIoKAAnAZAAAgAAaQFAaQQgOyWRgBjCMBngOoCMBZ4EgFYDIAA0jKOAB6iBOAoopYFIDupngTgMoCgfcyXAAF4OZwAYvsfARjRb6+OAO5FdEQBRPY3AkAAtvmLAAwGQABpQQAhAdyayHvvi85Afe7T/O4BhCeFAIYXwFsEgADmIAAEIO/vkgJwGKCAALzP/sOHHyIA2/wkAL0BEEBaBhLAh7r+vzWR/96XnIH63Kf55AKI7e+RBXC+hT58MBqgsgDeIoDlJYjufwRgRL+9agJ4ltz7kjNQn/s0v3cA6Vn1JYCtASoKYLqFXu5BBGA8guQ65dsAAliCABCAvL/bF0DgOugEcL+FTvcgArAdQXKd8m0AASwZSQAPyv6fqihw7wvOQH3u0/zOAcSntRZAdH+XFcDGAFUEsLiFzvdgvwJ4iwAQwBIEIBHAs+DeF5yB+tyneQQQ7hfjJfDV/1UAYQMYAgTyH0YAWgOkFUB8/yMAI/rt1RTAc/jeF5yB+tyneQQQ7hfbJfC1f4QA9g2AABBAUyCAVAJI8+8ReufdBxCfVXcCEP+TPOKrECEA5y003YOdCmDev0oQAAKwod+eXQBSA7i76HACiO/vcQSwcwtd70EEoD/C9T9qbOB8hNl/IwAEIBTAc6sCkPd/fwIQ/5ts0ssgE8D+LXS7B3sUwLJ/dSAABGBDv73WBZDiXyPxzyMAQcGYLoG3/ucC0BoAAdwPUH4DlyPc/1PR/wjAiH57CQQgM8BOGR1NAIr+ProAvO2/FEDAAMoAIRAAAkgLAhAL4AvrT6PPIoCI/u9QAOJ/lFN4EfyX4Cl4C83vwd4EsO5fFQgAAdjQbw8BIABBwagvwctKEECIlAJQGQABpAUByAXwxc4/VSu9oXMIIKb/exSA9F9lFl6EwI/TixKA1wDRAWQYnp9t/2o4lAA0/Y8AjOi3l0IAEgPsttcXm0ZaEzgD9blP80kFoOnvgwrgtpM4AWgMgADmByi7gesRbv+FABBAvAB8Cgicgfrcp3kEIGmY2Esw20mkAHwGiAgQAQJAAGlBAPECeN51QOAM1Oc+zW8PENX/XQpgvuoMAljsJ3wLre/BfgTg6l8FCAAB2NBvryUBPO84wH8G6nOf5lMKQFHFhxPAej/xAtg3gChANAcTgMIACCAtowkgbID99lrXl+Pu9p+B+tynef/7rwcVwGzNaQWw3Q8CCHIkAaj6HwEY0W+vOQE8OxzgPQP1uU/zCEDSMKJL4NyPQgCxBqglAHf/xpNYAPEGQABpQQAmATyvHeA9A/W5T/MJBaBp4uMIYGc/GgHsGiDLPYAAEEBahhNAyACe9tqrL+kNnVwAkf3fqQDu+xW2T+AS7O9HJYA9A2S5B7TPz17/RpNaANEGQABpQQB2Acw7KtQ+FhCAXQC+9QhuIec9iACijrD8ZakNzI4w/b+u/xGAEf32WhbAvaV8Z6A+92l+dYDY/u9VALfdmgWw+SdxkgggxgAIAAE0BQJIJIBrT/nOQH3u03w6AeiKuG8BrBSYUABuA+S4B5TPz37/Rtd3agHEGgABpGU8AfgN4GsvQX15b2gEoJ2Pax/X7jYbQAC6+kYACMCEfns9COClqzxnoD73ad7/bUwIYLdSHBtIKgCnAXLcA7rnx9e/sfWdXACRBkAAaUEAiQXw/PS0ewbqc5/mkwlA2cN9CsC5AVX/7wvAZYAc9wACSCYAZf8jACP67aUSgM8A3vYS1tfpOO4zUJ/7NP/xolQGEsBzXPvsbymbAKQGQAAIoCkQQBYBOBVgvXU//nheKvH9P54A9jeQXAAOAzjvYtstoHp+/P0bWd/pBRBnAASQFgSQXADP14Pt3HlqTgK418pQAniOap/9BWUUwNYAzrvYdgsgAASQFgSwwNtesQJ4WjnAeOu+uQhg6pXI7l/Un7aFexKAfwMurALYGMB5F9vugUMKIMoAqQSg7X8EYES/vWQC2DeAv70UAlgowHbrvrkK4FIscdW/rD9tC3cjgOAGXBxVAMH+japvBIAATOi3140AnldHXd55Wu4COFeLuPUd9adt4YoCeJa3z2b/jg04EN1C/ntQYAAEgACaAgHM8beXVgBXBZhu3TdzAbxR9f+1/tQl3IMAzn84tAEXolsocA+2KIBw/0bVdw4BxBgAAaQFAczxt5deAE9nB1hu3TdLAbyRNb67/tQlXFMAz5L2uf7Z0AZciG6h0D2IAMJHcLwt7wbWRzj/LwK4MKQA9gwQaC95fbkPn1AA++fg49gCmP3Z0AZciG6h4D2IAIJHcL0x6wbWRzj9j7r/EYAR/fa6F8CXu98jHOTNVgAKA3wpOMtEG9g5gGE20D6LPxvYgBPRLRS+BwMGKC4AUf9G1DcCQAAm9NvrSADuBjq3j+7kXQKIN0DXAnj2tM/6jwY24ER0CyEABIAATOi3l1AA7u4MtVcSATxpHPBmJQDvaexzUAFs/2hgAy5kt5DgHmxLALL+jajvPAKQGwABpAUB3Am1VyoBRCvgeuttBBBpgL4F8OxsH/cf9W/AhewWktyDCMB/BOdb821ge4TvLP2PAIzot9eTAJwNtGifmFNfCyB0It76izgJ0wacBzBNb9tn9496N+BEdguJ7kEE4D2C+83ZNrA9wncI4A4CuBNqr6QCiFDA7dZzCCBKAQcTgOePejfgRHYLye5BjwEKC0Dcv+L6RgAIwIR+eykF4KrNYHslFsCT0AH3W88pgAgDdC6A53n7+P+kdwNOZLeQ8B5EAJ4j7Lw90wYcR/gOAdxBADeC7RVVX9L2CZ/4RgDrEwvU/jJAzDnYNuA6gG381j7BP+nbgBPhLSS9BxHA/hF23p5pA44jfIcA7iCAG8H2yiKAoAJmt96OAMQK6F0AX1zKQ/AnfRtwIryFOhNARP9K6/sQAjD0PwIwot9eUgFsOzNcP5kE8OR3wEYArnPzF/88QMw52DbgOoBx/HtR+z/XF8DVANu7WH3/X8aPKwChARBAWhDAlXD9xNVXRPuc2Dvt+a23LwCZAboXgPV7scsJYM8ARQUQ1b/C+kYACMCEfnvHFsCOAha3nkcAIgV8aet/BBAhgAcEsHOE3d/JsAHnERDADARwJWX9uDsoIIAnlwO2Atg9v+DREUBJATwgAPcRdn8nwwacRzD1PwIwot9eWgGs+zJp/bg7KCyAp7UDlreeXwBhAyCAvUsgvYWi7sHaAojsX1l9IwAEYEK/vTEEsFDA6tb72Nv/23PaBog7A+sGtgco9vq7G3AjvYWiBbA2AALwHCD5BtxHQAAzEMBE0vpxl5BQAE93B8QKIGAABFBUAK4PAQoKILp/RfWNABCACf32sgogbf24S0gugEkB61svLAC/AQYSwO4/yeBGegtF3oMIIC5A4g3sHAEBzBhXAMuuTFw/zg6KEcDTyQEOAYRP03PELyNPwLyBzQHKvf7OBnY2I72FYu9BBBAVIPEGdo5g6n8EYES/ve4EsC6hSAE8rf+JWZkAPAZAAKUF8FBPAIr+ldQ3AkAAJvTbG00AlwJZCkB0ortHRAA7l0B8C8XfgysDIADvAZJuYO8ICGDGwAKYF2Xq+nG2kEYADzMHSAWwqwAEUF4AD6u7WH3/TxUi/qOa/hXUNwJAACb02xtMAPOksQLYMYC5vxGA9E/eWd3F6vt/qhDpn1T1r6C+8wogbAC7AD72FzwCyIt+e2MJYJX1IgD5ySKAVgSw/NY+BIAAmgIB5BTAsoYsAnghSgBOBYwkgNA/y1xOAAsDlBKAsn/D9Z1ZAEEDIIC0jCyAe0emrx9XC8UIwHkCcRvYHNPav4cVgPwW0tyDCwMgAATQFAjgsALYfrMzAqgjgJkBEAACaAoEkFUAixqKEID7BKI3gADaEMDdAIUEoO7fYH3nFkDIAGYBvEEAc4YWwLUgM9SPq4bkAtg5gfgNLPofAVQTwM0ACAABNAUCOLQA5gpAAHUEsPgQAAEED5BmA7sggAUIIK8A5j0kFsDeCajrZ0QBOA1QTQBXA5QRgKV/A/WNABCACf32hhHA7gnoNoAAApdAvkqLgqe7WH3/TxUi+mOW/g3Ud+8CeIMAFowtgIeI/tfWX3UB3M8SAVQUwMUARQRg6t9AfecXgN8ACCAtCKA5AeyfgHoDCKABAZwNgAAQQFMggBEE8IAAKgpgbgAEIDiAfQP7IIAlCED8r2Rp6y9SAJ4TsGzgfAa6EzBv4H6Akq8/rACs/esdRwAIwIR+ezkE8NCcAHwnYNnA4/NoAnAZoK4AnhBAbQG8QQBLEMAoAnhEAO5LELFEqwCeSgjA3L/e8RIC8BkAAaQFAWQXwLOvfWLayCiAx0cEUFsATwgAATRFcQHo+TALX36RnS/l5DnHFz44k/9cW6L2zu/MXi3/c/L9Aci2nI/tZMtWhdE/AngQfwBgeP9X/hGA/wQMGzh9APD4waP2DKwbuB6g6Os38xHAwzyA+gG4vA8Z/CMJ3gH3jRf5CMDzIYDtI4A3fASwAgHkqp9tE4UFEDgBuwAeTQpAAAkEYDIAAkAAaRleANnqZ9tEFQXweBOAxQAIAAGUEcC+ARBAWoYXgLwQDfUnFEDoBJIIwGCAzgTgMIDjEsSs0fbDOK4B1I+ApP7S9O/+OAJAACb02zu8AIInkEYAegUggCQCMBhgGAHsGgABpAUBZKufTRPVE8DjUgBaAyCANALQGyD4/KTq393xrgXwBgGsGV0AEW1oqT+JAMInkEwASgMggEQCUBtgHAHsGQABpAUBtCIAwQmkE4BOAQgglQC0BkAACCAtCGBQAWgMcEQBRO3R9gO5CwggXf/ujSMABGBCv72eBfAcFIDkBLQbeHQJQGGA3gSwNUAzAlAaYCAB7BjAIoA3CGDD4AKIacKjCSBeAQggnQB0Bgg8Pyn7d2ccASAAE/rtdS2A54AARCeQWgCxBkAACQWgMsBIAnAbAAGkBQE0IQDZCSg38LgrgEgDIICUAtAYAAEggLSMLYCoFjyiAOIUgABM/yjnJoCmQny/m7Z/3eMIAAGY0G8vmwCEJWisP58AhCeQQwAxBjigAOI2mVgA8QYYSgBOAxga5NrgCGAGAmhAANITyCKACAN0J4CNARAAAkAAcxDA4QXwGBBAoS+EPR/AOH40AUQbwPv8pO5f53hJAbgMgADSMrQA4hrQWn+7AhCfQC4BlPlbkOehBfDgDhBdIZ7fTN6/rnEEgABM6LeHALIJoNAGEMA2QGyF7P9e+v51jfcrgFuDI4AZCKBc/e0IQH4Cqg3MWt4jANEKEEB6AcQZYDABOAyAANIysgBKv//rFkDECeQUgGQHxxNA5C5zCCDKAAgAAaQFAZR7/7dtAQiWgAByCCDGAJ7nJ0f/OsbLCmBrAASQFgRQ8BMgtv7X1c+84QMCCG6hPwGsDVBRAA8IQBEgZgMBEIALBFBXAFEnkFsAoTUggCwCiDDA/vOTp3+3490K4N7gCGDGwAKI+/THEAII7AEB5BGA3ADDCWBjAASQFgRQUADbH00QdwIFBOBdxOEEELvMXAIQGwABIIC0IIBjC2BxkhIB+DaBAHIJQGqA3ecnV/9uxksLYG0ABJAWBFBTAJEnUEQAnl0gANM96BOA0AAIQNsgswZHADPGFUDEpz7U9bM6wLqPYk+gkAB2d9GhAFYbRwC2An+5BKZ5TQDhBgIgADcI4NACWJ6jVAB7y0AA+QQgM8De85Oxf+9cLoF+XhlAtoEQCMANAigqgEUfRZ9AMQHsrAMBZBSAyAD1BHC/BMoDqAPINhACAbgZVgDCd3qN9bM8wLKP4k+goACc+ziaAEpcgTl+AUgMsPP85OzfM/NLoDqAJYBkA0EQgBsEIDbAWAJw7QMBZBWAwABVBLC+BPFHsAWQbCDEvMERwAwEUFYA90JSnED0BlanGCUAx0YQQF4BhA1QXgCOSxB5BGOAt0sDIIC0IAAEIDYAAsgsgKAB3M9Ptv7duQRx9W0JcCG8gSAIYIdRBSB5hzdB/SwPMC8kzQmUFsB6JT0KYGkABBDRv7uXILbAtQGuhDcQBAHsgAAKC+BZ3f/x9bM+w2gBrJaCAIz3YFAAIQM4n58s/eu9BPEdHh9gTmgDQRYNjgBmIAAEIDbAwQRQ4AqsCAsgYIBCAghdAkWHxwVYEdpAEASwx6ACCL6zm6p+Fge4N5LuBGoIYL4WBJBfAH4DlBCA5BIoSlwewEFgA0EQwB4IQGyAhAJQnkDkBjYnqBLAbC8IoIAAvAZwPT9p+1d2CTQlLgzgxL+BMAhgDwSAAMQGQAAlBOAzQGYBiC+BpsQlAfbwbyAMAtgDARQXwLOy/+sJ4LqZLgWwMEBlATy0LICoS6Bp8VAAH94NBFk2OAKYMaYAAu/ppqyf+QGm/+9PANNqjiWAAldgg0gAHgM4np80/Rt7CVQt7gsQwLeBMAhgFwRQXgDqE4jbwPb8DAJ4TLoB7fggAtg3QCYBKC6BqsZ3A4TxbCAMAtgFARQXwOOj9gRqCuAx4QbU46MIYNcA2+fH3r+6S6CrcWcAEfsbEIAAdhlSAL73clPXz/wAl//rVAAv60EA1nvwQSiAPQMkF4D+Euh6vIoAVg2OAGYgALEBEtXfYyEBOE7PKIBHBFBMADsGSCsA0yXQ9bj+HyTY3UAYBLAPAigsgPPrKE+gtgA+6FIAcwP0IwC3ATbPj6F/rZdAWeQIoCkQAAKQC+CDFBswjKcUQP4r4KIVASS4BMoiV/+blDsbEIAA9hlRAPsNJ733lQ/P89T/SgNE1Y+zwBFAPwJwGmD9/Oj6N9El0PV4eQGsGxwBzEAAYgMgAARgFsCHcgG4DJBAAOkuga7H9f8qvXMDAhCABwRQVADX19GdQH0BCP7p5MAGTONjCcBhALMAUl4CXY0jgKZAACUFcH8h1QkgANVYtwLYGmD1/EQ2aOpLoKpxBNAUAwrA23HSe1/18BQUgLvAEUBfAtgYwCCADJdAVeN6Abx1bEACAvCAAAoKYPY6qhNoQAA2A9QRwMwAdwFoLkB5AawNoBVApkugafHiAtg0OAKYgQDKCWDRv5oTQAC6uZYE8JBQANLizHYJNC1uEMDbzQYkIAAf4wnA33Hie19BQQHsFDgC6E0AKwMoBJD1EihKHAE0BQIQG8AqgFX/Kk4AAejmehbA0gCL50fQmLkvgaLEEUBTIIBSAlj3r+IEWhCAyQAIIF4ACwNECcC9Q8P+n7eXIL7ELQJ4qxDAtsERwAwEgABGFED89iOvwN4RHkwGiBDA3g7V27+MIwAEYEK/vTQCCLac+N6PY9u/8Scg3sBegQ8qgLsBuhTAzADz58dXlJ4dKld4HV/PR3e4SQBvEUBiEAACiBOAxQAIoIQA/DtUrvA6jgAQgAn99roWgKN/408AASgHOxfA3QCz50fT/s8ZLgECkFdYg4wmgHDLRdz7cpz9G30C0g3sFri++y/zCEA3NzuCSgA3A4QEINihcoXX8coCeBvbII4GRwAzEMAG+b0vx9m/0SfQhgAMBkAApwMYDOAVgGyHyhVexxEAAjCh317HAnD3b/QJIADl4EYAsauPvQL7R3jQCeDpWiHXx0HV/s85LkFZAXyPAJKCADZE3PtC9vo39gSEG9gvcE3rz+cRgHLwfoQHpQCepgq5Pg6q9n9GAI0L4H/+PzH/k6SPBxOApOYi7n0he/0bewIIQDt5AAE8XSrk+jjo6j/LJWhZAK4GRwAzEMCWiHtfxH7/Rp5AIwLQGwABpBKArv2fDyCA7996SmIDAgiAALZE3Psi9vs38gQQgHayKQEYDLASgGaH2hVO4675wgKIMQACCIAAtsTc+wI8/Rt5ArINeAo8qu4d8whAOXg/wul/lAJ4ugtA2f7PxxBAhAIQQICxBCAsuoh7P4y3f+NOoBUBqA3QigA0t0/EFfAd4fQ/WgE8zQSg3qF2cBp3zhcXgNgACCAAAnAQc+8H8fZv3AkgAO3kQQTwND0/T4Yd6kfP440IQKgAZ4MjgBkIwEHMvR/C379xJyDagK/Ahee/O9+tAK4GaEMAegN8+fL8vPyfZYeG2efdS1BBACIDIIAQQwlAWnRR976fUP9GnQACUI8eRQCXE7Ds0DD73JQAJApAACEQgIuYe99PqH+jTqAZAWgNgACSCMC0Q8twYwIIGwABhEAALmLufS/h/o05AQSgHkUA1x1ahvcvQR0BhBTgbnAEMAMBuIi6932E+zfmBCQb8Ba4eAE78wcRgPYOQgDNCcBvAAQQZCQBRFRdzL3vQdC/MSfQjgCUBkAA0wFMArDt0DS9fwlqCcCrAAQQBAE4ibr3dxH1b8QJIAD9LAKYdmiablEAHgMggCAIwEnUvb+LqH8jTkCwAX+BR2zAOY8A1KPXI1z+73gCEBsgvQD2FYAAggwkgJj6i7v3d5D1b0R5NCQAnQEQQAIBGHdoHG9SADsG2GlwBDADAbiJuvfdSPtXXh4IQD87E4D+FkIAnktQUwBuBSCAMAjATdy970Tav/LyCG8gUOAxG3DNIwD97HSE6f/1ArCt8LACcBkAAYQJCuCrV6/e++znr/49yav9PJAAxP0rLw8EoJ9FANMOjeOe+boCcCgAAYQJCOCbV69OAvjXp69+8dckr1dPAHH1F3nvO5D3r7g8WhKAygAIAAHkE8DaAHsNfjwB/OPXp55WvZPuF8C5/1+999k///Dq1b/9l+b4GzoRgKPf4urH1Z87LyUuDwRgGD6IAGwbPLYAVgoYRgBfvbrwS0UfewXwIpZf/PWff3jvs59PBvgPxeG3DCIAZ3/uvZa0PIIbCBV41AYc8whAPzsd4fofBxSAzABZBbAwwCgC+Purl4a+/V8kXgF8dXq3/yyAn//1qcovW2oJILb+Iu/9Nc7+3HstaXk0JQCNAZoQgOEmqi8A4wYPL4C5AkYRwFeXT/68VLTifXSfAC5HvAjgxS9p/hagFwFs+y2mftz9ufdS0vJAAIZhBHDZoXHcO9+CAO4GGEUAF06fB0osgEv1TwL4x68RgPgx2enP3dcSlkdoA8ECj9vAdh4BGIYvR7j+BwLIJYCrAnYb/HACOH2C/gwC2AcBpBaAwgAI4NgCkBiggADejiWAy9cA/TLzp4C+SfRlQJUEEF9/sff+jL3+3H0tYXkgAMt0WwLQGcC2gfMOjeNdCOCsgFEEcP3r2fQC+Pmr0+f9LwJ4sUzXfwmsqL/Ie3/GXn/uv5asPAIbCJ4RAkAAmS9BKwJ4O44ApvfQT58ISi2Al9Y/fQ/Ay/G/OX8/cAoGEMBuf+6/lqw8EIBlehKA5S5CAN0I4O1Howng76pvBZN8I9iFRD8M4vgC2O9Pz4uJyqMxAcQbAAHYBGDcwHmHxvHQfDsC2DPA0QQwfQroG11HS34URMr+ryQAVf3F3vsT+/3peS1ReSAAyzQCOO/QON6RAHYMcDQBnN71P/Fv/4/ms/SSHwb3KtnPgfh5AAF4+tPzWqLy8G8gfEIIoCEBaAzQgQCCBigoALcCDieAy5cB/ceLCBQ1PciPg1bVX/S9f8LXn74Xk5RHawKINgACQABFBeAywPEEYGEMAejqL/reP+HrT9+LScoDAZjGzwLQ30ThKyA5wv0/Ff2PAMQC+OgKAvCCADzE3vvP3v7PLADB+SAABJD/EjQmgI0BEMAc/3cCv5rT8XcCK+sv+t43CEBgAARwKAHEGwABaASwVgACmIMAPETf+97+P6AAYg2AACwCsG/gucglaE4ASwMggDlDCEBbf9H3fqA/vb8rKA8EYBpHAM/DCOCjFQhgB+HfAVy/28xOTwJY9ltmAYQN4K0fyekgAARQ4hI0KICZARDAHOlfAv/r0/c+S/KCRxZAqD/9vx0uj/YEEGmAugJ4McCX6nsofAVkR5j9NwIoKIC7AhDAHPFXAf293x8Gp6+/uHs/2J+B3w+WBwKwzTcmgEgDpNhAoUvQpACuBkAAc8QC2Px7AD9+8vr16z9u3vLCb//T/ftnuhLAot+aFoDobBAAAhhYAJMCEMAcsQC+Wf0l8A/vn8v+d3/bvOkiAMfvnzmuAML9Gfj9YHk0KIA4AyCAMQTgM0ARpe6hFQAAIABJREFUAbj7/2IABDBHKoC/r34e0Mv7978/t/zsffx3pzd5fv8MAtgnVB4IwDbftQCSbGB0AZwU0LYAIhBWt5+ILwNd/DzQd5f37X94//L5njNfz9re9ftnygvAUn8R976gP0N/IFQe+xuQnQ0CQACjC+CjtgVQHLkAlp8Bmsr+p89f//n6pp8+/81ffL9/oS8BzPvNf+9L+jP0B0LlgQBs889PxgJPLIAoA6TZQKlL0K4APvoTApghFsDya4BuZf/t/b3+Hz/53X+/P/0NgOv3LyAAD4HyaFEAUQZAAAighAB8/f/Rn3b/rbAGBNDUp4A8/PjJ9Kmdb++f97/+HfDpff7t7/9qQh/1QyUfWPhCiOlFbmhP0XaONqQbaoEv1QvOw5dyaq8ulu9r8qcQHxvQN5iA//k/xLQhgNlf/L67fNXnD++/vPO//f1qAijSb0mq9AO1AVK9vIa8PZIWBFCMtgVgMYC+wQT0LIDrO/unz/q4fv9C8U8BGT8BIvvoV/YZlPAf8X/6YHcDwnPJ8imgmM8B8Smg1QEiPwPUz6eA9j8J1MCngKYvB2ryU0BtCGD19T/bvwXeL/jThwC/+9tgAhD2Z/iP+MsDAdjmn9f9G0s9AaTaAAK4CkBrAARwwvV3AFdOX/q5//ulBWCtP9G9L+xPwZ/xlsfeBqTnggAQQLlLUE8A3v6/CUCpAARwYv+rfC4fAbTzVUDm+hPc+9L+FPwZb3kgANv88yMCQAB3AagMMIQAwnx9+fr+2df53zr//Fmf7e9PHFAA4v4U/BlvebQpgAgDIICBBLBjgJYEoFEAAjjj+E7f6zcCn7u/me8ENtdf+N4X96fkD/nKAwHY5tsTgNQAyTaAAJYCiDcAAjjj+Fk/L784vbd/qf5WfhaQvf6C9768PyV/yFceOxtIG8A3jwBs8wighAD8/b8SQLQChhXAP/+3xc+CePf6/tM+z1/6f/p8/+ynQc9/f053Arj12869H9Gfkj/kK49GBSA3QGUBPCKAopegDwFEGmAsAXy1/28Cz37e/ySAy5t+v/39OQgggKc8EIBtvlsBJNsAAnAIIE4BIwngX5/2/o/Cp6g//70f05+iP+UpD/cGUgfwzHcvgA8U91D4CsQcYfXrQwvAaYAWBRBjgJEE8M3iy0D/I8kL9ieAa78VEsC+AZoVgNgACGBzAATQggAiDDCQAF4+AHjvs8s/BvzPPyz/OQA9BxNAVH/K/th+eSAA23yvAki3gdKXoIYAAv3vFoBcAQMJ4NL6//zD6XM///r0vc+SvOCxBBDXn7I/tl8ezg2kD7A/jwBs8wigXQFIDdCeAL6yfHLGL4D3PrtV/99X/yKAlqICSFN/nns/6jjSALvlgQBM448IoPgl6EgAQgUMJ4Dp+P/8w+LfBFbToQAed+/9uMMcVwBSAyCA7QEQQDMCEBlgPAF8c/70/+UzQXaOJIDIwyAABKARQLoNPJe/BMUFEOp/nwAkChhIAP/69Fz937w6ve//j1/3J4BU9bd370ceRhxgrzxcG8gSYG++fwGE/t1lPwjg6AIIG6BJAfz91SvlV+mEvgz0l6fqfzn2iwz6+xRQsvpz3/uxRzmwAIQGQADDCWBjgMYFEFRAiwL4X45/tl2IVwCnnwr9i79evx2sv78ETlZ/7ns/9ijyADvlgQAs05cNRN9EwSsQd4TNW2L6HwEUEEDAAC0K4PTO+d9136nl/1EQf78eOtk3Ah9IANFHySGATAF25hGAafzBJYCgAdJt4HwE4/gAAvAroEUBnD85843qczSBnwX0r09P7/efPhJI8wmgogJIV3+uez/+KEcWgMwACGA8AawNkFkA4XYXCMBngBYFcP70v+7LdLQ/DlpNlwJ4dNz78QeJCOAuDwRgmb5sIPYmCl6ByCNs34QA2hOARwEtCuD8uR/d9+oiABHbe19xEATQgABMBqghgIQbOB/BOK6Y71IAuwZAADYOIgDNQTIIIFsA9zwCsEyfj7B9EwJoUgB7ChhIAP/8Q6IfADennABS1t/m3tccJCaAszxaFoDIADUFcN1A5F0UugKxR3C87egCWBogrwAEvS4WgNsALQrg3NO679QK/DC4VD8E+k6fAnhc3fuqYyAABBAtgIQbuBzBOD6SAJwKaFEA01cBab5QPyiA1A5AACKc5bHZQMYAznkEYJk+H8HxtsMLYGGArgTgMECLAjhVf5bvAzh9F/CJ9z5THNpNMQGkrb/lva87RlQAV3k0LQCJARAAAuhLAFsFtCiAXN8JfCaxAzoVwOP83lceAgG0IACLAfIIwGuAhBu4HME4rpvvWABrA7QogPPPAtJ9okb0VUAXB3T2w+AS119pATh6alM/eQM45hGAYfhyBNcbxf2PAAICkBR6rABWCmhPACakXwb6zz8ggOu9rz0EAqgogPsG4m4j/xWIP4LrjQigbQF8NLoAUv4woFICSF1/93tffYiDC0BgAAQwqABmBuhRAHMFDCeAS/un+llw3QrgsbQAtkWFAIYTQMoNTEcwjg8qgI8GFcA3r3r9KqDk9Xe99/VHSC2A3AG28wjAMHw5gvOtxxfA3QA5BSCqcp0AbgoYSADT9wG891mSV5ooJID09YcAQgIIGwABIIBuBfDRmALo9DuBM9Tf5d43HCA2wKY8EIB6dL6BmPvIfwUUR3C+dQAB3AzQrwAuChhKAP3+LKAM9Xe+9y0HSCyA/AE28whAPzsdwflWaf8jgLoC+GgsAWQBAchZl0frAggaAAGMK4CrAboWwIsCEICNMgLIUX+ne990AASAAHYOgABSCEBW4TYBfIQAbPQrgA++sPV/YgGUCLCeRwD62ekI7jcL+79rATwfQwB/QgAmEEAEq/JAAOrR+QYiO3v3CqiO4H4zAkAAZ/4ngiR9fEwB5Km/L6wHiJ5YlUfzAggZoFr7LDcQ29o7V0B1BPebhxDAMwJoDwSQsP5CB4ieWJUHAtBOLjcQ29o7V0B1hJ23y/ofAfgEIG1wBDADASSsv9AB4keW5fFh6BTTB1jOIwD16PUIO29HAAjgBJ8CQgBzluXRvgACBkAAQwvgGQGE+J//WwwC2KVa/QUOED+yLA8EoJ1cbiC+t11XQHeEnbcjAARwAgEggAWL8vgwdIoZAizmEYB69HqEnbfL+r93ATznFIC4wRHADASQsv4CB1DMLMoDASgHVxvQNPfmCiiPsPcbCAAB/IwAEMCaeXl0IAC/ARoRgNoACMAaAAH4QQAJBFCx/vwH0AzNywMBKAfXG1B190NZAaTdwP0IxnEEgABMIIA45uXxYegUcwSYzyMA7eTtCHu/MYgAnhGAFwSAAFbMyqMHAXgNgAAQQC4ByBscAcw4oACq1p/3AKqpWXkgAOXgegPq+s4ngI0B0m7gfgTjuDkAAvCBABDAill5fBg6xSwBZvOdCmCzAXV9lxNA2g3MjmAcRwAIwAQCiOVeHl0IwGeAVgSgNQACQAAIwAYCiOVeHghAN7fdgLa+EYA9QB4BRDQ4AphxPAHs15el+x7rCeDWVrf6KR3gNo8AlIP3I+z/lqD/EQACQAAB9uvL0n2PCAABIIAkARDAPggAAWzY1E/pALd52QF8D7+tO3Tzjg1o6xsBIAAEYCK3ADz1pS6+ab6WAK51hQAQwBEEYDIAAkAAXjz1pS6+ab4VAZQPcJ0/jACUBigmgMQbmB/BON6oAGIaHAHMQABiEIB0A76H39QdhxbAwzACsBgAASAAL576Utbebb6aAB6X9VMhwDSPAHRzsyN4fg8BIACdAP7x61evXv2Hqo+PJgBffela7z7fiABqBJjmEYBubnYEz++F+/8oAjAYAAFsBfDNqzP/ruljBCAGAYg34H34Dd2hmnduQFnfCKBNAUQ1+NEE8PL+/0v3//3VL/6q6GMEIKaiAB7n9VMlwGUeAejmZkfw/B4CQAAaAXzz6pen//tK9UkgBCAGASCArAJ4GEcAegMggLUA/vWp8tP/Zw4mAG99KSpvMV9RAI/3+qkU4Dx/HAHoDFBIAKk3sDiCcRwBtCaAf/7hvc/0fYwAxCAA+Qa8D7++OxDAUQSgNgAC2ApA9cn/CQQgBgEgAATQpADiGvxwAnjvM30fH0sA/vqK7bv1fE0BPF7rp1qAx04FsLMBXX3nFcBDqP8PJACtARDAWgD8HcAdf31F1t1mHgHID+B/+LXdgQAQAAJYCeD6VUDT/0WCAMQgAASAANIFQAAO9N8H8PK/fBmov77i2m47X1UAj5f6qRjgWAJQGQABNCmAyAY/mgCu3wms+QDgWAII1FdM17nmEQAC0EwtjuD93VD/H0oAOgMggK0A+FlAE4H6iuk613xdATx2JQC3ASq0z+4GVPWdWQAPCAABKARgAAGIQQAIAAGkDIAANiAAgwBC9SVvL/d8AwKoGgABlBBA8g2sjmAcRwAIwAQCUNOVAJwGQAAIIL0AYhscAcxAAGIQAAJAAEkDIIA1CAAB7PLhh5UDHEoAGgNkF8CDv/8RAAJAAHsE6yuivZzztQXwQVcCcBmgfPt4NqCpbwSQNgACWIEAEMD+PAKIHvFsQFPfCKA9AUQ3OAKYgQDE1BdAXwFCD7+iOxDAwQQQbwAEgADchOsrpr1c8331b/UAwYc/vjuOL4Ddf0tHvYH1EYzjCAABmEAAwwQIPfzx3YEAjiaAaAMgAASw8+gE6yuqvRzznfVv9QDBhz+6O5IKQGEABIAAMgsggiR9jADE9Na/1QMEH/7o7oie925AUd+5BbD/zylrN7A5gnE8eQCrAOIbvGUBFOcwAhDUV1R7OeY769/6AYIPf2x3IAAEgACSggDEdNe/1QMEH/7Y7hhAAH4DIAAEkBYEIKa7/q0eIPjwx3YHAjieACINgADSggDEdNe/9QMEH/7I7ji6AFw7M25gcwTjeGsCUDQ4AphxFAFI6iuyvTbz3fVv9QDBhz+yO2LnAxuIr28EkCEAAqgIAhDTX/9WDxB++OO6AwEgAASQFAQgpr/+rR4g/PDHdcfBBeBemmkD2yMYx3MEQAD1OIgARPUV2V6b+e76t36A8MMf1R0IAAEggKQgADEd9m/1AOGHP6o7EMAhBRBjgJUANA2OAGYgADEd9m/1AIKHP6Y7EAACQABJQQBiOuzf+gHCD39Md0TOhzYQX99ZBeDemWkDjiMYx/MEQAC1OIYAZPUV3V6r+Q77t3oAwcMf0R2JBRBtAASAABCADQQwVADBwx/RHQgAASwEoGpwBDADAYjpsX+rBxA8/BHdcWgB7OzMtAHHEYzjmQIggEocQgDC+opur9V8h/1bP4Dg4Zd3BwJAAAggKQhATJf9Wz2A4OGXd8cYAvAY4LACEBsAAaQFAYjpsn+rB5A8/OLuiJsPbyC6vhEAAkAAJhDAYAEED7+4O1ILINYAOQWwszLTBlxHMI5nC6ARgK7BEcCMIwhAWl+K9lrMd9m/1QNIHn5pdyAABIAAkoIAxPTZv9UDSB5+aXcggOMKQGgABJAWBCCmz/6tH0Dy8Au748AC2FuZaQOuIxjHEQACMIEARgsgefiF3RE17zyD1a9j6xsBZAwQLQBlgyOAGQcQgLSIBu3f6gFED7+sOxAAAkAASUEAYjrt3+oBRA+/rDuOK4DdlVk24DyCcTxnAARQHgQgptP+rR9A9PCLuiO5ACINUEoAuwZAAAggLf0LQNxDo/Zv9QCih1/UHQgAASCApCAA+Xyn/Vs9gOjhF3UHAji0ACQGmAlA2+AIYEZxAej50M0H0Dpf1EAWbeemKk0TG6vP91H8qQ61ezAtfAQgn+/0HfD6AUTv/UneeYyZd5/B+g2R77/n+ghgd2OWDbiPYBzPG4CPAErTvQDkNTRs/1YPIHv4Bd0xjAD2DIAAEEBaEIB8vtf+rR5A9vALuiO9AOIMkEsAnpUZNuA+gnE8c4AIAagbHAHMQADy+V77t34A2cMf7g4EgAAQQFJ6F0BEC43bv9UDyB7+cHcggKMLIGgABJAWBCCf77Z/qwcQPvzB7oiY3zmDzVvi6hsBIAAEYAIBjBhA9vAHu+OgAvBszLCBnSMYx7MHQABFQQDy+X77t3oA4cMf6g4EgACuAtA3OAKY0bkAYkpo4P6tHkD48Ie6I4MAogyAABAAArCBAIYMIHv4Q91xTAF4FmbZwM4RjOP5AyCAkiAA+XzH/Vs9gPDhD3THQAJwGwABIIC09C2AqA4auX+rBxA+/IHukM/vncH2TVH1jQAKBBAJwNDgCGAGApDPd9y/1QNIH35/dyAABIAAkoIA5PMd92/9AMKH398dhxSAb2GGDezt0DheIgACKAcCkM/33L/VA0gffm93IAAEgACS0rUA4ipo6P6tHkD68Hu7I4cAYgxQUgBOA4whAJ8BEEBaEIB8vuf+rR9A+vD7ukM8v3sGjrfF1HcGAXgXpt/A7g6N440IwNLgCGAGApDPd92/1QNIH35fdyCAMQTgMQACSAsCkM933b/VA4gffk93IAAEgACS0rMAIhto7P6tH0D68Hu6AwEMIoB9AyCAtCAA+Xzf/Vs9gPjh3++OAwrAvzD9BnZ3aBxvQwCmBkcAMxCAfL7v/q0eQPzw73dHFgFEGAABIAAEYCOdAGILaPD+rR5A/PDvd4d0fv8MXG+MqG8EUCoAAigDApDP992/9QMggK0A/PvSb2B/h8ZxBIAATCCAYQMggDgBOAwwjgD2DIAA0oIA5POd92/1AAgAAaQRgK3BEcCMfgUQ3T+j92/9AAgAAcgDIIASIAD5fO/9Wz0AAlgLILAv/Qb2d2gcRwAIwAQCGDdAqfbxnIHzrQhAPl4wAAIoQLcCiK+f2vVHAAQQJ4CtARDASQDGBkcAMxCAfL73/q0fAAHE3cTqDXh2aBwvGQAB5AcByOe779/qARAAAkAATYEA5PPd92/1AAgAASCApuhVAIr2qV5/BPjA2B2y8vAFcL61lgCC+9JuwLdD43jRAAggOwhAPt9//1YPYOyOTAIQG6C0ADYGQAAvArAVOAJYgADk8/33b/UAxu5AAGMJwGEABJAWBCCf779/6wewdQcCQAAIICmdCkDXPjaO0L/VA9i641gCECxMuQHfDo3jhQMggMwgAPn8Afq3egBbdwwngPW+EMD33xv7HwEsQADy+QP0b/UAtu4QlYc/gBMEIB4vHQAB5KVPAcRXz/7DL58/QP/WD2DqjlwCkBogqQBEG1NtwLtD4zgCQAAmEMDYAUzdgQCGE8DaAAggLQhAPn+E/q0ewNQdCAABGPsbASxBAPL5I/Rv/QCW7hhPAKt1IQAEkJYuBRDXOqGHXzx/iP6tHsDSHUcSgHBlmg14d2gcLx8AAeQEAcjnD9G/1QNYukNSHsEALhCAdLy2AP6EAJKCAOTzh+jf6gEs3YEABhTAMwLISI8CiKkcwcMvnj9E/9YPYOiObAIQGiChAKQrU2zAv0PjeGUBfIQA0oIA5PPH6N/qAQzdMaAAlusaUgDPCCAfCEA+f4z+rR7A0B0IYHABfIQAEoMA5PPH6N/6AfTdISgPSQAHCEA4XiUAAshGhwIQPzrSh186f5D+rR5A3x3HEYB8Z9EbCOzQOF5VAB8hgNQgAPn8Qfq3egB9d4wogMW6BhXAMwLIBQKQzx+kf+sHUHdHPgHIDIAAqgrgIwSQnP4EEPHoSB9+4fxR+rd6AHV3HEYAMUuL3UBgh8bxSgEQQCYQgHz+KP1bPYC6OxDAyAL4CAGkBwHI54/Sv9UDqLsjXB6yAA4QgGwcASAAEwiAAFoDjCmA+baGFcDz1P8IIDHdCSDq0RE+/ML5w/Rv9QDa7jiKAOK2FreB0A6N4wgAAZhAAARoUQAiAyCAegGu/YsAkoIA5POH6d/6AZTdgQAQAAJICgKQzx+nf6sHUHbHQQQQubW4DYR2aByvFeDxEQHkoDcBRD47wodfNn+c/q0eQNkdwfIQB9jSrgBm20IACCAtCEA+f5z+rR9A1x0IYFQBnNaAADKAAOTzB+rf6gF03XEMAUSvLWYDwR0axxEAAjBhE0D0szOjofojgK47EMCgArjsAQGkBwHI5w/Uv9UD6LojpwAkBqgkgPu2EAACSAsCkM8fqH/rB1B1R6g8YgJsQACS8SoBpjUggPQgAPn8kfq3egBVdxxCAIq9yTcQ3qFxvKYAHhFAcvoSgOLZudNS/RFA1R0IYEgB3PaAAJKDAOTzR+rf+gE03YEAxhbAIwJIDQKQzx+qf6sH0HTHEQSgWpx4A+EdGscrBJjtAQGkpisBqJ6dG03VHwE03ZFVAAIDIIDKAnhEAIlBAPL5Q/Vv9QCa7giUR1yADQhAMF4+wGIRCCAxCEA+f6j+rR9A0R0IYHQBPCKAtCAA+fyx+rd6AEV3HEAAusVJNyDYoXG8eIDVJhBAWnoSgO7ZudFW/RFA0R3DCuC6LATwAQJICgKQzx+rf+sHiO8OBDCcADZXEAEkBQHI5w/Wv9UDxHdH/wLQblC4AcEOjeMIAAGY0G/vYPVHgPju8JdHdIA1CCA8XjjA9gp+gABSggDk8wRIHCC6O8YVwKNoA5IdGsfrC+ARASQEAcjnCYAAEEDRAI4r+MGj0QAIYA4CkM8TAAEY+19/CUQbkOzQON6CAGwGQABzEIB8ngAIAAGUDOC6gucNIoBUIAD5PAFSB4jtDm95aAIsQQDh8TYEYDEAApiDAOTzBDi4AIIGsArAcgkEGxDt0DheMoDzCk4bRABpQADyeQIgAARQMIDzCl43iACSgADk8wRIHiCyOxAAArhtEAGkAAHI5wmAABBAuQDuK3jfIAJIAAKQzxMAARj7HwEkFIDSAAhgDgKQzxOgZQHoAixpWQCPwQ3IdmgcLxdg5wrON4gAzCAA+TwB0geI647cAggZAAG0JQCVARDAHAQgnycAAjD2PwIQB9i7gssNIgAjCEA+TwAEgABKBdi7gqsNIgAbCEA+T4AMAaK6Y2gBPIY2INuhcbxUgN0ruN4gAjCBAOTzBEAACKBQgN0ruNkgArCAAOTzBGhYAOoAC3IKQBTAR2ADwh0axwsF2L+C2w0iAAMIQD5PgBwBYroDASAAxwYRgB4EIJ8nwOEFEDAAAigUwHMFXRtEAGoQgHyeAAjA2P+2S4AA9u5BBKAFAcjnCYAAEECJAL4r6N4gAlCCAOTzBMgSIKI7EAAC2NkgAtCBAOTzBGhXAJYAc7IJQBrAxygC8F7BvQ0iABUIQD5PAASAAAoE8F7B3Q0iAA0IQD5PgDwB5N2RXwB+A1QWwOMYAvBfwf0NIgAFCEA+TwAEgADyB/BfQc8GEUA8CEA+TwAEYOx/BBAOELiCvg0igGj0Avjxk9evX/9x8aYf3n9502//8/7b91/eQAAEWCPujt3yMAaYgQD8400LQGQABDBHLYBz2b9+/bu/3d/09aXyL1aYfh8BECAYQNwdowvgcQABhK6gf4MIIBKtAF7ewf/9ueXvHwO8u1T/169/85fzr37vHEQABFgj7o5uBRARwAsCCN2DCCAOrQDeXd73/+H9+3v4X08y+Ppc/V+vPj10BQEQYI24OxDA4QUQvIKhDSKAKLQCmPr9p89f/3l6y0+fn9/zn973v/1qDQIgwAZz+1gDzEAA3vHmBRA0AAKYoxTArd+/3b6jfxbAj5/87r/f3/4NAAIggANz+1gDzEAA3vHMAYIbENyDCCACpQB+/GSq9m83n+q/fFBw/Tvg2wcIv5pQJ/35AzgqXxhJmeXDDKRLZ91U6yRZ0p+yom+wFrEKYPt3vd+e/3Zg+hvhH96/fiYIAcA+LdTGBAKoSKItIQAxyQXw7vJFQNePDDafIuJTQATYYvz8gz3AnRyfAooK4M1/8E8BCTYg2iCfApKSWgBT/9/44f35dwr8jAAI4MLYPvYAdzIIIC6AN/+xBSDZgGyDCEBI4r8D+HbV/4uvEz2DAAiwxdg+9gAzEIBvvBMBeAyAAOYk/Sqgnz7ffNkPHwEQQBLA1j4JAtxpWgAfRBfueofG8ZwCkG1AuCoEIEL/fQDnL++ZfR/A+RfXtl9+U8AcBEAAB6b2SRHgTtsCiPknNJ07NI53I4BdAyCAOQm/E3jW//NvC/7zchABEMCBqX1SBLiTXACxAXz5P4j6R5RdOzSOZxSAeANCEICAhD8L6Nv5T4Z7+Z1T8797vfoMEAIggBNL+yQJcAMB+MY7EsCOARDAHPVPA333+v7TQM9f7X/9+c/TG791/zBQBEAAJ5b2SRLgRusCsBmgXQFEbEAKAgiS5N8DOAvg3euFAC6/v/2JoAiAAC4s7ZMkwJ3EAogP4Ml/ntc177RDy3BvAnAaAAHM4V8Ek88TIGcAffskCnADAXjGswkgagNiEEAABCCfJwACaEIAFgMMJgCHARDAHAQgnycAAmhDAAYDtCqA2A2IQQBeEIB8ngAIwNj/CKC4ADYGQABzEIB8ngBZA6jbJ1WAKx0IQG+ARgUQvwE5CMADApDPEwABtCIAtQEGFMDKAAhgDgKQzxOgSQEkC3AjpQBUAfbzH1QAmg1EgAB2QQDyeQLkDaBsn3QBrvQgAK0BhhTAwgAIYA4CkM8TAAG0IwClAcYUwNwACGAOApDPEwABGPsfATgDKDcQAwJwgwDk8wTIHEDXPgkDTPQhAJ0BRhXA3QAIYA4CkM8TAAG0JACVAVoUgH4DMSAAFwhAPk+AFgWQMsAVBBB1CawB9BuIAgE4QADyeQIgAGP/pxWAxgANCsCygSgQwBYEIJ8nQO4AmvZJGmCiFwEoDDCyAB4RwAYEIJ8nAAJoTADxBmhPAMYNRIEA1iAA+TwBEICx/xFAXQE8IoAVCEA+T4DsAeLbJ3GAC/0IINoAzQnAvIE4EMASBCCfJwACaE4AsQYYXQCPCGABApDPE2AUAewZAAEkF0CCDUSCAOYgAPk8ARCAsf8zCCDSAAgAAcxBAPJ5AuQPEN0+qQNc6EkAcQZoTABpNhB3BATIOuC8AAAXxUlEQVQwAwHI5wmAABCAbb4FATj+oXgEUAwEQAAPse2TPMCFJAKwBNjL75zX9280iQWQagNRR3D8Q/EIoBgIgAA+ItsnfYAzfQkgxgAI4HQABHAFAcjnCTCMAHYMgADSCiDdBmKOcPofBDCBAOTzBEAAbQogwgAI4HIABHABAcjnCVAiQFz7ZAhwJoEAbAF28u/Nq/pXQVIBJN2A/AiX/0MAZxCAfJ4ACAAB2ObbEYDWAAjABgIggJeo9skR4ExvAhAboCEBJN6A+AjX/0AAPyOAmHkCIABj/+cTgNQACOB+AASAAGLmCVAkQEz7ZAlwBgEIL0H0Ea7/kXwD0iPc/xMBIICIeQIggHYFIDQAApgfAAEgAPk8ARBAwwKQGaAZAeTYgOwI818ggNIviAAIEEDePpkCnLAKwBzAPY4A0gog3gAIwAYCIEAAeftkCnCiQwGIDNCKAPJsQHSE5S8RQFkQAAECyNsnU4ATPQpAYgAEsD4AAigKAiBAAHn7ZApwwigAewD3eGBe3L9aUgkg2wYER1i/AQGUBAEQIIS4fXIFOIEARJcg/gjn/822AcERNm9BAAVBAAQIIW6fXAFOdCmAsAHaEEDGDYSPsH0TAigHAiBACGn7ZAtwok8BBA2AAFwHQADFQAAECCJsn3wBHo0CSBHAOX4MAWTdQPAIrjcigFIgAAIEEbZPvgCP3QogZAAE4D4AAigEAiBAEGH75Avw2K8AAgZoQQC5NxA4gvvNCKAMCIAAYWTtkzHAo9MAUgGkCeAaRwC5BCA1AAKwgQAIEEbWPhkDPPYrAL8BGhBA/g34j7D3GwigBAiAAGFE7ZMzwGPHAvD/u8rG+j6wAGQGQAA2EAABwojaJ2eAR4sAEgVwjR9AACU24D3C/m8hgPwgAAIIkLRP1gA9C8D7r6oZ6/vQApAYAAHYQAAEECBpn6wBuhaA799UMNa3WQCFNuA5gu83EUBuEAABBEjaJ2sABCC5BAraFkDYAAjABgIggARB++QN4DKATADJAjjGjd9JgQCClwAB5AUBEEBCuH0yB+hbAPs/T8lW32YBlNvA7hECv48AsoIACCAh3D6ZAyCA8CVQ0L4AAgZAADYQAAFEBNsndwCtANIFcIwb/xalugBKbmDvCME/gQAyggAIICLYPrkDdC6Ave+lsBX4EALwGgAB2EAABBARbJ/cARBA8BJEU3YDO0cQ/BkEkA0EQAARofbJHsBhgK4EsPOltKYCH0UAHgMgABsIgAAyAu2TP4BOACkDbMeNG6wsgOIbcB5B9KcQQCYQAAFkBNonf4DuBeD8KMpS4AMJYNcACMAGAiCAjED75A+AAAKXIJYKG3AdQfjnEEAWEAABhPjbp0AAjQCSBtiOR847GtxQ4OtLEEuNDTiOIP2DCCAHCIAAQvztUyBA/wJw7NBQ4OtLEEmdDWyPIP6TCCADCIAAQrztUyLAxgAIYCgBOA2AAGwgAAII8bZPiQAHEMBmifUEUGsDmyNE/FkEkBwEQAApvvYpEiBeAIkDbMbj59c7VBf45hJEUm0D6yPE/GEEkBoEQAApvvYpEgAB+C5BHPU2sD5C1J9GAIlBAASQ4mufIgGOIIDVFhFA5AEQQFoQAAHEeNqnSIBoAaQOsBnXzC93qC3w7SWIouoGlkeI/PMIICkIgABi9tunTAAEsGZAATwigJQgAAKI2W+fQgEOIYDFGisJoPIGFkeInkAACUEABJCz2z6FAhxDAPM1IgDFARBAOhAAAeTstk+hAJECSB9gPd6pAKpvwBgAASQDARBAzm77FApwEAHM9ogAVAdAAKlAAASQs9c+pQIcRQD3RVYRQAsbMAZAAIlAAASIYKd9SgWIE0CGAOtxBFBJAI8IIA0IgAAR7LRPsQBHEcBtkTUE0MYGrAEQQBIQAAEi2GmfYgEOI4DrJhGA+gAIIAUIgAAxuNunWIAYAWQJsBo3zE87NPW/SgDNbMAaAAEkAAEQIAYEsBhHABUF8IgA7CAAAsTgbJ9yAQ4kgMdKAlifguX8KwvgEQGYQQAEiAEBLMZN8wjAHAABWEEABIiiGwHkCbAa708Am1OwnEF1ATwiACMIgABR1BXA0gCdC+ARAdgDIAAbCIAAUSCA+bhxvrwAtqdgO4PqAvgAAZhAAASIoxMB5AqwHEcACCApCEA+T4BGBFAywLEE8FhaAI5TsJ0AAkgLApDPEwAB9C6ARwSAAOYgAPk8AeoEQAD38c4E4DoFW34EkBYEIJ8nwIACWBjAI4B8ARbj9vpDAMZxBGACARAgEgRwH09QfwUF4A5gy48AkoIA5PMEaEMAZQMgAASwGEcAJhAAAWLpQAAZAyzGU9RfMQHsBTDlRwBJQQDyeQIggCMIwGIABIAAbCAAAsSCAG7jPQlgP4AlPwJICgKQzxOgVoCaAng8ngAMBkAACMAGAiBANM0LIGuA+Xii+kMA+nEEYAIBECCaRfuUDoAAdALwBtDnRwBJQQDyeQJUC4AApvFU9YcA1OMIwAQCIEA8jQsgb4D5eLL6yy6AUABtfgSQFAQgnycAAjiMAJQGQAAIwAYCIEA8CGAa70YA4QDK/AggKQhAPk+AegEqCuDxmALQGQABIAAbCIAACu7tUz5AUAC5A8zGU9ZfTgGIAqjyI4CkIAD5PAEQAAJAAAigDh/AwHxxpfxLfxiifKQ0fJGN2meWk9o9mBY+ApDPE6BigIY/AsgeYDae9v3fbB8BSAMo8vMRQFIQgHyeAAgAARj7v7ENKMYRgAkEQAAN1/apEeCwAog3AAJAADYQAAFUIIDHDPWXRQAxAaLzI4CkIAD5PAEQgLH/m6s/BBA9jgBMIAACqEAAjznqL4MA4gLE5kcASUEA8nkCVA2AALLUHwKIHEcAJhAAAXQ0KoASAe7jHQggNkBkfgSQFAQgnydAfQFUCXBoAcQZAAEgABsIgABKqgng8dACiDJAWACKAFH5EUBSEIB8ngAIwNj/TdYfAogaRwAmEAABlCCATPWXUgCqADH5EUBSEIB8ngAI4JACiDAAAkAANhAAAbQggOYFoAwQkR8BJAUByOcJUF0AxtdPL4BCAW7jmeoPAcjHEYAJBEAALdUE8Hh0AYgNEBCAPoA4PwJICgKQzxOgcoAPEEC2+kMA0nEEYAIBEEA93pwAigW4jrctAEsAaX4EkBQEIJ8nAAI4rACEBkAACMAGAiBAtddHAJ4AdgEYA8jGEUBSEIB8ngAIAAEgAARgAQEQoNrr6wO4BVAwwDSecwNWAZgDiMYRQFIQgHyeAAjgyAKQGAABIAAbCIAA1V4fAWQUQIIAknEEkBQEIJ8nAAIw9n/jG0AAgnEEYAIBEKDa6yOAQACDANIECI8jgKQgAPk8ARAAAkAACMACAiBAtddHAKEAagGkChAcRwBJQQDyeQKMK4BHhwDKBriMZ98AAgiNIwATCIAA1V4fAeQSQLoAoXEEkBQEIJ8nAAI4vAACBkAACMAGAiBAtddPKoDCAS7jBTagEUDSAP5xBJAUBCCfJwACQAAIAAFYQAAEqPb6CEASAAF4xxGACQRAgGqvbwkwjgB8BnALIHUA3zgCSAoCkM8TAAEY+7+TDSAAzzgCMIEACFDt9RFAFgGkD+AZRwBJQQDyeQIggDEEsG8ABIAAbCAAAlR7/YQCKB/gPF5qAzECyBJgdxwBJAUByOcJgAAQAAJAABYQAAGqvT4CEAeQCyBTgL1xBJAUBCCfJ8DIAnhcCKBGgMeiG0AAO+MIwAQCIEC110cA6QWQLcDOOAJICgKQzxMAAYwjALcBEAACsIEACFDt9RFATACRAHIGcI4jgKQgAPk8ARCAsf+72gACcI4jABMIgADVXh8BRAUQCCBvANc4AkgKApDPE2BoATwOJwCHARAAArCBAAhQ7fVTCaBSgPYEkDuAYxwBJAUByOcJgADGEsDWAAgAAdhAAASo9voIIDaAXwAFAmzGEUBSEIB8ngAIAAEgAARgAQEQoNrrJxJArQA1NuATQJEA63EEkBQEIJ8nwNgCeBxRAI8IYDWOAEwgAAJUe30EkFIAhQKsxhFAUhCAfJ4ACMDY/z1uAAEsxxGACQRAgGqvjwA0AXYEUC7AYhwBJAUByOcJgABGFMAjApiPIwATCIAA1V4fAaQTQMkA83EEkBQEIJ8nAAIw9n+nG0AAs3EEYAIBEKDa61sDjCqAx60ACge4j9e+BxCADQRAgGqvjwAQAAJYgADk8wRAAMb+73YDawEUD3Abr30PIAAbCIAA1V4fAagDIIDrOAIwgQAIUO31EUAiAVQIcB2vfQ8gABsIgADVXh8B6AMggGkcAZhAAASo9vrmAB8a+7/nDcwEUCfAZbz6PYAATCAAAlR7fQSAABDAAgQgnycAAhhYAI83AdQKcB6vfg8gABMIgADVXt8ugNoBqm4AATwiACsIgADVXh8BpBBAvQCPtTfwiACsIAACVHt9BGALgAAQgBUEQIBqr08AY4CTAKoGqL4BBGAEARCg2usTAAEggAUIQD5PAAQweoAvvqgcoPoGEIANBECAaq9PAHMABIAATCAAAlR7fQIQAAEsQADyeQIgAAIMHwABmEAABKj2+gQgAAJYgADk8wRAAAQYPgACMIEACFDt9QlAAASwAAHI5wmAAAgwfAAEYAIBEKDa6xOAAAhgAQKQzxMAARBg+AAIwAQCIEC11ycAARDAAgQgnycAAiDA8AEQgAkEQIBqr08AAiCABQhAPk8ABECA4QMgABMIgADVXp8ABEAACxCAfJ4ACIAAwwdAACYQAAGqvT4BCIAAFiAA+TwBEAABhg+AAEwgAAJUe30CEAABLEAA8nkCIAACDB8AAZhAAASo9voEIAACWIAA5PMEQAAEGD4AAjCBAAhQ7fUJQAAEsAAByOcJgAAIMHwABGACARCg2usTgAAIYAECkM8TAAEQYPgACMAEAiBAtdcnAAEQwAIEIJ8nAAIgwPABEIAJBECAaq9PAAIggAUIQD5PAARAgOEDIAATCIAA1V6fAARAAAsQgHyeAAiAAMMHQAAmEAABqr0+AQiAABboBfDjJ69fv/7j/pscv38CARCg2usTgAAIYIFaAD+8//rE7/628ybH759BAASo9voEIAACWKAVwMv7978/t/wf3W9y/P4FBECAaq9PAAIggAVaAby7vG//w/u//U/nmxy/fwEBEKDa6xOAAAhggVYAX1/etf/p89d/dr7J8fsXEAABqr0+AQiAABYoBfDT57/5y/k/vr19jmfxJsfvTyAAAlR7fQIQAAEsUArgx0+mT+18e/pU//ZN29//1YQ+6gcAAJXRN1iLWAXwbiuAd3MBvEsnAAAASEkxAVwxfPykHp0OYJ0nQOUA5tcnAAEqBtB1bV4QAAG6CdDzw08AAui6Ni/F/g7gSo3FTwewzhMAARCAAIbR9ujoq4BGrz8C9PzwE4AAuq7Ni/77AM5f37/8PoDZmxy/f6HG4qcDWOcJgAAIQADDaHt09J3Ao9cfAXp++AlAAG1J56SjnwU0ev0RoOeHnwAE0JZ0TtQ/DfTd6/tP+/zh/fNn/OdvWv5iRo3FTwewzhMAARCAAIbR9kjy7wFMAsj87wGMXn8E6PnhJwAB1F2bkY7+RbDR648APT/8BCBA6a6VgAAI0E2Anh9+AhCgdNdKQAAE6CZAzw8/AQhQumslIAACdBOg54efAAQo3bUSEAABugnQ88NPAAKU7loJCIAA3QTo+eEnAAFKd60EBECAbgL0/PATgAClu1YCAiBANwF6fvgJQIDSXSsBARCgmwA9P/wEIEDprpWAAAjQTYCeH34CEKB010pAAAToJkDPDz8BCFC6ayUgAAJ0E6Dnh58ABCjdtRIQAAG6CdDzw08AApTuWgkIgADdBOj54ScAAUp3rQQEQIBuAvT88BOAAKW7VgICIEA3AXp++AlAgNJdKwEBEKCbAD0//AQgQOmulYAACNBNgJ4ffgIQoHTXSkAABOgmQM8PPwEIULprJSAAAnQToOeHnwAEKN21EhAAAboJ0PPDTwAClO5aCQiAAN0E6PnhJwABSnetBARAgG4C9PzwE4AApbtWAgIgQDcBen74CUCA0l0rAQEQoJsAPT/8BCBA6a6VgAAI0E2Anh9+AhCgdNdKQAAE6CZAzw8/AQhQumslIAACdBOg54efAAQo3bUSEAABugnQ88NPAAKU7loJCIAA3QTo+eEnAAFKd60EBECAbgL0/PATgAClu1YCAiBANwF6fvgJQIDSXSsBARCgmwA9P/wEIEDprpWAAAjQTYCeH34CEKB010pAAAToJkDPDz8BCFC6ayUgAAJ0E6Dnh58ABCjdtRKKC0DNr35FgMED1H59AhCgfoC0IAACdBOg9usTgAD1A6QFARCgmwC1X58ABKgfIC0IgADdBKj9+gQgQP0AaUEABOgmQO3XJwAB6gdICwIgQDcBar8+AQhQP0BaEAABuglQ+/UJQID6AdKCAAjQTYDar08AAtQPkJZ+BAAAAElBAAAAg4IAAAAGBQEAAAwKAgAAGBQEAAAwKAgAAGBQehHAT5+//mO1F//h/dcXfvuf1TL8+MkpwO/+VvHFT/y+yuvfr8ALf66doNZd8PIMnKjzHPz4ye20Z/9ZnB/er/gMTtQ8/+T0IoCX569S+f28ePjrtM+sgas8/veXr7QBBHCt/1obQAA3EEAFvv7t/1mrfE933SSfrys9/KcC/vMlQBUD3G75UwvVuAy3K1CN2s1z2vz50t/uhbIggBsIoDw/fvK7/7fWpx9m9fPyFFax0Ne3D3++raKg2S1fJwACmL3v8W2ND4YRwA0EUJ53r/9Yce33+vm6yjvgs7u+zt+FzHZfx4HDC+CH93/zl+t///jJ/b+LgQBuIIDi/PT5yy1fp3xP1P4IoN6ZT8xv+W9rfCQ2vACqbH0OAriBAIpzfv7fVftr4NnfAdSIUOsTT3fmt3yVLh5dAE3dAgigfoZk9CGAb0/vAlf5yPfM/StAqlz5eid+TzAXQIUlzL4Gp5IJ7glqvCvewi1w/zqsil8OjQAS04UAfvr8vPGvG/gq9DpfgVf/6UcAlQUwLf3bWl8MjABuIIDSvLs8dO9q3Xi3T0C8tEAFA5z/BqQqDQhg7E8B3d4HqCgAPgU0gQBK83X1bwK61k+Vv4do6hPAdVYwugCWt8C3CKAmCKAws48+69TAvX7qXPv5l4BU+TCIrwKq3TyLrSOAqiCAwry73vzzL4YuSW0BzO/6Kn8Rsnj6+T6AKi8/u/URQNUXb0FCyehAAPdPgb98IFzlr4Erfwpo/uWn717XcODiO4FrbGB4Acy/E7jKNwMigJuF6309egY6EMDs4a/018C3BO8q/jC20/vdtx8IU/z1p72/BKnyQRgCOF3631//o8IHYQjgvPqX2/DlGaj8fZkp6UAAsw9463z+oYEvQuSngb6u/vdAtT/u/7rqBhDAz+d3AOt+FWx62hfA4nar86249/qp99U4lwxj+gcBXPi62vchIIDry1e7AJloXwAAAJAFBAAAMCgIAABgUBAAAMCgIAAAgEFBAAAAg4IAAAAGBQEAAAwKAgAAGBQEAAAwKAgAAGBQEAAAwKAgAACAQUEAcHi+evVv/zX/9TevfvHXWlkAWgIBwOFBAABuEAAcHgQA4AYBwHAgAIALCACGAwEAXEAAMBwIAOACAoDDc/s7gH/8+tWrV79EAAATCAAOzySAf3366swv/i8EAHAGAcDhmQTw1em9//P/IQCAMwgADs9FAP/49at/P//ym1cIAOAMAoDDcxHAV9fa/+cfEADAGQQAh+csgH99ev4E0OXXCADgBAKAw3MWwMv7/VcB8FVAABcQAByeqwD+ffo1AgC4gADg8PARAIAbBACHh78DAHCDAODwXL4K6PZ+/4sKEADACQQAh+f2fQCXDwH4PgCACQQAh2f6TuCX4r98JPAKAQCcQQBweK4/DO4rfhYQwAIEAIfn9tNA//kHfhoowAwEAAAwKAgAAGBQEAAAwKAgAACAQUEAAACDggAAAAYFAQAADAoCAAAYFAQAADAoCAAAYFAQAADAoCAAAIBBQQAAAIOCAAAABgUBAAAMCgIAABgUBAAAMCgIAABgUBAAAMCgIAAAgEH5/wEWPC7JAopyNwAAAABJRU5ErkJggg==" alt="" width="768" />

