Data Analysis
Plot the number of cases for California as a function of time (date)
df %>%
filter(state == "California") %>%
ggplot(aes(x = date, y = cases))+
geom_line(color = "tomato")+
scale_x_date(breaks = pretty_breaks(8))+
#scale_y_continuous(labels = comma, breaks = pretty_breaks(8))+
scale_y_log10(labels = comma_format(accuracy = 1), breaks = breaks_log(8))+
labs(title = "Total number of cases in California",
x = "")+
theme_bw()
![](data:image/png;base64,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)
Find the 6 states with the highest number of cases
n_states <- 6
# top_states <-
# df %>%
# group_by(state) %>%
# summarise(total_cases = max(cases)) %>%
# top_n(n_states, total_cases) %>%
# arrange(-total_cases)
top_states <-
df %>%
filter(date == max(date)) %>%
top_n(n_states, cases) %>%
arrange(-cases) %>%
select(state, cases, deaths) %>%
mutate(`Death to Cases Ratio` = percent(deaths/cases))
top_states %>%
knitr::kable(caption = glue("Top {n_states} states with the largest number of cases"), format = "pandoc")
Top 6 states with the largest number of cases
New York |
367625 |
29138 |
7.926% |
New Jersey |
155092 |
11144 |
7.185% |
Illinois |
112248 |
4912 |
4.376% |
California |
97017 |
3808 |
3.925% |
Massachusetts |
93271 |
6416 |
6.879% |
Pennsylvania |
72356 |
5159 |
7.130% |
Plot the graph for the 6 states found above, where each state is a different color
df %>%
filter(state %in% top_states$state) %>%
ggplot(aes(x = date, y = cases, color = state))+
geom_line()+
scale_x_date(breaks = pretty_breaks(8))+
#scale_y_continuous(labels = comma, breaks = pretty_breaks(8))+
scale_y_log10(labels = comma_format(accuracy = 1), breaks = breaks_log(8))+
labs(title = glue("Total number of cases in top {n_states} states"),
x = "")+
theme_bw()
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)
df %>%
filter(state %in% top_states$state) %>%
ggplot(aes(x = date, y = cases))+
geom_area(aes(fill = state), alpha = 0.5, show.legend = FALSE)+
scale_x_date(breaks = pretty_breaks(5))+
scale_y_continuous(labels = comma, breaks = pretty_breaks(5))+
#scale_y_log10(labels = comma_format(accuracy = 1), breaks = breaks_log(8))+
labs(title = glue("Total number of cases in top {n_states} states"),
x = "")+
theme_bw()+
facet_wrap(~fct_reorder(state, cases,.fun = max,.desc = TRUE), scales = "free_y")
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)
df %>%
filter(state %in% top_states$state) %>%
group_by(state) %>%
arrange(date) %>%
mutate(last_week_cases = cases - lag(cases,7)) %>%
drop_na(last_week_cases) %>%
ggplot(aes(x = cases, y = last_week_cases, color = state))+
geom_area(aes(fill = state), alpha = 0.4, show.legend = FALSE)+
scale_x_continuous(labels = comma, breaks = pretty_breaks(3))+
scale_y_continuous(labels = comma, breaks = pretty_breaks(3))+
#scale_y_log10(labels = comma_format(accuracy = 1), breaks = breaks_log(8))+
labs(title = glue("Number of cases in top {n_states} states last week vs total"),
x = "Total Number of Cases",
y = "Number of cases last week")+
theme_bw()+
facet_wrap(~fct_reorder(state, cases,.fun = max,.desc = TRUE), scales = "free")
![](data:image/png;base64,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)
df_last <-
df %>%
filter(date == max(date)) %>%
select(date, state, fips, cases)
usa_data <- usa_sf()
usa_data %>%
mutate(long = map_dbl(geometry, ~st_centroid(.)[1]),
lat = map_dbl(geometry, ~st_centroid(.)[2])) %>%
left_join(df_last, by = c("fips_state" = "fips", "name" = "state")) %>%
ggplot()+
geom_sf(aes(fill = log10(cases)))+
scale_fill_gradient(low = "mediumblue", high = "yellow")+
geom_text(aes(x = long, y = lat, label = iso_3166_2), color = "black", size =3)+
theme_void()+
labs(title = glue("Total Covid-19 cases in United States as of {max(df_last$date)}"))
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ggEAisVmtVVRUAvPPOO20LysrKSk9Pd7xhx+q16wPd+touMDCwq07q33//PQDY5/Nry94k3zq+suM8u+oD7XgHnfo0aZqWSCR33313x1UTJkwYMWJEx9K7PaV7XtWefxa9Phna5dPt98VxH+gNGzYQBLFt27ZO1yYkJKSmpra+tQe4L7zwQt+3dSr9xYsX582bd/78+bbp586dm5iY2FVuDurWi9wQQgjdsBy1QMfExISHh7/zzjutPUSPHDly/vz5efPmtaax/80DQEFBAcMwsbGx9tv0LMvaxynrSePNhg0bfH19169f33YYstraWnuX1rvvvruHlVmxYkVWVta7774bGBiYmprasaCZM2cKhcJXXnmltR3uvffe6/V4VSRJ/uMf/1iwYIHZbLbv8muvvcbn82+55ZaOiceNG+fp6fn222+3dt/8/PPPt27dKhKJHB+6CxcujBkz5rvvvrNvFRQUNG7cOHuygICA0aNH//vf/27tNFJdXT1t2rSdO3c63rB3+9upyZMni8Xi5557ru3wcHl5eVu3bo2Kiuo4r1tPtJ5UjnfQqU+TJMm5c+d+/fXXP//8c9vlJ0+ezMjImDp1asfSe3JK97CqPf8sen0ytMunJ9+Xruj1+s8///zmm29ev359pwnuvPPOs2fPXrlyxf7WPmzIXXfd1cdtnU0fFxd38uTJV155pXX3MzMzDx8+3FV/a8d1czY3hBBCNzJHfaC5XO7rr79+2223jR8/fvny5Q0NDZ9//nlISIi9TwUA8Hg8o9H41ltvzZkzJyEhwcfH55FHHjl58qS3t/fBgwcNBgNJkm+99VZwcHDbzogdicXiHTt2LF68eObMmZMnT05KSlKpVAcOHGhubt6+fXtERERPKgMAy5YtW79+/RdffPH444932lnCz8/viSeeeOWVVyZOnLhgwYL8/PxffvklOTm5N0cOAACefvrpe+65Z+bMmbNnz05PT//111/feOMNiUTSMaWHh8crr7zy8MMP33TTTfPnz6+oqPj888/vuOOOqKgonU7n4NBNnjxZqVRu2LDh0KFDkZGRFy9e/OWXX9asWWPvwLB169b58+cnJSWtXr26sbHxp59+EgqFjz32GAA43rC/BAQEvPfee/fff39kZOSiRYt8fX2Li4v379/P4XC+/vrrrrqsOND2pEpKSnKwg85+mtu2bTtz5szSpUunTJkyatQoLpebl5d36NChkJCQ1157rWPp3Z7SPa9qzz8Lx4X2PJ+efF+6kp2drdPpVCrVAw880Ha5TCazz+b4wAMPfPrpp4sXL163bl1VVdUHH3xw//33R0dH93HbTjlILxaLN23a9Pjjj0+dOnXOnDk1NTVfffVVWFiYfXBDZ/fL2dwQQgjd0No2R3c6lfevv/6amprq4eERFha2Zs2a1vFoWZa9fv36lClTBALBe++9x7LsuXPnpkyZIhaLY2Nj//GPfxgMhpdeekmhUOzZs4d12IXDrqioaO3atcHBwTweLywsbNGiRefOnWuXxkFl7OwNz5mZmW0Xtu0hwDDMv//97zFjxkil0ptuuunYsWMPPfRQ77pw2H366afx8fF8Pj82Nvajjz5qvfPeqV27dk2YMMH+rNszzzyj1+vtyx0fusuXLy9cuFChUAgEgtjY2FdeeaX1Jr5921mzZnl5efn5+a1ataqgoKB1leMNuzpETnXhsDt//vzSpUvDw8MFAkFCQsJ9991XXl7eVf4d82y7tt1J5XgHnf00m5qann766aSkJKlU6u3tPXbs2Jdffrl1JvaOpTv+XJyqas8/i76cDO04+L446MJh7xvTkZ+fX2uasrKylStX+vr6xsfHP/PMMzabre/bdsVBeoZh/vOf/4wcOVIkEkVFRa1bt06tVneVT7d1cyo3hBBCNzKC7dcb+gghhBBCCA1v/TA8GUIIIYQQQjcODKARQgghhBByAgbQCCGEEEIIOQEDaIQQQgghhJyAATRCCCGEEEJOwAAaIYQQQgghJ2AAjRBCCCGEkBMwgEYIIYQQQsgJGEAjhBBCCCHkBAygEUIIIYQQcgIG0AghhBBCCDkBA2iEEEIIIYScgAE0QgghhBBCTsAAGiGEEEIIISdgAI0QQgghhJATMIBGCCGEEELICRhAI4QQQggh5AQMoBFCCCGEEHICBtAIIYQQQgg5AQNohBBCCCGEnIABNEIIIYQQQk7AABohhBBCCCEnYACNEEIIIYSQEzCARgghhBBCyAkYQCOEEEIIIeQEDKARQgghhBByAsfVFUAIoSHDZrM9++yzcXFxAoFAp9PNnz8/ODjY1ZVCCCE02AiWZV1dB4QQGhr0ev3atWspkiQJ4HMoo41ZtmzZihUrXF0vhBBCgwpboBFCyDlzYgNjfeU0wx7Or9y3b9/y5ctJErvDIYTQDQR/9BFCqDcokoj1lZvN5pqaGlfXBSGE0KDCABohhHrJXyoiAK5du+bqiiCEEBpUGEAjhJBzWp8cEXCpQLn4yJEjLq0OQgihwTZU+0Dn5+dnZmampqYGBgZardaDBw/qdDoH6TkcjkAg6HSVxWKxWCwDU80/CAQCDqcfjrZKpWIYRqFQtF1oNBppmm67hGGY8vLykJCQ1q6ZBEGIxeKusrXZbCaTqau1PB6Px+P1reIu0+7EEAqFFEW5qjIDpKqqSiaTSaVSV1dkMPT8C6vT6bRarVKpbLecoiihUNi70s1mc7slflLRdZXKaDT2Ok+EEEJDzlANoM+cOfPbb7+pVKq//e1v7777bmZmpojH4XbxHI+NYW0MY3/NsCxJEINY035mpRmWBZLlOk7GAsMQtuysPGCHW7CIOqK4JoIlySH7dR4gLEEzQOdcyu7fbIVcjofwj+tJTxFPX9l49uzZmTNn9m9BCCGE3NZQ/cddsWJFfHx8REQEADQ2NgLA2CDFmCAfV9drwO29WlauMo8xLnGcTEeqrgmOVl6a3VQRPzgVQy40Zuk7vtaYQPMoV1fEvTRwCysEmUsSQ5UeXd576bsR/l6XqlS5ubkYQCOE0I1jqPaBlkqlEyZMsPdkWLVqFYfDKWjU3AhjWrPADuH2c4QGkZctlATqXFn9QBck4XG1Wu1Al4IQQsh9DNUAuq2UlJTly5fXaA07s4q+v1Rc2tTi6hoNJBZuhOsE5Dw8K9qjWK6HVVnVrGP+14NrgNAsazQabTbbgJaCEELIfQy9LhwajaaioiIgIODrr782Go0URQUFBdmbfxp0RgBoMpgfnDSc+y0QxHC47EH9CGPnrihskWpuxemSutTIgIErJdZXfiS/+PHHH09NTVWr1Xq9XiKRLFq0yM/Pb+AKRQgh5EJDL4DevXv34cOHpVKpfXQFuYCbc/kSkBRFUTRNSyQSEUHTDEuRw7OnAwvYAo1QT0lsvkLGI7eueUAD6AR/Tx+x4EJ5w897fhRxOTIhr77FkJubO3r0aC6XKxAIPD095XL5yJEj244AwzDMpUuXSkpKJBJJUFAQwzAymSwkJGTg6okQQqi/DL0A+uabbz5x4kRLSwsASPjcO1Ki914tq9IaaZrm8/mJiYnnzp07cK180YhQV9d0oBAwPK8NUO+xLIvN0J2xEAYT2RImkwx0Qb5S4cIRf8S+eXXNl6pVZ48fBQCD1WalGQBYvnz5qlWr7An++9//Hj9+XKPRcCnSRjOtH15wcPDs2bNTU1O7GnYTIYSQOxh6AbREIhGLxQathgbQma16i81TxC9X6wDAbDanp6cDwHBtfgZ7CzSGSqgDvKzqVBOvjAUmOch7kMuN85PH+clb39oYZl9OWVpamre3t16vr66uPnXqlL9EMH1kWKinpMVss9A0AGhNlivVTZ9/9tnOnTulUmliYuLatWsHueYIIYR6YkgG0AsWLNi1a5eExwnzklZp9PUtRnv/Dfhf94aJocO36yHLYqiEOiDwsqpTEtoHAEpULUHyAW+EdoBDkj4SYXll48cff8whSU8RP97XY1yIr0zABQCZgAvABQAfsSDCW6YxWY7mV5U3NJw7d27q1KmhoaEikciFlUcIIdSRawLoioqKpqam4OBgLy+vXmy+aNEiuVz+008/XamuvlLTBACxsbH5+fn26NlLxOdSw/gxO4yeUQd4UnSBT0sBwPLneTpdYmqE/9QI/56k9BDwguTicrXOaDRu2rTJ29v75Zdf7t1PJUIIoQHiggDaYDBs3LiRYRiSJCdPnrx8+fKAAOee7yEIIjU1NTU11WAw2OcjnDp16tatW3U6HUEQJEGojWYJv5u5+hAaPljAoTg6ZaCaAMBPOsRacMcGKwJkIgvN8CnqxyulZ86c8fLyOnnyJMMwZrM5ISFh9erVrq4jQgjd0KiXXnppkIvkcrktLS1FRUVRPrL84pKDvx2qq6vjcrk8Hk8oFDqbVVxcXHJy8rlz5zIyMuwLrUDk1jZ5i/leomH4FE5unVpvYv1tMY6TWQhDI6dUXRVtalEMTsWQC/nHpktYT5ltAAeaGKI4LK+emw8EG+sr7z612yAIQibgeYr4MgGvSqOvVWsOHTpE6zRcs97Uor1wOWf06NHYJo0QQi7kmi4cLMtySHJOTBAAZFQ2ZKafTUtLIwhi5MiR8+fPT0pKcio3rVa7e/du+2uSJK1WKwA0Gy39Xm13wLAs3rBH7bDA4uCGnbIQepZg+Zyh97BHq2iFx9GCIpZlRyq9RgZ4MSz71YX81157bdKkSbNnzxYKhf7+/gTR+W9Cenr6sWPH6uvrH3jggYSEhEGuOUIIDWMu+F+haTo3N9dL/HtP5YmhfhNCfMvUOo3Rkl2Qt/Xq1YkTJ/r7+0ulUgDQarU+Pj5BQUE+Pj4cDkcikQBAdnb2iRMn1q5da3+2RqPRtM401vpCYxq2ATSBkRL6MwIH4eiCkdICwPjQIXwfJt5PrjFazDY6wc8TAEiCuDkh9Hp989lTacePHweANWvWzJ07t91WmZmZP/30U0FBgZ9UaLbR33777UDcbKyvr09LSystLS0pKVm+fPmsWbP6vQiEEHJPLgigzWZzY2NjiOyP/hUEQYR5SQEg1k+eVdmYfynzwjmzhWYIguBRpNn2+wNAAoEgPj7eYDAUFhbSNF1bW7tgwYKGhoZ9+/ZZrVY+n282m0mStMfQKr1pWDbVMixLEFT36dCNhMUJ3rvAZYQAUNmslwv5rq5LL1EkOeXPTx8qJAKFxH9SmF+VRn/oeuWpU6fEYnF8fLy9U4fBYPjqq69OnDjhJxUuGRkW7iW9UtN0ND//4MGDZrPZYDAIBAKz2SwUCtVqtcFg4HK5UVFRkydP5vOdOERms3n//v0//vijfQJzoVAoFov7d8cRQsidES753/3ggw8uX0xfMy7WQRqaYexPBFZr9HqLzWC1VWn0JivNIQl/mSjIQ7wnp9Q+PUErkiRpmm69mznC3/OmSCVveI3IsSOjQNvCGWVa4DiZjmy8JjhWcmFBc9VwntUc2SUtec+XDg02pbi6Im6HJdgc0T4u37p28vD8IhwvqL5Wp7bQDEmSAoHAYDAAAJcip0b4j1L+Pvq1lWZ2ZhaqDWYuRQo4lMlG8zmU3mKTC3k8irTQTLPBHJ+Q8Nxzz9lsNpVK5eXlxeV2+RC2Tqc7dOjQyZMnGxrqlF7cqkZraFjYww8/7Oyz4AghNKS5pmtgcHDw6VOnHE+4TZG/B75Kj98bNkYr/zQbwm1joiw0c660DgiobzEarbbW5me73LpmAZczNbxHQ0cNGQRBEt1fEhAECQAkia2SNwSWxT7QnSNYws8aW0lma00WmYDn6ur0v+nRyunRSr3ZWtzUYrHRBOHBIYlwb5m0zTBEXIq8IyWKZoDP+eOno+3P75WapqO5uW+++WZhYaFOp+NyuZ6enmazWaFQvPLKK62bXLt27fDhw+fPn7cPui8TkTVNNoWv74YNGzB6RgjdaFwTQIeEhDAsW6nRhXpKe52Jl4gPAMtGhgFAbp360PVKmUzW1NRkX2sPpjnDd0pCxzgMnwBCmXC6uSqOYYZVGzzqiCCwD3SXPGzKSn52dpXqpshhG34oWwkAACAASURBVOSJ+dyRAY4G5eCQJOfPPwNtGy8SA7xIgMuF1xU8jtJXnl/fXF9fL5VKb7rpJnuCsrKyjz/+uKioSMQn6f/d95PI/Rekps6fP9+pvh8IITQ8uCaAHjFiRFBQ0PHC6rmxwQGyfhiiNdrH42hBlT16Dg4OrqioYBhmUphfStAQfnioUz1saOSz4gjLhGJheuSU/xak3T7QtUKuxbIEA0z36W5IfEbCZyT59c3DOIDuIwIgxEuqMpgr1LrGppaUlJQZM2ZER0fbn+RubGzcvHkzlzAsmiCtVVsv5pv4fP6bb76pUAy3X1eEEOo51wTQFEXde++9n3766U85pbOiA6MVHn3MMKemiWZYACAIwmazxcXF5V+/PsLf00EXkaGrhzG0ly3YSGhZ79zISXuKzi4b6FohV8LuGw75WCKryEt59c1xQ2o06EGgNpirtYaiBk2VRk/x+KNGjV6TmpqcnNw2DUEQNE0bzfT+8y1AkElJSXPmzMHoGSF0g3PNQ4R2Go3m9ddfV9VWrxod0ZfuiQzLbj+dSzPMyACvJoO5SqMHgMlhfuNCfPuvsu7i64wCfQtvpGleD9NX8C7VcvJb6sMLzywf0IohFxq9+D0FExxqGufqirgpFpirkv18gfW+iXGurovrmW10iaqlRmsoVml1ZisAhIaGjhkzZubMmT4+Pp1u0tTUdPjwYblcPnXqVPvgoQghdINz5fwCHh4ea9eufeONN/rYPZFhWTGPo5AIYn3l318qJgiCZdnWwe+GGZLoas6EzgVbRhNAgm9eWMqB0oxuxu5AaFgigPQzx1UQmfkNmpg+3+8auhp0xgvlDcUqLc2wcrl8Yuq02NjYUaNG2btqOODl5XXrrbcOTiURQmhIcPEEXRERESkpKRfOnE6NDOh1ZwsOSd4zLsa+uZdI0GQwAYCnaJg+1+L8eAtBlpFGQkMHFABgAD08ES6dSaVRX/PGsfV3jPnHmMBU+5KvM7cm+k9IUk596pcVfI6IIAgCiBB59LLEtV4iP5dU0scaUcfLSyusuTED6BqN4VxZXUWzXiaTrVx166RJk3x9h+ENOoQQGjSuH59h8uTJeou1vsXYl0xI4veGWQn/90uC44U1zgaar365+93vf/l98+yrE//6TG1Ts/3tw+9++t+jZwCgxWhKffiFx7d/2Zfa9hHrfI9XEjhOtVujocXlXaD5HMG+3M90Zk3HVRtnfvjy3C+fm/1xrO+YD84+Z6VdM0UoAaSvNUZnsQ7XOUq7YrYxR/KrvrtUzIjlDz300Pvvv7906VKMnhFCqI9cH0BHR0dTFFWj1fc9q2ajpVyts78epfRyrq8DwLj4qOzCUvvrs1fzvWSSs1fzAYBmmJyS8rFxkQBw+OLl6CD/9GuFzbp+qHAvEL16LFJL1pn1N2LD242C7cVVVX+S8OQTQ+f/mPNRVwk4JHdK2EIfccDlmjODWbG2hLQcABp0fbpWH1pqNIadGQUFTfo77rhjy5YtN910E4czSHcdTSaTXu+aH0mEEBoELu7CAQB8Pt/Pz09tNPc9KwmfO0rpfbW2iWbYZqPT7UxjYyNe+fw7o9ki4HHTcwvWLZlz8vK15anjCyprhHxeRIAvAOw/l3nrjMl7T188dOHyqhmT+l5nZxEs9KLBkc9KzEL8Mxu2CIIAV99imBm94r20xy/XnBkVMLmrNMEe0fW6ysGsVVtW0gAAYp7rf/QGAcuy58sbzpfVB4eE/PWvfw0JCRmEQrVa7YEDB/Ly8mprazUaDQBQFCWVSlNTU2+99VaKogahDgi5A6vV+sknnxAEERYWNmbMGLznMyy5xX+Jl5dXS3VZ3/PhUuTUcH+1wVzRrKtq1hmtNiHXiR30lknDAnyvFJf7yKUeEtGcsaP//eNBi9WWXVg6NjaSIIjyusaCypppoxN0RtP+s5kuCaB719OVAJLimqJTd5ZlLLIYej95DXJXrMt76FAEtTrp75+efy3SO9HVdemcFcwA4CcRuroiA85KM7/lVRY2ahYvXrxq1apBaHWuqqr65ZdfTp8+bbNaE8L4o0IohhFlFBhNFrq5uXnv3r0pKSkxMTEDXQ2E3AHLsh999NHZ0+d4tPQkdXL37t3btm3jcrkdU1qtVqvViiPbDFFuEUCHhYX9ei232WiRC/s01265WrfnSglJkgBgppkmgznQw7kdHB8XmV1YKhbwJyXECPm8hNCgzIKSS4Vlk0bEAMD+9KzUUfFCPm96UsLW/+4tq2sM9et81Cd3E2EeX8cpIL2L42Z+lrN/A85NOMywLLjDTN5KWfj4kFl7cv7TVYJKTWFK0IzBrFJbfBADgEpvVkiHcwzNsOxveZVlGsP69eunTp06CCUWFhZu3ryZR1qmJAhTomWeUoph2F3HtSYLGxQURFFUWFiYUqkchJog5A727Nlz+vTpQN1EuTm8SnyO8tZ2vIilaXrfvn179uwxm83e3t6rV68enG8r6kduEUAvWbIkLS1t9+Xiu8fGcKnex3a1LQYWgGYYAIj38/R1vqlpXFzU14fSKJK4f+EsAJicGHs6J+9SUenfVyxgWPZgepbJYl327JsAwKHIA+lZ65bM6XVte6lXcRKfFYdYk+SMMp9/cuTC7aYWL70qoPLK9F42aCP342yP/wEyK2rVu2mP6yyaRP8JbZfTLH2+/FCDvtpBB4+BxmNEAFCnMw7jAJpm2N+uV5aodevWrZsyZcoglFhYWPjOO+94imxrb/bmcQkAaNTYvvitWa1jkpKSHn300U4b3hAartLT07///nsfY7zcHG5fIpPJWn+f1Wr18ePHz5w5U19fb7PaPE1RPlYfjaVs+/bt58+fX7t2bbdjSiL34RYBtEQieeyxx1544YVytS7SR9brfMaH+IZ7y04UVkv43DmxQb0IKMZEhz//yS4el5sYHgwAk0bE/uf1bTKxKMDb8+L1IoPZ/PPmpwU8LgDsO5vx8b4jDy6eTbpH4NITMto30jKpkSoxeGhE8lqCZCouzXJ1pfqNha0oNt3iw3nAh/uQfQkDpkLjPAk1hQGDkckBYGlWSxEyAEJIjg7ibXVthfuXC2dEaosiOauT/v7eqSdal7xxbD1JkAzLBMuj1k16lUv16S5TX3AZEQA0GfrhcQv3ZGOYfTll1Trzgw8+OAjRc05Ozo4dO0pLSwO8OHfN9uBxCYZh03KMZ3MNPKH85ZcfiY6OHug6IORWSkpKPvzwQ4lZ6WdIsi/hsMLy8usfffTR+PHj09LSzp8/z9IgNQd52UZIrP4C2hMA5JYwDb8s8/yFpwqfWr9+fWKim/aCQ+24RQANAFFRUQqFory5TwE0ACjEgpWjI3q9uZDPiw4K8JRKOBQFAMG+3nKpODkmAgD2n8tcNnW8PXoGgDljR723e/+lwtIx0eF9qbDT+haue9oCPW2BAJDPT4PwyxajrC5/+ExfRxFSLX3Yh/ug/TDp6VMEwQeAIN47AMCC5bpxSpTgAAEui+EGjgtboH3EAU/P/KD1baBHxBsLd9tft75wBxzgA4DeYnV1RQaEzmz98XJJi5V59NFHk5KSBrQsi8Xy008//fTTT4E+1MpU2YgwPpdDAMCZXOOhDN3o0aMfeughuRxnTUc3FrVavXXrVsIgCtL9cZ9NYUwkWSrt6Nnjx49zGbGPaaSnOYJi2s9T4WEOFVp9KunT77///ptvvunhgaNmDQHuEkADQHR0dOGVLFfXAj587MG2b797+TH7ixfuWdV2OZ/L/e2t5wevWv0twjKhkHdGmXCKZYj6wrGurk7/IMGDS/ibmGsCMgEAtPSvMmoWzXYyOPEwQxDu0gLtzgiWIIGy0sPtQLEAZ0tqs6tUIon05eeeCgsLc5zeZDJduXIlLi6udzeLa2pq3nrrrYb62rExgkUTJOT/BtYsqbX+dlEnkUgeeeQRgUDQi5wRGrosFsvWrVu1KmO4dg7J/hFZkSylMCbKzRFmSiu2+jmY8YrHiIN0U4qpXzdv3nz//ffjQ7fuz40eJlMqlSq9efel4szKRlfXZfjjsLxYy00yRhGYeFLqW+7q6vQbGWeelj4IAAyrMzNFQnK0q2s0GDB47iGCJe3PSAwbZhu9/2r5xYrGmbPnbNmypdvoGQA+++yzt99++7fffutFcTab7dtvv9U11z2wQL5kkrQ1emYBdhxtDlAGvvHGGxg9oxuNfdiNkqKykJZUHiPumIDLiCRW/27ni+Ux4jDtjPpSzaZNmwwGw8BUFvUbN2qBFgqFNMOoDOZKTU21Vh/p7RHvhzcBBxDBklGmyVeFv0VO/DHv+F0mrbera9QPpOT0Rut/fLn/18KckFDT3OoSEbmD4XSxUas1/Hy1zEKz69ev77TTs9VqbWpqysvLS0lJkUgkdXV12dnZ+fn5ABAR4URXN5ZlP/nkk+zsbLVazbLssimyIMUfjwbaaNidpjVZ4P777ycI4sCBAxMnTvT09Oz7DiI0JPz8889nzpwJ1E0UWvv6NyqgPX2NoyqoU1br8OxsNpy4UQBtv94KDA0rKSkpatQWNWr9pUJPUfuuQjc44n+TlvcLCrjR5tQ8/vG46V/nHb3HpBvyVywkIRGQsXomQ0v/quCst7DDp3HdAYJwl1E43JyAkVZp1AaLTTTEp1Mx2ejTxbXX65uDQ8MeeeQRhULRMU1+fv6HH35YW1sLAF5eXqtXr/5//+//MQwjk8leeOGFuLi4Hpal0Wh27dp18sSJpChBSrg4yIcTqfzTUwSldZYrJabVq1dfv359y5YtVqv16NGjycnJABARERETE4PBNBrGMjIyvv32Wx9jvNwyuA9EIVdzo3+R0aNHHzp0qLCwUMClRvh5R3hLMXoeBEJGFmeeliP4LSD+dMmFha6uTj+QUfPVtl02tk5AxlroGyKARj3ka4ktoc5Waw1RfXtY2bWKGrXHCqoYirtoydJFixYJhX+MykfTdHZ29t69e5uamhobG6U83vjAQB+RaH9BQVpaGkmSEolk3bp1DqLnxsbG+vp6T0/P8vJyi8Vy7dq106dPA2tbPEk6Pq7z4f/yyi0cDic7Ozs//3qYH7e+mSSt9UcP/UISsNfIEAQxefLkJUuWBAcH9/+xQMilKioqtm3bJjYHtA67gW4cbhRAR0VFjR8//tjRo8sTw32H70CtfTQQz4oJGQ8hKwNlfkgypzxzXr/nP8gk1JQay8tenDtxlGvUjp5qJAgiwkvi6or0kn2SlOv1zaNGjbrvvvvazg+s1WozMjIOHDhQWVkp4HB4FDXKz2+Mvz+Xoo6WlBAEcfXqVfuvR1cPJxUWFn700UeVlX+aa10mIqeOEE6M9xALuuwNpTXQNputpCj/1mkeI8P/aPVgWahosKZfM54+ffrixYvr1q2bMGFCV5n0HU3TBoOBz+fX1NRQFBUUFDRwZSEEADqdbuvWrayeF6xz2fD2yIXcKIAGgKCgIIZlS5paTpfWCric2dGBfZlXZbgaiBg62jS1gncJQq6KPBq0dWHVuZOHXO9hHhEcKfgRAAjgxwhP2BfKqLkyaq79NQG8OOEFl9UPuQcCwD5Z6ZDTYrL8lFOm0puCg4OffPJJkiRtNtvly5cvXLhw7tw5i8UCAD4i0eLY2ACJpHV8+ozq6pLmZpZlCYJISEjYuHEjRVEdM8/Kynr//fc9xbbbZnjIJaS6hQlWcAU8EPC6P1ajIvgV9dblU6UxQX+6Z0gQEOLLDVJwx0QLTlzSf/nll2PHju209L5gGObSpUsHDhzIy8uz2Wz2hVwu99NPP+33shBqRdP0u+++q6prjmiZR7I4W9CNyL0C6JEjR/r7+58rq7G/jfCSxvoO+V65QwKfFUeZJ1dxr1Z75Ao96jl8Y3nWHA//Qp5QryobiVN/o+GBy4oYlmWG3NUhQGZlQ3alSme2+orFFRUVjz76KMMwRqPRYDBI+fx4T08pjxcql0t47cc4N9psLMtGRERwOJz169e3iynNZnNxcfHZs2cPHz4cqeTdOcuTxyEAIMjHibolhgkSw7oceYMkIErJo0jis4Pq7du3P/zww05kDUDT9JEjR2w2m8FgqKysrKioEAgECoXCarWKRCKSJHNyctRqdYAXZ1aSQC6h8ivNWYWmjnuKUP/av39/7tXckJZpPLqf72gRLAEAzPAaL2hYcq8AWqFQ6PV6++tRSu8h3U9xKAq0jlDYIvL5ad6hV7xCrtjbsHzCL107ererq4YcGU4jSwwoDssDAIPFJhlqDxGeKq5lWfATi5fFxRWp1SVqtZjH48nloaGhCnEnw2bZtVgsV+vrAaC0tJRhmI0bN953333R0dFisTgtLS0nJyc7O9tisfC5xNwUSeoo0cD1eQr3584fJ9l/9qxQKLzlllu8vLx6stXly5e/+uqr6uoqlgUBj/SVU6HeHKOZVVVWAYDKxtIMG+3HHTVJHub3+5VDs47m8XgD2lcEIQDIy8sTWX0l1oAByBsD6KHBvf5FWJZtaWmxv1bKRNTQvNM6pPFYYYx5aiOnlAabmPGs4V63cI2urhRC/UNMexNApJfWz4pRurouTovx9p4aEkIQRJSXV1TPAtBitZoF4JJklJfXSD+/sxUV7777LkEQHA7HarUqPKjUEYKYIHGAF3cQfmsnJYiaWphjR482NDRs3LjRvlCn06nVavvzhRqNZseOHcHBwXPmzNm/f//ly5evX78erOA8uNDTQ0xJhK2jTjtitjK8Ds3wbVmt1suXL0skkpiYGBy7BvVaRUWFgHbmTk2PERhADxHuFUBzuVyxWKzX6ymKyqtvxv4bLsFjRUprAgDQhKWEuGjRDb1QA6FOCRiZiPYsUWkB+uesrmxQrXx+6/0LZ65dPNu+xGSxLnjitSkj49YtnbPy+a2v3L967rjfZ/N57uNd05IS5owd1YuCCCBEXC7PyW4JI319vQQCH7FYyOEAwM3R0dU6Xa1Od7GqCgD0JlYsIAN9Bqn7JkHAoomSBo2tqKhox44dZrO5qakpOzubpum77rpr2rRpP/zwQ1paGkEQFy9eLCzID/HlrZ7ukRjGdyrKrWywGQy2ffv2JSUlBQYGXrlypbq6esKECTRN79q1q76+nqbpkpISALjvvvtmz549UHuLhjWDwaBSqQJskQORuf2OIgbQ7s+9AmgA4PF4Op2OZehJYX6ursuNrpmqZghbdd4kV1cEoX4jor1VVnU/ZigVCQ5nXHlg0Sx7c+bpK3l83u8hqZDPe+/7/ePiIj2lrhn3gySIYA+P1rcEQQRKpYFS6ZiAgKzq6rzGxp/PtnA5xJiowZs7cP44yW8XdSeP7udyCAGPnD5KUFpn/frrr3/44Qf7VAAsy1aWF/5ljjw60FFDclfiQ/lF1ZYdO3bs2LFDLpc3NzcTBJw4cYJhmLqaykglz2JiFk6Q7j/fggEK6rXKykqWZQW0R/dJnUcACRhADwVuF0ADQIS3bFZ04FCf6WCAmG00SQxSi5GFMAGAUdPJHA3IreCN6J6TMr4NbMFPV0qXjgzrlwxlYpG/l/xaWVVCWBAAHLpweVbySI3eAABeMsnNE5P/ufPnzQ/e0feC+vFDJgFSlMoUpfLz7OwjWbqR4XwONUjnUIAX5565f7q1aLKwaVcMhdXmKfGSGpVtYoJQLqbkkl72KZkQJxwTJVC30PmVlqYWc/w4uZBPfHWogsclZo4RT