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Ellielog.html
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<h1>Ellie's Log</h1>
<p>My daughter, ellie, was born in January. Since her birth, we have been keeping detailed records of her sleep, feeding and diapers. In honor of QS2012, I digitized our log and have put together some plots of the key variables that we measured. I would love ideas and feedback on where to go next. </p>
<p>changes made as a test. </p>
<p><a href="http://imgur.com/4OQqA"><img src="http://i.imgur.com/4OQqA.jpg" title="Hosted by imgur.com" alt="" width="200" /></a></p>
<pre><code class="r"># setwd('~/Desktop/Dropbox/EllieLog/')
require(ggplot2)
</code></pre>
<pre><code>## Loading required package: ggplot2
</code></pre>
<pre><code class="r">require(reshape2)
</code></pre>
<pre><code>## Loading required package: reshape2
</code></pre>
<pre><code class="r">
# read in log data
Ellielog = read.csv("Ellielog2.csv")
# reformat dates
dates = seq(from = as.Date("2012-01-19"), to = as.Date("2012-10-18"), by = "day")
Ellielog$Date = dates
# create age in days variate
Ellielog$age = as.numeric(Ellielog$Date - Ellielog$Date[1])
# read in weight data
EllieWeight = read.csv("ellieWeight.csv")
names(EllieWeight)[1] = "Date"
EllieWeight$Date = as.Date(EllieWeight$Date)
# merge weight data into log
Ellielog = merge(Ellielog, EllieWeight[, c(1, 4)], all.x = TRUE, all.y = TRUE)
# manual additions of weigh ins excluded from chart
Ellielog$weight.lb[1] = 7.5
Ellielog$weight.lb[2] = 7
Ellielog$weight.lb[3] = 6.75
Ellielog$weight.lb[4] = 6.9375
Ellielog$weight.lb[5] = 6.9375
Ellielog$weight.lb[8] = 7 + 5/16
Ellielog$weight.lb[16] = 7 + 15.5/16
# getting the 50th perctile for weight from CDC equations
cdcCoefs = c(3.23249, 0.764466, -0.0115107, -0.000912367)
cdc50 = function(coef, age.in.days) {
ageM = age.in.days/30.4368
weight.kg = coef[1] + coef[2] * ageM + coef[3] * ageM^2 + coef[4] * ageM^3
weight.lb = weight.kg * 2.2
return(weight.lb)
}
Ellielog$percentile50 = cdc50(cdcCoefs, 1:dim(Ellielog)[1])
# create the melted Ellielog
Ellielog.melt = melt(Ellielog, id.vars = "Date")
</code></pre>
<h2>Weight</h2>
<pre><code class="r">qplot(Date, value, data = subset(Ellielog.melt, variable %in% c("weight.lb",
"percentile50")), color = variable) + labs(y = "pounds", color = "") + scale_color_hue(h.start = 180)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-1"/> </p>
<pre><code class="r">qplot(Date, value, data = subset(Ellielog.melt, variable %in% c("weight.lb",
"percentile50") & Date < Ellielog$Date[100]), color = variable, main = "zoom in on first 100 days") +
annotate("segment", y = -Inf, yend = Inf, x = 15422, xend = 15422, color = "limegreen",
lty = 2) + labs(y = "pounds", color = "") + scale_color_hue(h.start = 180) +
annotate("text", x = 15432, y = 8.25, label = "start meds", color = "limegreen")
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-2"/> </p>
<h2>Sleep</h2>
<pre><code class="r">qplot(Date, LSP, data = Ellielog, geom = c("point", "smooth"), main = "Longest Sleep Period (hours)")
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-3"/> </p>
<pre><code class="r">qplot(Date, nightSleep, data = Ellielog, geom = c("point", "smooth"), main = "Night time sleep (hours)")
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-4"/> </p>
<pre><code class="r">qplot(Date, daySleep, data = Ellielog, geom = c("point", "smooth"), main = "Daytime sleep (hours)")
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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SEVxuep7vklS5ZYx0/Kzs6Gt7d3jYM9fv3111izZg327dtn12u4zWKxID09HaGhoZXWWFJSAr1eX2ln76pUdX62b9+O5557DomJiXb36SKicgxARPe4/Px8nD17Fp999hk8PT1FOWbMnQHIXmazGV27dsWiRYsQFxdXj9U5b8iQIXjppZcqjFdERDVjH6AmShCEOum4Sve+vLw8jBo1CllZWfjXv/7l0Lb3ynvMy8vL4ZGSZTIZPv/8c2t/qsbm2LFjAHDPhJ975b1GTUeTuAJ05zxFVM7NzQ0WiwVms9nVpTQZAQEBMBgMlXbIvdcJd8z27gh3d3cYjUZRfzgZjUaH5kYLDg5GYWGh9fb7+nL7d7+yZramSKlUVjokAVVNoVAgMDAQ6enpri7FZdRqtUPNyXfibfBEIuBM+KFyjXVi2Hsl+BC5CpvAiIiISHQYgIiIiEh0GqQJbMuWLWjVqhU6duwIoHyE1j179qCsrAwPP/xwpaPEEhEREdWXer0CZDAY8MMPP+Do0aPWOW/0ej1++eUXTJ06FRMmTMCaNWvqswQiIiKiCur1CpBWq0XPnj1tBu/KzMxEREQEVCoVVCoVdDodysrKIJeXl/Ltt9/azJfj7e2NJ554oj7LbJJud2oV8905jnJzc4O7u3ulk1xS5aRSKSwWi6vLaFIUCgV8fX3rbFBJseB7zXESiQQymUzUrSh3TyjsiHoNQH5+fvDz88PVq1etjxUUFNhMPujh4QGtVmv9YzFs2DDrnEZA+Z0OhYWF9VlmkySXy2GxWPgHwwHe3t4wGo31fnvyvcTNzQ1lZWUM2g7w9fWFVquF0Wh0dSlNikKh4DlzkFwuh4+Pj6g/I2tzl2aD3wavVCqtEzQCgMlksvlGHhUVVWEbjgNUEccBcpynpydMJhMDkAMsFovoxwFyFIO2cwRB4DhADlIoFLBYLKJ+r9VmOIgGvwssJCQE6enpEAQBOp0OgiBYm7+IiIiIGkKDJw8vLy/07NkT//3vf1FcXIxx48Y1dAlEREQkcg0SgMaMGWOzPGDAAPTt2xdSqRRSKYciIiIiooblsrYnNnsRERGRq/DyCxEREYkOL8Pc465cuYJFixZBpVLh+eefR7NmzVxdEhERkcsxAN3DDAYDnnjiCeTk5AAAzp49i02bNrm4KiIiItdjE9g9LD093Rp+ACAhIYHjBhEREYEB6J7WvHlztG7d2ro8dOjQWg0aRUREdK9gE9g9TCaTYe3atfj555+hUqnw0EMPubokIiKiRoEB6B7n7e2Nv/zlL64ug4iIqFFhExgRERGJDgMQERERiQ4DEBEREYkOAxARERGJDgMQERERiQ4DEBEREYkOAxARERGJDgMQERERiQ4DEBEREYkOAxARERGJDgMQERERiQ4DEBEREYkOAxARERGJDgMQERERiQ4DEBEREYkOAxARERGJDgMQERERiQ4DEBEREYkOAxARERGJDgMQERERiQ4DEBEREYkOAxARERGJDgMQERERiQ4DEBEREYkOAxARERGJjtzVBdTEYrFAqVS6uoxGRyqVQhAECILg6lKaDJlMBrlczveTA2QyGSQSiavLaFKkUikUCgV/Nx3E303HyeVySCQSUZ+32vx9avQBSCqVQq/Xu7qMRsfNzQ0WiwVms9nVpTQZarUaZWVlfD85wN3dHUajkR/mDrBYLDAajXyfOUipVPKcOeh20BbzeZPLnY8xbAIjIiIi0WEAIiIiItFhACIiIiLRYQAiIiIi0WEAIiIiItFhACIiIiLRYQAiIiIi0WEAIiIiItFhACIiIiLRYQAiIiIi0WEAIiIiItFhACIiIiLRYQAiIiIi0WEAIiIiItFhACIiIiLRYQAiIiIi0WEAIiIiItFhACIiIiLRYQAiIiIi0WEAIiIiItFhACIiIiLRYQAiIiIi0WEAIiIiItFhACIiIiLRYQAiIiIi0WEAErEVK1ZgwoQJeO2111BQUODqcoiIiBqM3NUFkGucOHECf/vb3wAAp0+fhlwux4IFC1xcFRERUcPgFSCRun79erXLRERE9zIGIJEaMmQIAgMDrcuPPPKIC6shIiJqWGwCEyl/f39s27YN+/fvR1RUFDp27OjqkoiIiBoMA5CI+fn5Ydy4ca4ug4iIqMGxCYyIiIhEhwGIiIiIRIcBiIiIiETHJX2Azp07h8OHD8PNzQ333XcfQkNDXVEGERERiVSDXwEym83YunUrpk2bhlGjRmHz5s0NXQIRERGJXINfAZLJZBAEAenp6cjKyoK7u7vN85s3b0Zpaal12cPDA8OGDWvoMhs9qVQKQRAgCIKrS2ky3N3dIZfLoVAoXF1KkyGTyWA2m11dRpMil8uh0WigUqlcXUqTIpPJ4Onp6eoymhSpVAqZTAZ/f39Xl+IytfkMbPAAJAgCOnfujJ9//hk6nQ7jx4+3eT4wMBBarda67O7uDpPJ1NBlNnq3g6TFYnF1KU2GQqGA2Wzm+8kBgiDAbDYzaDtAqVTyfeYknjPH3P4cEPN5k8lkTm/b4AEoNTUVN27cwBtvvAGz2Yz3338f7dq1s34rj4uLq7BNcnJyA1fZ+Lm5ucFisfDbuQMUCgUMBgOKi4tdXUqT4e7uDqPRyADkAJVKhdLSUuh0OleX0qQolUro9XpXl9GkKBQKqFQqFBUVuboUl1Gr1U5v2+B9gBQKBTw8PMoPLpVa/09ERETUUBr8ClBwcDB8fX3xww8/QKfTYcCAAeyTQURERA3KJbfBjxs3DiaTCTKZDFIphyIiIiKihuWyucDc3NxcdWgiIiISOV5+ISIiItHhbPAEANDr9fj5559RWlqKxx57DD4+Pq4uiYiIqN4wABEA4LnnnsPu3bsBABs2bMBvv/1Wq/EViIiIGjM2gRHMZjP27NljXb5y5Qpu3LjhuoKIiIjqGQMQQSaToUuXLtbloKAgTlBLRET3NDaBEQBg0aJF+Prrr6HT6TBr1qwKc7QRERHdSxiACED5VZ+5c+e6ugwiIqIGwSYwIiIiEh0GICIiIhIdBiAiIiISHQYgIiIiEh0GICIiIhIdBiAiIiISHQYgIiIiEh0GICIiIhIdBiAiIiISHQYgIiIiEh0GICIiIhIdBiAiIiISHQYgIiIiEh0GICIiIhIdBiAiIiISHQYgIiIiEh0GICIiIhIdBiAiIiISHQYgIiIiEh0GICIiIhIdBiAiIiISHQYgIiIiEh0GICIiIhIduasLoMbl4sWLWLduHcLDwzF58mS4ubnZvW1OTg6WL18OmUyGqVOnwtfXtx4rJSIich4DEFllZWXhoYceglarBQBcv34d8+bNs2tbQRAwefJkXL58GQCwa9cubNmypd5qJSIiqo1GH4AsFguUSqWry2h0pFIpBEGAIAh1ts/z589bww8AHD582O5zn52dbQ0/AJCQkACTyQSNRlNn9dWWTCaDXC7n+8kBMpkMEonE1WU0KVKpFAqFok5/N8WAv5uOk8vlkEgkoj5vtfn71OgDkFQqhV6vd3UZjY6bmxssFgvMZnOd7bNdu3bw8PCATqcDAMTGxtp97tVqNaKjo5GUlAQA6NChA9zc3BrVz06tVqOsrKxR1dTYubu7w2g08sPcARaLBUajke8zBymVSp4zB90O2mI+b3K58zGm0QcgajjBwcFYu3Yt1q5di/DwcEyZMsXubSUSCVauXImlS5dCKpVi+vTp9VgpERFR7TAAkY0OHTqgQ4cOTm0bFBSEN998s44rIiIiqnu8DZ6IiIhEhwGIiIiIRIcBiIiIiESHAYiIiIhEhwGIiIiIRIcBiIiIiESHAYiIiIhEhwGIiIiIRIcBiIiIiESHAYiIiIhEhwGIiIiIRIcBiIiIiESHAYiIiIhEhwGIXC4vLw/79u1Dbm6uq0shIiKRkLu6ABK3pKQkTJo0CUVFRdBoNPj555/Rtm1bV5dFRET3OF4BIpf66aefUFRUBAAoLi7GTz/95OKKiIhIDBiAyKWCg4Ntlps1a+aiSoiISEzYBEYu9eSTT+Ly5cs4ePAg+vTpg2nTprm6JCIiEgEGIBEwm80oKSmBt7e3q0upwN3dHQsXLnR1GUREJDJsAhMBiUSC7OxsFBcXu7oUIiKiRoEBSESysrKg1WpdXQYREZHLMQCJiCAIyMzMhF6vd3UpRERELsUAJDIWiwU3b96E0Wh0dSlEREQuwwAkQmazGRkZGTCZTK4uhYiIyCUYgESqrKyMIYiIiESLAUjETCYTMjIyUFZW5upSiIiIGhQDkMiZTCbcvHkTZrPZ1aUQERE1GAYggsFgYAgiIiJRYQAiAIBer8etW7cgCIKrSyEiIqp3DEBkpdPpkJGRAYvF4upSiIiI6hUDENnQ6XS4desWQxAREd3TahWA8vPzkZKSUle1UCNRWlqKzMxMhiAiIrpnORWArl+/jtjYWAQEBKB9+/YICAjATz/9ZPf2GRkZWLt2LRYtWoRLly45UwLVM61WW2mfIEf7CFW2vr37aIz9kRpjTURE5DinAtD06dMxceJEZGVloaCgAOvXr8err76KxMTEGrc1mUxYsWIFRo8ejSlTpuDAgQPOlEAOuJYmwTtfRWLO37/EN998g8LCQru2Ky0ttYYgrVaLadOmISYmBk888USN+0hLS8PYsWPRpk0bzJ49G2VlZcjJycEjjzyCmJgY/OUvf6lyTjKDwYBnnnkGMTExeOihh5Cdne3wa64PH3/8Mdq1a4fBgwfj7Nmzri6HiIhqQSI48ZW2efPmSE5OhkQisT727rvvIiIiAs8880y12165cgUnTpxAx44dIZFI0L59e5v9HD16FKWlpdZlNzc3tG/f3tES73lSqRSCINh1RWLVqtX4dr03TO6joCp+E/16eOLRRx+1+1ienp7YtGkT5s2bZ33sr3/9K959990qt3n++eexZs0a6/KiRYtw+vRpfPPNN9bH5s+fj1mzZlXYdunSpXjttdesyzNnzsTChQvtrrcqnp6eKCsrg8FgcHjbU6dOYfjw4dblnj17Yvv27bWuqbGTyWQcHsFBGo0Ger2eo6w7SC6Xc1BWB8lkMqjVaru/1N6LpFIpfHx8nNpW7sxGXbt2xZIlSzB16lTI5XJkZmYiPj4ey5cvr3HbwsJCJCYmwtfXF3q9HseOHcP06dOtz6enp9sEIJVKhS5dujhT5j1NKi2/eGdPPx29XgeP0h8gK7sCreZfSMlbD5lMZvex9Ho9ysrKbD4MS0tL4ebmVuU2Wq3WZlmn09n8XG8/Vtk+dDqdXes5SiqVQiaTObWvu0OTVqutk5oaO5lMBplMxqY/B0gkEod+v6icTCaz+TJMNZNKpZBIJKL4W1QfnApARqMRM2fOxF//+ldEREQgMTERSqUSjzzyCABgwIAB+O677yrdVqFQICwsDCNHjgQALFy4EDqdDh4eHgCAiRMnVtgmOTnZmTLvaW5ubrBYLHZ9Ox8+fDj27duHzMxtULllIkP3GZb9koOJgy5DamcjaI8ePRAXF4dDhw4hMDAQjz32GHJzc6tcf8aMGdi3bx8KCwvRrl07DBs2DB07dsSvv/6KnJwctGzZEmPGjKl0Hw888ACWLl2Ka9euwd/fH1OmTKn2WPYKCAiAwWBAcXGxw9u2bdsWQ4cOxa5du6BQKDB79uw6qamxc3d3h9FoZAByQHBwMIqLiysEeaqeUqmsslmcKqdQKKBQKETxt6gqarUaGo3GqW2dagI7c+YMjEYjysrKUFJSArVaDbn8f1nK29sbMTExlW6bm5uL5cuX45VXXoEgCJg7dy7+/ve/V/uNiQGoIkcCkMViQVJSEnJzc+Ht7Q2dUY3vfukChdyMpx9MgNrDvkv1ZrMZhYWF6NSpkzWwVqe0tBQZGRlo2bKl9eer1+uRmpqKFi1aVPutxWQyITk5GeHh4XYdyx61CUBAeQfo69evw9/fH97e3nVSU2PHAOS44OBgFBYWMgA5iAHIcQqFAoGBgUhPT3d1KS6jVqsREBDg1LZOBaDk5GR88MEH2LJlC1588UVkZmYiPDwcb731ll3bHzp0CFevXkVWVhb69u2LuLi4Go9HthwNQNeuXbN5zFQmwdpdbXEhxQ+zxp1FRJD9ocDd3R1hYWHWZrimorYBSIwYgBzHAOQcBiDHMQC5IAANHToUw4cPh5+fH7KzszF16lQ8+OCDWLduXZVXfu5msVhgsVhsrhxVhQGootoGoNsOnAnDpv2t8eiwi+jV7pbdx1coFAgNDbXr59dYMAA5jgHIcQxAzmEAchwDUO0CkMNf4QVBwPnz5/H6669DqVQCACIjI/Hoo49i165d9h9YKm1SH573qv5d0vHcxFPYuK811u+JgdliXydEo9GI9PR03ulCRERNksMBSCKRQK1WIyEhwfqYxWLB1q1bERISUqfFUcNoFVqINycfRfJNL3y1rhuKS+27o8BkMiEtLc2p28qJiIhcyalOHB9//DEGDhyITz/9FBs3bkRkZCQ0Gg0efPDBuq6PGoi32ojZj5xAM79SLFgRi2sZ9nXyNZvNyMjIwJkzZxAfH4+ioiKnazh16hS2bdtW4Xb5+nDu3DnEx8ezOYyISKScaoOaNGmS9ZZmk8mEiRMnonXr1nVdGzUwuUzAY8MvouX5EHy9oRvG9E/CoK5pNW53/PhxrFu3DklJSfDw8EB8fLzDd0ktWrQICxYsAADExMRgy5YtcHd3d+p11GTlypWYM2cOgPLm261btzp9GyURETVNTt/G06ZNG7z00kuYMWMGWrZsWZc1kYvFdriJlx/5E7tORGL5bx1gNFX/Njl+/DgkEglat24Ns9mMPXv2OHzMVatWWf9/+fJlHD9+3OF9OHOsGzdu4ODBg/V2LCIiapycCkDJycmYOXMmQkND8c033+Dll1+2fnune0N4UAnenHwMpXo3fLK6F7Lyqx6Lx8/Pz/r/5s2bIygoyOHjNW/e3Pp/qVSK8PBwh/fhzLGA8qtAREQkLrK5c+fOdXSjiRMnokc6xzTXAAAgAElEQVSPHhg9ejRKS0vx/PPP4+2338awYcPg7+9f50UWFBTU+T6butvTE9hze7IgCMjPz3f4GG5yC3q2vYVSgxtWbO+AAB8dQvy1FdZr0aIFCgsLIZVKMWTIELRp0wYmkwmenp52D23fq1cvpKWlwdPTE2+//Tb69OnjcL01UalUMJvN6NKlCzIyMuDu7o6XX34ZQ4cOrfNj3SvkcjnnAnOQWq2GwWDgvFYO4lxgjpPJZPD09BR1X0aFQgGVSuXUtg6PAyQIAoKDg5GWloaVK1ciNTUVf/vb3/Dhhx/C39+/xslQncFxgCqqq3GA7HX5hi+WxndE9zaZmDjwCmSymt82SqUSISEhjWZeJI4D5DiOA+Q4jgPkHI4D5DiOA9TA4wDxNvimRxCEWk8yGBOZj7eePIq0LA0++6kn8oqUNW6j1+s5VhARETVKvA1eBGQyGSIjI+Hp6Vmr/XirjZj98AnERORj4YreSLhWc+o2Go1IS0vjt2EiImpUeBu8SLi5uSEkJAR6vR45OTlOX2qWSoFxA5IQHZaPH7Z1QGyHmxjXP6naJrHbYwUFBASIZhJRIiJq3JyaC6yhsQ9QRY70AaqMVqtFTk5OrZqn8ovdsfTXTjBbJJjxYAL8vGoOVT4+PvD39691k5wz2AfIcewD5Dj2AXIO+wA5jn2AatcHyO4rQMePH8eMGTOqXeeTTz7Bfffd51Qh1LA8PT2hUqlQXFyMvLw8m7svBEHAgQMHkJycjJiYGMTGxla6D1+NAS8/8ie2HorCghWxmHxfIrpEZyMhIQFnzpxBUFAQhg4dajPnW0FBAYxGI4KDgyudTf7s2bP49ttvodFoMHv2bAQHB9s8bzAY8J///AcnT56EyWRCcHAwnn/+ebsn4XW17du3Y/369YiKisKLL77o9N0LtbVs2TIcPHgQsbGxePrppyv9WRAR3cvsDkAxMTH45ptvql2nbdu2tS6IGo5EIoGXlxfUajUKCgpQUFAAi8WCI0eOYNu2bQCAixcvwtPTEx07dqx0H1IpMLb/VbQOL28SO5GoQNLReZDAiAsXLsBsNuP++++32aa0tBSpqakIDg62Ge25pKQEU6ZMsU6nceXKFaxbt85m2y+++AL//e9/bR47cuQIDh482Ogn101MTMSzzz4LQRDwxx9/QKfTwYlRKGpt06ZNmDdvHgBgx44d8PT0xOOPP97gdRARuZLdX/u8vb3Rr18/xMXFITY2Fv369UPv3r1hNBrh4eGBfv361csYQFT/pFIp/Pz80Lx5c3h5eSEjI8Pm+buXK9OuRR7ennIUN3PcUeK9FGZZ+ejgVV2aNZlMSE9Pt5k7LDU11Wb53LlzFbY7f/58hceysrKQnZ1dY42ulpiYaNOUdOedlA3p7vNa2XkmIrrXOXTde+3atQgNDcWpU6dgsVgwduxYTJ06FRMmTMCsWbPqq0ZqIDKZDEFBQejevTsKCwsBlF8lateunV3be3ka8dyEk/Ao+x0lXt/D4D6hyitHQPnwCVlZWcjKyoIgCIiOjkZ0dLT1+buvHAHAqFGjKjzWtWvXCk1ljVG/fv1s5hwbPXq0S+q47777bJq8KjunRET3Ors7QWdmZiImJgaLFy/GxIkTsWHDBsyePRsXL16EXC5Hx44dsWbNGvTq1avOi2Qn6Ipq2wm6JidOnMDJkyfRsWNHBAYGOrRtXl4eDhwrwNHkR9Ei1IAnRiTC06P6EV6VSiWaNWsGnU6HjRs3QqPRYOzYsZU2a+3fvx/nzp2DxWKBj48PJkyYYFdfmsbQCTo1NRXbt29HVFQUhgwZ4rI6EhIScPjwYfTq1QvdunWrcj12gnYcO0E7h52gHcdO0LXrBG13AIqPj8fChQuxd+9eAMCMGTOg0WjwxRdfAABmzZqFbt264dlnn3WqkOowAFVU3wHoTkVFRcjPz3f4jjG9UYafd7XBpRt+eGrUebSJrH46DplMhsDAQKjV6tqUW6XGEICaGgYgxzEAOYcByHEMQA00ErROp7P5YNq5cydGjhxpXS4oKICXl5dTRVDj5uXlhYiICPj7+zt0t5BSYcZToxIxadBlLN7aGRv2tkaZuerb381mM27duoXs7GxYLJa6KJ2IiKhSdn+a9ejRA4cOHcK5c+ewfv16FBQUYNiwYQCAlJQU7Nixo9pL6dS0SaVS+Pr6IjIyEl5eXg6N49O9TRbennIEqVka/HNVb9zMrX5E6sLCQk6hQURE9cruANSiRQvMnTsXffr0wdSpU/H9999DoVBgzZo11qav9u3b12et1AjI5XIEBQUhIiLCoak1fDUGvPjQSfRqewufru6F3ScjUF2risFgQGpqKpuriIioXjg8ErRer4dUKoVCoQDwv1t5O3XqVPfV/X/sA1RRQ/YBqorBYIDBYLAObmivtCw1lv/WERqVEU+OTKxxBGlPT08EBQXVelZ5V/cBun2Obv/uVMVsNsNkMkGprHnC2frGPkCOYx8g57APkOPYB6iBZ4NXKpWYPn06li9fjpKSEnTq1Kleww81Tv/5z3/QoUMHxMXFISEhAQEBAXb3DwoPKsEbk48iolkR5v8YiyPnQ6pdX6vV4saNG9BqtXVRukusXr3a+ruycuXKKtfbs2cPunfvjg4dOmDBggUNWCERkbg4NRfYb7/9hiVLlmD37t148MEHMW3aNAwaNKje5nfiFaCKXHkF6NatW+jbt6912c/PDydOnIDZbEZ+fj4KCwvtvmKQlOaDH7d1QFhgMR4fcQEaVfX9fry8vODv7+/U1SBXXQEyGAzo3Lmz9QqQXC7H2bNn4eHhUWHdwYMHIyUlxbr8xx9/2IyN1NB4BchxvALkHF4BchyvADXwFSCgfIC6tWvXIikpCXFxcZg/fz6io6Mxb948u0YNpqbt7tB1ex4xmUyGgIAAREZG2t0/KDq8AO88dQRqlQkfLu+Lk5eCql2/qKgIqampKC0tda54FxAEweauNovFUmWguHNOtsqWiYiobtRqBsTk5GRcuXIFSUlJCA0NRXFxMfr27YvVq1fXVX3UCIWFheGZZ54BUP4N5L333rN53s3NDSEhIQgJCamxvwsAuCvMeGLEBUy9/xw27I3B9790QnGpW5Xrl5WVISMjA1lZWS7tA2UvpVKJt99+G1KpFFKpFG+99VaVAzfOmTPH2vdn8uTJnF+PiKieONUE9q9//QvfffcdCgoKMHXqVEybNg2tW7cGAOzduxevvfYajh8/XmdFsgmsosbQCbqwsBBubm41jsJcUFCA/Px8u2rVGWTYsDcGCVcD8ciwi+gek1Xt+nK5HIGBgXZdcXJ1J+jbx71zOozK6PV66HQ6+Pr6NkRZ1WITmOPYBOYcNoE5jk1gtWsCc2r67GvXruHTTz/FiBEjbDq+6vV6dOjQAV9++aVTxVDT4u3tbdd6Pj4+0Gg0yM3NtZnstDIe7mZMvu8CEpMzser39jh5qRkeGXoJXp6V32VWVlaGmzdvWn8JGvOM8DUFn9uUSmWjuAOMiOhe5lQT2NixY/Hhhx+iS5cu6NixI9q1a4dmzZrh119/RUBAgE0HWSLgfxOtRkRE2PXh3r5FHt6dehieShM+XN4HR2u4U6ykpASpqakoKCioq5KJiOge5lQTWExMDJ566ikkJiaiY8eOUKvVWLlyJQ4fPuzQVAn2YhNYRY2hCaw2ioqKkJuba1f9l1N9seqPdgj01uHxERdqHDdIqVQiMDAQ7u7uNo+7ugmsKWITmOPYBOYcNoE5jk1gDXwXmCAIKCwsxLvvvouRI0fCaDTipZdewrBhw7Bt2zaniiDx8fLyQmRkJHx8fGocPiEmIh/vTDmC0IASfPRDH+w5FQFLNZ/Her0eaWlpyMnJ4ZxiRERUKYcDkEQigaenJwoLC9GlSxccOHAAQPlYMDdu3KjzAqn+nT59GqtWrUJaWlq9HSMnJwdr1qzBoUOHrI/dvm0+IiKixo7UCjcLJgy6ghcfOonD50Lx6epeSM+uOGt8YmIiTp48aR2hOiUlBUVFRdBqtVixYgXi4+Pr5WrGtWvXsHLlSiQmJjq9jwsXLmDlypW4evVqpc/r9XqsX78e27ZtqxDsbt26hdWrV9fpzQdERPcyp3qMPvPMM+jcuTOuXbuG5ORkPProo9i1axeOHDlS1/VRPfv111/xwgsvAABUKhV+/fVXtGjRok6PUVhYiAceeABZWeV3dL399tuYNWuW9XmFQoHQ0FCUlJQgJyen2rFvmgcX4Y3Jx7DrRCQ+/6knBnRJw/19rkHhZsGmTZusAeDQoUN47rnnAAA3b97EZ599hkOHDqGkpASTJ0/GBx98UGevLzExERMmTIDRaIRUKsXSpUsxcOBAh/Zx8OBBPPXUU7BYLFAoFFi3bp3NCOsWiwWPP/44Tp8+DQCYNGkSPvnkEwBAZmYmRo0ahcLCQgDA/Pnz8dhjj9XRqyMiujc5FYDeeOMNjBo1CnK5HDt37sSPP/6IV155BVFRUXVdHywWC++IqYRUKoUgCLW+mvHLL79Y/19aWordu3fj2WefrW15Nnbu3GkNPwCwefNmvPTSSxXWUyqV8PPzQ15eHvLy8qp8bW4ARsdloHf7PKz8vTU++qEvJo+8Yg0HQHnoycvLQ0hICLKyslBQUID27dsjJycHv/76qzU81IXff//dOsqzxWJBfHw87rvvPof2ER8fb72qYzQasX37dvTq1cv6fFJSks3r27x5M7788ktIpVIcPHjQGn4AYMuWLZg2bVotXtH/yGSyehvh/V51e65E9ptyjFwu5996B8nlckgkElGft9r8fXL6nuHOnTsDAJo3b445c+Y4XUBNpFIpO8ZVoq46QUdHR2P79u3W5VatWtX5+Y6MjIRUKrV+wEdHR1d7DLVaDXd3d+Tk5FQ7/5e3pwnPTTiJ4xeCsWRrG0h8F0LI/ghSIQcKhQJqtRomkwkajQYKhQJGoxEBAQHo2rUrbt68CW9v7zrptN+qVSub5aioKIfP4d1fHu7eh6+vLzQajbUDd+vWra2hq2XLljbb1nR+HcFO0I6zWCwwGo38u+UgdoJ23O2gLebzVpuhT+y+C+zPP/+0abaozMcff4zhw4c7XUxVeBdYRXUVgPR6PT777DMkJCRg9OjRmDJlSh1VaOvXX3/F6tWrERkZiddff93uQf7saRYDgFK9HGt3RuDk5RCEeqzHQ/cZENWqhfX569ev48CBA/Dw8MDw4cPh4+MDNzc3+Pr6wsvLqzYvDQCwaNEi7NmzBz179sRLL70EN7eqR7KuTFlZGf7973/j2LFjGDhwIJ555pkK32xOnDiBr776Cp6ennjttddsmirXrVuHDRs2oHXr1nj99dehVlfsH+UMBiDH8S4w5zAAOY53gdXuLjC7A1BhYSHOnj0LAFiyZAnS09Px5JNPIioqCrt378aKFSuwY8cOhIeHO1VIdRiAKmrqt8E7wmKxIC8vz65JVlNueWHNjrawCBI8PvwCWoT8b+BFtVqNsrKyCn9k3d3d4e/vX2NHbDFiAHIcA5BzGIAcxwDUQAHoTi1atMDJkyfh5+dnfeyVV15Bly5d6qzvwZ0YgCoSUwC6zWQyISsrq8YPFosA7D8djq2HotC1dRbG9k+CRmWqMgDdplKp4O/vX2H8IDFjAHIcA5BzGIAcxwDkgtngZTIZbt26ZfNYQkKC00UQ2cPNzQ1hYWEIDg6utt1XKgEGdUvDe9MPwWKR4P1lcdh7Khw1DQlUWlqK1NRUZGZmwmQy1XH1RETUmDjVe+jtt9/GoEGD0L9/f4SGhuKPP/5AZGRkvfT/IbqbWq2Gh4cH8vPzq20W06hMmDIqEdcyvLF2VxscSYzAE/ddRURg9d8yi4uLUVJSAm9vb/j6+kImk9XHyyAiIhdyqgkMAE6ePIldu3YhLy8P3bt3x/jx4+ttIko2gVUkxiawyhiNRmRnZ9vVLPbnpVZYvzsCbSNzMX7gFfhqDDXuXyqVWoNQfUzz0tixCcxxbAJzDpvAHMcmsNo1gcnmzp0715kNQ0JCEBcXh2HDhqF9+/b1+uHACS4rkslkdTIOkD327NmDd999F3v37kWXLl3sntUcKB+/5q233sK6devQokULhIRUP6mpo3755Rd89tlnSE9PR7t27SpcrSkqKsLmzZtx9OgRdIqRYMJwM66meWLNjnYoM0vQPLgIMtn/zuGtW7ewceNGnD59Gr6+vjh06BDi4+Nx8+ZNREZGwt3dHRKJBDdv3sScOXOwYsUK+Pn5VbgVHQCWLVuG+fPn48KFC+jdu7f1zjC9Xo/58+fj66+/RnFxMbp161Yn50Kn01n3W1paiq5du9Z6n3K5vNKQbTAY8Mknn+DLL79Ebm4uevbsWetjudq+ffvwzjvvYM+ePejcubPTdweq1WoYDIYa71wkW3K5nOfMQTKZDJ6enqKe31ChUDh9A0v9XLKhe0ZWVhb+7//+zzrmTE5ODlatWmX39rNmzcL169cBAGfOnMHRo0frrJPxhQsX8MorrwAAjh49Cq1Wi7feesumWWzDhg24cuUKACAlJQXvvPMOHhlaggGd07BuTwwOnwvD+IFX0KNNJgDgxx9/tAbu69evW/sCpaSkwNfXF506dYKPjw9ef/11HDx4EED5EBH79u1Ds2bNrLXt3bsX8+bNAwAcO3YM7u7uePPNNwEAX331FZYsWWJ9rkWLFhg6dGitz8eXX36JpUuX2ux30KBBtd5vZRYvXoxFixYBAI4fP46IiAg88MAD9XKshpCTk4NZs2bBYCi/KpiVlYWffvrJxVURUX0S3zV9csiNGzes4QeANUzYw2g02jRfFhYWIjs7u85qu3vOrEuXLiEgIADh4eHWkVHvHIHabDYjJycHABASoMWLD53Cw0Mu4ZeDUfh0dU9cueFhc7Xx7o7Q2dnZMJvNyM3NtXbIlslkMBqNFebBS0pKqnL57nPoyDmtzt37qWpOsfo4Vl29BldJTU21hh+g6b8eIqoZAxBVq1OnToiOjrYuT5o0ye5tFQoFxowZY12OjY1FWFhYndXWv39/BAUFWZcnTpwIoLzfSnh4OIKCgmyal4KCgtC8eXObfXSOzsacqYfRNSYL323tDXnYv2CRBgOATXOdQqFAhw4drMs9e/ZEWFgYunbtitjYWJvnAGDEiBE2gxFOmDDBps7bgxx6enpi5MiRTp+DO915DLVajREjRtTJfiszfvx4a7O3UqnE6NGj6+1YDaFDhw5o06aNdfn2e4mI7l1Od4JuSOwEXVFDdoIuKSnB9u3bERAQ4HCTisViwR9//AGDwYCRI0fW+Rg7ubm52LVrF5o3b47evXtXeN5sNmP37t3Iy8tDr1694ObmVmVHS61OjvjDrXAoIRgdIk7j8VFFKCq8ifT0dERHR8PHx8dm/StXrqCkpATt27eHh4cHvL294ePjY+2HlJGRgf3796N9+/Y2E5sCwLlz53D+/Hn079+/TkNhQkICEhMTMWDAAISGhtZ6f9V1gr5w4QLOnj2Lvn37IjIystbHcjWtVovt27fDz88PgwcPdno/7ATtHHaCdhw7QbtgIMSGxgBUEe8Cc4zBYIDBYEBRUVGNf2Qz81XYtC8a19J9cH+f6xjQJc2mo3R1JBIJNBoNfH19HZ4OozHiXWCOYwByDgOQ4xiAaheA2AmaRMHd3R1hYWG4desWUlNTqw2OzXxL8X/jzuJqug827muNPaciMKb/VXSPyURNEw8LgoCioiIUFRXB09MTvr6+op6pmYiosWIAIlHx9fWFRCJBXl4eioqKqr2yERVWgNceP45Tl4Pwy4Eo7PwzEuMGJKFNZL5dx9JqtdBqtVAqlfDx8amzCUqJiKj2GIBIdGQyGQIDA+Ht7W3XIIrdYrLQOTobhxLCsCy+I8ICSjB2QBIim9k39oZer8etW7fg5uYGLy8veHl5cXRpIiIX411gVCuCIODmzZv1NoCZwWBAZmZmjeuVlZUhIyOjxr4qgiAgIyMDZrMZCoUCYWFhaNasGbRabYVmsaKiIuvrkkkFDOiShnkzDqJ1RD7+va47vv+lEzLzVCgpKbEZKqAqJpMJubm5SElJQVZWFgwGA4qLi5GXl1fp+tnZ2SgpKbHWezej0VhhTr7GQqfTOTTkQVFREQoKCpCZmWlzO3p9M5vNyMjIgKWmieKIGoDFYuH7sQExAJHTSkpKMG7cOMTFxWHAgAF1Pu7MsWPH0Lt3b/Tp0wdPP/10lf12rl+/jkGDBqFfv3548MEHUVRUVOl6+fn5GDx4MPr164dBgwYhJSUFer0e06dPx6RJk/Dqq6/i1q1bsFgsWLZsGRYuXIgFCxYgJSXFug+FmwUjY5Mxb8ZBBPro8NHy7vjbl3LM+2gpzp49a9frslgsKCoqwsaNG/HEE09g5MiRWLhwoc06b7/9Nnr37o3OnTujX79+GDp0qE1Hx5MnTyI2NhZ9+/bFU0891agmb925cyd69OiB3r17WweqrM7SpUvRtWtXdOvWDX369EHv3r1x7Nixeq8zPT0dQ4cORb9+/TBy5Ejk5ubW+zGJqpKVlYURI0agX79+GDFihF1f/Kh2GIDIaevWrUNCQgKA8ikkvvnmmzrd/6effmoNM7t378bu3bsrXW/RokXIyMgAACQmJlY5gu+yZctw/vx5AOUfft9++y02b96MEydOwGw24/z581izZg2uXLliHQhPp9Phjz/+qLAvlbIMfdscgip3IiSCFoWa5Vj5e3tkF3jY/fri4+OhUqnQqlUrHD9+HBcvXoTRaERiYiLWrFkDANYrWjdu3MDixYut237++efWQRv379+PHTt22H3c+rZgwQJrs+KmTZtw6tSpKtc1Go1YsGCBzZW7oqIifPbZZ/Ve5+LFi60DWCYlJeHHH3+s92MSVWXZsmW4du0aAODatWtYtmyZawsSAQYgctrdt3nX9WS4d++/qtvK7V1PoVBUWO/udWUyGVQqFS5dumT9EK/qdclkMkiFXHiUfgZN/kOQSvSY/2MsVmxvj+z8moPQnfPnyWQy6PV63LhxA6WlpQgMDKzQT+jOWu+uqb4mInaGI+8LqVRaaX+ohhhC4O73w93LRA3J3r9jVHcYgMhpDz30EAYOHAgAiImJwQsvvFCn+3/rrbcQGhoKiUSCiRMnWo91t2effRZt27YFAPTr1w+PPvpopetNmzYNAwYMAAC0a9cOzzzzDMaMGYPhw4cDAFq1aoWXX34ZgwYNwpAhQ3Du3DnodDrcf//9le7P398fQ4YMgUQigaeyFNPHZODv0w/BXVGG+StisXhrJ9zIrHri2PHjx8Pd3R0ymQyjRo2y3iXm4+ODadOmoXv37oiOjoZGo0GnTp0wc+ZM67ZvvPGGdQDFsWPHYtiwYdWdygb13nvvISAgAFKpFNOnT68wCOSd5HI5PvjgAyiVSkilUkgkEoSGhuKtt96q9zpnzpxpra1Xr1548skn6/2YRFWZPn26deT6rl27Yvr06S6u6N7HgRCbqMY0EKJer6/XsW4MBoNdI0jXVEdAQAAMBgOys7MrrFfZtrcfs1gsyM/PR0FBQaWdrMvKyiCTyazTWwBAcakb9pyKwP4zEYhsVoQRvZIrvX1eEARYLJZKr4KUlZVZZ8hWqVRQq9XQaDQ23wzr+9w7OxCiIAgwGo12j/xdVlZmPRd1PVp4Ter6HHIgROdwIMRyjrwfORAiR4IWpcYUgJqK2wGouNi+29fvZjQakZubC61Wa/c2BqMMBxLCsOtEJLw9jRjS/Qa6x2TaPbJ0ZZRKJby8vODp6Vnvt9NzJGjHMQA5hwHIcQxAHAmaqEEoFAqEhIRAp9MhNzfXrj/W7gozhvW4gUFdU3HyUjPsOhGJTftaY2DXVPTrnA61h+N3b+n1euj1ekgkEqhUKmg0GqhUKps+RUREVD0GICIHeXh4IDw8HCUlJcjNzbXrFnS5TEDv9rfQu/0tJKX5YNeJSGw/1gI922ZiUNdUhAWWOFyHIAjW0aZlMhk8PT2hVqvh4eFh0xxHREQVMQAROUmtVkOlUqGoqAj5+fl2N0dGhxcgOrwAOQUe2Hc6HF/83AMh/loM7JqKrq2zIHeiecxsNlvnIJPJZNBoNFCr1ZyHjIioCuwD1EQ52wdox44duHDhAiwWC/z9/TFp0iR4eFR+y7bZbMbmzZuRn5+P8ePHw9/fvy5KR1lZGTZt2oT09HRIJBI0b94cY8aMqbIJR6vVYv369cjPz4dcLkeHDh0wePDgKveflZWFzZs3Izg4GA888IB1v872ATKZTNi4cSNKSkowadIkJCUl4dixY4iLi0OXLl0AlJ+rwsJCFBYWOvwzMZqkOHEpGPtOh6OgxB1xHTMQ1ykd/t617w+hUCigVquhVquhUCiQnZ2NzZs3IyAgAGPHjq2x2UysfYAEQUB8fDzS09Px4IMPIjQ0tNr1jUYjNmzYAJ1Oh+eeew5A+UChd/7+pKWl4dChQ+jduzd69OjREC+jSWEfIMexDxA7QYuSMwHo+++/x4cffmjzWO/evascOPDNN9/Ezz//DACIiIjA77//XidXFF577TWsX7/e5rGnnnoK8+bNq3T98ePH48yZMzaPvf/++5XetlxcXIzhw4cjKysLQPmtpe+99x4A5wPQiy++iK1btwIAQkJCcPPmTQCARCLB6tWrERsba13XbDajoKAAhYWFTg1nn3zTC/vPhOPU5WaICitAv85p6BSVA5m09r+mEokEL7/8Mi5dugSTyYQnn3wS77//frXbiDUA/fOf/8TXX38NAPDz88OOHTvg6+tb5fqzZs2yDpjZqVMnbNu2Da+88or19ycoKAjZ2dnW87h06dJqQ7wYMQA5jgGodgGIvSZFZNu2bRUeO3bsmHVE4btt377d+v/U1FRcuHChTuq4c7/VPQaUjzB9d/ipbv3Tp09bww8A/P77705WWU4QBJtj3Q4/t5+7e5RomUwGf39/NG/eHIp4ZAQAACAASURBVL6+vg7fpdUipAhTRiXig1n70bFVNuIPR2HOt/2x5UCUQ6NMV+batWtQqVTo2rUrYmJicPjw4Vrt71525888Ly8Pf/75Z5Xrms1m7Ny507qckJCAlJQUm31kZWXZhMjavi+JqPYYgESkc+fOFR6LjIyEt7d3jeur1Wq0bNmyTuqobGC8ymoDyq/aBAcH27UPoHxAxjvHkaluED57SCQSdOzY0bqsUqlsnr/dBHa320EoMjISfn5+DgchlbIMg7ql4Z2njmDW2DMo0iqw4MdYfPFzDxxLDIbR5PivbmBgINzc3CCRSODj44N+/frh+vXryM3NtWsyVzG58/3o5uZmHWizMjKZDO3bt7cuBwUFITQ01GYfd49tVNv3JRHVnmzu3LlzXV1ETaq6QiFmMpkMgiA41DQRGxsLiUQCd3d3hIWFITY2FvPnz6/y0v6AAQNgMBgQERGBf/zjH3UWgAYOHAidTge1Wo3IyEgMHz4c7777bqV9kaRSKQYPHoySkhL4+vqiVatWGD9+PF544YVKp1hQq9Xo1asXdDod+vfvjzlz5lib7VQqFcxms8Mf9oMHD0ZpaSlatmyJBQsWICoqCkqlEtOmTcPDDz9c7bZSqRQeHh7w8vKCTCZDWVmZw01jvhoDOkfnYHC3VEglAg4mhGHz/tbILVJC42GEj8a+2dMVCgVatmwJo9GIqKgoPPDAA5DL5dDr9SgsLERpaSkAWEMSUD5SsxjHmoqLi0NZWRmCg4MxZ86cGgPL7fdIVFQUFi1aBH9/f/Tt2xd6vR6RkZH48MMP0alTJ8jlcjzxxBOYMmUK79S7y+1BP8l+t+/+dHZss3uBQqGo8MXUXuwD1ERxIETH1XYgxLpSXFyMgoICGAz2BZfK3MpT4fC5UBxLDIFKWYY+HTLQu91NeKtrfyVHKpVCrVbD29sbXl5eouwDVBscCNE57APkOPYB4kCIRE2KRqOBRqNBaWkpCgoKrFdeHBHsV4oJA5Mwtv9VJCb74+j5EMQfboXWEfno0yEDnVplw03uXGixWCzWW+rVajU8PT2hUqnqfdRpIqKGxABE5CIqlQoqlQomkwkFBQUoLi52uHlMJhXQqVUOOrXKQYnODX9eDMYfx1pg9R/t0LPtLfTpcBPNg4ucrtFgMECr1UIikVivCjX0XF1ERPWBAYjIxdzc3BAYGAh/f38UFhaiqKjIrtGl76b2MGFwt1QM7paK9Gw1jiaG4L+butRJE9mdV4Xc3d3h5eUFtVrNq0JE1GS5LABZLBZ8//33GDNmDEJCQlxVBlGjIZVK4evrC19fX2i1WhQVFTk08eqdwgJLMHHQFYwbkGTbRBaejz4da9dEZjAYkJ2djdzcXKjVanh5eXHEaSJqclx2F9jOnTtx6tQp9OjRo8rbsG/jXWAVOXMXmJgYjUZ88MEHmD9/Pq5fv464uDhoNJr/x959x0dZpX3A/03NtCST3ntCSIEklNCJUkQWcUV0d11395FVsTyrWLA8a1319fFx1d3VRVResQAqCEoTKSsgJCG0JLQQSEIgbcJkSqb3mfePvHObSZ9JSL2+nw8fMnPfc+ZMy1w551zX8cgCKyoqwqpVq7B9+3ZERkbi3Xffxfvvvw+9Xo8pU6Z4fZ8ymQxPP/001q5dCzabjQkTJkClUuHZZ5/FBx98AJPJ1OcKwHw+n1krxGazfV6IzGYBEUFGxAVfgLJ2DVqUWlxqmowfj4+HWidAgNjqMSqk1+uxdetW7N+/H0VFRTh//jzCwsK6/Iy6XC5YLBZotVro9Xo4nU7w+XymuvSBAwfw5JNP4ocffkBUVBTefPNNfPjhh3C5XJg4cSJaW1vx/PPP41//+hd0Oh2mTp3q9ePrSWlpKR5//HFs3rwZERERWLNmDd577z20tLRgxowZA3IfOp0OL7zwAt577z0olUpMnz4dEokEFoulx4ymQ4cO4YknnsCuXbuQmZmJsLCwAenPSEZZYN6jLLARmAXW0NCAw4cPw263Y/78+YiLi2OO1dbWemQCsNnsXgOksYjL5cLlclEWWDc++eQTvPLKK8zlN954A0899RSsVitMJhOMRiNycnKg17dtQioSiTwWI2/ZsgVz5szx6j7vu+8+j+J3Bw8exCeffIJvvvmGuW7btm2YOXOm14/H6XRCp9P5nF30/vvvo6GhAUDbL80VD/0vymtScPxCOAIlVsyc0IxpWXLs2v4FysvLPW7r7++Pl156qU/3w2KxIBaL4XQ6MXfuXOaz7O/v7/FLeu/evfjqq6/w5ZdfMtd98803KCgo8PqxdcXpdCInJwcKhQJAWx2e9ll3n3zyCZYuXdrv+3n11Vfx8ccfM5fXr1+Pe++9FwaDodssP41Gg7y8POZ1TE1NxdGjR/vdl5GOz+dTPSovcblcSKVS5n0+FvH5fAQHB/t020GfArPZbNixYwdWrFjBlIlvb+/evR7D/oGBgfjTn/40mF0cEVgsFo3+9OD69eudLvP5fHC5XAgEAuj1eib4AdApE6ulpaXHrQ+64g4w3FQqFZqamjyuUyqVXrfr5t6LzWw2Q6lUorW1tc8BsEqlYn52OBwIlihw31IR/vCrZpRfDsSRslBsP5IMIbiw874F11YEFtra1ul04HK54PP5fbovp9OJpqYmZGZmQqlUQqlUdprK6+q58eU5745Op/P4UugYjCgUigG5r/aVwd3tcrlcZqPcrrS0tHgEsfX19ZBKpWO+LhD9TvMei8UCh8MZsM/NSOTLekm3QQ+A9u/fD5FIhFOnTkEul6O0tBRhYWHMGoJHHnmk022oDlBnVAeoZ4sXL8b69ethNpshFApx6623wmQyMXWAuFwu5s+fz2xhMGvWLBw7dgxOpxMRERHIz8/v9OXWm9/97nfMSElycjIyMjJw11134ejRo3C5XIiKisKUKVO8brcrbDYbUqkUBoOhTzWF8vPzcfjwYQBt1b8DAgKg0WgAAGnRrUiLvgatgY/v/+PAafPDcLH/Cp5lL/iWHzA1xx8mk8mrkSeRSIS0tDRwuVxEREQgOTkZhYWFUCqVCA8PR3Z2NpYvX46DBw/C6XQiPDwc06ZNG5Dnxm3ZsmX4/vvvmcdfWloKu90OqVSKOXPmDMh9LVu2DHv27IHdbkdwcDBmz54Nq9Xa40idRCLBrFmzUFRUBAC499570dzc3O++jHRUB8h77jpAA/m5GWncmz37YtCnwNyl9wHgyJEjzM7ePaXWUgDUGQVAvWtqasKZM2eQm5uLqKioToUQHQ4HCgsLwefzMWPGDFRXV6O6uhozZszwedq1oqICDQ0NmDVrFsRiMQCgqqoKV65cwYwZMxAQEDBgj689i8UCjUYDg8HQ7Xuirq4ORqMRaWlpPWZvNTc3o/IKB5VNmahuTkdIoA3TMmWYMr4ZAeK+T1E4HA5UV1dDIBAgISEBzc3NUKlUyMjIQFhYGEQiEerr61FVVYXp06dDKpV6/bh74nK5UFxcDKfTiVmzZqGurg6VlZWYOnUqM5o2EGpra3Hp0iXk5+cjODi4T4UQ7XY7jh49CrFYjPz8/AHry0hGAZD3qBDiCN4N/vPPP++0BqgrFAB1RgGQ94ZLJegbyel0Qq/XQ6fTDUglYhabj/LLUpRciETltZC2QouZTZiQogCP6/1u9x35+fkxf8HxeLx+tzccUCVo31AA5D0KgEZwANRXFAB1RgGQ98ZCANSe1WqFVquFTqfz+X3C4/Fgt9vhcrmYQosnKqIgV4swadx1TM2QITW2FQOxfIXP50MsFkMsFo/otHoKgHxDAZD3KACirTAIIV3g8/kIDQ1FcHAwjEYjtFqtT9tuuLUvtNisFOHExSh8uTcLAAtTM2TIz5AhMsT39q1WK6xWK9RqNbhcLhMMCYXCMb9AmBAy8CgAImSUc29uKpFIYLPZmFGh/tRciQwx4vbZNVg6qwY1jVKcqIjCu99MRUiACVMzmjF5fDOk/diY1W63Q6PRQKPRgMPhQCgUQiKRQCgUUvVpQsiAoACIkBFArVZDoVAgNTUVdrsdNTU1iIuLYxZa9xWPx0NISAgzKqTT6WAwGHxOP2axgNTYVqTGtuLmiYW41pKEc7WJ2F2cgqQoDaZmNCM3TQ6hX9+DLavVCpVKhbCwMHA4HDgcDqZsgcFggM1mQ2pqKvh8Purq6pCQkAChUOhT/4eCSqWCSqVCSkrKDRnZqq2tBZ/Ph06nQ3x8vM9F4nrS2tqKlpYWpKSkMIUvbzR3mYnY2Nh+tWOz2Xz+/JDRhQIgQoa5ffv24fHHH4fVasX06dPR0tKCmpoaSKVSbNiwAdnZ2V636S5YKBaLmQBDp9P5vAZjw4YNqKysBIfDwV133YV7b5mE8qpwnLgYiS0H05GRoMSUjGZkJynA53W/eLq5uRmffvopjEYjQkJC8PDDDzNf4OXl5di2bRucTifS0tKgVCrR0NAAl8uFd955B+PHj/ep74Ppxx9/xBNPPAGr1Yq5c+di/fr1Azqi9cwzz2Dr1q3M5eDgYGzcuBEZGRkDdh8HDx7Eo48+CovFgmnTpmHDhg03fAH7e++9hw8++AAA8Oijj+KZZ57xqR2NRoPly5f3+/NDRoch2wrDG7QVRme0FYb3RCKRx1YYI8Vjjz3GFHZsaGiAWq0G0FYQUa/XY/Hixf1qn81mQyAQMBucstlsOBwOOJ1OcDicXneov3btGlMB2+Vyobm5GXPnTENchA7Ts2SYntUEi42LwrMx2HE0Dc0qMXgcJ0ICzOg4eLB3717U19cDAEwmE8RiMRISEgAAGzduZBYWq1QqmEwm8Hg88Pl86PV6xMbGwuFwgM1mg8sdur/tetoK4y9/+QvkcjmAtudt2rRpvWbB9tWVK1fw/PPPe1xnMplgNptxyy23DMh9AMBTTz3FLLptbGzExIkTkZyc3O92u9sKw2g04r777mMunzx5Evfff3+PpVO689VXX2H79u0ABu7zM5RoK4z+bYVBI0CEDHP+/v4+HfMFn89HSEgIQkJCmMKRGo2mx2qrHb+IOl6WSqyYN7kO8ybXoUUtxOlLkfj+aBq0e/2QmyrH5PHNSItVg81Gp+yv9m319IUnEAhgs9mgVquhVqvB4/EgkUiGXUZZx9fL1wJuXRGLxV1WUx7o90jHPg90+x25q7e7g18/P78+VyXvqGMdrhvddzK80QjQCEUjQN4bqSNAWVlZOH78OMxmM/785z8jOjoaV69eRW5uLl577bUB/RJtj8fjITAwEP7+/hAKhWCz2UxKfHsSiQQsFguNjY2QSqVYvnx5twUfxUI7UmNbMTe3AVlJCig1Quw/mYj9JxKh0giRkhINvboKer0O2dnZWLBgAbPGJDo6GleuXIHD4UBBQQGEQiFUKhUSExOxdOlSj2kYp9MJs9kMrVYLrVYLu90OFosFLpd7wzPKehoBysrKQklJCSwWC1auXIlly5YN6P1KpVKcOnUKbDYbLBYLU6ZMwSuvvDKga12ysrJw4sQJGAwG/Nd//Rd+//vfD0i73Y0AcTgcJCYm4vjx4xAKhXjzzTeRmZnp032kpaXh6tWrg/L5GQw0AjQCN0P1FtUB6ozqAHlvrNUBGgh+fn4eO9G7XC6YTCZmQfJAvf/qrvvj9KUIlF2OgN3BRl7adUxKlyM5emBqDLm5vzDc6fU3YgEv1QHyDdUB8h7VAaI6QISQQcJisSASiSASieByuZh1FHq9vl/BUHyEDvEROiybW42rsgCUXo7A53uy4XQBualy5I2TIzmmFex+BkMOh4MZFWKz2cxjca99IoSMHRQAEUJ8wmKxIBQKIRQKERYW5jEy1J8aQ4lRWiRGabFsbhWuNbcFQ1/8mAWHk43cVDlyx8mRGqPutIDaW+5tQ/R6PeRyOQQCAcRiMUQikU8LbAkhIwsFQISQAdFVMNSfkSEW65dg6M4CdzAUjk37M2CxcpGTKkdumhzj4tTgcPo/k282m2E2m6FUKsHj8ZjHIxaLaXSIkFGIAiBCyIBzBw+hoaEDtmYoIVKLhEgtls2tRr3cH+WXw7H1UDq0Rj4mpLQgJ7UFGQnKHusM9ZXNZmOqZgNta6FEIhGEQiH8/PyoGjUhowBlgY1QlAXmvZGaBdaT1tZWfPrppzh16hTS09M9pm6qq6vx6aefor6+HhkZGZ1GMex2O77++mvs378fUVFRCAoK6tR+RUUFPv30U+zbtw8nTpyAv78/IiMj+9w/FosFHo8HsVgMqVQKgUAAFovVZTZZV5RKJYqKiqBUKhEZGck8hkCxFenxahTkNWBCigLKVuBASTB2H8vANZk/HE4OgvzN4POcaG5