这里需要注意的是，位置函数需要特别定义position=position_dodge(width = 0)。 另外，多分类的时候，应当设置透明度，如alpha=0.5。

2.堆积面积图

堆积面积图特点是会一层一层覆盖上去

ggplot(df1,aes(id,value))+
  geom_area(aes(fill=item),alpha=0.5)+
  labs(title="aaa")+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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" alt="" width="768" />

3.百分比堆积面积图

百分比堆积面积图特点是先把数据转换为百分比，然后一层一层覆盖上去

ggplot(df1,aes(id,value))+
  geom_area(aes(fill=item),position="fill",alpha=0.5)+
  labs(title="aaa",fill="")+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

aaarticlea/png;base64,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" alt="" width="768" />

4.三维面积图

3D不做图

5.三维堆积面积图

3D不做图

6.三维百分比堆积面积图

3D不做图

7.分面来代替3D

如果觉得面积图用透明度也一样不是很清楚的话，那不妨用分面。

ggplot(df1,aes(id,value))+
  geom_area(aes(fill=item),position="stack",alpha=0.5)+
  labs(title="aaa",fill="")+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])+
  facet_grid(item~.)

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" alt="" width="768" />

XY散点图

怎么说呢，散点图基本上来说是所有图形的基础图形，所以一直以来对散点图还是有很深的感情。 说到散点图本身，其实就是知道x和y坐标，然后把点放上去的一种图形。

1.散点图

散点图的特点是，已知x和y的数值，然后把点放上去。

ggplot(df1,aes(var,value))+
  geom_point(aes(colour=item))

aaarticlea/png;base64,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" alt="" width="768" />

2.带平滑线和数据标记的散点图

带平滑线和数据标记的散点图的特点是，已知x和y的数值，然后把点放上去。然后用平滑的曲线连起来。

df1_a<-df1 %>% filter(item=="a") %>% select(value) %>%
  unlist %>% spline(,1000) %>% as.data.frame()
df1_b<-df1 %>% filter(item=="b") %>% select(value) %>%
  unlist %>% spline(,1000) %>% as.data.frame()
df1_c<-df1 %>% filter(item=="c") %>% select(value) %>%
  unlist %>% spline(,1000) %>% as.data.frame()

df1_sp<-bind_rows(df1_a,df1_b,df1_c) %>%
  mutate(item=rep(letters[1:3],each=1000))

ggplot()+
  geom_point(data=df1,aes(id,value,colour=item))+
  geom_line(data=df1_sp,aes(x,y,colour=item))+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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" alt="" width="768" />

这里需要注意的是，平滑线的应用方式并不是ggplot2自带的geom_smooth函数,而是借用splines包里面的spline函数，在原先10个点的基础上，创造了1000个差值点，用于平滑。 这里其实出现了一些重复操作可以用函数封装，如果有自动化需求的读者，可自行编写。

3.带平滑线的散点图

带平滑线的散点图的特点是，已知x和y的数值，直接用平滑的曲线连起来。

ggplot()+
  geom_line(data=df1_sp,aes(x,y,colour=item))+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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" alt="" width="768" />

其实从某种意义上来说，应该算是线图了。

4.带直线和数据标记的散点图

带直线和数据标记的散点图的特点是，已知x和y的数值，然后把点放上去，再用线段把他们连起来。

ggplot(df1,aes(id,value,colour=item))+
  geom_point()+
  geom_line()+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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" alt="" width="768" />