00UAUB+pYVlYcSIEf2wP+jGk5OT8/XXX5Msh28boAAau3AMDe4VpLIsq9fr+XzKaLWJeByj1VbapAuSi6V8HCMGAIBmWL3FxhImGqwUDPgx0VC1tEXI2HrTDoSQe5JbA/2ouNKmvAvlDeNC+uficO640b9duJQQFqQzmoqqa2ckJ6ZdvmZfdc/8afdu2X40M2dmcmIfSxmIDrvjAwNPlpV99Is6UskL8+cFKzgi/mA/eSLgEXNSxHNSunwU0lk8DuHnyfHz/OPf7anbvMk2U7h6iEkAUKvVgYGB/VUoukGkp6e/++67fFoWrptFDlQEhQH00OBeAXR1dbXZbK4xw54rpb5SYbFKCwBiHociSaPVFuopWZgQ6uo6uhJFEnNjgw5cqyjmp0ebpw5oWTRh1ZEqXRPOTYqGm0DTKDWnvKChub8C6GlJCZ/8cuTvKxacvHTtptEJbR9241DU8/esfGzbF8kx7vhVilMoKrXaGq3ulMqQdsVAEKDw4IT5c0N8uWF+vF43A7sbqs0nwgIYLSwBUFpampjY16sadENhGObbb78VW/1CtTOIAZuoC1ughwr3CqC9vb2Tk5MzMzOtBFmuMQQEBNhstoaGBgIICeFR2NjcoDN6i/inS+uajZaxwYoAmcjVVR5sUT4ekT6awvq6gS5IS9axwDSW9OaBJ4TcHIflW2hDf+UmEQpigpUZ+SW/Xbj016Vzy+sb266NCQ5YMmXs1l17+1IEy7IDMYMSCTA3MhIAGIapbGkpVKtrW1ouXjedzzMCgExEhvnzQnw5YX48P0/O8Ogp9NtFXdoVAwAYjTi+EHLOmTNnampqwg1zBi56BgBgCRiYGdNQ/3KvAFogEDzyyCNPPfVUbW0tAGhqWoSkOIKMUxABNGHLsJ3alVUIQDAsSxJUsUob6CG+OT7kRustHeXjUdCg0VGNkoEZQ8dOQ9WyDKmtc8dmM9QOCyzgj60zBLRMY27uxwznjR/97dEz9WpNTHBAuwAaANYsmLFmy7bmFv20pIReFkAQAzqBIkmSIR4eIf974rDBYChQqaq02qul5svFJgAQ8IiIAN6YKEFcsHPDYgw0hgXCmccAGjW0/UV6enp0dHRSUpLJZGrt3sHn87veFN3ompqaCCCspB5gAP987TCAdn9uF3pyudwFCxZ89tlnEWSckgjlEX/8nI2iJtQwFSSQgVSomJCWMvkVmuKP068tSgiL8Ja6sM6DjGFZAOCwA/tDbwUzy+BUXkMDAUS/PmM2/Eltfk3cMpXe5C3unwEoJifGbvpi9x2zp3baU5nLoV64Z+W9r2/vXebVGj0MTAt0VxQikUL0+/09vcVyXaUq12iuVxhyy8wBXpwZSeL4ENeH0RX11u/TtC0GhsMh/ORUcrRQ6c1ReHDaXmgwDKvWMd6yP37KbkmVldVZGprpXy9Wnz9/Pikp6cUXX6yvrzebzRRF3XTTTWvXrnXBzqChgGVZFliasLi6IsgtuF0ADQDx8fEA4EF4to2eAcCb8PWmfFvfRpEjAoiQy/T5g9fK102OH9DmmV7Tma3ZVY399b9HkQSfQ1VrDADADnD/KAtlYG3ueEhRp1wezQwtNsIM/XHQghTeuzc9DgB8LvfoOy/aF84ZO8o+2LN9lV1siPLM9ledzV9tMP+aV1HXYuRRlG/XMw4OKDGPlxwQkBwQAACZ1dVZtbU7jmqU3lw+FyKVfKmILKmxTEkUiQWkTDR4vxg1TbbPfm0OCYscExZmMpmqqqp2p5UAgFxCjggVTBslEglIAPjxdEtWoclLSk1NFI2LExIAQh4RF8wP8WWyi0xnz55tbm5ubm42m83j44QUCceOHQsJCZk3b96g7QgaQo4fPy61BHmaB2T4ZzTkuGMAffLkSfjfUIiOiQlpLDUymz53oqhmRrQrn6dmGMbKsHwOxQAUNmhUelOATFSu1l2uUdHMgLQbFQvSR5gGcBYAASMxcJtjp+28fuL2gSsF9RNWy6krFZ53dTW6wwIXennnhKJ5RE9mousZLVVLEISXaPDGP3ZWi8nya15llUbPpagkf//kgABnZ1EZCMlKZbJSeaG6Ore+ngEoqdXZl2cXmQAgOpAnl1DRgbz4UH6/fFQtRib9mqFBQ+uNjERIBim4uWXm2iabjwdHa6AVfspnn322tdNFXV1dRUXFxYsXL1y4kF+pXnuzp9nKXis3+/r6Mgzz89nGtCv6lBhho4aub7Y16xkOCWazLTs72765l5QK8OJU1Nu++OKL8PDwmJiY/tgDNKzQNG0hTTbSyGUG8GoWJ8gcKtwxgD5+/LiU8PAgejRXrRfh60F4FjRqXBhAN+iMu7KKGJblkITtz+GyDDyjqUQx4fQ0CizL2ghbV2vL6PxqssJAqkWMZ29q3AMR5ok0/zQjaxig/FF/IlgToTVxtK6ux0Dq92EbWbDRNMcNotKOsitVJ4trSIBEX9/kgAAR173G8RynVI5TKgEgu7bWg8+X8PkFKpXWbC6u1tCs5cJ1Y3Qg7y+zPXo09XYbBjMj5JPZhaaqRtvsZBFJEh/uVWsNjFKp9FX6ajSaXy+WcLnc6TPntLS0AMBtt93Wtsuyn5+fn5/f2LFjFy9e/OKLL27fqw7355os7IT4+JSUlNzc3KysrCNZ9WFhYeFxSqlUqtVqjUYjTdMFBQVGo/HgBR0AcChQKBRhYWH9ebzQcLFo0aLPP/9cwy/3McYPXCkkywEA+0mO3Jk7BtBjx469eCKz50+5eoB3Rb9OLdYtG8NcrVGXqlsa9SazjbYxDJflB5JhJjCIKImE9RCRYiNr4BMCMfS2czYBXOhyAOYwMkbF1OfyjwTQcQGWBLIHrfVOsRHmQt6ZFqqRNt1AncuHLpalgrnKEdyRrq5IJ2ysrddPONpYGxBOb0uzNAO/93AigOQQnYTIZbbScluJe0bPBovtZFG1n0QyKyJCynPrUdiT/P3tL1o7TAPAf69eLagyltXbwv27j/vTrhi4HGJivDC3zLzzmMZXzqlT2wDAR0Z5e1AaPf3SSy+1NgaXlZXpdLpuJ0AJDAx8+eWX33nnnazCKgA4ceJEQ0PD+vXrb7nlFpPJ5OPT/vEvi8VSV1dHkmRdXV1JScnEiRN57n3YkUtkZGTs2bOHZCmpZWBb67g2CQA0NGDrlbtzxwDaarU6NUYMAzQAGCy2fh+Ow2SzMQy0zbaiWXe8sLrJYAYAEkgpIfcCoYAQ+pFBEkL2eyICAEBIDOAtHgEhGkNNzmWzqjnXaqjrciYgyjy5H/MvgSxu3wAAIABJREFU515uoRrVFbGlWdgXcChg3feRbQ7R+28lt3eTbnb342EDWwNdz+e4Y/QMAKdLaoEgZoaHu3n03BWNyQQA35/URgRwp4wQ+Xt1eQLUN9t+vagDgMgAXnGNFYDgSQJAXQEA1U3Ww1k6mUwWGflHf9PQ0D/NA1BXV6dWq8PDw9u2Q7Msm5mZCQBr1qz5+OOPdTpdcHBwbm7uhg0bCIKYPn36mjVruH9u0efxeMHBwQAQGBiYnJzcLwcBDTPl5eXvvfce3+ATrp/Ip2Xdb9AHakEBAAgE7tvBDNm5YwCtUqksYGaA6WHDqj8ZVEmXXKtTpwQ7mhahRmvIqVHJhXyTja5s1uss1nAvKZcieRQnJciHx/lTWdUa/ZnSuiqNHgACpKJQL2mj3qTSm5pNFh7wg8kIX0IpJeT93vTbcyKQjOWkNrH1lUyJiqgu5p2LsEzsr8xNpBaAVFWMAuaPM4SgbMr4M9rasJbGkP4qCPUb7DXXM020Ks+aa2D1yxLccYjG3/Iqr9Wpg2Qy2ZAdT21qSMiF6mqCprILTdmFpvnjJVNGdD5gf+uIckey9Lllprlz5xkMhoqKCgDILDCFhoYuWbKE6vouwbZt2woLC5cuXbp69erWhQ0NDf/6179arycpkigsLFQqldXV1SzLnjx5csWKFV5ePeofiJAdy7KXL1+2Wq0BpmgBPVDdJluZOM3h4eFTpkwZ6IJQH7ljAL1kyZI333zTDEYh9KgR1wpWAHD8rN6Z0toL5X/cEOEBn0+Ir9b+3vHjQnldpI+HjWEMFhsANBlMNoYlCSqIDCeArGwprmkxEEAKQeRHKiKJBD7hLpeGXoSvF+V7lj7STNUyYOuvmUUDbLGFvLM+YZkt9cGtC8PH7vcIKPSNulhxaUZjyZh+KQj1G3dtgXYr163XymwlHIqYGRkY6un0kwmDIK9eHSSTzY0cwo/5JygUCQoFAFhsth05OQfO60J8ucGK9jcTTuUYDmfqRCKRyWTKLbdEREaJRKJff/0VALhc7j333DN9+nQHYyvl5eUVFhYCgE6na7vcbDYrlcqGuupbUqUCHhngxTl3zXg2t5bP5/N4PIVCcfDgwQkTJkQO5SOMBlN9ff0HH3xw/fp1mSVkoDtv2DGEraam4bvvvlu6dCn2JnJn7hhA2yeIonpcNxkhF4DobFndxcoGLxHfVyKU8nnRvh4yHiejSlXfYixTt1hpRkZ4jiLHW8FCAUdACAHAxBqAIGys9RqTVdioIYHiA98KFgEhDSYjFaQ/B7gAEEyEswTLB6EL25sdiyESLxPnS/kZEeYJ/ZJhJTeHZaGp/I9JHzz8CzwCCj1ofxthCR59zCOguOjMin4pC/WHgZ0Ya3hopBtKbcUBMvHK0WHuOeqlxWZjWYjw9HSHATf6jsfhiLhck80m5LU/O4uqLb9e1M2aNfvWW2+9ePFieHh4aGhoRkYGQRAsy951110zZ850nHleXh4ACHikWv3HAzA1NTXPPfccn0PfM1ce6vd7yD5rjHhsjODgBV2j1mhtqTj8W+m+fftuv/32xYsX9+vuomGouLj4n//8p1FtC9VPk1iUg1Oonz6pkbm254c9J06cSEpKMhqNUVFRCxYsGJzSUc+5YwCtUqkIIBw8QtcOF3gTqRm1UNnI1DXrmutamgDgbGktRZI2hiGAkBPeQVS4gggAAF6bUbQEhAgAgBCOIidYwCwmpCSQHbuO/J7MjZkJMwssj+m/erJAkBAx4ZeSC4tE8hrvsByKaxQysgjzBBKoIv5Z8C0nSYZh3DEKuQEN0DzPwwyfEHAIjtpgYsBNL4U5HA4AnCwry1epUkNCvEXu/svTrURf35NlZZY/jyfEMLDndEtUVPS9995r75dsX56SkrJx48aLFy9OmjSp25ztQ30xwJk2bVrrwp9//pnPoR+5xbtdyO4hplZP/32SRRvNHsrQ79y5MzIyMiGhtxNDohuAyWTasmULreGFt8zlMF3edlYZat4+9dCMyNtmRd5hX2KlzVuO/yVWMW71qCdeOryCS/FbWziCPGLvTn7Bcbk8RqLUj/M2xTSa8041nLdQunPnzk2ZMkUmG9i+18hZ7hhAV1dXc4HnVJMaSVBKCFVSoQBgZS0mMFayxTRL+1PBnoR3t43ZfELAh9+/Hm7bzNwVExgL6Ct8Vhxk7bdBGMItYw2kpp5TGDbuZ4IgBIxESkcGWhM4wAMADzqgmaoJHHms4tKs/ioR9QVBkDiTSrekpHQ0NznDcv7w9ar58cHdbzDoSIClI8Ou1akLGzSHiotvHTGCHOIfq8FqBYB2j2teKjapdfRj99zTcbzbxMTExMTEnuS8dOnSSZMmkSTZdlQNHx8fi7WbK0kORcwbK84sML7zzjt8Pt/Dw+POO++0z96FUFtHjx7V6/Xh+skOomc7AUecU3tqZuTt9rjleuNFLvVHU92jUz8UcZ2Offm0R6B+gpGrKpMeo8GKg0O7IXcMoPV6vb2LRe9wCR4XePHEjdJJt5i5xgATZ5zej3lKGB8J4+NNB18THAeWjTNPbztzuMIWXsbL5PD0/Vgi6guWZbEPdE/4UAoF6VvQ0GBjmCSld5D7dYMO85KGeUkveaiOF1TX6HSB0iE8jqTOYsmoqfGRUVIhxTCsfVhommEPXtCNHj06IiLCnuzq1asXLlxo+P/snXd8VFX6/59zy/SaTEnvhYRAIIROIChFFJFVrCu46rq6+rWs7m/Xwu7K6uqu3dX9rvpVcXUVcXEVpApI7yUJAdJ7TyZlMn1uOb8/BmOAEFImM5dw3y9evJI7957zzGTmzuec85zP09aWm5s7efLkgbdvMpkuODJ79uzNmzf/Y32HUUdek6mMNvXt4kIQaPl83alKN0m4alq6X3nllZycnKSkpJycHFGmiPg4evSoLyO/XnUwyXq9z5v5Uigkaq3M2Ggtj9QmA8Cppr0Z5plOxg9GzjzmOMTk5uaqr+RbwWhFiAKa50e4SvUooht3tvANOjZSAv5f7SWxJMO14OLjCAgZVsu1HX7vUWSIYDRkr+WrjXRJxgnvsUqLrcLSrZVLVkxJFeCSU5haAQDdHs8VLaCPNTZijA068tWvLGY99cANegLBlqN2lxd6J3SuX7/+9OnTABAZGTkoAd0bjuO2bNmSl5cnl8s7Olxddi5MT11KQANAjImOMdEA4GXxtmP244d/2LFjx5YtWzIyMhQKRf/uHyKjm6qqqtDQ0P/85z8+J2aGdDCE87LWdePDZxc074nUJrtZZ4u9Zqx5RnHbudKwbx94pGdFfWLENQtTfjHwYBSsUc1EHDhwYMWKFaKxndAQnIBuaWk5efKkDkKDHciVQRVfAhgleP2zd3DgqDiDW1UjkTu9ris+TXN0IMrnASJD8pnS2RxwtWx1qat4X3njnKQA7Q0aIF6W31BYTZNknFYb7FiGhU8yFNd6AaC+jXF5+PZu7kiRa9mtt44fPx4AvF7v1q1bW1paACA6OvrOO+8cWkf5+fmrV6+2WNpSIiVhahSukcaZ6UkpA1rGlFDoxunqG0Fd1cx8f6Jx29ZalsOtra333nuvaIBwlVBVVbVjx46lS5ceOnRo8+bN3d3dSqXSYDAoWZPelYyBG4jxc7pp+q6KL69Lua+o9XCaaSpCPw3MH5/5jyGkcPwIBkxQFOXbICEiKAT3JzGbzdOmTTt9uCjYgVwB8MB1YouWNwc+bzucTe2galNmf3F6+y96e0WLBAtx4XlQkEDGU4m1bE2j1RnsWC4kr97iZNh5CQlygVXwHiy5cXFTo6JYnv/81KkpY+QI4Ks91rDw8Jtuusl3wiuvvHL27FkACAsL820oHFT7HMe5XC6Hw/H666/HGIkbFuiSIoYueePD6Adv0APAvkLntj17TCbTz372syG3JnJF0NXVtXbt2v3793McV1BQYLfbvV6v2ZnZAgUOh8PApGu9Ay16IKMU4ZqEqs7CU8175ycttzgb/RIhQzpskvrr514vCmgBIsDVS3C73T7/OJH+6cZdPPA6LirwXct4dZx3kkRuS5v7eeB7FxHxCwQQAnQvsXm8ABBzhU8/+5BT1IHaWoRgUorsk++tLCh+//vfEwRRU1Pz8ccf+9QzQujBBx8cM2ZMP+0wDHP27Nnels/5+flPP/30448/fubMGY7jbsnRDEc99yY9VkoQ6AJ7aZFRSUdHx4EDB9S8djI1S9allDIyAFAxEXp3Es0rtJ7Yy7bQm8ywOYdqvrO6LeGaBH9FKOHUam/kgQMHDh069Pzzz69Zs8a3YiMiBIQ4pnE4HEMs4XuV0cI3AEAoG5y6gKFsrBc569Wn9ZElnQ2pQYlBRGT00eH0SilqdFhBA4BWKsUYPt/Z7eUlzz77e9/Ov3/961/FxcXRWm19d3dubm5q6mVuIN9+++0333xjMBjefvtthJDdbv/HP/7hcDhMJpOvwS4Hp1P55xUL1ZDT0+Rbt25NSUmZOjXQ2XEigUSv1wOAkQjTEnotoe/AlpPMIQY5IhyTYfCb5FOM2f898/bM2KUXeIj1zoGmCPq3sz8aVLPhjkkV9JZ33nmHwrKKkqp9+/a99NJLOp1u0PGJ+BvBCej6+vqKiop4JAqyy9COWxtwtZYLQv5GDyFsbCtVEZe9WaaxNBWJdUeDieDmUa8EEAIB2v91u72h8qHbEAmN6dHRbU5no80G4NqzZ4/ZbG5vby8tLZ0aFeXweuswvqxvXUdHR0NDAwD4aqZ4vd7Vq1c7HA4AWLJkSWxsLAB02vg4s38Crm7xNneygPH+/ftFAT2KYRjm5ZdfJjgynD63iksBBQAs4R5UO6GK8CdnfQAANCH5wzVrfQfHh+WMD8sBgOfnfT3MOGleGWe9tl1REupKJXhJGdqwbdu23uXrRYKF4AS0xWLhOE5HipsI+4PB3jPcCRJLkjyzghiGFCvS3NeWSveakk6MqICOSN+vjz4LAACIZ2mOkfGsFAAQwSDiXJEGguJIygOoPwsXguAA+aQmwXouv6MZIYxI5sKjmALEYZ7A/HkzXpineW4QaoykGX/pXpK+KEiRASC89A0AAJJADq8XYzw6LNV4jGfHxv7nzJnsKVPKyspaWlrefvttnVSKAE63tk6dOvWyzhv//Oc/z5w5ExMTYzKZWJb9/vvvjxw+lBIlKa337t6922KxAECI2m8T9tuOOeotLAY4efKkzWYT7cP8SF1d3ZEjR06fPu1wOIxGo1QqVSqVAOD7X6VSAQDP806n0+PxeL1eX1liAMAYO51OAOjs7Ozs7DQajT0PXQBJkjKZjKbpi/eA8jzf+yqr1drR0RFBRPeUV6ORBAAYQnD7ImScPtI2DQB4xNK84tSpU7fddtvouD9c0QhOQPvmFYRf/C+4OMDGAhPFjgt62RcEwCN+pOc/DfH5JELg0QAAIgHLugBxP0aAgJUAAGACWAXwA/seRZgiBiY6+9wiiWmA83YQIARY0vcN3XcBkN4LjzGK4ey/RAgw6elpXyF+ZEYLyUbNiTqLzevVSKWXP1vYFDQ3H29qYjgOALKzs2fOnLlu3brOjo5b09P/W1Q0duzY//mf/7msYVxSUpLH41myZMm6det+/etfy2Sy5EhJepy0tN5bXl5eXl4OACq53+6EFAnx8fEPPfRQS0uLqJ79Bcdxu3bt+uyzz0jSlZbWEhvrbGtTtrdLWlsJt5viuHP/+06WSlma5hQKBgAUCgYhDAAUxUulbHu73ulU15+UA1YC31eqJ+kFwJj0AvJCz00eE+dOxgT68Spe5wQSQghjz6W+zVfcT/dVwUFgKtyRXVW19+jRo+LySNARnICur6+nge5dcFvkYiRICgBu5Aef9mHCAuNBdkfH4DZbDBaC5FB7GtScm24X5rg78FH19Iiz35Mi0SJ00AhzBkcvlwKAm2VHgYDOa26OS0hYunSpWq2WSqXr16/ftGlTpFrd6XZ7OS4pKWkgdsu33377p59++sYbbyCAhAgJgew3TFVvPf7TJj+NgvDjDHRqtHTrscovvvjinnvu8VebVzNdXV1bt249dOiQxdI2bVrNAw8ck8mGvmL2wQdTmhv1dP3s4QfGsgrWfLK3Y8G5FA40uBSOAKPyRihYwzvvvDN27FjfnL1IsBCWgMYYHz16VItCgh2IoMGAS7lCABTJpgc7FpBjjY6LAGNtbNZ2mabN61TXnFzEs35/X2HAghQ7AkKQ6QiCR4AFaCxODwCoRsyE+K9r16plskduugkA9hUWrvzkk69WrjTr9QDw5Pvvz0hPX5aTc+dLLz2/fHlq9LAKnuc3N7tZdsaMGZmZmW+88cbJkycRQoCxh6J+qKxUq9ULFy4cYFOdnZ1aJXnTDHVK1LmXpbr5JxGWm6n041hoVoZCLiXWHyzYu3fvrbfe6rd2r0rKyspefvllAFt2dsNjj5UmJrYPs8GuLrl/jFMJzBoKZUiuJ37KF0WAKKA5dNFqoZBAgLTuOCdlKS8vnzBhQrDDuaoRlo1dZ2dnU1OTiRBWXQNBYcWdJ7kDHbgtgh0j4ZXBDgcAINE7VcuZQ2IKVVqLLqJs3HXvUZLhjuC14VVxkzdJ5OcmmbAghY6gEF+doYCRAF+4SotVK5UqRswEOjs5uaCqyvfz4eJivVp9pLgYADieP1NdPSk52S+92LzeE01NOTk58+fPX7duXV5e3uzY2OXjx987cSJNkkqN5m9/+9sAnQRYlnW73QYt2aOeAUCrPPflFWmgs1P9vOdyUrIsMZyuqKjwb7NXFRjjjRs3vvjii6GhLW+8senhhw8NXz0DQHi4DRNuPMAEvEvjTdiESDadzCThvLULCZJwSLgpHADgpNva5SUIIV/2v0gQEZaA1ul0EonEjQW9gBJE3NiVxx3o5rsi2LRI72W2rgcMAlPJnplJnumZ7hvGeHJJiomb8t1wGkyY+m3C1G/0kSXpCz6Ua9oBAIG4X+KyCE8JigwJF8PZvd685uYR8qjOSk4ub2hweTwY42MlJb9ctOhQUREAlDc2yqXSOLN/zCx2VlZq9fqf//znNTU169evnxQenm40Kmia4flGm+2GG24YiHpmWfbDDz986KGHCgoKYs+vyz1rnCI8lJJQ6PopKmIEbg4KGdHY2ChAm/ArAo/H89Zbb61Z80Vu7tkXX9ym0/WzP2TwIIQGuNfl0vCKZh0R0jsB2gcJFP/jxnTh4CG7G9SH22XFLOGsU+1XhJJPPPHEvHnzgh3X1Y6wUjh4nuc4jhC10iVowNU88Jme6wUy99wDAkLPRQGAmjMa2QRsqJTIbV7XUPbfkBKnNrwylI0JY1NLZXtTZq8p3PoAxoCxmMPRH+IM/ahhxZTU7wqrj9TXtzud18bH+33sGKJWx5rNZ2pqQjUarVI5b+LE9zdu9LLsqcrKrKQkv3TnYphWh+OupUtbW1u/+OILCqEMk8n30PGGBplcnpOTM5B2Kioqfvjhh6xkWUacLinyvJyWzARZZsII5v2r5YSjcfBWwCIAXV1dr732Wn192aOPHp42rda/jZ85Y0Ze1fDn/sjuuC5tVTfu0qDzBnIUUG4QUAqHnW7yknY73WSTNFCUzCIvkmmo5557LjIyMtihiQhMQDc3N3McR5LCikogYMDNuF7Gq0dCPf9lx8Mrsp+K1iX+dsMyKaUgEAJAsfrkm8f/MkQxuBmpUDa2larQRpS2VUzq8wS1qVapb2wtm8LzBBCsLqxCrmlvq8qUyBwyTXto7GkAMLMpCl6X6J5eItuTNOO/CKEf7edEBE1R09l1x9e22S0EQplRE+6cereMlgHAfatXyCVyBAghlGBMvHvaPUb1hXM/gQcDFuCOVJWEunNS0vfF9UUtHQRCMVqtjKJC5HI/JnVkJyefqqxUyGRTUlNlEsmY6Oj8iorCqqqp/ZYDHDiNdjuP8enTpz///HMFTc+Ji5NRFACUdXQUWSx33XWXRqMZSDtRUVEymUyrPC95IzCcqnRPn54rrnwNlvr6+ldeecXrrV+5cl9Skp9zDDCGpiYN8g7ozdM/dG2uO6OqlqvMoLJ6HycRhfv1Qg0AXtJGYRnB017CXqvZ0zM5whLupKSke++9V1TPAkFYUlUmkwGABEQ/gT7owG0e7Irkxo50Ryvn/1NOK1meOVS9/d39f3jm2ndpchDfXnJegwAptK2+XzXmaqna4uyMcHWG8TwRlnooPO0QAISNOYx5giA5X+6BOeU4In78mUlR8DoAUPPGMGZMU0gRxgQiuEv3KSII3Iz77zvfemTuo+kRY+0e+3+OffnNya/vnPpz36Ov3vqmQqJgOGZPya6XN7/412WvSgbzvhoJhKyOFoyJ4jBf1tZR2t4OADRJ3pKWppP55944KSVlza5dJEH8YsECAJiWlnbo7NlTVVUP33ijX9pvtNkAoLCwMF6nm5eQ0LOomN/UNH78+MWLFw+wHaVSGR4e3mFr6n2wprHrml/869G7pz6xYprviMvDTrntg7lT4v/+3KK5v/jk788uGpcy3EQUjgfRw26wVFRU/O1vf9NoGleu3GMy+b8WOkKQmdl4/DjBq5oIe/iw2iJ4AEyiCyUQBRSPA/1dwyEPic9Z7rCEu1y3CQOW8CoMGAO+/fbb3W53aGioRCKZPdsP9iMi/kJYArq9vR0AZDB6qnD5CwZ7T3PHSUyHMf6ZIrosFEHnJFx/uulIQeOh7Og5A7+QBFrKq1SGegBInPG1xlTz02MYYUByXhPlHd9NNfPASxmFkg9lkLOJLtUyYTounABKyet7rghnxrRTNV7kxPJ2AasdEQAAp9fJ81yiMZFAhEamuXnSrbXtNRecQ5P0vPQFJ2qOH686OiMpmGWAfCABTkH/yKK0mIWpfKfL2+XybjxTc6iubk5cnF/moTMTEv78739LKCo9NhYApqalffzWWxqFIizEPw5I06OiZCTpZNlpkZE96tnFMB1u97Lp0wfejt1ur62tXZR9oce5RiXdvKf08eXTfG3vOlIlk/jzuwwDuDy8KKAHhdvtfv31143G2mee2a1SjdQ+vIceOvzEEzc6Iw5JSm8eeisE60n+GiEUTcRd+AiMSHEFB93iojrsdKPBNVbFhAEAS7gdVKuKNdepDjjoFoKnw1wT9e5EJ92GActkMrfbTpIkgYk5c+aIhbuFibAEtA8PuNSgDXYUwoIDlgM2jE0JcOWUaH1Si61+sFcZ2QS3oiB93sdSldXIxpuYJA/h8CKnl3DaiY5IJl3Dm3Xe8+YPQtm4PpsigUrz5JZI9rkpv25DGYUEXwiGKEOuTZv/9Nf/b0L0xLTw9LGRGZnRfbssJRgTG62NAQ7vYjAWeu44QRChSlmoUjYxypBXb/ns1CmDXD7GYEg1GChi6LcCuVSaGBGhV6kokgSAKINBp1ROSEryV9gUQUy+aJW5yW7HGI8ZTJaI3W7nOC5Ec+GOMZ1GFmFSF5a2jE81A8B3u0qun53c2e233ed2J89j0Ov1lz9VBAAAeJ7/4osvurq6nnvu8MipZwBQKBiTyV7VOdSvA4nLE7cZZFZA3FhqogpdmA1CAoXBzykcDcojXbJK38+hrjQAsMiLLPIiDnkQIN8tCJNsl6TSKqlx0q0A8Lvf/U6lUh0/fvyHH364uKSiiEAQloBubW0FADWIg60LkSI5CaSL7IYroWZzGJtCIKJeVcgBDuViFVin4Ib+N5XwSgnIPUhw5VWFBBKIC8dtk++4YfzikpaSMw2n1x5bszjzpmvThLtVHCFBz0D3ZnZieJpZl99gqWq376utPdnUdENKSoh86It17zzySO9fP3/mmd6/rnn22SG3fCkabDatVmsejMtHY2Mj9HKs682Nc1M37CoZn2q2OTyl1e2LcpJ3HKr0V6gtXSwAyIfx8l49dHR0bNiwoaioqL6+dvnyvMhI64h2x3GoujqEcA16BwVjOsHrK7G0iyAIPYTEUym6vipOUIj2+6Ca+FFoIUA8wWLA7fKSH83ykNE1tl1WzAPrpC0AYDAYJkyYkJiYSNN0VFTU0qVL/RuMiB8RloCuqKiQgVysqXYxCBCFaA84GORGmKAgQEPSuq6KydFzh3ChiUnSsRFe5FLxoZc/+3JgjEUXjn7BQvDbOtNwusnaOC99QVbMpKyYSfPS5//5u+dzU+eSxIUziFWWyllJA/JhGFEE8JoNAqNKPj81GgBqOmwbTtccrKtbnJIS7KAGQUN39/jJkwd+PsZ47dq1Zj1l0vXxPbVgZuI7/z7yzK9ydhysnD8jgfCTlV1TB5tf7j5W4lIqlTExMX5pcxRz+vTpN954g6K6ExPbV6woGju2ZaR7dLlonkckM7id9J6k9VjZIkPyEBRlJiJCCdOlzqQQ5ffJCC/RU9AA16sOSOUa/sdaLVp3nJewE0BFxUTY7fZFixbdcMMN/u1dZOQQloC22+00Elcr+kYB6k6iLV/+HQCoeEOaeyi6duBwPHekZnubvTEzYhA5i72RYIUEX5i8KDKK0Sl07+/535jQ2GRzisvrKm4q1so1F6hnjuf2lO5qtjZnx08JVpzncWWJaAAAiA1Rx+hVNZ02huPoAZTCFghhKlVhYSHGeIDWFrt3766vr7vvOn2fp6uV0vQk05GC+g27S35774yq+q7hR+hl8cdbO1meMhjDXnzxRXEGuh/q6uqqqqq+/PLL2Ni6p57aq1IFyPqttNQIAMDKTlk+b3eXz436k+84h5k1JUsXx//vsZZ/trmKALCHs0lJNQAyKzJmZsZFENHp1OXr9hHYz0mSNkmDXdIIAHq9nmEYiqK6us69VxUKhRWqfBPeS5cunTZtmn+7FhlphCWgvV5v78L0Ir3JJKdYcacLOxxgq4PKSsnRBO+ISJCXdz6CgMDAR+uSHpn5wqAsOESCgs8eLthRQKQ+6t5Zv/z88GcWu4VAKMGY+Ni1T/Y8+vt1v0UIYYzjDfHPXP9c0C04AABgoGJOaCQZtdUdtu2jReDjAAAgAElEQVSVldOjo/V+suYYUXiMKYKw2Wwsy9ID2Afp8Xi+/vrr5EhJfNglT14yN/Vf3+Y3tdrTE01+EdANFtblwX/+8x/i4+PJK2dkEnjq6uqeffZZjuMSEjoeffRAwNSz202/++50xEmptrGJ2pgCy2de3iEhlADQYD+qkUTqpLHzY/4KABz2flq08PaUdSSSAIAb/98APXd8vhws4aZ4/3ysOmRlBoNBKpXabDa7/dxUtNls7ujocDqdACCVSpcvXz516lS/dCcSSIQloDs6OoKYv8Hy7JbT64/XHO52dYUoDTlJ18xJmef7fn3sy/sRAgIRPMYUQc1OuXZJ5rIAZ08SQOqRQY8MHuxqgGoP8qfJ/3Pz/tf3w2tL1vmxWX+BBJPjK0yEsxNuYkzWxJisi49/fO+ngQ9mAFyp76uxYfpOp/tEnaXWas0KD58ibF9YF8NsKCnpdLtvueWWgahnr9f78ccfd3V1LM/tLwEsd0rc717bfv+yif4aBDV3MADQp3rGGPM8L6pqHxs3btRqbc8/v91gCOjWlNOnzW43LambiziZkpaZ5ONquvcm6xYBQFX3rkTt/EtdiDiZneweSBe+yt48YsAfdrosctnppvSEKYWFhS6XCwAMBkNnZ2daWtru3bt958ydO/eaa64Zfl8igUdYAtrlcvW4IQYYDPj9vW8jhB6/5vd6ZWiTteGzwx+22ppvy17uO+H5G1/VK0IAoN1hWbn+yfTwccmmADnKXUA37uKBj2LGBaX3oCAcgShYhJADfcVxRb+vZiWEZ8cYN56uPdnU5GSYNKPRIJeTw7DmGDmqrdZOt/sPf/hDWlraQM7/6KOPDh7Yv2S62qjtQ7DGRuh2ffILAJBJqVPrf+07uDg3ZXFuCgD4HhoCh846dxc4IyIiLlDJGOM1a9bs3LmTpumFCxfOmzdPtLez2Ww2m7SszGgwXOhTOaKcPm0GQIT1XG56su660q7NybpFLO+ptx2eYn6478skLky5QlH0QLogEAkAHPLPnLqH6gaAvLy8qKio6spajLiEhISjR4/u2bMnOjo6MjKytbVVTLW/chGWgG5vb48h/GalNChKms82dNX9+cZXKZIGgAht1MNznly5/jfXjFloUJ234SBUaYjSxXQ5O4ISJwDwiIerrNwMAiToohciIsFARlHLJiRsKaotbrUUWywyirouKSlMpQp2XBdytrU1NTV1gOoZAEiSlNIoLSYQkykON7/lmN3t5UtqvUnJyYsWLfId5zhuy5YtdXV1BQUF3d3dWckyL+Nd/826rVu3rly5Mjp6QGpstHLPPfe88ELtV1+Nt9mk2dl1ISEB8hjV690AmFc2EY5wAIhRzzrU/JaTtbQ6zxgV6XKqbxdzNuwoAhRORA2kCxITAMATQ7e7clCtLqqDwhKaUzWoDiOEdDrdsmXLXnvtNZ1WN3HixKNHjxqNxpdffpkQ5HBXZOAISEA7HA6v10sT0qD4SlVZyjMiMn3q2YdapokLTaxpr+otoDHGVe3lFntrUpCmnwHAjq0AMBIFvQUNDnJ5VRERYbIoLWZWAlPTYdtb0bStomJZWppSSMaxVo/H4nTelDMI05Xbbrtt3759hZWeaekju40PY1i7u7vZSsXExM3KMS5evNinjF0u12effbZnz+7wECo9UhI/STs2TgoAnTZu9fddn3322bMjYPN3BWE2m++///4PP/zwX/9SHzgQu2rV9sD0m5zcBgBAnzP8pghpnHpOpXVnm6soUbvgUlfxsnYCSAUa0DfmuRxoNEQrax6xNZrdGJ2rZajVailKvmjRookTJ3744YcymYzneZ7nU1JSRPU8ChCQgPaZQA/wXe53OJ672GyLImkvd+6D9OeNTxOI4DFn99hvz17hS+cIPBywzXy9lFddKf61fgEh4grd7BUoBLGJUCRYqKV0RniIWaNYc6J8R2Xl4pQU4eRy1FutgNCgHAZ0Ol14eHhTR/vIReXD0s1VNnnvu+/uefPOcyvfuXPn7t27c8YpFmafN52vV5NzM5Vf7ztdWFg4btxVlER3MRKJRKfTeTyezs7AeZXo9S4A4GUdBMT7jiTpFh5set3NWnMinu7zEk5fysstCofq/jV3/Wr2/0yNn+E7/v6edybGZGdEZj665pcf3fNFz/nvff93U5IxQs9eNpguaRXFy31lBQGAJVzt8pIuSQ1G3JQpU6Kjo4uKipYuXZqRkQEAJ0+e3Llz5+OPPy6RSObOHVkHLZGAISAB3dzcDAAyCI7xWWxowtcnv+Ax50uBAgAX46xsK7sl607fr39c/FefaG7sqn9h0zPTE3KU0iAslTbhWg+4k5gZge86mGCMQfSBFhHpD6NSNjPevL+yuchiyTBd0uk28GCMB7v9Ljo6ur58xE2FnW4eAJLOL8FYXl6+du3aGBM9d0Ifsznj4qX7T1Nff/31VS6gjxw5UlVVNWZM6/33Hw9Yp0ajgyQxL2/tOWJWZHCYiVRNoYi+cxp5fSUJZCKVJqVka4/9Oy08QyO7sPrgeSAEAHy/Fcs8ZHezIs8uaZSzoZRdJuU07fKSVnkBRhgAsrOzn3jiCbvdfsstt/RcUlhYmJeXZ7FYIiIiBvOMRQSNUGYpAKC2tpYGOlguHBkRmWqZ5pOD71tdXRhwq635vT1vTYjOjtBemDgVoYuK0EU1WRuCEqed7yaA1HOC3nQ/AlxVE+4iIkNkUrSRIgiLU0BlO80qFQCcPHly4JewLFtTU6NVjrjlxZkaD0EQBoOh54jdbl+7dq1Cgu9ZoJNQfdx0KBJNSJRVVVXx/FWdVHb33XeHh4cbDM6RLj3YG4ri09JaeXXvL1+0LOnz2ZHPXHAmiST3pu8CQxWnqtMQegRIK9fmps77/PDq/rvwfdNwl86BdlOdFbrNLnkLALio9grdlgrdljb5aSAgMzPzsccee/DBB8vLyx988MG8vLyeqxYsWHDfffeFh4cP+jmLCBgBzUBXVlaqUdCKeCOE/mfu/9t46r+vfv9nh8emU4RMT5g9L+26Pk82qcPONhUmmVIDHCT4PLeuYOeAYXB1PmuRkWUUvqs4zEuF5LbmS8hm2cuviffwySefNDc33ni9fsSCOgcC8KWl+n5taWlZuXKlw+FYPE0tpS85ZDdoSYZhLBaLSUjT/AFGIpGkpaWVlhYHslOnU1JVpUce7YDOlnUxkXuUhCqdyrSBDQBuGHfTC5tWHq85kh17nunyb776dc/PDo/dmDidJdx9NokBNytOYsAcx0kkEpVKZTKZiouLp0yZ8sADDyiV55YsDAbD4sWLU1N/Ugjh4eGieh59CEVAY4wrKipMaED7ZEcIKSW9JevOnpyN3vz9jo96//rg7McDFdSFXJ3zsAgQoFGodUSCzuhLHccYKCEJ6JquLgAwm80DPN9ms+3atWvBJFW0ccSLas3MUJwsa3/00UejoqJyc3N37NhBYteK+bqUqP52YarkpC/Oq1lAA0BISEggE6AB4PDhaIdDgmgna8qnWi9TVpAx5QGCSfQMCUh9ApokyPtmPvT3na+OCUvvfeabt/2z5+fXvv8LAPBE3zZ2GHg31QUAUqn04YcfTkpKcjqdVVVVs2bN6n2aTqe7884+hITIKEMoArqxsdHpdGrIEZ9yuNK5OlXk1fmsBwMWfaCHxuh72WiSsDj8WWVpOHg57lB9/dSpU1NSUgZ4iUQiIUmS5QLxh9EoiEd/FlpQ4S6pq1+9erVCStx3nS4s5DJfi0oZAgCrNXCpC8KEYRiSDGgeS2OjBgAomYsJO0a1jwGuv4RPXl2vQEoJnGeGGBMSm5Oc+/mRTy59HSKAuJQLh4u20LwSJNw777yjUqkAQK/XRwq7jJHIyCEUAV1YWIiA0KH+6k6JwNU8Ay0i4j+auEYb381gptPFf3myPNjh+Jlaq9Xu9aoEYGbXZLd7WHbZsmUDv0Qqlc6ePfvA/t3T0xUyyYh/8DUKImecYlaGorLJq1eRIZrLT97rVaRCShQVFWVl9VF0c3TDMMzatWv37NljMBgaGxsnTmwLZO9z51Z0dspzcqpeeSWXCTtBN8y8ZJzGPEy54sg+ZqlvGL/0hY3P2dy2iTHZfV4rAZmb7KMyfIsy3yIrIkkyKipKKg1OxTcRQSEUAb1v3z49CqUEE4+I0Bh9S+3+RbSxGxSVbJmdtxMISRDh8nLBDsefyCjKxnmL2tomC2BizOp2I4Q0mn59Dy7ipptu+uGHH4rrPBMSA7SnHCFIjBjoeAMhSI2WHDt27K677rqqPndHjhz57LPPrFbL3LkVDod02rTOa6+tCGQAkZHdjz560GqVAQCCfoc6lAcAQgljH48Q1H0zH3px0x8ufTEmoY/0oW66PiEhYdWqVWJFdxEfghCsxcXFVVVV48jJwQ5ERLhgLM5Ci/gNOVLYwZ5hNuTEBXPfxUjA8vz7RwtszNBLqfkLm8dzrLFxxowZg619bTQao6KiSuosARPQgyU5UpJX3trV1aXXCzTtsLu7u7q6uqWlBSHk8XjkcjlBEA6HQyKRaLXakJCQ2NhYmh5Elvm333771VdfjRvX/MQThUlJlpGL/LIwDAkAwPWnXrCskwSyJ3/DpDa/fPObPY/Ghsb/34p/+37ubQINAI8v+O1e7/dKz4XZ7S6qnSXcPM+LBVBEegi+gK6rq3vnnXdUSGNAYcGORUSojLpEVZHgMp6esJ/fU2e1BTsQ/4MApBRZ3t5ukMvHD3jr3khQ0dmJSPLee+8dwrXTp0//9pt1Li+Wj3wWxxCQSwkAcDqdghLQbre7oKDg7NmzpaWldXV1Pe4iFMWzLAEANM2xLIExAgCCIEJCQtLT03/xi1/IZJccqLjd7uLi4u+//76goOC660qWLz8Z9Dn3cwKa71dAk14KUUPI/SOAJIDophtMhJviZQDAA1uvOWCnWvSh2ieffPKqWnMQ6Z/gC+h9+/Z1dXZNoXLFPFeRS4EQGoW7vfwKFgcZg6GGq/Zgj4EOQi2kkYYkiNvHjfm+vPpgXZ1RqQxXBe05ttjtUVFRCsVQamPNmTPn22+/PXDaOS8rOLVp+0chRQDgFIzf9qFDh3bu3FleXu71eo1Ge2qqZd68ttTUtrAwG0KYJDHG4PHQMhnDMERXl7y9XVFbq29sVO/Z01xaWnrHHXdYrdb8/PzGxkaKoqxWq9PpDA8P12q1JSUlHMfpdK7ly8/On18mBPXo9ZIAgPh+U26IQdgm9oYEMo0cfxYKKrRbEjsXUSDrkJU7ZS1LlyyZPn16b8twEZHgC2i1Wo2AUIAQ75IiIiKjmEabo7HbHqEZbTJaLZVkRZg3l1SWt7cHUUB3uFyT4uKGdm1ISMj8+fN3fL9lappcLRfcorlCRgJAV1cfW82Cwt69e2tr826+uXjSpPrIyO6LT0AIZDIGAGiaNxodRqNjzJg2AJg7t/KTTya99VYzSeLEREtWVofXSyoUXoWCaWyssNulN99sycpqjI7uIgihDNEHJKDlnQY0xD0AYWQUSdCFzPEa7e5E63Uu2hIeHn7rrbcOrTWRUUzwBXRlZaUSqZGQaiKKCJDAL5wdbvmrhFBnGR8BgDr7vn1NK2+K/0pJmQHgh4YnI5UzXGx7m7twXtTffe9eJ2vZVLPimsjXQ2VpAQ4VMIg2doMijkoggSxnS4/UN/0sPTnY4fiZLpd7d2WthCSnR0cHMQyjUnnq1KkhX37TTTft2rVr7ynnDVMFN8LRKQmNkjxz5szkyYLYuhMbG1tTc2TJkrODv7Dzj3/cUVJiMhjsBoNQJtT7x+OhAACYS/pg8IoWDHwoMXSXbiMyI0AUyHjEOOjWMRGZQ25KZBQTZNnKcVx+fn4ouqrt6EWESZgiu9Vd4Pu5yXlYRuqbHEcAAGPO4j5jVkwaF/oLD2ettG72nXOy7Z1EzQ1BUM8ig4cEMo5KUCNNh7PvkmNXNPlNbS6GvTE1lQrqhieOP8fQLler1fPmzTtR6vIwghscIgQxRurMmTMCGbi2tbXxPBpaLAjBmDGtw1HP5eWAEKxZ89ORO+6AL7+Ep5+GnBzo+fs3NIBOB0ePDrmfc5wT0NwlBTTyaAGQGw/9GWHANJI4yOZ61REOeW6//fYhNyUyignyDLTFYvF4PGoyaBW8Ra4UMOAAT0GHKbIOtbzE8i6KkDU5jmWG/rLecSBJu6TTW04huU4SB4CmmX+/p/GZSNXMLk9Fu6d4mvnpwMb4Iwg84Onm/V/ZAQGi0FDuEjzwCJB/NzbIkNyPDTay9V18Z6JuFN58eIwJgjAOKfnYj2ik0pq2NofDMVgXjh7mzJnz3XfflTV4MuIEZ8eRlSz/dHvD8ePHhTAJrdfru7ul9fW66OjgZJWoVPDUU3DttdC7OOOf/gQTJ8LHH8MvfwkA8JvfwH33wZQpw+3L7aYAgGAvWQQRYSkAHs6yNgKURU3PZ4/YJHXTpk0Tq3CL9EmQBXRBQQECpAUBbWQWESI4CCVkZGSIVhJrcZ+RU6FSUhurnpfX/j6Hva2uU2ZFli8ggywjXn3d8da3Or0VU0xPUURAC9v2ppatrmWrg9V7YIil4sfQ6Zc/b2C08q0UQSxIjvNXg8JBK5dyPM8He4XRy/MSiaS7u3vIAjoiIsJgMNS0OAQooFOiJAYttXPnTiEI6IULF27evPnbb8fecUe+0RiEOpRmM6xYAY88Av/5z08H5XL4+GNYsgRuvBFOnYJjx+Djj/3Ql09Aw6UFNGsoAAA5GtYAUoIkHHBxcXGPPvrocNoRGcUEU0DzPL99+/YQwiRBYlGfAePnSb0rhCA95TB5dqvrFE0owpVTKEIWKh3T6spvcxVGKKf2nDPecP/mmnsNsvRwxbCnVoZBvDY0Rn35gSgG7GKH4hDM8pyX4xR00IrbVXRZatxVDt6RSCfpCD8MuXngSAIRQrAV8DcGhRwAilpbx5qCmR03LSqqJD8/Pz9/OLWOw8PDO7pK/RiVv+iycx3d7PUT+qh1F3iMRuNdd921YcOGzk75H/+4IygxPPMMTJ4M69ZB77qTM2bAihXw6KNQUADvvQd+2dHq8fRnY8dTTjbsuI4IMRJDNMblgLNhawvfiGn+N7/5jehbJ3Ipgimg9+7d29DQkEVeshqniEgPQRk3hCkmFXWuQYjMCPkFAEQopzU4DrW5TmUZHu45h0KyUNkYo3x84MPrTahMmagbzRZL4wwR++orKqxtFk+rmtBEklHRVCwBhB3bTniO0kiiI3QIEINZL/a4sAsAJEgSSUZFUTEXt+bFng6uPUwT5CSHESJMpdRIJQfq6oIroCUEQSDkdg8ry1yj0dQ2DzGLekSpbmZ4DDNnCuX7a/HixRaLZccOW3W1Pi6uM/AB0DR88gksXgy5uecdf/FFGDcOpk2DhQv90xHD9Kdb2NidBIL0vop4XxYr7qznqtv4ZhZYAIgMizQa+6hlKCLiI5hLfDU1NSRQGiTmb4hcBoxxUDbrmOSZHZ6yLk+lQZYOABHKqdXd31OEXEkLregPuhp8oHOiEu9OmzzeGMkSrmLm7FHPoXbOUuYt8WA3R7gbufp6rtaCmx2oSyrFNM25CfsZpvCUN7+RrfdiT087PPAnvMd4xE8IH53fjlKKnBYTwWPc4gjCan4PCKEEvX7Tpk2VlZVDboSmaZYT4nvb7uZpmh5ydspIcMcddyBEnTwZtBLuEybA/ffDBSkPCgVMngw5OX7rpaVFBbgf6YIQIA4P2ge6lD1zjNnfjOujIribryVVChQSEjKcOEVGPcGcgZ4xY8a2bdsq+eIkwm95jSKjEwQB30MIAEARcr00UUrqCUQBgJqOkpI6s0IQi7ZXJxRBZJujs83RRR0th5uqj3uPIIC00PBp4bF9nr+ztrS2u7GJayAYIoQMDSFCI8ioTr69m7fmxsfE6bUBjj9ghKuVALC/tvamoHpxTI2KKjt1qrKyMiEhYWgtSCQShhWigHa4eVXwPLYvpqam5quvvuI4TqsNprHMc89Bdja0tcHSpSPVhUrlBcS7x39wbgYQIwAEGAEmfF8VAFwed8SEw0lMIkA0IQEMFKIRIAooAKAQDQAkkAQQBBAEkHVcVR1fpVbCcw9IJBQAQLsV8kprWJYlSVLM4hDpk2AK6Li4uIkTJ+bl5RlRmBaJQz2RSxLE6dV5Ue/0/vXGuM8vPmdm2J8CFc4lCNIMfRBJCzEnaEIbHVaTUq2kLpmZfW1MCgB0up2Hm6rbXR0Wpq2SLdejEAA4WNsQqVXpZKNzA4ZKIpkUaT7Z0PJRXp5WKjUpFKlGY2TAp0utbjfG2DyMiuKCemfXtDDbTziaOpjp6QqLlTMFNUOmN5s3b/73v/8dEuL61a9O5eYOfb5/+Egk8MknfrDa6AeWJRCCuVMIAGBZ8LIYY3B7eAyc24MBwOZE7V2eJq4aA/A8IH5A3x8hGpgxgZT8qInGxKE9x7tXrVpVW1v71FNPjR8f5CQ9EQESTAFN0/SDDz64atWqiuYiMRNapB/E4b/IxUgpKl4bOpAz9TLFovh0AOhyO7fWFFuYtkxJ1lmm8LuiiuUTR+3y17ToiHi9trito95qK+vsLO3omBIZmRVYQ66qzs6QkJCMjIwht1BWVhYRGvyCXwBgd/Efbe3ieQwAx0tdHI/nLUgJdlAAAHV1devWrZswoenxx/dLpUMsYT0ckpKgvPynX7OygD0/ii+/9Gd3J05EGHRo8exBvys6u3mMiW4H5njscAHDAsuCzwiepvCsiWTvk5NiiDnZ5N4TFRjDzp07RQEtcjFBvjFpNJpJkyZt2/h9cMMQETgY8FVpPiLiZ3QyRaYx4lBjtYO3J1BJJZ4ii9NpCLZf8shhVinNKiUAeDluQ1HFiaamCeHhAc3nQIim6eGsgNvt9nCTIOrUltZ7feoZANxeTFKSWbNmBTckhmEOHTq0adMmjcby8MMHg6KeA0xdna6tTTVvGnn5Uy9CryEAIESLLjsnU9eMdxzhSqt5jEGpVN51111DiVVktBP8kX1tba0clMGOQkToYCwqaBE/kBYSVtZpqXCVqQkNAHxXVHHjmESDctRqaB8SkhxrCv2hsnZ1Xt5l1ShCSEKeEyhS8ielQpHkYF3/bB6Pi+d5nieGlIftcrksFkvOmOBv1MMYth23p6enx8TEbN26NTYu4dZbb40OaqX0AwcOrFu3rqWlJT6+4+c/P6VSeYMYTMDwbZGcnTWCYyqM4dAprrCMnzJlSk5OTlxcXGjogFa6RK42giygeZ4vKyszE8G8DYlcGYjyWcRP3BCfvquurMVpQwBOht1f07A0PTnYQY04EooEAIbjTCFguGjLCcbgdPU+wHI8MMxPj3oZYAB6J5MyLCAE1KWnAr0MsDwwDLhcLqVyKLMk1dXVAGDSBn+iB2Ps9uKxY8cuWbJk1qxZQ94T6Rd4nv/mm2++/vrrjIyWxx7Lj4/vCGIwAebEiQiVAlQDGPBW1dlmLP3vkw9k/r+Hzm37drnZcfPXzpsV9d7LcwCg2+Ydt+CrOVPDP33r2p6rMIbV65nT5dhgMNxyyy3BHSOJCJwg35gQQhhjEg1lOUbkauJqcGkTCRAkQcyLTQWAmu6OnbWlo9iLozeJIbrFqQkHahvbOt0ZSbB0XiA63XkYNuxCiqEmyRw4cECjICKNtH+jGgIl9V6Ox0ajkSTJ4KrnhoaGjz76qLi4eMmSs7ffXnBV+UNYrbKKitBJaQMVDBq1ZMP26t8+OMH3Ku3YXy+T/qR51n9fPTZZv+dIU3unO1R/rtRllw2fLscEQSxfvlxUzyL9E3wBTRAEixlxfnGgiDpSRMSvNNkcEwK6sy5oxOq1kVr19vKaH452jR8DCVEj3mNxJaSmpg4tB5phmOPHj6fHyoigfjvklbu3n7B3O/n4+PipU6de/oIRw2q1rl+/fvv27Xp999NPHxs/vimIwQSF/PwIjFFO1kDfECFaaWSYsuCsZcJYAwB8s7XqxnmxndZzlvBfbSy//460NevLvt1Wdf8dab6DZyowAOj1ep4XYvkeEUER/M0ZCQkJ3bgr2FGIiIhcdcRqQpJ0xqpOq8XpDEB3t7/wt+Laet/Pdpdr7lPP/u6D1QHotzcUQSSH6gDAFpASKy4P1uuHWCpr586dtu7uqWPk/g1pUHTZufUHbYmpmY899tgf//hHmg7OXHhdXd3bb7/961//eteujTfdVPDaa5uuQvUMACdPRtIURIcNQrf87Lr4/26tAoBuu7ekomvyhHPOg5U13WdKO6/Ljbnh2th1m38y/lPIAADa29vffffd119/vatLFCcilyT4uWWJiYmnT592g1MGo3wfj4iIiNDQSeUY4/oue4C9OHaeLEiODD9WUtZld+hUAd1FHaFRy2lq9X/ZxBhYtgBGtBrjmHi092Red3e3RqMZ1IVNTU3/+c9/MpNkRl0wE/zKGxmWww8//PDQcriHSWlpKcMwP/zww+HDh32T+KtWbY+JuUolHcOQhYVhMeGDW49YNDfmjf8r+NNvsrftrls4J7pnF+xXmyoWzolWKqhFc2Oee+VIRY01MVYLAJkphMNFOlxAkbDr+Ik33+xetWqV/5+MyKgg+DPQubm5ANDBtwU7EBGRKxixVtbQ8NlNDKzSgj/ZcvTELbNnjouP3XEyP8BdK2jq5vTkFENIZR16+f9g3/ER7CtnEgB2fzlIH2Cn0/nGG2/IKO/1U4Jc6o9lMUEQEsklK/WMHIcOHXr++ef/8pe/FOQdXpIjzc2SAIBMNvqN6i7FmTMmt5uaNm5wokWjkmSkhh483vzNtqqfXRfvO8jzeN2mir1HGicv/vrGe7dQFPGfTecmoUkScrLI62aS86aRP5tLlZeXnz171s/PRGS0EHwBbTKZtFptK25k4eq9NYiIDAtRPQ+VFL3JqFAdb2gOZKd1rW3ljY2zx2XkZo7bduxkILv2oZPLrk2MvWdihlYm3XZgBDvSquH6HM6Yr4kAACAASURBVNizZ8+OHTsGftWmTZtamhtWzNMppMH8hvKyuKjOgxAK8Oi0o6Pj448/fu+992LM5PUzpL+7WzVjnIQkAK7uD/qpU+EAoFSg0hpc1cDXt+C2Dtxuxe1W3O0Ajxc8DLjc5/7xvUbEN18X/9GXRY0tjozUc250B080O5zs8U3Ljm285djGW155dvrXmyt5/sJRdFY6EW2Gd999l+O4noPr1q17+umn33vvvbq6uhF/ziLCJvgpHAih++677+233z7G7okhki64QWDA3PnCmsMcBywHHIn7CJ4F5oIjBCIIfG4RkCbonnocJFAX1ubAiEIDekEujmpQ7XDA9m8qgTHmUN/t28GKgS+T7ffFQUF/UyMseBEQ5AD+yixmgMAAgHmg0fltYuTrhUVewEiKlQQQAMADx6FzrzaPeZ4475VngQF04XPEGPd8FRGY8rXDAYcRB/3iJK7SVUuRkYZAKC3EvLe+YvWJ00vTk/RyWQA63Xrs5KyMsXKpZPb4jDe/Xl/b2hZjGslEiksgpymNVNLi9IxoL3MmQ1kN3rJly7x5AzL+6O7u3rJlS3aKPLjJGwBQ08JUNHqXLVtGUYH4ovR6vSdOnDhw4EBBQQFF8rkTJTkT5NLzk6537Ejqx+9ZImFpmmdZ5PH4MVcbD8dDlCD47Ox6s9k+/DjUag8AfLCu729GhOCCmu82m9fShZ98zcvzph8OHsgYO+alD5nSMq68Cv/hzbL4hMS/ruY5zstjpJZH2R3Hj+a3Tss6r+a8zY4ZFtxuN9nLDT0vL6+2tra2tvbw4cN/+tOf4uPjh//URK5Qgi+gAWDy5MkvvfTSM888U8IX9HmC7+OLf/wZISAI4PC5j3ZvzU2gC8boiOMxIAAMGAP8qNOudCuLLsLPO0gQIJogAYDFHI/9+fJIiD7eYxiA4S85AukJpgeW5wBEr8NL49c/2dVGotaAEDrcWP3lqeJfT50w0t3xGG89dsLtZZatehkAKILYduzkAzcsHOl++yRKq67vto1oFwhB5hj493dNbW1tRuPlxwm7du1iGfec8YYRjeqyFNV6vjlg0+l0viTDkYPn+fLy8iNHjuzcudPr9YaHkoumUZPGSBSy877JwkJJAPjuu7SBt9xzPe71a593igsEMu7rYM+pg73ZbNiQ/vzzO8LDuwd32UXI5SwALJ9j9rK8l+W9HPZ4eR6D08t7Gf5kpV1Ko4kJapbDXtZnoKGcOe4OL8NzPPzukbs9DA8AiQkJoaYYvUwup2iEgKZIq8fdbnUV7brj4h47unFzOzaZtFu3bl24cKFv9uepp57atGlTZWVlSUnJ6tWr//znPw/zeYlcuQhCQANATEyMWq2eNta+aNY5neRlgSJgSOWrhkiHdaBn7jzKHcznbwyfoSClPQd54F3sIGpBUQQhJYKQWjcQvH2p2wPthd2sY17YpN4HJQTZc6clAFHEiMjcva2FjbZA+CRcqVzNK7vDBiGUqDWUd7Y12gd8CxgGeWUVLo/3v6uek0loANh05Pjqrdvvv37BYIv8+QWr20OO/Mg0IxkQgmPHjl1//fX9n9nR0bF169b0WJlaEczkjbpW5oudVrVGs2rVqpCQi6rO+AO3211bW7tz586DBw9yHCeXkBIEhAQ9cUffuxUzEqi/PTK4jZhCoKWTf3MNfPFF5oMPHlWphrXW4XDQCEG8Wdrno4uzB/Rnyq92bDjaPicmwag49zofb27Ia244fobLHnvhJyE+kvj59dTm/a2ffvppaGjo5MmTASAkJGT58uUffPBBSUlJeXl5VVWVOAl91SIUAW232202W4j2p3ewJOChhQy4nIKsL91LAKGkArH+GwD6nDYmEAGAVKPlOYqI9EZK0gDQbHOEqUfWb2HL0RNLZkz1qWcAmJeV+Y9vN56qrJqQGITyHG0Ol3bk9+kpZBBmgMrKyv5Pa2hoeO211zBju27yiGjWAWKxsp983yVXKF555ZXBmocMhMLCwi1bthQUFGCMlVJycrw6waSIDpF9l9daaQmIuWAAMeuJxEjqxImohx6KvOaaivvuOzbkppxOyfCHmPc/+wHLwXfkegRAkeTiqdOvn5VT0NK44rFv17yTm5l+YcnurDQiK41Y+a737NmzPgHtIyYmxvdDXl6eKKCvWoQioPft24cxNgXztjkYUM9/VxEIAIupAiKjlMlhMS3O7vVF5Q9OyRyhLtb+4fcAsPLu23sflNL05pefH6Ee+8HuZX6oqGlzOCcMIilg6IxPgR2Hj9x2220mk+niRxmG+eCDDw4fPsxxXHaKvKDC7ZdOw/RUctSgV/l25jklMtWLL77oX/Xs8Xj279+/f//+kpISg5qeNzY0TCeN0Ae5TEwAeOAmRUMb981u144dSTNm1IwZ0zq0dhwOCdnrxWI5/h9f7t9+pKy13RYdpnvi7tk5ExMefHHdqdJGjLHV7taqZAihrLTIfzxzS+92Fi1atGxcVqRa09LZueK1l7KTU6UkxXHQ2VcqEz63XQlVVFSUlpZGRUXRNH3q1CmbzabT6bq6uqqqqob2dERGAUIR0GFhYVKp9J9feX53L23QBTuayzPa73l9E+jd6D1gsZR3/2AszLFNY7vlnjdeePb2FXPHn8v8+cuXn8xIHz93fNb1f3pKSkt68hbGRMf+ZcWDwYsUlLQkRKZodo5sQrBw2F5e3Wyzz5gANy8IRHe5k+FgHvfyyy+/+eabvY9zHHfw4ME1a9b0VKw4XuryV6cEAePiZS4PD4C8LM9ymOOA4TDHA8dhHgPHY54HHgPPY+xTSxgAQCLhT5w4MXPmTLVa3dNac3Pzq6++euutt06bNm2wkZw+ffq9997r7Owwa6U3Tw5LCVNefCsV5CfYP0QayYdvUT33fvf+/bHDEdAU+dOr9vu3NgLAZy/eJZfRB/Orf/fmxi//tvz9lcsAwMOwE257fc/Hj0jpCxWOzzmAwzwAmPX6hLCI4pYmXinnMXy+mZk9BXqPZ3Yc4XYe5pJjidsXkl/vKH/++ecBgKIojmNpCsbEE3olsloDkfclIkyEIqAnTpy4atWqZ5555mwFN3uSuF1MoARLpSG40DFF5DwC7rQ1cOQS6Xubv52YmKJTqi946JMnV2oVQahP0SfNju46W1dYYGuaBAsPyzV127PS4Y7L5CT7DaUClApobml58sknf/nLXxoMhoaGhhMnTuTn53d0dCSaFcvmRhvV/twT8tWRpooWZ0GFGyGQUgQASGkSAUhpkiJAKiV8xxECKUUSCKQ0QRJIQhFNXe7iRsenn366YcOG5cuXZ2VlSaVSADhx4kRTU9O6desyMzPl8kHURzxw4MA///nPSL102dyYUFVwahkGHYIAmgSXa+hP3+GgaepcZnxZbduR07U73ntQJqUB4JopSb+9J7el3RYbPqCylxgAY1xUV9vQbmnkGQVHAwDDwDNvM7++jYqLQC3tuLAcbzvIcRycLucXzSL/8KCkqJI/WMCXVrPxkYimUHUD7/SghITgewGLBAuhCGgAiImJSU5OPn62bPaky58sIiJyRaBXqedPnPzOhnV/uPPeYMfSHyQiAMCkvCrqoZa1d2KAlMCmbvoEq7W99cUXX/QdUUjIpDDFkoyocF3fO8OGg0ZOAcCTi+Kl9KAljs3N2t3c7qKOd955hyCI+fPn33PPPVarlSAIj8fzq1/96o033hiIowjGePXq1Tt27EiLUC3JMhH9pmsIdQjsPxDi+aHLTYdDQv84A322omVCSoSsl8nfLdeOH2A7W7du3bVjB2DodjruWXg9o1T2TAwxLD5bwWNM/O9XDMcBTdOJifFlZaVGHRzM57Yd5JxuAIDWLmVCQkKEzFtcXDxjxowhPyORKx0BCWgAmDx58hdflHY7sEZ5BdxLBDvnN2JgMYVDoAh79feOOfMf+efre0/nz844zyTu/rde6knhmD9xygPXLQlGdOdQSaQIoYrOLoJEM2MigxjJyIExtjhd1Z3dxxqaQ7UwdVyAeweNgrp/TnRLt8fu5pRSMkwrHbk7Sj+ubZdFLaPUMurO6eEt3d7iBvu2bdvsdntTUxPP8w6HQ6vV9k7t6MFut5eUlERFRZnNZoZhGhoa/vWvf5WWlMxND52SoO1fPV8NqOVQVGS0WmVa7VBy3G02qerHbYQMy5HkELX4dddd97OMCTEaXXVL86/efu2mpUt7V5psbse1zSzHgUwmW7RoUUVFBQC88AHrcOHxmRMWL17c2Ng4e/ZsiUTy6quvkiQ50i6HIkJGWAJ63LhxGENjG2iEvY4qbLkygggz0VYEkKD/NBRJ/u6Wn6/89P3MhOTexz964lnhpHDIKTpWra/u7shvbI3WqGN0V55l2MVgjLs93g6XGwBYjj/Z1GJxuADAHAq/fyCgJqHwY0EOhCBMK4UBWx4NGd+Gs2F+LswaiVkTolVQu48eYnicFacta3Z4vd7Ozs7w8PCe0woLCzdu3Hj27FmO40iSDAkJsVgsCCGdgrx1Wnii6apY1rgsdy6Qv7sOr1y58L77jk2c2DjYyx0OqdFw7i2bEmf6x9oDXoaT0OcSPl/91y6G4Z795WWK9fhmYnx1BuLMYbHmMKvV2nsx4XQ5TxDEvHnXjh079vPPP7dYLDKZzBgWcWtubm5uLkVR6enpvjNnzpw5adKkoJR5FxEIwhLQ0dHRCKHWdn5MnJgGLTiEK9BEQOgLwInhkddlT//Hd+uCHUh/XBOT0ulxbq0q2ltdf/eE9GCHM1xONracbGzxsD+V+aRIWDgT5kwGVTAUHc9D4NNF/TKunBCrGR+txgAkgaYkatcebnrhhRfuvvtuqVS6fv36pqYmh8Nh1kpzx+gSTMoai7PD7p1gDuUwzorV9KTtBixawRJlou5drPj3Vnj11TkKhXfatLr77z86wPuWx0MyDKGQnhMG45LCk2OMK9/d/Mz983RqeUFpw7odpz78022XbYfjAQDIH8eOGrW6ubnZZDIhhFQqVWpq6qJFi1pbWzdu3Lhjxw6EEEVRCHsqKytlMhlN03PmzPFdiDE2mUyJiYmDfxlERg/CEtA2mw1jrJSLWfkC5erLWhHxGz/PXfDwP16zOu0z0gearRh4dBI5gRB55a+2Mzx/tL5JpcRzxkF6EgCAUg7mC11u/z975x0fRbU98HNnZmd7skl203slIQ1IgNAJvaMQFMUuPqyoyFMRy7P/FB7q8z31gaLPgoiogHQI0ksSIAkkIb1vspuyvU75/bExRAiEhE12k+z3k88nO7N37j2zO3vvueeee06fgsAR0zw7NdjugOEh5Cwb67/rguLTTz8FAH8PbnKAQCYWDQkQ2UpIxb1vXe+3xAQTL93vdjjLlFuCMjMj+Hzr3Xfn4jjT5YVaLQ8AxPw2BRoh+OTFhRu+P3b3i//T6M2+XuJ3npyVEOl3/YU0w1oolsCQzkzXNpkzFi/GADUb9LmN9XKddsjwYbGxsStWrNi0aVP7xtDjx48HBQWZzeaWlpaWlpakaCyngC0oKBAKhe0KdHl5+WuvvXbXXXctWLDAPh+Ni36IcynQNTU1AOArdfrRa2AbCpwPVxSOrnH6Z5LA8dWL733qs/XtZzr6QHMI4vvVbzhGsg6wACxAq8HEMAzWxy4OdqWiRUUz7D1zINYB6Vk6h2GA04e/4t6b7Yt4xNI0f4XGYqUZfwnPZVXoFkIemCygM7Ikye7ePSQnJ+Ceey6mpNTe/CqtlgsAYt7VpWkel/Pyw1NefnhKi46St1rCvHnNWivNsHozwyexrRueKqoz60yGixV6jZGiGWCYth6SBvZEbWVwcPDMSRM8PDyGDx8ulf4lb/z48ePT0tKefvpptVpNkmSVws3bGwOA2NjY4uLiTz75JDIy0mKxAMDOnTvT09M7dYh3MRhwLgW6rKyMQ4Cvl6tDcuGiO7BOujjg7yX9ZtWr7YdR/oH732oLA7znH+tvcJEjwRBKkPqdlVeZGEbQrxXoVjWOOZH27Ch6b17p7WZn51cW+sE0+PZRqJjzRZZRydb7F5uy8zhbdoj++c/xQ4c2PvhgTkDADWMqe3oa+HzrqSua1Kir2ipFs0V1hr3nW42WG9qw/fz8RiVFaDSavLw8DMNSUlLGjh0bGhrq4eHx+++/p6SkdJqqnSCItWvXHjp0aNGiRSLR1VydSqWSJMlz587ZDo1GY0FBwahRo3ryQbjo/ziXAn3p0qVgP4S7/J+dFgf1764oHF3glNpzP6XVZEAIXW5sSg3wdbQsPUcmFJQ2q9Z/DX9b4hiP505Aro0UN8MxLi59ztEcMwswK92CYTAy2Toy2frrPt6hEz4vvTRr8uTSxYvz3dzM11zCslBQ4M3lUioVrTHSbnxca6Tzq/RX6o01TeaoqKiwsDCZTMbj8YxGY1RUlFwuT0hIaGpq0ul0Fotl9OjRCoUiKytr1KhR7fsFMzMzf/rpJ6vVmpGR0amcAQEBDzzwwDUnZTLZunXrsrKycnNzKYpyc3NLTk7u9HIXgwEnUqDz8/MvXbq0eKpLfXZSWNZhYexcdAXr8nGxF0M8fet06ly5ol8r0MP8vA1W6pJc+e8f2BcfdbQ0Nvpae7aZdPuTzj7g+9cjOebsImvCEMpHetVmfMdM04wJpo0/8g8fijp5MnT27KI5c67weFbbuzU1ko0bU0tLpXwSW5TmoVRb9l/QlzYYrRSLEFqxYsXIkSN5PF7HVmJiYuRy+ddff11VVYUQUqlUBoNh4cKFNE1TFEUQBACUlpYCgNHY7bSXGIaNGjXKZXV2AU6lQNs8Dj3dB3oX0n9xfTMuBgFSvlDE4eqpa81g/QuE0LiQAASQ29DDzMku+p5e1fYjJ2/i8wgMQ1YrHR4sef/vE+KjpQCg0VmGz/vf+NTAzR/M7MXmASrrqQPnLH4+zCN3XxsHWiCAlQ8ba+XY19v427cnHDwYfccdl6ZMKSUI5ujRsNJSaVKoMDlMdLFCl1el9/HxHTV6+B133AEAHYMJ2mBZ9vDhw9988w2AFQALDg7evn27wWDQaDSZmZkA8PLLL8fFxT344IMzZswIDAzs1Vt2MbBxIgU6ODhYIpH8ka2ODXciqToF9f9N+v0PjolN/PaWSiIWEN11MRYDYyfeb52A0bdU4c0kItj2FFwMAUwnyywIY1jMekvV4ZbrzxW2NFRomnsu4nX4CtxG+YXYscJ+hJmmmH5lubwRYi7JssAwfR3yuVMQGgwuvj2nDz6bzO+XyDwFBhO1bmPW6veP7v1qEQDsOlwaF+V1PKu2WWXykvC6rKRnbN5tuFJFuYuZx+4xcsnO7zXQj1n7jL60kvh6G++bb0bs2xfzxBOnFywoOHkyNK8K5VbqcRy/885Fd9xxB4ZhFoultLTUtpmPy+UaDIaKiorGxsYrV66UlpaMHFnzyCNZv/wSf+gQQ1EYQujgwYMAEBAQ4OvrCwAkSYaEDNL+zYW9cCJVVSwWi8Vid5HG0YJ0zeAcBhy4GBok8GZYFq7r260MxcG6eIYxhAh0rcKqp0wtFq1I1NhjkXAMw28yjULIQl2rc9NMz125MXSzWZuFwligzUzX0aBuEaOVNlHWQatAB7t55Cnrmw1GLwHf0bLcFmqTGSGn0J7BpkDb7Qm9leZcZo7OEfCIJbNjvvnlEssCQvDz3uIHF8X/tLto56HShxbH91KjpTW0xI195WmDUNBFHxgZSr29WnfwOPeXvaLaWnetlkvTGJ/Pj4yM1Ol0+/fvb21tjY+PP3XqVHZ2dscLEWKlUoOXl3716sLk5HoAmD69WK8njx8PxXE8NTV15syZUVFRN2jWhYtu40QKtEKhqK2tHT/LOTp7F52AHDUmhYt8w0X2dEit1DeeaSpcNjJcQDrRT8B5+CGrXGvsQ2XHyQgQSfKU9SqTuV8r0HkNyrwGpdTD0XI4ln6kRrN9JKxWZ/lhZ2FcpBdCUF6jLihtnjEhVKu3/Lz3Su8p0KPjOSdyLZeL8ZHJ1K2UVzYjAMBxdv368SyLAAx5eXk8npVlsZycPZmZmRjGzptXlJDQAABWKy4Wm93djTKZHto2Hfrs3x+VnR0oFIoXLpw6ffp0iUTSS7fmYtDiRNrDnj17uBw2IaofKNA2W+DAWOS9dQZSIAybNZ0ZODfkwp7oLGYAcOf14yS9dRrdiao6Xym85CQ7CG2pvPuwz2zbVtt/euk+cHGZdt82DEdWKxMZIln38iQA2L6veNq4UCGfM3NC6GsbTpRVqyKCe0XRTAgnTuRa6hpwgK4VaIqC0zmcuLjGQ4ciWBYBQEpKbUZGvq+vlsOhAaC+3k0gsEgkf/GlZlkoK/M6ezbozJngpiahTCa7775ZkyZNumaLoQsX9sJZFOj6+vrDhw9PG433izELQ7Z+rt90zXZjoNyxzZTO9OWKcr9iMMf0YFm2VKUkMCQVOEn4t55Qo9YAsC887Cz+G+CAMG39LLByH0h68NsMmefVp5ph2F/2FRtNVNriHwCAILBf9pesXp5q93a/2a0vqKTd3djpEzrZv3E9W3fxKBqWLMkrKPCprPR87bXDkZFNHQv4+//F1bOmxv3YsfCzZ4OamoQCgcAW7Dk+Pt7lxuOiV3EWBfrHH38U8pj0kc4iz825qferi36A7fvrP2Ori77DTFNyvUbC4zIATqN8dhuNyUIS4GwOSn2pz7QpT66u+sacuVCvN1rP/rKMzyMA4KfdVzZszln1SApm713yJbV0eDD9QIapSwdoADAY0ZnzREhIa3R0U3R008yZxe0h7a6BorDcXP89e2IKC70FAsHIkSNHjhwZHx9vC1TnwkVv4xTPWVFRUXZ29j2zCI5TiNM1NgP0YFO/WGAH2GjkMkC7uB4ewRni6VPU0vi/nEsPjugtl9AeoDFbAIBlQW+1AIDObDFRNADEe3u1Zx1vNpgKlc0ak7larfWVOVBYF92ABbhUo23VW2m6T0eVbXuL75kfa9OeAWD+1Ii3/306K69hVPK1seFuE4aB0EDG26uLDtdKodfXC7V6RNHA47V5enTUng0GMjfX7/JlHx8fbXGx9PJlX5OJCA0NfeKJ2aNGjeJwOPYV24WLm+MUGutvv/3mK0UjhvYf7Qz1vxD9dgH1Y5PcX7B9c7jzLG87GQPJ370HpPmF4gi73Cz/4lwuABAY1v6BYIA62udIHO/YD5AEfn30FYSQhb56kmFY5q8fLwJEMQwAsH/tU25xl8VFuWLx0BgBSci1+h2FpQzLCHgQ7AfLO8+w5sLpOHGl5cSVVgAgiF4cBEuPXOsOv2Ht5I6HPC6Rt+fB3mgax+HSFVwmJSeOstxkFeJ8Pt6qRjyelaI4jY2i33+PLS/3rKjwEAisFgvOMFhDg4hlEY/Hs1qtYWFhc+YkJScnR0RE9IbMLlx0ieMV6Lq6uvz8/Izpdl816kVwDGAQWqBZdoDdNO7Sn110BkIIxxAAUAwj4fIl3Da3UQt9df8TA6yVoQEAELBs22uj5aqijCOsfYbGw3Fuh3iLBIYhhBiWxVFbAQwhDoYBAIYwArt6ksQJW3kMYQDAwXAMAQaIwHEMEAfDm4y6sw1V2y5feWDY0Jy6BoZl1q4A2SCPvNGR/tBjUTQLADyrlCXtGcrdeZg+kncoy7x1JyYSsCmJN4x2/9PvfAAwmTj+/v4Gg+GHH/i+vr5Dh8bp9Xoul8vlcmfPDo6Li7s+eYoLFw7B8Qp0bm4uAnb4kP6ky/y5NaE/9M12pf/McbpgEK4edIvBvInQRoyHT6Ne22jQDvH0ifNy3gHbiy9UW0yXm+oLFc3xPtIqlaa40kkV6D7+zdma67HXtZWiN+04eeBMYbNK5yt1X5SenDF1BIaQ1mAa+8i6vC1r20suf+f7JVOHTxsV22NRR0dKLlRpTNDEHaDd0vhkclQ88eoXOr3hhmWMJmQwAoZhISEhgYGBZWVlTz75ZFxcnGsjoAunxfEKdHl5uVDQn4J1wmBVvwbePQ+8O7IXg9yFAwDEJDfNL/S3snyV2ehoWbpguHeQXK8+UlET4CYCALGzxg5h+3YGfjthRlkWXvh4O4bQf16829fLvbyu6c1Nu6sbWlffN82OErbDJ9szPfWrgbA72NZVsnI5wxMosbCTr4bPY6eOs2SeIhvk5RUVFQCg1Wpd2rMLZ8bxdt+ZM2dq9VBU2Z8G7P4kqx0ZcNMGV998I1zjFgB48oU+AnFJq9JA3VLsLUdBYNi04CESkl+r1mIYRAQ7WqAbwDCA9eFzZTNz9Mw1MKugsrRG+X9P3+kndUcIIgKlG55f/NsfuXUKlb3FBABgB2Dnei3V9eotW7YcOV774WcCZQsGAA8/fX77rvr2AlkXWt9fv/+fr+nWv6p75G4jQqDR9IO0xC4GM463QIeFhXE4HLmSSYxyjdnOzwD5jmwW1n7kdu/CIaT6Bu+rLPy1JPfeWPsHx7UjAg5JYBiPC+8/50SBn6+B7atMe+3NAfTQ2pFfWj82KYLktBuGwdNNGB/hX1AhH50QBgCTV2xof0utMy6ZOvy2RGVYPolbKGag9K+dI+RzCi9f9PX1+fAzwVMPdr6wwyVZAIiLolkW+Px+nAfUxWDA8X0tTdM4jl8uY/TOvlJ6PQO6t+uUwXfHgxaXERoAvAXiFJ9gM00drCpytCw3w0JTTSZ9QrT9tefU2bsuXm5RNJkCRmy9zapYtk8t0DYXjp41SNE0cd0WY5KDm8xtG+COfP5c+9+I2JDbkxROlajUBitBCwa2IVrqyX9wUZxKftFswT76kq833vC7qa7DACAwMLAPpXPhots4XoEmSfLFF19s1Qn/b7O1trF/dB9t21McLUZfgwaS88qg+/Zc9Iw4L99YT58abWuZqqnr0g5CazGzLBvivHsdAfrcAs2wAD0NVRkX7nfmUgVNX41brDOYc0vq4sL97SVeOxaKzSpXkZQ7zyLrZ5uBus9T9w2TKzSJQUqaxsqrcPrakI9tXCnHYFcWkAAAIABJREFUBQJBSMjtzkxcuOhVHK9AA0BMTMy7774r8Qz66Dtqx5Eb/KSciUGqQA8oBs5UwEVvM9IvxIMnOF5XaqKorks7Aptl97oI1M7FrSvQc5799+VyeXVDS+LSt/eeutx+/u+f/LKvw+HNoWgGeuqmNTYpwtNN+NoXu5QqHctCdUPLqo+2p6dERwRKe1LdTSlT6E1WRqYdMRjWfAgCe+rB8a9/dFKrM9EM0DfIrFJSQcTGxmJO643kwgUAOIMPtA2pVPrqq6/u2LFj9+7dCdFYeIBTdyWDM8jXwFtdZAbcHdkRlmU7hj0ewBAYzrAsQoAjzEJTBIZf42mAI2xSUOTO0kt7Ki7dGZXsKDlvgojkAUCD0tFy3BzUbRcOAY9c9+3BUfGhnm7C7rbGsggA8B5p0BhC/1p91xe/HH/4zf+ptUZvT/G8CYnLZo7sQVVdIleZAZDA7K/mlfVG/c4Dy8KH3+ma1Pzo6DB57bmh0QzJgb+/filjYUDqMA+9oW3+xzBQI8eGjwx3rLQuXHSJsyjQACASiebMmZOZmfnlL8ZnlxEyD+dVUpm2CKPOK2FvgAaUCwcAAD7IvsFbR2em9Fbrd4XZjhbEuVCZjUUtjUM8fRwtyLVwMMyTJ8grNtzjaEluAsN0exLu5S6cNz7xna/2rX92UXebo1gG3UYcaD6X8+zS9GeXpl9zXizgdQwCDQAbX7m3h20AAIDeTCMWAwCEBvKQojexrVpGrWcWzzaNXhsy7c7j5RWWhbN9FU3mbb/VDUuUHDiiiAgVAkCjErNYUHi4S4F24ew4kQINABKJZMOGDa+99to3O5VPLyW4pKMFugEMAzAo7dADrIMfYLdjR/gczGjBo9x64lRrpSm6RzMtHGEsy5I40d2IwSzLUgzd3igOCEMYwzI9E+PGzUC1XnFGXoEhFCWR1enUNMuEuHnas4nbIMJdltVYxTDOG4UDoZ7I9ujCsUtf+fLg2cLuZiphGNb5f9+ljYbLtVqSdsrMN/bDYoHNvxsA4OmHDFFhNAD22brk9IUnAOCVVTF/e+5iVMqB8BDhf9YlA0BdIw4ALgdoF86PcynQAODm5vbEE0+89dZb+07S8yc5qYmQdq3993sQuNKF3BgMIRIjhnu6jEB/IYWJ2FN7/kRdWZ6yTmMxAcAY/7Ahnr6OlgsAQEiSAFCvgECnEKcTWLYnS1gEjr31+PynPvgxNa57GhXL9jAIdF9SVK9jGRTYNMPRgtgTpYrJLbECQMoQslZBncy31iloLk+0Z9vUqLA2r7CkePfm0jm215k7xnW8vKkF4/F4Eomkj8V24aK7OJ0CDQDR0dGzZ8/etWtXoA8aEeeM5pTBaYFmB1S4fxYG3zd466CBFXLFXpAYsTB45IXm8kq9UsZzazXrGvRaJ1GgfQRuOIZt3M68/nivGKEtFiZu0q/th2d+n+sm4ti/mc4YEuJz5+Tkd7/e362rGLYfBHo3mGmcJTGnHIh7xubfDVeqKdtAcfCcGQA4HAj0pRdMN8dE3NIuV7UWeXgMcJO8i4GBk/5uly5devLkyXqleoSjJekUm2bhcgBwMVBBCLnM8zdimFf4MK9wimF+rT7TYtI7Wpw2hBxylG/oqfry3CswrHvODjcja8882wtl/lK7Vdp9li8cd/eaL1u1hvSUmFu/yvlnyFoThTG89kOKgt0nzV1eRTOgMzDuIsxkYSi6h/eIYSDg9uzaqy5WDMsaTFffqFPSjS10jHtgtNg/r7WySq+YOckyO93M6Y6iUV2HyWSyHgnmwkWf4qQKNACEhISczr0wPQ1zQk9o2/5uFy4GKqzLveWmmGjrrposC0PFuztR7OUAkQRH2E/7mIggcBM5WppO6WnHySHwtx+fv3Ttl3aVxsFYaVZlsBJMm7UVZ7gUzR672LUC7cy4cfgjPCNqDc3VBmVsJL1gevdup7QSL6/Gn5o/oZfEc+HCjjivAp2RkbFmzYWaBiYy2Om8OBhmMDoAsMAOsjsevKBB93R3jwP1F2mWmRESGyB2Ik9NMcmdFjrkUFXRm5/RD96B4iMdLdB13KIL2O6PnrzmBQDEhvle/P6V7rTl1FNAtcF6rKjVQrH+uqG2MzJNipcu6VaubXQ7q+NVvbDIh8Cv/ZXSNPx2RhXhSyZHCACAotlfT6kqGswEjiwUSzJiC6YN9SFnDHd3F/YsyczN+Hy3EqNwhUl9rPEShsGi2aaur/mr8Ft2cIODg0ePHm1nyVy46AWcTjdtRyQSAYBK52g5OqMtkUrfahjyVsXCDx87Xniu/cy6XRuPF2X9fGbvhzu/aD9ppal7Pn6mplneO1K4tKpBAXJ29cORXGyu0FqNo/3DnEp7tuEvdJ8VNpREvK+2g8XJonj3cYfJOrGTXW2LafOxuks1Wr7FR2hpz26IMIa8lT8EGAAIuTifxK75O1GgLakzHcnTltSZAKC8wVImN2NWEW3mueujQxQLPPRDKxstX+xV7slSX395D/4aWq3HLumO5ul4HIxHYhRDq616AEAAVqp7X8Cxs6RcQTz88MOuFCou+gXOa4EmSRLDMGP3ZrB9BNv+r287aB7J/erItsSQWHeBuP3k5KGjt53ZbTAbBVw+AJyvuOTn4R3k5UQry51ioawZ657a9sKnJNG2FemNrZ9MSUw7culMcX0Fy4LOpBfxhAhBbGDkK4uecKy0gw008IJ+2w89bUYIcZx1jJfxReMDIvZXFr77Bfta72wo7Bl9rUCzrHNq0LUtpq1n5JQVC2meR1LuPaiBRRSG/eXmVDpab6KNFubsFQNJuVsZ4/aTKvgzEaOnMdZd3+Y7LtUOE5mCGtxPFtfpL1UZ40P4t3MvChX1zaFmlgUMg8lJYj6JqRk6XOR7vrmMZpgbZerulDPnOb/u506cODE6Ovp2RHLhos9wXgX6+PHjCDHJMX200btbsH/uIuzjdiUCt8lD07449MPf5/+t/aSX2CM2IPJ08fkpCWMB4ERR9sS43ln/QoB6X6d6LeNp+FO93vzU/7Wr1y5cOAmjpNEKk/pYbSmBsGCniQPdET+h+1j/iBP1ZW99zj53v9P4Q7PADMp1DZYFvZkS8QgAaFSbf7Jpz8oFBNND5ZVFFAe/Ov5crjJuP6liWBbHEFCcoKYZGJB6bq2OV03jZq7VUyW4ouPW+qrG4QwXAHhWaaBqWrXX79tPtMrcCR9Jz/tYlZ62faUeIoLLQVwS0SxtoMw0ywDA+UtERMitKtGnzxNisef999/fY2FcuOhjnMY6cR2VlZUB3kjc7QSufQHLIIC+0CavZ/HoWfWtjaeu5HQ8mR4/5mjhWQAwWy055fnjY3sl5Wxb5DcXgwCEHPJ09w8IDJsXOILEiCO1JXK92tHidE6Uh2x8QIRag732KRw642hpbPRt50EzbM/yeNsXg4X+7mTdpwerjha1/Jrd8P3JeiuFhTTP7bH2DAAssLak6AwD567ofz7Riqw8kTEEmcVhTfMxIAFAaA70UY/xb5nsqY234FoDKa/22mPiNNtqIChBqHIhy2JH83viJckwUK2wFNWYfjvdajsj4mEAwCcxmmXEHL6/wBPDsMyT5K6DXGtXrkQ0DVt3covLibvuuovH43VR2oULp8F5FWiLxWILt+yE2BKpOGR9EMfwlbMe+jJzq8Z4teMbFZlc1lDdrFPllOfH+Id7CN16o2kW2AEUB9pFF7icoG8CgRHzglJZhr3c1EubDexApES2IDJJyhPvzIR1m8Gx3elP+0CjA6IPNVqGYR2uPzMM+9MZeV2LGWj8VHHrlXoDaxIFNc0iqNtaFGCAwTEwmpn/HW7enaXGKVGIcoGvanxo0/yOQfHaCmNWANZdQCCusdbrgJpfYjuPMSSwqFxuPnRRW9ds7ZYAxy5rvzzQtOVoi97EYBjCMBTpzwMAHtkW/nK0NAYHJBKJ9hwh130hqJXjN6qqogZ/+xPhH2fIJUuWjB8/vnsfhAsXDsV5XTiioqLOn8/SGViRwNG94HXYEhFiDnKwC/MOmpo4buOhLe1nuBxyTMzw44XniuUVk3rJf6PNg2OAKFV/aocD5HbsDkLIOf1HnQcSI9y5QrlerTYb3bm35Ujae7iTvLnh8XnKupyGmg+/Yl981GGSXCwCmZickdh38X1ZR4fqb9RYjhY2y1VmmTqVb/VRC6546uIJxi6LqixFs5v2NzWpKU9dkpc+4SZFjWQjAIyPlcT4C77KrFfAWTPZIlOnIMAJhm+06E5c1p64rB0TK5qUKCaJLj4xlgW9mTl+6ar5Zsl4j5gAri3pI5/EbF0rDycn+SRkNuTFxsYWFRWt+wJ/MMOYPPRaW/SlK8SmLXw//9A3nnzQ5frsot/hvAr0qFGjfvjhh4JydmS8kw7kLNv3XtBtZIyeverbdzQG7aioZNuZ9KFj/n3gW41R98ysB3upUfuGscMxDCFkoSztXs5mykISfRr021HzAYqmN+48cuRCobJVE+jt+cQdU9PiowDAStFf7zl2KPtSs0bn6+m+cHzKnZNSHTRPYxnWWReAnIZJPvG/VZ89UFU4LiBCwhXwndVfP1EWQLPMBUWtshVkDkrxxuOC0ci48ftuxGEdGq5fbbBuOVlntLDuxiiJMQYAvDWj7FU5AjBaWbOV9ldNEpoDb1KSRXSzKJdLYMmhIgB4cmbg9rPKwtoSM9Ei1Yyw4vqEYNHcEdIvM+tOFujMViYxCKYt//KppWnPLBtjq8Fotqbd+9mk1PCPXpwbO++fBIdj2wuTnJwcGBiYFieJDbpq8+aTGAvAAIMBJuO5BwllLS0tb7/99vfff79py2VvKSsWsalJ1hEJFJ/HKpqxjVt4MTEJzzzzjFDolM6aLlzcFOdVoGUyWVRU1PHzpalDHWXqvSG2lUG278Nw/AmBE8/Memj1t++2nxkSGEHR1PCwoTwOt9eatWdkBhzDhwZF/XRqz8KR0zxE7tml+TVN9dH+Yfaq35l5/cvtAPDfvz/CJzlnC8pe3fTz5pcfC/T2fPnzrQhDHz97v4+HW6Vc+c7/dtQomp+7a1bfS+gyP98KAoJM90s4Is/fW1EAABIuf2FkktP1VgAAEO4uvaCoPXUBFqQ7oPULhdCsglj/PnVvZQF0Zuq37MYZiVI+eUMXgl4ir0ZrtDI9jrNxc9zM4SzG+qkmEJTg5iVpZLEQGh/hVcPEolGy8978vReaar0OArDpCRIcAwLDMAxF+PEATG5C7p7jV56+d4ztQf4jq4JHXtUTFt8xn0GcpKSk0tLSH3744ZkFD9nOx877p0jAZViwUGxRYO6TM+7xkUgB2H/969NvvvkGAAwGA4ZhMpmspGLcmfPUC38zfP8rVyTyWrlypUDQxV24cOGcOK8CDQBz587dsGFDeR0bEehcY5ItfD3L9mliET8P78+Xv9N+GOET/MsLn7cfIkAd3+0l7KtXPT/vka8Ob1v55VsAEOjlu+bOx3vJe9upKKtrzC6q2PH+8zySAwATkoc8s3iGQqVpbNWU1TVufetpkiAAIMzf+4Mn71n8ykd3TRntL+1rsyG65ZwXgxxfvuSO4FHlOkWhusZEWZ2rn+qAO5dP4kRptWNCQ6s0wLKA9aFLslxlVmosDAtXGvQtequniFPeaBDy8OkJ0jBZr6trrXprUb0eAHpDewYAN32Umz6qy2IUbqiTZALA6Ki/9KvDw0QBnuT3xxt9JaSYRwAAw7I//LDl119IBGA0WwgCyzxbOmV0JADsOlLoL3M7ll0xYsmnDMPG+hqbLQK9Xv/kk0/u2rXrjU0XHpyfkBYrAoDDXz3aqIJvDilwpfGl79Z/seJNWzam4uJiqVRqNptJkkQIffzxx3XVp8uq8OJy4uGHF7q0Zxf9F+fdRAgAI0aMEAgEJVVOt5SMYSwAMIPOg9bOLg9eYsnqhcu/Xbn+25Xr31u2Oi7o6pBAEpwdL33RezHsbPdh/0xct0BRlTwhPMimPduYP274iJiwSxU1afFRNu3ZhqdYGBcaUFhV3/dCuizQtw6PIOMkgVyMwydIp/3cmow6C00F+Dim9cmjICUeLtVoK5SGvmlxX56SYSHOPSjVM7pFSxXXG0S4UGtgt56WZ1f0VuAUucr83cm63GqNUmtp0loI2sFuCfWSI1ZStSBFmhBy7Z5FH3fy+blB94xreyCWTfQFgFmz506eMk0oFA6PC35h3d7GVrNaazqdW80h8LSk4JPfrUAIfbjpMGXW19XV/fjjj15eXopmFdNhUOBxEY7joxNS/D29TxadF3P4LMueOXMGALhcLkKorq4uKysrNYnasoMXEBAwduzYPvosXLjoBZxaga6rqzObzUK+041J7mIEAJc0FQNmU90tMmDu13YjDsl3ZaVpHO+kXYpmCOLahWaSIEzm7m2Qtw99u7oyEEBOHeNRwhVwMLyxCQDgn9/AKx/Dl9uhtqHvBFg2FzgEnC5R9U1zk2O9AIBm2QiRb0bwuLtCxs/wG74oOE1MCA5falIb7G+J1xqpn8811DSb9lxUaoxUoCePRY5MBanlVZo5qmAp73rt+Xp4BIYhWDk7aEGqlGUhJCrZbKX//mn2S/8+wzDs3bMTORycRxIIwfIlaRX1GqPRWF1dDQAsC+7Cq70Wn8QAwESZo/1Ca5rkcZJghFBGRobvnzzxxBMI6KpaVNeA3X///Xy+k+6+ddEDEEK2yVLPoChKKpU2NFztlRiGeeWVV8LCwgIDA1euXElRV39QVqs1NTVVqVTelsTd5/Tp04sXL24/dGoFuqCggKZpT3enG5emjcaGRmAlutrjTflWtjvZlvozAzCumSMie0UF+lwqr7F06As+3rZ//ZY9sSH+5wrK6A4i6Yym/PKauFD/zqrpXRBCA/Dr7k1Y1qlnlwSGBYk9Kmphyx6orAOCEuQVow++gtf/DXWNfSEAhoGXBBrV5r5oDCBUxveV8Cp0DRRztX/GAJvqn8SwcLK41e4t5tdqdSYqsGU6YolTxa0qA8WAY4YGLa+y3PvnBskJIRfLGO196xeSBAr04vFJnMMhBQJhvVyek1/mLfMi8KsqcvyQcLFEanvd3Nzs7+MxNPiqEsyzKdBM25wfA4QAzZ49OzMzs6GhoaGhYc6cOTSDLlwmH3300YSEmwUPcTGoMJlMr776anNzc8eTb7755meffbZu3brPPvts27Ztzz//fPtbH3/8cWJiokzWd1F9bIwePbq6unr//v22Q6dWoMeNGxcTE/PtLkqudLqh6dE78Rljcbmp+bDivJ5yyoTjvQByZiNbd7CFmHCIBTouNCAiwOetr39T6Qwsy+aX1ew8njMrLSktPspTLHxz869Nai3LsjWKlpc++3HisNgw/24MgfbCpT13F6d13mhnuE8QF+ecvgh+QvcFkYlLh4wY7Rdq0BEffAnZl/pCgMZm8HHvvS3O1zIiVGxhqEbTX2zePIz0JEVlCjt7kpitzMVKDUEL+BZvBKA300YD4asZc02xnUUfHSjdaHtdpDz95pE5alObCe27i6+crd1xouqnny+/116eZqz/dzxDqa++FRmU4pxmca6FUDVITpI8a1q0+3Nzg2wabbfgkdjTswLD/L1aWlrMZjPgHAt1tTe4UGrg8Xg8Hq+kpESr1QYHB3d88PkkAgATbS2RVwVJ/QAAAbiRgs8//7ylpQUAli1btnr16n/961/p6Y7YzerCKfnkk0/c3d3ff//9jietVutnn3327rvvLlq0aN68eRs2bPj6668NBoPtrQ0bNqxcubLvRUUIrVy58oMPPrAdOrUCLRQKV65cKfUO+NcWurTa6TyhZ47BHlpAaGndAUWW0uKkCcnsi/NrCbeIAx8mhNAHTyz1EAsfeueLac+9/953O199cGFcaACG0Pqn75VJxH/74Ktpz73/4n+2jI6Pevm++Q4S0iHN9mOcf8rhRvLujEqeERI7IzQWQ4iHc+K8/FJ9Q1iA8tq+ECDUH2paTAZL79pltSZqy6n6jUeqD+Q3AYAXV3xNATFHoDdT352sP1rUsv1cw4H8pluxizMsKLWWG33HP52Vq42Ut2YkAIQrF4c0zQ1XLBaZgq8pFu6RXK26bHtd2pItJCWlLdkAwLB0jaYozCM50Te9pDnLTOn/LJPjyfeTCa+tp5O75leohIUtwvwaz/0IsU/MCJiScFs7j7k4YzAYggIDDNpWAmu7bxbg31/99N13323btq2urm7KlCksizo++DiGCAyyLl+sa2kcO2S47eRYWay+VbNmzZrHH3+cZdlhw4Z5enrejmwunByFQrF06VIfHx9fX9+lS5c2NrYtctXU1MybN8/DwyMlJeX48eMikejSpUsAcPfdd+fk5GzZsqVjJfn5+QqFYubMmbbDmTNnarXac+fOAcDevXv9/PwSExNtbzU0NCxZskQqlfr6+j711FMmkwkAioqKpk+f7u7uLhaLJ0yYcOHCBVvh3377LTk5mc/nh4SErF+/3nZSr9c//fTTISEhYrF49uzZRUVFNymckZFx7ty58vJycPIoHAAgkUjWrl27YcOGzTtL7p6BEqKca2BPjEYv3M/56HvrUeXFFI+YUIGvoyXqTQaQVsU41PGGR3Kev2vW89fFp+NzyacWTX9q0XSHSOXiNunLKBM9g4sTAWJJ+2Gr2XBaXiESwJyJfdH6kHCoqGMNZlpgv6ByVpr9/FCVzkwDAEmgEWGSs6UqBEhAcL04ohAPGQ+/NrT8aGkMNEFDa2tNcysHwymGuVClyRjpG+4toGi2rtXE42AdLeVmK7M3T1nbbNKaqClDpSMjOgmsYaVZxBK2kMyIIUhGcn0ZAAj1SPqt8J8W2kjivLKWnPTw+680nR3hP6tRV0HiPG9hMAAKco8rVJ5K9psGAJcVxxJ8bslSqxYUkwQaHu52tkSTHCrmd9/wbCPY1+P3jx/7cf/50trmRYsWZYz3+tfXe4+fr3z98SksC288s/Dt/+z++OOPIyIiNm/ejADmjpK0DwvTl3+JIaQzMT5esveWrWrfAv7Cl+8DAitDMyyzY8eO+noH7Ip20WcwDDNnzhwcx7du3YoQeumll2bNmpWdnU3TdHp6ekxMzJ49e+Ry+UMPPWQ0Gm2XeHt7e3t72xTfdmzO0AEBAbZDd3d3kUhk08UPHDgwdOhQ23mapqdOnRoQELBz586ysrJVq1a5ubm9++679957r0gk2r59O0LojTfeeOyxx7KysiorKzMyMp555pn//ve/R44ceeGFF9LS0saMGbNs2TKFQrF582Y+n//BBx9MmjSpsLBQrVZ3WpgkyaioqEOHDj322GPOrkADgLu7+7PPPvvf//73f7/nPn8f7id1rlHKTwb/eILzwWbruZYirdUQ7x42YPwcrsX5jWy3jMOzlDk5CCHHftetOs3y/7z2898/sh3uOJe578Lxd+551lPsnldV/M2R3xpVzRhCqZHxy6dl8Mi+cwy4EYxD03b0DK3ZRDPMpJEg7P2tXL8dgj+yQMwnvET2TJaUV63RmelotwA+Tl5WV58uafXhSUZJY0TEDWNO4wgbK4ttP6QY6rfasztzGqfESw/mN5kpBgCkYnJ4qNvwUHeKYX86K69tMYkIPkK02tj5jt6kYPEBdRNgFDA3G1JFpIdUEFSrLhJzPQUct3jviYfKNlOMpVp1OcwjybYLNdl36gX5wWS/aVbaXNKcPT1yeZcfgp5bZ+QoR4a6TU3wmBgn4eA9fBJnP/0FwhBNsyEBsnETJvtLeQmhgn+9Mn/DNycznv9BozPLPEWjRo0aMmSIzR8DEDp0QeslJvy9OIW72vxT//27wqQnff/0k/7lxU9tL6wMta3q5IoVK3omm4v+wvHjxy9cuFBeXh4cHAwAW7duDQsLO3bsWFNTU2NjY05OjpubGwBoNJqHHnroJvW0trZyuVwO52q4Kjc3N5uTdFZW1rx582wn9+zZU15efuzYMU9PzzFjxphMppMnTzIMs2TJkjvvvDMqKgoA5HL5s88+CwClpaUURT355JPh4eGpqamRkZE+Pj5FRUW7du2Sy+U2j+qtW7cGBgaeOHGCz+dfX9jWaFRUVFZWVv9QoAFAIpGsXLlyzZo1P+xpeOpugtun6eq6hkfC2uWc//xEFdRUaSnjKM9YHDm1b0yP6Xcqwo1gWVeg4y5wnu/6lzMHM/PPvrfseYlQbLKY39n2+Ut3Lk8Ki9EY9F8f+fW7Y7senbq461p6GwT97lfvJ5JgCJXX9voPgWHgSBYEefKnxHvZd95qMxX78CRBAmmwQKajjD48j27lsiEwYrJv4gH5hd8vKAAgTTpESxnLtA0H8pvyarRaI6U30yleUdFi/+01p5Qay/U1VDUZSxsNAGDC1DzG6+bNhXsmV6svc3FBhGcKB+f5i6OqVJeq1ZcjvVJsBWKkaXuK/6M1N9doCgPdYkTkXzwxTKSSRhahOaDDObZJfJ7LwaYmeAJAj7XnvJ9esr3YeLi+UWUBgDvHSDAM+FzOmscmrXlsEgCwLKz/pbGmpmbq1Klnz56tra1V6ancCoO/11WrPJeD6TtLYsrBCALD1epB4es4mCkqKgoNDbVpzwAQHBwcEhJSVFTU0NCQmJho054BoMsIhh4eHmaz2Wq1tuvQGo3Gw8MDABoaGmyaMQBcvnw5Li6u3Slo+fLly5cvB4BVq1adO3fu4MGD2dnZu3fvtr2blpY2duzYxMTEhQsXTps2LSMjQyAQ/PzzzzRNt1cIAFqttrS09LHHHru+sK1AVFRUbm4uOLkPdEe4XO7f/vY3eRP2/R7K4oi4XjcHw+Cpu4mxyVitSXFEecFEd9LP9ndYO+YhdOH0OMl3ve3UvmMF2e8te04iFAOAzmSgGSY6IBRDmEQovm/i/KTQIY6WEQCAub31mfpm5bRXnvnm8J72M2arZf4/Vr/z49cAQNH0t5l7l3/83qJ3Xn783x/sPHvcLqtBR2uKWWDHJN1+TV2wbT816D/+AAAgAElEQVSwLEyM9fS19yZCfwkPQ6jW0AQAYg7fj+/Zg0yQXqT4rpBxqV5Rk3wSwkQ+iZLQO4JGh4p8WjUMDwSpnlHRYn8A8ON7VjUZP9pXeSC/qePH/1tOY4XCiLMkl+rcc6MjYR7J1apLpS05kZ4jACDKK7Wk+Vy12maBBgDg4NxY2bhLjUcLGo8n+l7rv6F0y6r3OFIp+40i2vykjaTSQqhHR7nZZUe02kDZtOdhEQIvt2vtawgBn4ssFoufn59Wq2VZdmSMcFLiX7zM+SRG3cBBjodxWlvtH//EhZODYRhFURRFdVz17XIHv6+vL/zpyAEAOp1Op9PZTkKHBWSr1Yrj17qEGQyG9PT0Rx99tL6+fvHixe+917YxVygUnjhxIjMzUyaTvf/++8HBwXv27KEoSiKRXOxAWVnZgw8+2Gnh9tYZhoF+pEADQHR09IoVK4qryXc3UXklTjK+/4XF0/DF0/AWq+aQMkdt1TtaHDvjPCZJF4OELcd3/+/IzrvHzRbz23JSSN085qRMXPH5G//a/d0fl7MInEiNjHeskDbQbW8REPH4R/MvtGvGZ69cJjkcAGBZ9q0tX5XJ6955YMXPa959KeP+zNycL/b+dpsCay2mam3rqARIjLnNmrqmsBxIAgV42DmVd5nC8PH+CoZlb+KwcYtggEWJ/f35Vze3jZEOWRQ8Zobf8Cg3//YzQ92D+UiQU6G+WKWxnTRYaIOZFusjwhuXIOjatztEEi/XlSn0lYHuMQAQ6ZWS15BJ4jwJ72qSmyS/KRfkBypV+UOkaR2vtRJaM6GSuZEUoVMKz9tOtgovYwiNje1ad78VjhWoAGBMrGhhWueuIDwOJpfLq6qqbA6syWH8a/yteSSy0lS5rrFSr2g0qRUd/jCEabVau8jpwmmJiYmprKysrW3bmFxTU1NZWRkXFxcXF5eXl9f+AHQZMTohIUEmkx06dMh2ePjwYZFIlJqaCgC+vr4lJSW287GxsQUFBe0rG9999116evqRI0eys7MvXLjw9ttvz549u927+ujRo++8887IkSM3bNhQUFAwbty4jRs3xsbGqlQqo9EYGhoaGhoqkUhef/31hoaGTgvb6ikpKfHz8wPn30R4DWPHjg0JCfnhhx++3nFx+Z14bLjTTQDGJGEyD/jiZ9Nh5fkxnkN9eQNnuzHbv+ZbXeBKFHJTnMC/xWQ1VynrX7/7yU/3fD80KLJdh34o/Y7FadMv15RerCjcfPiXJWNnzhnRJ5vgbgrb2bJ1t3ATCL0lHsV1NTGBwQCQmZszMX6YxqDPrSitbJRvWrmGQxAAEOLt+8a9jzz0z7cXpk3w9ejCYeAmVGlaAGBqWpcFb5ejWdCihslxnvZ13jhd0vpHYYuQ4E70iQrg9/xz6BZJHmFJELar7tzhgmYrzTRprTUtRgAQm8NusQYS5/uIwoQcCYYIAPDk+ws47qEeiR3LBLvH0SwV6TWCg/9lYmAkG1lgZg/zOlOivlJfVcFp4jISPVmXGu5mr565XGECgEAp50yR7o88XYg3uXTSX4awMXGirccKvvrqK4vFMjSYFyC91p/SXUgwwJ5RFnVaf1lZmZ0kdeGkTJgwISkpKSMjwxaW7qWXXkpMTJw0aZLFYnn55ZfvvffeNWvWKBSK9957D8fx643H7XA4nBUrVqxduzYqKgrH8eeff/7RRx8ViUQAkJKS0q5Az58/39fX95577lm7dm1dXd0rr7yyYMECoVBoNBo//fTTtLS0P/7446OPPtJqtTk5OTRNr127lsfjTZo0qby8/OLFiw888EBiYuLUqVPvuuuu9evXczicDz/88MqVK+Hh4XK5/PrCtkZLSkpsjiL9TIEGgMDAwNWrV7/55pu/HSkeEtaD9bpeJyoYW/MItv5/1uPNecMl0RFCByTC6C2c8OPuMY5XEZ0bR+vQJMFZvfARHMPGx474ePe3ryz+GwJ0oaKwtqlhXurk0dFJo6OT5qZMWrX5g5nDxjskK/tfQAi7bR/o9MQRmbnZMYHBepOxslE+IT75dOGloprKlOhYTocc7xKhOCYwpLiupscKdIvJkN1YLfUA717WPJWt8Oth8JNwR0XYx0TaTnaF2oMUTfNNJjC7xfS4RSZ6x/9el3X4cjOwGEELPE0xAks3kqQ/OOyDjodPjd54XRH09OhN15xigFILijk4FuDJXTTa+0ShKr9apzLURfrwZyTbzUwj5OE6E70nW60zMgBwpc6kMdBugqufcGwQb0qS+NDFEjc3t5omvd7ECHnY7nNqK80uGC1BCNITxUlhfCvNWimW7pDmm2Vhy9EWV/KUAQ+GYXv27Fm5cuWSJUsAID09/aOPPsIwjMfjHT58eMWKFTNmzIiPj//2229TUlK8vW+W5eCNN96wWq333nsvTdMZGRkffvih7fz06dPffvtt22uSJA8fPvz000/Pnj2bx+MtXrz4/fff5/P5r7zyyvvvv88wzOTJk0+fPv3AAw+sXr06MzNz3bp1n3766Zo1a7y9vZcsWbJmzRqE0LZt21atWvXAAw8YDIaJEyceOHCAy+Wmp6dfXxgArFZrSUnJ1KlToT8q0ACAEBo/fvymTVf2naRnjevr3vNW8HSHNx7n/N9ma3brFT1lTHAPH7ChOfovri/kxiDk+AcWQ5hNLb5/8oLnN//fvvMnZg0f7yWSrN+xOdw3KC4owmAy5VeVSIRujteeAYBlmds2Qo+NS/w2c9/fZi08VZg/Ji4BIQwAKIa+XkfkEITZ2vONFmUqJQvs32+2Cd4OWCj46H/AwbEFI3zsNfVmGDha1MKyrN5Mx7p59L32DABuHAEfJ2mzIKRpbp812uBxwsxpnZXkZXvYJ8RJJsTZeU4CAKkR4l3ZTToj68YnjBaGZuHbzOYIX15q9FWXaJmEAwCBgYEFBQX7ctTe7kRWsZ4FmJgg9hDhGAYy9070isIao5ViR4wYYXeZXTgJ7e5nPj4+P/744zXvNjQ05OXlHTx40Oa+nJuby+PxbJsCbaSkpFyztQPDsPfee6/dg7mdWbNmPf744/n5+bb5WHBw8I4dO64p8/bbb7cr2QBw4sQJ24tVq1atWrXqmsISieTLL7+8/o46Lfzzzz+PGDEiMjIS+qkCDQBDhw4NCAg4cLou1B+LDXf0UN8ZHALWLuf8dztVWF6tpYyjPeP63Sb9AYwrht3NcarPh4MTqxc+/OL/1g8NjgyW+T09e9l/D2xTqJsRQjH+oWsznCMwFkK3/6EJefxI/8DcitIjeTkPTZtb26QEgGj/4I37d9AM0z5P0JuMhdUVj87oeZIdimEwBDw7+yT/hcJy+GIrsAB3pHh7CDldX3BrbDldV91sAgAxhx/jFmivaruFmbGyAGwfpmOiCL2RbBRwseFhol5tKClEJBNzCAKTijl7zjddrNQ1aUCh0lU0muNDeD4eZLgvKeJhADBs2DCSJC9evNh+7Y9HWxakSfw9O/+uc0oMISEhLgv0YObee+/9xz/+cc8996jV6ieffPL+++/vWTJgkiSfffbZjz/+eNOmaxdqehuWZT/66KM33njDdthfVTofH5/HH38cIdTY0slCs/OE6XhsETFhOFZrVB5RXjAzTiPWoIePc1kWDBbK0YI4L4714PAQubUHgQaAYKnflufXBUv9AGBUdOLHj7y85fl1Pzz34et3PRkkHVDZi9KTRvx6+qhSpYr0a9MOU6NjJULxul++b9FqWJatb1a+tWXzmLjEEO+e37gXX0gzcDTLTkJ3xr4TwAIsHOET4ye0V521LabqZlOU2H+Cd/xs/xT+dUlS+oZSrdxEWyWG6L5pzkyoqjx3A05Nibe/yfl6/D253m4cDMHsYV4kgYRCYUhISEOr9ViB+fsjzV8daJIICQyD1tbWp556Kjo6miAIAEAINbRaj+Z1vkdQY6BL682TJ092qpm5i77E19d3586dP/30U3R09PTp04cMGXJN7u5u8eyzz168eFGpVNpRwlvhzJkzQUFBs2a1JUHrrxZoAAgPDw8ODq6sr+l4UquHQ2fp4+eZyCB0z2xcInb8z/WOKbjUA/1yWHNIkTNBmigmBI6WqIegAZRKxTb0NustArIf/wR6D5ZlWZeTePewTyKVkdFD123/ftHY9HZVAyH01n2PfXdk36pNn2gMeqmb+7RhI+8YM+l2WomUyEpaFdsPagkCxg6zg9jXQDNgMgPLgsrQwzkqw8Lui4rLtVougT03q22L3plSFQYo2SOc4wjPjXaUZg2wILJ0nWHbLmgEpQxmeXxaoJeoTzsrDEP3TfQ7lNtSVVUFABaLBcOwumbrZ7sVOEJ79+6dMmXK2rVr77//fvhzaFDpOw9gd6XWDAiNHj26L+V34WxMmzZt2rRpdqmKJMns7Gy7VNUt0tLSfv755/bDfqw9GI3GhoaG6L/2/vmlzLEcJjU1tbS09MtfVc/fRzjDjHf8cEzmAZt+MR5WnB8vTfQi3RwtUU8YSFE4bPu9aKbvFmFdDGxYFm7Hrd7fS/bNqtcAgMvh7Hitba/M5MThkxOHAwCPJB+dMf92fDauAUNoWsiQ/ZWFW/fqCkrhkUVgXzfyH/dAQxMkBImHh3aS+LpLKpSGQ5eam7VWLk6arBYzxXCJNvlYAMLRLu8x4gCFUVXjuTdMsagPmjNyFDwO1sfasw0/CXnfRF+jhZG3mlt01lPFGjPN0ZstNnUZwzCEkJ+fn1wuFwgEBoOhRUtZKIYk/vIFsQDZJfrY2Nj2JBouXAwM+rFGdPz4cbPZfPAM889vKcWfjhxqLYsQEovFGIbJlazz+HIMCcNefIgA3HpEeaHa0OhocXrIgFmAGzCmdBcuegaJE7PDh8Z6+uaXwN/XQ22DPSsvqwE3PmfuMG+SaOsxTBZGoTbfqHyr3vLjaXl2hcp2uO1sQ5PWEuceNM47DkPYR3srPz9c/d2JugqlQUIKHb6/1Y/vkeIVSWHGRsnJ3m5Lz60zc1pGhIu7Ltpr8Eks3IefEuH20CQ/jLXKZLLJkycDgE6nw3F8/vz5AGBL0kYzoFDR1QrLwQuaX0+pvj7Y9Okuxbs/NjS0Wu+44w4H3oILF71BP1agFQqFSCRatGiRhfXeuJ1q1bAAIBIglmUzMzMxpuX++bhTJf2WeaK1j+FCAXu6paBYV+tocXrCANM6nTEIonOAnCEMR3+j3z1NOMLS/MNmhcXhLGf912C6oX7bbWLCQG2wXqjSXKhsSziy6WjNV0drd51XfHaoem+usn3pR2uifr+g+PKPukql8dClFpOFMVgYmmHjJSFJHmHeXPcZfsNChN5g5SpUtIQQD/MMt5uUt0GoyMeNI9DwKihC13utGDnKBvcTJIEmxnl0Xbr3EfPxxWneZl3L6dOnU1NTbRblmpoaALAlyKAZduM+5ZcHmk5e1l2uMirVNEUhC8XEx8cPHTrUwdK7cGFv8PbthP2OxMTEefPmxcXFxcbGHj2edeCU8Uola6FArmQBwGyBUQm4l8S5xjSSg8aPwC6VsCUtzRRL9680K6X6eoRQpHgghLXWUcYqfeMQX3eJwJnmWE5DiVLbojcneIQ4WpB+Q6GmVsAhIyUyRwvSbcQkL0AkKWxuPH4efj8Kai3ER91WhRYrfLsTaAZKGw2ljYaLlZojhc1mKwMACo2FYMnqVn12mTrAk+fG53yyv7JRbREQvBGeEXXG5uwKdUGd1kJBqlcUF+cAAB8ngwTSKLF/nHtQhNhPRPDtcte3CQLUZNaorHqC5vOtN4tl22N0vBq5x1EOSa+YHsgjHWnq0hips6UaDxHB5WASAZEQLGIZKv9K1YFDmcnJyQRBnDt3bsiQIUqlUiKRmEwmAkOPzwhIT/DkkbjBTBso4o033iBJV0/rYqDRjy3Q7YSEhKxZs2bu3Llas+f5wjbTBsOikmpnNJgSGPz9ISIuHLuirTnVfJm+7dixfQYCGDAby2zmVdrlyHEjWJYF1z7CbsCwLNZvbfaePEGMp4/Vikl5olMX4R//uS1rNIED9edeMgLhDE3wMBIAuBhnonf8vMCR6T6JGEt8f7J+e5acYthR0uh5ASNDRT5p0lgOcFQGaohbgBvH2Tdbp3pF+/AkTeILBm693Su3EOoG9xMCHvvEjAA3voNzHRTVGY4VqLaeUjRprAAg4GKThnqMjHIzmUzNzc1jxowZOnSoWq3+xz/+kZGRQRCEiId7CDkHclv2nG8ubTDOnj3blkDOhYueMX78eC6Xy+PxeDzes88+2613e5V+vImwI8HBwffcc8+8efNee+21xsZGAGBZtryGMZgwQW/GOu0xyxfh2w/ByYsKU5NlnFc8idktTmrv4fIbHjxgGII/pxkubol+/uMY6x8+1j8cAIpbFaflFf/4D/Pq49CzzhPDQCQAjQ4AIMYtIMkjrMbQVK5riBL7+/M9AcCX7zE3YOTZ5islDUocYX78toW4EKFMRHDVVkOosBuJ/RwFB8PHew/dLz9fLzka2Xi3fTMzKdzPYDizfGqAiOf4MTopVHSmRNOosnz9h3x6smdisIhl4WiBKiAgIC4uDgA8PT3VajVBEBs3bsQxNCNZVt9qzi7TLFu2LDU1VSqVOvoOXPQ+7Eg7VIKOA3CvP11cXKxQKNzdO9+RfPN3e5V+bIHOz8+/JtuNWCwOCQkJ9EFcDuAYlNex+085r5Fx0VR8wSRMaVYdVl7QUyZHi9M1NLAOyfvlou+x6QJMf9cK+5KBMtuI9vCeGhxjMmNvfw6mHnVLn3wHGh0ECaRJHmHxkhAACBJIJ3rH+/OveqxxMHysLHa0NGaqb3LHcM5eXLdwke/NNye06jUZ61a2H+7IOvzEf99o0am/OfLri9+ua5/nN2tVd//zueL6yp7cw61BYsRQ92AW0Xqu3I7VmjhNRo4yKUTYpfa88ZfTz6//tf3QYqVH3ffPstomANDqTcOWfvDEe9tuXx4ugd073sdLzDFZmYO5rTYndYZh09PTeTweAKxYseKdd945c+YMhqEHJvpG+QlOFqllMtmMGTNkMtmA2Xru4iawTMnt/0FnyYm0Wi1FUTfSj2/+bm/TjxXo6urqEydOMH+NRObr69usAgsFU6ZOnzZt2rEc5lSu8/pITEzBH72D0NH6w8qcVmvnIeidCXagKAlt+70GzO3YnbYxz2lnn87HQFqfCRBJ0oOiDUb0Rfe1r/MFUFoNse5BY73jhroH3yT9KgIULvL14t5WfIlfzx48lHfqvWWrPEXuS8fPVRu1B/PaImNsOrRtatKYaP/Q26m/SwIFUhIj6iVHWgWF9qpTz6sDgFuxPc+fGH/0fJnW0OZwc+JiebCfR0SgFAD2niqMCfE5nVfRojHcvkheIs7fpgV4iThGC/2vPTW7cpoAQK/X295FCGm12n379iWFCP09uUYLU1xvmDVrFo67DC6DhyXtfyybxjKCW/pjUzte2Gm95eXlOI4vXrw4LCzszjvvrKysvPV3e5t+rEDPmTPn008/vSYVpFqt5hAsnwvnzp0LCgqKjIwsqXLqgW1oJHpuGUEhS6bygtzU4mhxbsYA0hDa7sVlGXFhLxBCA+l5ChJ7ePIELZpuX8iwAADeXPc+8AjfdnrfsYKsd+953l0gBgCS4Kycff/XR35V6TUXKwqL5ZXLxtstcvaNIDFiut8wKU/c5JbT6H7KLnXyLFIAOFva9afv4yUePiTw0NkrtsO9JwvmTWgLdrHjSP69s0ckxwTuPVFgF6kwBKmRYgCw0uzlGj0AFBRcrXnLli0cjLZFCylpMLAAw4b1QoYeF84KS8s7/GlZmntrf/qOF3ZaM0EQDz/88GeffZadnT1kyJBly5bd+ru9TT9WoDulurraV4oWTyOEpHrz5q/KykqLKhmzxdFi3ZRAH/TKcs7/s3fe8VFV6f9/zi3TM5lJ75UUSCGBEHoVhGDBAqJixV11VRRXV9e1rfzc8t39ilt0v+quqyKr4lpQkaZA6C2hBkhCep9JmV5vOb8/BgOEBFJm7iST+37NC2buPXPOcycz937Oc5/zPFIpt7fjVJ3dq+lYvQpCAeVmAwA+sA7Hi2BxhjFQcKD9Oqxu1yBioCeMBYqEgx3lVh+HpX227/uPi7+5c8YNQfKLpcLHxqXOy5ny7vYN72z/7PFFK2SSXuIpvY6aVsyPyktQhJvlNVWRn9REfMGRjkH3hoFvDyohCbRsSr+Se9wyJ2fTnjMA4HQxe49VL56RBQB1LV3l9frrCtOvn5Lx7Z6yQRvTg4JU9b2zohaOD5HSBAAkJ1+oEIkxLi0tzU8OUslIAOgwMwRB0PQIWNgj4i14rrL7gfl2jCX9evCdl76x14UEqampa9asCQ8PDw0Nffrpp0tLSy890159r68JNAEdFRVVWY/dDDx7P/XAEpIkgGXB4RruF7ZgFbz6KB2qgSNd5WfMdf42J/Dx5JcgRYHYB2IIh0iMStOiB11nf9u7WfjvNnjjQ5DQ4ObZJluH72xzMq769pZX73j8nW2fWRy2S3fdO2tJVVv9mOjECSnjfGdADwiECsPSVZQMI54jnHZ6wKWy3KS5TbOvJWRXe3AJQ1niw2RJEf2avlxXmH6mpk3XZdlzrDo3PTZMowSAb3efnleQppBJrivMOFPdWtvS77/itUgMl00ao86JVwLA/v37WZYFgOrqaqfTmRgmAwCHmz9aZV6wYEFIyEhK0ioyRDBHD/3Ra8+ffvrptGnTjEaj0+lct27d9OnTPZen8vJyu93e115h8P8KX++ycuXKhoaGs9Wtk3PI3DTi1UcRx0OwyssfKMPyb7x7cvOuhja9IzFO9cIT+fOmxXp2mSzunAX/nT05+uO/zhtQnzQFLzxE/f0zrqy51sG5JmrTh1uELsYBVIkQMADQZKBNIEX8RoD8Mi5SEJXQbDW++zn7yi+u0fJkBXz0DXAcAEYKSqokpTFBiuQgH2bSkFD0s0seIgli5riCv23++De3P9J9tpTSkrTopKz4Mb4b/UpcHLOv/ayVdUoows3ygPo183RI9M3anVrbOJa0WeS1CAgeWABIiZDfNqW/CcVlUnrhlIzN+86eOt9y8+xsAOAx/nZ3mdPFLPjFPwCAIsnvdpc9edfswR5cTzrMjIQm5mVrd5YZGhsbk5OTy8rKaBLFhkgBoKLFznB4xowZ3hpOZESAsTfEJO7lRHrfffedPn06IyMDITR58uQPP/zQsz07O7u4uLivvcIQaAJaqVTOmjXr8w2fGi2EJgipFD65rK16eR8AbPzXIoWc2n2o5fEX933/UVFKghoAvtlel5Wu3X24tdPgDNUO7A4oQcBTd5MffQcnyltcPDMlZNxVluAIDwqglVKe4A1KFNAi3iNgppceEECQRGayXrvS3udbQQYytUyRFhQTqwgVwDYCESRBAMC9s5c88+Eftx3ftyh/pgDj9oqVdRbrTpsZ+3U5IZPT1L//qs5GtwY5ki7VAjxizPLqYMcYdInOcNIdGLFdqlMIICVSfmNB6K4yY26iKil8YBeOJXNzX31ns9Hs+P0TNwLA0bIGu5PZ+e7jMikNAF/vOvWPz/c9cecsbxVe3XSss6nT6YnicDqdANDS0hIkp6Q0wWPYVWaYNGlSamqqV8YSGSlgzldikiTJtWvXrl27tsd2z90PAOh1rzAEoIBITU3leHB4ryxtD8qrjPtL2t58dVqIRiqTkgtnx7+yemKb/sJK58+/q37ozsxJ48M3bqsbXP/330TOnUQ0Odp3tR9386zX7Ba5DAzw04onERGvECjTSw+7m6o6ndZx1xJCJitY7TAmKGZOZI4w6vlSaJL61ZKH1u3e2NjhzURy/UfnNG5rOWZl7cunRUxNVxMIYrRSi6KmTXPAIbkQyMES9jbN3nZ1SYt2N0PYTIrzbZp9TSE/dKpOEQjNyNQ8dUPcXTMig2TUzQVhA1XPAJCfEcew/Iz8FLmUBoBvik8vW5DnUc8AUDR9nM3hPnauyVuHnBIpAwAXw6vV6oyMDIZhDh48mJ2gBID1e9ocDF6yZIm3xhIZKWCeGvrD3wcxYEaexdekra0NADRBvvIGnSrvnJgTLr8kx9BdSy7cLqyuN5+pNBTNSbBYmQ3fVT90Z+bghrh5DhmsQt8Um3e2H5sVNl5BCrEUZpThyWMXUC5D7yN+Pv0GYxxgHmgCEEJw1+KLW9ws/PtLaNZDdBjcOAcSogEAXE7AGByczzwWV6BVqv/77F+7X8aHRX+y+o1LGzx3y898bQOLuSpza7W1zcTYaBI9PD8uLOjCFWHlvOh/7WjRmWqt0sYIcyEA6NWHMeKitZJWQ2tdxNcAQFOEjEZxSvrmgiitcqhXYYRg61uPdr/8/aobL90rk1AHPhxSeTajnW3scLYZmbhQaaeF2XPWCADp6en33nsvQRB2u53jOIWEwBiau1yLFhWlpKQMZTiRkQjmR2PKwgAU0J66R4dO8XMn+cS/zjB8X7f+/7upeuHsOKWCKpob/5v/OVxdZ05NUg9ulNkFhFoFH2+y7dAfmxM+Poga7oVtRyQBJXi8ScDE6ogMmsnRSRurT336PX7odgAAnof/939gtqBQadD5Ouv/fsCHauDmuZA/Fsalwtnq5nhFWIRM42+rhUDnNB7qKLexLqWUmJoePHNssIS67Irws+ti2gzu9XvbPIntaBKtnBsTHiw53+bYc9Z4XbYmKULuJ9sHw7YTXedb7QBw5DzMHKtRSAi7m4+KivIIZZVKpdFo6jtcQXI7x+PY2Fh/2yviB3wXwjGcCcBjzsnJmT59+vd79sskMHW89zX0uDTt/7530u3mJJILU641fyl1M/yaZwr++32Nw8kW3PAlAFAU8d/vq3/9+OBzYeZnEsEq9I8Nzh/1x2aG5oRJ/VNrJyDxOAtFmdgXAeZMFYDA+8S0MkWSOuT0+U6eB4KA974AswVNC89MVEa4OKbG2lZhaf7ga9dXP8LPl8LZajC4rXKdvaUAACAASURBVKNBQJ8zNZ4w1FIk3DU9MjWqTx0cpZWsvjGhscPpWV3n+XakRcnT+n7LsGX2OE1Ll8vm4jyny5XzYtbtaduzZ49cLr///vsBoKio6NNPPz3XZMvLyxOXD45OMPaK1hphZ9EAjIFGCN177705uXlf/sjVt3pfIeVlhY1N1T695mCX0YUxlJxq/8/G80sXJx8o1dkcbOnm20u+v73k+9v//OKULzbX8EOLsk2JQ796gAaS2d15ss3vZVYQwgFT2xljCLSYVW8iTi1EACBDG8nz8MMBqGmEs1WQro5NVEYAgJSkxwbH3xxbWBiabrOSb3yAACBaHvhpy3jAVdZWmQQ9c2P8VdSzB4qA5AhZXKh0pM+tojSSJ4riPDme95wz7i83PrEwNj1afuzYMU+DGTNmLFq0aMmSJb/85S/F9M+jE8xRQ3/4+yAGDArUKyXDML/97W91bXV3LSLCtURDG6+Sw9gU70wYHE72D28d376nyWRxx0Qqnnlk/OK5CU++sj8yXP7iqgmeNk4Xl7foiw/fmDNlwlDTOVls8Md/Mw4nmhwyNlHhw+RQV2dz2yEb5/RjQDbDc1cqeIogu2ueIUAUQQFg5lqLLznMOzi3t5alXwImCYIkeu+W5QZcVZ4ieinoxvH46j9bfNW5AY+x58B7NdMTnsRwPMfjKLnW01N/Pk+Ov9rRMZijkReC5AiEKILs56BCYmOdCeqQ6xIy/G2IN8EYb6w6ZXDZFTKwOyFZGTk1vOe6DgvjaLZ3aqWqyEB3PzfaOw53VLh5Nj856IYJQi+X9DvfH+s8XW9leQwAwQrKZGenTp26atUqf9slMiywNBYNvRNV3EaERtKKr4AV0ABgNpvfeuutsrKLdZjuLiInZY9Ip7vbDX/8gDWaIU+Tmq6K94sNm9sOO7AzRDbw6mQ+QEJRBEIczzMcx2HMDdDT72AZF8slyKPI3m7CUAQ1uCTcPPBunuHwtVUdjairDODGLAAguLbLHwHqjzAlEEEiEgAaHK0s5hKksRiwJ5cfDzyHuR7tWcxaOFuP0REgEq4xFkmQ/cuBew044LqLIQ6fU5RnwuX5EBCBGO7ivMLG2xPU2gAT0ADA8vyJ9qZGs8HkdvAYz4/OixitsWRbWkrNrG3xhJDxiUH+tsU/GO3sp/t0nRbG8xIhlJubm56eXltbO3fuXLF292jGXH/D0DsJSvhqZAnokecz7z9qtfqFF144deqUyWSKiIjYtm3bt7sP56YTUom/LRs4Egm89HPqfz9ij3dUOTl3TnCKX8qsaGSy27MGmVpkWHGkubW0uTVLlaogh8V8QDDa3QYXz+QoA+GPOKzY3LXL3yb4BIogCiITCiITjrbVn+5oUZEjL4R3iJgZe5O908G5jG5bXKhk1KpnANAoqOkZwd+WdABAsIIqSFVXtVR8efoUAtDr9aKAHs2IWTgCEITQ+PHjPc+1Wu0zR48ePcPPyB+RTmiCgOcepP7vc+5cfYOLZwq0GcOtVOEIgud5CMSFXyL+IrC/SganvayzVUlJFdQIdD8MAYbndradsnMuhCA8WLJiht8i6IYJY+OUNhcXo5UmhMsQwNR0Ncvjk3XWrScaHQ6HXD7q5lciHjA/ImXVEAlwAX0pERERMpnMbHX625Ah8Ys7yHWb8PFzrS6OmRqaNaxKFYqMDIZNRITISMHFsRhjB+f2tyHCgQHrnaYqS6udc901IzI1UpSGAAA0iaamXxbDQxEoLlSKMa6srOx2V4mMNjA3GqXIKDpmi8Vit9ujwka8p+i+G6k5BUSLq2NPx0nmiuhVkf4watPYBU4eFREBabWZAaD/mTSrra3nTI21Vp3OaeQH+CtjMQcA/VlI4AvMjL3B1l7aVf1lw4EdbSfrbXqllEweUWmbhSdCLVHLqaNHj/rbEBG/wfPk0B99XZ1mzpwplUplMplMJlu9umdVoK1bt2ZlZSUmJj700EOe2vKCMVo80B9//HFjYyMAxEcGwpxhyVxSLoMt+4zF7Sdmh42XEAL9HQNGcXoEtBjCIeItAuWX0ZPzBn2z1RSuUAFAoiK8P2/hMH+k43z3VE0rUXl+ZjzGbC/LVXke8wDAA2b5C3tVlMzKOgGAQEhK0FKCpghSRtIkImhEUSRJYEQRJEEQJBAc8G6WcWMWMCCEaERKSVpGSiQERRMkRVAAQCMSIUQgRCESPEtviZ4hm2bGfsJQ02zv8liuUVKTEzUFKWqSADd7NTXvZngeg5S+kNSnscNpsLE0SQAAScK4OCXVR1qegAEhyIpXHjp06N5775VKR9IiMBGv4csQjsrKSr1eHxzcywTeZDKtWLFi165d48aNW7Zs2d/+9rfnnnvOd5b0YFQI6PLy8q1bt2KM8zOJ8EDJVXr9VFKtRBu2mXe0H5sdlivAYjiEAidnCz9s0p+JBAwB8+sAAL3dsr+5JlSurDV3cjxfZ+4kEEoJiurPe0lERMiCzZz1jrzU787UuVkXQQCJCARAA0hp8vIPipRQUk/mRxohiiRcLN9ld47RBNMkwXC8zc06GdbJu22MneV5DMDzGF/+aRMIIQQI0IXEMgP5Q3SLaQ7zl7q9jTZ271nj3rPG/nfVK98d7SAIRCAgEBAEQgiRBFAkQSAspUiSAE8GISlN0iTIJKRCStIkSChSISUILylvjsMO9+DPeA73tbMcWRyc3W4vLS2dNm3aoAcSGbnwPhPQFouFZdle1TMAbNmyZdKkSbm5uQDw2GOPvfjii6KA9jIajYYkyZRY/p4bA2qh6JRcQqVAH3xj26E/LkC5b6IfWdVEhjks5lzYtdt4qP9voQma8FKovYKQ5SrHeqWrYYjZ7Tzd0eJvKwZMiFQRG9QzhXOtqdPgshtcdgAgEcFhXkFKTxpqe0lLfjkSigYADvNujtPIpfcW+Cevn4NhjQ63xc3wPHYyLIcxj7GT4QDAzV2WPtzBsICQm2E5DIlalYS6eI1wszw78Jk2gdCEuDA5Tf1976lItTwpROVgOJbnPW5sz+hulmd5bHPyLpYnCUQSqMvidrHcSD+9Hjp0SBTQoxMvLSLs5fRSU1NDkuTSpUtLS0vz8/PXrl2blJTUvbepqSkxMdHzPDExsampyRtm9JdRIaCjoqI0Gk1wUFfg3UnLHoMeW0793wbnDv2xOeF5Glrlu7EQoCEWVhTxL3bWaWXtEgq5CEv/3+Xy0ugsD3o3DlQBLSFoo8t+tK3e34YMGCUtXZae36OoUHpIxLmutguuXIQpRLgwU2lp7quTK52+UUG+nc9fHTlNyWkq2n8GYIwxoAiVbGpKv+JePDAcz/LYI9zZvk+23bWQfAECkFIkAGDALpYnEMhpiiL7HM5od39ytNbzPJBuwogMCGXUXd3PGXuNy9ivgHipOp9WpV+9DUVRK1eufOaZZwiCeOONN+655559+/b12hJjLPC95VEhoAEgJyfneEkxxgGYbSo1Dj19H/mXj5md+uOzwnPDJL4qc4CQuARtZMNgBgBumxmUneyHOMX9ZY4tR6zCjysMkZLwWkfDzaEL/G3IwKh1NZyylhc3np+XcNllTCtVBElkVsZ5c1ZSgnb0Zj4eNHVdFoxxjGZgswiaJGgS5PRIulMaGSRLDlXVdloBoLKy0t/miPgHS+MXl2/o13fYaTjlNJzqfqkIu/7KNqmpqWvWrJFIJADw9NNPv/nmmxjj7vVLcXFxO3fu9DxvamqKjxe0zFwgrKjrD6mpqUYLttr9bYdviA0nnn+QRBS7u/1km7PLR6NgDIGWeVr0l4h4CQUhw4B5GGGx9cnShHA6tM7c2b2ADwDsjPub6lNWtytYJhXV80Ax2F3/PHT22zN1AKCQBL6LCiF0y/j4BK0SACwWi06n87dFIn4AYzT0R689f/rpp9OmTTMajU6nc926ddOnT/eo5/LycrvdvmjRoqNHj1ZXV2OM33///WXLlgl51KNFQKekpADA7tKATfoWpiVe/DktkfH7Ok83Odp9MQQG7K1FLcOFwLsfIeInFIQcAEzsAGJjhgMssBbOSiDU7dHheL7K2N7psHGYHx8T6l/zRhw8z392vApjXJgUlh8fEhM8KvLfIYTy4rSe56dPn/avMSJ+AXPE0B+99nzffffNmjUrIyMjKSlpz549H374oWd7dnb2sWPHNBrNunXrbr/99pycHIVC8eSTTwp3zKMnhCMpKemmm2767rvvapvxXUVUWM81M4GAWgkvP0z9/l/Mgc4zhSGZSYp+LZnvPwhQoHlsA+14roU4YfAZSlIBAF2MUUv5KobK67iwe4dhH4/4/Ij47pJMLTZTia7B8zzg8695nT01rW6OuyUnISXUh8tRhhU8xs1Ge1yIUkaTToY7fPjw/Pnz/W2UiND4rhIhSZJr165du3Ztj+0sy3qeFBUVFRUV+Wj0qzNaBDQALF++PCEhYcOGDX//pPOpFVTIiLnMDQCZBF56mP7Tv9kjXeVunk1XxQ20BxZz9XZdh9vE8ZyMlKoo2RhlLIEIE2MzMtYoqT8XBnmRUSacL0cURT5AQcgRICNr9rch/YUHfqdxPyC8ICEzRnXxbBin0ozRhFcZ2zMiNOOiAiXrp8/geL5cZzzUoON4PDUp6lRrZ1KoavSoZ53FebSuo1JvpgjCs5D07NmznZ2doaHivYvRhVjKO8AhCGL69OlZWVmvvPLKJ1s6H19OBaQ/TkLBb35GvbGOPd5+nsXcuKDE/r+3y23e3XHKzTMUQRAIsTzPY9zhNk8LySoz1yIEizPTfGe5iK8hRk3IlvBQiJQRUhseMcssio0HWcwuSLxMPQMAQihGGVxlbGeuWj1kNGNwuFwsHxUkr9Abtlc08RhLKIJEaFdVM4mIWWMi/G2gb3Ey3IlmQ4vRbrC7TA4GITR9+vSkpKRvvvnGarVijHfu3ClwKKqI3+FHZSnvUSSgPWg0mhUrVvz1r3/94RB/XSFBjqTlzv2FIOBXD1B/+Q97uqWG4dnxwan9fKPOZXTzzA0ZqQk/JS3fVVtf3q4/TcrbXF3RQSoJMRp/JAGDJ4kKFnMR+gYlqbByNn9b0S/amA4LZxsfHhsmV1nclyUqdHLMvpbqIJlkYaag69l/+faHZ2obMYDZZlcrFQggNzXxqaU3LH3lf9esvPP6SeM9zV56/9PZ48ctKBgvpG2Xsr2i8ZzOAAB3TUj7obJJq5DMy4iOCZa3mOyNXbbMqOAQZWCW4iup76zttGRFa8taDDobExUVlZedEh8fP2/ePJlMBgDh4eHvvPOO0+ncsmXLwoUL1Wq1v00WEY6+lgAGNqNOQANAYWHhhAkTtu4/7nLjm2YHooIGAIDVK6h3/8uV1zWwmJuouUaqRQ9yUgIAofKLcRqzkxNbzNazlnoCocLYGF/ZKiIIF85wAXnnZRigIhVd7FAL1wlDjaMeAE62N59s7yW1M0Lo1uzkS0uKCMDaxx8AADfDznry5U1/eEFCUwDQ1N4pl0r+9uX3kzJTtUF+jos43tR+vt3UarFrFRKD3f3fk9U8hgVjo2OCFQAQr1XGa5X+tdB3dNpce6p0JEk2GpoBICgoaNq0aYcOHdqzZ8/69etjY2MLCwvLysoKCwv37t3r0dDLly/3t9UiwtHXEsAB9uKFPoRkNApohNCzzz773nvvnTy++6bZ/rbGlzyyjPzwGzhZ2czy3CRt5jVz73vqsJxtb5/0k1YmAFaMz+J5nggs3zPq8f9oYbQdr6AoCQWPR0bYQ44io8F9sWgixlhGSgGAB3zeUcPy3CAq8PmIEHXQ4sn5f/7sm9//fIUfzThYpzvSoAOA/PiQiQmhXx6vZzh+fuYF9Rzw2FwsAHAcBwAKCYUZ54YNG5JCVXPTozDGxedbvv76a7WMrq6qIggCY7xt27YlS5Z4PNMiowHRAz26GD9+fHFx8c4j3LzCgHVCA8ADS8jPt6GDp9pYzE0NGXf1mszBtFJGSOqN5kmXO5sDTD2PckQHtI/wJOIwsKbhn4gjiFJlUb3clSqzVbA8RxJIKqz7+ercv2jOg398e+exsnkTsv1lg9XlBoDrMqNzYzQIoQenjvGXJX4hIUR5W14Cy/EqGR2ukrk43u5iw1QXglVaTY5Go+3m3Phynfl4k4HneafTuXPnzsWLF/vXbBHB8I4HeqQxegV0YWHh/PnzN+34kSJh1sRhdLXwOncsJKQSXFzSvq+zbHpoNtm3hkaAJCTNDRvnk69Bo0xLjrgyHyMLTyroLnYkZbK7FDvvlJNyACAQCpLS/jbnIhRJvnz/smfe/nBCerLAQxsdrlMtnSzPn9MbooPlHvUssA3DhKRLUosoCFJxSbnExdmxnicEgpL6DgBACG3evLmoqGjUflyjDV7MwjGqQAg9+OCDLMt+t7t46niSDuhPYslcUiZBWw907u04NSMsh0J9ThgIQPyoyY6MR82RBiosx24s/f5Q1VGT3RQaFDpv3KwF2XMRQka76amPn//okXc8zTaf3L6jbPdLt/xKq/RhBniPB3rE1VLxUGw66LE8SEovyIgfbronPS765umT3tjwnWAjYoy/OlXTbLZ7zhJKCVWUFeuvj6VR33Xbb958/eFlCwtzPVt+8+7nc/LHXl+Yw3LcP7/dtev4uXaDOS4i5LFb50/N9luuJJokAeCWW26pra09efLk/v37Z8yY4S9jRIQE88PrjCEMo3HS0I0n/w7LQXEJb3P42xofs3A6cdNsUucy7O44yeA+KzJKCNrNBWy9xm48ynm4qQSRAYEB/2XrP+o7Gn9909Pv/exvTyx4eH/loY/3f9aj2abjW4vP7nv1tud9qp7hp0x2IyURRw/MrFUhoaYkRt5bkBGvGY5pjB9YNLemVXe8slaAsdwsv/N8c5PJNjZKvXLamMdmZ/x8RppGLhFg6L5QSCV/2bC1y9Lz2/Xq+182tXe999xDW9947uc3zX35X1806jr9YiEASGmCJBDHcT//+c8B4MiRI/6yRERgME8M/THiVumMagENAFlZWbNmzdq8l1vzLtukC3B/5LxC4rbryA6Xqbj9hJtne22jlajsDNNmsQpsm4jIQDnbVN7Y1fzkwkfDgkIRoLiQmGcWP7H73D69+WIp+42l3x84f/jlW59Ty4VIqqUg5A7eKcBAXieU1trdLEUQNDlMLwo0Rb5y3zKD1efzk63lDe8cLCtr60oIUS7IjNHIJTKKvOYKbF8TolbdPmfSn9Zf5oOvbtaVlNe+/MCtGpVCKqFn5WU+uXSh3uifaj4WJ1PbYeV4nJqaGhISkpCQUFlZ6RdLRITHK6W8R5wCC+jAhf7x6KOPLlmyZO3atRu2tTx9b4AXr505gZDQsGGbeVfH8TlheVKiZ6RjoiKywtLYZrNF+TtplIj38TjeR9xZqg+qdDXjE3Jo8uJJTC1Xp0Qk1+rrM2LSAODLo998cfibZ25YFSQT6MusJBVmbuSFcBSbDnnyh2gVfs5hLKGpQ//3h+6XceGhX655tvtlRkLMgbd/590R3Sy7t1ZXoTewHO+5JcVjnBGpnpgQGqWWe3esIfLA4ln3vf7OjtIz103M8mwpr2/NSYmXSS6exm+eMcEvtp1uMf54rgUDhIeHZ2ZmAkBiYmJDQ4PL5ZJKAzMxtsiljM4sHMPU2SAw0dHR999/f7MePtvCuRl/W+NjJucQ995ImhjrzvbjTt7dY6+ZsQNAvDrIH6aJCIG/XWleg+M5iugZzU+TlIt1AYCLcTV2Nj9/0+p/7/7Y4hTojoqSlLN9x0cNTyrs1SbWbOGsNElEBg0vyehrDA7Xvw6Xl7V2RgfLpySHFySE5seHTEsJX5wVO9zUMwBQJPnblbe98dlmo/VCwUuG48hhcMegocv2w7mW9IyMlStXvvzyy54SKgaDgaZpUT2PEniOGPrj6kNs2bIlJSXlyu0zZ86USqUymUwmk61evdo3x9c7ogf6AtnZ2Y888si77757vILNz4S7iwL5k8nPJKQ08f7Xtp36Y3PC8xTkxWydHh+MxcWEjor0pqOMgNHOAACQHJH0yYHPOZ4nf0qzaHc7zrdV3z3tDgCgSXrV9Y+SBDEtbfJ7Oz/45eInkO8D7JSEAgCsnFVFjowbOMetZxpczQAwIyV6fEwoNZoSVnbZnetLKyUkuXxiUqxmZJzv0uOjl8yY+OdPNnlepsVF/vPbnW6WlVAXLlh//e82luWeuUu4/HEOhttdpYuKinr++ecvTfxsNBpDQkIEM0PEv/jaA11XV/fII4/0mlG3srJSr9cHB/sh99EoOl1ek1mzZr366qszZsw+WoZb2wPlPncfjEuFh2+nrZxjZ/txG3cxajNaFqqkZLvq6v1om4hPCZilk3kJOWq5+p0d7xttRgy4zaR/c8vbBSkT4kJiAIAgCI+wXj7ldr25fUfZbgFMUpByAOhiTAKM5RUaXS0AkKANyo8NG1XqGQD21rSSiLirYMSoZw8rb5hd06I/VlkLAOOSYlNjI//fhxuNVjvG+HR147d7S4um+qTOudnBfHy45u3dFesOV++r0p9tNTYa7GYns6Wsqd3ivPnmmy9VzzzP63S6yMhIX1giMgzxSgx0X527XK4VK1a89tprV+6yWCwsy/pFPYPoge5Benq6TCYrLi62BnpSDgDISIbH76T+scG5U398bnieipIDAI3INGXcCVOV3c0oJMMoF6x3CRQNOTACLEEhQui5G5768ui3r339P1anVavUzsqcVjT++h7NaJJadf2jv/3q95kx6R5t7TsIIGBE5duWEVIH71RKKL8vkhOeZqMtUi0LUY6wGAOaIl998Lb7f/cuACCE/vTYXf/4+scHf/euxeGM0KpffuCWcUmxvhjX6HC3W50A4LJyHVZX93aSJJctWzZnzpxLG7e0tDAMExcX5wtLRIYhmpRJ3c9d5g6bvq4/71KEJcg0Eddstnr16uXLl0+dOvXKXTU1NSRJLl26tLS0ND8/f+3atUlJSf01esiIAronx48fpygUNzpmzqlxaNVd9FufOne1H58dnqemFAAQKlEDQKPJnBEe6m8DfUVgKcmBEjgHL6Wld09bdve0ZT22axTB3UmgASAuJOZfP3tLAHs80plGI+a8ygIHAJGqYRfv6yMwxhvLapuMNrWMZjGWDaeCi1chPiLk6z883f0yMzHm8HsXvHEyCf3L5UW/XF7kaxsSQpS35CVU6c1lLcbVq1dHR0ebzeba2tqMjIy0tIuZp51O59GjR//zn/8AgJBSRsS/WFpqup/zjLufaaGdpk7GfskClfxe2qxfv76zs3PVqlUVFRVX7qUoauXKlc888wxBEG+88cY999yzb9++gRo/aEbMiV4wpFIpx+HtB/iYCJQ9BsmlAe6YSYqBp1bQf/3Etav9+JywvGBaqaaVANBmtQWwgPa420ZdIRU8YjyjIxQOcwBAE/5MGDwgkqRxVY66480d42PD/G2LEJQ0tjcYrHFaBcPhVJV0fmb0oLtqMtj3VOn0FidJIIokSAQUQZAEoklEEQRNkTKKoEmCJgmlhJJQSEZTCpqSS8ggKS2hRmS0TEqo6lyrSSaTjR07NigoCACysrK69xoMhu3bt+/fv7+jowMASJIcO3as32wVERaXuUfcWr++4azDyTqukffT86VKTk5mGEan0yUlJR08eDA6+sIvNzU1dc2aNRKJBACefvrpN998E2MsWJiiKKB7snDhQovFsmnTJoZh1Er01AoyJDjANXR8FPzyXnrtx+5dHSfmhuUpKCkCZGcCPR3JKKTvKu4iXsGTDO4qlT6HGwgQgZDZxQh51fEjHTYnArgtL2HQAd9Gu3v7uRa9xenmeJogU9WRHM+7edbNsyzPsxzncmM35+Ywz111vpoeoc6PD43VjCTfv9HBVOhMK1as8KjnbvR6/fbt23/44QeGYUJCQm666aapU6cqFIrQ0IB1wYj0wHeVCNetW+d5Ul5evmjRorq6uu6XCQkJGzZsePvtt3/88UeZTLZu3brp06cLeR4TBXRPEELLli2bNWuWTqf785//XFbFz5o4Yi6HgyYmHJ65l35zPbOr/biGVmHAqaFafxsl4m1ED7SP8YRwkENbnG1z2R/991M58VnP3XgxJdPK9x5DCBGI4DGmSPK6rDnLJt8ylLwiGHCTq/W8owYA4oZl6UFfYHa5FRJqEOq53eIsbeyq77La3SwJRJRCE68KTVSF0VckUrwUj6rmMM/wLMNzLM8xPOfm2cP66vN6S6XePGtMZEHiyFCZLpbffq4ZAM6cOZOdnZ2YmOjZ/uOPP27atEmv14eHhy9dunT69Om9pkoQCWx4Xug/enZ2dnFx8X333Xf69OmMjAyE0OTJkz/88EMhbRAFdO9ERkaGh4cDAD9qbvJHh8Mz9xFvrGN1LoNKIkkPFTMQiYgMDO6CB3pI59WD548khiWcbjxjdljU8ouuvj/f9XqISgsAHZbOp9f/Ojc+KzMmfdCj7DYeMnEWACiIj4gIkld1eqd8nd7iaDT2LCUjpcgeoorAWEpTACAhCZIgCIRkdL/8FFKSpH7KfCyjyO7KLxzPs/04WVtdjJQidZbe7xq7GI79qR+WwxzGAFDbYWk02F0sBwAaqTJMKp8Wla6m++U5lhCU5ApdgQGf7GxACMlJyd4qXXKYKnQkLGQ8WNPeZLCrVKoTJ06cPn06LCzswQcfNJlMH3zwAQDMmTPnwQcfpOmAXXcucnUw53O/b2ZmZrf7GQBY9kI15bVr165du9bXo/eKKKD7pKmpieO4qLBR9BFFhhLPPUj8z78Zlh9hxSAGCu7xv4iIN/AI6CEuItxTvn9h7vzic3sPnD+8KHf+lQ3CgkITQuO7bIahjGLjL2QaKmnUD6WfXlFJJARCPMYM18uZhMWY4/15M+Q/R2qu3egSohSaxJDQeGWonPJCdDsCdENCPkUQDMduajjxeWndIzPShr/XNkwlBQC7zaZVSAx2t06ne++990wmLUsT2gAAIABJREFUk0qlWr16tRjuPMoZnZUIR5E6HCjl5eUAEKL2tx3CEqaBqDBkMYlfDBGRAYMRBgCKGPzPp9XYVt/RMCllgsNt331u/5UCGmNcpavRm9szowfvfgaAGcEFu42HMkIjxkd4M7VftaGzpK0xITh4ZkLiNRszHOfR0W6Ou/qKXh5j9nLN3eVw7KqrTYuWJ4ZfcN8SBFJKryFDGQ4jBBTR+8VeISUpEiQUkksIADhUYSmptspJ6YLY7Gsey4BQUBIAkBBUfljiYX11m9kZM+xzUWfHaJJDVTKaJBDsq9Yfre/s6upSq9Uvv/xybKxPEueJjCCuWUcwIBF1Up9kZGQoFIot+5z33xz4MdA9cDAsz/PD3ykiMghGo6NAKDyLCIkhxEDvKT8wMTlfRksnpUz8YPd/WgxtMdooz67nP3uFIAie5y1O630z7/KEcwzYQuC/79wJCABjgiAyQyKCJN6MH8iLjKk0tFd1dfVHQNPkhVOrlBzwOTZYJi2uR1IaTcsMunbrgXO+zXGkyhqt0BRGpPqifw8EIgCgpKFT0mIEABlFelZA0SSSkCQAUCQhvSRlh0YhifZfjXGllAKAVpPjWGMXAISEhPzqV78S1bMIiB5okR4kJiaGhITQVIu/DRGaRdPJf33F7qpruC4lyd+2iIiMJDjMDWUNOMZ4b8UBF+N64qNnAYAkyb0VB5ZPuc2z93/uXOMRzU1dzb/e8NtZGdNVMuVAhyg2HeKBV1KSSGVQmjYsTDHgHq4JiZDS97GwNEGqJJIOM+uLzp0M/9nejiBaNis6UzKE+wnXREpQJCKq2ntGjV+FOI3ijolJPrPo2rRbnRyPw8PDX331VbFYt4gH3vcx0MMQUUD3CcdxOp0udvTloshKRQXjiJKzXcFSWUFslL/N8Qmox/+jCTHu23fwGA8lufjZ5nIn43z7gbVSSgIAxef2fXFk4x2Tb+0hyuNCYuNCYpsMLZnRaX301DtO3m1hrRKSnJs4JkrpE8ctADhZNkQhhJdUK5O12wcgPfvP4UorxjAzyrfqGQDiVaF3j5kGAJemvWP4CwEt3Rs5jD3rUnQO0+muxo8P16yYlCTMHUKzg+myu9wcTxMoTqukSaKmw6pQKF544QVRPYt0gwXPwjEcEAV0n5AkmZeX11Rf4m9D/MCdi0iLHZfUt06IjhADOQIHgoDROWkQCh74oXigd5fvvy5rjvSnlWrT0grX7/+svLVybExGj5ZRwRFljWcGKqCNnBkAKET4Tj0DAMNzKlqIUjIhcnmT2TvJQ3rgdPMA0GDr1MqUhCC/GBIR5E9p2q+i2qMVGglBlXbUflJSd3eBrzS0m+Or9JaqdnOjweZiL4aeSykiJlhR22l98skno6IC07ciMjh8lwd6OCMK6D5xu91nzpyZkj0avxYkCQunkRV17KGmlmkJcf42Z0TSZtQ/8cFvVi9+eEZGoWfLm5vfLUzNT41MeuKD3yybctPyqUs8212s+6F3np6Ykvv04kd8ahLmeQDwb72Makd9qvza0bEjFB74oeRmfmz+zy59KaEk3RXI//3wPy7dtXrRY4Pov82lA4D8KN/+ojmMVRIhBLRWJucx7rSwoUFevpAtzNe0Gd1l7Y01Zt20yPRohca7/Q+FcdpYhFBJe42PNPS5NlNxZZuD4ZKTk4umX5eUlBQbG6vRaNrb27/77ruDBw8WFBRMmTLFu4OKjHR4UUCLXIrdbnc6nfuO8xIaLZw26rywybEoMRqd1XWIAnrQyGjpR7s35MSPDVZc5vBTShUHKo/eMfVmj9g6VnNK4o30WMMcT/beMntFJ2soDMrztzk+AQ8thMPXeBJUJ6p9KAcdLIsxDpIKIqDlMgCobnOGBnm/EMz9cyNO19s2lRr3tVUsih8fRMu8PsSgGauJAYCS9ppPS+tXTEr2Vrd2N7uvWl/WYpw0adKdd97ZXS3Zg1KpvP/++9vb22+//XZvjSgSMHjHAz3SViKKArpPNBrNc889V1JSsvXHH2kKgpTQ1oFdDACGiBCkUUP2GKKPbEgBwtxC4sNvuDJde3ZkuI+GsDocS15ZMykj7Y8/W+nZsuvEqTe++LK7gc3hXFRY8PzyZT4ywKdolOrZY6f9a+f6Z278xaXbg+TKsKDQal39mMgkANhXcWRqeoHVafW1PfjCv/5RePlpskgtebrWdaRcf95Rmya/eOHnged5fijZ34YJPAxrPwxN0ADA+VLidzpsAKAQpKBGiFxBIFTf7ipM80klxZxEZUQw/c8fdFsbT6poGUKoMDwlRDosqjaO1cTwmD/WUfd5ad3Q1xRijEsbuw7XdiCKfuCBB66//vpem6nV6jVr1gxxLJGAxCse6OHre+iDEX/F8im5ubm5ubnV1dXf7a4FgODgYKlUCgD7T+gBQKXgMpMICQ0SGum7+JBgdP1UMsj7i9r9Rk4aER7C7W9oklCkjwoT7jx+ckxM9NGK80arTaNSAsDcvNy5ebmeveUNjc+8+89bp0/zxdDCcFvh4uc/ef3g+dKpaRMv3T4jo3Bf+eExkUl2l6Oho3lK2sSSmhP+MlIYpDRKjpYkRkraTdzZ1vMEEBbOqmc6tVSwkTXbeUcEHTZZnTeUHHB+h8NDCuHwNU7eBQA+LWJicNoBQJgYaBKhYJms3eT23RCRGslD8yO/PNjp4uw2F1/aUef1nNCDJksbx/Dc6a7Gb042LBmfMOh+7Az3/emmJqN99uzZd9xxh0YzjOJVREYK4iJCkd55/vnnTSZTaGioQnEx131FRcWOHTvq6+sdDofBYBg7Nqu0vPrgScfsAvLGWYRfo0y9BoHg0aXUvzdyO6rrGk1mX2S123K05PaZM74/fGTH8RO3z5x+6a4ui+XFDz5afdst6XEjOM8oSZBPLFz5+41/y467bB3Y5DET/nv4u/tmLTtafXxSap5A3xgE4O8YaIKAe+YHf/yDqaytAgDCgslWkw4DxIdTje0dp23l45Xj/GjeEMGAYfj9+HngfzTsc2IXxjhMrlRLfRiNYHI5AUApSAw0AITI5I191OX2FtFayROLowFg2wnj4UqjzmGKlAf7dMT+kxeayPLcuY6W78uab8gezHnS7GS+PN7AUdLnn38+NzfX6xaKjBIEiIHesmXL448/XlPTs4zo1q1bn3nmGavVOn/+/LffflsmEy7aShTQ10atVqvVPQsSZmRkZGRkAADP806nU6FQGI3GH374YePGjVWN/D03kOHaYXcdHQQhwejJu8kvfuCPnumKV6vTw7zph25sb69uaZmZk2VzOrccLblUQDMc9/IH6+bl5S2YOMGLI/ZAGCmZFB5/XfaMf+365NKNCqk8OTzhTGPFvoojd02/tdWgE8AST3iu37+XUho9sFBzotrJcnhShqxBz+oMbGGG/KPtpvrWthEtoHnghUnaMCBKLaed2JUVFhmhUCUFh/h0tmZ1uyiCkAy8MMrgCJHLqw1dPA8C5ApakKcprbIe76xfFDeMhObE8GSW5yt0bSSBFo0bWFFJq4v9vLROGqR56de/7hHxLCIyIHydhaOuru6RRx65csmsyWRasWLFrl27xo0bt2zZsr/97W/PPfecTy25lNHodfcuBEF4PNMajWbZsmWrV6/uMMnXrmPdjL8t8xISGsVHIQCoN5m82/O2o6XTs7LkUunMnOyKxqYGfXv3rr9+uVFK04/etNi7I3Yj8EKv2wtvaOxsOdNUeenGmZmTN5/Y0WHpSo4Y/O3XAeGZMAyHODOKhIJ02ZSxcpJAyVH0lLFygoAILclhzsiaDazJxfvwvrzv4DEeBjOUyzhtK29168Zow6bEJKZoQn19r8POMgJUUekmRC4HgKYuIb4tBEDBGGW7w2xw2QQYrp8gQFMix6QGRZxtNf5Y3tr/N2KMvzvdSMiUL730kqieRYYIz6OhP/rq3OVyrVix4rXXXrty15YtWyZNmpSbm0tR1GOPPfbFF1/48ih7IgpoLzNp0qRXXnnF6YaTlT4MNBQMjGHvMf7rnZxaKi2MG5h74+rwGG8rKS2pPH/Hmt8/9te3KILYXlLq2fXtgUNHKyt/e989ZKCkoKZI6omFD5ovL/owITmnrLF8alrBcI6aFZLkKBoD3m06tMd0eKuh+EfDPj3TyQNf7qg+ZStneRYAahwNnazB35b2yRDzQPuCGmeDhKImRws0SXOyrGDxG/BTIo46nW+jOLrJT1EBgME9jAS0h6lRaclBEaeaDbsq+3sv61hjV5vZuWrVqvBwX60RFxk9YB4N/dFX56tXr16+fPnUqVOv3NXU1JSYeCEvamJiYlNTk6+OsDfEEA7vk5CQkJOTs2HraaMF8jLQyI3lOFmBd5dytc1YI5Mtz870bsLRE1XVDpf7i1dfkkloANh85OiHW39YWbSwrLbunU2b//7EL9RKxTU7GSq+dERHaSLeevAP3S9TIhI/X/2e57lnu4SSfPz4hSy/0zMKp/+ULtqHYICfAjmGIeMSpatu1bYbOYJAeiO777T9oLm0e2+zqzWU1ra69QBAIUpFKGZqCofbikM8zPIwtbr0ABAuV8kogU71bo5VSnxYpaUHQRIpSRAtBoHuV4SraZpEJfqaUKkqWOL7E1S/QYCmRabxwB9v7KBINDM14urtGY4/VNs+Z86csWPHCmOhSGCTPO3iKnlzW2f7+Yb+vCs0JU4Te4352/r16zs7O1etWlVRUXH1lhhj3pcrpK9EFNDXprm5efv27cePH3/qqadSU1MNBkNzc7NCoXj99de1Wm1ycnJ2drZarT5//vz8+fNDQ0MB4Kmnnvrkk08279y5eS+MS0E5acSYBMLu4K12sLtAKUOZycPNUdUTuxM++o4lETEpNtoXBb23Hi25aepkj3oGgOvy8/7xzabTNbUbive43O5fvvPP7pbX5Y9/8tYlXjcAAIbhei8BGM7fvEgtFamlAGBcomTyWHldm7vTxEdqSZbD/9lhbnXrJ6bLwjVkvY4tbzCXWE4Nt3zS/DDLwiElJQDgqQItDBzPCxnCQSCklko7zMIFzN03J+KDXfqDuvOL4scP6I2n6io/2PGNzthJIGJSWtbDC5fKJVIAYHnuk92bD5Sf7DQbo0PC7p9788Qxg1kGQCA0IyqDx/hoXQdFEFOTw67SuEJndrH8DTfcMIiBRESupGpPjyxS/ToNdlQ3d1Q3d78cM7fgyjbbt2/fv39/cnIywzA6nS4pKengwYPdQUdxcXE7d+70PG9qaoqPjx+U+YNEFNDXZvPmzbt27QKAP/3pTwqFQqfTAcDEiRPlcnlbW6vF1HrgwAFPy7KyMr1en5CQ8OKLL/7sZz+77bbbjh07tnnz5g3b2gAuu4ZNzyeWzhdonc3gqG/BGMOk+Oi8qEhf9P+bu++89KWUpjf97jUAGJ+a4ovhREYccgkamyDtfnnLjCC7k5+Zq0AAM7Jh435LSYV+u2GPnJTNVBcCQKWjppMx5CrHKkkfugZZzHrKkfQKD/wwScHDA19iOaVnOkHAKRPP8xhAIUgOu260Mlmz1SXYcLGhksIxykOVFr3DHCHvubi8Lxxu1//b8N4LSx/KS8kw220f7PhmffGmn19/OwC88fVHAPCn+1fLJNJj1ef+/PWHax96NibkGi7kXiEAzYzK2N1afqhGTxKoMDG0r5YVOlN6enpMjDej8kRGMzznq5PMunXrPE/Ky8sXLVpUV1fX/TIhIWHRokWrVq2qrq5OSUl5//33ly0TtGSEKKCvzb333jtlypTW1ta2tratW7emJaBOEy4tLc3JyTEYDFY7AIBcLk9KSioqKjp8+HB3mdOQkJD58+fPnz/farVu3LgxLS0tISFBrVbv3r17/fr1eeloTMLwugHdjZuB9Zs5CUlmR4jhcQEE6v5n5FGQfllyooUFKqcbN7UzXVanjXd0McZz9iqEYKdxf5oiJUkaLyMkTt7d6tYlymIJIIpNB02sJU+VlSiN9RTc7o+ruMWlr3RUR0hCxynSAaDVrT9iOYEAhVCa/KBsJSHv0Z7H/DAJ4iizVrS69eEK5Rht2Bjt1ZyRXqTzQhJo4TzQAKCRyWqNgobFz8/THq2ylXTUzI0eJ+9fDVGb08HxXEZcEoEIjTLovrk3Vrc1AUC9vuVkXeUHT66R0hIAmJKRu3LBrR1m0+AENACQiJgdnbmr5ez+ar2EJPLitABgZziTw82wPEIQppJhjBsN9rsX+z5mTGTUgAU/72VnZxcXF8+YMWPdunW33347y7JTpkx58sknhbRBFNDXRiaT5eTk5OTkAEB7e3tpaSkAZGRk3HHHHcuXL29tbQ0ODs7KyvK4eQoKerkHoVKp7rnnnu6XRUVFO3fu3HW0ddgK6PpWbHfgBanxVKAs4+sB/ikc2N+GCArDswBCJPwSALkU3TlX/cUey4kqrtpeV+tqjA6hMhIkxSfsFfbqGmdDmiz5nOM8xrjVrRurSDOxFgBocDbHS6O/79yJAU8NnhhOXZaW0ciajZzZyTmDSGUQqTpsOWHnHQiB2WFpZwwSgjYwJgSQlSQpbzQcNJfO18zoYRWPMYmGxeebpkiudTUGSWRZYd6Pv+qLLqcDBEwC7UEjk2EM7SYmPFgg4U4ALJ6o3XS0a3PjiQlhyUlBYdecjIWpNTdOmv3w22sK07LHJ6fnp4wtTMsGgKq2xsy4ZOklPvvr83pZKTUgSETMiRm3o7lsZ0WrzuxoMzs6bRc99AghBU0SJDljRs9vr4jIoPGdB7qbzMzMbvczALAs63lSVFRUVFTk69F7RRTQA2P16tUHDhyIiooaM2aMRzGnpAw45AAhNG/evE/+s97hArn02u2Fx2rHABAqwDI+EUHBAEAGUAH6zHhJTYu71t4YG0bdd72GpiA0iCytdNbr2bP2yphQqs3AGVnLQXOpUobiwumKRuOmzh2e6dMp67mZ6kkUQXlWIu4yHTSzl6VJIQlUVKiMCaN3Hrd1mq0WhlcpUeFY1cwc+e6T9h9KbXtMh2cFT770LcMnD3SLSwcAMar+xhh4hQtVVIT1QGtlcgCo0TkFE9AAkJ+sDAui1u9p39dWUWPWzYoeSxPXCMlbOf+WZdMXnGmoPlZT/v4PG5fPXHhjwSyW43yRa0hnN/EYA8DZNtPEiROXFxZGRkYqlUqGYU6fPv3pp5+mpaVdWdxARGTQ8F6pRDjSPFqigB4YJEnOnDlz6P2cO3cOAzhd0N7Fbz/ITxxH5GcOC8eVB5UCAYDeatcKWNRHxNdwmAeAANLPkJ0sHZcobTdx4cEEQSAAyE+ThQWTxSftQXJiVq7izS+7ADCD2eUzgsfE0ufq3dWt7ggNZXfye07ZthiKEaAkaZwdOy2sNTdFOj1boZAig5U3WLi4cDpSSwLAQ0U9ixvPylVwPOw6Ydpm2J2pGBNFh0sJCQDwmCeRoPKxV5y8s8xeEaUKEix4w4PJ6UAIyYUV0MEyKQJoFiQV9KXEh0lfuC1u52nTvnPG3a3n5l+1xPfxmvLGjrabC+dMycidkpF706TZv3z/z0UTZiRFxPxn9/cMx9LkhWvx+z98zXLsI4sGGcrJ8NxhfVWtpX3MmDE3z1qWlpbWneTLQ2JiYn5+vlzeM/pIRGQo4EBI2ztgRAHtHxISEkpLS/93HUsRYLbhM9VcWwcUzRguGjo6DAFAndGY4dXSgyL+hcc8AJDD5VvmHQgCPDK3m/gI+t4FF4otj4mVnG9yh2vIjHgJQpCTIs1JuXDTJzNBUt3K7D1lr3U1yiQoKoScl68MCyYBQBtEQvTVVCBCMC9fEaEhv95nOWE9QwI5M7gwmAoaJosIW5l2AEjXhgscgmVnGQVNC/wJ0AQZJJW2C5iI41Lm5QQDwL5zxla7MVrRc6LVTUhQ8J+//jAlKi4rIdXudJ6uP69RBZEEkR6bmBgR85dv1z+ycGmQQlneVLft+IHX73licMawmNvRcsbMux5++OE5c+b01Sw2djBFv0VEroJ3PNAjDVFA+4dly5ZNnz69uLjYbrfn5OQ0NjZ+9dVXDhdeMpccDvrmRAUPANFBwuVzFREADngAIALJBX0tls9Rl9W5UmPoK0VdXDgdF06nRksYFidfVS73RXayNCNeUt7g+nq/tdh0UEHI3bxbigSNAO6Vc7bzACAlhT69uzhW4PgNDxqZrP3yKkVCMicn+EC5udasv4qATgyPfvLGu9/b9oXO2IUQyoxNemX5IwCAAL207Ocf7fz26ff/bHM6wtSa1Tffkx6T2Fc/V4EHvKvlnAW7X3jhhfT09MEfj4jIwLlKHcEARhTQfiMmJubuu+/2PJ88ebJMJtuwYcOpSva2+URump9FtNGCEUK5kWIKjoDC44EOjEWE/UQmQT3Sd/QgLnxI50CaQjkpstQYyaFzjpJKF2/DZs56zn6+xaW3YwcCpKZUharxMkK4UCgGM54gbzfHCjaoBxfH+iXoSyuTN5nNwo/rgQBIDJdV6/Vm1pmrjY9Rantt5gneuHK7lJY8vHDpwwuXDtGM4x117S7Lc889J6pnEeEZnQJ6NF1Lhzc33njjb3/726TU3A82cj8eEq7wwZXwGGqbMDkM7kT7Ek9Gt8A+xp7wgCGwYqCHCQoZMS9f+ewdIY/cqInQEpWOWo62F2RIxyXTFt581HJKSGOqnQ0s5tQSaZy6T4eoj2B5XinxhwdaLuMxtjj8Foa5Ylb4hBSVmbXuaj3X4fSDL7zVbjxraF66dKknW5SIiMDwPBr6Y6StIRQFtLB0dXU9+uijzz777J49eximZ9Beamrqr371q6Kios37+G92cYzQ/qML7D3G1zTjiTHCZb8SEYafPNCigvYJBIL4CPrxJdr7Fwb/6o7Qm6epls8JUisJT+SMYKRIE6WExMK4my0mIccFAF7YMoTdaKQyAKhqdQg/tAeCgBsLtE/dFE2SeE9rOYsF9YA4OPee1vJx48aJlQVF/AXm0dAf/j6IASMKaEFRq9Xh4eEtLS3vvPPOqlWrysvLezQgCGLFihVTp07bf5Jc950fNPRXO7jNe3klTU8QBXTA4cnCQY6809RIgiBQWqxEQv/0KQvuVJEQlARJMMYWt3D1+QDAybIYQCFsEmgPWrkcAJq6BD3eK5FRxPLpYTbWdbqrSchxzxqaCQn15JNPUpQYkyniH7zigfb3QQwYUUALCkVRL7300qRJkygSHHbzu+++a7fbe7QhCOKJJ574xS9+cbYG/vYJ63AKZx7GUHoOA0/clpUh3Kj+AfenEF1AInqgBcUfH7aEoAmEcsKjhRy0y+UAAAXlBw+0lCTlNN1u8k8ijktJiZSpZGSHU9CA7DpL+8yZM8W8ziJ+RPRAiwye8vLyv/zlL998843TeQ3BK5VK58yZg4FkWNDpdFVVVb02mzJlymuvvdZlka/fzAlWLw8hGJuMOMyr/OFGEhg84pK2D5kLWThG3mlKZGDESaN5jFutgso4k9MOAH6JgQYAjUxmtPkp6O1ywtRUh9Pq5ARS8xbGaWfd48aNE2Y4EZFe4Xg09Ie/D2LAiALaO9TW1h45cmTDhg1///vfr9k4Pz//3XfffeONN5544omrrPlITU19+OGHz1bzR8qEk3opcYjjsdNf8ddCgQEBwGhzQuPRl4XD/2A/VIxPkMaQiCjVNWEBhzY6HQCgoP0z99bKZA73sJgSF03Qsjx3SF/FCzJFN7psAJCUlCTAWCIifcFzaOgP/9ywGwLitdQ7zJ8//9Zbbx0zZkxqamp/2isUiujo6GnTpqGrJoIoLCycNm3a1ztYg1C+JE89IWo4JKP2JSPsZ+olWJ4DUUALj+DJXgggoiWRHXYbK2B9MBvjJhCS+SkMVyOTcTxmh0E5tHA1PTVD3Wjt3NdaIcBtLoPbBgCE+KsW8SsYo6E/+ugZv/jiizExMdHR0UVFRW1tbT0azJw5UyqVymQymUy2evVq3x/rRcQ1B96Bpully5YtWzbI+qtX4cEHHzxz5szmvZYVN5DXbj1kztZiEiGBC5j5i9EWxeFxiVFiDIeQ+OnDdvFuiiAoJNwP2eZ2y2naX98trUwOADVtjvQY/xepXjA+mGG5kuoOS4MzSxubFOSThPoujjmgO99k61q0aFF4uJizX8Sf8Jw3fvq9XZB//PHH9evXnzp1Sq1Wr1y58vXXX3/rrbcubVBZWanX64ODg71gwAARBbSgMAyzcePG8ePH9z/XvVKpvO66677f9BXDkrTv/1wsCxjgyzMVCppaMCY5UJW0RzqPuhAOTx5oUUALCQYn7zxjr7x0m5S4RpwDBSSFLv7aCSClZJ+xxVJCwvE8hcju21kYcBdjiFGrr36Dy7s4OVbhjxx2HoJlUgCob3cPBwENAIsnhihl1OHzlr1tFe1Oy6TwFG/17OSYSlNrqDRI5zC2Ok0PP/zw7NmzvdW5iMjg4PvwHw+dxMTEzz77LCwszGq1RkREKBSKS/daLBaWZf2inkEU0ALT3Nz89ddfHzhw4I9//KNUKu3nu6ZMmfLVV1+dreHHp/tczt52HfHJFq6tw95hx5sqqm4ZG9hFrUaXB9oTESvqZ4Fx8e4qR53w43I8jzEWTEO7OTZEPjDxanU4bn3ttwXp6X9Y+ZBnS5fFsvx3r//wx/8Z6OgqWkITRKvBPdA3+o7ZWerZWeoN+zvKm1vCZKrkoIih98ljfkdzWZfL5nmZk5MzZ86coXcrIjJE8m4c2/28s8FYf7xnoEWvxOVERKSEXL2Nx9v42WefPfDAA3FxcSUlJZfurampIUly6dL/z959h8dRnQsDPzM7szvbd7W76r13F8myiuVehSsuuGEMMdw4+UxIHLhAgECSG5xLbC7EGAgQ0xKaicEG3GRbkm1ZvVq997bSanudme+PNY5xUd0m6fweP36k1ejMu9Jq990z73nPluLi4jlz5hw5csSR6wFgAu1QgYGBc+fOLSkpefvttw8cOMBgjKkqw9fXVyQStfc0AnoXAAAgAElEQVSoZ9k/m/WQIL/ejQEAPjtDFlVp7X4+Z3H4ui5X8GPJCj1Ti8CdAQHuQua2lLFeYadoYCYp6raHp8lCUbeV9lIUbSJHevQaTNT3JYMAgG6NakCvdefw7ndk16B8z2t/enjZqr0r1lhvMZpNm//44vzI6Bd3PlLW1PD+2e96FUMogsyPjP7Fuk1s5kjv+S0UPd4WHJfKykK9vYvq64c1GhHvvnGOBYIgYjZboXVyK+i7rZ8nfq1LrzHbJrB+vWrIqJ03b15ycjIAIDIy0ibDQtAkFZ6s/+kNY5rsayuXt5XLb306b8t9m8ls37597dq1zz///KOPPnry5Mlbt2MY9thjjx08eBBF0cOHD+/evfvq1avjDX7CYALtaBs3biwtLS0oKDh8+PCvfvWrMc5Du7m59Q0qHbnokz3W+fGp6ea0HMwjITujAYoCEddxz7RGM3WubMhC0QAAo2WUdjo8Nju7ouyR5autE9V5tdUsHAcA6E3Glz754KVde+eGhKt0uvfOnv7w/Jn9azeOMBRJU+Mt4ThXVPRg2oIfCgsulZU9uGDBuL73bmKC3ai4s62+07GZDAEHa1L1xbn5TXIoI2muGOoAAIjF4pSUFFtEB0G2Yb/lyh988AGTyXz44Yd5PN6jjz66YcOG278aEhLyhz/8gclkAgB+/etfv/7664687DY9K1xdWWhoaHp6OgCgrKzs9jdSI9BoNM3NzSK+47K9ngG6sJrms6ZtN2hr9fNMW0QIzQQsHE2JEAAAIiXuvvxRSgMFHK67SFzf1WH99FJZyaL42QAAjV5PUlSUXyCKoiIe79GVGXNCR7r+ZbJYAADs8eyi0jEw0NTdvSA2dmFc/PniotG/YTRBYhFJ0ddqx9GxiCSpv3+dt+nXHybtfmPpE+/85fhlg/E//ZvVWuOsbYf3/8/XkwwsKZSnNht6dcOTGWTIqLncU6MCpqeffnrv3r2TDAmCbIui0Mn/u+fIPB7v1Vdf1Wg0NE1/+eWXt9461tbW6nS6zz77LDU1dXh42GAwfPzxx2lpaY5c+AFnoJ3gv/7rvyQSidFoTEtLG8vxPB4vNDRUqWmyX0gkBTQ6WqsHA0N0Wy+dX0EZjMjaWJstfIFciMO7qs1wjmzGbNWvNCEIQmCYiSJZjFGe5JfOnnuxrDjC119rMLT09SyMm5VbfUMmFG1ISd97+M/JkdGzQ8ISwiKSI0faqkNh1INx7qJyvrgoNSaGzWKlx8W9+c3JjoF+P9mkqoT9BUIuk1nSpE2LHOuefM+9+YNSY/jbs5t83IUdvYpDxy//7ujZwwfXWb/6w9WayED33PLWIZXOTcAZeagRJIfzL1Yqu3UKT45oYiMU9DfVK3vFbuInHn50zpw5E44EguzEJtug3POJctu2bUVFRdHR0SiKJiYmHjt2zHp7bGxsVlbWnj17KisrIyIiEASZP3/+hx9+OPkwxg4m0E6AIMh4G94xmczmZvp6OZUyayIXDQwmoNYAlY7WaIFKS2v1tEYH1Fqg0dEaPdDogU7/n4cuggAMZWyLjRCziQmca0r4sQvHDANTZ8dDgCNnRKzi/Ln1PYayvm4OxoyWeox88IKY+I8vnvt5xoZr1ZVp0XHoj9E+sWbdjkXLKlqbihvq/v7DqZ1LVmxIuW+VxbDRAMYzA03R9PmiYoPZ9ND//AkAgKHo+eLin61eM8ZvvycEQfhMpto81iqO6ua+vMr2s8f2cQgmAMDfS/zGMxvkiv8s/Pjm8o1dD8z998XKH67U7n5g7oQDQ1GAIrSZIif27QbS3KaRz02Y++STT+LO63MCQSOg7LaPIIIgr7322muvvXbH7ZYf69OOHDly5MgRO519ZDCBnhpiYmI6Ozu/zlRFBqHiu6ZXaBqodUCloVVaoNLQSg1Q62ilmtbogFJDq7XActtTN4IgfD5fIBAIBAIPf2Hojx8TBHHq1Km+7u6HZ8eynLQbgsM4flLQJczMe+1czvmRIzRNB4ncwtxGX7zIJYgwb5+y5sZLZSU/W/VAp7wfAFDcUNc+0LcpdWFadFxadNzG1PT/99bra+enMu7T11JtMgIA2GNutFnW1KQ3Gb988UUCZwIAzhQWfHj+/KOrVo/1/t2Hr0BQ1K3RGSkOa/SJhoqGnqRYP2v2fDqn+i/HLwMA9AZz1vv7+VxWa/dQbevA8vlhGp3xm0tVk0mgAQAUjeDouBv5D5t0XdqhyqEOnGBt2rQJZs+Qy7JfAu3KpnmeNG1s2rRpyZIlv/jFL66Wkp4SVKGm1Vp6WA1UWlqlAWotTd5Wws/hcMRisVAo9PEQRwuFIpFIKBQKhUKRSCQQCIRC4T2nxKqrqzs7O5eHBE777HnmgjPQjueMHzmOoQAArcmEj62P+9LZCSdzcwaUilBvH2sCLREI//zFJ6FevrGBQVqDoaK5Sczj3y97BgBoTEYEQca+j/e5osK1ycnEj8cvnT3n7dOnK1ta/GQys8Wy6ZWXbx356X8/yyXGeiksROxW3NPzrysD+5aPMu8OADBbyFv3aN3C6HULo2kaJO9503rLt5erls4L5RDM5fPD//ReZkvXUJDPKP22RsDGkbrhHgzFYsQ+jDHsbqMy68vlba0aOYqioaGhTz31lEg0wfIPCHIAmEBDLk0oFHI4nEsFOgAogiAkEolIJArwchOJROLbiESiiU1UmM1mAAB7JmXPM20jlZsz0DQNM+npLcSD4LMZWvNYmyLPj4h+7at/bUlfcuutdaCH58EHt7/13b+tbeyi/AL+uGffCCNozSYmymCM+XH13PYdt3/KwvFTf/ij9eOsvx4e4yB3ExFEopd3YXdXXr06OZw/8sHRwR7/+KbAYLIQzJtPeg3tAyqNAQBA0fS32VUGo3nZE+8AADAG41RW1a92pU84sJ+v9vo4q698sG3QoF7sHXW/Z54bik6dxYQCUK/spQC9YcOGBx98EE48Q67PJjXQU84MypamOgRBDh06ZDKZJBLJ2DdhGTupVMrlck/XNUo5nEiZW6jEbTon0zCDhBzDSVUzJAUQAFqGh4JE95039ZFIP3n6BQAAC8dPv3Jz75Ils+YumTUXAJAaHZsaHTvG0+ktZs44m0DbyRwvr5Ke7oYe/agJ9NxI3/AA2dOvn37+sWWeUkFz1+DL75xnEzgAoOBGu05vynp/P8HCAQD/vlj51hfXDuxcgE70eYNHoL9Y7XWxQnmtdqhB2Rsu9Lr7GK3FWCpvtX6cnp6+d+9e9jg3poEgZ7HNVt5TDWxjN5VIpVJvb297ZM8AAB8fn2PHjh04cMA3PDy3o/vj0soz9U1NQwqSsluDRwiC7OPBJJmFtlxqb+zXaRxwOhNp4Yynh539IAC4cThDmtFX7CEIeOOZjQFebntf+jz90aN/+nvmi48vnxftBwD45vKNbStnW7NnAEBGepRWbyqp7pxkbMvihUwM6dQO3fOrBAPnYiwWi/XWW2/t378fZs/QFELRyOT/OftOjNv0nWKExg/H8ZSUlJSUlOHh4dzc3JycnPONLSyMEeomjpRJ3bkTb+TkcqzFDFPvDxaaYhDEOStWA91Z6xIlJ/IGvm+qme/lP2ovjkkykeR4tyG0ExNJDul0Ai6DosCoFeAEE/vtnkW/3bPo1i3vvrgFAHDoyQfuOCzvkydtEl6gO9HQPdynV3qw72zRbaZIHk4wxFyxWGyTc0GQw5A2mYGeaqvcYQIN3YNIJMrIyMjIyGhra8vJybl27VpVVa0bm4iUScIkbuPdbwyCIMejAS3mYgqtBUXt/k6RpMa9DaGdYCjqxed3qlRf5sq3L5A6O5w7bUuV/s/Xnf161e0JtMZsKBts69QOMZj445v3ODE8CJqYqTh/PHkwgYZGEhAQ8PDDD+/atau6uvrixYv5RUXXO7p9+Lxod1mgWDj2NUOuZqq90YWgcWjtN36R22cmaQBAiEgSIR69md1kWCiKBoDHdImNS1EEiXP36NVoDGZXrD1DUUDT9O211DSg8/oblcC0KmNNRkYG7LYBTUW2mYGeamACDY0ORdHY2NjY2FitVpufn5+ZmXm+sZmFMULE4mh3qWw6lXZA0NSXVa2wUEBEsAkMS/cLtvdOLtZtCF1kBrp+cDCrrZWFIVtSXG76+RaSvpncG0hzlaKzRzf8q1/9av78+c6NCoImDHbhgKBRcLncpUuXLl26tLm5OTs7Ozc3t7qqVsblRMok4RI3JmPcOwVAjvRj86yZ+EznLIgzdiL0dWN1DRqHDXoJm4uNrRX0ZCj0egAAd8xNoO2qSTHExJDfbvCx//2eIJyBNih7AUB4OOt6bwPCQLds2QKzZ2hKs0kf6Cl3ZRgm0NBEBAcHBwcH7969u6ioKDs7+2plZW5bZ4hEHCWTevG4js8Yxo2mAQAIbd9O0HLz8JBJefstJE1ZaMutT1moQ3MOFakd/SDIpmj65r7xjrQ8XoyiILdOFSmxb/GGldKoB+PZhtCuTCTJwhCXzZ4BAA8tkJwuVJQPtgEACIJ4+umno6KinB0UBE2K/Uo4aJp+4YUXjh8/TtP07Nmzjx8/7unpefsBZ8+ePXjwoEajWb58+VtvvUWMed+lyXOJpzxoirrVtUMul2dnZ+fk5HxbUy9gsSKkbmESNyFhl3Z7tuGQFD9nsMTxydPImDgyhn3QIJthMdH+IYvBRBFMx/3cexSmvHq1N08Q6ebugNOpTUbENWagaZrWmExswqUf4sEexK/WelV36r8tGDQYDHq93tkRQdBk2W8RYWZm5qefflpRUSEQCB577LE//elPR48evfVVpVK5a9euy5cvR0dHb9269c0333zmmWfsFMndYAIN2YBUKt28efODDz5YVVWVnZ1dVFRU1N3rweNGSNxCJeKZWdqhIw00oNck8aIDnJ9Y3MLCXf/qwLSyIZX37mnFB5d6nljhjTMc8bPXGCwfZfcSGL7IP8Qx14J0ZhOBYRPeZMSGauRyjcmUHHlnhzhXM6g2Z5YrzBZ67ty5s2bNcnY4EDRZFrvNQAcEBHz++edSqVSj0bi7u3M4P1lzdebMmXnz5sXHxwMAfvGLX/zud7+DCTQ0JSEIYl1raDAYCgoKrly5klNdfbWtI9hNHCF18xUKnP8C60DDFg0AAMeAmD8T3z9AVj5SbF0q7/R17fHLvU8sv8f+c7b1/sWe3mEThjJWBoU7bErYQlOYa7xJLuvt4bMZqZECZwcyEpWOPHa2l6ZBaGjowYMHp0DBGwSNxn6LCMPDwwEAn3/++d69e319fYuKim7/amdnZ0BAgPXjgICAzs7J7nY0LjCBhmyPIIiFCxcuXLhQLpdfuXIlJyfnu7pGLhOPkLhFyCQiB5YojWLEP/lGXYfcNDzhsSmaAgB8d11jstDxwYSA49KXlSH7mRfBNpnBmQJNYZNqXogdczuVnuwdNoWIJLM9fMSE4/axQwDilM1i7mawkH5il2gGMgK1wULTIDg4+JlnnoHZMzQ9rHw04NbHnfWayiv33m7zDlHJ4sAY/liO3L59+9q1a59//vlHH3305MmT9zyGpmnKsRsnwwQasiOpVLpp06aNGzfW1dVlZ2fn5+eX9PR58riRMkmImzNLO27uT06PlEM3aTtRLiaRSCZ8lkCaJ5fLzxZozhfp1qfwEiNc5p0D5FipsewrlbqKNp1dE+jSFjUAIEbm6cjsGQCAoajFsa9b9yMiiD6lwdlRjORU4VCH3Iii6J49e3g8nrPDgSDb+O7vHT+9YUzvDG9cG75x7T+zVOv3B959zAcffMBkMh9++GEej/foo49u2LDh9q/6+vpeunTJ+nFnZ6efn9/44p4cmEBDdocgSGRkZGRk5N69ewsKCrKzs7Nraq61dwaLRVEyqaczunZYzzjqaVNSUh555JFJnqupqens2bPf5+eG++ICrktc6Xaun/3uVFltL6DBsNog4hMAAYkx3v/1UMK+F0599+5Ob3c+AOCbi7VHPy04dWwHh+3qE4pjgQAgEzEGFJbRD52E8laNkEW4cxydlmEIQlIuMQPNxrFhDTWWTbydgqZB24BRobHs2bPHemEagqYH0ibvoO/1LMLj8V555ZVNmzZxudwvv/wyJSXFenttba2/v//q1asPHDjQ1NQUHBz8wQcfbN261RZxjBVMoCHHYbFY6enp6enpAwMDWVlZOTk539TUCwlWpFQSIZVwmY5PlRyRuIeEhDzyyCNlZWUXS3WbFozpctX09sH/rAcAGE1k9ANv5X7+Mxbz5puKhzfOevZw5keHNvUPav78zpXjf94wPbJnK7WO4tizEcf7F3tUejJA4ITyX5yBWWiKpmmnFyTEyNw7VKovcuU7XG8TbwAAgoAdC2THzvbw+fB5AJpWLJQNntzu+S5827ZtRUVF0dHRKIomJiYeO3bMentsbGxWVtaCBQs+/vjjzZs3WyyW5OTkJ598cvJhjB1MoCEnkMlkW7du3bJlS1VV1ZUrV/Lz8ws6u30EfIftEO7gkk0ej7d+/fovPv9sQSxHJoKT0Pd2YFfStl9/9c/TFRevtzzxUEJMmCNasDmMRk+xcXs9sE0WalBjAQB4cJ1QFcBkMGiaNlOU0/vt+AuFfgJBp1zt3DDu5/INZX69msFgREdHOzsWCLIl+3XhQBDktddee+211+48o+XmBb01a9asWbPGTmcfmUte6IJmBmvXjv379x89evThPXtQkfh8Y/MnpZW57V0KvUsXMk7A6tWr+QJhTgXcyuS+MAx9/blVf3n/mtlCPrZ5jrPDsbFFs7gKreW9zG57DJ5bpzJbKDHB9heK7TH+yHAGAwBgdo0yaIbL1JPcrWvQZLLQ8fHxYrETfk0QZD8Wygb/phw4Aw05H4/HW7169erVq5ubm7OysnJzc8t7+7z4vCiZNFgswhnOeZtn202YcRzPyMj47LPPjGZVYgQR7MXE4Ez0Xbr61AQT6xvUGowWDjF96jcAAOlxbIORyq7QydUWKd/GT7xsFgoAWOgXImI5dPmgFYuBAQBcZB3hoF4v5rroIyc+gNPcZ1i6dKmzA4EgG7OQM3E2FibQkAux7hC+a9eu/Pz8y5cvX6qru8pghEncQtxEXCZuw50azCQFANCRegZy3zSWpG2cEKxbt04oFJ44ceLj83KZkPH4AyKOa2+Z5mDDKsPTr104+lLGv8/X/PndK3/61XTLM5Kj2der9R9c7D64zg+z6aYqRjMNANBbzDYcc+xYDAYAwEKRTjn77UiaVhuN/h6c0Q91OBqAyzeUc+fOTUhIcHYsEGRjU3H+ePJgAg25HBaLZW0j3d3dbV1rWFXbYI8TXZDnj3wAw9Y1nQsXLkxPT29sbPzLX/7y2SXVgwv5Yh6ciAYAAJoGzx25mLEwbH68T3SIbM3j/8zMbV6eGuzsuGyJz0Fjg1iljQYUtXG9YEOPjoGgXjznLE2zlj6bbbMOf1JURiMNgIfIFWegdUZSqSN9fHycHQgE2Z7JbjXQrgwm0JDr8vb23rlz57Zt29rb21UqldFoHPl4FouFYaM8pPV6PUVRJEnK5XIPD48RjkQQxB5rfRAECQsLe/LJJ48dO/bxOeX+DWImNhOfeu7wxZkbTe1Drz+3CgDA5zIPHVz21Kvnvo/w8JBwnR2aLaEIoGmQUzO8OFo0xm+RD2tX7D9W+tnTd9yu1hoW7vtbSnzQXw8+2Kc0UTTQmEwO7gBtxWbgAAAz6fwZ6HblMAAgxtcVZ6BZOIoggMViOTsQCLI9s8VeXThcGUygIVeHYVhw8LSaiQQAxMfHP//88y+++OK319RbFs2sTc