uRnFxMTQaDYKDg1FSUoKqqiqEh4f3mk6t1+tRWFiIM2fO4Pz582hpaYHT6cSOHTtw4MABHD16FC0tLRg/fjyTXdYxC6yhoQHr1q1DVVUVMjMz+xw87dq1C9u3b4dEImGe8wMHDmDr1q3gcrn9rojsi+PHj2PTpk0wGo1ISUlhrne5XNixYwd27NgBqVQKlUqF9evXQyaTeTw3PekuC6yvDh48iC1btoDNZvtcW2n37t34/vvvIRaLERUV5XNfBgtlgVEW2JhEWWDeG41ZYLfddhsuXLgAAMjJyWGKvMnlcsyfPx96vR4A8MADD+CFF17wuO1LL72EjRs3AgACAwNx6NAhjyCopqYGixcv9qgBxOVysXv3bqSnp/er3+3X35hMpi6DIaPRiPfee4/JpsrPz8evf/3rTue5XC7885//hEKhgJMdgYCo5RCFLkWtTIrYUCXkV7eAbTkCjuMqQkJCoFQqAbRVSX7iiSe6DUicTif++c9/Mue7BQYGQqPReFw3f/583HHHHRAIBEhISIDZbIbJZIJOp8O8efOgUCgAAHfeeSfefffdXp+fzz77DK+99hqAti+53bt3o7KyEk8++SRzzubNm5Gfn99rWwPl1KlTuPvuu5nL7733HpPG/9FHH+H//u//ALT9bmKz2bBYLADaCnk+9dRTvbbfnyywH374AX/5y1+Yy5s2bcLMmTO9auOLL76AezyAw+Fg586dPqfbDxbKAutfFhhNbBMyQimVSib4AYAzZ84wUzalpaVM8AMAP//8c6fbt79Oo9Hg7NmzHsePHTvWqQCi3W5HcXFxv/vOZrMREBCA6OhoJCQkIDQ0tNPC48bGRo9U8suXL3fZlnufNABgO69D3/gh/rL8JN586AgSQ47Dxk6FIWAddNLv0GC6DzbeDLjgx+zJ1R2VStUp+AHQKfgB2kbbtFot5HI5Ll++jOrqashkMpSXl8NqtTJBVlevQ1fan+dwOFBcXNzptkePHu1TWwPlyJEjHpfb96f9zzabjQl+urrdjdDxufHlPtvfxv2ck9GNAiBCRqjg4GCPLQjGjRvHFCCcMGGCR0AxderUTrdvP3ogEok6/bU7adKkTtNmLBYLkydPHpD+u3G5XEilUsTFxSEhIQFBQUHg8/mIiorymKJKTEzs8vaBgYGQSqXM5djYWHA4HIgEdhRM1kFifBX+6kUQ6l+DH98Fs+hRaIMPwBy0BuW1eZApuy4SKJVKERgY2On6rooKurfrcHM4HDAYDJBKpcjNzcXkyZORnZ3NjMr1NtXTcWRn8uTJnV7Drl7TG6mn+2/fX3fBSbcpU6bc8L51fL58eW469nOg3+dk+KEpsBGKpsC8NxqnwGQyGdatWwcWi4WVK1ciIiKCOVZWVoYtW7YgLi6uy72TTCYT1q1bh+bmZvzud7/DxIkTO7V//PhxbN26FTqdDgEBAViyZAkKCgpu+OMC2rKyysvLceTIEUilUsyePbvbNTtqtRpFRUXgcrmYPXu2R3Xf2tpalJeXIzQ0FLm5uSguLobW4IegmKWoa0lAZV0IeBwn0hOUGB+vQnq8CoGStnViKpUKRUVF0Ol0TEXi8ePHo7CwEBqNBhwOBzExMZgxYwYzyhMYGAiTycSsNWtubsbx48chkUgwe/Zs5nXg8XgQCAQQCoUQCAQej83hcGDjxo2oqKjAr371KxQUFMDlcmHLli04ffo05s2bh1tvvfWGPO892bt3Lw4ePIhJkybht7/9LbO2x26348svv8SlS5eYqtzff/89kpKSsGLFij5tXdHfQohbt27FiRMnMHfuXNx2221e397hcGDTpk24cOECFi9ejJtuusnnvgwWmgLr3xQYBUAjFAVA3huNAdCN1rES9FAxGAxMJllvm7N6y+kC6q/741JdCCqvBeNKUyBCpSakx6swLk6NtFg1RIK+L87tGAD1FYfD6RQQjaX0e6oE7T0KgKgSNCFklHNvX+F0OplgyGg0DkhgxmYBCZE6JETqcEv+VVhtbFxpkuJyfRD2n0jE+t0TEB2qbwuG4tRIiWmF0M/3bKXuuKfNDAYDgLapJD6fz6Te92cTUEJIZxQAEUJGDDabDX9/f/j7+zMBg9FohMFgGLBRKj7PifEJKoxPUAGogdnKQXVDEC7XB+GH4mQ0KSSIDtUjLfaXgMibEaK+crlcsFgsHguK2Ww2+Hw+M0Lk/jeWRooIGSgUABFCRiQOh4OAgAAEBATA4XDAZDIxAdFATg0L+A5kJyuQndyWaWaycFHTKEVVfRB+LElCQ4s/okIMSI1RIzW2FXkZDvBvUJ1E9y737aeK3IuO248S8fl8cLk3fud7QkYyCoAIISMeh8OBRCKBRCJhNmk1Go0wGo0eIygDQehn9wiIzFYOrjQForohCIdK4/HFjwEICTQjJUbNBEXBATdubYvL5WIqV7cvfeCeQuPxeB6jRTSNRkgbCoAIITeMw+HAK6+8gp9++gl5eXl46623mFT9npSXl+Oll16CTqfDU089hdtvv73L8+rq6vDss8+ioaEB9957L5RKJXbt2gW73Q4ej4fly5fjqaeegtFohMlkgtFoZGoZFRUVITAwEHfeeWefFlFqNBp89913aGlpwaRJk7BgwQIAbSNEmYkqZCa21RQSiqSouMJD5VUJTlRE4ZufxkPkZ0dqbFswlBqjRmSI0Ytn0VNjYyN27NgBk8mEefPmIS8vr8vzuppCA9oCo6tXr2Ljxo0wGo1YsWIF5s2bh4sXL+LFF1+ETqfDE088gTvuuMPnPrZXVlaGl156CQaDAU899RSWLl3a621cLhfeeOMN7N69G3a7HXw+H3fddReefvpp5pzTp0/j5ZdfhtFoxOrVq7FkyZIe29y9ezfeffddiEQivPbaa5TmTigLbKSiLDDvURaY9/qbBfbtt9/i2WefZS4//PDDeO6553q93c0338x87nk8Ho4dO4aQkJBO561YsQKHDx/usa3PP//cI3X//PnzuP/++5m1ROPHj8f999/fa582b97sUSzyz3/+s8d2EG4ds8AcThYa5P6obpCiuiEINU1SsFkupMS0BUPJMa2IDdeDw+7bc/yvf/0LcrkcQFsw89xzz8Hf379Pt3V78803mcXWPB4PL7zwAt5//33U1dVBr9fDbDZj+/btA7IdREFBAerq6pj7KikpQXBwcKfz2meBdazs7Pbll19izpw5AIDZs2cz2U98Ph8nTpzosm4T0Ba85ufnM69JTEwMCgsL+/3YhhplgVEWGCFkmHJ/UXd3uS+3s9lsaG1t7TIA6kt7Hc9RqVSQy+XM9VarFRERETCZTDCbzd2mr3cMnPsaSHPYLmYj1/lT6uByATKluC0YapTip9MJMJp5SIzSIDm6FcnRGsRFaOEvsnXZXvv7dblc0Ov1XgVAdrsdRuMvI1Duys0Gg4GZRgTa6ieZzWYmLd+djeYNl8uFlpYWj/tqbW3tMgBqr7vX1X290+n0aNdqtUKj0XQbALW2tnq8rgqFAk6nkxaPj3H06hNCbphly5YhLCwMQFu16T/84Q99ut1DDz3E/LxgwYIuR1oA4MEHH2S+xMaNG4fo6GiP44mJiVi0aJHHddOnT0dOTg6AthGU++67D/7+/ggPD0d8fDwSExMRGRmJwMBAjy/8WbNmMcUOQ0NDkZGR0afH0hGLBUSHGjA3twErlpzHGysL8eJ9xzBzQiMMZh52FaXgxU/m4KV1s/HJjonYW5KEC1dCoNa19cU9AgIAaWlpXo/ScLlcj32y8vLyIJFIMHfuXOa68ePHIzw8HA6HA3q9HgqFAvX19aitrYVMJoNWq+3TxqXuAp1uCxcu9Khe3p2lS5d2ei2TkpKwcOFCAG3ZcO3bXbx4MeLj47ttLyEhwaNw5MqVKyn4ITQFNlLRFJj3aArMewNRCFGr1eL8+fNIS0tjgqG+uHTpEvR6PSZNmtRjNlNdXR2ampqQl5cHu92OM2fOQCKRwGAwIDc3F0KhsNNtbDYbSktLERkZ2Wkbi44cDgeTedXQ0AC5XI64uDiP7R7a87UQYnt2BwtNCgnqrgeg/ro/6uX+kCkl4HKciAoxIEgsR5BYgcxUPiJDjAgQe39fMpkMDofDY1d5uVwOs9mMuLi4PmWQ+fn5QSwWQyQSQSAQdHteZWUlDAZDj69lx0KIBoPB47XMy8vrdB8XL16EyWRCXl5er/11uVwoKyuDSCTC+PHje31sIwFNgVEl6DGJAiDvUQDkveFSCXo4aR8QmUwmWCwWj+dnIAKgrjhdgLJViCalBE2Ktn/NSjFaWkXgcR2ICjEgMtiAiBADIoPa/g8OMIM9SJnwXC6XCYZEIpHXKfhUCdp7FADRGiBCCBk0HA6HqUwN/BIQmUwmj93rBxqbBYQFmRAWZEJO6i/rX5xOQKERolklRrNSjKYWCUovReC6SgyHk4XwICOiQgyICtEz/4dITQMeGNntdmg0Gmg0GrDZbIhEIiYgck8dEjKcUABECCH90DEgCgsLg0wmg1qtviEjQR2x2UB4kAnhQSZMTFF4HGvV83FdJYZMIYFMKcaF2lDIlGLY7GxEhxoQG6ZDTLgOsWE6xIbp4ccfmBFlp9MJvV4PvV4PFosFoVAIiUQCsVhMwRAZNigAP4GS3gAAIABJREFUIoSQAcThcODv78+sEXI4HEwdop6yzG4EqcQKqcSK9Hi1x/Wtej4aW/z///T8IPxcGocWjQjhUiOSojVIjNIgKUqDqBA9+rtW2OVyMUUpAUAoFDKjQ1SUkQwlCoCI1xoaGnD9+nXk5OR0uxCUjE1arRYXL15ERkZGtwUPz58/Dx6Ph/T09D63q9FoUFlZ2WO7/XH16lWo1Wrk5OQMeHaQOyByp6rbbDZmyqyvAZHD4UBDQwMCAwMhlUo9jpnNZshkMkRGRna54BsAmpqawGazERkZCcAdGCmRlaRkzrFYOai77o9aWSBOV4iwqzARVhsXiVGtyEhsRXq8CnEROq+mzgwGA+RyOWJiYphgxz1VqFQq4efnx6Te97SImumjxYKzZ89CLBZDr9cjOzsbIpGo7x0inTQ2NkImkyEnJwc8Hm+ouzOo6NuLeGXr1q147rnn4HQ6MWnSJHzzzTdj7kNDulZTU4O7774barUaUqkUW7du7ZS+/swzz2Dr1q0A+l4UsaqqCnfffTc0Gg2Cg4OxdetWJCUlDVi/v/jiC7z66qsA2orrffHFFzc0RZrH44HH4zEBUcdF1VarFU6nkznfbrfj448/RlNTE1gsFn7zm99g4sSJAAClUomPPvoIRqMRQqEQDz30UKdMu++++w6nT58G0JZC3z4dvD0/vgMpMSoc3vt3yK9eBRcAmx0FuWkaRPzf4efyHFhtHIyLU2N8ghLZyQoE+Xe/zUh9fT3Wr18Pq9WKwMBAPProo0yNITd3pWqlUgmJRAI+n8/835HBYMCyZctQVVXFXBcTE4Pt27f7vAh2rNu1axeefPJJOBwOTJgwAd9++63XtZ5GsmEfALlcLhom7QKHw4HT6Rz0+fRPPvmE+eVcWlqK06dPe9QPGc44HA44HA69n7zA4XD6