5.带直线的散点图

带直线的散点图的特点是，已知x和y的数值，直接用线段把他们连起来。 。

ggplot(df1,aes(id,value,colour=item))+
  geom_line()+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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UMzHM/0SfKJFdBWT8AAAOFDQAAZlJUb/07AGBrQA2AZeo/+lT55Coo6wcAYKCwAQDATIrqrX8HAEwNEGaAYgacq/4BgHwGBu2/tQ24mx0A0ElRvfXvAICpAUL/DxtYfekLAMhnYMz+W90AAGAnRfXWv7MPxqb7b3UDCgBsLvuMjCUOAAAlAXpsfzAAANhJUb3NCwCAoQHKDJDfwP6q/8MC4HS6jg4A9VPduqwAAGAnRfU2LwAAhgYo/d9nwPelr9wAUBAAAAAAAABXAIDcADtBwwZEAPDd722KjSYAgB7bn6shAbDa6ACATvLqbbsKdz625f5b2wBpBmhjIND+pwhNAIAO25+r8F0+ChkAAIzVEwD2BOAlEK96iT80ALgGYq0giJP+AaC9G0SH7c/V5XIFAORrblAdAWBHAADAygBtAOAYSHwSBADyGGgDADoCdFgBAMBQiupNOwCwDsZ2+291A7T+7zTgRBc4JgBu/X9wANw2+1X3UOYuKwAAGEpRvV1fAQCMDHAAEJ76d/P5EwIAHbY/R7f+PyAA1pscANBJUb1dowIAbAwQZ4Cm+egnnQbMCwB5DwIALACgIkB/FQAALKWo3u0fACCHAWL/n67ki0COCwAlAfprf44uMwCUQ4D+KgAAWEpRvWnbWHgnAZrtv9UNUAFAvwYwMKYAAPprf45uZQcAAACdFNW7/7slACeBeNWuAU2CRg1QZ4A4Rz4AkMFAZQBcXgDQEKC/CgAAllJUb/4PADA3QO3/PAD4knYNgNvONjoAXtcB1DEwhxevwGaDAwA6Kao3/7dqLACAhYEcAPAnBQC6a3+OHADUeywzAGCr7gAwrQHAOBpb7b+1DTBmgACASUmA7trfW5cXAFRDgO4qAACYSlG9x//iIUCj/be6AcYAgGHAixWzg1/agQAADQAmAAAA0EpRveUHt7MAAGoD5AEADwBergAA3bW/t1YAqPZMHgDAVh0CYAIALA0w+j8AMDAALg4AKj6UrXgFtpsbAKiu8/n14+l+aR6kkVPNuO7fAmLlpSYWiOnFQq89bdBdblXyCvWvpYNv7h5HAO6HS8bHsTY/gNc2wJoBYhnwJO55BHDf0x4GNEOA3j7/vvUo+WsEUOmGrBgBGKtLAEwAgJkBcv8XAGCXGgDorf29dFkBoNoduQEAY3UKgFdrAQCUBlinAHgGAABTA3N4RQCsDMiHAJ1VYLexAQCdFNVzfnn1FsY3AZrsv7UNcGaAuAYyAkBKAADACACV7sYBAFirUwBMgiFAi/23ugHODBAfANvkAEBn7e+lCwCgN1C611LULQDeQwByAvGqfQYkCRo0kBMA++THAICGAJ21v5ee9XYAUOFK3AkAsFavAHg1FwBAY4AzAzQ2AOb9DACo+1WMCQCwVrcAmF4AoB6NDfbf6gZYAwABADbpAYDO2t9Tl1EBsN/UAIBOiuqtf2cPARrsv7UN0AcAIgDs+AIA9NX+XnqV2wVA8Vm4tQFxBs7CAIC1FNXbvLB0FwBAboDT/2UAWK8AAOir/T118QCgwmmYjQFpBs7CAIC1FNXbvgIAaA3wBgACA9kAIGw/NgBQEKCv9vfUu9grABTeBFsD0gychQEAaymqt33l0V3IJwHa67+1DTBngAAAAKDmJtgZEGbgLAwAWEtRvd1LTwIQE4hXHTTATNCaAXr/lwNgtYp+AfDYyQYFwGVYAHg2NACgk6J6+9cAAJUB5ikAiQEAwMjAEl4JAF4DsjmgrioAAJhLUb39a3N7AQCEBrgzQDIAuOsAALpqf08FACDbBl1VAAAwl6J6nhfv7YV6EqC1/lvdAHcGSGTgkACQE6Cr9rfoAgDYGCjdaynqHAATYwjQWv+tbgAAoGtsAAQMiOaAuqoAAGAuRfV8rz6GALQE4lXHDHAStGWANQOkAICzFsuDv+zHTwDAZ+DoAPBtZgBAJ0X1vC8DAFID7AGAzMAhALDsYkMC4BIDAH8j9FQBAMBeiup5X771F+JJgMb6b20DjAEAADA2AMIGAADWmhtU9wB4EICUQLzquAF6gqYMMPq/EgDvFR0GAGIC9NT+FgEAVgZK91qK+gfABACIDLAGAAoATACAgYFneHkAXOIAYG+FnioAANhLUb3AH85nAIBvQDADJAbAa00AQE/t76F1nbcGDg0A70YGAHRSVC/0FyIBmuq/1Q0IZoCkBgAAvYFnOAAAAJjqCACYAAC+AcEMUFsAKHkN4nP/GhAAlxQAuFuhowoAABmkqF7wT7chACWBeNVJA8QEDRmQzADJAfBc13EAICVAR+3voU2VdwYAAMaaG9QhAED7ONtS/61uQDIDJDYAAGgNvMJLA2D7Cd8DAOZm6KgCAEAGKaoX/tuJMgRoqf9WNwAAcDQyAFIGjgsA/yYGAHRSVC/yR0o/a6n/1jbAmwHSA+C8NSASAAAAAAC2OggAToSG1lD/rW5ANACQGwAAlAZe4YUBsJvg8QGAtx36qQAAkEOK6kX+eDoBAAwDnAGADQDOawMy1QLAqxO4BmQE6Kf9zdrV2GMAACCvuUEdBwDJltZO/61ugNP/LQAw5QBAufsQAAAxAwAAec0N6iAAoBCgnf5b3QBvAAAAjAqA/fSOFwCs7dBNBQIbGADQSVG92F9vWwsAoBoQzgCpAHB2DQgFABQHAMUAAEBdc4M6DgCSQ4Bm+m91A8IZII0BAEBj4B3eJgA4G6KbCgAAWaSoXvTP9yFAvK8103+rGxDOAAEAgwHA09m9BgAA4pob1JEAkJgEaqb/1jYgnQHSAeA8HQsAMgJ00/7u8hQYAAAAdFJUL/rnGQDRxtZK/61uQDoDpDLQMQDenQAACACAsSV6qUBo8wIAOimqF/3zKUmAVvpvdQOVAHA2P/gL3Yt4VAD4+rrfAABAW3ODOgwAHhsMAEgbYM4AGQFgAgDEBpzwsgCgGuAMAXqpAACQR4rqxf/+AECktzXSf6sbEA8AAAAAIGAAACCtuUEdDACxIUAj/be2AdYAwBQA52MBQESAXtrfFPhYPwwAghsXANBJUb3430+pIUAb/be6AVb/NwTABABIDTjhRQFAN8CYA+qkAgBAJimql1hgGQIE+1sb/be6AeYAAABwWsFIAPD39JABAICy5gZ1OACEJ4Ha6L+1DShmgNQAOAMAnbS/KVRcAAAA0ElRvcQCTwCEGlwT/be6AcUMkNaAOQDKPJAWACAYoM8BdVIBACCTFNVLLHBKEKCJ/lvdgGIGSA8AFnz2agwAEgJ00v6CHT1o4GAACG9aAEAnRfVSSzw3GgAQNqCZAVIbAAA6aX9TsLQRABC3RR8VAABySVG91BIvAPj7TAv9t7oBzQwQAAAAhA0AAOk1N6gjAiDQaFrov9UNVAaAjgBVAOC2gnEAEPpADwAAADopqpda4vQmgDeBeNVUA6kE9Q1wZ4BsAaAdAgAABQHANUCdA+qjAgBALimql1wkPgRooP9WN6AaAAAAWwN8AvTR/iQAoG6MLioQ2bAAgE6K6iUXeW82X6dpoP/WNsCcg8kAABUB9uvnEgAAoCUIfpwHAAAAnRTVSy7ibDYAwJeA2X/NAcA1sA0HAIoBgG+AOAfURQUAgGxSVC+5yCk6BKjff6sb4A4AMgBAQwAAoGUAEDdGFxUAALJJUb30Mu4QYNdp6vff2gaUM0DlT0Ik158fAKtWMAoAwh/m4wCgbI0uKgAAZJOieull3O0GAOyknAECAHYG2AToov1Fyho1cBgAxDYrAKCTonrpZVYA2Laa6v23ugHlDFD561CT6wcA2BkoCwEAWQyU7rUUHQ0AEQJU77+1DWhngCp8Ey21fgCAnYGwTGQuJwEAwubooQIAQD4pqkdYaLXlAIC1tDNADQKASwAAgAYAoQEAIL7mBnVoAKx7Te3+W91AIwCQEwAAKNL+Yh/kAQAAQCdF9QgLrbccAOCKPQOUBQCaIUAFAKx3qL0BLgF6aH+xmqYAkN4cHVQgulEBAJ0U1SMsdIoMAQAAVrznWDYCgJgAAEDjAKBsjg4qAABklKJ6lKU2QwC31wwOAO4TGXMBQDEEAABKtL/ox/gkAJLbo4MKAAAZpageZanNtgMAXuI+kx0AuGtIACgMAADR0PZ0dAA4zQYA4MT7PstZAUBKAAAAAAAAbHU8AAQJMDYAzmwAGBuYEyxWpOGe9fMIYA4ALgHab3/xWZw0AFLbo/0KxDcpAKCTonqkxbZbDwB46N51AQAAgAAAlQEAIBbano4PgFe3AQAY8d5PcmYAEBKgPAA2exMAAAAAADopqkdabLf1Xt1maACc2QAwNvBI8DQjDAcAsre/xBwOAQCJDdJ8BQCArFJUj7TY9iTAexJocADwDGQGgIwAAEAJACgNAACR0PZ0OACEhwAAQCsAkA4BWgQAkwDNtz8DACQypBLElb8CiQ0KAOikqB5tuf32W9rNyAA4MwHgP4oBgMMDINm+0wYAgHBoexoBABMA8Oi4HAAYG1gSvOyICOBdP4sAAEASAGoDAEA4tD0dEQCBIcDAADg3BgDhEKA4ALa7EgBAAkD8NHIygdZAKkPi7wBAVimqR1zQNwRgzoDrDAQTVDPAngQDAGYNB4D0NTwEAwBAMLQ9jQGACQBgGQj0AUsASAjQJAB4BGi8/aWv4j88AFKbEwDQSVE94oJeADC/B6syEExQy8CZDwBbA68EjiVJOACQt/0RbuRAAkD0ZhLpBFoDiQzxPwMAeaWoHnFBz0kA/r0wNQaCCWoZYF8IWwIAAgIAANkBYGIAAAiFtqcDAsC/CQGApgAgGgIAAL0AIPZEAUICrYF4hvifAYC8UlSPuqQfALzHoagMhBJUMnDmAiB0ADcJABYBeG9gtyMdHACUx7mQDHQMgOTWBAB0UlSPuqR3DkjzLFqugVCCSgbYd0MKHb+2AOBvjzYBwCJA0+2P8kBHAAAAUElRPfKi/o0IALQEAAmQAYBuABDO1HQFAIDsUlSPvGgAAEoC9AqAMxcAwcMXADg0AAgzQFQDAIA/tD0NBIDrsABgGggevcYAYG8PACAzAMwMAAD+0PZ0UAD4tuJVOQToFADnRgEgGAIAAP0AIJir5QpQtiUAoJOievRl/QBQTgJRRshR1QIA10AxAHA3R2EA7PeiQAEYBGi4/ZH2b6oBAMAb2p6GAoDuPPAoAAi/T+MxkBEAOAQAAGIAMDQQ2YloCbQGIhlifwQAcktRPfqyQQBoCNAnAM4CAJgaWCVY/QYAsNUNACLDSGICrYFwhtgfAYDcUlSPvqz3JMA9XkOAi5YAlQDANVAQAMytAQBkbH+0vRsAAAB0UlSPsXAIAIpJoAsAYH0aHADgKisATA2EryUmJtAaCGeI/I2wJQEAnRTVYywcBoCYAJfLtUMAnNkAiF3AAQBQlzQx4AnvBgDhbxNSE2gNBDNE/gYAZJeieoyFgwCQE2AGgIoAdQDANRC7hNscALyNURYAnn3owAAg7tsAAACgk6J6jIV9JwGWeAUAmE8gDxiQxx8NAFwaAwA5AWBsIHhHQWoCrYFghsjfAIDsUlSPs3QEADICXLoEwJkNgOhtXOwBwNoYofXTNwsAECyhNQCC9xQnJ9AaCGWI/A0AyC5F9ThLhwEgJMCt/1+VV4JWAQDXQPRGjtYAYG4LACAjAMwNhJ4rSk6gNRDKEP4TZTsCADopqsdZOgIA2STQDADdEKA8AM4AQMJARACA0gAAsAttT8cFwP4SjucPoiFApwBgGygNAM62aBYAdAI02v7IQ1sAAADQSVE91uIRAEgIcHkCQEGAHgAQf5qfOQB4mwIAyAeADAb8+1KjFZgFAOSXonqsxWMAEEwC3fbl2UBXANh+viYBwNLALsHuFdYQoCgAvFcSAwAcAwDANrQ9DQoANgE6BQDbQGkAsDYFAJCp/dEHtocGAGkrAgA6KarHWnx/EsCNZxPgDQA5AQCATABgfIClr2wsAGQx4D1Y2qzALACggBTV4y0fBQB3EujyBIBmCFAaALvplXR8nG95AEDfFO0CgEyANttfJgB487ZZgVkAQAEpqsdbPgEAHgHue3KHAGAbiL+7HADgbAkAIE/7YwxruQDYJ26yAg8BAAWkqB5v+TgAmARwASAmAAAAADTZ/jj30uAZAADWoe3pyADYbM5NPAcAlzcAFEOAwgDYT64k4xN0ywQA8pYoCQD/M4UAgAMDgLYNAQCdFNVjBqQAwCDAvB/3BwC2gcR7ywIAxoYAALK0P86glg2AXeoWK/AQAFBCiuoxAxIA4AwB1gCQEt6+naQAACAASURBVKAsADyfrFsFAHVLNAwAKgFabH+cHZprAABYhbankQFAJ4ALAPkQoDQA+AaqAIC+IcLrJ9/JgLgmAMDIAACwCm1PhwbAeoPu4smN5zIIAFKDGwDgiABgDWn5ANgmb7ACiwCAElJUjxuRAgB5EuixE78BICRAUQD4JlbSADA04E3gfZU8BwQA5AFATgP9AIC6BQEAlRTV40akAUBsPGsAiIcAhQHAN1AJAOTtUBAA/m4AAAgAsEnfYAUeAgCKSFE9bkQSANTOAwAIDHgT+F8+AgCoEwhUA4Fw+/bHG9DyDQAATmh7OjYAVpvUF0/qPJcdAGQEKAkA77RKIj75vvIBgEYAACALAPIaAACc0PZ0ZABMBABQOs+yC78NdAEAvoHk28oFAOoQAACwb3/MTzMSAKxX0FwFngIAikhRPXZIGgCk1gMACAz4EwReJw4BIuunPtOctNQ0FAByG+gEAOSv8gEAKimqxw4hAIAyCeQBgIgABQHg76jx+PS7ygYA4hAAAAAAAABbyQHw01cfP3788/v3n7/++NTv/rn8efnZlaJ67JD1SYAAAJKt57IDgHAIUBQAfAPpNzUOAALdIFoA2q3EiAZC4dbtj/tZRgSA1Spaq8BTAABPP3ya+/vv//V8YQOA5e9VATARAJDuPc/9dwUACQHKASAwpdIyACgEAAAyACC/AQDgFdqepAC4fcD/w9zl/7z9yw+ffvv3239f7n/3SFE9fgwFAMlJIA8AZEOAkgAQGKgJANoQAADoFADuSlqrwCL6M90AgLu+PD77//Bp+wn/NhCYmfDtHg2zFNXjx9AAkOg9gwCAMKoBAI4GAPZQVmQAAHiGticpAJb+fmv3f1n/4bsHGX7+eh4H7KWoHj9mdRJAOAF98QNAQIBiAAhNqCQAYGcgmCD4F9IcEABgD4ASBgCAZ2h7EgLg1d+/23zQ/+mrBxF++ur3//NpfwagMAAmEgDik0CvvXdloHEACAzUBQBpCBBbP22D5AQAqYc01v5KAcBZTWMVeAoAYOmnr5bW/t1mqv/5+/Mc8GuA8N+LpEZlOp0oS53PkT9eLvRXG1H0/YRU+R2dRabfMrVP221somrqUmijN320PNTfxrORFgCbc73PAcDt9XlosJwRvtYDgJoAIQC0u0+Lemn1NwQAlFepbV5730qrv21nJGMAfHleF/ocCWyniApPAbkju1h8eP7h4p8CkswBlZoCCs6mxOIp7yfnFBBlDqjYFFBoPuBoU0D8nVhmwJ0DaqsCT5FngDAFNCsAgP054R8+vb8pMEtRPUkUFQDB7vPedQGAzABIEgAAsG1/gksZhAYAgEdoe7I9B7C/KnT3iqJ6kigiAMJDgDAA+AcPN2AbT0sQ7qRNA4AwBGgcAJQu0lT7k3yIkQLgfRiJEmgNuBl8LwIAPAWuAtp/+6v+COC1ZWXdJwQAyfCZG7CNpwJAYIDEMwAAABAaAACmQwHg+u1jrmcz5/P69tcLEDskKKonCiMCINR+Lt0BIDKVou2fuQGQIkB0/bR3QFhmGgUAki+zHBQA9P4PADzk/Saw8+2vJwq+3Z4UUFRPFEYFQGASyJ283AKAfQ01c/ldPBEAEgMNACA9BCgFgGA7OBoAyhlwrqWQJdAacDJ4XgMAuPLeC+h1ZmD+y73zf/m4mQFqGADe9hMGgOBLNMzld/H5AECjWXYAJAgAAFi2P9m32aUGAIBjAeB+of/rbqDPq/3dCf/v/DcDrQCA57ZNxXvbT3cAiHXRGADMDEQTxP/cOwAIfaSh9ie7nxUAAAA85DwP4AmA1ef9+e/7O4IqqieLIwPANwl0iQKAeyMt3uL7eBoAJAYAAFcAgL2B9y21hAm0Bt4ZPK8BAMWkqJ4sjgGAff9Z3cRkmwAA4CoJgDgBAADD9id8poXYQMsAYPR/AEApRfVkcXQAeJpndwCI9tBgPLEZ5AZAaggAAJgCoKyB14P1pAm0Bl4Z9i8BAOWkqJ4s7nUSgNI+ty8kAMB8nB5raU88CQASA9SbKbcMANpX2dKLxNoBAKAwAACU7rUUHR8AEwcAmwZ0iQKA/UBt1tKe+AEAECVA8wBId5Jm2p9sBggAAACUUlRPGMgAwLZ/rp9k0QEA4h20eQAkhgAAgCUAShtYkNNMBRwBAOWkqJ4wkAOAiQkA1lFUBAASA9T3UQIAUYABAB0DYGoWAJz+DwAopaieMPB5EoAGgFUDSgCAeRTlB0BqCiXwOvVt5AdAYgoLALBqf8IZIAAAAFBKUT1pJAcAqw506Q8AIgMAwEpjAKC8gcfh1EoFHAEABaWonjSSBYBpBYCEAd7nqFYBQH4XRQAQu4y1CAAi7SBdgFQvaaX91QDABAC0JwBgK6cDJQHAO46yAyD5RSr/y+Q3UQAA8S+yxeMpj7VPGxgCANIZIC0ALs1UwBUAUFCK6kkjl5MA1PhXC7r0BwCRAQBgpTEAUMVAmwBg9X8AQClF9cShPABMbwAkDbA+SQEAJABEbmYHAAAAAICpAIC9ni2IAADWkZQbAOnbKXtfpUOsBACit7MGAGzan3gGSA2ASyMVcAUAlJSieuJQJgCePag/AIgM0N9CIQCEn2jWPgBS3aSN9ifu/1oDAEBrGgQA903MiJ9b0PZjUgAA9GMJACDFVwZArB0cBADyAQAAAAAopaieOHRiA+Deg7ZHid9AOwAgPFPX+yoAsNIQAKhl4IaeJirgitf/AQClFNUTh7IBMPUJAJEBxsfBUgAIvZHU+tPvBACoC4AJAGhMAIBX9x5EBQC9fzIMeOOjCdIDgBAAjAxQEpCWAgA0BlIZVDNABgCQr9vEAACw1igAODGPvfN5t6sGDLQDAJkBAGAtJQAS/aQNAFQ0AAC0pTEAMLEBMJ13e+oxAcA6i10KAIG3AgAAAACArQCAgG5DAJoBxmX0LAOe+FgCwgxQAABGBkgJaIvVBEC0HRwCAKpZGAMA6AhgDgBm/wcAlFJUTxwqAcC+C4UMtAIAmYE2AeB/MwCADQCqGgAAmtIwADgxj73LBQBgGSAlIC4HACgMJDLUB4CKAACArQYBwCQBwKYLhQFAvZsyy4AnPpKAMgPkM8C7mVHjAEj3NgDgqmvAJgZU4QCAqQCAgG676aYNBQ20AQCZAd7tTMsBwPt2ugBAIgMhgdZAPEP1/lvdwOo3bv8HAJRSVE8cOskAMAEAdAO0BNQFAQCFgXiG6v23+hBk9RsAUFiK6olDp/kkACt+3kvXbSgCAOIz1TkGfPHhBKQZIAAAAGhhCh4AaEijAGBiA+D+76oPhQ20AACZAeYzLQsCwPeGCgAgMYN/BABUNgAANCUAwK9lJ+0EALQBgBcANgaoCchLAgByA1E1AYCaX0QAAFYCAPx6AsDpQzEAkPbonACgJdi90jAAPG8pvf7U+ykBgPh3iSkJtAYiauJ7WA0BgN3/AQClFNUTh951Ym3q13Hi9KGIgV4BwGwHBQHgfUsAwDHuxFDzbnQAwFrDAIC3qd97aA8AIM4A+QBgY4CcgL4oACA3EFYjN+MEAJoRAOCVA4BXI4oCgLJHZwQAMcH2haYBsH9TtQFwppG2aQDUHoIAAG0JAPDK2UNfx3zMAAAgMxBRFQBEdpLzopQFACCRYar5TMoJAFhrJADQt/VqB20eANQZoJ0B7nE4MAAezf961Q4B6vbfZp7I2AoA+P0fAFBKUT1x6EMsADi/PI/5OAAIe3Q+AFATbH7nHoaFAbB7W7UA8ProfzOgHALUBkDtIQgA0JgAAJ/W++dyzEcNAAASA1FJAJB6SxIAODM/MwDS1QYAYhkeRqQEAABsNRQAyFt7s3u2DQDyDFB3AKDekNuRNQDW8/53A4RytwqASzMAkA8BAABbDQSAK3lrbz+fPA75BADSe3Q2AJATrH9lfwwrCwD6I3kc2QJge9p3NtAzAGoPQaY3AIQEAABsBQB4tNs50wCgfKTJAwD6AGAPABMDnASspcsDYL2H7C/6eRjQEAAAuL69VDVwl6D/AwBKKaonDl0SKABwThqoCAB6gvWv7QOA+EgeR2YA8F7z+QRAquRtAuACADgG7gIABgMAcXvvd877IZ8CgMHzCBPxtgDgj8ILA2D31soBIHDJ/2IgSYBWAVDZwCPD04yMAACArUYCAHV7+/bNJABMHkibiPclYMwA7QBgYoCVgLd4JQCEv/D1NJAqOgAQyeC6qWlgAgCuAIBPvl3zdsS3CgBGgtVvPQCA+Ew2R/F3RQBA7Pu+LwM9AuACAKwMTADAFQDwybtr3r8GmojSP44qET8aAMhPZXakA0Dibg9vA1ICVAVAZQNLhuV/4RyQJQAk/R8AUEpRPXHokoD6TQD/npkCgMXzCBPxngScGaC1AcEBWAEAtIdyOtIAIHmzHxcA0boDAOEMzx8AgBY0FABoWzzQGW9DgFRc2oBKfgBwEri/CI6/4gCgPpXZkRgAlFu9OQbiyzYIgEt7AJAQAACwFQCwU2i/THWH5A4NALQLgEf7T+0eroEoAZoEQGUDzwyvnwCABgQA7BTaL6+pD4gVAMCaAeoSALSnMr8lAsDy4T+5e6wM9AWACwCwMwAAjAeA9CYPfpC/piYJUkOALABgJXB+lgzAywNgKgCA92blAUBEgIoAqGzgleH1k2gOyNCAqP8DAEopqicOXRJMpG0e3Cuv19Q8cXEA8AYAGwBYGOAmYEfsb8WTUvSNecdQr3WwARCuPgAQzPD+EQCoLwBgqxgApvi5wgoA4CVwfu4EAFNWAKw3Znrn2BiIEKA1AFwAgJ0BAOAKAOyVAEAMAYkxLQDQFgC2G5INgEj92wNAZQPvDO8fq0xDAgArDQeA1EYP75TrawC9DCgMAOYMkPbYqwSA93u0BIBnE/IBECYAABDM4PwMAFTXYABIb/TwPrm5BMSHgOIAYCZ4/1jnCgxJfBYAeDefCABMAlTqv5dWAVD+y4gvA7L+DwAopaieOHRJcP/HCgCTt4nEd2gAoBEABMZvAgCECdAaACobcDK4vwAAtQUAbEQHgA8BRQHAnQHSXoFXCwCrJzImldoE4VM4EgAENwIAEMrg/gIA1NZ4AIhv9khn9BrYtJPCAOAmeP1U6T4songmAKLvLfpdDhEAQluhKQBc2gVA8WdSAAArjQaA1GaP7JABA6uWEt2hAQAhAJ7vUwuA+Nc4CA0h8BmAka0WACobcDOsfgMAKgsAWIsPgGnVWAoCgD0D1CkAJiMApL7ILQcAgwAAQCsAEPZ/AEApRfXEoUuC+d8cAHCaS1EAsBM8f6h1L/Z6AFg2UCyBFAABAjQEgEvLAGDuiQCArQYEQGzDx/bHhIFHi4kmiManRb8RQcpAracxSQFw5qzf90DPJ5+zAMCP4qYAUNnAKsP6VwCgroYDQHzDRz/ApwwsCEgZEGsLAH6C5w99AWBSAsCZ+skDAO+2AAACGda/cocAAICtAICVVACYEvPM6jewsg4ABLR+c+stkg0A+43RDgAuLQOAuy9aGZD2fwBAKUX1xKFLgsd/WQEQRYD2DZzc6SvBDNDLgPAUQEUAnDnrd97ddmtEElA6QtAAmQB1AFDZwDrD5ncAoKpGBEB408ev4qS2nxAD1AC4OggQ9H8HADIDtQAwyQDg2Q65AOAjQCsAuLQOANbeCADYajwAxDZ9/Htc9PbjR4DyDZxOV2cQMBgAzoz1P96edxtkA4Bne7QDgMoGNhm2LwAANQUAuLIBQKj/6N7Arf9fp9cARjID9DQgnQGqB4CJCwDBIEwJgD0BAAB/hu0LAEBNAQCuLAAQnoFQAmAx8CCApP+/ASC00AsAwudhsgJgs8ZGAHBpHwCc/dHIgLj/AwBKKaonDl0SLP+HTwIkbubJBMDEuQQlqdMTAI9poOEAcCavX3ghlhYANALUAEBlA9sMu1cAgIoaEADhjZ+4nT8ZAE4aFwE6ALwN3AAgmgHqGAATFQCJ+z2EE5A6QtwAAEDKsHuFNQQAAGwFADiyAcA2DelrqCmdTq6Bk6j/LwbEpwDaB8BS6sgdXYOhBgDYEqAJAGy3doMAYH0iAQBsBQA4ygMA0o1oUjqtDNyySXbgJwCkJqoC4Jz+AP788F8PACsCNAKAygZ2GfYvAQD1NCYA/Fs/9Ux3OgACd6Mhxnt02gLglH668V4dA2BKAcCd+6kFgA0BAABvhv1LnDGpjQF5/wcAlKpR+CXB66cgAIwMxO5HKdLDsAuASUKAvgFwjn4R161tNQCkCVC6/+56a4sA4OySAICtAIC38gJAg4DT2sAjC58A14e5LgEwhQGwq2s9AEztAaCygX0Gz2sAQDUBAG8ZAsCb6SplwGkHgOVl5m68AIC7+nd8gwDwVVQAAFopSZchRZMCAH4AkHdKAMBWgwLAt/1TeyHDQBAAMgScNgae8VwCdA6A8379/mrWBcDbTn0A7PfpJgHA2CkBAFsNCQD/9k/thDYAmPgMOG0A8A5mngi4TqoZoLoAmPYACNYx+B7zA8AlQAsAqGzAk8H3In2vNDGg6P8AgFI1Cr8keP+YHwC+XO94HgKeZt8AeP+JRYAHAOjL7+JbAkCshjUBsOIz3QBNRwUAfbcEAGwFALxkCAB/rlU8nQGnCAB400C9A+BMRWhVAEyxIUDZ/uv5IAIAAACuRgXAfg9IjkJtAUBGwNvqYmD3dSPy3tw3AKYXAJKVqwuAKTIEKA2AfYaiBnwZvK+S54AAAFuNCQDfHpDcA3kA8GTbx1MY8Hb6AsBmATICrrpTAPUBcF7+SxWNDQBiBckAeJ2lpxogircFfBu7UQCQP5gAALYCAJ4yBYA3my8+2c1OWwDsFycT4KobANQGwB19tGFTZQC8tlF1AHgylDTgzeB/uSQANP0fAFCqRuGXBM7PnpZZBwBTigGOzycAPAsRZzC6BwDxxEltAEwAQDiD/2Xq0BQAsNWgANjvA+kdkAkAxug70tdOJAAQCXAEANCWDL3NUgAIEqBk/yXOQ+Yz4M8QeB0AqCIAYFF6/1N/+orFhxjg2pwNBHogiQBX3SmA6gBQ34yjJADO3rxlAeDLUNCAP0PgdeKuCQDYCgBYVBkAAQScPADwh1NOBFx1AwAAgFGA5/2aiAaIOjAAiPsmAGCrcQGw3gkInz/UV2Ak43cMWJuMAoBCAACgHAAeBKgJgNS3EbMbCGQI/aEYAFT9HwBQqkbhlwSr33YAsDYg+g7OBgFrj3cDsVnwJAGuuhmg4wKAfB0t5w3UB4A3QzkDgQyhP9B2TgDAVgDAQ40AYFox4OQDQCQ0RYCrrv8DALwC+AgAAIQTAAAVBAA8lAMA0hsxvhCwbR4pAKSmgQCAwgA4VwRA+J7khQyEMgT/AgBU0MAAcHcDyvCTa0BzJ94HA/YASF0HGSfAOAAINZOiAJgf3VwRAP4MxQyEMgT/QpoDAgBsNSwApg0A7A3obsXuuShoBkAqLkYA5SkAAIBbAACAZaAMAHT9HwBQqkbhlwTrXwsAQPc41tOWAdcr7eZxwR1c2f8BAHYB9qM4ZgKxgRDs2waA/Th8LwDAFQAwK8tnDx0A7v7WCLgDgBQY2sUBAH8CcksQAGBDgFbPgtgbCGaI/A0AKK6RAfDeEfLMPioB8PjPYQARAGECAAClAbA7aQMAAABNaVwATCsA5DCwxQor/u3uhQDSDNASLHnocVIAAP8NbLZZqQoEt3XjADD+OqZPAIArAOCuTBegqQDg/vJgAHEAMEf79nJt/wcABAU41QJAKEMhA+EMsT8WAICy/wMAStUo/JJg83vTANjupuQ7Ib/iBU88SKkjALC+BpUVAGsCAAAAQFMaGgDPXSHXl9A3eRnxvr2UBQDfiQAAoAIA5ou5UgbIohoI79GtA8D0puw+AQArDQyAyQFAJgNyAOgN7AigPgVwVAAwHqosAcCKAMUAEMxQxkAkQ/SvAEBhAQBTgwDw76RcAxsCXC7qCgIAdANOdvdSXn4CgYEI65sHQOJY1Bo4nepVoHSvpQgAmLICwM3MAICNge3tLgCAOgCYygMgnKGIgViG+J8BgLIaGwCPIz/js4hkAAh0JL4BdxroAgBUA8CbAAAAANCURgbA9AJANgNCAJgZOLlnurUHPwAgKsDyle6IAbpoBmKfaNoHQPxoBABsBQBkBoCTmxofakjC9nN6WhkKAIwHIhYAwIsAhQAQyVDCQDRD4u8AQFEBAFkBMAkAEOxHsgq8J7oAAK8BxmUhcgBMAADRQF4A3DYGAOBqcADcj03q5ZHFAGBq4DkNdAEAAgbKAGAhQIkKRHfoDgAQPRwBAFsNDYBpAUBGA+7uTIsP9yNpBWYC3H0AAFUBcA4YYIgIgFiGAgbiGVILAAAlBQDkBcDEB4CxgTnn6QQAhAzkBsCKAAAAAQBR/wCAqQCA7AB4pSfFR9qRogJ3AgAAdQEwE6BABRINNL+BRIbkEgBAQY0OgBP9DglCA1wAmBt4pL13IQCgKgCmUgCIZshvIJEhuURGABgcBQCATjUKvyTwvLZMjuc0wANA9Jnuigpc7icChgKAd8OGRoFZDOzXcD4DABQAxE5iAwCmAgDyA+C5AkJ8tBupAHAJPymSLABADQDG/VyFBlJX0WQ3kMqQXgQAKCcAIDcAJhYAchiYlq6gJgAAIHsDdgQgASCeQbV+AAAAOJTmy2Myr4OxgtMpq4dTtvwtilj3AjVxVnE+515Z9v05vy7Z3sNQBwBJg48ApvnqmLwGXmPydHz8w6hqBDAnUE4DYQSgHQFMjMd6ygwk76WjWX2hEUD0ZnYaA/OGwAjAFQCQHQATGQCJXqQHgO85YQwBABYA0BCAAoBEBsXaSQaSGQjLxJ5nAACYCgBoCQCZDDwPqHu8hgAAgB4AutMASQPpB6rIV04ykM5AWQgAKCUAIO+tIO96HpSp+JQVDQDeBhQE6AsAvi6yT8CqhvxmHI4BDQEIAEhlEK+bZiCdgbIQAFBKowPgUgAAEw0ASSdGBuQEAAAsADABAElFHmoPAJgKAGgHAKUMiE8EAAAmAFAQIGUg/bX2PgAQBpnu6/B0A0EBADrVKPySwPdiIQC8puDDShsxm4OSEgAAsAKAlABpACQzCNdMNEDIQFoKACikwQEwf0E2vwESAPIZ2J+FlhEAALABgJwAAwEg8E4AAFsNDwB6B8gLAIINy8uQRAQAAKRv4LWWJUEmABBubNgJAIIoAwBsBQCUAcAlYOAlggvTb6JJpoEOCABeEcwAICVAEgDpDKL1Ug1QMtAWC7EMALDV2AC4zAAg9gCNgSQAKCZsb0YkIEBnAPD0w4YAICLAOAAIvReFgWUjAACuRgfARO8BOQFA8mALAME0EABgBgAhAeIGKI+2AAAAAFcAQCEAxB/IRbJgDQA2AQAAOwDICJACACEDf6V0A6QMxOUCNAMAbAUAFAFA4pnsNAtCA5EHEjCngQAA8Rt4rsdJAADEBQCU0NAAuCwAoDWBnADIaSD2SDIeAQAASwBICBA1QHq4KQAAALgaHADzf2UAcAnveXkNxJ9JySHA8QBQbA7MDwA2ARIAoGTgrpJhgJaBuqCfZ7abQCAAQKcahV8S7F4pCIApCgBaiiwAKHI7vKgBRvixACAgwEgA8L8fAMBWAEB9AOQ9CXFJAIBBgN4AsG8hbQGAT4CYAdIMUF8A8N3QGwAw1cgAuLwAkPUinNfKAvGZ+69zFAUNFEFg2AA5vF8ABCagbQFAysBbIccAMQN9UQAgv8YGwPJDCQBMYQBQM+QCAJkAAID5GUgmASIGaAMAAAAAWAkAmCoDIPMU/IUAAOogCADIAAAWAaIAoGXgrI5lgJqBvqiPaZZfxRAJANCpRuGXBNsXSgPAf4RmvgjHXWsknkSAwwGg4FehQ9cg8ggwFgC8d3MCAEw1MAAuDgBKfP71H6G5r8IkAoA0DQQA2AOANwkUNkCcAeoNAPvruA4OgG8+/Nf/zd2DXQ0NgNePNQFAT5AVABQCAAAZAMAiQAwAxAz0lfEMkDNwFh4XAN8X4gAAcFchAHiO0dxfxL2QAUAYCHUHgF0DqQeA8L2IOZNAAIDUwPaZPGKVAUCxgQAAcFeZU6CeYzT7rXhW60zFpwgAAOQAAIcAQQPUGaDuALAbwx0cAIsAAMvCLwnWv15WAChxCtQHAE58dgCkpoEAgCwAYBAgAgBqBuJyXAP0DKylAYDMGhkAzi+FALDdm/PfiowHgAQBjgaAok/EiT2OCgAICQDILABgVpmLIPcA4MXzDVyYAIgPhgCATAAgEyBkgDwD1B8Atlvw4ACYO//nD7N+c3/hP3+9/7jg4PbLr67f31/41e23f//6/RepAIBZdQCQ/2tI6zWS4iMEAAA0b2BeWxAANAKEAUB10RkA9ltQZsDZ1H0BYPnx0fFnAHzz+P2X/1h++MXfNP14WABcNgBI9wILAKz35vwz0AIARGoBAOQCAJUAlQFwPgufZSw3sD1mhgDAewro84fn7zMB5uHArx6/P374rBwDDAyA1a9FALBZaYFTkBIAhE8E9AeA7WZuFgDESaCAAfoMkGYTnM8VALDbgkMB4N+/fnzyvzf6+yf9OwDmiaEf/7iMCW5L/vIfin4MADxUAQAF2s9FBIAgAQCAfACgESAIALIL6TtYmv9VTQAAIKo1AD6/uvs8+3//d3nhm+fUz2fdHBAA8FApADhr5XYf/QwIPd5PAAAgKwAInbUWAF6f/a/X8gBYf4gZCQCPru/84fbCMuHz+uD/PQBATeD+spuOL3MnHO6Xz5QGxADw1+NgACixBbbriySgEMBvgDEDJNkE7sxPeQBspzFFm8Dd1B0B4D7R89at47+JAADwE7i/CC7JtwYAP1754Ym16/umgQCAnACgECAEALoJ9jtYT/xf1XNAAEBUAECGwi8J3F+qAYB3C2qdgcT3YOPyEAAAyAoAwmkArwHOAIC5CXanfW8GygNg9V2WwQDwq9VfAQCFWgCA8wwCzFO7+QAAIABJREFUQXxRAHimgQCAvABI99YAABgmGO/Ad9XPDAAVAZTbcCgAvKf8FwEACrnxvrsyFLkZ8nO9ggFAcQDsatIhAGIXwrYIgERvLQgA/zWfdwPlAeDe0XYkALyv9VlYAAAotAbA7s+lAHAhrczCwP5r9Nw1bggAAOjewG2FiQQpAvgMsGaAiJsgeMX/AwAaAii3oWgTrLZ0TwD496+fQ4DvP3z4E0YAKjUBgGXNkv4vAIDPAEvrEwHHAkCJszBrpQGQaq5+AHA8UN5B5AtfswEAQBqa1usLAI+2/nm51cPyhV8AQKGGACAaANQAwJoAAEB2ACSaawEAxL/uWwkA77c4CAC+d2718ND8MgCgkBPvGzUXeh7WvGpR/68CgFVdAID8AIh3V48B3gxQ+iRE/G4PCwAUBJCUcDwAzAR49vz3Hd8AAIVWAPD8vdADEW/rlg0AuAY8T1MSrfZNAACgCABS/XctXv9PfRGBdhICABCGticA4KWCABDGcwHgN8DWaxoIAFC+gdOJkCDWgzMCgHantycA5ASQAeD1JiWbYHMpg8CAGw4AqFSj8EuC9491ASAcAFQDwIsAPQIg/Ey0VgEQ+3y9N8CcAQptAuqNPhcDhQEwAQC5NCQA/AdNqUeiS/s/04DnTcrfwKM2hwJAkW9ibEQDQKS9+gDAs+AzwLjNczUAPN8mAGCrQQHgXaAUAJiHrNCA500q3sBMAACgFABC/TUHAFh3+X8BQEwAWQkBgEwCAN4qA4DTiXvMygzYAmCeBgIAygAg3F93BrgzQNtNwH3Gy9MAACAKbU8jAiB00BQCAPtDm8yAMQAeBNAk0Bo4AADIK41+D8sVe19yEwge8fUGgJQAUgBc1gYY2t7QRGTgHQ4AqFSj8EuC5w+hgyZxEsDGwKkQAHyUU39+lZ69MDIwDgBCn7AtASB6wOPLQGEATABAHgEAjooAQDBslxjwrUPfvpQEAADIK/U32K0B/q70/gQv+hDvAEBIAACgKQEAjgoAYF5FrwC49giA9Z1kXj8VuR3fThwAhO7F5oq/J12X5MIG/jZQHACXjQGyAICIBgRA+FNTfgA81gAACMMHAoCfABsDgrHkVdH9p4oAmACALBoSAKEl4lMcJgBYHIgIwDHgXQUAUBsAPAIkDfD3I8F534ABaRY5AC5rA1TtHmskNPAMBwBUqlH4JcHyf+SoyQ2AZ/4SAPAa0OmqPQkAAHBW6+mwSgAou//aQGEATEMA4P8xZNKPAQBX2QGQtmBkIA8AtEMAAIAHAO8Dud7ijSQf3d9uE0jPIkhXDQAAACot8bGjJvoJV2/g9AaAhAAMA/4VAABdAcDTYrcAYOWa0xluguIAuEwAAAAgT/D4L3rUZAWAkzw/ALwJBCtdG1DOAbUDgDKP5NmLt94dAYQAcKZ+TAEgIYDcAAAAAGhUHwDvH0VDgAYAIL+TnYUB4RZw7yb//KEWAJhjqCgAqDvRaubfchN0AYBdwQEAVwDASjkBsMoNAMjWL1HHANj22A0ASAnW5327BsAFAAAA5Anmf+Mfm2JTHGoAsA9esYHAmwQAOgTAqskyAeC56NMWAJLvEstXDgAAAAo9ARBdKB8AThsA8AnAAYA/AXuVOwO6kwAAAPs0+rrJugaSu5D3ok/TTVAcABcAAAAQJ5j/rQeA9Z7XKQB0QwAAgH8dVQQA8TD/Jf/GAOATQGNAAIB9vQEAVwDAWtkAsH0gOAAgW79ATQGAv+bVDD4RAOFvfNluAgCAF5oUAJCj8EuC+z+pcXNkikNlYH6glvuC5DYuVAOh3ADAM4HwXVQCwLvLOgbCO1D0+76dA+ACAAAA0gT3f5JtNxcApu2elxUAgQTcNXoMqE4CVDr2nEeKL//3BACXACsABJeOzcxYA4BNAJUBAAAAkCe4/1MJAKfDAEA1BAAARNdROVfxJwCQvtmP8SYAAFihSQEAOQq/JLj/UwsALwMvCZ7lQTQQzAwA9AmAyQMAz0Ym3enTHADsZ4ppVn+fA2IFeKoNALgaDADprhue4lAYOHkAIHiaHxkAoQTMFXoNaOaAAADhWZRnm3UBsFuEdKdP601QFgATAAAAiBNMpKabBQAvA446BYBmCAAAiAFwXhvYfJKh3+fZHgBMAmgBwDtqAICEAICtMgDgFAAAkwAAgBUApG+hGgCefdYBwPqP5D5svgnKAoD7sQkASAgA2MoeAM+M2/hMAAiDBQDoFgALATwAYD7kBQAAAFwlAfDNhw+/+Nv1m9+YrO1aGQCUD93BOW45AN4GVsoGgGAC3voCBhQnAWode6+S9AuAaQWA547Mf8JjBgDwCKAGAOeo8dUaAHCVAMDnDx/uAPjPXz/88h8m66sNAMJy1gA4hQHAI0AjAFAMAQAAxXVU8+NcXgB4vMJ/wqP9JigLgOuFc9gMAoB///rep0Uf0uMAmPv/DQA//vHDh//6v5L8O9Uo/JKgFgAcA2sBAKL183UQAJxdAAif75sDACwXagMcAowBgG8+PPQrQT+OAuAGll/+48c//uJv1zsB/iRIv1eNwi8J6gDgVBgAkcMDAOgZAPdOuxi4XMSPd8+wCQoDgDN07hIAF4ocAHx/n6R//cdUFADf3D/2zwC4/uevIr7sVaPwSwLijhOa45YCwDGwEXMOiAqAcALO2sIG5CcBGgGA3H9VAExPAIi7/5QJAKVPQpAHAUMA4JvH5M+tRQs+o8cA8Mj4AMCNLzZnAWoUfklA/cRtCoBTBADMIUArAFA0UJv1s3UQANwJoGv/eTZB+bPQRAJ4K908APjnAO66zwMZA+DR+hcA/PvXAIBgpW6uIgCIHRkAQBMA0AwBHpI8T841IFcjACAiYBAA3CfoZwEA0QRVALAysBVvDogIgEgCxspiBroDwKsqnQPgQQDR80RXBhThfgAwCGBlgEKAMQDwuAboV5mngD4bXQZUo/BLAvrEofcAlRg4xQHAO5QbAoD0JKrN+vk6CgCeEyBKA4pwb3wNANBu7JXVAD80KQEAnqdn7QFw/eY+7/8AwI0y3Z8EVl07IATAKsH+730CQH4VjdH62ToUACTPk14bUIQHAFDlq8jJQcAQAFg+od8ngqwBcOv69+8A3PJ//iC6xsijGoVfEpQHwCkNAMaxTDEQTQgAmHwA18gGAFoDinB/fKV7USQIEDiODQ1wQ5NSAOB70VfBKF8Ee8joZhA1Cr8kqACAdQLPEvYAiCWgrytuQDoHBAAAALYGogQYAwDLFNBnWY+m3ArCsv9XBADn6yPeoSPbwOmoABDfTtlq/Vy1BQDdHJRqBigbAMgEMDYQGwSMAYD7R/+7/uv/SGbpKTeD+2B2H4hrXQCQF7UBwDaLHwB0VwAAAHBVDgBybYJqAIgRYBAAPC4D+tMNBII2PdDtoMsDYJvAt5AtAOI8GRcAzzIfAAC6AUA+AFAJYG8gWJFRAKDROADQ3kSQbWCXpAgAognIq0oZEJ4EAAAsAGBgQB4eiq8IgNAgIPR9HnsD5NCkAIAchZ/FOXC8/Y0NgF0C31IMLjUEAGELawIAmgfaAABhANR6JNkUIgAAQFD8m8AfXHX+TWD9gyR4BvYp/PEAgGT9XLUFAMXtSJUzQPk2QU0A+D9HAQAEAQBeWQBgn8C7nCUAEt0BADgCAEwMiMMbBYBvEAAAEDQMAAweJccyQH4YKd0YBQDxBMQVEQzITgIAAEcGAI0AuQzsCQAAEEQ8B/D8tpleNQp/1+XCiff1N5YBxo3IuwSArIUBAFoAaGeAMm6CygDYISD4YKdsBtKhSbUKgOt//tr5rSB4APB+gGcBwPNadgCkusPAAFiqfAAA2BgQh8cAQCJAxn1gTQAAgCLyVUDfd34zuLIA4NyFivyhjgCARALaekgGRHNAAMAzgfSLFA0DgDgEyLoPuMcSAEARGQCdPw/gUhgAvhfDs5e0pE0BQNTCWgCAov/XB4B6BigvACgEyLsPOIMAAIAiMgA+930S+LZbMAGwv4qTnoD3FUQAQLJ+po4CACsD0vBYfAMAcAgAAFBEBcD3VvcDqlH4iQ8A32X8DAB4X41cv0DKStj3EwlIqyEaAABEGZb/AYAcBmYth0GwwgCAK8ZloL8xWWGNwk+FAcC9/swMAKkEpNUQDUhOAgAABwcAgQD594HHIKBPABQXHQA2M0CVAHApCQD22LNLAEh6GADwSiCyoT8FkHcTtAGABwEAAJLIALC5BqgeALgbfv8Blw6AwOsRAJCOawBAuwv0DwA7A8LwBADSBCiyD9yOqD4B0NQUUBbVKLwEAJ6beRITCPY8EwCkMQIAXFX9HwBIVaAVAEy3/h86GgAAVwBASHIAhP6QHQDJBJS1kA0ITgIAAABAoX3gBoDA8QAAuBoDABcRALYP9KIlCB/ZMQBQCNAYAAQ9DABQAYD7ZZaoAWF4CgBJAhQEgP+AAABc+QGwuf6n+5vBPed/WZICIPiXSLwBAAgQAQDaAYDEyK3/Nw4AwhCgGABCz4kBAFwBAEHJABA5rnMDIJ2AsBKGAf4cEABwfACkCFAOAAECAACuAICgRACIHdZRABAI0BoA+D0MANAA4NIBANJDgDL7wFJdHwIAAFdDnAO4CAGwPkRpAIj8LRYPAAjWz9N8HkjV/6sDwNSALDwNgAQBigLARwAAwNUgAJgTcMMEAIge1VkBQBlDAAAAQPZN0BYAPAcGAOAKAAhLAoDYH9X9W02Q9CIsA+yTAACAk4BtBQAgGZjlFHc7CAAAXNEB8OP/6vYcQDEAxI9p9QxOawBg9zAAQAGASy8AiBOgOAC2BAAAXCUA8M0RTgJfxABYHaIUAET/CgAAACoAGBsQhafjWwDAprYrAgAArqIA+M9fD3EVkPM8WJ64AEgc0gkApC/jV19GlF6EZwAAYGd4/3hcAEQJUAMAq0EAAOAqCoDPq8tA/2SywgqFLwWA1BEdj9cCIBWdNECI3wOA18SqA0DX/wEAkoEGAeASAABwFQPAbQDwi789Hgb84x+NHgdwaAAk/n48AHCbWFUATLF7BBcxMK0rwDNz6QgAMQLUAYAzRgYAXCVuB/2b+7/3uZ///PXGAguVL/xFAQB3P0oZSB7PKQAkb+YZTkC8mRBhGZ4BAICbwfmZCwBzA5JwSnyTAHgNAg4HgG80kzNxANyb/tL6v98+EeCnrz5+/Pjn3Ss3/e6f/r/PKl94Bfl5AEhlS8TrAJBaOcFAOt4DAFYTAwAAgBIG/JW9yL4QKjEQCk2qQQAs+X/84/qZwD98mpv97/+1e+kBAM/fZ5UvfCEApA/nAwKA2cQAgEEAECFAPQDI7gosMhAKTapFAHyep/8fM0Ev3T7f/2Hu8s5n/C/3lyJ/n1W+8KUAkMyWBEDqme4AgCq8awBcOgJAdAhQEwDzIAAAcJU4CXxv/Z8/3D/7//vXKwB8eXy2/+HTY75n1rdOt/f9fVbxwmtO/qxmOOIGCEdzyoAcANRnSlIW4hnoCwDK/m/dfzl2lvnrXgAQJkBVAIRuEW1tIBSalBAA33/4ILxKJ3UZ6K/urf+W+waD1RTQ0ux//vrjX54v/fz1b/8e+/tDxQuvuvyLDADKsZwGQHzfjAEgvXaCgWS8DwCcngoAjAGA2BCgLgD0CGgRAP9b/tj2KADud4X+5T+eXwdz87+a/XfvT/0/ffX7//m0nAHw/f2h4oUvBABCsqSBDgHAGwLUBcDUMQAuAADdQLyuSgLkB8CJohUA7h/Ov5d9Uyt+K4jvn6m3XwT+6atlaue797z/8xzw/TP//u//vUjgUaf7TdTFOp1sl4tLbFX1HnWyeedldGnMLMNOxS0s0fl8rrj2VF0v7VZTBoB5cubzeo6GqMS9gP7z1/vn/vtIYJ381eCdE79fHld9/vDp9uF///daANBt7BPxGLVpLFKvNXfoxnpqVABAMTUNgOulWQTIpoDm6f/NZTpECW8H7QPA88P+fdbH9/eHSg+9lPcAcUaTEQO0sXzaQHxsGjRAHdLmmQJiTKtgCmidgO7n+WXGTqaAIqeBq08B3RMopoFaPAcwz/3IvqtrCICnfvj0+3+NBgBSrkMCgHUSAAAQAuDSGwDCZwGaAAD5wjmZgWBoUt0B4DsfAH73z/DfFdWTRGnvAkgCAPE4pgAgtleGDJD35dEBcDpVNqAAQB4D/HA6AAIEyG+AdlNe6SBgIAD8+MfgpaXhq3weI4BmrgJyNrIQAK+9KWiAehgTDAgBQFt/LgDQCQAADAOA4BCgFQBICdAiAOY+vfmmFlGJm8EFLy369nF9v3Od/6vnz7M++78vUlRPEqUFwEQBADHVMQHAGQJUB0C9LwE9M6x+AwByGCA/lkNEgBYBsFwFJPkiQBIAAQZ4vun7/CLw3Ptb+SZwAQCQj2ISACK7JABwNABQa3fpEgB+AjQEANEgoEUA3Ft/lu8B3L8FfNd+cslzr5/bL/dP+4/W38i9gC4lAEBNRTEgAAB9JwYAugVALgPscHp8BwCQEKBFAOT6JvCsAAO+fHzf7XO+9P8+3+/cDdr9uytF9QRB+meBvqe4Awbo/S8bACwNROMDADCtAHv9dAEAZQHgJUB2A7wH87EJ0CIA5nsBye4IR7oK6MGAzSkG537/CwAeL/1h/3dXiuoJggweBp0AgPHn39j+2CgAjBHIXz9Vt/4PABTcBF0AgD0IaA8AKlEvA/3xj10+FL4AAOiZSAYAAPb6qeoWAJdeAeAjQGsA4BJgRAB4bgYklqJ6/JhLdgCYXwXPBgBj9x0eAAxY5jAw7StAqp3zXZaeAOAfAjQHACYChgPAo/sbtf/iAHATyNb7muL2A4CRiQiA4L4YAoCtgVh8CACG10EJ1k8VAOAxwA0/IgBYBBgLAJ8/BK4CEktRPX6MBQCmGAAy3Ay5PwCYXggrWT9RvQLg0i8APATIbSBZUeU4eiAALN8DMOz+18MBgJMIAAAAZADIaIAbzorvBwD0QcBoAFA8btIrRfXYIZfcAMjxQMTwjuitAGv6krwkw8DUCwDuLgGAwgDYE6BRAJAJMBQAfmOyjpUU1WOHrLeoHACngAHmzSWJBrgAMDcQjg8CwO5uSJL109QkACj7UL8A8A0BWgUA9bPUQADIIkX12CE2AJjCAODlOSwALG+HJ1o/Sb0C4NI1AHYEyGwgXc9wAtIgAADQSVE9dkhmAHDvLk8GQGAv9FWAdQ0zAHCt9kDwZ4btCxQAZDXADGfGdwUAEgEAAJ0U1eNGXHIDgJmHaoAHgAwGgvFhAFg9EUG2fpIAAK8BZvihAUD5QAUA6KSoHjdisy0VADj5DLAfL3VcANg9Eke4fooAAK8BZjgbAFsCtA2A9CAAANBJUT1uhBUApgAAuGnoAPDvggCAJn622CEALl0DYD8EaBwASQLkBUBxAQAEeQHAf74s2QAdAMzbmDCWJRpYBABQM+xeSZVufSlzhwDYECCvAcKOmDQgezArQaV7LUUHBsB2O9oCQPB88SwAyGIgFB8BAKkcAMBwANgNAdoHQHwQgCkgnRTVYwZsN6IGAKedAX7/5wDAu/81DAAiDwEAAKADAEQJAADopKgeM8AOANMeAIIBAMMAAMBdf1qPbaj7JkAFAFz6B8CaAD0AIIYAAEAnRfWYAXkBIMhiDwDusyw4C5MMvAQAEDPsXkkCILcBXjg/vksAhAkAAOikqB5v+d0GVAHgtDYgGQCwAODb+XwAyGQgEB8DAKUiFQGwnMdpDwCJfekIAFgRIKsByl6ovBgPANBJUT3e8rvNp/34uAKAJAnDQHcAoCERAOACYPtlxg4BMHUKgMAgAADQSVE93vI5ASAaANgDgPtAawCgQwDkN8AKFwHAJUA/APATAADQSVE93vIZASDr/zwAUD57cJtZXgCYHnvs9acEAAQNsMIl8b0CwHscAgA6KarHWny/6XQAOLkAkCXh7Xme+JYBYH7scdefEAAQNMAKHwsAnkEAAKCTonqsxT3oFq96mveslwHhAAAAaAEAKgLk6b+Ryu2+zNgpABwC5DSQYR5yRwAAQCdF9ViL5wSAMIdy7LmrAPcUAADQIQBKGOCEi+I7BoDleXhCewQAItVjLZ4PANIBAHfsuY/fASCnAV98/OCzugRbtv64nrf0BgCU4UIAvAnQHQA2gwAAQCdF9ThL+87eiFc9ze3tBQBpjmMDwO47OML1RwUARAxwwmXxXQNgTQAAQCdF9ThL+/qneNV3vQAgHgCwzz7t4gEAcWifALA8AxkxwAmXAuBFgA4BsNoQAIBOiupxls4GAHn/Z5992sVfNwsAAGS1DIBw5fZXsnUKgKkIADLej+Q9CAAAdFJUj7N0PgDIU5gDIK8BT3wCANpncejWHxUAEDPACB8UAG8CAAA6KarHWNh7EY141XfdTwJMqgEA//qzbXzbANA/jEm5/pjeANAQAACQA+BJgE4B8EIAAKCTonqMhb2X0YtXPWsBgCID00Di6OfPAA0MgKe1vgCQ/AxgZYARLo3vHwALAQAAnRTVYyycCwCaAYA5AHIb2MenAJCqDgDABEAhA4xwOQDO2Q1kvyf5nQAAgE6K6tGX9d9KR7zqWQ8AaDKwARC9BKQ9AKQPQADAnyBQuCMBYMoPgAIPpr4PAhoEwL9//eHDhz+J+vFRAeBLIF71rPvnW9UAQPAVxE08ACCN7BIAtnciixqgh48NgPjjgpNrTksEgM8fZv1G0o8BALJOxCefB2UKAMmOCAB0BoBiBujhCgCcMxsoAYDbVsk+AjhT5ADg9vn/1vu///DLfwj6MQBAlrb/a29CsgVAfgO7+CQAEhUCAMYFwHQQAOQ/B8AFwOcPv7r/941oEuiQAAg8UVG86oeKAyB6L+AWAZA8BGsdey9fcwI5AQAAFQDOeQ0cBQDMKaD//FU4/T/roADwJhCv+iFt/wcAAIBQBXyFM34cVdwAOVwRnxkA1OPzaAD48Y+/+Ju8HwMAOQwEEnADIjeiFZ2LAgD6AkBBA+RwFQDOOQ2MCwDR5P8iACCHgUACdkQMAEUMbOLTAIgfhADAyACYAICkMAIwKHzg0zEAkL8CAEAqg/9lAEBvYFQA4BzAVoEDvEsAuG/FMSC7GhkA6AgA/i8zdg6AMwAQlwAAz6uAlv+YAgAyGAgl4IeEAVDIwDqeAIDoUVjp2HubahUAnu7lv5KtawBMOQFAvkbjcAB4fA/g9i8uA30IALAzsI5PJ+gBAHICAABaAJwBgKgkAHh+E1gyADgiAELTI30CwP80UgCAIwAgbYAarosHABISAQD3AlopdHj3CIDJDwDhDUkAgH4AEPgyY/cAOAMAMckAoBAAYG8gmEAQEwJAMQOreAoAYschAMAAQFkD1HBlfDYA0L+mCQC4AgDsDQQTCGLcD4I9ACB+IAIA5GtYAACeAQBApuMBIDg90iUAJgCAt36PHEvdACD0XZb+AXBOLyQxAADIdEQAhBKIV80zEE4gCfIBQHpPcgCgIwCUNkAM1xoAAKICANSFPxwAXu/HAUBBA248CQCRI7ERAMgLCADoAaAjAAAAAMR1MABMnQEgeiQCAMMDQDsECBhg3KoXAHB1OACEp0e6BcDzDV2v21eKGHDiAQBZnJMh+JdV3YLfZQEAAAAAIKbwsd0pACYPAMoaeMfTABA+FgEAMgDKG6CFGwBARQAAAACICgAwN/COJyUAAGIZgn8ZBQBXACAiAEBb+CMC4LI2AACw5PoBAFoAgIYAAAAAEFNkfrxXAEwbAIhPAQAAvQAg/F2WAwBAdxbAb4DzuFYAwNXxABBOIF41x0AsgTBuB4DSBl7xRAAEj8ZWACD+Jl3O/uv4DF/IcAwAKAhwcAAUFwBgbCCWQBj3/DzYCQAiRyMAAABcdRcCAQC2AgCMDcQSSAMBANb6NwIAiAZI4QAAAKBS3sLH5scPAgD5KQAAoBMARL7LchAAyAkAANjqcACIJBCvmmEgmkAauDSEJwDKG3jGUwEQOhxrHHsrM70AoIoBUriJAWsAcPo/ALASAGBrIJpAHNkXAMLHIwAQS/ByOgAAxAQAAGwFANgaiCYQRwIArPWvBACQDVDCbQwAAK3oWACIzo93DYDL04DiFAAA8DYgfKZmEQDEvstyGABICQAA2OpoAIglEK+abiCeQB7qAqCKgUc8GQCBAxIAoAGgkgFKuJEBAKARAQCmBuIJ5KF9ASB4QAIAAEAGALD6PwCwEgBgaiCeQB46zwrcDWhmgIYEwNpKDwCIXsp8HAAICQAA2OpQAIh3x54BML0BUMnAHE8HgP+QBACiCR5eo+exjgIA8RAAALDVwQAQTSBeNdlAIoEiti8AhA5JAAAAeAFARgAAwFYAgKWBRAJF7H1wAwAAAIcBgHQIAADY6kgASMyPdw2A6QEA1SkAAMAxICpkCQDEL2UGAPYGeP0fAFjpWACIJxCvmmoglUAT/ARANQMTDwDegxIAoACgngFCuCEARAQAAGwFABgaSCXQBN8+GHYEgMBBWf7Y2/hoGwCz21EAIBwCAAC2AgAMDaQSqKIBAADgYACQEAAAsNWBAJCaHz8AAHSnAACADgCQuJT5QACQDQEAAFsdCgCJBOJVEw0kE6ii73NAuv5fFgC+oxIAIACgpoF0uCkABATYG2D2fwBgJQDAzkAygS68KwD4D0sAAABwEgAA9QUA2BlIJtCFXy7KGSAAwDUgqWX2/ns6AQBcAwCARscBQLI7HgEAVQ0wAeA5Losfe1sTAEBbAOATAACw1ZEAkEogXjXNQDqBMr4rAHiPSwAgDYC6BpLhpgYAgOoCAMwMpBMo4wEAAOBoAGATYGeA2/8BgJUAADMD6QTKeAAAADgWAARDAADAVocBQLo7dg+Avgz4TgIAAKlPMYl2djwAcAkAANjqQABIJhCvmmSAkGAsAwCAL0P8z6MBgD8EAABsBQBYGSAkGMtA4wCQEAAAaA4A7P4PAKwEAFgZICQYy0ADANhZaBwAlwEGRaCcAAAgAElEQVQBwCQAAGCrowCAcIJ0sP5b3YDnJAAAAABsEgAAdXUcAKQTiFdNMUBJMJgBAMCTIfrXm6V4QzsiAHgEAABsBQAYGaAkGMwAAODJEP3rgADgDgEAAFsBAEYGKAkGM7CfAwIAkvOYAADLAL//AwArHQQAlO9IjdZ/6xsAAPYZYn+8OxoQACwCAAC2OgwACAnEqyYYICUYzUBtACTmoPgEAAAyGAAAagoAsDFASjCaAQBgnyH2x9lQtKUdEwAcAgAAtgIAbAyQEoxmYHcSAABIz2MOBwDeEAAAsNUxAEC6Tdpw/be+AQAgamCjh58RAcAgwNqAoP8DACsdBQCUBOJVpw3QEgxnAACIGthoVACwhgAAgK0AABMDtATDGQAAogbWugAAbAMAgFYAgIkBWoLhDGxPApQ99lI3I2oOAI//Y03tqACgEwAAsNUhAEB7Usp4/be+gaYBwCcAAJDHAABQTQcBACmBeNVJA8QE4xkAAKIGVhoaAGQCrAxI+j8AsBIAYGGAmGA8A5s5IACAMIwdEACMIQAAYCsAwMIAMcGABgCAmAFXLzNjAoBKAADAVkcAAPFh6SP23+oGAICYAVdvM5G2dlQA0IcAAICtjgEAWgLxqlMGqAkGNFARAL7uAAAAAACAKwDAwAA1wYAG1icBAADKMHZMABAJ4BoQ9X8AYCUAwMAANcGIBloGAJsAWQHw+nFEAJCHAACArQ4AAOIpgDH7b3UDAEDMgNfKoACgEQAAsNUhAEBMIF51wgA5wYgGAICYAb+VcGM7LgCoQwAAwFYAgN4AOcGIBlYnAQAA0jB2UACQCAAA2Kp/AFBngMbsv/UN1AKAtzs0DADnlyEBQBwCOAZk/R8AWOkIAKAmEK86boCeYEgDAEDEgN8JAEAyAAAYCABQG6AnGNKAOwcEAJCGsaMCgEIAAMBWAIDaAD3BmAYaBgCXABkBsPo12NqODADaEAAAsFX3ACCfAhi1/1Y3AABEDPh9jAoAAgEAAFsdAADkBOJVRw0wEoxpAACIGPD7GBMApCHA24Cw/wMAKxUHgLUul9oOoLhOp1Od1RIWamTvuWx81KlYdZ3PnKUHLZKxMALQGmAkGNTA+6NawQ9f/s+HjY4AtjaGHQGkhwAYAdiqdwDQTwEM23+rGwAAwgYCNkLN7dgAoMwBAQC26h8A9ATiVccMcBIMagAACBsI2BgWAEkCAAC2AgCUBjgJBjXw/iZAcwBgEiBT+9sPYwcFAGEI8DIg7f8AwEoAgNIAJ8GoBgCAsAG/iXEBkCIAAGCrzgHAOAUwbv+tbgAACBvwmxgVAOkhAABgq+4BwEggXnXEACvBqAYqACDQHnoBQNA/AAAAmAoA0BlgJRjVwOskAABAHcaOC4AEAZ4GxP0fAFgJANAZYCUY1gAAEDQQ8DAqAJJDAADAVn0DgHMKYOD+W90AABA0EPAwMADiBAAAbNU7ADgJxKsOG+AlGNbAcw6oPQAwd6Ec7c/7KWZYAKSGAACArQAAlQFegnENAABBA34HIwMgSgAAwFYAgMoAL8G4BkoDIHgZ5e6VRgEQuoz1+ABIDAEWA/L+DwCs1DUAWKcARu6/1Q0AAEEDAMBGAEBJdQ4AVgLxqoMGmAnGNbCcBAAAyJ9iRgZAjAAAgK0AAI0BZoKBDQAATAPjAiA+BAAAbAUAaAwwEwxsAABgGhgaABECAAC26hkAvFMAQ/ff6gaaBQDvu4TlABB4pOUIAIgOAR4GFP0fAFipbwDwEohXHTLATTCwgcdJgFLHXviJWvuXKgMg+CkGAIgYAACsBAAoDHATjGwAAPAbCK5+aACECQAA2AoAUBjgJhjZAADgNwAAeAQAFFPHAGCeAhi7/1Y3MM8BAQAAAA0AQQIAALbqGgDMBOJVBwywEwxtAADwGYh8ivG9iUEAEBkCzAY0/R8AWAkAkBtgJxjaAADgMxBZ+9gACBEAALAVACA3wE4wtIGCAAj3B18CzlNFAYBCBgCAQuoXANxTAIP33+oG7icBAADGTgwABA0AAGbqGQDcBOJV+w3wE4xtAADYG4ite3AABAgAANgKABAb4CcY2wAAsDcQXbfnbQwDgOAQ4G5A1f8BgJUAALEBfoKxDQAAewMAQEihIQAAYKtuAcA+BTB6/61u4HQ6AQCcnXhoAISGAACArToGADuBeNVeA4IEgxsAAPYAiC07OgC8BAAAbAUASA0IEgxuoBQAIv3Bm4C+KwEABQ0AACXUKwD4M0C12x8MnHQH7nAA8LwRAOBmQLkbAQCu+gUAP4F41T4DkgSjGwAAJtanmNEB4CMAAGArAEBoQJJgdAMAwBYA8YXHBoB/CAAA2AoAEBqQJBjdAAAAALAA4CEAAGCrTgEgOAVQvf3BgPYkAAAwFAC8QwAAwFbdAkCQQLxqjwFRguENFAFAbCVNASD9KWb3VgCA61U9jlSGAwAq2RQeAOjSQJsAoO9N1gBILT08APYEAABsBQDIDIgSDG8AAAAAOAkAgOzqEwCSUwD12x8MKE8CAADDAWBHAADAVr0CQJJAvOq9AVkCGAAA3LUCACkBALkFAIgMyBLAAADAW+v2vYwHgC0B1P0fAFgJABAZkCWAAd0cEGn90TUAAH0BYD8EAABs1SUARKcAGmh/MKB8ltORAEDaiQEAACCvOgWAKIF41TsDwgQw0CYAyDuULQAIiwMAWwIAALYCACQGhAlgAADgrXN4AOyGAFdt/wcAVgIAJAaECWBAdyHoeADYvpsRAbAmgHoAAACs1CMAZKcAWmh/MKA6gI8EAOJOPDwAtkMA7UOFAIC1+gSALIF41VsD0gQwkB8A8fwtAYC0PACwHgKonyoHAKwFAAgMSBPAAADAXCUAsB4CnHquQOleSxEAIDAgTQADurtBAAA9tz+pAQAgpzoEgPAUQBPtDwY0Q4BsAKC2Y7vuQ96J1++n5/YnNeDOAZ0AAGN1CQBhAvGqNwbECWBgAgBYKwQAptUQ4NR1BUr3WooAAL4BcQIYmFRzQABAz+1PbOA9BDgBANYCAPgGxAlg4P5PVgAkkgMAHQLgPQQ49V2B0r2Wov4AID0F0Ej7gwEAgLMTAwBvAJwAAHP1CABpAvGq1wbkCWDg/g8AwNqJV++o5/YnN/CcAzrVMrAKBwBUUhceAOjcgPwkAADQc/tTGHgA4AQA2AsAYBuQJ4CB+d8GAUDcq6y6D2caEwB4DgFO9Qy44QCAStrCi08BtNL+YAAA4OzDAMD0GAKcAIAM6hAA4gTiVa8MKBLAwPwvAAAAMHUfApxqGnDCAQCVtIUHALo3ID4JkF5/KnOHAFi9p57bn8oAAJBJAADXgCIBDDz+Gx0AvGlMAGC6A+AEAORQbwCQnwJopv3BAADACQEAJufbwD1XoHSvpag/AMgTiCNdA5oEMPD4DwDghAAAdwEAeQQAMA1oEsDA4z/pSYCMAKDtWABARQCc6xp4hQMAKikLDwAcwcDYAOBOYzpvquf2pzJwOgEAWdQZABSnANppfzCQCwDJvI0AgBcDANy/BLYMAXquQOleS1F3ABDHt9P+YEA4BwQA9Nz+NAbuJQAAcggA4BlQJYCB5w8AAEMAwPwdAAAgh/oCgGYGqKH2BwMjA4C9EwMACwDO9Qw44QCASqrCa/p/Q+0PBsYGADMGAHhUAADIIACAZUCXAAaeP8hOAuQEAGnfqgMA52313P4UBh7vfx4C9FyB0r2WIgCAZUCXAAZeP2UBQDppAwAQTGOODoDn+wcA7NUVAFSnAFpqfzAwMgDYQcMDYPkfALBXZwAQR09NtT8YAAAYGhwApzcAzl1XoHSvpQgA4BhQJoCB10+ikwAAQM/tT2zgvVUBAHMBABwDygQw8P5xVACIpjFfb6zn9ic1cHIBcO65AqV7LUU9AUB3CqCp9gcD4wJAEDU2AJyfAQBr9QUAcfCcQBV9sP5b3YBkDiixfkLGWALC7gUAlDdwWgPg3HEFSvdaigAAhgFtAhhwfgYA6BoaAKvfAABjAQAMA9oEMOD8PCYAZNOYAMBTAICxOgKA8hRAW+0PBkYFgCjs+dbGA8BpC4BzYQO7cABAJXn1lP2/rfYHA4KTAADAgADY/A4A2AoAoMcfqv/WNwAA0DUsAHbbVD8EAABcAQD0+GP13+oGrAFAyVcbANJpzHEBsAtXEwAAcAUA0OOP1X+rG2gNAAQCGABAFjcqAPbb9KomAADgqiMAHKv9wQD/JMC4AHi+ueEA4DOgJAAA4AoAgIFaBsYDgPxCtjEB4NmkdwM6AgAArgAAGKhlYEQASBMMCoCAAQDATAAADNQywJ4DAgAAgIcBDQEAAFcAAAxUMwAAkDUkAHxb9AkAOQEAAFcAAAxUM2AKAFKyugC4yAGwvL3BABA2oCAAAOAKAICBagYaA0CaAGoAyDfBgADwbtGnATkBAABXAAAMVDPAPQkAAIwFgKgBMQEAAFcAAAzUMwAAkDUeAPwb9G1ASgAAwBUAAAP1DIwFgAsAwDHg356OASEBAABXAAAM1DMwGgA0m2B+fwMBILA9XQMyAgAArgAAGKhngHkSILZ+WiYAoB8AEAyICAAAuAIAYKCiAQCALADAYwAA0AoAgIGKBtoCQJIAqgJcAACGgdD23BgQEAAAcAUAwEBFA7w5oN4BkDYQ0WgAoBkQTAIBAK4AABioaQAAIOv+DocBQHBzbg3wCQAAuAIAYKCmgXEAcAEAGAaCW3NngE0AAMAVAAADNQ1YAYCYpyoACAZiGgkA4c25N8AlAADgCgCAgZoGWCcBAIBhAMAxwCQAAOAKAICBqgaaAkCKAABAGQORrekzwCMAAOAKAICBqgZGAcBFDYD7exwFAEwDLAIAAK4AABioamAcAJAMxDQMAGIb02+AQwAAwBUAAANVDXBOAgAAgwCAbwAAEAoAgIG6BkwAQE0CABwUAAwCAACuAAAYqGtgDABcAACygejGDAOASgAAwBUAAAN1DTDmgLoGAM1AVKfTGAAQGSATAABwBQDAQGUDLQEgQQAAoICB+LYMG6ASAABwBQDAQGUDAABVgwBAaoBIAADAFQAAA5UNjACACwBANZDYlDEDNAIAAK4AABiobIB+EiC4fnqG1ALZAEA1ENMYAFAYIBEAAHAlB8BPX338+PHPq5d++HR76Xf/fP/5/etLNQq/JNDGw0AeAwAAVTcCqOLVBvIDILUp4wYoBAAAXIkBMDf7jx9//6/3S98+Wv6DCsvfAQAYSBk4PgAuAADVQGpLJgwQCAAAuJIC4PYB/w9zl3+PAb48Wv+3H3/79/m3P3gDaxR+SaCNhwEAgLieYFYAIC8ACF8IAwBcSQHw5fHZ/4dP70/43y4w+HZu/d9upoeeqlH4JYE2HgZyAYB6Cjc/AOIEAAByAyC5JZMGkgQAAFxJAbD095+//viX5ZWfv54/+S+f/V+/bVWj8EsCbTwMZDIAABA1AADUBpKTQACAKyEAXv39u/0H/RkAP331+//5tD8DAADAwF5HB8DFCgC8B6h51TYA0u8vbSBFAADAlRAAP321tPbvdlP9j0HB8xzwa4Dw34vETqHD6n55Y814V5eLXS77nJbvtEWZvL0bASzSjCEtAPbner+bzw4sZ4R/+PScCQIAoJBOyr4GABxERm8PBKDLHABfHhcBPUcGuymiGkOvJYE2HgZyGaDezV85hVRvCohhIKqDTwER3h3JQHQWCFNArqwBsPT/l3745H5T4AoAwIBHxwbABQCgGaC8O5qBGAEAAFfG5wC+2/T/1XWis2oUfkmgjYeBfAAgNbYSAIgSQAoAloGYDg4AOwMRAgAArkyvAvr5691lPxgBwADBAABA01VNgIYBQHpvVANhAgAAruTfA5gv73G+BzD/8uz26y8FuKpR+CWBNh4G2gQA55li6UXaBoCaAC0DwNQAAECS4TeBnf7vfi34L+vAGoVfEmjjYQAAIK/JTWgJAFqbjGRQG1CqFACCBAAAXBneC+g7985wt7/cO/+Xj5sZIAAABjyinQToFQA8AzHdAaAjQLsA0E0D7hWaBAIAXInvBvrl4/tuoPPV/s/7Py8vfue/GSgAAAM+AQAk3Q0cFgDWBgIEAABcmTwPYAbAl48rADz+vr8jaI3CLwm08TAAAJDX5OSzBoCKAM0CQHkpsE9+AgAArvBEMBhowUA7AIgRQAYAroGIZgMqArQLgAwGvAQAAFwBADDQggHSSQD/+jn98BAAUE0CtQoA9Q0BvfIRAABwBQDAQBMGAACKFgAoCNAsAPIY8BAAAHAFAMBAEwaOCoBLBgBoCNAoAPRPhQtoTwAAwBUAAANNGKDMAfUJALaBiJ4GjgeAbAZ2BAAAXAEAMNCGAQCAoBcAxAQYDgA7AgAArgAAGGjDAABA0MvAwQDAuJsT3wAAEBEAAANtGJACgPVhmPQGwgTgF+CSCwBSAjQKgKwG1gQAAFwBADDQhgHCSYAuASAwENbbgJQATQKA800OEQBcAgAArgAAGGjEAACQlmPgUADIbGBFAADAFQAAA40YAADScgEgI0CLAGCdxREZcAkAALgCAGCgEQNHBMD2FIBl95ERoEkA5DfgEAAAcAUAwEAjBtInAXoEgMRAWCsDRwEAbwsKDbwJAAC4AgBgoBUDIgDwPgcfCwASArQIgCIGXgQAAFwBADDQioFWABAmQFsAEBGgPQAwt6DYwJMAAIArAAAGWjGQnAPqDgC7UwDG3ecYAChlYCEAAOAKAICBZgwcEAAyA0FtAcAnwMAAmACAvQAAGGjGAACQ0tbAAQDAhJjKwEwAAMAVAAADzRg4GgD2M0DmAGAToD0AFDQwTwIBAK4AABhoxkDqJEB/ABAaCGpngE2A1gDAfQM6A3cCAACuAAAYaMcAHwDcCQTSUh0BgD0J1BwAyhq4EQAAcAUAwEA7BhoBQJAALQKA+wna2gA7w+o3/ghGacD7nPhCBkr3WooAABhox8CxAOA5BZCh/+apAMMAN8PqN/45DK0BLQEAAJ1qFH5JoI2HgfwAiDaE7gAgNhCS9ywIL4O9AWYG9xfBSWy1ASUBAACdahR+SaCNh4HsBgCAuEqdBmcZYGZwfxFcxqo3oCMAAKBTjcIvCbTxMAAAcFZWCADMe+lkMMDL4P5SBQC6MQAAoFONwi8JtPEwUAAAsZZQ7BSoCQB8pwDyAMD8fqhMA7wMzs+SbzJbGAAAXgIAYKAlA4cCgNxASH4DrAeq5DDAyuD8LLmXkYkBBQEAAJ1qFH5JoI2HgVEAECJAowBgPVIxiwFOhvePoruZGgFATAAAQCdF9cShSwJtPAwAAIx1lQQA46HqWQxwMrx/FD3PwMaAnAAAgE6K6olDlwTaeBgoAYBIV+gKAN5TALn6L70ODQFA9kAbIwNiAgAAOimqJw5dEmjjYaCAgQMBQGMgoKCBLgFQ1YCUAACATorqiUOXBNp4GGgNANluhdYfAKiVaAcAwofamxkQEgAA0ElRPXHokkAbDwMAAHlN/hmgfP23QwDUNiAjAACgk6J64tAlgTYeBooAINwY+gKAykBAEQAQS9EMAGQDANM5KBEBAACdFNUThy4JtPEwUMJAEwAITeC0CwBqLdoBQG0Dk4wAAIBOiuqJQ5cE2ngYAADIayoOAGJHBQDcBAAAAAADbRmIzAF1BIDAKYCsACAVoxUACGeAjAEgIAAAoJOieuLQJYE2HgaKGKADIOMTcfUAUBoIhMfiSeVoBgC1DTzEnwQCAHRSVE8cuiTQxsMAAKCLz9x/OwKAdABgDQA+AQAAnRTVE4cuCbTxMAAA6OJzA4BQj1YAUNvAS1wCAAA6KaonDl0SaONhoBAAQt2hHwCETgFk7r+EgrQBAPEAwB4AXAIAADopqicOXRJo42GgjIEWABC4lRsdAGoD/vBEfDcAqG3AFY8AAIBOiuqJQ5cE2ngYAAA00TwD/vAUAJIVaQIA8gFADgDwCAAA6KSonjh0SaCNh4G2ACB5nhR5yT4BkP5o3QYAahvYiEMAAEAnRfXEoUsCbTwMlAJAoEF0A4DgKYD8AEjVBADwJWAQAADQSVE9ceiSQBsPA4UMHAAAegP+8GR8qigtAEAxA5QJAAwCAAA6KaonDl0SaONhAABQBDMN+MPT8T0AoLYBjwCAQlJUTxy6JNDGwwAAQIytCYB4VRoAgGYAkA0AZAIAADopqicOXRJo42GgGAD8LaIkALwEIAPAwoA3nBAfL0sLAKhtwCvqJBAAoJOieuLQJYE2HgZKGQAAQuGU+MYBoBoA5AMAlQAAgE6K6olDlwTaeBhoCgCSRjIGAGKFaQAAtQ2E/kAjAACgk6J64tAlgTYeBsoBwNslOgFA5BRAmf7bNAB0A4CcAKARAADQSVE9ceiSQBsPA8UMdA4AEwPecBoAYs9VLmEgJl3/zwoAEgEAAJ0U1ROHLgm08TAAAEgjBQa84bT42FPVihgISzkAyAsACgEAAJ0U1ROHLgm08TAAAEgjBQa84dTrqGobCOpU20C8AmkCAAA6KaonDl0SaONhoCAAfC2sKAB8fZxUgNgpgGIACD9ToYyBoBoHQJoAAIBOiuqJQ5cE2ngYKGcgDQDRXEIZABgZ8IUrr6OqDoBT6wBIfiEMANBJUT1x6JJAGw8DAIAsTmbAF04fQ9U24NeptoF0BRIEAAB0UlRPHLok0MbDAAAgi5MZ8IUrz6LUBsCpCwBECQAA6KSonjh0SaCNh4GSAPA0sC4AED0FULD9tQmA2gYmgoE4AQAAnRTVE4cuCbTxMFDQQMcAsDLgC1eOoSr331MXAIgTAADQSVE9ceiSQBsPAwCAKExowBeurGBtANQ2MNEMxAgAAOikqJ44dEmgjYeBogDY9y93/bIvFLHewL6VEwoQnwEq2v6aA8CpFwDECAAA6KSonjh0SaCNh4GSBroFgJ0BT7iygpUBUNvARDYQJgAAoJOieuLQJYE2HgYAAEGQ3IAnnBXvnUYraWCjjgAQJgAAoJOieuLQJYE2HgYAAEGQ3IAnnBffFgBOPQEgSAAAQCdF9cShSwJtPAyUBcCufXUAgMQpgNIA8EC0qIGVTrUNTCwDAEAWKaonDl0SaONhoKiBTgFgaMATzoz31LCsAUenzgAQIAAAoJOieuLQJYE2HgbaAYDwrsKjAWA/CVQRALUNPDNQF/RPAgEAOimqJw5dEmjjYWAsAOy7eYcA2NapWv89dQcAPwEAAJ0U1ROHLgm08TBQGAC75tU8AFKnAMq3v3YAUNvAKwN9UR8BAACdFNUThy4JtPEwUNZAlwAwNbAP5wNgU6ha/ffUIwB8BAAAdFJUTxy6JNDGwwAAwI3QGdiH8+M3laoGgNoG3hk4C+8JAADopKieOHRJoI2HgdIA2H56BQAE8QDAJgNr6R0BAACdFNUThy4JtPEwUNhAGADSR4tnBkDyFEAVAKxqVan/nnoFwI4AAIBOiuqJQ5cE2ngYAACYAUoD+3BJ/KpYtQBQ24CTgbn8hgAAgE6K6olDlwTaeBgYDAC7ht4nAKb6ADh1DIAJALCUonri0CWBNh4GigNgM3/dOADSM0CVAOBUqxIAahtwM7AjVgQAAHRSVE8cuiTQxsNAaQPdAcDawC68z/5bn0BuBnbEahIIANBJUT1x6JJAGw8DAABrcb2BXXifMzD156B0BlwCAAA6KaonDl0SaONhAABgLa43sAvv8iKcFs5C6ww4BAAAdFJUTxy6JNDGw0B5AKwvYby+Xi9jgAcAwimAMS/Db+E6VKWBNwEAAJ0U1ROHLgm08TBQ3EBnADA3sAsXA6DinRia+CKC1sCLAACATorqiUOXBNp4GBgNANue3i8Aat6Ms42vImsNPAkAAOikqJ44dEmgjYeBCgBYTR8DAPJ4AEBpYCEAAKCTonri0CWBNh4GyhvoCACUUwA1AVDrgVyN3I1Ob+BBAABAJ0X1xKFLAm08DAAA9GVtDGzDFfHVALDJUNzANoM4EgAwkKJ64tAlgTYeBhoBgLj/jw2AUxUDrTyQwMLAnQAAgE6K6olDlwTaeBioAQD3S6QAgCZ+Llt5AGwzlDawyyAPvU8CAQA6KaonDl0SaONhoIKBbgBAOgVQt/3VAEA7DyW2MHAjAACgk6J64tAlgTYeBoYDwIYAcQBkMbAJ1wHgVAEAuwyFDewzaILvBJCvuUEBADDQtAEAgGqAoFvhChvYb6q+AeB9Tjx5zQ0KAICBpg24JwFaBgBtBqh2+ysPgH2GsgY8GXThGAHopKieOHRJoI2HgRoG9gCQ9/+sAMhjYBOuBcAJAKhnoHSvpQgAgIG2DQAANAM0FQaAZ1PVrgAAsBIAAANtG3DmgAAAPQDktZMY8KytdgUAgJUAABho3EAXACCeAqjf/pQE4Bnwrax6BQAAVwAADDRuoCoA1gSIASCXgXW4vv0VBYAvg2r9AICxAAAYaNwAAEAxQM6gGwKwDHhXVb8C1QyU7rUUAQAw0LiB90mAx/o1HQwAuOomgXgA8BtQCQCwFQAAA60b6AAA1FMATbS/UgDwb6gWKlDJQOleSxEAAAOtG+gCANkMrMNNAKApIAcAIQMaAQC2AgBgoHUDAEDaAD3DpDuJQjcQWEsTFahjoHSvpQgAgIHWDbxOAgAARu2vDAAiBuQCAGwFAMBA8wZqAmDV20MFIJ8CaKT9KW6mBAAAACrVKPySQBsPAy0AQHcRCz+EBoCMBlbhRu2vAABC26mRCtQwULrXUgQAwEDzBgCAlAFGhvlf+UOV6QCIGhALALAVAAADzRt4ngQAAMzan7SKZAPBFbRSgQoGSvdaigAAGGjfQOMAoJ8CaKf9ZQdAyoBQAICtAAAYaN9A8wDIaWAVbgcAWRmpBsLpm6lAeQOley1FAAAMtG9gmQMCAAzbn6yOZACkDcgEANgKAICBDgxUBIDb3v0FYMwAtdT+cgIgspEaqkBpA6V7LUUAAAx0YOANAOXNLAUxBADkNeCGW26Bir0AABExSURBVAJAUkkqACgGRAIAbAUAwEAHBgCAmAFWhvePAEBhA6V7LUXFAQBBfJ1Op9dPpdd9uWgXaFT5Sll+I0FCYQQAAz0YmD/4tzkC4JwCaOvzr6CWNAOxvE1VoKyB0r2WIgAABnow0DQAMhtww23bXyYARLdRWxUoaqB0r6UIAICBHgwAAGEDvAzuL/xi0gBANsAXAGArAAAGejAwfxPgqnyeodDAu8MfDQD8clIMxJM2VoGSBkr3WooAABjowkCzAGCdAmiu/WUBAMcAVwCArQAAGOjCQMMAyG7ACTcHALOeBAOJlK1VoKCB0r2WIgAABrowcJ8DAgDs218GAPAMMAUA2AoAgIE+DAAAAQPMDJvfmQVNG0glbK4C5QyU7rUUAQAw0IeBRgHAOwXQYPvjVZQAAK4BngAAWwEAMNCHgRkAyv6fBQD5DTjhGdofAFDKQOleSxEAAAN9GJjvBlEFAO8mf0wAcGqaNJDM1mAFShko3WspAgBgoBMDTQKAOQPUZPvjFDUNAIEBjgAAWwEAMNCJgUYBUMLAOzxL+zMEQHoDNVmBMgZK91qKAAAY6MQAAJANAPSqJgEgMsAQAGArAAAGOjFwPwkAAOjiAwboZU0YICRqswJFDJTutRQBADDQi4HTSdv/zQHAPQXQavszA4DUAFkAgK0AABjoxUCTAChi4B2eCwDUwsYNUNI0WoESBkr3WooAABjoxUA1ALz6/GEBQB4CJAAgN0AVAGArAAAGujEAAOQDALGyAAAAoFONwi8JtPEwAABsXz8KAKgEiBog5Wi2AvkNlO61FAEAMNCNgQYBUMjAKzxf+7MAgMoATQCArQAAGOjGgLr/AwARANDad8QAMQNlIZkBYoZqBkr3WooAABjoxkC1g38EABAncGIAUBqghQMApgIAYKAbA60BgH8KoOkKKAFAPYtAWkpigJqhmoHSvZYiAAAGujFQ7+BfOv0OAMUMPMOzAoByFX8EAGoDpHAAwFQAAAx0YwAAyFsBFQDIF5LSFuMbIGeoZqB0r6UIAICBbgw0BgDBDFDbFaDcyUd5FVHjFchroHSvpQgAgIFuDDQHgHIGnuF5K0C4mXMonn4zCeJyXAP0DNUMlO61FAEAMNCNAQAgdwUUALAxkA4HAEwFAMBANwYAgOwASD7QEQAAAFSqUfglgTYeBgCA1WvHA0CSACEDjCcKUBfkGWBkqGagdK+lCACAgW4MVDz4H81+A4CSBpbw7BWQAsDMQCocADAVAAAD3RgAAAoAIN7KAwY4D5UkL8kxwMlQzUDpXksRAAAD3RgAAApUQAYAQwOJcADAVAAADHRjoCkAiE4BdFCB+Id5vwHOXfrar0A2A6V7LUUAAAx0Y6AxABQ1sIQXqEC0mwcAYGogHg4AmAoAgIFuDAAARSrABgDrNt09VCCTgdK9liIAAAa6MQAAlAFApJ/7AWBsIBoOAJgKAICBbgzUPPjnfu8YkJ0C6KMCEQIAAACATjUKvyTQxsMAALD+vaSBR3iZCvAAwHtQWx8VyGKgdK+lCACAgW4MAAClABBs6V4A2BuIhAMApgIAYKAbAw0BQDgD1EsFggTwGGA+qbmTCuQwULrXUgQAwEA3BpoCQGkDj/BSFeAAIIuBYDgAYCoAAAa6MQAAlANAoK3vDTAHAN1UIIOB0r2WIgAABroxAACUqwAdAJkMhMIBAFMBADDQjYGqB/+95b8MSE8B9FOBwAf7nQHuAKCfCtgbKN1rKQIAYKAbAy0BoLyBObxcBfydfQ+AbAYC4QCAqQAAGOjGAABQsgIAgLWB0r2WIgAABroxAAAUBYCvt28NsGeAeqqAtYHSvZYiAAAGujHQDADEpwC6qoCvue8AkNOANxwAMBUAAAPdGGgIABUMzOFFK5AGAH8A0FcFbA2U7rUUAQAw0I0BAKAwAPbtfQuAvAZ84QCAqQAAGOjGQN2D/9b1BwOAp7+vDQgGAJ1VwNRA6V5LEQAAA90YaAUA8lMAnVVg3+A3AMhtwBMOAJgKAICBbgy0A4AqBqbyFdgRYGVAMgDorQKWBkr3WooAABjoxgAAULwCcQAUMLALBwBMBQDAQDcGGgGAYgaouwpsP+S7BkQDgO4qYGigdK+lCACAgW4MNAOAOgamGhXYdPkVAIoY2IYDAKYCAGCgGwMAQIUKAABmBkr3WooAABjoxkDlg/9yGRIAqz7vGJDNAHVYATMDpXstRQAADHRjoA0AaE4B9FiBIABKGViHAwCmAgBgoBsDrQCgloFKAHA7/duAcADQYwWsDJTutRQBADDQjQEAoEoF3FbvAKCcgVU4AGAqAAAGujEAANSpgA8A0gFAnxWwMVC611IEAMBANwaaAIDqFECfFXCa/RsAJQ244QCAqQAAGOjGQCMAqGagWgXeBHgaEA8AOq2AiYHSvZYiAAAGujFQ++C/EWBMAEx7ABQ28A4HAEwFAMBANwZqH/wDA+DZ8AEAAECnGoVfEmjjYQAAUJ4C6LYCTwIsBuQzQN1WwMBA6V5LEQAAA90YqH3wPwBQ0UDFCmwAUN7AMxwAMBUAAAPdGKh98A8NgNP/b++Oetw2rjAML9K6iZoYubDdpHCNbtMtYhSK4zj//79VIimKghV0rOHO4dE87012pQz5esRzPpIiuQuBigOAvDNQL9C615YgAAikEYgu/kMAVJ4BSjwDFwEQIfB+IVC1hDCB1r22BAFAII1AdPEPARApEBoAL2aBmgOAxDNQLdC615YgAAikEQgv/v/WHgBknoGh7Y8BECMwDo/eBgRAHRETPy2gdjwBAdBxALw/BUDVAUDqGagUaN1rSxAABNIIhBd/5wHwYgqAKIFhePQ2IADqiJj4aQG14wkIgMr+n3sGDglwEKg7AMg9A3UCrXttCQKAQBqB8OLvPADejwEQKBA+AwKgloiJnxZQO56AAOg8AF4IAAFQR8TETwuoHU9AAPQdAO8PAVB5Bij7DAiASiImflpA7XgCvQdA9wKHQ4DK/p99BgRAJRETPy2gdjwBAdC7wIvaA4D0MyAA6oiY+GkBteMJCIDuBWr7f/4ZEABVREz8tIDa8QQEAAECFUO3hwAgkEYgc/ETINC615YgAAikEchc/AQItO61JQgAAmkEMhc/AQKte20JAoBAGoHMxU+AQOteW4IAIJBGIHPxEyDQuteWIAAIpBHIXPwECLTutSUIAAJpBDIXPwECrXttCQKAQBqBzMVPgEDrXluCACCQRiBz8RMg0LrXliAACKQRyFz8BAi07rUlCAACaQQyFz8BAq17bQkCgEAagczFT4BA615bggAgkEYgc/ETINC615YgAAikEchc/AQItO61JQgAAmkEMhc/AQKte20JAoBAGoHMxU+AQOteW4IAIJBGIHPxEyDQuteWIAAIpBHIXPwECLTutSUIAAJpBDIXPwECrXttCQKAQBqBzMVPgEDrXluCACCQRiBz8RMg0LrXliAACKQRyFz8BAi07rUlCAACaQQyFz8BAq17bQkCgEAagczFT4BA615bggAgkEYgc/ETINC615YgAAikEchc/AQItO61JQgAAmkEMhc/AQKte20JAoBAGoHMxU+AQOteW4IAIJBGIHPxEyDQuteWIAAIpBHIXPwECLTutSUIAAJpBDIXPwECrXttCQKAQBqBzMVPgEDrXluCACCQRiBz8RMg0LrXliAACKQRyFz8BAi07rUl3B4AH9/sdrvXf/zSlfePREz8tIDa8QQEAAECFUO3x80B8OHV7sh3P//BS1feH4iY+GkBteMJCAACBCqGbo9bA+Cwf/9y6PKvr7905f2RiImfFlA7noAAIECgYuj2uDUA9uO+/YdX3/7r6ktX3h+JmPhpAbXjCQgAAgQqhm6PWwPgcdy1//R298PVl668PxIx8dMCascTEAAECFQM3R43BsCnt3/9x/DD03yO5+KlK+9PREz8tIDa8QQEAAECFUO3x40B8PHNdGrn6Xiq//OXPn//LxM1sgCA9agNgP3nAbBfBsBeAADANmkWACciDr2mBdSOJ+AUEAECFUO3hwAgkEYgc/ETIHBbr31emn0HcCJi4qcF1I4nIAAIEKgYuj1cBUQgjUDm4idA4LZe+7zcfh/AcH3/5X0Ai5euvF9J+PfHBKIFotdPgEC8wLo0vxP4ZsInnkC0QPT6CRCIF1iX5s8CupnwiScQLRC9fgIE4gXW5eange5356d9fng1nPFfvnT5yxqETzyBaIHo9RMgEC+wLqv8PYApAIr+HsDNhE88gWiB6PUTIBAvsC7N/yLYzYRPPIFogej1EyAQL7AuAoBAGoHo9RMgEC+wLgKAQBqB6PUTIBAvsC55AgAAsCoCAAA6RQAAQKcIAADoFAEAAJ0iAACgUwQAAHRKlgD49HbNx0p8IR9ejQ822q32aNMvZ3iyxoqPVrph5Ude/v//+TmYP4EDaz1f/GaDqK3gUAO7dR+v8gXMf+Lp4sfmrPh44ZuJ/PevTpYAONRfUPP7/aL4Y7rPogOHlP959UEzIABO7T9qBgTAjAAI4PHbv0U13+NWN4XPY1DxHxvwD6NASALMm/yxC0V8DPMnEEZ05znO/PDRz9tCWwTAjABoz8c33/0n6vTDov2s+AfOvojH+fDnKSSCFpt8jIAAWOx7PEUcDAuAGQHQnv3udeC0n9vPY8gO+GKrj/kuZDH3MRnYfQCcnrh+5OOb88/NEAAzAqA5w9+Yj2m+R6KPAOL+5RPLTf4p4kis+wAImfUlAmBGADRnqP992NfAi+8AIhSiTjydWW7yIb249wDY1CYgAOIdViNHADwdd4FDjnwHzleAhHzycf/ws8EyAAImYXENTlASnA0idsW3sAmcr8MKvBxaAKxMigD49HaY8ccNXIUecwVefPULgOAAmCb9KepiYAEwIwBasx+Lbh+14c0nIA5dICABhm9AQtlAAPR9CmjeBwgMAKeAJgRAax7DbwI6tZ+Q7yE2dQI4Zgp6D4DLTeBJAEQiABqzOPqMaQPn9hPz2S8vAQk5DHIVUHTnuZh1ARCKAGjM/rTxLy+Gbkl0ACy3+pAvQi6q330AIatfbPoCIHTlWwih1UgQAOdT4IcD4ZCvgYNPAS0vP93vIjLw4k7giBnoPgCWdwKH3AwoAOYUjrse/RlIEACL4g/6Gng22Ac+jO243z0/EKb5+qd5P4iEHIQJgONH//L0Q8BBmAAYpv6wGR5qIPi+zDVJEACLA96Y8w8buAjR00B34d8DRR/3P4bOgAD4fdgBjL0Kdn22HwAXm1vMrbjn9hN3Nc7o0Gf+CICRx7D7EATAafVhH8Azsf0AAAA8CwIAADpFAABApwgAAOgUAQAAnSIAAKBTBAAAdIoAAIBOEQAA0CkCAAA6RQAAQKcIAADoFAEAAJ0iAHD3vHv407+Xv//08NU/o1yALSEAcPcIAOA6AgB3jwAAriMA0B0CABgRAOgOAQCMCAB0hwAARgQA7p75O4Bfvn54ePizAAAmBADunikAfvvxYeCrvwsAYEAA4O6ZAuDdce9/+I8AAAYEAO6eMQB++frhm+HXnwQAMCIAcPeMAfDu1PZ//V4AAAMCAHfPEAC//TicABp/FwDAEQGAu2cIgMN+/ykAXAUEjAgA3D2nAPhm+l0AACMCAHePIwDgOgIAd4/vAIDrCADcPeNVQPN+/yEKBABwRADg7pnvAxgPAdwHAEwIANw9053Ah8Y/HgkIAGBEAODuOT0M7p1nAQEXCADcPfPTQH/93tNAgQUCAAA6RQAAQKcIAADoFAEAAJ0iAACgUwQAAHSKAACAThEAANApAgAAOkUAAECnCAAA6BQBAACdIgAAoFMEAAB0igAAgE4RAADQKQIAADpFAABApwgAAOgUAQAAnfI/yCbZWRyliD8AAAAASUVORK5CYII=" alt="" width="768" />