6tWExG04X/tBzanhG7PSP21qcLEvyLTjzujLjsa30qr7rdlFevEnKwOYGT6phxJrc2IsD9ekXLhdI+igLLAsKckj0DAFg4DlyjBtposSAIEHJd8XXtTImCpkFMTIyzA4Eg2zM5/6/fCWAJJgQ5h7+//759+yqaTf/4YbhzwL5bbEAuAkWRYE/cQtJFjZNttfbt5cpdGYmzI3yvFtcDAAKc0X/Dio1hwDW6cIjZHJoGn10ZcHYgd8qtU5c2azds2AD3T4GmJZMFmfw/Z9+JcYMJNAQ5TXp6+m9+8xsTw/39HxTdcuesAIMcbNsSgUzEmGSrtdbuodq2/mVJYSuTI2obmgAAXWqljQIcNwK1JtDOL+EIc3OLlrk39Rl1Btd6R1rfrff393/wwQedvtcMBNmDgUQm/2/K1XC44qUuCJo5EhIS4uLinnrqqcJ6wwapKy5+gmwLRYDBSAvYk5q8OJV9Y2liKIdgLksK/5/3z0epVCV9nT0a1cRGo39awRwslnjzxrGjIYqiYLQSjibFUEVf30gvkAggRlvAcE8mkqRuezdiokiapq/VaVfMEk5gNHuo69b3KsxLE6JxHP6BQ9OTzmyDd4ZTLX+GCTQEORuTyUxPT//uu9M8Al06lwtnqKY9C0kzsYkn0BRNn8q+YTCaV+x/GwCAoGhba6tIKBjU22CbHooGFpoaVwINAEBGS6BLenqGDXrWj3sxIgjCxAECEAAATQOjmQIAqH+8BmMmgYWkEQTcvWEoiiKsu161UBS5tRIXQQECQPfQKAuOHenbgiGThXLw7qcQ5Egq2IUDgiCn2L59O4qip06dUmioLQud04wMcgySomkAzJaJFzwU3mjXGUyX3v0lwcIBACcvVxz78tqzm9ZOvlF6SbP6h9IhKXvcnU8QBBm5jZ3SYAj3Ze1aMtbeI5Px6aXhhi6TUmcRclziBW5bqvSrXLlOp3N2IBBkL39+K2Dyg+DMKZaFu8TzCwTNcAiCPPTQQ0Kh8OOPPzaa6NQYwkeGw/Z201KXnDSY6PjAcbxNMpnJhfv+duvTWWHeW1fMtmbPAIA1adGvfXSppKYzMdpvkrEVNKq4ODNCIhvvNyIIMsIMtN5iIWlaJnBQy/PViby6zsHcWvWauY5eWKk3URfKh3EGWDPX7daNHiLcaKYCAwMdHAwEOczPfy51dghOABNoCHIVq1atIgji66+//uDMoJiHPrRE4CuDRZPTTWmDAQAQ4kGM8XipiFt14tkRDiCYWO6HT9kgMgAUWjJM7Iaj4850kREXEbIxTMJmX6vRRQcQvvYv9JcKMImA0dirB8ChCXRzn+Gf2QPWQo2iRq2nG3NJrDBAxqpo06EMbP78+Y4MBoIge4MJNAS5CgRBFi9enJaW1tDQ8Mknn/zjTPuu5cIQb5hDTx8DSrK4wRDqyXGR6oLb9ShMJEV7cidSQYT+dAaapukBnU7K4dyqKlkfHvFJZcUnF4eXzeElhdu9X3WkH3GtSvt/p7txDMEZCBNDWDjKZjHYTJTAER4b47JQHsHgs1Eb/iJKmjUIAn65TjKosnQMWK5Vaf+VM4CiCIoAgDCYTKatTgRBkCtwuSdxCJrhcByPjo7+/e9/f/jw4X9mVj++VuTlBv9Op4kLRRpAgw3zJM4O5B4ae/UAgAkUQAMAUPCTBPp6Z2dlf5+Yzc4IDeMxmQAAJoY9GBV9pqHhdJ4KRUBimH1z6EVxXJWW1Bgoo5nSGymVnjaa6fu1DkQQgADAQBGM8WO2zWSwmQiPYFj/CTgMAZvhJsCIEZd+DigtbnzMQ4R5iLBof5ASxWnrNzV0GZVaqrnX1NDQMGfOHPvcXQiCnAC+MEOQKyII4uDBg7///e/f+75z60J+VADcAXjK6xiw1LSbYv24bKYrNuD3FDEBAAqDXjT+HQ1RFCV/TKBpmq6VD0RFRTU1NTUODc329LTeLiaI7TEx75WW9A/bvUkzm4lsW3hnGzsLSZsstNFM64200UwZzbTeRBlMN/83mGid8eaNar2lf5gyk3cm3AiCAEBjKMpAaRxDWRhCMFEuC+VzsORwvrsIr27XDSgtMiEGABBw0LhAIi6QaOoxNfea3N3d7X2vIQhyJJhAQ5CLIgjiueeeO3LkyPmilsgAFlxRONUV1ekRgDwwx230Q50hzIuNM5DS/i5/oYiBjC/FZyCI5cf53R6NxkxRa9eu/eijj5RGw+2HFff2AABiA8Za/21bGAPBGAiHBcRj20PdZKENJkpnpPVGSm+idUZKZ6T0RlpvpG5+bKKVOrJbYaYoQ6/CtC5JUtWu6xq8mUDfYiFpAAA2oS7XEAS5LPgnDUGuSyQSbd269dVXX+3oM/t7wGLoqc1TjFG0oXvY7C910esJq+dIviuWn22uWxMcOa6meCiCWOibM9C9Gg2GYTKZbGBgIMTH9/bDBnQ6BACp0EHtOCaJiSFMjCHgjH7km98OGs30wLAZACDk3Pnew/qDrKys9PDwsH2UEAQ5CUygIcilBQUFAQAUGhIm0FOddVa3Z9josgn0rACuWm/JqhpuVMjD3W42szORJJPBAADQNC3X6xQGnc5sJmlqjofPrSQbQxl6s6lXoxGyWGaK5HK5Hh4ebDZbaTTQANzKxP0Fgg6lckhNclg/yTINJmpASQ6pSaOZIikg4KBcAuWwUImAwUCnwKUXJga0eqqlzwAAcBfd+aoa5s2SCBitra1OiAyCILuBCTQEuTQulysQCApr9bFBrCmRTED3RNPgfKGWz2YkBI6tgMBJFkQKr9cp64YGrAl0bldrtbwvWupBMLDaoQGd2XTryC610kSSBIZ58wQ6s0lvMX9bV4siCBvDRO7uOI4vXLjw7NmzLAaW5ONj/ZZGhYKFI0wM6VNYzCTdq7C095s65Ra5ynLPffoYKBLgjkf7s+KCiDtybpfiLsJLB/XFzRoxj8El7jEDLRVg/f39TokNgiA7gQk0BLk0BEEOHDhw6NChr3PU2xaPb4NlyHVQNA0QYCFpbBKbeDuGTMjsVdzcFdxaxFwt78NxPDU1dcGCBcHBwYODg21tbadOnfKVyVQqVXlLCwAgLi4uNTX17NmzbW1tswICAABr1qzBcfz06dMcHA8SiRoUQ3Kdjqbpo6cHrekygiDe3t4xc8JCQ0MDAgJkMplAIKBpeucmIJQAACAASURBVGhoSKVSabXa1tbWsrKy7wtrzhZrYgJYadEcLzdXvA6zci6PzUJYOOJ9n/AIJqKGOxFC0PSC0Pd84w9BkCvJzs5+9913dy4TRgfAbrJT1ZVK/blCzbObAlw8hf7X1f62fuOO6DlV8t7Svq6kpKT4+Pienp7q6mpfX9+goKDLly+Hh4fn5OS4u7uHhoYSBBEQECAQCM6fP9/Q0KDX6xEECQwMbGlp4fF4Go2GgSAkTQMAcBwPCgpatGiRWCzmcrk+Pj4czuglxkNDQ1euXLlw4YJCMRQXSKxO5PHZU6OK+pbLFdrcWsv777+Poq79u4cgaMxgAg1BU8MLL7zAsnTtWg4noaeqGy3Gzy+rHl3i6ePmojXQVl2DpuNZPQSGGSyW9PT0/fv3AwD+8Y9/XLp0KSoqqqqqKjQ0dOPGjWVlZZ2dnX19fQaDQa/Xh4eH4zju7e3t4eHR0tLS3Nzs5uam1+u5XG5gYKCPj8/s2bMFgok/ei0Wy6VLl06cOEGZdZsXCMJ9XPpneIfGbtNHmYpDhw75+/s7OxYIgmwDlnBAE1dfXx8UFITjrnhRdfrx8/NruNHu7CigiXMXMwAATX0GV06gKRpkVSsAAEwOJzo0dNOmTdbbH3vssQ0bNojFYpVKJRKJAABz5861fkmtVre2toaEhIxlOnnCMAxbuXJlUlLS22+//c/LlevmCxLC2BNYE1DSaGCgNJdgdMjNfDZq7y1drHykOIKA5uZmmEBD0LTBePnll50dAzQlFRYWHjp0qLy8XKfTGQwGlUolkdhgf7WOjo533333zJkzubm5RqPRy8sLJuhWhYWFw/LOeRGOeL2H7KG521TVakqNELrxXHHmggagoEGVUz3c0m/Yt2+fj49PdnZ2V1eXUCi09l/jcDgIggAA3n33XS8vL6Hw5k4lLBbLw8PDMX+nBEGkpqb29fVfyG2saDGEeLHuXrR3Pyod+e4PiuJGfXW7sbzZ0K1Aqlp1Cg0V5sO09/JcnIGUNhnYXBHcjBCCpg1XfB6HpoTTp0+r1aLq6v6Wls8AAAiC7N69e8mSJbm5uXV1dSRJzp49e8GCBeMaU6/X//Wvf+3rG1QqZSYTWV19/OOPP3ZzcwsLC4uMjFy+fLl97srUoNPpCCbswjFVDarI7/K0LBwNdnfONiKjKmlWZ1YO4zgeHBys0WhOnjxJkmRFRQWDwfjqq6+eeOIJX9+bTZ1ramoGBgacNfnCYDB++ctfLlu27G9/+9uJq8M7FotE3DGVRHcPWgaUlvnz5y9atAgAEBsbm5OTc/z48dY++fI5/PhAYjydr8fNW4LBTnYQNJ3ABBqaiJ6ensbGxhs31phM7IULTyIITdP0999/f/LkSY1Go9EImUxjSUlJWlqadcrKYDCcPXu2sLBQJBLhOB4SEhIVFcXlcru7u4uKihobG0NDQ2fNmnX69One3qHMzJ1DQ54AADe33pCQCh5POTCQW1hYmJaWxmbP3PlXPp/f2Uw5Owpogk7lqvVG6vFlXnbN0iYHQVGUIAgej1dZWenOZ3iI2GWtmvKyUooGFy9efOSRRwAABEEkJCRkZmbqdDq71myMLDIy8te//vWhQ4cOfy2PCyS2LBCg959FVmjIqjbjoMqCICAyMnL27NnW25cuXRoWFvb++++fuNJQUKvbmi4S8ey1yM9XyrxU0WYymZhMuA4YgqYDmEBDE/Hll1+aTERnZ1h0dD6C0BSFNjfHhYaW0zSSlbW1tzdg9epPZDLDsWPHMjIyPvnkk9raWgDAwIAPi9XO5ysKCgoYDAZFUTRNq9Uig4Hb0pKfnZ1tNuO5uRus2TMAYGjIc2jIE0UpL6/mhQu/KSsrS0lJcer9dqbg4OCsrKzaDlOkn11egPsU5PkiTZQ/a244AftN21ZNu7Gp25wcLpAJbfa7s5A0xrDl7ynOn9ujMNZ0anp6etRq9Rx/YmmsuG3AoNBaAAB+fn63juTz+TRN6/V6JybQAIDQ0NDDhw9//fXXmZmZXm5Yeiz3noddr9FdKNFYKGBdMX/Hunk/P79XXnmlvLz8gw8++OD80IH1EiZml0d/hC/zfLE6Nzd38eLF9hgfgiAHgwk0NFYtLS0nTpxISEgoKCioqKgoKVljsTAHBvyMxsobN5IbGua0tUUyGJbe3gAAQG3tXAzLUyqvXb2aS1FoT0/o4KBXdfV8AIBU2sNgWLy9m2ga0WqFDQ2zAEBQlOLxlEYjYTTeOcdMUWhXV+jwsLSwsHAmJ9DLli3Ly8v7Ib8uzEds25JNo5keVJFf56jURlZdhzq3Sp8Wy2ZiYEhNEUzEXcTwkeJMHObU92ay0Ao16SEe6bk0t8rAxJDlceI7bqdpoNZb2CwGPuZUmAagpc+QUzPcozDtSHMPtF1BCBND1iZI4gN4FyqG3Hno3GA+TdMaAwkA4PF40dHRt45sa2vDcdy6lNC5hELh4OAgAOByuXZuKPtWPbRaR5EUbbLQX19Tdg9ali5dumvXrt7eXrlcfs8q5FmzZj399NPPPffc5XLNqgS+PUKVCTEhD+3o6LDH4BAEOR5MoKEx6evr+8Mf/mA0GktLS3U6QUXFmpaWGABAT0/gv//9C+sx/f3/maNqbY1RKDzi4q6bzXhvb2BbW+StL8nlXgCAvj6/28enKFSlujO9uF1nZ1hZWanZbJ6xawqtVea/+93vSuqN8yJtkzbdaDU2d5tqO0wqLQUA2Ldvp4+Pz1dffXXyajUAgMVimUwmmqZRFOGzUaWWBAAQTGRBLGfxbGdOPbqOhi7TV9lqvYF6Yq3Iz/2+j0y1jmQzGc19+uZ+g1xlVunJYa0FZyAUTetNFIoADxEz2pcT58/jESOV8w5rLScL5F1DRrFYTFLGKzXK2i4dhiExvlwvsW3mtv2lrJRwYX23rrRFzWUxzCQNAODz+Z6eN68LmUymsrKymJgYBsMlmjFbZ8HNJD2gtLBZTLWONJjojzIVBjNNUjSKYosWLdq3bx8AICgoKCgo6H7j+Pn5paSklJfkLZ3Fw+0zCS3mYb29vfYYGYIgx4MJNDQmH3/88fAw1tYW190d1N/vR9OjVwoqldKrV9fZKoCOjrDY2OuVlZW3mmfNQIGBgaGhofVd7TZJoBu6TJ9fUnl5eYVFei9ZsqSpqWnevHl8Pv+FF15QKpUURYnFYrPZ3NnZWV9f39TU5O/vz2Qy6+rqLuXnRQUwR55znfaq20zXq3R9CjIwJLK/v7+4XnN3Ak1RdGOXuWfIgjMQudLyr6v9IpHI1zfETyaTyWQkSer1+pCQEI1GU1ZWllVRcblKGevHXRQtFHLu/bP9Ol9uRLjPPPMrDofz8ssvtw8aNTRXqVT2K007F3jY6q5VdWjrum9umyeTyRISEm413AAAWBcXrl692lanm6TIyMhr164BADJLNQNKUmekAAAIAjAMZ7Ewk8mUmpo6xqEeeOCB/Pz8N08Nrk0SRPjavlAqxIuZfeOGXq+fyWs5IGjamNEvgdAYVVVVlZaWlpffnHV2iuFhd41GWFhYOJMTaABAdHT0mR8aOwfMvrLJzsRXNBllMtlf//pX60LP23+wtxIm69Zxt8/bLVq0qKam5u1Tigfm8201ET7l6AzUiWyVyUKjKPrwww8fOXLkjnJko5kuqNFfr9ardBRBECSJMBiMnTt3rlmz5p4DrlixQqVSZWdnnz59uupc9+xAblKoQMK/81fMxBCUyW5qajIajQiCrF69eufOnU899VSPQlHdqYv2tcFlAQtJq3QW68cEQaxfv37ZsmX/+arF8t133yUnJ99ah+d08+fP/+yzzyiK6hqyWCwUAGDevHltbW39/f1sNnv//v1xcXFjHCowMPCPf/zjkSNHPr008OQGqUxo4yn2aH9WZqlmhq/lgKBpA+5ECI3CaDQ+//zzN27QFy7somlnFsLOmZOVmFj79ttvu8i1Y6fQaDR//vOfuzrbHkjmJYQTE/59qPXU618NrV2/acuWLeP9Xrlc/uGHH9ZUlf5ul3Si55/adAbq1X8NRkZFPfroo+3t7UePHk2OYptJOtCTGeqNX6/WF9TqzSSakpKycuXK0NBQiqJIkhxL9ZFOpztz5syZM2f0ep2niOkpYom5mEyA+0lZTb36rOphheZmditgYyq9JT4+fmhoSKVScRnGjfMkd+fc4yVXmd+50D1nzhyxWNzd3f3SSy/dcUBTU5OPjw9BuNB7p66uLgzDhELhsWPHSkpKKIricDjbt29fvHgxho17kqi7u/u3v/3tI8tFod623+/m2HdD3kHxBw8etPnIEAQ5GJyBhu7r2rVrcrk8Nze3s1NeULDTudkzAKCjIywysqi2tjYmxmkT4U7H4/F+//vfv/fee99czb1aqVsYz5kbNpFU5t9X1BiTvXLlygl8r1QqTUhIKCkpqe8whdunJYiL0xppGgA2m20wGI4dOwYAyKvRAwCK6w0oCnCctXjJyoyMDJlMZj0eRVEUHVN/NA6Hs3nz5rVr1+bl5ZWVlXV1dd2o6zObzdavxsbGLggKysnJUSmVflLWgAqtqKj42c9+ptFovvjii3cudAd7sNMihH4S1gSa5dE0sJCU2kACABITE5csWXLPw0JCQsY9tJ35+PhYP/jNb35TW1vb29ublJQ04Q4h1vfnvQoy1NtmEd4SH0RcLC9XKpW3V8VAEDQVwZ0IoXvT6/WvvvpqaWmpXG7Kzt5yq7WcU0Pih4RU8PkM17l87BQYhiUlJUVERPTJVVkF7ZH+LD5nfM1r9Sb622vqXbt23d5aYVzc3NyampouFnQV1Bq8JLgbf2ZdE+ASqNlC55d3aLXazZs319fXGwwGAACPx3vggbUHDhxISkricu/dVW0sMAwLDAxMTk5esWLFxo0bk5OTQ0JCVq5cuXnz5ri4uCVLlrA5nILy+mG1Yd68eTt27PDy8vL09JRKZfUtPQX1gyodGebFGXsOnVunvHhjOK9BlVU1HO3Lre/Rl5ZVFBQUREVFCQSCCd8Lp5BKpYGBgZNZakwQRHNz87XSdqWW9JcxbdvVTiJgXKvS8vj8iIgIGw4LQZDjwQQaurfPPvvsxo2G7OzN5eUL1eqR+mM4EMLjDSNITUZGBuLC21E4hru7+/z58/Pz82uaFTGBrHG9zLd0m8ubjFu2bBGLJ/ibJQhi4cKFgYGBLW2d9S2DieHETPuNhPowm7rNja19Xl5eJSUlLBZr8+bNBw4ciI+PZ7FseekfQRCBQBAQEODu7m69hclkRkZGpqamRkVFrV27FsMwgiCCg4Nnz569aNGi4eHhwspGDyFTKhhrEnkiXz6oNptIxEJSMX7cFfHiph5tZ99Qfn5+W1ub0Wj08/ObOb9fFEXT0tKGhoaulzQ2dpuSImzZcIaJIb0Kc21z/8Qu/kAQ5DpgAg3dg9lsfuedd+rqwurqEkjShep8SBLz8iqOj4+XSCTOjsX5UBQNCQm5mJ1XWKMW8RgiPmOM/aFPXlXz3Xw2b948xrqCe0IQxNvb29fX94dzWdVtxhBvJoew1y5urklnpOo7DNZNgp5++ulFixZNoOJ2wjgcjre39x1nNJlM1t1APUVMP+lYa3uu1CjXZDywZMmSoqIiAYfhJyXmhQoMZspiMjW3tl3PK7x48WJubm5KSsoMaSKJIEhCQoK3t/el7LwgD6aYZ8sLLDiGXKsYiIuLg09iEDSlwQQauodTp06VllYUFi7X6+2yp8CE6XSCsLBSgYAZHx/v7FhcgpubW1paWn1j6+XCzpxyXVWr0WSmAzxGynJMFvp0nnbDhg3h4eGTD0AqlcbExBSX1VwtG3QXMWQiF3q7ZW9tfeambjMAwN3dff369a7Qm+zYsWN1dXUr4sVJoQL0rjnjzkHjZ9f68xpUehOV36AScTABB6vv1t3o1Ol0egBAS0tLx6Axr15lNNMp4cKkMEGYFwdnoC29KoViWKFQJCYmzpypaE9Pz9OnT3cPmrwluIBjsxzajccobtCbLHRCQoKtxoQgyPFgAg3dyWw2/+Uvf2ltDa+vd8GGcYhAoECQ+tWrV8+cF/KRcTic9PT0hIQE/4AAE4nlFLby2Ki3BL/fj8dooq9W6kRisa1ev6VS6cKFC1vbOjKvtwV7M0U2na5zWRaSrmo1dcotUVFRzz33nCtsywcA4PP5eXl5nYP6lgEDg4HyCAagaet1CTNJf1so7x02GcxUu9w4pLF0DBpnB3BPFQ2q9aRKpUpMTPz5z3++ePFiHo9/Oe9GXoNSrjLH+3NDvdhJoXycgeYU15eVlYWHh0+5wuiJYTAYXl5eBcU3BocNkX4sW22cjiCIwUxfL2tfsWIFkzkT1+BC0PQAE2joTkql8ocffmhrCx8Y8Bv9aIejaVQmK05ISJhw/e70gyCIWCwOCQlJTk7u7++/cK2xoNbQ3G2WiTDBT9cX1naY/nFmGMVY69evv9W7YPJwHE9OTi4rKy+p6U8MJxg2SjVc1pCa/PCcsqGL3Lp16+OPP+46Pd3c3d2Tk5NRjClXGq7f6MprUFW26yJ9ODgDqe7UFjap3d3dMQwzmUwikUih0gW5s/tV5iGN5aGHHtqwYQOXyxUKhTExMUuXLpXJZFnXy0iSDHJnYwxEwserOrV9A0NM5gy6/uPn59fY2Hijrv1ala6kUV/fZfKVYhzWZEuVpALsapVaIBCEhYXZJE4IghwPJtDQnUwm03fffdfWFq1Q2GxvMxvSavkREaVCITs2NtbZsbiixMTE0NBQHl/U2ae+WjYQHcji/liarNKSH55TBodFP/fcczZ/5UZRNCIi4uz5yzqjJdwOu7i5jp4hy/vfKzHC7ZlnnklNTXW1KyF8Pj8uLm7RokXx8fE+Pr4t7V03WofyG9QVbVoEQY4cObJu3bqVK1eiKFpdXV3ZrlXq6Z/97Gdr1qy5/Y4QBBESEjI0NHS1uC7Inajs0Im5mNFCdytMmzdv9vBwxWcGOzGbzUVFRWlpCzy8/MuqmjlMNMhzsg9vFo70Kcxl1e3Lli1zZN08BEE2BBNo6E4dHR1ZWVm1tfO0Wle8UEvTqFAoR9GmVatWOTsWV4QgiKenZ1xcXFpaWlb2leJapYDDkAkxBAFfZKn1JPeFF16w0+S9QCDQaDQFJbXpcbZsXOBSOgbMn15Qucl8Xn75ZS8vL2eHc18oikql0vDw8LCwsO/PXjSarRtcI0uXLhUIBF1dXUePHsUwLCws7Je//GViYuI9BxEKhYVFRQX1gy39hpIWTdeQMTIyctu2bY69K04WEBCwatWqtLS0sLCwzMzMzgFDciRn8tdYPMTY1YohDMOjoqJsEicEQQ4GE2joTu+9915Li668fBFNu2hTBQRB3NyKkpKS4GYEI7CWVTQ2t18u6Mir1jd1m5u6TTt27Jhw7+exUKlUudcL50dxbNs910U0dZs+Pq/y8g16+umnXaToeVRubm5Go1EsFs+dO3fHjh0BAQEAAJFIFBwcvGfPnpUrV47QC4Km6dzcXIPBsGLFiqam5u3bt+/Zs2cGzphaK5UJgpDJZNfzCvxkuFQ42R8Cl0CHNWR+efOyZctmSG8TCJpmZtxTITSy0tLSysrKiorVJOm6S8G6uwMtFrywsNDPzxWrtF2HRCJ5/vnnW1paCgoK2traFoTwU1NT7XpGayqgN1JcwnUfPxPT0Gn67LIqLCL6t7/9rW07Pdvbzp0777gFRdG5c0dfInz16tX+/v6dO3euXbt248aNQqHQ1epVHCwhIcHT0/Nimdxbgk2+L8fieG75t4Pffvvtjh07bBIeBEGOBGegoZsGBgZycnI++uijjg7vsrJFALjuKyVNM9zc+hmMtuXLlzs7lilALBbHxsampaXNmzfP3qv+RSJRTk5Oa7c2Ppg1xqbUrk+uJE/naS6V6qKi45566ilXaFfnGHw+38vLy1oeTRAzbq+cu2EYFhAQcOHyNaXGHBMw2ZWjBBM1mams/Pr09PQJbzwOQZCzIDRNOzsGyGm0Wu0rr7yCIIjFYunp6aFptLs7OC9vjcnk6hNsAQE1qanfHzlyxNPT+XuMQ7erqak5dOhQciS+at7E97J2ERQN8qr1F4q1QpEkKSlp69atU2vuGbIhgiA4HA6KojqdDgHU9jUxj29JWPTIP6pPHZjwmAYz/fq/5YnzF/z85z+3YagQBDkALOGY0YxGY2dn58CAr1LpPjAwp7s7xPVTZ6vu7hCKwgoLC9etW+fsWKCfiIqKWrRoUX7upZWJXNecsjSZ6Ypmo0SABnndnI+nATCbaSb+k3C75eZvczXdg+SSJUt2797tOr3qIGepr6+XSqUHDx704AxvThMMKLSTHJDAkfRYzoWrV1etWhUUFGSTICEIcgwXXSUGOYbZbAYAVFfPLyxc0doaPVWyZwCA2czs6fHPz893diDQPfj5+al1lIV00atbJ69pvrmm/jRTZTLTAIBrN/Sv/nPw0GeDOgPV1G1q7TPrTfT3eZp3Tg8DlseLL764b98+mD1Dt+j1ehZus7eGyZEcCR/9+9//TpKkrcaEIMgB4Az0jNbd3Q0A0Gpda7/uMersDG9pOSeXy6VSqbNjgX4iODgYQZDMEu2aJJ6zY7mHCF+8stlgNNNvn1J4uGFVrUaaBggA730/PKAkUQSwcIQE+OYtW9etWzcDm05A9xMdHY2iqEqlwhlg2SeP2WRMjIGsT+b/43zbuXPnMjIybDImBEEOAGegZ66SkpI333xTr+epVG7OjmUiurpCSRIpLCx0diDQnUJCQrZt23bthr5nyOLsWO4hwv/mAscBJdnSj+3Z84iXlxcNwICSBAAwMDxt4bLDhw9v2rQJZs/Q7aqrq3t6erZu3Xrkxd1swma95wI9mAmh7K+++spoNNpqTAiC7A0m0DOXWq3m8/lMpl4q7XF2LBNhNBL9/X4wgXZNGRkZPB7vX5nKnkGXy6HZTGT/epGfDAMA7NmzZ9GiRdZdzXEcz8jIeOONNx577LERuiNDM5lWqzWbzRyWjav7E8LYRqOxvr7etsNCEGQ/MIGeuRYtWnT48OGIiKAFC76Nj7/GYLhcojOqjo6wurq64eFhZwcC3QnH8SeffFKhofqHXauys0tuGdZQnm7YwyuFIh763nvvPfvss0VFRYmJif/7v/+7e/fuqbJDCuQUcrkcADD5JtB34BIoioC8vDzbDgtBkP3AC5QzGo7jBw4c+Oc//8nnF4lE/VeubHDZ3QfvqbMzLDHxYlFREWwI7YKsk7g2XG41eTdajJ9fVmEMZHM6/3KZblhDIQitUCj27du3dOlSZ0cHTQFXrlxhMxF/95v1GyYzmbzz77e+euG9R/jciSzFvlSuFYrE8EEIQVMITKBnOplM9tRTTxUUFLz55pvz5l0oKFjl7IjGwWDgDgz45OfnwwTaBXl6ekokkpp2baS/fXdvGbsuuRkAYCHpL7JUXC6XxWIYjcZt27bBxAUalcFgAABUV1f7yZgcFgoAkIm5jWeessngXXLz3MTUkJAQm4wGQZADTKXpRsh+kpKSHnvssZCQyvnzzyAI5exwxqGjI7ympkalUjk7EOhOCIKkpKRUtRpVWlep4hhUkRKJ5KGHHsJxXKvVUhSVkZGxevVqZ8cFTQ2Dg4NtbW0RvrZ/Q0jRNFyxCkFTC0ygoZuWLl26b9++sLDaqKgiZ8cyDh0d4SRJw6WErmnNmjUER/jxBVWfwvkV9kotOaSmdDrdiRMnzGZzQkLC4cOHd+/ezWDYuJ4Vmq7OnTuHABDlb/t++Xw2Y2hoyObDQhBkPzCBhv5j6dKlycnJISHlALjoFhh30+t5crk33FHFNYnF4v/+7/82ULy/nVR8c03trDBaeswnr6r//p2yf5jS6/UAgL179x48eBB2EIfGJTMzM9SHxWfb/h2XVMDo7Oy0+bAQBNkPTKChn0hNTeXxlCLRoLMDGYf29ghYxeGyAgIC3njjjY0bNxbXG5zVFvpiqbasyaw1IhRFEQTx9NNPr1y50imRQFNXZ2cnjuNmi10mF/zd8d7eXthQCIKmEJhAQz8RFhYGAAgIqOFw1O7uHTJZd3h4KZPp0u39OzrCLBaqqGgqVZ7MKDiOb9q0SSqVXSjSOv7sFA2G1JSbm5vFYmGz2c8++2x8fLzjw4Cmur6+PrVajWN26SoT6s1CAA2vpEHQFMJ4+eWXnR0D5EKYTGZ5eTmDURkZWRwcXBUcXOnt3eLn11BfP9fZod2XxcLy9GzF8cH09HRnxwLdG4PB4PF45y7luwkYnm4OXSyVU6mrbTdptVoGg/Gb3/wmOjrakWeHpo36+vri4mKaBpWthuxKbfuAOciDybRRPs3Cka5BS21z74oVKxDEhTo/QhB0PzCBhu60ZMmS5ORkFot1a1us/v6A9vYI50Y1Mhw3M5lFK1asYLFsv74HsomAgIDu7u7Lec2h3kwB1+7XvjR6qrrdaLKAb66qA4OCFQrFrl27FixYYO/zQtNVfn5+XV0diiCDKtJgovuHLXm1eoqmgzxt05SDw0KulA+EhIR4eXnZZEAIguwKlnBA9+Dj47Np0yYej2f9tK4uwbnxjKqjI4wkKdiLw8Xt3r3bbKF77d+Ro7HL9H9fD53IVr/3vYKBsXp7e6Ojo9esWWPv80LTmNFoJHDkyQ2SpHC29RYLSedU6kjKNlXRod4sbwn+/fff22Q0CILsDSbQ0H/o9fqioqLi4mKKoths9v79+8ViMQAgLe2Up2ers6MbiU7Hl8u9CwoKnB0INBKxWBwUFJRfrTeY7Nvm5Xq1Xubh+9hjjzEYmNFo1Ol0mzZtglfGoclISkoyWkBWhTYmkAAACAQCAABu04YcyZHs6urqjo4OWw4KQZB9wBIOCAAALBbLmTNnjhw5kpOTc/36dQaDERUV5eXlJZVK8/PzcdzEYunb2ly6eBTHTThetHLlSibTVfa9g+4WGBh44XJuTasuJpCwVf3o3boHLdAopAAAIABJREFUyYYOTXBwcFhYWE1NzcqVK2HbDWiSpFIpiqKZV8rlKpJCOSkpKU1NTSsT+P7uNnvCkQmxoga9hUJmz55tqzEhCLITOAMNgd7e3pdeeunTT/9VWRly4cIumkZo+uYEob+/v/UDb+8WP78658U4uo6OcFjF4fpCQkJeeOEFjZn93veKonqDWmeXbS+XzeGEe4Mvv/zy5MmTHA5ny5Yt9jgLNNOsWLGCokHHgJkgiAsXLiRFcFKiODYcH2MgkX6ssrIyG44JQZCdwL1DZ7ri4uKjR48ODRG5uTvlci+hUI4gtJubm/Wrnp6e69evP3XqFABAIHDpHqU6HV8u98rPz1+yZImzY7nJaDR+9NFHvb29AACJRJKamjpnzhxnB+V8QUFBL7300qFDh765Oshjo48/IJIIbLwzBRNHogOYlS1GmqbXrFlzq5ofgiYDx3EEQcRisZubG21SPJDEt/kpgjzw4ob+np4euJQQglwcTKBntGvXrr3zzjskSVIUV6GQAgCCg6sAAPn5+W1tbR0dHWw2u6mpyWgkMjN3qlRuzo53FO3t4VVVVzQajSskTMXFxcePHx+UKykjFwCAoJ25ublPPfXUvHnznB2a8/n4+Pzf//2fXC5/5ZVXssp1m9Ntn4jkVulRFGUwGCtWrLD54NDMhCCIUCjkcDgN9fU7lohQO5QgRfkRKKoqLS2FCTQEuThYwjFzZWVlHTt2TKslAAAMhsW6wqqyMrWvz6+k5Ma3317Jz+/Oy7vR1ERUVqa5fvYMfqzicIUdVWia/vrrr/vbEVXJtuH8PcP5jyiu7zUrPb/55htnh+YqGAyGh4fH4sWLq1qNFtLGawq1BqpTbqEoKiUlxbrYC4Imj6IoiqI6OzvT47hRfnbpmMnEEX8Z8/r16/YYHIIgG4Iz0DNUXl7e+++/39wcnZ+/is3WGo0ESeIAAIsFv3x5K4rSJGnjq+oOoNMJ5HLP/Pz8xYsXO/7sSqWyoaFh1qxZOI7X1dW1trbq21ZZNNIfv45QFhzD4F/cT3h6eprMtIUEmE0fbo1dJmsZP5x+hmyIIIg1a9Z89dUXCaFs+50lIZT4+lqTXC6XSqWjHw1BkJPAGegZJD8/v6mpiSTJkydPvvXWW21tYfn5q2ka1en41uzZiqbRqZg9W3V0RNy4cUOj0Tj4vCRJvvXWW0eOHLHOMQuFQhRFWbJmBld+6xiMPxASEuLgwFxcZ2cnh4WycJtdC++SWz48pyxrNAIAvLy84A8csq0lS5ZIJLITV5WUjdo/3y3Um4UAUFFRYafxIQiyCZhAzyAnTpy4cuXK8ePHv/zyRHX1nNzcB2h6unXGdUoVB03Tb7zxxo0bNwAA7u7uAAAvL69HHnlEEtIrSvyC5V6PoBSCWmgL3tfX58jAXJzRaMzMzAz0xEc/dGyK6w0fnBlu7DI1dJkAAHDJJmRzAoHgiSee6Bokr1Xr7HQKHhsN9GTm5OTYaXwIgmwCJtAzyCuvvLJ79+7u7m6jkd3aGkVR0/C3r9UKBgc9HbyjSn9/vzVlR1HUuvUMAGDFihVHjx6NjYvmRZ9zS39bNP8TQqDPyMhwZGAujslkxsbGVrcZcyptkItoDdTJq2qT+T/zglFRUZMfFoLuEBMTk5iYeKVKqzPapQkjAGB2MNHQ0NDT02On8SEImjy4kcoMguM4iqKBgYFtbbVCYT6Xq0YQiiRxs9kuq2GcBceNGFa0atUqh+2ootfrz507hyDIX//619DQ0Fu3MxiM1NTUyMjIwMAAGjVs27Zt7ty5jglpSkAQZP78+fX19X29/XPDiEmOhjMQo5m2kABBgDWN3rVrF5ttx1pVaMYKDw8/c/YCA6GDPO3yJCPhYwV1OgsF4I4qEOSyYAI944hEovnz5ysUfVxum0xWEhJS0doaM51yaL2eFx5e7OPjHRAQ4JgzcrlcHo/H5/PvbkGNoqiHh0dYWFh6erqvr69j4plCEASpq6vr7mybHzXZTBdBQJgvMymSrdXT7f1mDMN27NgBt++G7IHNZg8MDBRVNqZGc+3xCGMwkO4hS2e/Dq6ChSCXNQ0v4kOj4vF4Bw4c2Lt3r1AoRFHKYhm9CBXHzWJx/0RPqAYgBYCnbrtlEIAFt336LwC2ADAw0fF/QqsVDg565OXl2WS0+zEajY8//vitOsVVq1bt37/frmecrrq6ujgsmyUhah11pVLHZrN5PB7MniH7WbBggVpHtfSa7DR+pB+ro6Ojra3NTuNDEDRJMIGecT788MPXX3+dJMnm5malUtnYOMdkGuXqOYLQ8fE5q1Z96uXVPKFzngcgDIB8ABT3+uonAJwC4O8AyCY0+D1Ye3FotVpbDXg3JpMZHR3N59t+B5C71dfXv/baa9N1l/KhoSEB12ZPRBXNBgCAQCCAHQMhu4qMjPTw8LhWZa+lhDH+LDYTyc3NtdP4EARNEkygZxaSJDMzMwsLCwcHB9evXy+RSLy9m1CUHOFbmEzDkiVfhYeX0jSamvoDhpnHf9rvANgOQDwA/7+9O4+Pqjz3AP6cM/uSyUy2yb7vCSGQACFhSdgXQS6LAip118q1trWtn0pxvbUX0d7aqt2oqG0tUlxREWSHEAgkZN/3fc9MktmXc/8YmlJEYGCSCfD7/pU5c+bMc8TAb9553+fd/62ndhLtJ/ojkSs3amltjbVabQUFBS685iUYhvnRj340Dn0eDAbDa6+9dr6g7A9/+INGM6F3U78+CxYsKKk3VbW6ZiTvaLHex8fHw8PDbB6roUEAImJZduXKlbUdpo5+q91OBwqG/+cfPfnVLsvTfB4TGSB09PYBgAkIAfr2wuPxHnnkkXvuucfPz08gENx5550eHoNi8Xf+pc/jWZYv3xkY2D579uwVKxYLhUaJxNlh3WaiGqJsovlEX/3nU38meovoYSJP52/lSkZGPPv71WfOnHHtZcfZnj17XnnllZdeemlk2KAtuUOvM33wwQfuLsr1li1bFp+Q8PeD2tIG041fTcBnU1JSPDw8dDqd3T5WTRIAiGjOnDl+fuqvC4ZrO8wnyvUmC9c9aHXh9SPUoubmZoPB4MJrAoCrIEDfdubOnbt8+XLHzyKRiIjx8uoSCC5kl5CQ2unTDyxc+EF6+qG5cz9asOBDhcLy/PPPV1VVffnll319gcPDzobdL4nmEkmJcogqiEan9BmI6ojeIHqVSOuim/u31tbY0tJSvX6svmAdB01NTWVlZQ3lBl3tXKsmWF8/++TJkx9//LG763IxHo/3i1/8Ii0tfW/eiNl6Q5tTWG3ciN5mMpnkcrnNZuvr67v6awCuF4/Hu/feexu7zJ0DF76XGzK48jNbqB/fbrfX1dW58JoA4CoI0Le1adOmRUZGzJ792Zo1by5c+I/MzC9nzfosK6snO9tr0qTKwMBGL6+u1atXR0ZGDg0NEVF1dRqRUwuz7ERfEp0huoPoASI+0Zf/ekpI9ApRFtFCopeIXLytV2trnNVqHdNZHGPt8ccfZxjGPBBq7EgiImPHJOuwX15eXmVlpc12pVk3Nx2GYTZs2KA32Subb2jeBZ/HZCZJc3NzHf99mpqaXFMfwHdIS0tLTEw8XHxh61PWpetWfT35DEPoBg0wMaGN3W2Nz+dnZ2dPmzYtNDREKBzg85vWrVv35JNPzp4929fXt6mpyWg0rl+/3svLKzMzs6amhserrK6e6kyGPkf0FdFXRJuINhL5Ee0iWk9kJPqQ6GEiIkoj+isRQ5Towlszm8VBQQ1CoTYrK8uFlx1PQqHQbDY3dB+zDobYTR5EDE9kMPAqjx8/7uHhcXHD6VuAh4fH6dOnDfrhpPAb6qgYFSQsazBZ7PzBwUFvb++UlBRXVQhwWUVFRW1tbUTEMExiqCgywGWdoe0cHS3RpaWlRUZGuuqaAOAqWKh+u2NZNiwsLCws7JKGo5mZmWlpaV1dXY5uyn5+fkuXLm1oeEskMppM196y9wui1USjXT4WE/0fURHRxR2ahUS/JHqIaAqRK/+daGmJKy3N1ev1UqnUhZcdT6tXrz5//nyL6StN/iaGtRrak4lvEAdUfPPNN0uWLHF3dS6WkpKSe2w/x9GNjOIxRMF+gq4RA8Mw5eXlrqsO4PLkcrnjB47jolyXnkexLL4oBpiI8JsJ30kkEl28F0lUVBTDMMHBTk3Ie5HoyYsvSXSEaCqRN9HJi45HEh1xbXomopaWOKvV5thk+yYlEomefPJJVqRXzvibKvMdr6wdDM+ib5zR2dn5/vvvu7s6F0tMTBzS23u1N7oMK8CL39PT4+/v39zcfEv2LYEJxbGkxNPTM8hbEK52ZYDmOCIEaICJCr+ZcK38/f0TEhJCQ6vcXci10ukUfX3+eXl57i7khoSEhGzYsCF7wdSVd96Rnp7uEVoriz5JRNXV1e4uzcUSEhL4fH5Vy422n4sIENhstoCAAI7jCgsLXVIbwHdRq9VxcXF2u31g2HqoaMSxjbxLjBjtdNEINwBMKJjCcQuy2+06nW4s9vhgWZZhXLzab0y1tMSVlZ0YGRm5qf8RWrFixejPZWVldXV1Nptt7ty5F5+zc+fOqqqqzMzMyMjIwcFBoVCYkZEx7pXeEKlUOmPGjPzi07OSJSx7/dM4RvR2Ipo1a1ZJSUlJScm8efNcVyPAZSQmJjo+0B4r1TV2mTctUIkELlhN2D9kIyJ/f/8bvxQAuBwC9C3o448/3rt379tvvy2RSMrKyoKDg728rnObkry8vA8//HDZsmWLFi1qbW0tLy9vaVl49ZdNGK2tcVOmHDt79mxOTo67a3GN5OTk5OTkSw5yHFdTU9PS3NHaspsYjoj4fP6pU6eGhoa8vb3vueee6/4fYJwtWbLk1KlTf/xCkxwuigoUyCW869ik0PGNd15eXnJyckVFBcdx2NMbxlROTk5eXl5XVxefz+/U0D+OajYtUN3AZ8ALNDobEfn4+LigRABwNXThuAXt37+/tbW1oqIiNzf3008/PX36dEZGhkRy7Sv//u0f//hHfX19UVHRuXPn9u/fPzTEy8tbwnE3zcwfi0Xk79/M5/fNnj3b2dd+/PHHb7311vDwcHBwsFh8ld3O3au7u3v37t02nbd5IIwV6TmbyKzxaW8e7O0wd/RWeXt7x8TEuLvGa+Ll5RUbG9vc3n+uoudMpT633DBisMcGi5wKwEo5r7rNUlPfFh0dXVdXN3PmTIVCMWYlA5BUKp0zZ05QUNCGDRuSkpK+2H/Cx5Pvr7rR8am6TnP7ALNmzRqXFAkAroUAfQv6+9//3tTk19+v1Wg6zp1bqFKVCwT8uLg4Ho/n7KWSk5OPHTum1YoaGsQNDSH5+YtMppusowWfbxGJzi1YsEAk+o/+aHa7/QoDk11dXW+++WZLi0dT0/miosKFCxdO5FFMoVA4NDTECvW+IdaIqCDNUDfH19itElai8fbx3LRpk0ajkUqlN8VqJLVaPWfOnGXLliUlJfn7+39zvMRi43g8RiZmedc2pscw1D9kbem2REZGNjU1RUREhIeHj23RcNsTCARhYWFyuTwgIOD8+fP9A4MpETf6qbu0yWRmVYsXL3ZJhQDgWpjCcQvy8PCQybRS6RDLcn5+rT09IZ9//nlFRUVaWtrkyZOvGibKysrq6+unT58eEBCQn58/MjJy6tTdPT0h41K767W2xk2deiQ/P3/BggX/OtL63nvv9fb2/uY3v7lsLDYajdu3b9dqJUeO3O3t3Z6Ts+fjjz+eOnVqcHCwQCAY3/KviVAofPjhh0cf6vX6vLy84uLiwMDAJUuWvPvuu/n5+dHR0c8884xMJnNjnddOJBI5JqsYjcYvvvjiZKlByGcSw0VLp8tk4qt/DJg/RVZQbayvrxcIBI4evQDjJiEh4cSRphu/jmbE6u3tfePXAYCxgBHoW1BQUFBVVX50dOQddyzv6DjW0RFUXZ1OVFVTU3D48OE5c+ZcIUUdO3bsN7/5TVlZxZEjh318fN577722trDy8ptsOdrFrFahWt3K5/fOmTOHiNra2rZs2dLePmg0DmdnZ1+2RfTAwMCePXsKC7MHB30zMvaLRIaqqvLDhw+fPn165syZl4xkTzR2u/2zzz5ramoKCwtbtGgRwzB/+tOfjJ0JWlODwaiLior66quvmpubVSrVTdEee9KkSXPmzMnIyFB4qs6VNNW16pLCxXzeVYaieSwzpLNXN2l8fX15PN7MmTPHp1oAIurq6so/d37uJNkNfm11pFgfm5CSmprqqsIAwIUwAn0LSkhI+N3vfseyLMMwra2tZvNBkcgoFBqISCaTXXk92ccff9zdHXbq1PLMzL2///3vLRbh2bMLxqvwsdLSEl9Vdai8vPzw4cMDAwNGI5uXt2z27E/ffffdyMjIFStWXDKu7Ni33GoVcBxPLB7h8WyFhfMMBtm0ad9s3bo1MjIyKSlp/vz5E3NSR1dX1yeffEIcw9n5x44d27x5MxHZRnz1eq+DBw8ePXrUarETY//qq6+2bNmiVqvdXe/V+fr6+vr6xsbGJiUlvfbaa299OrhqljzCXzg6IeWye6+oPHh2u53jOLSChnHm7e3NcTSk55TyG/orYshgU6lUrqoKAFwLI9C3Jkd6JqLk5GSBQNDWdsLX1/PRRx+dP3++r6/vd72qs7Pzk08+qayc1tMT0tycODzsVVIyW6fzHMfCx4Rer4iLO3vsWG57e0tjo72tLTol5aTRKK+r09fXF3Z2dkRERFzc5663t/fYsWMNDcnDw14ajV9kZJmPT0d+/qL29iiLZbCpqbu6+kRBQUFwcPAEXCAvl8sHBwebmhr1DZlGam3rrI+KiuoZKTB2pBDHmrqjRqrmm7oSrZKKoye+9vT0DA8Pn5ifBL7N19d3xowZpeU1R852nSg1VDSbDpzTHTinO15iqGgyNXdbOCI/5YVBAYmQLao3arQjGo1m9erV7q0cbiscx33zzTchvgK18vqHqIxm+9ES3ezZsy/ezQoAJg4E6Fscj8cLCgo6cuTIzJkzly9ffuUZdSUlJWfPnispmWU0yjiO0Wh8zeYJ132CYTgi5wKf1SrQ6TwHB9V1dSnnzi0yGmUxMcXd3WGHDt1tMMjN5jOHD+9rb2/38/NzjPfodLpDhw719gYxDA0MBKhUPUplr8UiamuLaW2NbWhI6esLIqqrrDwRFxc30SYpMgyTlpZ24MABk4HjbAIbr+8Xv/hFZVWpTpDHl/VzNoGpM5mzSM090ay8vaj8eG5ublJSkqfnzfExSS6Xz507NyEhITAomBV4REbHzps3Ly4uXihRtvUYz5T1hfsLVXIeEcnELMtSXbuFYZhVq1bdLB8S4BagUCgKCwub2/vTY66n95HDsMGeV6nPyckJCAhwYW0A4CoI0Lc+kUi0dOnSKVOmXDVDVFRUFBcXl5Zm2WwTbqmch4dGJhtSKvuWLXtPq/W223lOhXuNxq+3N1ir9SGimJjzfn7tHh6DbW3RnZ2RtbWpRqN4eLj4xIl9dXV1qamp27ZtGxw08fnW1NTjEomutHRWaGi1v39zU1OixSIiopERZUdHpEpVd+bMV0KhMC4ubqxu+3rp9fq61jylH7dx48aYmJjs7Gy1Wm02m/qGq02dCZxNxNmEpq5EqzbAzK/RmwZmzJjh7pKvFcuyfn5+cXFx06dPnzJlSkRERGxsbHp6+rx588rLK3KLOiP8hTwevbNPU1hrIiKVSrV48eKbogMJ3DJGRkbOFpZGBggNZk6js8klPGc/wY0YuDPV+pycHD8/v7GpEQBuCMNxN9PGcjCmXn/99YKCgqNH13R2Rri7ln+TSIYTE88GBDRIpcM8no2IDAaZRKIrK5tZXZ1uNn/nkj65XKtU9nh69ikUgyKRoaQky2yWBAQ0paUdFIuFJpPp5MmVra2xjpNZ1hYeXpWefnBkROHp2c9xjGPPRbudf/jwOqHQOGfOJwMD6qKiuT09wX5+rQMD/larYMqUY3FxBTNmzHjooYcm2maHer1eJBJd3LtwZGTkscceG6nONnYkExExdr5HjyL5q4zZyU899ZTbCnWdoaGhbdu2tbY0+Xjyugdtjz32WExMjJ+f33U0cAS4Ed3d3T/5yU9sNpvjoa8nf0m6PDbIifXHXYPWt/b2P/fcc/Hx8WNTIwDcEIxAwwVlZWW7d++urJxeX5/i7BwJl2AYLjX1RERERUpK7sCA2mC4sBV5aGjt5MknRCIjy174sCcQWIjIz6/N17etqSkhJeVkVFTZaBQmIrFYP2vWZ2lph8PCqkNDe7y8+mWygaiokri4wqCgxpSUSX5+fl1dXSpVt1rdEhDQKBIZhUKTzcYfGlKFhVXp9R4sazeZJAKBhWHsgYENGo2vj0+nXK6NiCiPizsXHV2qVrf29ITp9Z59fYFm8+ni4rNJSUkTasMOgUAwOuw6MjKyY8eO06dP63Q6k0VPrE0WlSuPPyQOqPBUSZ544omx2Ph9/IlEolmzZvH5gr5B/bJlyxYuXOjh4YGxZxh/crlcq9WaTKbHH388Pj6+taM3t6Qn1Ffg5XGtn+U0OltBrWH+/Pk3yzaiALcbjEDDBb/+9a+PHKn74ouH3JKeiSg5+fSkSSelUqlerx8c9Dt+/L/0eg8iSk7OmzQpl4ikUqm/v/+MGTN27dpFRI7/dYeHlR4eGo5jy8unC4Xm6uq0gIDGyZNPqFSC++67LyEhQaVS8Xi8jo4OnU6n1WrDw8N9fHxGRkZKSkrKysr6+vq0Wm1bW5vjar29QRLJSEHB/I6OSIViYPnyd4gYov/4HbHZ+CMjnqOj1PX1k4xGaWhojVpt2rRpk6NZ3oQyPDz805/+1NFaJCcn5/jx4zabzdfXNzs729PTMysra4I35gO4SdlsNse3H52dnU8//fSiNI/ZSdfUO7K5x3KkeKS+0/y73/1uoq2yAAAHtLEDIqLW1taCgoLq6gXuSs88njUpKW/OnDnt7e0tLS0qVU9UVGlpaSYR+fpe2AiDz+c3NDQ8/PDD9fX1+fn5RBQWFtbf3z8yQgqFLDn5NBHFxJxnGG727NkbNmxQKpWj1w8MDLz47eRyeWZmZmZmpuOhRqMxm80lJSXvvPNOX1+QxSIk4oaGvA4fXpeV9aVIpCcilmV5PJ7FYmEYe3V1+vTp+x1zPKKiSjmO/fzzR6ZOPfyHP/yhqqrqkUcemVBL1jiOs1qtjp8TExM3bNjAcZxUKsXEBoAxNfor5u/v7+HhkV+tS4sWS0VX+UqE4+jD45phvd3f3x/pGWDCQoAGIqJjx44ZjZKGhmS3vDvLWmfP/oxlbc3NzQ0NbSxr12p96+snOZ6trZ3i79/MMIxOpwsLCysoKKiqqiIihULxzDPPOLq2+fj4tLW1SSSSjz76KCYmZt68eU4V4IjaCxYsEAqFe/bs8fHZZTTKOI4EAgufbyYio1EmFuvMZj6fTwIBExJSW1MzNTa20PHyhoZku509efLO6OgiooM2m+3xxx+fOBlaoVC89tprPT09cXFxH3zwwejxBQsWPP7442vXro2Ojt61a1d6erobiwS4hTEM88ILL2zZsuWbwpE7Z15loldFi2lYb1epVCEhN+v+rwC3AwRoICLS6/Vms9Bud0/mi4oqCwxsWrhw0eHDhysrZ1RVpVmtQo67UExbW7Rj1aDNZjMYDB999BERMQzzwx/+0BF8HZ2tHf/YPPbYYzdSyZw5c9LT0+vq6goLC3t6eiorK202vk7HP3JkbVbWFwpFPxHZbDZ//4a6ulU6nceUKcfCwsKISoi49vaYwUF1YeE8osNEtHHjxonTG+7iwXgAGH8BAQELFy48uP+LZdM9BFfcSrOwTh8REfHSSy9NnA/hAPBtCNBAp0+fPn36tIeHUansHRx0w9Z0/v7Ncrn8+PHjGo28sjLdahVeckJZ2cxp0w4SkclkIqKgoKDvf//7kZGRY1GMVCpNSUlJSUkhooGBgWeffbapyW9oyDs3d3l29kcSic5iEYlElqysLyoqphGRRCIhoqio0qio0pERz/LyTKNReuhQfmlpqVQqDQgIYFm2ubk5JCQkOjq6v79/7dq1E2qtIQCMj7S0tL1791a2mFIivrMFp9HCNXZZ5uZEvfjiiytXrsT3QgATFgI00Pnz541GY0dHhFvSs0IxEBjYODJi4ziuqirr2+mZ6N8bNRuNRiJavHjxGKXnS3h5ec2dO3doaO+SJe8XF8+RSHREJBCY7Hbi8ykxMZ+IRCKRTCbT6/Ucx8nl2hkz9nEc29CQPDCgNZslIlGfQGAcGvJpaKgvKCggovb29q1bt45D8Zfl7+8/+vPAwMDjjz/u+JnjuA8//NBsNi9atOim2N8b4KYTGRnp6+ubV6m5QoDWjtgsNk6tVh88eLCvr288ywMApyBAAzn6M9jt7llS5uvbzrLWX/7ylb/97W/9/eW1tVMufpbHs7Gs3dGOg4jMZjMRBQUFjVt569evT0hIePPNNz09P7HbeSxrGxrylsu1LGtnWRvLssXFxUajVKsN9fVtY1kbEbEsFxDQePLkyv7+f28hxrI2pbLX37+FYU6Mrs0ff11dXaM/L1iwYPTn9vb2zz77jLPzDxw48P3vf390eSUAuAqfz1+7du3vf//7bo31u3b59vHkMQzt27fPsaXoOFcIANcOHVKBHI361epmt7x7QECDj49PaGioSqUSiQwXP+Xn17pu3Rtr1vx2xoyviYhlWY7jWJZ1zJoYHwzDpKamvvzyy2lpUx35WCzWVVVNNZn4ROSY5SwW69XqZoaxExHHsXw+XyodTks7HBpaQ8RJpcNxcYV8vmVgwF+n8+A4rqKiYtzqv0aOTna6qvnG3uA333zzD3/4w+DgoLuLArjVOBZslDYav+uExi4Lw9DAwMCMGTMcJwPAxIQADbRy5cqIiAgiZrRh3Hiy2QTDw8MWi0UgEFyyhbhS2ccwdqGQHxXlvWHDhs2bN4t6QVX8AAAdCElEQVREoieeeCI8PHyciwwICHj66acdE6OFQqNa3VpSMpuIjEajzXZhLFmr9SUihrFbLBYiUigGsrI+9/Lq9vNrmzr18B13/CUgoKG1NW5w0O/999/XarXjfAtX5uPj4+PjI/SrGSpdoaude+xo7ubNm5977rkTJ07Y7XZ3Vwdwi2hqamJZ5ttTOOwcdQ1auzXWT04N2Wwcj8dbs2aNWyoEgGuEAA3EMMzDDz8slzMLFuyaN++fAQEN4/bWkZHloaHVM2bMEIlElZWVGs2/R1z4fHNKykkiWrNmzauvvrpixYqZM2fu3LnTjbMLHn30Uce6eG/vTp1O0d0dZrVaOY7Ran2ISKns4fMvfC1rs/GGhlRENG3aNxER5bm5K1jWOnv2Xql0+PTppY2N/W+++eaECqYMw6xbt07o0ygOLDG2p2gL7tLVza46Z/z973//wgsv1NXVubtAgFtBT0+PRMj4KHhEZLdzvVqrwcxxHO0vGH5rb//bX/TbGDHDMDk5OeM5UQ0ArgPmQAMRUUREREJCQlFRkVrdbLEIOzvHY4keEQkEJpa1hYWF9fb2dnd3t7Zm8HgWsdig0ynS0g4JBCYiSkhIGJ9irsrLyysmJobjuMbGxpSU3La2KLW6OShI3d3dTUQMwxgMDJFIoWANBoO3dxcReXl1E1Ft7eTTp5fNnv1ZbGxhYWFOeXmGUHhUp9ON5wbaSqXykm1HDx486PhhNB8fOnSoXFttbJ9s0/nYdD7GtlSBqr1af+S5557Lzs6+//77hcLLLPEEgGuUmpr69ddfHyrSKeW8wjpDW5+FiMRC1mi2R0REGAyG/v5+Ilq1apW7KwWAq8AINFzw1FNPTZ8+nYjGsxt0Tc0Ui0UwODjoaK9htfKWLHl/8eL3BQKzo+XF3XffHRMTM271XNXWrVuff/75devWqdXa5OQ8IhodSObz+Xy+rawso7+fT8Rc3MM1ISHf8UN0dLFMpjUapfSvrcgnjpqamtraWutQ8MUHLYNBmrMbdbVzjh458fLLLzvWmwLA9UlOTs7IyDhepvv89JCBUyxZsmTRokUBQWE//vGPH3zwwb6+PovFMnXqVC8vL3dXCgBXgRFouEAkEmVkZJw9e9axQ/U48PTsy8r6QiCwxMbGOtprTJ58UqEYbGmJX778LxKJLjEx8c477xyfYq6Ro3vGihUrcnJyXnvttZqamt7eXm9v7/7+fpvNxjD2uLjzZ84sGRhQT5u2PzS01vEqiUSflnaYiHg8K8cxjqYiWq124jSE1mg0H3zwgd0k1TfMvPQ5jjW2T7aN+NdaP3/11Vd/8YtfiMXf2YQLAK6AZdknn3zy7rvvlslkcrn84qf27NljtVonT568efNmd5UHANcOI9C3iObm5vb29hu8iKO7hU43Hvvn8Xi2OXM+8fTsi42NTU9Pj4iIyMnJ8fbuIyKWtUokOplMdv/9949DJddHLpf/7Gc/S01NpX9tgsiyLBFJpUPTpx8wm8X5+UtaW6PpQqNorVQ67HjhpEm5YrHOcQW3Vf8tO3bsqK5sNLRPIu7y3z9YtOqR8uUN9c2ffvrpONcGcCthGEatVl/y63/mzJlPPvlErVb/8Ic/HM8uQwBw3RCgbwUcx/3yl7987bXXbvAiv/nNbziOUygGXFXYFYjFOrl8iIhCQ0OJiGXZxMREjuO0Wp+hIS8i2rx5c3Bw8FWu4lZSqfTpp59+9NFH16xZ4+XlZbVaHdM2ZLKhFSt2SCQ6nU5FRCaTiWEuzOgQCASRkeVpaYe9vb1VKpWbb+Bfuru7CwsLdfVZhuZpVzjNogm06lTd3d0Gg+EKpwGAU/bt2/fb3/5WpVJt2bLF0VASACY+BOhbgd1ul0gk3d3d27dvb21tdeq1er3+z3/+84MPPnjgwIHVq1ezLMvnm0eHS0eJxXqVqtt1JVNYWBURN23atPXr1zuO7Nu3T6+XCYXGhISzMpnMMbg7wfF4vOzs7KioqMDAwJiYmN/+9rexsbEMQ3K5JjX1WE1NanNzgskk4ThOpVIxDGM2m/38/MRifWJiortr/zehUMjn8/lSzVXPtBs8z5w584Mf/GBgYDw+ZQHc2pqbm7ds2fLXv/41JCTk1Vdf9fHxcXdFAHCtmIm2kgmuj06n+/nPf97X1xcUFLR9+/Zrecng4GBNTc2uXbu6u7s5jmEYbs6cOWFhYX/729+GhxXffLPRaJSNnrxkyfsqVc+JE6va2qJvvFqWteXk/FOtbv/LX/4yOqH2xRdfrK6uZhgmPDz8nnvumVAR86ocv0ccxz344INms5lhGLudrFahQGAaHlZ6eGjUavXdd9/d29s7b948juNkMtnFqwzd7k9/+tPRo8dGKpaYeq7058uTDAq8m2RRp+65d8Py5cvHrTyAm5rJZOrr62NZNiDgwu6kvb29b7zxRnNzs91uz8nJeeCBB9y1OykAXB8sIrxFyGSyrVu3nj9/PjAw8Bpfsm3btpaWFiLKz1/c1RU2a9Zn3d3djz/+eGJi4osvvpiefuj06aVWq4CIPD375XItESmVfS4J0NHRxX5+bXfeueri5WhPPfXU559/7uPjs2zZsht/i3HmSMMMw9x7773vvPMOx3EMQ442fB4eGiLq7u62WCwrVqxwc6HfYdOmTb29vSW6/CsHaJtBZWtTifzqdu/ePXny5Ak+xwbA7SwWy9dff71r1y4iEggEb7zxRmdn5549e2pqaqxWa3R09H333TehGg0BwDXivfDCC+6uAVxDJpNFRUX5+fld4/nl5eWtrV2VldMqK6dbLCKlsl+haMnOzvbz8/Pw8Kiv/4bHs3V1hfv6tuXk7PHyEgQFBdnt9XV1k+32Gx0pUal6goIaNm7cyOPxRjO0WCyePHnyzf5vSWRkpFwu9/Ly0ul0er3+4qcyMzMnbOLk8/kCgeDs+aOWgTC76SqrGy0DETxl3cm8AyaTKSEhwbF6EgAu0dXV9cwzzxQUFDgechxnNBr37t3b3NwcGRn59NNPr1692tvb271FAsD1QYC+fYWFhRUVFchktVLpsEBgCg+vYpjB+Pj4gICA8PDwQ4cO8Xj9ERHlSUn5cXHhL774YkpKysmTB6xWpqcn5AbfOiKiwtu788iRI0ePHmUYJi4uziV3NEFER0enpaWlpaVVV1drNBoiysrK2rRp09SpU91d2pX4+fl98803nLDb1Jl05TM5m8DUHW9ndfXtJ5KSknx9fa98PsAtr7i4uK2tbfQLwKqqqrNnz+7YsUOr1V58Wmpq6l133TV16tQNGzZMnGXEAHAdEKBvXx4eHkuXLiWinp7jwcG1np62hx56aMaMGY6WEVFRUXb7UEyM1x133HHvvfdKJBKFQtHd3T04WFhfn3qDg9AjI6qwsKqKihlWq6mx8VRSUpKPj09XV5dAIBjdDftmJ5PJsrOzpVKpVCpdv359eHi4uyu6Cj6fLxKJSitPmXtiOOtVGmkxROLAcqnSuG7dOrSFhtucRqN5/vnnc3NzFy9eLBQKS0pKXnnlleLiYqPRKBaLV65cuWTJkqSkpCeeeGLy5Mmenp7+/v7uLhkAbtQtElbguq1Zs2b16tW7du2SSqXZ2dmjxxMSEr69h3ZGRsbx48f9/RtaW29ozHh4WPnxx08QEcOQn19baGjoZ599tmfPnqVLl27cuPFGrjyh8Hi8m2ul3axZs/bs2WMMKtfVzbrCaQxrkycckPl3/uAHTymVynErD2BiEolEju0DHd2dPT094+Pj1Wp1TEzMjBkzpFKpuwsEANdDgAZiGGbDhg3XcmZeXp7BIOvsjLjGK2dk7Gtri25ru/y05tDQmri4c+np6VKptKCgwGaznT171sfHZ+HChROqQ8XtQyaTxcbGnmntv+yzAs9uu1XAl/dKo07yxcbHHts8ZcqUca4QYAKSSCRPPfXU6MOwsLCtW7e6sR4AGAcI0OCEuro6vV5htQodDxWKgbCwyrKyTO5f29d5e3fqdApH/7vw8PKIiHIez/YdAZpLSjrt7y+97777Wltb6+vriai7u/vdd98NDw+PjY0dnzuCS9jtdoa+/emFk0aeloSeczyYMmXKxo0bg4KCxrk2AACACQIBGpwwderU9vavvby6BwbUYrF+3rx/SiTDIpE+OLg+P3+RwSBfuPAf/f0BR46siYoqmTr1GBHZbJefLS0SmZTKnqioab6+vu+99x7HcY5e1ON7Q3ApsVhMrOXiIwzfIo8/IPRpWLZsWUJCgkKhiI6OxlcEAABwO0OABifcddddubm54eGVBoNszpxPvL1tYrFXTEwxEWVkfFVdnc4wdl/fjkWL/u7pORASEtza2vpdfaNFIh0RqdVqo9GYm5tLRAzDMQyzfPnym72T3U2Nx+OxAvPoQ4ZnUU7/G0+ke+ihh3NycpCbAQAACAEanCIQCKKiohobW9XqZm/vgblzF91555179uyRy+UnT54UCE4RUXp6emFh4fLlK5qamqqrte3tlw/QgYGNHMeoVKozZ86MjIw4DnL/Gogev1uC/5SRkXHq1Clp2DlD22TOJhD51bDCka1bn4uPj3d3aQAAABMFdkAAJ5w/f766ulql6lYqe7du3XrfffcpFIoHH3zwrrvu2rBhA8vaiUgkEr377rvr169vb29vbo4bnR59ES429nxKygmZTJKWlnb+/PmLn8vPzx+vu4HLSE9Pz8zMlETkKdP/IVC18VVtSqUS3wkAAABcDAEanHDq1CnHaHF2dvYloSojI8PR9i48PJzH49GFXk4FKlX3JReJiytMSzvk6+v59NNPFxQUOBKz2SwiIiKmr6/vww8/HI+bge/w3//937/61a8iE1SKlE9FvrUZGRmOP1AAAABwwBQOcMITTzyxatWq8vLyBQsWXDLRgmGYZ599tqura7Q5g5eXV1VVh8n0Hz1QeTxbaGg1j8d7/fXX+Xz+3r17Ha8+dmxtWFilr2+bStUzMDAwTvcD3yEsLOx//ud/3njjjaGhobvuusvd5QAAAEwsCNDgBIZhgoKCvqt/GY/Hu/gpu90+MOCv13tcfM7Spe95eAzk5CwQCoVvv/12UVEREbW1RWu1XjExRQxjJ6Lk5OSxvAm4JizL/uhHP3J3FQAAABMRpnDAWJHL5UKh4eIjAoFZLh/08/PLyck5f/58bm5uS0s8Eel0nizLmUwSIpo6deqsWVfaBg8AAADAvTACDWOFx+OxrG30oUBgWbnyTwzDbdy4MSIi4tSpUwaD7NSp5Xy+OSCg0WiUisU6IlqyZAm6cAAAAMBEhhFoGCsikUip7PPza3U8TEk5LhQap02blpaWRkQGg0EsNgQH1xQVzWFZW3JyHhEpFIqIiGvdJxwAAADALTACDWPCbDafOnWKiBSKgZ6eEJWqJyamOCQk5Hvf+56jpUN2dnZDQ4NGc0ar9ZHLNY5X/eQnP5HJZO6sGwAAAOBqMAINY+Krr74aGho+fnx1Q8MkIuLzrXY7wzCMl5eX44To6Ojs7Gylsjc4uJaIeDzeM888Ex19+V1XAAAAACYOBGhwvfr6+n/+858VFdPa2yPtdpaI+voCdDqlUqm8+LTMzMzp09P5fAsRpaamTp482T3lAgAAADgDUzjA9Y4eParXy0pKLjTT4PPN8+fvVij6p0y54+LT5HL5I488otVqu7q6Fi1a5I5KAQAAAJyGEWhwveLi4ra2aI5jiSggoCEz8ysvr660tLT58+dffJrdbv/Vr35VU1MzNDSE3QcBAADgZoERaHCx1tbW4eFhjrvQii45Oc/HpzMyMvKHP/zhJTtCFxYWNjY28vn84OBgbHcHAAAANwsE6FucxWI5ceKEh4fHtGnTxuHttFrtq6++ajKZVKpelrXPnPmFt3eXSCSSy+VNTU1RUVEXn2wymXg83vPPP3/JcQAAAICJDAH6Fnfy5MkdO3ZERUWNQ4C2WCw7duzo6ho5f35xV1docHBtaGgNn89nGKa0tDQ6OvqSoJyVlZWamoq+dQAAAHBzQYC+xaWnp7e2tmZkZIz1G5nN5m3btpWX1xQWLmhomOTj0zFz5pdElJiYuHHjRqlU6uPj8+1XIT0DAADATQcB+hbn4eGxadOmcXijffv2VVRUHT26rrs7lIhCQ6tY1p6UlPTTn/70kqnPAAAAADc1dOEAF2hoaNi9e3dt7RRHeiailpZ4m41XXl7e1dX17fOLi4ufffZZjUYzvmUCAAAAuAAC9G1Br9f/+te/fuutt4aGhsbi+p9//vnwsOL8+bmjR5KSTvN4tlmzZgUFBX37/OPHjzc1NTU2No5FMQAAAABjClM4bgsMwzQ1NQ0ODq5du1ahULj8+j09PT09wXb7hakaoaFVgYGNRBQaGnrZ82fPns0wTHh4uMsrAQAAABhrDMdx7q4BxoNWqx0ZGbnsePB102g0tbW1eXl5Z8+eLS1NKyvLCg2tio8/q1T2+/urFy1atGjRIpbFtxwAAABwS0GAhuvBcdyXX3750UcfmUymfx1jhoc9PTw0RLRgwYLvfe97WDsIAAAAtySMDsL1OHny5AcffFBREXvixCrHlt1EnCM9E9H8+fORngEAAOBWhQANTuvt7X333Xfb2qI1Gl+Fov/UqeU2G4+IQkJC/P39vb29AwMD3V0jAAAAwFjBIkJw2t69ezUaampKmjXrMyKmtzeQx7MRUWdn56OPPjpp0iSBQODuGgEAAADGCgI0OGdoaOjkyZMNDSksayUiu5318elwPGW1Wj/99NNz584FBQWtW7fOrWUCAAAAjBVM4QDnHD161Gg01damenn1sCzr7a1IS5vieEoul3d0dBQVFR04cOCy+6cAAAAA3AIQoMEJVVVVu3fvJuKysvbGx58ViUTf+973Nm/e7OhVJ5FIiMhut+t0uu3bt1ssFnfXCwAAAOB6CNBwrc6ePfvyyy/b7XYi8vbuJCKDwbBjxw6JRPL000+//vrrPj4+YrH4Zz/7mUwm6+rq0mq17i4ZAAAAwPUwBxqurqCg4I9//OPIyMjFB729vdetW+fYa3DKlClEpFarvby8kpOTt2/f3tnZ6ePj455yAQAAAMYSNlKBK+no6Ni5c2dFRUVvb4BAYPL07GdZNiAgoL29PT4+/rnnnnN3gQAAAADjDSPQcCUHDx4sLa1qaEgpLMxOTDzj6dkfHBz8y1/+srCw0N/f393VAQAAALgBAjR8J5vNVlNT09ER0dERmZHxtbd3FxG1tra2tbVNmzbN3dUBAAAAuAcCNHynXbt2NTQ0WiyJc+Z8GhYW6uUVuXjxYiJ69tlnQ0NDn3/+ebFY7O4aAQAAAMYbAjR8Jx6PZ7PxlcpepdLzlVdeYRiGiDo7O/l8fnt7+8jICAI0AAAA3IawiBAuo66urrW1dfLkydu3b+c4buPGjSkpKaPP9vX1CYVChULhxgoBAAAA3AUBGv6D1WrduXNnbm6u2Wy+5557fH19p02b5hh7BgAAAABCgIZLFBQUvP766xcf2bZtW0hIiLvqAQAAAJhoMAfaOXa7/YMPPigtLc3IyFi0aJFMJnN3Ra5hMpk++OCD4uJiq9UqEAj4fL5jG5SsrKzg4GB3VwcAAAAwgSBAO2doaGj//v02m621ta2oqOi5557j8XjuLsoFPvzww6+/Pszj2Yk4iUTywgsvYNQZAAAA4LJYdxdwk1EqlVu2bCEiu52tra3Nzc11d0Wu0dPTwzBks7FEZDAY+vv73V0RAAAAwASFAO20+Pj4//qv/0pKik1NTTUYDD/5yU8qKircXdR1stvtVquViCIjI1nWxuPZiCgpKWnSpEnuLg0AAABggsIiwhtSWVn58ssvi8Xid955x921OK2uru6NN96wWq0bNmw4evRoVVUVEfn7+2/btk0gELi7OgAAAIAJCnOgr5NWq/3rX/9aV1d37733KpVKd5dzPf7yl780NnIKhfbdd981Go1EpFAoHnjgAaRnAAAAgCtAgL5O1dXVp06dIiJvb+8ZM2a4uxynVVRUdHV1yWRWIjIajSzL3n///bNmzcLmggAAAABXhikc1y8/P//AgQObN29WqVTursU5er3+Bz/4gV6vF4vFq1atampqyszMTE9Pd3ddAAAAADcBjEBfv+nTp0+fPv3bx8+ePVtUVPTggw9OtA537e3tX3/99T333KPVavV6PRFNnz595cqV7q4LAAAA4GaCLhyu19vbe+7cOYvF4u5C/sPRo0e3b99+6NCh7u7uc+fOEVFgYODatWvdXRcAAADATQYj0K63bNmyZcuWubuKS+3du7enp4eIhoeHd+/eHRYW9vOf/1yhULi7LgAAAICbDOZAj7nPP/98//7969aty87OHv935zju7bffbm5uNhgMWq02Ozt748aNLS0tYWFhIpFo/OsBAAAAuNlhBHrMtbW1DQ4O/vnPf1ar1UKhMCoqatzeuqCgoKWlJTc3l8fjbdmyRaVSqdVqIoqNjR23GgAAAABuMQjQY8tisTg2KAkKCnr//fdHRkbS09M3bNggFArNZnN7e3tERMR1X/z48eO7du264447RmeMcBx38OBBLy+vtLQ0ItqzZ09PT8/8+fMzMjLi4+NdckcAAAAAtzkE6LHF4/FkMplIJLrjjjv4fP4nn3yyf//+6dOnJyQkvPTSSw0NDZs3b87KyrqWS1kslou3ODEajX/84x85jvvwww+XLl3KMAwRnTx5cufOnSzL7ty5UyAQPPjggxaLJTExcaxuDwAAAOD2gwA9tliWff7554lILBaXlJS0t3dkZmY6BoNZliWioaGhS15isViamppCQkLEYrHNZmNZtr29vaen5//+7//WrVu3cuXKtra2vLy8xsZGx/x1sVj8v//7v4mJiT4+PgaDQalULly40BG1Y2JixvuGAQAAAG51WEQ4rs6dO7dr166wsLAHHniAiKqqqtLS0hyDx0S0bds2X19fgUCwb9++0NDQJUuWfPnll1artbu728/Pr6enR6lUBgUFVVRUjP6pOaaCjF4/NTX1Zz/72fjfFwAAAMDtAwF6XHEc98ILL9TW1s6dO/exxx675Nkf//jHAoFg9erVb7zxBhFJJBKz2cyy7GhLaT6fn5iYmJmZ2dfXx+Px/Pz8Jk+eXFJS0tfXZzKZgoOD4+PjPT09x/uuAAAAAG4nCNDjzWKx/O53vzt37tyqVavWrl3rmMjh4JjOMTg4+POf/3z0II/Hs9lsRCQWi9evX79o0aLxrxkAAAAARvFeeOEFd9dwe+HxePHx8adOnSoqKoqOjvb393cc12g0x48fT05OVqlUvr6+DMPcfffdcXFxJSUlMpns/vvvv++++5KTk91bPAAAAABgBNo9NBpNV1dXbGzs6Aj0s88+29TU9NJLL0VHR198Znd3t0qlEgqF7igTAAAAAC6FLhzuoVQqlUrl6EOO4xx5+tttoR1bnwAAAADABIER6Imir6/P09Pz4k7PAAAAADABIUADAAAAADiBvfopAAAAAADwLwjQAAAAAABOQIAGAAAAAHACAjQAAAAAgBMQoAEAAAAAnIAADQAAAADgBARoAAAAAAAnIEADAAAAADgBARoAAAAAwAkI0AAAAAAATkCABgAAAABwAgI0AAAAAIATEKABAAAAAJyAAA0AAAAA4AQEaAAAAAAAJyBAAwAAAAA4AQEaAAAAAMAJCNAAAAAAAE5AgAYAAAAAcAICNAAAAACAExCgAQAAAACcgAANAAAAAOAEBGgAAAAAACcgQAMAAAAAOAEBGgAAAADACQjQAAAAAABOQIAGAAAAAHACAjQAAAAAgBMQoAEAAAAAnIAADQAAAADgBARoAAAAAAAnIEADAAAAADgBARoAAAAAwAkI0AAAAAAATkCABgAAAABwAgI0AAAAAIATEKABAAAAAJyAAA0AAAAA4AQEaAAAAAAAJyBAAwAAAAA4AQEaAAAAAMAJ/w/DRhHvHDBxZAAAAABJRU5ErkJggg==)
NA
NA
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