6.气泡图

气泡图的特点是，已知x和y的数值，把他们点出来，然后把他们的大小用不同的圆标记。

ggplot(df1,aes(id,value,colour=item))+
  geom_point(aes(size=value))+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])

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" alt="" width="768" />

7.气泡图

3D不做图

股价图

其实觉得在excel里面出现股价图是很奇怪的一件事，因为这个不算是基础图形，更偏向业务。这里也就不着重介绍了。

1.盘高-盘低-收盘图

已知盘高-盘低-收盘图情况下做的图形。

ggplot(df)+
  geom_point(aes(Sys.Date()-1:10,c))+
  geom_linerange(aes(Sys.Date()-1:10,ymin=a,ymax=b))

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" alt="" width="768" />

作图的关键是geom_linerange()这个函数

2.开盘-盘高-盘低-收盘图

已知开盘-盘高-盘低-收盘图情况下做的图形。

ggplot(df)+
  geom_point(aes(Sys.Date()-1:10,c))+
  geom_linerange(aes(Sys.Date()-1:10,ymin=a,ymax=b))+
  geom_crossbar(aes(Sys.Date()-1:10,c,ymin=a,ymax=c),width=0.2)

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" alt="" width="768" />

作图的关键是geom_crossbar()这个函数

3.成交量-盘高-盘低-收盘图

已知成交量-盘高-盘低-收盘图情况下做的图形。 但是由于ggplot2开发者不推荐使用副坐标轴，因此采用分面的形式。 参考网站：https://github.com/hadley/ggplot2/wiki/Align-two-plots-on-a-page

ggplot(data = filter(df1,item != "c"),
       aes(rep(Sys.Date()-1:10,3),value))+
  facet_grid(item~.,scale="free")+
  geom_point(data = filter(df1,item == "a"),
            aes(Sys.Date()-1:10,value))+
  geom_linerange(data = filter(df1,item == "a"),
                 aes(Sys.Date()-1:10,value,
                     ymin=value-runif(10),
                     ymax=value+runif(10)))+
  geom_bar(data = filter(df1,item == "b"),
           aes(Sys.Date()-1:10,value*1000),
           stat="identity")

aaarticlea/png;base64,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" alt="" width="768" /> 这里给我们一个很重要的思路，在分面图形中，可以存在完全不同的图表形式。

4.成交量-开盘-盘高-盘低-收盘图

已知成交量-开盘-盘高-盘低-收盘图情况下做的图形。

ggplot(data = filter(df1,item != "c"),
       aes(rep(Sys.Date()-1:10,3),value))+
  facet_grid(item~.,scale="free")+
  geom_point(data = filter(df1,item == "a"),
             aes(Sys.Date()-1:10,value))+
  geom_linerange(data = filter(df1,item == "a"),
                 aes(Sys.Date()-1:10,value,
                     ymin=value-runif(10),
                     ymax=value+runif(10)))+
  geom_crossbar(data = filter(df1,item == "a"),
                aes(Sys.Date()-1:10,value,
                    ymin=value-runif(10),
                    ymax=value+runif(10)),
                width=0.2)+
  geom_bar(data = filter(df1,item == "b"),
           aes(Sys.Date()-1:10,value*1000),
           stat="identity")

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" alt="" width="768" />

曲面图

曲面图是个很有趣的三维图形，一般用于实地图形的表现，比如山脉。 不过由于ggplot2本身不支持三维呈现，所以这里不做三维曲面图，主要针对二维。

1.三维曲面图

3D不做图

2.三维曲面图（框架图）

3D不做图

3.曲面图

曲面图的特点是，用颜色填充高低点。

ggplot(df1,aes(id,item_id))+
  geom_contour(aes(z=value,colour=..level..),
               binwidth=0.001)+
  scale_colour_gradientn(colours = terrain.colors(10))+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])+
  scale_y_continuous(breaks = 1:3,labels = letters[1:3])

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alt="" width="768" />

这里其实用了一个比较取巧的办法，就是尽可能多的画线（binwidth=0.0001）来填充颜色，但是速度就非常慢。

另外，在graphics包里面的contour()函数也可以做这个图表

4.曲面图（框架图）

曲面图（框架图）的特点是，用不同颜色的等高线进行作图。

ggplot(df1,aes(id,item_id))+
  geom_contour(aes(z=value,colour=..level..),
               binwidth=0.1)+
  scale_colour_gradientn(colours = terrain.colors(10))+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])+
  scale_y_continuous(breaks = 1:3,labels = letters[1:3])

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" alt="" width="768" />

雷达图

雷达图作图比较复杂，因此考虑使用风向玫瑰图代替

1.雷达图

雷达图特点是，使用圆形的图形加上折线展现每个维度的高低情况。

ggplot(df1,aes(id,value,colour=item))+
  geom_bar(stat="identity",
           position="dodge",
           fill="transparent",
           size=1)+
  coord_polar()+
  scale_x_continuous(breaks = 1:5,labels = LETTERS[1:5])+
  facet_wrap(~item,nrow=2)

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hHGDTdIM7ODODNM9L3dz+/vOAYwPJ+GwPYh/43N4AqqzZwuqtvAaobgHoD0CjdIM6+DODxBP89Uvmfuu+8efaDXz7+5/Xp/QCVirBGt60pmYamZZ1lGzndQz0GqphGgf63STeIsy8DeH0+93/zzD3Df9wIkCe88K2BqFODFXptT2P9r7RwI6d7MANQdX8aYNh0gzj7MoBF3x/l/ufbN16eneHbj2kf4FOlBO077UFzA6iydEOnu7IDNDGAw8DpBnF2ZQBXfX/pnOi/fX52hLfP3/23Z/4dgDoVaN5nFwomom9ov3hjp7uuA0g6l0+kVP8bpBvE2ZUBvH2+SPtL51L/5efLPeDbBuF7ZyoUoHWXFgTWLN9EPZi2YY3lk01a0XtR+0ofB15mS33XSne5/tdPN4izTwNw7vVeNgCPr9PWYLkjfKKOARzH0n/W4kXbqkfVNjxUWEDWXAs6L+zB1ADczK4NwDzdFgZQO90gzl0YwOvLc6GXnYB7ici+/Gw71OEvkOIg9VTKlsB6CUdPt4EDRDO57to63Sb6XzvdIM49GIB/T/jNs9snBQjr6jPtTxmDcHbHYBP1XEqXYB4DsOmvzACSswt2bZRuG/2vnG4QZ58GsL0H4D8V6r1iXH2m3cmHL5vUZlU6bQBKRo70Nni61VuA/KTSPRel22gDoBg51xvgsSsDiDwF5H/6q+oOoKv+W02odGnK18A2K8fh060yANaEGD1rl8ZM/6umG8TZlQEcX5yv9TjXfK6f/roahGcJtrVn2Jt0aMvJFHRnEYPpQo6fbvkWgDsZZseKtSn7CJg3vEEvt84Ai30ZQPCTwKtPf12s4IV7U8C09Ow6Ew5sO5OSTk3CsJzNBOmWfmUPeyb8joXLY3cBaBncoptLX4DFvgwg+F1A1zsD9M5J+V8/OFeATCvPrC/ZsKbTuPWr6tomkC8vn9r44a+L+5og3YItgGwakn7FxmK1AXjkjV2+TdTkLtiXAZwe9L9+G+jlaf/1Bf+X4S8DtbxqYtWVaFDLOWy7vg0gaGUz+JcfXL/J9Welfc2Qbq4DSOcgMgBB/8b6fzP88nybisqu2ZkBrP8ewMUANuf79L7/jaAmBdxF/20n4He+GYbZymj0Lz9453Pq65Pyc8IZ0s0yAMUE2AYgS7e1/j/m+12rfNuIyT2wNwNQYlG/hw4PAJlGH+peM5ShAfyWRvz6I+NTQovoDvbpzjuAKnyBAQhGsr0BcOJq+OX5bqMaewAGQFjUb3v9Nww9NoBiPEtB+O05hE8eflLY1xzpTjuANnaVARxy6TbfANwMvzzfzYRjemAAhEX9tr4AZBd4YoTQmOlBbQWB+htzB1Bh9Z8mHEAfOdcAROm21//FAEzyXV8x9gIMgLCoX6Nu+KNVHy80QHa9zA3g+HhCePpHEZOkO2oAJWHzDSAybmhg8wtA1x2fRb6biMYugAEQBuVr0wt/sAbDRYZIDm4qCA+Vngs0CK7S+ocdoCzoEgOIDV5hA2CZ71a6MT8wAKK8ek064Y/VYrT4IPEA6gjCeI+BVktAwAFKQ+Y/XRp/x32vgv5b5ruNauwBGABRXr3t9N8oYM5A8iBsDeCd0/O7h+ObD4a7B1AtA95tgPKA2QaQem8bRI0NgGW+W+nG/MAAiOLibab/NuEyhxIHYiwIy3Phx9fGF4WLQ6uYgq0BWIRrYABOIFX03zLf7ZRjdmAARGntGnTBHaflViP3vhuMbWinj3Cf//X2ue0ng0ojq5qElQPYpNvEANbBXHYpxotwzfexON+tdGN+YABEae021P8mAy2DMQ7ZHGMa3Ok7PJbzwK+GM4DSHlJcBdso3TwDEKS7zgZglW8YQDNgAERp7Ta6Jt/4QVPWQavDTv969eqV1fBvPrhcCPji4d2RLgFVTsPl/Noq3VwDYHRFMVXSf8t8t1WPmYEBEKXFW9ieN0h5nMLxeEfdvkDmQPpv4gCnbr+8CMIXp693Ku9vmnSTwNql29AATutYRf+9fJd3BzjAAIjScitrzxuj8RdNsMe7RnZc9N/AAajP1WOB7/x2IAOonoizxJqNwjIA9qo8rWEAXr4/L+u9pXbMDQyAKKy2oua8IUqDVAzJP5KOvel/sQWcO7wJws+KF3mudCe+EULbW+4g9qwq6f/BNN+N5WNiYABEWfkWtWaNUBqiakzJsecAX9k4QHC2lopQ0lOLdA9sAE8v16dKo1oPHcx3aZeAAwyAKCu2ktasAdrLv3Ba5xBfvbJwgNh0BzGA+rk4Hm0dwNIArvpvtwqRzopGaCgdkwMDIApqrfoZYWl86lGlxy/CX+gA0ekaKkJBR43SbekAnK64i3K9AGRWlNGOYAAtgAEQRbVW0JjTfQ/5F0/reDjedL/EAhLTLVmIWdJ9ybf3jRAF8AyA3xXdALCqy3g3dukGcWAAREmp6duyuu+j/8J53W4A0I9qB0hPdwADaKD/538MbABLIiwqM5mMgv7bqsfMwAAIdaVVviJQFFrDga83AJZWSgfIpMJMEdTd1E/3dQA7B2B0xFyT7RNAZSvJ6AEGUB8YAFFQaeqmnM576b98A7Do/7HEAbLT1S/HDOl28t3WANgdrZ4ALa3PXHOrdIM4MABCW2hVzwiLAiseW3Lw4XoB6Bay2AE40+1uAOqWnM63gZltAawNYHVs0VrmG8MAqgMDIPSFpm3J6bub/AvHPq5uANxWU+gArDSol2SKdDu9tzMA3pKEPgKmX01OS6N0gzgwAEJdZ8qGrL776b94A7DS+ttyihyAOd0SuRk93W7vVlsAjgFwu/E+AqxdTl4zm3SDODAAQldmNa8I6IOyGV1wrCv1R7kD8HPQ1QCU7Thdh4IycgBbA/AO1awnOwkwgMrAAAhtmenasbruqf86A1i1FjqAIAXKdZky3UMZQHgDcG4tXRh+DkzSDeLAAAhllamasXrurf/84X39FzuAaLbdDKBDum0cINsJZ0Xi+i93AGF5KWipHXMDAyB0VaZqxelYG5FdAPxDA/ovcwDhbNWXnGdMt4kDMAyA2Unsr0CK1lSWAIt0gzgwAEJXZJpWrI77yr/QAIIaf2Q7gHj5VaszabpNvhHCwgBSG4CD8Bqe8DMm5ekGcWAAhKLGqp0RKsPpE0FE//kOoJhtJwPQNOL0mwynhQFwFiSt/8xOJMetWgiPX0YBLGAAhKrGFI1Y/fbWf8HUwheAlk44DqCZrWaBpk23gQPkDYDXRewC0KUXxgppFr883SDO3gzg7fOH0x+QdV955Eefht8nNCUmb8Prt7v+8+eW0H/PASKHNBLjedM9jgFkzsUZ69ps7Ssoy07ZmQG8eUZi/+7n3ktnAwi8TyiqUt6E1e0A+i8xANbZfWKT0Op+7LzpLt8ClBsAYwNwYEymV7pBnH0ZwOP5/Xuk8qtz/NenlxLvE4oKEzfhdTuE/nMf0s5c4L+ubOY2gSJCeYtp013bABhBsPQ/15Nq4ZeW8haAx74M4PX53P7Ns/P1HuLFSu1D7xPymhS3YPU6gv6zf9+SF4CWns59hXxCteyroYUN5k138RYgawC8CHiX+FPvqVcRBlCNfRnAIvbffvzw88tL3378g1+m3j8jLzBpC2bZ1uhWinQDkO4r4gCaVV+3FjeYN92lDlBqALwLQEtfsaN6phvE2ZUBXMX+5e2s/+3zd//t2XIHIPT+GXFFShswq7ZGt1K4YXD0P+oApXNtbADSBsyQeAfWNYBsGE/ZG4B4b5pF37SXHg+Y7MoA3j5fLu28vF33v9wDPp3zB97/3hlxfQkbMIu2Qq+BUa7EjuB1lL0AdB3w9J+NA8QH5yJtvy2UyoNxI+IeWuAAp9me9Ts2HnMDwH4uINRfcb7L0g3i7NMAVjd+X5+f+nzz7PHkP/C+0gCExzNrtkKv2wHCeMfxuuPpf8gBAoOKaWoAwuOZAfEP1jjAbbZXA1ClW3AB6DIu4yUpMIBK7N4ALif7p6s+offP1C1HZs1W6PTSdXim4SXgBcLW/2uHVweQr3dwfNnhU6db9o0Q7kyvbTXpluq/36FiwQOdCg8HTHZvABfePHv3cysDqKHV1e4z5ue4XQneauSeAHUGoP8sLcTLneqTf/jU6WYaQHiOTltZumUXgJYB3JgkrTl9Mg4HPPZpAC9DBvCjT+PvC6tRdjizYmv0KZidbDEEG4Db5C4GwGqUj0B09OTpZjhAdHbBpszFkG8AnMlZFTYMoA67MoD4Uz7nHYDRU0B1tNq+R/HE+M1E+u86gDSmWJ+yoydPd/7TXNGJJZpm10Oh/+vpaUow1qcwAsBiVwZwfHF+vn/1nP9V8+mqj//+gqwWRUcz69W6P/Gstk3TbYX6f/31PZo6gOjg2dOd2gJkZpXyjsyKKC4ALb1ee5e2jfYpDACw2JcBBD7pe/kgMGm/ySeB7c8IhQHke0tOKff1zNcuEkMIbgBsuhW3y3XJP3j2dEdlPDultAEke1BtAA6XKZrWdUG6QZx9GUDgu34efzid7Z+l3+S7gAYRhGhfofm88ol2kOpnOUah48v9xl4XgeZPd3gLwJlP1gCi6VZuAM4dWu9r9ekGcfZlAKen/q/f9kmP/p+u96++DXr9/ppKddi6x/BkAuofFeFV8+jS6GR86avTFmAH6fYdgDmb9MWjRGd6/V+6U7WM9ygcHTDYmQGsv+9/MYDzS+/576+R1KG4crPFKm8T1NDQTMLinzIAr0e3yyL9t3QASd7mTjfhGgB7KkkD2P606VH26QOvZ2vr1KcbxNmbASiRlKGidjO1Km4T0tDAPOLqzzSAQ+gXWXUn9xZdny3A1Ole2OixYB5sAzhs0z3WBqAg3SAODIAQVKGicjOlKm0SknB/FgnplxiAZwGqG7nURYUtgCSAWdN94+YAollIDGCV7gL9pz6KphruVRQA4AADIGoUYa0OA+fw3hzS5/txBQ4uxaZ3zQWgS/tjbnghgsTNm+4Vl2sysjkkDCCV7lL9t188dbpBHBgAwS9CVemmKlXaIqDq7gxyV3tSBhB5+TqC4gLQtXHHLcC06d6wiLJkBoe0AUReXr5BTv8EUKp7NTAAe2AAhH0J1urPV3Y3/rT4X4+QxXNZJZ3+O92bOQA/c7Om20GlymIDOL2h1v+jn28rtOkGcWAABLsElaVr1d/2Mj6JqBN+Vv0PCQNIrQSNI78AtA3v/O8OW4A50+2jeTAn9RGy9DiF+m++gDAAc2AAhHUBVupvJezLv5zgGep/SBpAOtqjeAPgLq75FkAQx3TpDvRgbADJJk8V8brptt4C8MMALGAABLeutJVr099G2q8G4L+fE1elARxU+h8cwcoB2KmbMd2BDo4aBygwAGHE/tp2ugbUVj1mBgZAcMtKX7sG/Tni7oooV/4LDIDX/ao7v0Pji0A1DWC4DcDx9nSOpJncAG43m0UhB47vtAVoqx4zAwMgTKuPi07/3Re277J0NXZUbiGEG4Dwwto6AD93s6U71MGpBzsDiC/E8rSp6MnL6EOl/A6UQ4SPAyxgAASzqkpqN9Cf6GhP3dfn4xL5TxlAstkyoOA6bPj1ZAxSJjKAwuaXuMUOEDeAVIPzHWDuYsXs3v4iEDsYwAEGQFgWHxdZd77+r67Ii+RfawAX/efFHV9V6y0A87C50h1ofu2gtgFsngDiLlf0OOstAPMwwAMGQDCLqqh2vf4kB4f0/6aiIvmPGkBmgpcxWOuQWlTTLQA/eTOl22+9ika6BYgcHp3g9hFQ3npl022EKt0gDgyA4BVVWe2WdBfW/6sDCE+nowbAC4GxXslDemwB5kp3oPW6uZUBJA5ffwQgv2DJNe2xBWgsHxMDAyDsSo+Nhf5vtwCy7gIRpUJa3wDOLljmgA5bgKnS7TfeBiPcAsgMYNH/dZPcimWWtMMWoKl4TA0MgDCrPDaS3qL6r9wChA9OTnD7AFB6ybIL2mELMFO6A42d1jIHCB8cm+DTG9ljOe922QK0U47ZgQEQVoXHR74BWIdydN8zMQB+CKk1Y6yn8RaAddA86fbaerHYGED8YM8CLNJtBAzAFBgAYVV4bOQbgHXbo/umxU3gVEh+/9FF46ym3RaAm76J0u239RuLHEBiAE+fCh2As5x2a6lLN4gDAyBYtVdcvuve+IdmTr4VWwCxAYQ+ARZeNe5iJuLgs4w1gwHoW4bDlThAiQGs/wJZJDxGBDZrqU43iAMDINjVZ4SgM+fk249WvgUIHpqaYLDzUAPeWppsAW4jccacJt1+HCmhZvURPDLcr6//SQeQpbuIknSDODAAglOAZQWs7szT/8gRAjWNGAAzhFULtwlrJc9HxgPhtT/Gfogd3zHd+jPgeKzlBhDvdWmQdQDeUtKRvMPi7YvSDeLAAAhhCZZiqv/VDSD6FUBONLyFXI+m3AK444xuAOrOUqHyHYBvAM6Jf8YBxOlWUrPq0zEAACAASURBVJxuEAcGQIiLsAjxBaBMFFIH4F7QCcYQbcRax9vR0UhyDf1R7A3ANN3q8990FEUGEOzav/CTcgBFuhUE08247Qx4wAAIRh0qCzjYGf9Q1wBSR7EdIGwAsaOPiW5XrTir6LWUbgEig0gVgRmdEQUbgNS77C1A2ACiPW4Odx1g1YFoWro1MEo3iAMDIBilqKjf8r54+i91AJEBpL8D+tKMtYjbltFQoi3iMY5tANp2mYbWBhDQ/6gDiPMtXwS7dIM4MABCX4xyrC8A3Q6sYgDpTo+XR/PECyTcAiQHsDYAy3SrzSQbBHcLwDSAwJM/q5e3MWnTLTjcMN0gDgyAMC5fo65euQaQPZQnp4GjomuQ+yMw1JCxgoGWsVgigyTfZ/TQJ931NgBsBwgcFVqDsP6HHICzhB6SGwbZdOc6a6kdcwMDIPIlyS9fu674+i9zgKABhA/N/xEw3gIGG15jSUbM6V2oCMXdCdBvALKHlBhApLNQj+6NYF2+2U+M2qcbxIEBEFbVy4DflUT/RV8JITAARn+c9Qs3jAWz7ZzV1cAGoGzGacdzAJYBRC4A+cMUpjtzTJV0gzgwAMKmLnm1y+3K0d5cM6kBsL7Zh9EfY/miLW9DpI5gd5U8oE+69RsA1lEsB/CPCUwwof+bYUrTXXbE9cDMkS21Y25gAIRVZXJql3mg4AbApgHDAV5tiffO+CvwrPWLtb1FE+6Z35OxAbAHzlJzA8D8RoiQAUQ6inR2e6c83dF3Jd3CAKzYmwG8ff7w8PDTzUtvnj2+9KNPb2/ffrxSWG8ClBsATjOtAURb8G4AlJ7lBgfJ58Q5PHtAn3QrDYAdgb0BJIZ5WnDL/5BcCmmXMAArdmYAJPYPD+9+fnvpxVnyz66wvC80gOwBksplduXqv8wA0g4QMoBQE6b+qxXz1Cw0umK9ZYqQPVY6vDqu4ggYDuAd4Xef3gBcD7imWzmr2OuV0w3i7MsAHk/w3yOVv+0BXp+l/8XDD35JP70XbFhWbhtyksnuZd0Rr1mZAXitsl3dFk6pmKGhs9mIhJJ7v1K6c3HpWgmaqQwgeEiyp8UB5PGtxw29pkx39noSYLEvA3h9Pvd/8+x2hv9iMYMXJP0vnMtDF3Llxi/NjGpqNwCiwXMOcD4gZwGMTwAcb//mBRgJdv23JuUdcQKole7CsIpb5XT7ekyy/7z+e48CsSNMjatOdy6AGuKyT/ZlAIu+f/vxw8+XV779mM78l3P/608uRdW2IS3B2aE2vUhb5UbfHBVoE3o92sl22YS/ycEx+dMMRZN7v066a/TEXweOcIsMIBHU5ghlqjatStINA7BiVwZw1feX/ok+GcDb5+/+2zP/DkC+mviVGTufZtXtthdxqwPTAbxz/ePRDzqv/87PihhXY4gWOR9O4P0q6c5FVbXV6sp9ygHc970JMnp5bGO6BShdZBiAEbsygLfPF2l/6V3qP28KLveArxuE4/fOlBTbBlfcvL+jKOilcPzoMWe1d0/fnZa574Bzg/JeYER4G6xccy0NoDSWsq64jZ5uife33L+NDsDTf4uLQEsjg3Rnxq+nMXtjnwbg3+t9SXcHljvCb55drwTVN4DtqbzAADTDZ7YAy6TPBnBmPcK6rVD/FfeplyCMFHdEA+CmWzX807wBLLNdDOA6dWeEvP5flmzrALww3Y6s1hcGYMOdGMDr80NAl52Bd4mooNa2bOTT8wDdBoA/+q1xQL1vs10bwHb+Mefyegq+Kohtde5vo7djGoCmEe8wV/9Df/Jl4fxudP5ZA7i2sNgCWK0uDMCG+zCARf+vvHm2/qTAMVtM7LJc6WbIA+pvAA4RB9jMc2NJ2/kzDCC2Xrl1Chqimdrmk8hMd2cDYLa5anbYATbz3Mq2uwAc/d8eK4vUiUraJt5XbiTAYZ8G4NwDeOno/+Y5UUJfalu2sul5gOQyyXV4/ujuqNcunEluo3Te1ep/WoPD6m95x3U8A9DMTab/q3+uFdyZpKPu23dz+r9drgIH6JhuEGdXBhB+Cujbj73HfoQ7AH5Z+roZ2AeIOlH8xjiD+TN0AtmuQl7/owPH3gqswLWbXRtArTYbyXYk3J+hZwCrY2T6rzaAvukGcXZlAMcX58d7Vp8DoB8uar/9UMAafaltCAuntxHg9CIfPDRgQA4OgR3A4bYPSEeZXqvge4G5rzsZzgC6XgHKxLbgSPZKxIPz2+r7Nt0ZAwj3df0wAGdKldKd7qlQR+6IfRlA4JPAK/1ffyz459uG6krbEhVOiQdsDlD9vtyGCU/ONYDrP47rDwQEOs4sVeBdf9rOQZnF5zOcAWhmptH/9UWg4ORcA7jFd0zrf6i3jQEwoq2VbhiADfsygMB3Ab1cfzPc4zsn5X/94FwBEqpalJS2sz2geAOwcYB8mOsxsvqfHtd5P6v+gTZqslnkpXv8K0C+Yq8MINogOIRc/2VbgIrphgHYsC8DOD3of/02UHra//L9z8uLL8NfBpquJXZNZk7uj69c4r2Ixw5FEhti88Zm9mX6v42Xo/5umxLuywACL8WEfPPGMWgA4VjidnK53ZCK83i7y7B5NdVGAAzAhJ0ZwPrvAZABvH7YGMD5ff8bQbWFtiWj/6ee8h6wfln/2yIxAF6zzDI5nfmTjD87lO2Vxw4MQKn/nD/nEhoi2Sq2TMwtwPYes/u6ATAAE/ZmAEq0hbYlZwDrw6IesH7RwABC8UQNoFT/l3sWIfWPNub1yxl6LAPQzEup/xkpzxtAIJJ4+BsHCB9CjVeu9NR5ywIYgAkwACJZSuyaTBrAMai0vuKuXpOM7Y6WcoD1y+sxEm24oRzd61z5tmMZwIwbgMMheTd3/fJ68tcmoSv1iVgyW4Cjq/51rgHBAEyAARDKOnPIGEDg4IAHJDYHfI4rIU7HGbQlN9b0Erk9S9T/0EhyuenuawD5QyL6fwyL7aqNH9Wthbci6SXa9OdF4qt/HQMQpBvEgQEQujJzSGt2oKOwB4R9QcRxc7shPK4f1q2BsyTpFYrOh7lvgAHwW8T0P/lAf84A3Dzl0r25BuQ0DKm/ew0oO0seMAALYACErswcMvof7CjoAaUWsIwlNADnvP0WbnJ9YlORXDVqcFGAm+6OtwDUF4DOQ8UdIGwAm8OddGciCXZ43LjQqnPPAJqnG8SBARC6MnOQbgDWzdIewA5hGeq47TgR6G3uzmjXN9LLE56F7Nd8pwZQoUVC/3kGcJu7c/RxI+ScMDZRb65BOXG4McEARgIGQOjKzEFpANemRh5w9DU9Hmh4A7DqJr06ofCP0pM8GACzRUr/Ew4QvGLjHixJ99Y5kup/gAGMDQyA0JWZQ4EBHAIbgaP7RA0vivVsBAbgj0IdJdcmEHitax+l/XDT3c8AGOsWkvdjQNNDnxJwovIPvaSbGcW1x4D4Bz6ltok4NwIPGIAFMABCVWUuZQZwCF8MEnvAZqBwu9tL16mHhsgsTSDm5YSQEWU04gIsDGDkWwCRDYB7QMIArlGFjjxytm6OymfVPxA2DGAkYACEqsoc0hLN7CjgAb4ppNiOE261NgB32G1fmaidyM6H1zj35XaUGoOT7vGvACVb5U7BvQ2A01cmBkfnGeIfirt9ukEcGAChKTKXtDzzO/I9wDcF9jBSA9j2JblxcT24yu3P0n6Y6R75ClBIYt1GQSX2DUCl/1ul52m/M344aC0wAANgAISmyFysDODA8AD+KKEWngGE+qVliQcdUf9wEBlgAMoNgN9IbwDH5NW7wNk+T/0PXa4BtVeQWYEBEJoiczE0gGt3cQ+IDBI1gFfua6vjQ72eVyUSdUL9DzAAVT+aDUBoJgFJvv58OT5wzCXd4SiS4i+2LhjAQMAACE2RuQhPzTOcgvI2AhkLCE4kbQCbQ7b6f/5vvMNoJDCAGveAefofugi0MoDNIduujrEuc6f+MICZgQEQmiJzsTaAW6dcDwgP4h/sGEBC/6P3FFJxdLsJMJIBmLcIGUD0OI4BbHo6Xv8V7i2m/pzIa90EgAEYAAMgFDXmUcUADhIPyFyw8SI9bg1g1c+tp02fPCOa2ADGfQgoeNrOO/J2qn4Mvh9NN0P9GZHDAEYGBkAoaswleE6u6ehSwV7fWfWVG0Dw7e2CcJwoFTtvtsIG4n546R7+FsBaSmPzSBhA8O3Ngtz+zVP/RBxORJsWmQZMuOkGcWAAhLzEPJL6rzCAUPdpAY6O4ep02gCc5bj8xDQhzWRhACIDyP1BRlelgwawGjmUbq76C2IXNGACAygHBkDIS8wjaQA2gpBW4MQYjk5vWjjveauxOQgGUBiHvoUnwvEmjlJvGvjbiEC6BerPj13SgAcMoBwYACEvMY8GBnBIKnFqiKABHNfafh3XHdn7G1+O8AcNoHS/o2RaA+Ct2EaJE03CBkANcvp/ekWk/qzg3cbVl7mhdEwODICQl5hHGwM45PYB6TabUMP6Lx0tNDIMoFaDvByvj1r9tD23vw7rjSsUf170MIBhgQEQ8hLzaGYAB40HxAxg08xbCdY4MIDybiQNOKq8eX9lAJtm/kpo1J8TPQxgWGAAhLzEXNKn4PaKKPWA9Xvnfx1XBrAMynz0KNCzNPyy4+X9WKdbG0fseFGDvDYHDODoGoC7EEr1P8AAZgYGQMhLzMVU/3kNRBawfutiAJ7+czoP96wIv+B4eT/W6VaGYdUgq9Drty4G4Ol/vEeB+nPid7uCAQwDDICQl5hLBwO4DsuygJABrI7eroLAWSwMoLUidAvDrkFOp0MGsHrNWYUS9efEDwMYFRgAIS8xl04GcIiKdeywyz+PNwM4bAVBov4HGIBBN6oGGbG+vUz/PV4N4Nx+NWSh+nPihwGMCgyAkJeYSz8DODA94PbqYgBb/U93lfgbBIH3YQBtGqQU2zOA1SurJShXf078MIBRgQEQ8hJz6WoAh/jD+m6IKwO4/nxdgVgnjGeSisKHAagbxHX7+tJiAAH9j6i/ffwwgFGBARDiCvMwNQDdb2DOA64/OwawLECi9RwG8NWHD4+889vwALbpTlL/HnjiAr73+tYAbnYfP/WfwwD46QZxYABEpMbmMoBDzgO2Z/Ur/Y+2ZMUTmHqHx4DOenDiJ8EBbNOdpLEBHGIesDGAy3vn+cfVXxNPBwOQpBvEgQEQkSqbzgCukYSlPPQ6zT6l/tl4hjCAkyD87NTPJ0FJsE53kgbp9lqElDwk8ceo/Ce7L5yAuQGI0g3iwACISJlNaQCHhJ57L9Lk0+qfjWcIA/iELgac+vnNww9/HRjANt1JWqf7TEDOPZGnyafVv8oEzA1AlG4QZ28G8Pb546bwp/GXAu+fiJTZrAZwCHuA/+oxfPdYFs8IBvDlByQDp36+/ihwTmid7iR9DOAQ8ABf//PqX2MC1gYgSzeIszMDePOMLgu++3nkpcD7RKTOZjGA8AyC+4A87P4345ROQHa8xydnFUhk0jbdSfqk+0zw6k4Km4AyB1gbgCzdIM6+DODx/P49Uvmfhl8KvH8mWkfskuxsAJE3LNQ/G9AABvB4GvizZD/W6U7SLd1nysS/QkDmBiBMN4izLwN4fT63f/PsR58GXwq8fyZaR+yaHNMADiIPUAZUxwBEiX/7/Ae/zGTSNt3S2bQ9vkj9qwWUPL5mukGcfRnAi/Op/bcfP/w8+FLg/TPawr4xrAGcKBL/7AA5A2iQeBiAQ4H6lwYUyg+N2S3dIM6uDODbj5e6eHm9xrN5KfD+QvkvwtAGcBD9Sd/4AOFlpy7MkylagK8/+qt/SC6EdbqTDJDuQ8oDuAPYJTNvAKIFEKYbxNmVAbx9vlzaeXm61O+/FHj/e2fSvwgcRjeAQ9QDipc910uFCbvgHkCIoPoXpztHNBL9hF1wD8CMfRrAa98AXq8N4DUMQGUAiX5bTCDBbx7++trPF4EnwznzgAGw0q0JyNgAhOkGce7dABYidbYjAzC5BJToWhxQ0fEeqwfDD5+c1cEZwDbdSQZI98HiEpBdQNYGIEs3iAMDICJ1ZmQA4nrf101gBuXSe/to6BcP5wvEzgC26U4ygAEk7wBnPWB4A5ClG8TZpwHw7wEsRMpsnh1AvAFD/PMmML4BXL4c5uuP9v9dQKl0n8ipf9YExjcAUbpBnF0ZgPlTQIJK7WoA0QYC9U96wPgGYPFtoFYO0C3dB+kngY0Cam8A+DZQI3ZlAMcX5+f7t58DWL0UeP9MrMwmNgCx9qdcYAIDOF0YLvx7ANMbgEz94y4wgQFI0g3i7MsArD8JPKkBxIXdfeUY/VNiTvczGECqH+t066KwGjbxrOVG2D2tD38ZnGsC6XRrJlDDAFL91JWZPbEvA7D+LqAZDSAp6N7LNPesB6TjgQEUdmNhAEFF94X+1DLrAfYPLcAARmVfBvB4in/7ts83z+iK//ql7Q8rxBXmYWoAagnJSHngrWX2kYavOOHAAEq7KV6usJaHZP48+4gHPK0VPwxgVHZmAOvv+18MoOTvAUxkAJwT+eDb1+knPCB/BQgGUNJN2WNAsRP5sMZf2iY8AAZwP+zNAJSIK8yjrwEcOJfyLy9dlP/y823+MQ+Q3gKAATRrEFP/2zvHzX+WvwoWaLv2COv4YQCjAgMgxBXm0dUAEifv3lGHy17h6hmH9QrwuvK6LYsfBqBrELyAc+Gi5gfHADbpTuwDLOOHAYwKDIAQV5hHWiUrCmJMsb1gLq9eDSDsAKkHSOMB6ONXHS/uxzrdyjCsxj3NISPZ19P5iwHcHGB7CSnmAQIXgAFMCwyAEFeYRx8DEGj19eWbARxuB7uLEO84bCy68PUNpP1Yp1sZhtm47uOc3gG38/2rAdxec9Md9wCWC+TDhwGMCgyAEFeYh60BMBokJDoYx1XqDzcDSDgA3wNgAOX9iBtkNfqm/zcDiDtAmQfAAOYFBkCIK8yjpQGktD8WxPW9lQHctgDnR328QVmjwADK+ykwgOT7h7UBbCXdXwe1B8AA5gUGQIgrzKOZAWjUf/2s5tUADtstQNABOPsMGEB5P1oDyLy9NgBPzwMLkbKAou+OgwGMCgyAEFeYR1p/rRRBp/63J0DP+r8ygI0DHEIrkRsyNHQvA0gl0jbd2jisGgj0Pyjry6j+sBoP4N0DtjcAbrpBHBgAoagxl/oGkFbi1CycDcBh3cJ1AK+X2EcMEtYzqwHM8xyoe04dePN8oecQ0fRl2EC6kxYQHFL6EBAMYBxgAISixlwqG0BefxNjrI9axboxgKgDrK8U8QxA8VALDEBIygBWWu0ZwPbqUSTdaQ9wxxVfAYIBjAMMgFDUmIutAWxbsNQ3d9vgfNA61uPNDW79eMtxXLWpZAD1L72YpzsTR89rQCuZPq5/fnrcvH8NNZjunAesxh7vFgAMgA0MgFDUmEvSAPSayD/3jk5jfaRjABsHuPWz6ej2EwygPBCzgaMGsBbolQGsCmQj4PF0cz0ABjAxMABCUWMu9gaQ0353vPSN4+WYTazBLYBjJdteYQCFgZgNHNsCbMT5ZgCbQbZtNyuyDYTlATCAiYEBEIoacwkpoaafTXd89Y+OEdB/xwCCDnC8/pMRWelkYQCKgcMOsDk7X13N2Q4SdQA/jrwH9HoICAZgAAyAUNSYh50BMMQ/NFBwHtvDPQPIOkByV3HBOUj6C55KgKyf1BDG6dZGYjZw0AC2V2c8A9huAdaX8VPpZu0DcpHefrRKNwzAABgAoagxDyMDUKr/eZDY6fr1CCfUmAFcLSB3Z/lqAdGLRgwayK59ujORNPDAgPY6kuwYgH99fz1+Mt2+5As8oNIGAAZgAAyAUNSYh4UBhMWepf7BUdwmEQOIO0AybMcC4pcRMuzPANqsgae8rhzHDSBwWSaX7rwHJJ9KWg8lmWQCGEA5MABCUWMexQYQPtFnq39omLD+rw0g7gCH9MoEYl4OhwE0NYDQ3wBb+ly9ugwSdwBOujkeELktsRlIMskEMIByYACEosY8SgwgcOZPUYnU3x/HO6v3Qk0ZgPeEICP2zHJygtYztwGUbwHCG4C1AK8HCToAc8gbx+Anh/0mm3EEU0wBAygHBkAoaswjYwCxjgLaHzr156i/G7B/Tu+Fety8pNgC+JEyG22GER2f6Cg1hnG6c6E0ccGN3Hr6e/SO8Q3AuQrECcKzgIwH+MNIpxkBBlAODIBQ1JhHWqeTz2hm1Z8r/9tfr9gGYGMA7hZgdcHo8b3k4sTnwWt1HYd/rLYf+3QXBGM49Fpsw/q/0d9jwgEE6Xa/XuKY9ADPAOTTDML2exAHBkCoqsxFagBR9dfL/2H9Ox7dAKwj9bcAq08EH7iXgQKTYbY7DGUAs10DWot4ZAOw1d/NINujRek+BDwg8r2j7oYABjASMABCVWUuGQPYdhRXf8WV/+BIfuukAQS+EygceZSQB3CawgAKhr5qvn/xJWsAa21ep5sdiOcBR/dFNyYvhAJgAAbAAAhVlbmk5dq7NBNX+QL1v43kd+AEcDk4sgW4xZteoFjkS1f5tvzesx0lB7FOtz4Y06GjWntcH3AbZD3K8dZClW539Ev/KQMwSzcMwAIYAKGqMheeAaS1f31IMq4U1C6xAdhEGtgCvDps551eIWdssQc00dwK6c4F0+YakK+21/7W769GCbR1Xhbk27v4H/GAdQvh/BJjJ94CPGAAhK7MHHIGEPp6t3hHrwp+V65DbV8NRhrcmbhDZ9bIHUTkAUMZwIRbAO8s/NLd+u3YIEsbfbq9K/9LeyeubQsT+OkGcWAAhLLOtiQkPX3NP3xwye/KMan/jgGEHMAdObNIq+O8rm4eEO4BBlA6dFL/PQMIOYA3MjPdl5j9AC7L7Oo/DGAsYACEss4coqouUv+DgQGExnANILkF8EfOLJPXV+hZpmAXLW4B7NsAAjeAowbgnex7Cn05THgD34+gbrphACbAAAhlnTkEhV0q/rc2+l+W4DCeNl9e95whHGJmnby+tv1FPYDRK4/hDKCHA6w627wXHyRiAArDD3VUL90wABNgAISyzhx85dSo/7qnIgPYRn70Dri8wXUA1hM9kVjW3W67aXPKXSPdJfFEmqgHi+t/+oO4x2NsC8CyAP+OcrCbzU+ZLtnAACyAARDaQtviCKdS/Nc96X5dlrG2E4sawPaBn5wDZJYq+La/BqsDBzOAnteAircAwXSnLsLTYugdwN8AhL8PtHO6QRwYAKGutA1r4Qxov3Qvod0CrE+1b+05BvB4fNqtMmsVfzPoAcdDq0sCkxiAeguw6H8w3QkDOK6f1gnGk1krL4b4oR3TDeLAAAh1pW1Z1C1y5i+pfYVpbJs6X/XjSItjAMfrP47pi0AZC0hGG1yRzNpL2IUBKAdfJDyY7vit2cu/0ufu3HSnDeDSWY90gzgwAEJdaVt85V/raGacQE8HxTnhdtTr7BIGsMzwcmSBA+QmGPaAdBs24xlAsy3AVcFD6faE+Zbuo9s+EFAq3cEYknRJN4gDAyCMajah/tmaDXal0CPfdWiCGQNYLUMs+nWXsTeY0d0GOJ7HzrbLk02ifbqLIrJr43ylj5vukAG465BS7+iCSTcA5746pBvEgQEQBbW2IaH+so5WDiBoc/D0/zysN8ewSWy6SDtAKCre9IIWmc1BHisD6HsNSLMFcK7hu3MMGIC3CInbAMx0czcAqR4lwABsgAEQBbW2Ia2dOgMQ/apExnZnejkqvAJKB1BvlK6dcjsIx5R+t0a6SyKya+Rr72amq3fjK5B0gHC+t6+w9N+/Aa0GBmADDIAoqLUNSdlUarn8wlHoU1zb3wk6KroAWQMISoLC3iw9YCcGIG8Vku51ui8PCKUXIH0Gn0+35g5Aq3SDODAAQlK2SRKama3aQF/C+8AJ/b9GQFwN4PpqqB+ZA+huVlh5QKZdpXTnYlK1kh0e1v9rBFsDuL7K62fdZTrdoitAqW6ZiNIN4sAACGndatEZALdV4uJTpOvr+8fA+2kH8E/nmFGGh9l6gLyvvKqPnm7l8EkDuB6QHyL+ieBLm00rzR2A8NTqpxvEgQEQRdVmV7dbrqIoM4DguKEjE3H5qhzqdL1wygve3p8PuL0j7So30ujpvrWSHByUXo0BZG4DpNNd+gxo3XSDODAAoqjaRIUrOVi4BeDrf8AASh2g4GTX9QDVxaAhDaDBFiCr/2ED0DjAOt8a/U9PrGK6QRwYAFFUbRJ0j/SwAkioddYA/BE4BrCShMIbnuUesCMDkASQ3wBEvqST3dm2WTDdTP3PzqtWukEcGABhVpiFhetw1UJGq5RaKwxA5gBa/V81i3sAp+/cUVOkW9EsKL1aA8jdBjhc1kZ1AYi1rlXSDeLAAIhsvTGKkketLYBI/0MGkNgCJL/E9NQyv4KRpvEh16MyumeI+vjpXgXAbMfYAPC+pn95meUA7gpabQAywUm6aqccswMDIIxKl4FiC8C6D5xSaoYBpLcAOQewO9GNDZobYlgDqLoFCEsvwwBiA2RvA4TSzdR/yVrYphvEgQEQdqWbRfkgUKZVUqd1BsC8CMTetocaBl+ODJocZVQD0H7BMyuEiFwXGADHAdx8czcAwmU1TDeIAwMgSopRiHYLkGwm1P+gAagdgLWEwXaxd2JDRofJjj9JumUhsPQ/ZgDh/tkXgTL9B9sxDnJHEr6xOgCwgAEQ9sVr1RXLAdIqzTIAyfUYt+FRtwlI67/sa4gYmt4n3RW3ABGtZhlAtP+8A5xarhaRvwFgHBMYzCDdIA4MgMjXoaZ6Y7UpOfyqv6l2aY1WG4DkA8HCaUUGjEYXGpLV161Jn3Sr+8q2iylvmQEwPhF8/v9LB/U2ALeWhekGcWAAhLwG9ai2AMkvhRPrf9gAdFuASzPOMmbjikbnj3qM/hQ5vlO61X/mMdMudrXeaxYzgPQWIP7FoNsO6m4AbqOWpBvEgQEQjAosqV+3OEXHZy8C5U7RY028uGJdpy/J3P4lmpjWz1YdrIZmHNwpJ0gBIQAAIABJREFU3bW2ANwNQOwUPbcFiP1xgFUHx8QflGcPx6Ug3SAODICoX78FfeUuAjUygPCXTKxbsVYyFVY8uEgfx8sFCc6RndKt3wKkGkaVt9gAkheB3HS32QCsBnSDiB8JOMAACEbtGRSwtq+0Ayj0P2IA8i2A04a1lJdDY+8wNwDrMQc3gAoOINT/oAEoHMBpI9B/qwXVpBvEgQEQnLozqd9zX8IGyRvBOb1kG0A4rqQD+PGwFjMaVjy2dF+s/PVKd8kWINqyeAOQ3ALEHjB1A2Lrv8kG4BYG4xDAAwZAmFQdG0sHyNyiNTUAzp6Bt5qpJRjBAIbZAkSaxpXXwgAitwH8aNpvAJidtVWPmYEBECZVx0d9EcjXXJX+xwxA5gCRdeMtZ/Qd4RWg84iMQzqmW3/+GwlWoP8pA5A5gH/8+RjOetquJgzADhgAwam6rhcFYg6QlUuBAUR+s2IOEF0RxoIabwBqGMAQW4BwIInHdAQGkIzKv7rvB7IcUpZuOfJ0gzgwAIJVd+W1W9BZ2AHyp8vlBhC5DZBYtfyKJt6usgEQG8AoW4DgOqee0vFeURqAO4gfxs2GskvaegMAA2ADAyCM6o6P0gAcB8jeAIiNw72nuxrl6IyVXI/MmuY2APszgCIHcF4Q6X/SAAQOkND/knQrgAFYAgMgWHU3whZg4wB5/ZcZQHoLsHWA3DlfcrmMNwB1DGCULYC71Kk7ryIDyHj45kJTUv8PmXwb6z8MwBAYAMGrvNLaLevtdhVmCZih/0kDYF8DCtwGyK9Z4oj2GwC5AXRP97rtunHiBoCpAWwcwFszL4rEsnZYycbyMTEwAMKs8vjIe3McoED/D0fRNSDnT3UlDnQ6i90ljjeS6/8cBlC4BVi1Fup/2gCSW4DbUN6BIRfSpFsBDMAUGADBq7ze54QbB+Dov9QAMluAy0Ug5orFDks1rnQFSGUAvdO9bnxtnXz0XmgAuS3A7TlPhv5H8229jjAAS2AABLP2ymq3vLuVA7D038wAtg7AXbCwJGT1v8IVIIUBDJDudeOleVL/jQ1g5QCBLsPfMCpLtwJNukEcGADBrL3+VwWuul+k/wkDYDkAO9zQ2lrrfz0D6J/uW+MlGvEGIGMAGQcISn3iLkRgca31HwZgCgyA4FZfSe3adLe5Gp+9ERt9I6a0GQNY3QZg4i1ulw2AxgCGSPe6+TH37ctiA+BuATbt03eh3dXts4jNBWRaYACEafWxUXW31v9cQIYGsN0CyBxg06et/k9kAKXnwqfAk2pubwCHwPc9J/X/4Dm+9RrCAGyBARDc6hvhnHB1Hp4LXWMAPAcQxLsN0vYRUHZK5k33uoOc9oZezBhA8jmgo7/pyOm/k2/zJYQB2AIDINj1p69du/5W12HSscffihpAXqDlDrCO0vgCEHsFJ073DY3+Z/5mb7J8TivlOEBe/9np1qBLN4gDAyDY9TfEVYG1UqZCsjWAyyNACqG+LbG5/tc1gCHSfaWpASzrtL0NwNH/wyrf5voPAzAGBkDwK1Bbu6b9raUyEb7OACKtjpePHshvA9y6tf0IgGD9pk73wvWp/Fjv8VaJiOLpvmj4TfSZ+n9zj17r11A6JgcGQJhXYOUO11IZjT+1u4+rbayz0+tlDnA0vwA0mwEUdbiIrzTdGclOpfvS70X22fp/uCw461A+MABzYACEeQWysegwMgNDA1hGuNx7Vl6tSa6eRv+nM4CSdF/VV5ZujQFsR7heBRLof+72lA4YgDkwAMK+BJt2GJ6C1gD8dtf+9bcBolEu1N0AKA1gpHSv1FeU7qwBJNJ96Vih/5Gui9CmG8SBARCCItRUbrpWbXrx+kk+4JeQW7+jVd8lDpBcad0GQDb2zOneqq8g3fmnNr0X3JfWDsCNt8ZFIG26QRwYACEowmEkwe3FnYeNATj9bi8CCR8FSpwUVt4A6A1glHQ78stPt8wAwutzcwB+wEu6DddPnW4QBwZASMpQXrltenSnojeA4+qf7upstwCiD4Rdegy8p9J/ycLNnm5ffrnpzhtAKt2XvsX6v8QjXG1Gj7xDARMYACEpw1HOCYM93SaT7DRlAJd4IkuzbAHEmn1MKULtDUCBAQyR7rD8stKdFe50ui+9i/X/EpdsuRk98o4FPGAAhKgQpZXLKFfLvpb5lBlAfF1e6Rxge54Z7lOITMdnTnf8/Dufbp4B5NaFHIAZ7bXTa4iChqkQJMMDHjAAolYhsuvVtLP8nDIGkOxA5QCbxwrdvnX6P60ByNOduv6SmVP+0g1vUWQhb58iEq64QQT1lGJvwAAIUSHWkATj7nKzytwDSLZ1DIAn3Nv+nAGUG4BGBtA/3TkRT82KmiZvB/GWRGgA3hCi5sEuYQA1gAEQslKUVS6vYO17TE0s9W2g2fVQbAG8BwvXYzTYABQYQP90c+6/RieWNgDBehTdOBEvetn4MAA2MABCVordJYHTYfK3O2wAlwa5BRE7QPjDRtvepEjP46dNN+sBnGi6EwbATfdtCCb5z5bJKUk3iAMDIITFKDucWbK23V16DU/QNQBnJVgGwHeAYHfXwVpsAEoMoHe6mfp/7tWbYNAAZOl2BskfFz7nEK+7avDbYIADDIAQFuP4DrB5CCPA+Wn+2CrkYpEZQKS3ZcQmG4AyA+iabtYD+PF0nw0gXfS2BhB9lFS88IxOo4cDHjAAQlqOwuOZNWvZm9/7BscApLFIHCDe2TUQuf5LUzBtunkfwIqnO2gAylh4V4rinRWUeFG6QRwYACEtx9EdINdT8jHQA2OCfAdITeuoNgD5Wfyk6RZuAMLts+XAPblnHJJ8+Exb42XpBnFgAIS4IKUNmFVr1lXu/YzuMg2A8aVAmUk12gCUGUDHdOs2AG4HVgaQX4jMpDSLzxo3MA7gAAMgxAU5uANkf+Mz376Zj4T5aYBMR2r9b2wAvdLN/AaecgMw2gLkO9Isf2m6QRwYACEvSXELVq9GSpM/Uct9/XI+EJYDZCa0NG2w/HOmm/kVbKleWAZgtQXgLK1m/QvTDeLAAAhpgVU6J7RygBYGwHGA3HReXe9FZ0eTRudHMmG6yzcA1gaQ/o5Z5gcKWqcbxIEBENICq3VOaOQALQ0g4QC5yVx7kM5ao+ATppv7FcwtDSAxGHthpSkoTTeIAwMgxBVW65zQxAEY+/C8AQi2ABEHyPWxaiSbteoUfr50W+g/2wDKtwCSPkQ5KE43iAMDIMQVVu2c0MIBDAyA9VvnOoDbA0f/X10PtjgJjTeZMN0NDcBgCyBbVkkWitMN4sAACHmJVTsnNHCAxgYQdoDsNLZNBFnQncFPl26u/rc2gPB40lXlp6E83SAODICQl1i9c8JiB2C05hhAmQNk23uWwc6DTr+nS7eJ/vMNoMwBFIvKTUR5ukEcGAChqLF654SlDmBiALzpRW8DZKcQuGjETITyBH62dNtsALgGULgFUK0pLxMG6QZxYACEosYqnhMWOkB7A/AcID8B1W3j80GMuPxG06Wbq/8dDCD01UOC1rJ2BukGcWAAhKbIKp4TFjkA6yyaYwAqB2C2jT84mmupPX+fLN1GGwCBAegdQF+t+WRYpBvEgQEQmiIb1QGMDIA5u4ADMBY0ov+MtvpzzanSzdZ/KwMQzm51sH5BGY1N0g3iwAAIVZXVvCpQ8GvVwwDoNgD/g72vogaQm7hevKdKN/M7IKhl+u3qBlCwnvn2NukGcWAAhLp4lQ1ZfVd8WoVnALotQP6rfVL6n1METkiRTidKt5n+SwxA5QD61VwNHO3CJt0gDgyAUNZZzXNC7e+WmQFw9S52IzjTIP0x5MjQRReb50k3X//tDEC6tselkcGa1E43iAMDIPSlq23J613zcB3vIDsDSH8eLHZ47gZ0cOySRE2UboH+9zMAGrlgLbdDB/uxSjeIAwMgCkpX3ZTVu7h/3vFMA5BsAU63ATh/4Iu3SwiPXXazcZZ0C24A5FdEYgDSLUDRUrpjB3qySjeIAwMgCkpX35TTuzg2QwOQbwGOeQfg6X945oVPm8ySbssNgMAA5FuAopXMd2aWbhAHBkCUFK6+La9/9fN5yaMsDeD2+E9W4Ln6H5p4WZqmSbdE/zsaQNk6MvqzSzeIAwMgigq3oDGr/7JP6UcO01+HCXEzgLTE8/X/PPzbDx8W/rpsoedJt63+ywxAUmiF6xjucpVvw3SDODAAoqhuSxqzBhAEaGoA0i3AYfVpgMRh7L8B/CgIzx+u/JzbLNzVLOnuZwACc1sW0dwB1vn+WVFPgAcMgCgr25LWvBHYY3QygOOlu6QDCPX/kbfPf/Rr+sfXH1kqQkFHtdP9VKLYvQzguobWa3HL98dF+W6vILMCAyCKqra+A7AtgC8cTAPgPj/yiuEAcv0/fPX8R58uUvPy4Ye/ljT1Qpwi3Yv+26VbZgDcdF+PM16LVb5/U5LvpuIxNTAAoqxs6xsA1wGMDYAndhSbfxHI7V2h/4evPnwUBIrh+LgHMDsl1PdDfZU1T3F5AtQu3bINBTvdgggkXPN9LMt3W/WYGRgAUVa2DbYATAvoYABLXNktgEb/HwXhh7+mAR7/95uHv5Y1dqOcIN23GwBG6RZeUWKnWxCChEu+T2OU5LuVbswPDIAorNtmDpAZR3CvmP00PjeojAOo9J8E4TLGlx+881thcyfO4dO9vgFsk+5lQ8EcX5BuSRB8rvk+lOW7gWTsBBgAUVq4LQyAoQnmBpDRuk1AKQd4pdP/syAsUXz5gdlFYXU3l95KOwjjPABkkW6ZAUjSLYmCjVW+2ynH7MAAiNLCbbIFOGQ1oa0BOMFcNd43AK3+D2sAVdLtfwVEeboNDSAWTA0DOP0bBtACGABRXLmtHCCpCfwYBAYQHcwLJLoFUOv/IgjHYkEwNoA66Q59AqA03WID4KdbFAcTq3y30o35gQEQ5aXbygBSv4oVDCAmdcEgIg6g1/+LINC/v3gY5R7AoUq6I58AK0u30ABE6RYFwmO5B0D/Lsl3O+WYHRgAUV66zbYAB4vNeJkBRNds7QBX1dfL/1YQhnkK6NxfeR9b4p8ALkm3iQFk18xsMc75Pv8bTwG1AAZAGNRuSwcovh0nMQC318SKhbYAJfq/PBa4/HOUzwEsHRp0sib1FRD6dMsNwDuWsWKmBmCR70aysQNgAIRF8TZ1gMIH8o7BR/UjA+XGXRFwgBL9PwnCp9cTwoIrQPYGYJ3uzFcAadMtNQBvWrz1sloLq3y3U47ZgQEQFsVr1I1kPPVnci6XaFjDpMZ0iTgAP7It9MnQ8z8e/uoftL0c6hiAabqzXwGnS3ehAbBXy2gtrPLdSjfmBwZAmFSvVT+SAddD1jKA4+qfuSm+WjtAsf6fdMDk2yErGIBtujnfAapJt8IAtunmNrVZi6/wbaCNgQEQJtXb3gE2v6OSsQUGcD0n5C1UaAsgCMzhJgg/0XdyYvB0M78DWp5usQFs0y25q2TBW6N8NxGNXQADIEyqt/VtgGXIS/x1DYC9TL4DCOLyx7YT65HTzf4jANJ0aw1Avkw2d9arpBvEgQEQNmXXxQGuolDPAGSL5DqAIKzA0AWtnZ4GTrfsj8BI0q0xAOUijfRwbWW52BEwAMKo7jpcBLoMKxtZYQDsvje3AYqwTcy46Rbp/0GUEbUBCFpcWyraOEOX9nDrCfCAARBWhdfLAaQewDYAzfoYGkBhB+uuBk631AAO/LzIvwpCvz7D+j2IAwMgrAqvuwMwh2cZgHp9jBzAOC3Dpluh/6elZU1GYADl61Oa7lp+D+LAAAizyut3FWgZmzefnAFsOxLPyMQBTBdy4HQr9X8ZPDMhngEUptuJStm2XrpBHBgAYVd6vRzgNiZnUikD8NvrDaBAEmyXceB0FxjAJYD4rPIGYJDuYFjSlhXTDeLAAAjD2uvkANshcxOLGECkmXxC5VsA40UcN90q/XfXNTqzpAGYpTsWlqBhzXSDODAAwrL4ujhAaMDEFLcGkF0L+XxKHcB6CcdNd+kGYBOHN8WQAVRIdzowRrOq6QZxYACEafX1cIDoqX4UUmjmMhQYgE4SzBdw3HQ/9f8QGGPERCgbqGtp1ZdMZ8R0gzgwAMK2/GwfYOENmD/CYWUAnLbSgIq2APYZGTjdGgdgpztkAJy2kmCEkdmOF+0RsIABEMb119wBpKOxPwdwOV4+nQIHqJCQkdP9VGwB/NHkHwSj/ttuAWqnG8SBARDWBdj6ItDIBqCQnyr5GDfdT6UWMLIByB2gerpBHBgAYV6BjR2gvgG0c4Ba6Rg53UILqG8ADR2gRj5a68e8wAAI8wps6wDyky7pF3VqbwLIDaBaNoZO91OJBQhG0hlAyy1AlXS0V5BZgQEQ9iXY1AEGNIBX678FIGhcLxmDp1tgAYMbgPS750qGivcKWMAAiAo12NIBWhiAbIyN/gsCrJiL4dPNtoAWBtDIASolo7V+zAsMgKhRhO0cQPGcjfhvtYim8srRf3aINVMxQbp5FiAZRWkApTdmua1r5aK9gswKDICoUoXNHGA0A/Dknxti1UxMkW6OBezHAKqlor2CzAoMgKhThq0coI0BcEfxT/+XEQ3HEDNPuvMW0MYAGjhAvUy01o95gQEQleqwjQNoPnoj/3O93ImE9Z/54VVBPDJmSnfGAkQjaA2g+OF8RvOKiWivILMCAyBqFWITBxjJAGLyf2CEWTkNE6U7aQHiDUAXA+Cku5XfgzgwAKJaJbZwgFYGkB/nVUL/GX+VRBCNlNnSnbAA+RUgnQFU3gJUTUNzAZkWGABRrxTrO4Cmd4UB5AU6Kf+HXKB1l2m+dD+NeIDiCpDyG9oUjTYdZLpvl24QBwZAVKzF6g4wiAG8yul/OtLaizRhup8GPWAaAxgn3SAODICoWYzVz3Z0bRQGkBiJIf+HVKi1czBnukMW0M4AKjpA23SDODAAomo1Vr7fpWwkNoDEOSFP/hOxVk/BrOn2LEDWc4EB1NwCNE43iAMDIOqWY90n3pSNzAzgFVf+D9Fg62dg3nQ7FjCTAYySbhAHBkBUrsdzRVbqWdlIYwCBsSTyfwhH2yIBU6c7fDOA3VJtAHUcoH26QRwYAFG7IOuVva5TlQEEzgmF8n8Ixdtk/WdP91OdCZQYgMlzuUOkG8SBARDVK/JQa+NbZgBl14Dk8h+It83qz5/upxoPGM8AeqQbxIEBEA1qslLtqw2g+BqQRv4PXsCNFn8P6X7qwWuiNwB7B+iSbhAHBkC0KMoqu19lfzoDWJ0TKtX/Mvatw3ZqvIN0+xaQcYEiA7D5bPYA6QZxYABEk6qs8QvQxQBeFcj/YR1zu6XfTbplHjCAAQyQbhAHBkC0KcuD/Ra4tQEcX70qlP9VzA0XflfpDppA0AVKDcB0C9At3SAODIBoVZjWvwXavpQG8MpA/g/XqFuu+97SHfYAzwbKDMB2C9Av3SAODIBoVpnG++CWBuCqv1b+l+HbLvsu0x11AdcT+hpA93SDODAAol1p2v4qNDMAQ/U/j9941feb7roGYOUAXdMN4sAAiIa1eTDcDKu7ERmAJ/6F6n9ofT546GkADdJdzQDMtgB90w3iwACIptVp9wvRwADsxf/QQRC6GkCbdA9sAL3TDeLAAIi25Wn2K1HXAPwz/1dGHw7qs+D3kO6g/pcYwB7SDeLAAIjWBWqjCfoO0gYQUP7rsQZR91hvpFvZcg/pBnFgAETzCjX5xTA3gIjyrw8sD7rLciPdypZ7SDeIAwMg2pfoweB3w84AEsrvuERhzL0WG+lWttxDukEcGADRo0iLfz0K2l4NII8fdEnIvdYa6dY23UG6QRwYANGlSg+FvyHVDSDctOh0stdKI93apjtIN4gDAyA61WnZL0k9A0g21QbcdaGRbm1TdcDjpBvEgQEQvQr1UPJ7UsEAWG1V43ZeZqRb3VbXeKR0gzgwAKJfqep/VYqvJ0uV/9JWM/AIi3zn6da2Vft9waCltFWPmYEBEB1r9aD9bemnCOLWYywx0q1qqwi2+xq31I65gQEQXatVeX2klyKIzwmHWWGkW9VY2nqAJW6nHLMDAyD6lutBc85U9ktd1FjWepj1Rbp1jRV+XzKeBW3VY2ZgAETvgj3If296KoKg+UCri3TrGosCHWN5Ob/zv3ryF//HTkFmBQZA9C7YE8JA+imC4JxwrMVFunWt+c1HWV3O7/zFAL65ax+AARC9C/aMJJRe3ypArZnNR1tapFvXmh3kMGvL+Z1fDODONwIwAKJ3wV7gx9JXEVjtR1tYpFvZmhnkQCsr+NWHAYBh6vbA/y3qqQisc8LxlhXp1jbntB9qXQW/+jAAMFDlcvfRpb/Shc2z7YdcVaRb2ZwR4FjLKvjVhwGAkUr3wPtl6q0I6Q4GXVOkW9k8F99wi8r5nSfl/+wJ8R9PL/zpF6d/Lnbw+MN3jt+cXvjO409/+P7tnX0BAyB6F6xDPqa+ipA+Jxx2RZFubftsugdbUs7vvGsAyz/Pik8G8Kvzz3/+j8s//uzvLLRmLGAARO+C9ciEVfwbXdo+EdrA64l0K9tn0j3cgnJ+552ngD57cvmZHIC2A985/3z+x2e73APAAIjeBRsgGVh/RYj0MPZqIt3K9nOnO8zWAP7w/fOZ/0noT2f6JwOgC0N//PGyJ3g88s//Ua0wowIDIHoXbJh4aL0VIXJOOO5aIt1lHUyd7jBbA/jsqu509f/0/8sLv7pc+vlsj9eAYABE74KNEQmu/Be6pPGXHzxc+dmqz5FXcqJ0+9Eh3VI4v/MbAzir/uqNxxeWCz7XE/9vYAC7pXfBxgnGN6AiDL6OSLea+dMdZmMApws9Nx4V/+YIMIA7oHfBpghE2FsR3vnt9qLALIs4Q7oDi4l0S+H8zsMATsAAiN4Fm8EJsjxcU0WYYQmRbjXzpzuMawDf2bwLA7grehdslk2YYyjCuY+p1m+adG+WFekWw/mdd+8BbJ/xhAHcFb0LlsMt0hEUgc4J51m9WdN9ChXpFsP5nd8+BXR91mfxAhjAXdG7YHnYRWuiCBOt3IQGcDBc4jtPdxjvcwDLFuCbJ0/+FjuAO6N3wfKxidfqsZCTNEzBrOm2yfedpzvM9QMAZ1n/bPmqh+UDvzCAu6J3wYowCLmo9ZtnsytC72hklMd85+kOsxjAN6uvejhDL8MA7oreBSulNOyClsfjm2fvfq5u34m5012a7ztPd5jrn4Rcaf7tG99gAHdF74JVUBS5thlxvig8F9Onuyjfd55uEAcGQPQuWCXq6DUTvo41vyL0jkYL0s2kiWjsAhgA0btg9egmID5+Pcr8itA7mgKQbg4NJGMnwACI3gVbhnwe/AkH+p5fEXpHUwbSnaWOSuwRGADRu2CLEc6Gc0i0x/kVoXc0xSDdaeyUYe/AAIjeBWsFd1LJ93KdrL8echZtQLpZfewz3SAODIDoXbC25OcWfpG5JPMrQu9obEG6PWxU4R6AARC9C7YKWIsbdzdFpBtwgAEQvQu2JliEw10YwALSfYAB8IEBEL0LFlQG6b4r+qjIjMAAiN4FCyqDdN8VfVRkRmAARO+CBZVBuu8Kxq/87wVU0ZwxgAEQvQsWVAbpvisYv/K///0rNlU0ZwxgAETvggWVQbrvCsavvED/YQC7p3fBgsog3XcF41ceBkDAAIjeBQsqg3TfFYxfeRgAAQMgehcsqAzSfVcwfuVhAAQMgOhdsKAySPddwfiVPxtA9gEgGMBd0LtgQWWQ7ruC8SsPAyBgAETvggWVQbrvCsavPAyAgAEQvQsWVAbpvisYv/IwAAIGQPQuWFAZpPuuYPzKwwAIGADRu2BBZZDuu4LxKw8DIGAARO+CBZVBuu8Kxq88DICAARC9CxZUBum+Kxi/8jAAAgZA9C5YUBmk+65g/MrDAAgYANG7YEFlkO67gvErDwMgYABE74IFlUG67wrGrzwMgIABEL0LFlQG6b4rGL/yMAACBkD0LlhQGaT7rmD8ysMAiEkN4FdPnvzZ3x1/9R+t+utdsKAySPddwfiV1xnAH77/5BEz3enPlAbw2SkJf/Z3f/rFkz//R5seexcsqAzSfVcwfuVVBvCrJ2e+YyM7AzCjAZD+PxrAH3/85Mlf/J/e0QAA5kNjAN+crjtc/7MLJjSAx13Yn//jH3/8mIOTA/xt73AAAPOhMYBfnS/+/OkX+5GdCQ3gV6fTfjKAUyb2sxkDADRDfxP4dB0IBtCNs/2eDeBxM2Z1FwAAcEeoDOB0zYGAAXTjLP2LAfzh+zAAAIAYjQGcnwH6Di4B9QQGAAAoRWEAlyvOMICebC4BfYbHgAAAchQGsIjO6UIQDKAfvzpd9z/n4nFLhpvAAAAxBQbwzY4+CjahATyq/ukzAI+5+OzJjh7IBQC0Q38J6LM9fRZ4QgNYPgh2ZjeJAAA0RPdBMOIv/t/9XHiY0QBWDgD9BwAoUD0GSo8B/e2jEezm1uOUBnD5To7dZAEA0BZ8GygxqQEAAEABMAACBgAAuD9gAAQMgPhXsG96FxgYDRgAMZ8BXL+O44zNJ4F76xOojEWRgD0BAyBgAERvfQKVsSgSsCdgAAQMgOitT6AyFkUC9gQMgJjPAFZcPppdTm99ApWxKROwH2AAxNQGcPzTL4wcoLc+gcqYVAnYEWdp59E71orMbQDHb4w+k91bn0BlTKoE7AgYADG5AVj9PYDe+gQqY1EkYE/AAIjJDeAz3AQGHCyKBOwJGAAxtwF8Y/V9QL31CVTGokgA2B3zGYDzGKjN94H21idQGZMqAWBvzG4ARn8SuLc+gcqYVAnYEdkHQFf0jrUikxuA1d9l6K1PoDJGdQJ2w+9//5RN71grMp8BVKG3PoHK9C4wMBoC/YcB7J7e+gQq07vAwGjAAAgYANFbn0BlehcYGA0YADGTATjP/+DL4AAbiyIBewIGQMAAiN76BCpjUSRgT5wNIPsAEAxgHGAAQItFkYA9AQMgZjKAivTWJ1DyZINLAAAgAElEQVSZ3gUGRgMGQMAAiN76BCrTu8DAaMAACBgA0VufmvIv/+m73/3uf+kdRVt6FxgYDRgAMbsB/PH/xj0AIf/0XeI/946jKRZFAvYEDICY0gB+hZvAeh7P/x+1/5+/++//Z+9IWmJRJGBPwACICQ3gT7/AU0AF/NN3//L0n7+/r4tAFkUC9gQMgJjQAD7bPAb6tyZ99tandvzv/3Zfyr9gUiVgR8AAiPkM4HED8Gd/d/5jwH/8sdGfA7gjA/jd3/y7/947hg7YlAnYDzAAYj4DOKv+H398uvbzp188eoEFvfWpHb/7m/u6+L9gUiVgR2gM4FdGFxwGYkYDOIn+Iv3fGP1FgN761A7sAAA4wgAWZjWAJRd//DH+JrAM3AMA4AgDWJjWAD6jy//nK0Hl9NanhixPAS3/uRcsigTsCRgAMZ8B/OkXJP2fPTmd+//h+zAAIefPATz+/11tBCyKBOwJpQF88+SJ1ZMnQzCfAZweA/3OSfof8/BoBrgEJGX5JPBdbQBgAMBBZwD/1fRPkQ/AhAZw+lboP//Hy8fBcBNYDL4LCACdAZxOOL+x+vTRCExoAKcEnNNg9kHg+zKAe8SkSsCO0BkAXXD4zOi6wwjMaADHP/3idN5/2glYJaK3PoHK2JQJ2A86A6DL/1aPnozAlAZgT299ApXpXWBgNAqeAjL7/OkAwACI3voEKtO7wMBowAAIGADRW59AZXoXGBgNGAAxnwH88ccVHsPtrU+gMvYlA+am4B6A1aePRmBGAzD7EugbvfUJVMa4XsD0FD0FtJ8PAkxqANYe0FufQGUsiwXsAeXnAL5zxOcAuvOH75MFGF6I661PoDJmlQJ2Aj4JTExpAEdzD+itT6AyNmUC9kPBdwHt5/x/XgM4XjwAXwYHGFgUCdgT+ItgxMQGcKT7ATAAwMCiSMCegAEQExuA5ZcB9dYnUBmLIgF7AgZAzGoAZ/W3+i44GMDesSkTsB9gAMSUBvDZE+ungA5g35hVCtgJMABiPgNYPgdg+2Hs3voEKmNZLGAPwACISQ3A+kGs3voEKmNcL2B6YADEjAZQ4buAeusTqIx9yYC5OUs7j96xVmQ+A6hCb30CleldYGA0YAAEDIDorU+gMr0LDIwGDICAARC99QlUpneBgdGAARAwAKK3PoHK9C4wMBowAAIGQPTWJ1CZ3gUGwJDAAIje+gQq07vAABgSGADRW59AZXoXGBiN3//+fTa9Y60IDIDorU+gMr0LDIyGQP9hALuntz6ByvQuMDAaMAACBkD01idQmd4FBkYDBkDAAIje+gQq07vAwGjAAAgYANFbn0BlehcYGI2zAWS/DA4GcBf01idQmd4FBkYDBkDAAIje+gQq07vAwGjAAAgYANFbn0BlehcYGA0YAAEDIHrrE6hM7wIDowEDIGAARG99ApXpXWBgNGAABAyA6K1PoDK9CwyMBgyAgAEQvfUJVKZ3gYHRgAEQMACitz41ALMH4AYMgIABEL31qQpYixum1QJ2AAyAgAEQvfXJHNEUJQvy9UcPP7EPtzrVKwhMBgyAgAEQvfXJktJJpdt/+cHDO7/VB9eLHkUFRgYGQMAAiN76ZITdhKL9fPLD//Hws9Le29OjqMDIwAAIGADRW58MsJ9LqMevPnznfz38tdkQzehRVGBkYAAEDIDorU+F1JuGu0RfPPzkqw9/+Gv7gSrTo6jAyOgM4A/ff/Lkyd/2i9ocGADRW5/0tJjCbYyvP/qrfzh8MuFt4B5FBUZGZQCfPSH+Y8e4jYEBEL31SUnL8GmgN8/e/e3jLmC+28DdKgsMisYAHs//H7X/myd//o89IzcFBkD01icNHSI/vnz46fH49sPHbcBk9C0vMB4aA/jsyXdO//nVji4CwQCI3vokpk/YX3/0w18/Dvvi4b3WI5fStbrAgCgM4E+/2JHyL8AAiN76JKJfzF+cHgA6Hl8//OjTOdcMgAWFAfzxx3/2d11jrgAMgOitT3y6BvzJw4WfT7Zu3SoLDIrKAHZ08X8BBkD01icmnYP96sOrAbzz275WJKVbZYFBwQ6AgAEQvfWJQ/9IlytAp++DWG4D94+JSb/SAmOCewAEDIDorU85hgiTPgRABvD1R7dPAw8RWpZehQVGpeApoOU/uwAGQPTWpzSDxPjlB+cLP4fTXmD9aeBB4kvRrbLAoOg/B/D4//vZCMAAiN76lGKYAH9z+gTwOZSvPnS+EW6YICP0LC4wIiWfBN7PBgAGcKa3PkUZKLzzdwAtwXzifRp4nEBDdKwtMCT4LiACBkD01qcI4wWXCme4YFf0Ky0wJvg2UAIGQPTWpyAjRpYOaMSIz/QsLjAiMAACBkD01qcAY8aVC2nMqGEAwAUGQMAAiN765DFmVHkDGDXynsUFRgQGQMAAiN765DBiTAQrrBGj71hbYEhgAAQMgOitTxvGi+gKM67xZtCzuMCIwAAIGADRW59WjBbPBnZko82iZ3GBEYEBEDAAorc+XRkrGhdJbGPNpGNtgSE5SzuP3rFWBAZA9NanhZFiCSELbqTZ9CwuMCIwAAIGQPTWJ2KcSGJIwxtnRj2LC4wIDICAARC99enEKHHEUQQ4yqS6VhcYEBgAAQMgeuvTOEqZQhXhGBPrW15gPGAABAyAGEKfegeRRRfiEHPrWVwADAsMgBhAnfqGwEIb5ADz61lcAAwLDIDoLk5dA2BSEGb3KXatLgBGBQZAdJamjsMLKIpzgFUGADjAAIi+ytRvdBFlgfZfZgCAAwyA6KlLvcaWUhxq74UGADjAAIiOstRpaDnloXZeaQCAAwyA6CZKXQbWYRFs17UGADjAAIhemtRjXC0m0fZcbACAAwyA6CNJHUbVYxRvp+XuWl0AjAoMgOgiSM0HLcIo3mOfqfctLwAGBQZA9NCj1mMWYrQBOHfVfPZ9ywuAQYEBEO3lqPGIW/yvu8o2sQn5eO2s8QL0LS8ABgUGQDQXo6YDusS/9jDexnADcO6u/ZoDABxgAERrLWo5nk/u229DbSw3AOf+mq5C3/ICYFBgAERbJWo3Whjmt6Bv2ph8CmDbYetlBwA4wACIpkLUbLAYTANYu4BF2G4PrdcdAOAAAyAa6lCroRL45/dZDzDfAJw7bbnwAAAXGADRToXajJQmeqE/7gEVNgCHlgvSt7wAGBQYANFMhJoMlCNqAKu303cEFASn3nTtAQAOMACikQa1GIYBT9CNPSAy+XaLDwBwgQEQbSSowSgsBGpu5gHRyTdbfQCACwyAaKJA9QdhIpNyEw9ITL7J+neuLwDGBAZAtBCg6mOwEet4uQekZt8iAZ3rC4AxgQEQDeSn8hASxCL+GH2ZB2Rm3yYDAAAHGABRX33qjiBDYwAHbx8gaZ8foEEKAAAOMACitvhU7V+MWL+vE1BaQH7+tZPQt7wAGBQYAFFZe2p2r0BuAG5jmQVw5l85C53rC4AxgQEQdaWnYu8qigzgsPUATnPuKBUXqneBATAkMACiqvLU61yJ0ABCUxBYAHv+NZeqc30BMCYwAKKm8FTrW43YAKKdcCyAvwAVF6t3gQEwJDAAoqLu1Oq6ABMD4FqAZAHqLVfvAgNgSGAARD3ZqdRzEUYGwLIA2QJUW7DeBQbAkMAAiGqqU6fjQoTPcKZmkbUA4QrAAABoyN4M4O3zh4eHn95+/vbjhws/+nR5e/n3mlqqU6ffUqQGkO8sagHiFai0Zm2rEIBJ2JkBvHlG+v7u55cXHANY3m9jAKPqv60BJC1AvgKVktG4DgGYg30ZwOMJ/nuk8j9133nz7Ae/fPzP69P7ASppTo1uDRAZAGcaUQtQrECdZatadgDMyr4M4PX53P/NM/cM/3EjQJ7wwrcGoo7kVOjVBKEBsLv0LEC1AlUWrm7dATAp+zKARd8f5f7n2zdenp3h249pH+BTRXHsOzWiggGsLeDWVBzZMqL90tWtOwAmZVcGcNX3l86J/tvnZ0d4+/zdf3vm3wGoIzjmfZohMQDBRDwL0C5BhcWrXnsAzMiuDODt80XaXzqX+i8/X+4B3zYI3ztTQW+su7RgmTSJ9PLvfBNB/1sH0C+B/fJVrjwA5mSfBuDc671sAB5fp63Bckf4RDUDsO6xBHed1gZwJdpWNNTKAEqWAAYAQAvuwgBeX54LvewE3EtE9nJj3KGe0DQ3l2ky6yCdio0BmK+gZZkBsBvuwQD8e8Jvnt0+KUCYq41thzqisws/sh88WjwVG/03X0LbQgNgJ+zTALb3APynQr1XrMXGtD9lDPGZxW8Ce83UG4DSJTBeRONKA2Af7MoAIk8B+Z/+qroDMO5OM35mUumngDbttRuA8iWwXUbbQgNgJ+zKAI4vztd6nGs+109/XQ3CswRbqTHsTT44Y0KMx0CVS2O2ATgYL2SFYgNgfvZlAMFPAq8+/XWxghfuTQE7pel2A1gwF+bnAOTLY6n/titZp94AmJx9GUDwu4CudwbonZPyv35wrgCZKo1dX5JRJfPgfxBMtkLXZ0Bt1uDLy6c2fvjr4r6qlRwAM7MvAzg96H/9NtDL0/7rC/4vw18Gaifaln0JxpTNQWIAtwGY/ZptAG4G8PDws9K+6pceABOyMwNY/z2AiwFszvfpff8bQS30atEZq674I4onwDaAW8ecUYz1//DlB+9+Tv/4pHwPULPmAJiWvRmAknK1usiMUU/8ARVjCgxAMJS1/j8awDufU19ff1S8BehWWQCMDAyAMJCrs8wYdcQdThe6ygCy49UwgN+ex/vk4SeFffUsLgCGBQZAGMjVobX+6wPnGoDff2K1zPWfDIDWFDsAAOoAAyBMBMuqH+5g6uH4BhAZNzSwuf6fDeDU3ycPp38U0a+0ABgYGABhoVdG3XDHKhitxABig9tvAB4N4MHsOdCOtQXAuMAACAO5sumFO1TRYPwPgvEDsNf/lQHgMVAAqgADIMrVyqQT7kiFY7ENgB+E7UfAztBTQI+jHB+dAPcAAKgADIAoV6tW+m8RroEBOIHU0H/6HMCRRvqi+CZAz+ICYFhgAESxWDXSf5tgTQxgE0wVAzh9hPs80NsPS+8C9CwuAIYFBkCUapVBF8xhLMbhGQBjrEs8VfT/9B0ey3n/2+cwAAAqAAMgisWqhf5bBEpwDYDRFcVUR/+Pbz64XPjBJSAAqgADIIrFqrAD3iBWwxgaAEVVwQBO3X55MYAvHh5+atAfAMABBkCUqkuhPLHGsBuFZQDs8Wrp//ox0OVLgco6BAA4wACIQnUpa84ZoTzIFUwDkPRmrv+H9ecAflZssn3LC4BBgQEQheJS1Jw1gukYpgaw/BWYo6EBBGcLAwDAHBgAUaYtRdLEGcB4iAoGYBhiZLqlSQIAeMAAiCJtKWnM6b8wPh+OAXAHvV4Asooy2lFR/x1rC4BxgQEQRdJS0JjTvf0APAPgd0XfAWQUaKIXGAAAxsAAiBJpKWjL6L0suDAVDOD8lQ0WH6iL91HSfdfqAmBUYABEibLo23J6r9E9wwCYA2+fACpbyXwHBb33LC4AhgUGQBQIi7opp/M63bMMQNLT5eDCgLOt9b13rS4ARgUGQGh1peoFoKLAUpgZgP8RgIKQOdOFAQBgCQyA0OuKtiWn71qd5w2AOXbgI2Dq1WQ1VC9Jz+ICYFhgAIRSVmpuAAqiysExAHY/7zuLoFxOZisYAACGwAAItawoG3K6rte3kQHEvgNCETo7B9pV6VteAAwKDIDQqoquHavripsLGwN4/7YBcLoTBy9IQcEFJgCAAwyAUIlKvQtA+pBYZA2ANfxG/4scQHQ4DAAAM2AAhFJUVM04Hdf9dAHDAJid0AWgy1Zg0wF/AsLZ6pama3UBMCowAEKjKdU2ANp42FgYgKf/2y75cxAvPwwAACtgAIROUzStOP3W/nq5nAFwInAuAKkdQD5b7UNGAAAXGAChkhRFI1a/1f+8QN4AeF04GwCNA2hmq1mgzvUFwJjszQDePn94ePip98ojP/o0/D4hV5RaF4B0wciwMoCb/h90DtBu6RuUHgDzsTMDePOMxP7dz72XzgYQeJ/QKIq8Davb+vpvYADXC0A33fctIDsX3cqr1r5VAQIwFfsygMfz+/dI5Vfn+K9PLyXeJxQiJG/C6raB/ucMgLEezg2A22sSB1Ct+7mlvAUAwGdfBvD6fG7/5tn5eg/xYqX2ofcJhaCIm3Ts1iFrAKwObhuAzatcB1AtOzvC0GgAAId9GcAi9t9+/PDzy0vffvyDX6bePyOXIHELVq9zGEBY/2UOoFr1W2txAwCAz64M4Cr2L29n/W+fv/tvz5Y7AKH3z8j1RNqCqVI1uvVIG0A2ikXmtxeANm/lOyucquLZUQCAx64M4O3z5dLOy9t1/8s94NM5f+D9750RC5C0AVOkanTrDXI863dsNPUG4PZezgGOxVOFAQBgwD4NYHXj9/X5qc83zx5P/gPv6wygilIfK+v/bZ0uBrDgHZfuJ6X/PAcIDCpF83VzAACH3RvA5WT/dNUn9P4ZqfwIj2dKVIVeL11vZnqR6PASZOIIPAEaeD/lACYzhQEAUM7uDeDCm2fvfm5lAJU2AFU6Dc3RV+jVUbnVSG8ADkEHcENSzWWL9AuEAAA++zSAlyED+NGn8feF4iM7nKlQFbqMzC6o3MzFyOp/xgHkqx0BBgBAMbsygPhTPucdgNFTQDXO1aUxcDqMTizxFFB2PfL67z8ctOrQbp7iPzkAAHDZlQEcX5yf718953/VfLrq47+/IJMe0dFcfTLuLjWr1GOgmRW5bAAiNwC2R607vXaej54JDACAUvZlAIFP+l4+CEzab/JJ4DoXa0w7y0wpbQDXLuJN0xuAQ8gBLpHloucj/DMyAACPfRlA4Lt+Hn84ne2fpd/ku4DG1n/OfLIGEO3mLOxZ/Q/fBrCc5ipU5rEAAI99GcDpqf/rt33So/+n6/2rb4Nev7+mkuywxcmyL/Z3OWdiCSwMV//DD4Pa3+aQHAsA8NiZAay/738xgPNL7/nvr5HIjlio8uJk1xOrr6QBON2tf36fbwCeAwhXmQMMAIBC9mYASuqoTtse+TPhGoBrAQL9dx1Atsg8JF32KiwAhgYGQAhUR6FUOWmy6YU/D74BbGxFpP9bBzjSJ8x40fGBAQBQBgyAqKE5bGWy6UXQT1zAQ71c+uY9AeoOQ3848rg8W8SOkIdgzp3qCoCxgQEQfM1RKVVSmSz6kPWSMoDoAJIbAOtx3r+F13HxehYXAMMCAyD4kqMSqpQwWfQh7EVsAKch5Pp/vWh06bTjbeDO9QXAmMAACHvFadefIPyFqIQnutpeABKNtH4USBRnFv7UO9cXAGMCAyDYiqNUqnr9SaK/kDCAZJP3j/wbAOtmnAF0wAAAKAEGQFjrTbP+BMHf0BuAUP/9DUOvLUDn+gJgTGAABFdv1EpVpz9B6GvkBqC7AHQKr/pFIH4oAAAHGABhqzZcSvvjR74lpuLx7tT6H/hEsDDY3Bj8WAAADjAAwlRsuBT2x47bI24AqQbvXx8EYsd3a8sYRAU/dwAADxgAwRSREqkK9FfWmhu2j84Arl8FxBr2Fl7d2wAwAAD0wAAIS63hUtYdN+gQEQOIdrnZAPBGXi9q1YtAMAAA9MAACKaGFEmV119R45JgogaQOv52A4Ax9uYQ7zaAMFz+SMnDAAAuMACCpyFlUmXZHTPkCEIDeH8Fb3TngAG2AJ3rC4AxgQEQdkrDpaP+Rwwg1un2AtDl0EQA/rs1HYC3Fh1rC4BxgQEQZkLDpqP+Rw0gfvBmA3BIO0DovboXgVgHAQA8YACElc6wKemNF28CtQFwggi+UW0LwM8eAMADBkCwJKRUrDa96Vvywk0hMYDgBmCJQxBdlS3AcfkzA8ynkgAADjAAgqU2pXpl0hkz2iRBAwj3G7gBkGoQj869hCSLOMBtJBgAAEpgAIREbywo0f/y0SMGED00cP4fjiURnfEWYD0QZ026VhcAowIDIGSKU4y6M1aoWfgGkNJ/L5r0QhpuAdxxYAAA6IABEBzR0cqVYV+sSPOE9DzcddoAto1y62i0BQiMAgMAQAcMgNDIjp4C8TMZP2wAsQPj+r9plV0hZwvADdYZL3LnmdEQAOACAyAYyqPRK+O+rILQGEAmJM4ill4Dig8BAwBABQyAYIiPVK4SfWnbtTaAvP5fYmKtYdEWIDkADAAAFTAAokh+hHTfAIQMIDTB7AWga0Pm8qi3ALn+YQAAqIABEHn94KtVra7sYggaQPionP5fpJU/rngLwEpP7pCexQXAsMAAiLzCMNUqj7YrwxDEBpAJjB2afAvA7BsGAIAGGABhI0Ms1AZgFkHAAAITZG4ARB9Nlj4Jyu4ZBgCABhgAYSVEefKDVQ8haADBY5j6L9sBcLcAkpWCAQCgAQZAlOoLnwH0X2oAybDO94B1Iyef6xFNGAYAgIa9GcDb5w8PDz/dvPTm2eNLP/r09vbtxyul+iJQKlVXymYRPFn3u5fov2B9eFsA+WyzLaoXHgAzsjMDILF/eHj389tLL86Sf3aF5X2hAWQPkChVy2YRAgYQPCRnALd1MdwC6BYbBgCAgn0ZwOMJ/nuk8rc9wOuz9L94+MEv6af3gg3L1MVQqKoHcCJvAMxPABxv/1YNLfk60TQwAAAU7MsAXp/P/d88u53hv1jM4AVJ/wvn8tCFMnWR6JTu9LafAaSC2nwTnGDoiAOUTBMGAICCfRnAou/ffvzw8+WVbz+mM//l3P/6k0tOPNTCJNQpy1ZxXGX3JsjTf+dnzdjrPUTRJBk5BAC47MoArvr+0j/RJwN4+/zdf3vm3wEo/qIBgU61apTCN4DA+0n999cst4jhsZdG3MYJYAAAyNmVAbx9vkj7S+9S/3lTcLkHfN0gHL93pkRbRCql6Mr2QwgnSISXfwdGyN8AOAYmovs6CNlTpAlgAADI2acB+Pd6X9LdgeWO8Jtn1ytBrQ1A08hs8AtrAzizOZCj/8FX8zF4HXuDa4EBACDnTgzg9fkhoMvOwLtElNEOE4nKq5RVm4B0b+a50uDA/HP6H1uv7Dr5O4vc0gvIJxEA4HIfBrDo/5U3z9afFDjmtMNIo5RXgMQtAg/5bCfpn4Sv3tXqf2Z677/v6v/xfPnHzgHS7wIAPPZpAM49gJeO/m+eEyX0ymKnUVZtXPX2Zxg8YDkmdwMgtVjRt9735P/aDQwAgH7sygDCTwF9+7H32E+3HYCijfD40FWW4FP+q6iOq+PS+p9eq/B773vyv+4EBgBAP3ZlAMcX58d7Vp8DoB8uar/9UMAavbKIJErek7RJ4DqL34NrALf4jiX6H5ygJ//OQZpFiQyefhcA4LEvAwh8Enil/+uPBf982zAtHTYK1WID4GltcMyIARzW+h8ygOxSxD9QEFb/UBst2SwCAFz2ZQCB7wJ6uf5muMd3Tsr/+sG5ApSWDhuBUvUkbLLV2+jMNgK/OaZM/51wGervtSkABgCAlH0ZwOlB/+u3gdLT/pfvf15efBn+MtAmBpAexmLsm3YvDpA6LjRGSv8zy+T25ap/dC4wAAC6sTMDWP89ADKA1w8bAzi/738jqFZXzATKoslKuxPX8Q8cAwiFwglmOSag/sfzq9Em5cAAAJCyNwNQklSOFgJlMfZau9kGcAyetatDOcYu/Bf3nB8aBgCAEBgAoZQVmT5VvgK0FtjL7dzEkYExrqLtDpxeIj8IR/2d7YBDE4ftW14ADAoMgNCpipk8HYJf3yAbe6v/x9QeIGIAN5F2liS9Ql4Mm34CHwNwgAEA0AsYAKFTFTN5Cl+0T8aV6uC4uuYSPdYPa6XRmzXhxpFXfxgAAEMBAyB0qiJTJ44BbCSySP9TDuDsFdwQtm+klyc4g6j6RwygwU2AfqUFwMDAAAidqlipU+jrEoRDh6Q7KrnBMVyJXrpJr04w/rD6x29MwwAA6AQMgNCpipU6eQbwfvxzU6n2y0DHwKv+0U5Y/ik6dcQJIq/+/rhrYAAAdAIGQKhExUydQgbwfvxzXLHm/kARBwi5hW8Ah8zShCI/xNX/AAMAYDRgAIRKVMzU6SrUngcwO18dHPo2htDBztHBEZMrs212dqzNlwn5Q1c2gFRHnesLgDGBARAaTTETp60yKjwgqv/ubQCvX+d2gVD/HfnP2lfUAOpvATrXFwBjAgMgNJpiJk6eMmaVNNA6qP+hr4dIGsAm4Mc3E0FL1f8QvSLV4hpQ7wIDYEhgAIRGU8zEKXRqLPGA2wGBmVzeDHZ4OT4wynlVYlEr1D88z2WsxOwEwAAAkAEDIDSaYiZOwTNj/3J6UlVj+h+5v3xtsD1mPfz5rVDUOfWPTxUGAMBQwAAIjaZYaVNYF6kBywNub4QH8TtxDSCu/9FrSlGSc41MAgYAQB9gAIRCUsy0KWEAh5DghhpzDWA73nFrAKuxbz2FnipKiH9mrmEDsFpmGAAAMmAAhEJSzLQpcgXIe5w/4gGrFyKDeK2cU/WU/gc/K5xSfzf2QCj+y/W3AH3LC4BBgQEQckUxk6b0BmBzTFBvbz9Fx3DbbA3AfddZjvhWJOJI2WtA/sswAAC6AAMg5IoiVaZCAzjEPOD2Q+7KS8QAHA33ViN8MyKu/uHgE1NNNpABAwBABAyAkCuKlTId2AZwCN4QSAmx12474HGt7ddx3ZEDjyMl1f+QsjsYAAAjAQMg5IpipUwHiQFcjxao8abRZsCw/luMl7kYxT9eCAwAABEwAEKuKFbKFBFFxlcHiSQ5ZgCbdoGV0LiN/BoQDACALsAACLmiWCmTdAOwbiQQ5s2b53+dpp3Rf5X6J8OHAQAwEDAAQq4oQmGyNoCD1APWb10MwP1m0OAXyYnVPxk+DACAgYABEHJFMRKmg94Arm15Ih0ygNXBzioUqH8y/EgX1de5d4EBMCQwAEKuKEbCdCgzgENCqv//9s6lV3bbSqMX6Z51Atx0Xn0GGTgOYNhJT5y00V3hjDEAACAASURBVDaQGBmlg8S2Bo7jpP7//+hzdr1IaZPcfIms0low4HNL4kMs4VtFqqQK7Hf983T/es+yyv+a7E90HwEATAQCEPITpVEwLdUCWKyBfX/1IgBnUuAMQWX2J7qPAAAmAgEI+YnSKJiWFgJYbA5YC+D27/sI6JVk92bU4+AQAEAWCEDIT5RGwbSoAihI3FNQAn5DL9ebx+4CuA1AqHhkgELdCW5CAADzgACE7EBpFUxLKwE4dQUd4AvAyf9g2dr+bOkogK8/ev/Kz/6kdwgANiAAIRApDyeAJb6Gr204BR/206Y/K7oJ4Bz/b/xK7RAAbEAAQiBUHlEAS3gpR9kiBx9P//r+bPqWsb+Vt/z/+K2ez1UDjD7BAKbk2QTw/SevHwF/HX5J2f5GIFUeVAC3WjehrgkgEf6N+uP1q76BDZ/L2s9bPV++/8kXSgMAsOHJBPDdh7II8PO/Bl5StguBVHlgASzhbwZ5+Z9O/2b9uXeqvoE1X30gqf9WzzefKlOAHc9BgMfhuQTw+vn+vyTlf62/pGw/E4iVRxFA8AhS+W9J/1j94Q6FtnQSwOfn0I+8kwCw4bkE8O35s/13H/70j+pLyvYzwdiozCVLPU0EkKjeRGEDefv3EcDrp/6Po/XsehoCPArPJYA/nD/a/+v373+jvqRsPxOMjbpcMtXTWQCLzQFVDWTsHxJAHd9/8p//k3gnAWDDUwngX7+/xMBfbms83kvK9guNci/EYAEsKQeUN5D9Hkl7xe9wCAQAUMJTCeD7Ty5LO395W+rfvqRs/48zxcFqY7wAbg1t2fc9CjWZd8Brvvn0x7+LDsS+BwnwIDynAL7dCuBbVwDfHlIAi+qAuiHP7hDXAADm4egCuBCMjbpcMtUzegZQtQSUvX8fASxfvv/FrZ6/KTcC7HUKAjwUCEAIxMoez4LbRQDxSwBpB0wvAOc+gOXzswxWDQDAhucUgP0awIVArDzDDCCd/QYHTC8A507gv70/Xw9YNQAAG55KAM2/BbTLFKCJAMpuBDM7YH4BXJ8F9M2nPAsIwMpTCeD0h/P3+/37AJyXlO1nQrHyIAJQC+SGf0wC8wuAp4EC5PNcAmh9J/DjCiAQ7ZuXtGfBNQjoAQJ4uw7A7wEAZPFcAmj9LKAHFUD4g/325beSyZlAZIQs/dn0LWP/Ru3ueRYCPAzPJYDXj/j3p31+96Gs+Lsv+f9wyA6URrn0RmMBxMJc23Q+et0Bj/WLYLF69j4RAR6CJxOA+7z/iwBqfg9glABKl1ziMR78yfdkYQQA8JQ8mwAKyQ6URrn0RhsB6L/r5dV8S3zvf/cfBQ5fNkYAAE8JAhCyA6VRLr3RQADB5H5Rdrqq4nb5d7mPgKkiAwgA4BFAAEJ2oLQKpqVWAOHIXle6EYBmgEYOQAAAjwACELIDpVUwLVUCsKf/fd/lLoDlvqs3CPUOQAAAjwACELIDpVUwLeUCyEl/L//vAggZILfyjMNFAADzgACE7EBpFUzLNWszG84N6Ps2RwCnxS2yHodYE8XPjguURgAAI0AAQnagtAqmN3IFUJLMigAW9x6wc5vrVksdkLsChAAAhoAAhOxAaRVMb2QJoCyTvfx3BbB4JZWRiLYXanCUAGJvJABsQABCQaQ0SqYlRwDRMDbMGZaVADQDbKvJdwACAHgIEIBQECmNkmkxCyARw5ZFo8UTgDcFiBggfJNZyAEIAOAhQABCQaQ0SqbFIoB4/r5oRbTiyzn/fQGsDLBVQPomsXX3s78EhAAAhoAAhIJIaZRMS+JrQInsd8uFGnH3XAnAew7crRq/otO2pkRX5vsSEAIA0EAAQkGktIqmJTIFsId/pA1vb08A+hRgdS14VWuqSy/bIokjjRbIAwEAZIEAhIJIaRVNS0AAlqQ1tbHJ/5AAPAOcbn+G6guDAAAeAwQgFERKq2hatFhMh6y5Da/ARgApA6h1pnsX+H5oaFv/hbbB5xfAnCAAoSRTWmXTRgBanpryVWvEL7ISwLWEUu9lVFLLSnkOCOY/AgAYAQIQSjKlVTb5H4y1HLV9vFZbWZVJCWBjgPRXi24Yfl04KIDgEWWBAADyQABCSaa0yqblFoxqfprTX2tGzX9PAMEpwDU0k/12HaDeMbA5zlSvS0EAAHkgAKEkU1pl0xJYUTnp04FEM4Hv7Fw2u696/QoaINXi1gHaTMDdWet1qhUbCAAgDwQglGRKq2xa9I/+2xzNb2dd1Pu47+9fbACrA178pa5wp8tBAAB5IAChJFMysynDAJsXjOl/bkip9brNe9nvl9bS67bo4IT6H3RAKP8RAMAQEIAQC47u4bR4AbpUpL/f0Ka4IgBlCuDf0BsdncAhSCVSziiAnOMLE6tn7OkFMCkIQChLlVbp5GdyTfq7LSmJvm0s4ovrlujwaEfhOmArgXCHa0EAAJkgAKEsVfLSKWWA+1/l4e+2FMr/0E8ArFq9b4gP0OY4/O6f1g7QOpxzeGEQAEAmCEAoS5Vm8eRyj8rSpk/qM94CAtCmAM5NwtcKzV1ZL/5v+hPobgMQAEAmCECIJkf/eHLRMzizqZOS/0kBuAZYtR0fI29Pv6KNA7TeGg8r2TQCAMgDAQiFsZIXTzkXU+uadj+G31/0W3Ce/rxq++X8g/Hr3ps6s70A4ThArwEBAIwCAQiFsdIsn1waCED/Uud647Zf92LblhPDtKlLu/irVoEAAEaBAITCWGmWTy5OOBe3reS/RQCqOG7l4+OkdHilgIADdlljG3x+AcwJAhBKcyUvoLLXgJbCtqMTAOU3IJWSWrXpI9jssHbA9tqGdViSIACAXBCAEI+ONgG13xRAXckJCsBr5PSy3uqSGCp9rBIO2Gd4h55dALOCAITiYGmWUA7ex/OCdpysdb/Ludm+7ddJvXrskBir0MaAA06xMtkgAIBcEIBQHCzNEsrBWwPKb9zN2fuhKcs8937d7/k9RS8DLAkFRDZpDljSg58BAgDIBQEIxcGSl1C7TAE2n7NPq3o2AX/9KH7yv8SvVx8bLvMDjzwH2A4rCQIAyAUBCMXB0i6iHKqmAOqH7FNKAM4wJKYAkcw29HWtgNO5bduhRUlenQCANQhAqIiWZhnlUDEFeNnm9/oYFQF4O1gMoPUq61tOV06xGnNAAADZIAChIlqaZZRD+RRAyf9zJc5h+jsoI1BoAHtHNwtBl0rNFah9im8FgA0IQKiIlmYZ5eJNAXKaD2X3yYnA24fv0AAELOLVtx20YlO1cQACAMgGAQgV0dIupBy8XMxoPhTd94WW00YAyzZ40wJQDJA9Sv5a0L3e3HquBeNbAWADAhBqsiUrpaw7lk0Bgh/d1RUed/uqCYMB1lFdMki+AhwH5NeVlDgAbEAAQlW4tIupO2VTgGBulwsgbgDnPrOSMdr+crBTd25Vic0AsAEBCFXhkpVT1h1LpgC2/NcFUGuAoiF6K75WQKEDEABAPghAqAqXHDI/zGd1IBzaSQHEpgCx36W8jV3ZEG3uPCh3AAIAyAcBCFXhkkPuev61mLmAGtn5ArBNAW4GKM3/7c0JigNMdSMAgHwQgFCXLjn0mwJY8z8ggEID1NzLG/72qd+sofq0wwFgAwIQKuMlg25TgOwJwOqLohEBJA1QOD7bYsUOQAAABSAAITupyikzQLJULK6LBJBngETvQgWVF8scgAAACkAAQklSFZL9rX5TsVhah67vrrpVbADTEKrlAhtCCog4AAEAFIAAhGRUjVgDyrgMEM1qkwC0+m0GOF0eJhrpXqBgZFvMAdpjiAzvIACsQQBCMqtaCqDMANFy0aRuIoDYU4GS3QsUjG8PKUBrCwEAlIAAhNqwyiGnLt8Aid1sE4CwAMoMcC1mGcZovxTMDkAAACUgACEZVhNMAWxr5kp7ob03/YrXHPqJyPtfLW/dVXsQckC65ZEnF8C0IAChVVyZKJ8C6AUTIV0jgORlAK9PppEMdStIRELXBk0GB4A1CEBIx9UgARgMkJn/EQEEpwCn4OxivRJjPraCQQh3AQEAFIEAhLZ51bIuL/jUnrYSQGwKsIRKbK/GGo8uczwTy1AIAKAEBCCk82qKKUDJdzUrBRC/w2BbwjSaJUIN57+lssHnF8CcIAAhnT8tBdDSANn5HxNA8s7cdQG1RdNwpnfR+hGoDAEAFIEAhHT+NBVAXv7FFoFS+Z8jgOgUQLkMEBo3w4AWTgAQAEBTEICQDiDTTmZaXQaIfDy/thSqziyAUCPhEUmPaOMJAAIAKAIBCIYEGj4FUAxQkv9RAWR8zzQ6aokxLRjLugkAAgDQQACCIYEaC6B4EcgJ12smx8IxVFntFCAxaPFBLcx/BADQFgQgGCLItpeZBgbw8r+nAJTLAOnRiOzRegKAAADKQACCJYPaCiDzU7Cf2NLjwvyPCyBqgHsxy5CFx3X/CQACANBAAIIlhIy7WSmZArgGuL3SUACJxw1d2zSOWGi3ARMABACggQAEUwq1ngLUGcCS/40FcDWAdcB0BZQMY+0EAAEAaCAAwZRCjQVQtAh0i8Hi/E8+WCfS/BJ8KFCoA0qFpfmPAABagwAEUwxZ97OSWZ0X27c/2wogOQWIt6dWeFq/YC/sNW6sP7gbAKxBAIIth8ZOAVwDvNjyuKEA/EWgPAN4dQ6ZACAAAA0EINiCyLyjkdzq7sF9XYtPpHGJABJTgFoDjJkAIAAADQQgGJOo+RQgt74XlyW1JJ+6rSuvS5cyuZcBFk8BxflfNwFAAAAaCEAwRlFrAeSvh3j5n1qQbyuA4ssArgFKBjDWHAIAqAABCMYosu9prjC3hBvf11WZYO3JGrQeBR/x9lJugGu17ScACACgHAQgWMOo/RSg2AD3K8Gh/ifv6s3p0Vsr/iJQtgEsP92o0GICgAAANBCAYA2j5gKoeSzC7UpA4AgaCuDSRPllgHAvU0TbQgAANSAAwRxHE0wBrh+JnWTUD6FUANrNu5cXKxaBUk8IDdEk/xEAgAYCEOx5NMEUYFnn/6KGa/z7nLF19c0Lt5euU4D9DBCfAGQ1DQArEIBgD6QZpgBvrDN8exxtBLCqt24RqOAqepsJAAIA0EAAQkYitZ8ClK+Mr3+i1zuUcgGcnD/Xo1O+CCT1ZA52qwkAAgDQQABCRiR1uA7c7LuR7sGk8z/1wVodmpdSA1xqyhztRhMABACggQCEjEjqMQVouDJ+O5qoAE7pYA2Ni78IZDbAvbKc8W41AUAAABoIQMiIkvYCyDdA4gP8ebElVjYhgFPsS5tFlwHc2jIGPNoEAgCoBAEIGVHSYQ2o8Klw4dpih5QWQKKCossA2yvLllKmlSpj+wCwAQEIGVHSYwpQ9Otg0erCR5UUQHJECi4DbH8UwHTEzSYACABAAwEIOVnSZwrQ6sqoU6N+aBEBWAck+zKAUqHliNtNABAAgAYCEHKypNMUwF6pJXavX7ncHqAqgNWuqc5kGkA9uPSwJxa6Uq1uWgOAFQhAyAqTHlOAHAOYJgBuxd5hrgSgjkKyLxcB2BaBAoeWHPeGEwAEAKCBAISsMOkyBbAbwBa629ovOAIIHn+yLy8ZBghXFh/5lhMABACggQCEvDTpMgWwGqAo/+9NuAJ4CTZpnAJYDBA7rNjQJ/IfAQDUgwCEvDTpMwWwhZpt2T31wfqUWEeyCeD+o5SR/sSrCo990wkAAgDQQABCZpz0mQKYajVedk1UkBaA0QCnlJFSFYVGv+0EAAEAaCAAITNOuk0BktVW579NABlTgORtyam+6rskBJWoVG0FAFYgACE3T7pNAaq+GXmvJ1VFvQBsBjANrfYGNJ4AIAAADQQg5OZJpylAKjBtFwD2EYDFAMaRVd6BxhMABACggQCE7EDpNAWIR2aL/DcLwDgFiF0GsA/ses/WEwAEAKCBAITsQOk1BYiGpjH/WwjAvAbkTAFW1WWN62rn1hMABACggQCE/ETpNQWI5KY1//cRwMs99dVFoMxh9XZvPgFAAAAaCEDIT5RuU4DCL0a6FUS3mgVgeU7DpQrFAPmDej/uxJGW6RoANiAAoSBSuk0BQuG5rwDih/fi5f9bi6velYzp9Y1IXOoonK8BwAYEIBRESr8pgB6f5vzvL4BV/C/bywCFQ3ou1mECgAAANBCAUJIpHacAWoA2yv8MAUQvRaxXfLzYLh3R+8OKKp5SEawYAFYgAKEwrsqKmape96nVBMAsgEDSvqj57xmgfEDfynbJfwQAoIEAhNK0Kitnq9uv3Zz/XQUQin/3MkD5eDothHtVVu3Y0wtgUhCAUJhW+xmg2QQgRwDq7bmhnlynAOWj6bQR6VRZtWNPL4BJQQBCYVr1XATyEzj1wdgpldhuFsA6bKPxvzgGMHQy3ruK3ykIMfoEA5gSBCCU5lXPKYBngHj2eoUS2wsFkIr/JflgUAupVaSKNwoANiAAoTixugrADUKrAWxPcDAKYNN4tEzytwHS3Mrr70mNqQFgAwIQihOr7xTA+yhsU0BDASzefVmWttO/D2bo2+XmYuVdqXqfAGADAhCKg6W3AbInAY0F4KV/8qJx5RzAK6u8LVVvEwBsQABCebJ0XgTKnQQYH+NvE4Cf/ukFo9Mp52p1qDm3xu8/en/hF3WuHXlyAUwLAhDKk6X7FECfBAR/gjFZm1UAq/Q3xP/i3A1QYoBNwVcBfPL+xm/q3iUA2IAAhIpo6T4FCEwCQt/FTPBiEkBe+js9rDCAVuz7T376hfzxzafv33+cXaXfQQBYgQCEimjZYQoQmASod2OlOBeMCGCd/ZZvnjojuH0wqBG11Nef/PSPl6r/8v4nX+TW6XcRAFYgAKE8WZbdDRD7UmadALbZb7v1zB1Aw+M8w/3aCuCjVwFI5ad/fVozBRh7egFMCgIQypPlnC515Y2NGBRQIQA1/Q1Hth6+MgMEdPP1Rz/5Qhp4/e/LtwvBpYw8uQCmBQEI5clyjpfK8rZG3I7qCjD0wxNAlEubGZ26dcI+e/CPZ/PymwCubXz1wc/+lFGj0k8A8EEAQnGwXOOlsgJrM9unA3nB2U4A9ybtPXJ6kWuA0O4igIuHvvqg4iLA0LMLYFYQgFAcLLd8qa3B2k5AAdff5k2SFsCqQWtvnJeX3EWg4N43ASwIAKA9CEAoDpZbwFTXYGzH76yf3JZORAWgtmfti7NhyTNAeL5wFcDb3wgAoDUIQCgOlnvAVFdhbimsAEPghgUQas7WD3/bkmOASPtnAZwb+tt7rgEAtAUBCMXB4iRMfR3Wlk4RBZge73Bbpre0ZurEenPGZYDYjpeLwPI33wICaA0CEMqTxYmYBpVYmzrFFJB+wkPGipU2OOkxu08BkgaI7nb+GujlT+4DAGgMAhDKk8XNmBa1WNtaddrsgFwBbA/LNGLmRaB4f0UA5z+/rFkBQgAAGghAKE8WL2NaVGNvLfyTjZFUrRWAdbiMBkj46lUA50dBvH7+//HvDM0GuwMAWxCAUBEtbsg0qcbe3Krnoe92eqUKBHBy/zYPlskAqfnK1x/dnwZa8yw4BACggQCEmmxxU6ZNPfb23M6f/6874C6DbAHcjypvqCyXAVLbl69vj4P+lbXdQG8AYAsCEOrSxUmZNhVlNXntv/qYiIAG8gWQP07pKUAy/9vdXzHqxAKYGgQgtIuZRjXlNSqHEPteUJ0ACkcpZQBL/iMAgI4gAKFRzIwxQOjjeVsBlHRriRlgz/xHAAAaCEBolTOjDBBboqkSQNX4RAVgyP+GD9gYdWIBTA0CEJoFze4Xgp2GDcdyDV1TJ+vHJ2IAU/4jAICuIAChWdAMM4BzpdZwPMn7uLyKyg8paICd8x8BAGggAKFd0gy7DOB2IHlQqYc8++UrjijwUKC98x8BAGggAKFh1AwygHK/buTAAq8HilUckT4F2D3/EQCABgIQWmbNEANoLUYOMaCL0FjUTQHWBnix5T8CAOgNAhBaZs2YG8JCrzcZhprj2RhgRP4jAAANBCA0DZsRBki3V3P0NcezfiTEkPxHAAAaCEBomzYDngrUe/8mU4CXZVT+IwAADQQgNI6b/Z8M2nv/msNxFoFM8d9jAjX6BAOYEgQgtM6bvReB+gugjQFG5T8CANBAAELzwNnXANlN5ReoFcAyNP8RAIAGAhDaJ86uBphcAKspQKqlTu8GAKxBAEKHyNnTAHsIoJUB+jYUqRYA1iAAoUfm7GeA/GYKStQdy80AyWa6vRcAsAYBCF1CZzcDPIgAlnH5jwAANBCA0Cd19jLAPgJoYIDejURrBoA1CEDoFDv7GKCgiZIilUdiKN73jQCANQhA6JU7S9fKr23sU6T2ONI/UtD5fQCAFQhA6BY8exhgLwF0ngJ0fxsAYAUCEPolT/9loJLai8r0nQL0HabRJxjAlCAAoWP0dDfAwwgg9TtktdVHmwaALQhA6Jk93T/c7lWmpwF6vweDzy+AOUEAQtfw6Xx5c79C/QTQ/S0YfYIBTAkCEPqmT98vOO5XqP4YAjX0fwdGn2AAU4IAhM7x0/PLQHsKoI8B9ngDhp5dALOCAITe+dMv5coqLSzV4Ai2Vewy/mNPL4BJQQBC9wBauj3neM9SPQSwz+iPPsEApgQBCDtEUK9fOtmzVAcD7DT4g88vgDlBAMIeGdRlsaOwvtJiLbrv1rHb2I89vQAmBQEIu4RQj7x7QAE4je839GNPL4BJQQDCPim0tF/x2FsATacAOw784PMLYE4QgLBXDrUOvdK6isu1nALsOe6jTzCAKUEAwm5B1HjZ4zEFIM3vO+xjTy+ASUEAwn5J1Db59hdAKwPsPOpDzy6AWUEAwo5RtDRc+yiuprxgIwHsPeaDzy+AOUEAwq5h1C7/HlUA+w/52NMLYFIQgLBvGjVLwBECaHEv2JgBB4AVCEDYO4/aKKC8goqS9b0eMd5jTy+ASUEAwu6B1CQHH1IAY4Z77OkFMCkIQNg/kZYGUThGAFV9HjXYQ88ugFlBAMKITKpOw4qyNUWrujxqrMeeXgCTggCEIaG0VAbiwwlg4EiPPb0AJgUBCINiqS4TRwmg/EFCY00LACsQgDAql5YaBYwRQOEUYPAwDz27AGYFAQjjkqncAIMuH5QJYIZBBoAVCEAYmU2l6ThOANml5xhiAFiBAISx6VS2PjJKANlTgGlGGAB8EIAwOJ5KPiPXZXhV4bzS04wvAKxAAMLofFryc3KkADKKTzS6ALACAQij8+mNzI6ME0DGFGCuwQUAHwQgjM6nMzldGfUQCSltLD7b0AKADwIQRufTFXtfxgrAVH62gQWAFQhAGJ1Pd6y9GSkA0xRgvmEFgBUIQBidTw62/tQmeGXxZPkpRxUAfBCAMDqfPCw9Gi2AeAWTjikA+CAAYXQ+rUj3aawA4lOAaUcUAHwQgDA6nzYkujXut8Qu5SNdm3g8AcADAQij80kh2rHxAgjUMPdoAoAHAhBG55NOuGujBRCYAsw7liNPLoBpQQDC6HwKEehcfX7XFP7qg/c3PnbqnHkkB55bAPOCAITR+RRG7d+EAph8HMedWgATgwCE0fkUQ+nhaAH87E/+GtCjDCIAeCAAYXQ+JVh1sr67TQXwCEM47tQCmBgEIIzOpyReN+cQwLmOhxo/APBAAMLofLJw7+kMApApwOOM3rAzC2BmEIAwOp9stOttEwE80MghAAANBCCMzic7bfrb6ltAbyZ4CMaeXgCTggCE0fmURYMuV5X+7kMEAPAUIABhdD7lUtvtipKn03cf/vyvxeUHMfLkApgWBCCMzqcCqnpeWkw4XwN4LIadWQAzgwCE0flUSHHvSw741hYCAHgSEIAwOp/KKTuA7P3dVhAAwJOAAITR+VRH/nHYD1ipGwEAPAkIQBidT9VkHo3xR931GhEAwJOAAITR+dQK60Elf9ExVon7NNBHUcGO5xLA44AAhNH51Jb0sYV/zsUwJAgA4ElAAMLofOoCY3Gn6dkC8CwgAGF0PvWEQVgQAIAKAhBG5xN0ZvQJBjAlCEAYnU/QmdEnGMCUIABhdD5BZ0afYABTggCE0fkEnRl9ggFMCQIQRucTdGb0CQYwJQhAGJ1P0JnRJxjAlCAAYXQ+QWdGn2AAU4IAhNH5BJ0ZfYIBTAkCEEbnE3Rm9AkGMCUIQBidT9CZ0ScYwJQgAGF0PkFnRp9gAFOCAITR+QSdGX2CAUwJAhBG5xN0ZvQJBjAlCEAYnU/QmdEnGMCUIABhdD5BZ0afYABTggCE0fkEnRl9ggFMCQIQRucTdGb0CQYwJQhAGJ1P0JnRJxjAlCAAYXQ+QWdGn2AAU4IAhNH5BJ0ZfYIBTAkCEEbnE3Rm9AkGMCUIQBidT9CZ0ScYwJQgAGF0PkFnRp9gAFOCAAAADgoCAAA4KAgAAOCgIAAAgIOCAAAADgoCAAA4KAgAAOCgIAAAgIOCAAAADgoCAAA4KAgAAOCgIAAAgIOCAAAADgoCAAA4KAgAAOCgIAAAgIOCAAAADgoCAAA4KAgAAOCgIAAAgIOCAAAADgoCAAA4KAgAAOCgIAAAgIOCAAAADgoCAAA4KAgAAOCgIAB4ej5792//5/77z+9+8L+j+gIwEwgAnh4EAKCDAODpQQAAOggADgcCADiDAOBwIACAMwgADgcCADiDAODpuV0D+PsP37179+8IAOACAoCn5yKAf/72nfCD/0YAAAICgKfnIoDP3j79y/8QAICAAODpOQvg7z989yP5558RAMAZBABPz1kAn11j/x+/RAAAAgKAp0cE8M/fygLQ+d8IAOANBABPjwjg9XP/VQB8CwjgDAKAp+cqgB9d/o0AAM4gAHh6mAEA6CAAeHq4BgCggwDg6Tl/C+j2uf9VBQgA4A0EAE/P7T6A8xSA+wAALiAAeHoudwK/Bv95JoAAAM4gAHh6rg+D+4xnAQF4IAB4em5PA/3HL3kaKIADAgAAOCgIAADgoCAAAICDggAAAA4KAgAAOCgIAADgoCAAAICDggAAAA4KAgAA76vP8AAAAEJJREFUOCgIAADgoCAAAICDggAAAA4KAgAAOCgIAADgoCAAAICDggAAAA4KAgAAOCgIAADgoCAAAICDggAAAA7K/wOouNmyB8myYwAAAABJRU5ErkJggg==" alt="" width="768" />

2.带数据标记的雷达图

带数据标记的雷达图特点是，使用圆形的图形加上折线展现每个维度的高低情况，然后用点标记出来。

ggplot(df1,aes(id,value,colour=item))+
  geom_bar(stat="identity",
           position="dodge",
           fill="transparent",
           size=1,
           width=0.5)+
  geom_point()+
  coord_polar()+
  scale_x_continuous(breaks = 1:5,labels = LETTERS[1:5])+
  facet_wrap(~item,nrow=2)

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" alt="" width="768" />

3.填充雷达图

填充雷达图特点是，使用圆形的图形加上折线展现每个维度的高低情况，然后里面填充色即可。

ggplot(df1,aes(id,value))+
  geom_bar(aes(fill=item),stat="identity",
           position="dodge")+
  scale_x_continuous(breaks = 1:10,labels = LETTERS[1:10])+
  coord_polar()+
  facet_wrap(~item,nrow=2)

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" alt="" width="768" />

树状图

树状图没有找到相应的图形，可以考虑使用其他包实现。

旭日图

旭日图没有找到相应的图形，可以考虑使用其他包实现。 不过目前看来，旭日图的实用性有待验证

直方图

直方图是一种统计图形，是excel2016新加的，但是需要选取原始数据才能做图，所以并不推荐在excel上直接使用。

在ggplot里，则相对自由度较高，可设置的变量更多。

1.直方图

直方图特点是把数据先划分区间，然后从小到大排序，最后用柱状图的形式表现。

ggplot(df1,aes(value))+
  geom_histogram(bins=5,colour="white")

aaarticlea/png;base64,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" alt="" width="768" />

数据量比较小，所以无法体现直方图的用处。

2.排列图

排列图，也叫帕累托图，特点是把数据从大到小排列后，并计算每个数据块的百分比占比，然后两图合一。

df_tmp2<-df %>% select(1:3) %>%
  arrange(a) %>%
  mutate(per = a/sum(a))  %>%
  arrange(desc(a)) %>%
  mutate(new_id = 1:10)%>%
  mutate(per = cumsum(per))

ggplot(df_tmp2)+
  geom_bar(aes(new_id,a,fill=var),stat="identity")+
  geom_line(aes(new_id,per))+
  scale_x_continuous(breaks = 1:10,
                     labels = df_tmp2$var)

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" alt="" width="768" />

这边一定要注意，排列后也不能直接用，需要重新使用排序。

箱型图

箱型图是一种统计图形，是excel2016新加的，但是需要选取原始数据才能做图，所以并不推荐在excel上直接使用。在ggplot里，则相对自由度较高，可设置的变量更多。

箱型图特点是，使用分位数表示数据的离散和集中趋势。

ggplot(df1,aes(item,value,colour=item))+
  geom_boxplot(aes(fill=item),alpha=0.2,
               outlier.colour = "red",
               outlier.shape = 2,
               outlier.size = 5,
               coef=1.5)+
  geom_jitter(width = 0.1)

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" alt="" width="768" />

本图中由于没有异常值，所以没有标记，但是可以通过coef调整。 另外，图上还是可以增加一个平均值点，读者可以自行摸索。

瀑布图

瀑布图是一种代表图形涨跌趋势的图表，是excel2016新加的，但是需要再计算。 在ggplot2里，没有现成的图表，需要转换。

瀑布图的特点是后一个柱子和前一个柱子有增长或下降的关系。

df_tmp3 <- df %>% select(1:3) %>%
  mutate(cum=cumsum(a),
         low=lag(cum,default = 0))

ggplot(df_tmp3,aes(id,cum))+
#  geom_step(colour="grey50")+
  geom_crossbar(aes(ymin=low,ymax=cum),
                size=0,
                fill="skyblue",
                colour="grey50",
                width=1)+
  scale_x_continuous(breaks = 1:10,
                     labels = LETTERS[1:10])

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" alt="" width="768" />

本例中是采用增长的图表，如果需要下降的趋势读者可以自行尝试。

漏斗图

漏斗图其实和一般的柱形图或条形图类似，只是其实点变成了中间。 在ggplot2里，没有现成的图表，需要转换。

1.漏斗图

箱型图特点是，使用分位数表示数据的离散和集中趋势。

df_tmp4<-df %>% select(1:3) %>%
  arrange(a) %>%
  mutate(new_id=1:10,
         ymin = (1-a)/2,
         ymax = a+(1-a)/2,
         mid = 0.5)

ggplot(df_tmp4,aes(new_id,mid))+
  #  geom_step(colour="grey50")+
  geom_crossbar(aes(ymin=ymin,ymax=ymax),
                size=0,
                fill="skyblue",
                colour="grey50",
                width=1)+
  scale_x_continuous(breaks = 1:10,
                     labels = df_tmp4$var)+
  coord_flip()

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" alt="" width="768" />

ggplot(df_tmp4,aes(new_id,mid))+
  geom_linerange(aes(ymin=ymin,ymax=ymax,
                     colour=factor(new_id)),
                size=15,
                alpha=0.5,show.legend = F)+
  scale_x_continuous(breaks = 1:10,
                     labels = df_tmp4$var)+
  coord_flip()

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" alt="" width="768" />

以上提供了两种漏斗图的作图方式，请读者自行选择。

结语

本文实际上是一个尝试，作为刚刚读完ggplot2操作文档的作者来说，需要练手，所以可能有很多地方还不成熟。希望是抛砖引玉的一个文章。

其实要说为什么要和excel比较的话，其实是看中ggplot2更自由的作图风格和非常多的参数设置。

不得不说，实际上对于excel用惯的作者来说，还有很多可以调整的参数有待开发，比如，坐标轴、图例、数据标签等等等等，这个就需要后续另行思考和实践了。

E-Phone Xu / 2016-06-13 / 995 views

Published under(CC) BY-NC-SA 3.0 CN.