HOBu2bIFanXbVEtrays2b97MBBZAW4q1O/gBgHXr1uHZZ5/t9RfuN998A41GA6CtiOG3336LF1980ctH0r2PPvqI+bmwsBAXL17sdnuJvnBvTurN+6zjyI3VaoXFYoHVakVxcTFqa2vh5+cHl8uFwsJCTJo0CQBw6tQpZmrJZDLh5MmTHtuG6PV6JvhxP75FixZ1+5rW1NR4ZN2ynTJAtx1xAiUeefQ2NCuFqLwWhAu1Yfju53GICDJhQqoCE1OUSIzSoX3i17Fjx5jRLY1Gg/Lyctx0003dPgfukTGtVgs+nw9/f39IJBLm/bF7926P4AdoG73YvXu3R02gscS94a2vv9M++eQTJpP43LlzOHbsGG655ZaB7OKwNuwDIKDtg0E8uVwuOJ1Oj78UB0NoaKjHLyGpVDpiXh932YCR0t/hgMViwW639ykNvmN13+DgYI/n2r1buXtvqsDAQLBYrF5fj47tBgUFDehrGBISgubmZgBtjzcgIKBf7btcrn6/z1gsFgQCAQQCASIiInDmzBmw2WwIBAKEhoYiMDAQNpsNIpEIdrudmYoWi8UepTG4XC64XC5TtFAoFILFYnVbPqO76SR3u2FSPcKkeszJqYfVxsbl+iCcqwnFx9uz4HCykJ2swMQUBcYnqDqN9nTsW1eP2X3cPU0ml8uZabLuqjwP9PthJPL18XccORuJz2V//qDlvNr+T7RhiMViobW1dai7MexwOBwmCBpMOTk5OH/+PADgscce61RldzgTiURwOBwDvjv4aMblcuFwOPoUAGVnZ6O+vh5KpRLz58/H6tWrPdaI8Xg8pKam4ty5cwgNDcXbb7/dY/Xe9u3W1dVBpVJh4cKFWL169YCOfObk5ODs2bPgcDh47rnnMHv27H61J5FIYDabB+yLJDIyElwuFzU1NUhNTcWrr76KqKgoiMViZGRk4OTJk7hw4QKysrLwwAMPQCQSMSMDABAeHo7GxkZIJBLceeedPW5DIRaLIRQK0dzczIz+ZWZm4pZbbuk0LchhuxAeZER2sgLzJtchPV4NrYGPorMx+P5IGtjCPPD4gYBDjkm54z32Y+sKh8PpMkByb93hrtatVquZAHH58uV46KGHvK45NFpwOByIRCJotVqfbp+bm4sLFy7A4XDgkUce6dNGtcMNn8/3eR0YFUIcoagQoveoEKL3qBCi9yIjI6HRaG5oTSBv2O12WK3WTv9u5B9Pap0fztWE4VxNGKoapIgL1yEntQUTU+UID+r6eeHxeF4FjQKBAAEBAZBIJGN2WwsqhEiFEAkhhHTDPQ3W8a9k9yaoZrOZWW80UH9QBflbMDe3AXNzG2CycFBxNRRnq8Ow93gSAiUW5KbKkZMmR3yE73+MuBeOt7S0MHWYxGLxmA2GiPcoACKEkDHInY3Wfq2O1Wr1yEgbiGk8oZ8Dk9OvY3L6ddgdLFyuD8KZ6nCs/T4XXI4LOaly5KTKMT7J4FP7LpeLKbroLkopkUgoPZ70igIgQgghANqmVPh8PlNrqX0Rx4EIiLgcFzITVchMVOG38ytR2xSIM9Xh2LgvC1Y7BxNT5chNk2NcnBoctvfTrg6HA1qtFlqtFlwul6m/RJmfpCsUABFCCOlSV0Uc3VWdTSZTv9YRsVlASowGKTEa3FlQBZkqCCcrgvHtT+nQm/mYmNKCvHHXMT5eBQ7H+2DIbrdDrVZDrVZDIBAwafW0FQdxG/ZZYAAoC6wL7iwwWpzad+4ssMHcimCkc2eBDbSioiJ8/PHHkMlkyMrKGlXrNiQSCTZu3IjPP/8cdrsdqampPZ5vs9nwxRdfYOvWrQgMDER0dDRzTKVS4YMPPsDBgweRmprqUQW7srIS77//Pi5cuIDs7OxOtX2sVis+++wzfPfdd5BKpYiKiup032VlZfj3v/+N7du34+effwabzUZycnKn865cuYJ//etfOHfuHCZNmsSk4gsEAqYmWX8XVQcHOJAWq0BBXgOykhRo1QtwqDQee0pScF0lApfr7HV3e4vFgiNHjuD8+fMIDg5m9mdzZ5JpNBpYLBaw2WzweDwme2z//v149913cfnyZSQlJWHt2rU4ePAgUlJSbkjl8YHinvIby4kdlAU2BlEWmPcoC8x7NyIL7MKFC7j99tuZL8zVq1fjv//7vwes/aF24MABj8J8n3/+eY8p4G+99RY+/vhjAG2f63379jGVru+8806UlZUBAGJjY3Ho0CFwuVyo1WoUFBQw7+WlS5fi/fff92j39ddfx/r16wG0fUkcOHDAo+xAfX09FixY0OkPgq+//hrTp09nLhuNRhQUFEChaNto9eabb2babc9isXiMDnmruywwmUKM0ssRKL0UAb2Jh5y0FkxJb0ZqnLpTMLRp0yZUVFQAaPuD5+mnn+52iw336FZTUxPuuOMO5j0eERGB69evA2irNH3o0KFhW+2essD6lwU2ev7sIoSMCCdPnvQYLTh+/PgQ9mbgHTlyxONySUlJj+e3f/w2m40JeKxWK/Mz0LYHn0wmA9A2+tM+kO/qOWx/ndVqRXl5ucfx8vLyLkdDO/a3pqaGCX66uy+gLVgOCgpCTEwMEhMTER4ePiBZWVGhBiyZeQUvrTiGx+8uhURoxaYDGXjxkznYemgcrsp+GaGpra1lfjYajZDL5d2263A40NraioqKCmRmZiI8PBxcLpcJfoC2StNNTU396j8ZvigAIoQMqhkzZnisw+hv4cHhZsGCBR6X58yZ0+P57R+/n58fpk6dCqDtr/tp06Yxx5KTk5npsaysLAQFBfV4H+2vEwgEmDx5ssfxSZMmdbl5asfXIzU1ldlEtavjXeFyuQgICEBUVBQSExMRFRWFgICAfq+/iQnT4/bZNfjb/cVYefsZsFjAup05eOXTmdhdlIyYxF/6JpFIEBER0WubqampCAoKQmJiIvLy8jBz5kwEBASAxWIhKSkJMTEx/eozGb5oCmyEoikw79EUmPduVCHEsrIy7NmzBxkZGVi2bNmoquQbGRmJr7/+GkVFRSgoKOg1AHI6ndiyZQtqa2tx++23Iysrizmm1WqxYcMGWCwW/PGPf/TY6PTq1avYvHkzwsLCcO+993baU83hcGDz5s24du0afv3rXyMzM7PTfVdUVGDHjh3QarUQi8WYP38+ZsyY0em8xsZGfPXVVwgMDMQf//jHbned7wuTyQSj0QiDweAxAuVtIUQ3pwuoqg/CyYtRKKsKh4h3HdH+p3HbTUBcdN/WhigUCly4cAERERFISkpCSUkJrFYrFi1ahPj4eI+K5sMJTYH1bwqMAqARigIg71EA5D2qBO294VYJejiz2WwwGAwwGAyw2+39TrO32dk4dyUUJy9GovJaCMbFqTEtswkTUhTgcX1bpM1isSASiRAQEMAsqh4uKACiStCEEEJGALPZDD8/P2bEj8fjQSqVQiqVgsvlQqFQMIuofQm6eVwnJo2TY9I4OfQmHk5VRuI/pxLx9X8yMCn9OqZlypAcrfGqTZfLxQRpHA4HAQEBVFtolKAAiBBCyA338ssvY+PGjQgJCcGaNWuQn5/vcZzL5TLBkNPphF6vh8FggNFo9CkYkghtuCmvHjfl1UOmFOP4hSh8umsiBHw7ZmQ3IT9ThgCxdyUxHA5Hp9pC/v7+o6qMw1hCU2AjFE2BeY+mwLxHU2DeoymwzsrKynDnnXcylydMmICdO3d6nCMQCGA2mzvd1uFwMCMwvgZDbk4nUHE1FMfOR6PiagjGx6swY0IjspMU8DWGYbPZEIvF8Pf3H/TtN2gKjKbACCGEDGMd1/bY7fY+39Y97RQQEMAEQ3q93qdpMjYbyE5WIDtZAZ2RhxMXo7DzaCo2/ycD07MbMWtCE4IDOgdhPXE6ndDpdNDpdODxeMyo0HCtHUR+QeN2hBAyQN555x1ERERg3rx5uHTpUo/n2u12PPnkk8jKysI999yDlpYWn+/3/PnzuOWWWzBx4kR88MEHnY47nU789a9/RVZWFpYvX97nEYOzZ89iwYIFmDhxItauXdtlu8899xyysrJw9913Y/PmzZg+fTqmTp2KXbt2MedNnToVS5cuBdAW0NTU1GDlypVej5K5g6Ho6GgkJSUhLCwM+/fvx2uvvYYPPvgAzc3NAIDCwkK8/vrr+Mc//oH6+vou2/IX2TB/ch1evK8Ef77tLNQ6Ad74fAbWfJeL8qowOJydMxOPHDnCtNvQ0NDpuM1mg0qlwrVr19DY2AidTtenCtkffvghJk6ciIULF+LcuXNePSfEd7QVxghFW2F4j7bC8N6N2gpjNCorK8Pq1athsVjQ0tKC6upq3HXXXd2ev23bNnzwwQew2WxoaGiA2WzGzTff7NN9P/TQQ6ioqIDVasWxY8ewaNEij5T5ffv24a233oLNZoNMJoNKpcKtt97aa7sPPvggKisrYbVaUVRUhCVLliAkJIQ5vnv3brzzzjuw2WxoamrC4cOHodPpYDQacfDgQTzwwAPgcrlgsVhYvHgxDAYDTp8+DYfDgStXrsDf3x9TpkwB0PZe82ZkiMVi4dKlS3j88cfR3NwMtVoNnU6H5ORkbNiwgdn+or6+3qOeUleCAyzISW3BnJwG2Owc/HQqAftPJMFs5SJcaoTAz4GWlhZs2rSJabexsbHTOqb27HY7DAYDNBoNbDYbs/1GR5cvX8YjjzwCq9UKlUqFCxcu4J577unTc0BbYfRvKwyaAiOEkAGg1Wp7vNyRRqPp8XJ/7ru3tnvrm6/ttA9gLBYLzGazx1YUHQOc/jzm9re3Wq2QyWS4ePEi/Pz8IJPJEBISAj6f79Uok0hgZxZO1zRKcfRMLP722UxkJCgxProMLgDucaG+tut0Opkd6nk8HiQSiUcW2UC+D4h3aAqMEEIGwMyZM5mRBj6fj8cee6zH85cvX47ExEQAQEBAAB544AGf73vVqlVMsb65c+cy1aTdlixZgvT0dACAWCzGQw891Od23dWbb775ZkyaNMnj+NKlS5GWlgagbTFq+xGv+++/H1Kp1OP8P/3pT8yC1cjISNx77719fYhdmjlzJlO4kcfj4fHHH0dOTg4yMjJw5swZXLp0CfPnz/cpSyslphX3/eo8XnugEEnRGvx0dg4s4TtgEfwOYEswf/58r9u02WxQq9Woq6tDQ0MDtFotcnNzcdNNNwFoGwVbtWqV1+0S31AW2AhFWWDeoyww71EWmHecTieUSiWEQiEkEkmv51ssFlRXVyM+Ph7+/v79uu+WlhYolUqkp6d3WVnbZrPh8uXLiI2NRWBgYJ/blcvlUKlU3bZrtVpRVVWFuLg4BAQEoK6uDg6Hg9nQtSOj0YgrV64gNTXVY3Souyyw3jidTly6dAlhYWEe2UCXLl2CVCpFREQEk1av0+l8zs5zuoCK2lAcOBGGenkEpmY0Y25uA2LC9D6158ZisSAWiyGXyxEZGYnw8PA+35aywKgS9JhEAZD3KADyHgVA3qM0eN/4GgB5y2q1Mllb3qw5aq9FLcTRM7E4diEaMWF63JRXh4kpLT6n0ru51/T4+/v3absRCoAoABqTKADyHgVA3qMAyHsUAPlmsAIgN5fLBaPRCK1WC4PB4FMbVhsbxyui8HNZHCw2DgpyGzBzQiNEAt8Cq/a4XC78/f0hkUg67fPmRgEQ1QEihBBCvOKeehKLxbDZbMxCZW/+qOTznJiT04g5OY2ovBaMw6Vx2FOShPyMZtw8qQ4RwUaf+2e325mq03w+nwmGqL7QwKEAiBBCyJjG4/EQEhKC4OBg6PV6aLVar0fwxieoMD5BhRa1EIfL4vD2pnykxrZi3uRrSI9X96t/VqsVSqUSSqUSAoEAEokEEomE9iPrJwqACBlgTqcTxcXFEAgETI0TQnrjcrlQUlICk8kEp9OJ5ORkJCcnD3W3uuV0OnHs2DHw+fxOWWcjFYvFYio5WywWaDQa6HQ6r6aAw4JMuHveZSyZeQXF56OxcV8WhH42zJtchynjm8Hl9N6WTCaDVqtFSkoKk90HtL1HLly4AA6Hg8TERGYfMofDwWTrtWexWFBcXIyIiAhkZmb2+TGMFbQGaISiNUDeG6w1QA888AB++uknAMB9992HV1555Ybe341Ea4C85+saoMceewy7d+9mLrPZbKxZs6ZPBQuHwsqVK3HgwAEAwB/+8Ae8/vrr/WpvsNcA9ZXD4YBWq4VGo/Fp0bTDyUJ5VTh+OhUPjV6Agrw6zJ7Y/TqhoqIi7NmzBwAQFRWFRx55hAluNm3ahIqKCgBAfn4+li9fDn9/f7S2tjKZh2KxGBwOBxaLBcuWLcPFixcBtG1Gu2LFCl+egmGtP2uAqA4QIQOooaGBCX4AYOPGjT5nmpCxQ6VSeQQ/QNsIy4YNG4aoRz2TyWRM8AMAX3311aitsM7hcBAUFISEhARERER4Pe3EYbswOf06nr33JFYsOYcrjVK8/P/OxrbD46DSCjqdX1xczPwsk8lw7do1AIBOp2OCHwA4efIks8eae0G3XC7H1atX0dTUhOLiYlRVVTHnf/HFF171eyygKTBCBpBUKoVQKGT++o+IiPAYwiakK+5pl46jk7GxsUPUo55JpVKIxWIme8qXwGCkaT895t7iwmj0bpFzamwrUmNb0awS4eCpBLzx+QzkpMmxYMo1pp5QUFCQx/ZP7ppNQqEQfn5+sFgsANDtgmh3MCQQCJCXlwetVguVSoX4+HhfH/qoRXuBjVC0F5j3BmMvMD6fj6ysLFRXVyMhIQFvv/02IiIibtj93Wi0F5j3JBIJLBaL1zue5+bmoqqqCmw2G1KpFLNnz8aLL77o8z5HNxKPx2Pe53FxcXjrrbcQFRXVrza93QtsKLmzsty/Uzrudt8bidCGCSkKzMhuQrNSgi0H01HdEASpxIxJEyOgUCjA4/Fw6623IiUlBUDblGhMTAxaWloQFBSE5cuXIygoCH5+fl1OHYrFYkilUhiNRmRmZuJPf/oTWCwWXC4XuFyuT9Wxh6P+7AVGa4BGKFoD5D2qA+Q9WgPkPaoD5JvhugaoL6xWK9RqNfR6vU+fFZOFg8KzsThUGo/gADMW5dciO1mBLgpve3DXClKrvcsyY7FYEAqFTBmAkTxKTYUQxyAKgLxHAZD3KADyHgVAvhnJAZCbe68vbzPH3OwOFo5fiMKBk4ngcZ24Jf8qJqc3d1th2tcAqCN3ar1YLB5xdYaoECIhhBAyxHg8HsLDwxEUFORTIMTluDBrYhNmZDeh9HIE9p9IxO7iZCyceg3Ts5r6lELvC7PZDLPZDIVCAT8/PyYYGu3ruigAIoQQQgaQOxCSSqVobW31OhBis4Ep469jcvp1nK8Nxb7jSdhbkoQFU69h1oRG8LjOG9Z3i8UCi8UCpVIJHo/HBEPtN64dLYYkADp9+jRKS0vB4XAwd+5cpKamDkU3CCGEkBuGz+czI0JKpRJ6vXc7x7NYwIRkBSYkK1B5LRg/liRh3/FEzJ9yDXNyGnCjl+64p/TUajW4XC6zZmg4Lsz3xaAHQAaDAYcPH8aqVatgsViwZs0aPPPMM2D1ttqLEDLsKBQKrFmzBhqNBg888ABVmyXDyubNm3Ho0CEYDAYEBQXh97//PaZPnw6z2YyPPvoIZ8+ehd1uR0xMDB599FHExcX1qd2vv/4ahYWFmD59Ov7whz/0+v3F4/EQGRkJs9kMlUrldfo88MtWG9UNUuwtScKBE4lYmN+ApXM1AICqqiqcPn0aoaGhKCgo6LSWx2Qy4fDhw9DpdJgxY0avj7W1tRWHDh2Cy+VCQUEBQkJCoNFooNFokJSU1GXl6ZFm0AMgPp+PlStXMum1Go0GLpeLeQMZDAamzgHQlvo3Gp7ogcbhcCho9BKLxQKLxaL3kxfcn7/uhu9XrVrFFG47ePAgiouL4e/vP5hdHHZYLBb93vLBQD9ne/bswfPPP+9x3f79+3H48GGsW7cO69ev9zh2/Phx/Pzzz722u3PnTvz1r39l7kMkEuE3v/lNn/rkHkExGo1QKBQe33V9NS5ei3HxZ1DbFIA9x5Kx6r14TEuvwKmf/h/A1RZYGY1G3HHHHR63++6775hCihcvXsQzzzwDiUTS7f189tlnUCgUAIArV654DFRwOJxh8/7uz/fgoAdAPB4PPB4PdrsdGzZswC233OJRj+Ddd9/1yNIJCwvD6tWrB7ubZBRyp35KpdKh7sqoUV5ezvzsznwaP378EPZo6LFYLISEhAx1N8a86urqTtdZLBbI5XKPisputbW1TO0cb9qtqqpCTEyM1/1LS0uDWq1GU1OT13WEACBPCuRlXkV1gxjrv5NCK90Ovvkr+Jk2QyaTdXocjY2NzM9WqxVGo7HbQpsmk4kJfgAwU2DuP26io6OHTep8fzIHh+QRWK1WrF+/HuPGjUNBQYHHsZdffrnT+ZQG3xmlwXuP0uC911sa/IIFC7Bz504AQEJCAiQSCerq6gazi8MOpcH7ZqDT4KdOncoU/nMLDg5GXFwc5s6di5KSEo/z8/PzodVqodVqe2w3Pz/f4/L06dP79Z4Xi8VobW1Fa2srnE7vFjdzuVykxLjw0K8r8Pa/9kLH/S/ogu6BK7AEzddbwef90l56ejpOnDgB4JfK4yqVqtu2k5KSUFtbC6CtIrnNZmPOr6+vHzYjQBKJZOQUQnQ6nVi7di3y8/P7vIMwBUCdUQDkPQqAvNdbAGSz2bBt2zZotVosX76cRj5AAZCvbkQdoLKyMhw9ehQ2mw0ikQhLly5lRj327t2LixcvwuFwIDQ0FL/5zW/6/EVaWlqKoqIiTJs2rVNA5Ct3gOHN76f2dYCUSiXOnTsHGycbldcXokkhwcKpbYuleVwnXC4XysrKoNPpMGnSpF6nqq1WK06fPg2Xy4XJkyfDz8+POTac1gCNqEKIpaWl2LhxI8LDw5nrHn/88R7feBQAdUYBkPcoAPIeFUL0HgVAvhkNhRAHgrseT1+ei54KIVY3SLG7OAVytQi3TqvFzAmNA1ZHiAKgQUQBUGcUAHmPAiDvUQDkPQqAfEMBkCetVgulUtnj7/i+VIK+VBeEXUWp0Br4+NWMK8jPkHVbWbqvRksANDxWMRFCCCGEERAQAIlEAoVC0eu6pJ6kx6uRHn8S52pCsasoBQdOJGLJrBrkpcl73WtstKMAiBBCCBmG2Gw2wsPDERAQgJaWFp/S5t0mpCiQnazA6UsR2F3YFgjdPrsaGYndL4Qe7SgAIoQQQoYhu90ODocDgUCA2NhYtLa2Qq1Wd8oWc09R91YTh8Vq22Ijb5wcJeejsHF/JsKDjPj17GokRvk+yjRS9XMmkBBCCCED7cMPP0RWVhYmT56MQ4cOgcViISgoCHFxcRCLxcx5J06cwOuvv46//e1vTJp7bzjstk1XX1lRjMxEJT78Pg/rdk5Es2p0bHHRVxQAEUIIIcNIQ0MD/v73v8NqtUKtVuOFF15gjvF4PERFRSEiIgIsFgtfffUVLBYLbDYbdu3a5dU0GZ/nxMKp1/Dqn4sQEWzA3zfl4+sD46HRj+5d4N0oACKEEEKGkY6VobsKavz9/REbG4uWlhbmOqfT6XUxRQAQCey4fXYNXrrvGJwuFl7/fCZ2FyXDbB0emV43CgVAhBBCyDCSlJSEP/7xjwDaRnz+53/+p8vzhEIh7r//flRVVcFms2HevHkQCoU+36/U34J7b7mIp+85iYYWf7z66Sz8XB4Lh3N0potRHaARiuoAeY/qAHmP6gB5j+oA+YbqAHV2/fp1CIVCBAQEdHmcz+cjLCwM58+fZ0aN+pMy31F1gxTf/ZwGs4WLO+ZWY2Jq22gT1QEihBBCyA0TERHRp/OCgoKYn8ViMVpaWmC32/t9/6mxrXjm9ydx+lIEth4eh59Ox+POgstISup308MCBUCEEELIKCEWiyEUCiGXy6HX6/vdnjt1PidVjp/L4rHmu0kYl9qEuMiRPypMARAhhBAyirDZbERGRkKn00GhUAzIUgke14UFU69hTm49osMSAAyPKbD+oEXQhBBCyCjkzhTr6y73feHH8z7T0s7dAAAMXUlEQVTLbLiiAIgQQggZphobG7F161Zcvny507Fz585hw4YNHqnwly5dwtatW9HU1ASgLWEmOjoaISEhHpWiW1tbUVpa6nHb9vdZVlbmMYXW3NyM0tJSaDSagXx4Q4qmwAghhJBhqKamBrfffjuMRiPYbDbWr1+PgoICAMCOHTvwxBNPAGhbBL1nzx5UVlbi/vvvh9PphFgsxs6dO5GcnMycIxKJ0NzcjMbGRqxZswZ2ux0sFgsrVqxASkoKAKCsrAxbt24FAIhEIqxatQoNDQ3YsGEDgLbM0L/97W9IGgUroWkEiBBCCBmGfvjhBxiNRgBtRQ6///575pg7SAEAtVqNn376Cdu2bWMKIRoMBvz4448e7fn5+SE+Ph6lpaVMlpjL5UJZWRlzzunTp5mfjUYjKisrUVpaylxnsViwb9++AXyUQ4cCIEIIIWQYco/euLlHaTr+7L7c8bqOtwfaNkyNi4tDdXU1szg6LCyMOd7+Z/fljteNhtEfgKbACCGEkGHptttuQ11dHf7zn/8gLy8PK1euZI49/fTTcDgcqK6uxuLFizF9+nTk5uZCq9WivLwcCxcuxOLFi7ts9/bbb0ddXR0KCwsxY8YMzJo1izm2aNEiOJ1OyOVy5OXlISEhAdHR0bBYLGhoaEBWVhYWLFhwwx/7YKBK0CMUVYL2HlWC9h5VgvYeVYL2DVWC9p67EnRjY2O/2lEoFGhtbe3z+aOlEjRNgRFCCCFjWGhoKKKiooZNUDNYKAAihBBCxjixWIzY2FgIBIKh7sqgoQCIEEIIIeDxeIiJiUFgYOBQd2VQUABECCGEEABtWWJhYWGIjIwEmz26QwTKAiOEjCjHjx/HJ598AqlUitWrVyMqKmqou0TIoPr222+xa9cuZGdn43//9397PNfpdGLt2rUoKSnBrFmzkJeX16fPj0QiAZ/Ph0wmg81mA9BWb2j//v2oq6vDww8/jLy8vAF/bIOJAiBCyIjR2tqKP//5z0xxuPr6emzZsmWIe0XI4Dl+/DieffZZAMDRo0chFArx2GOPdXv+119/jXfeeQcAUFhYCD6fD6vVCqD3zw+fz0dsbCzkcjkMBgM2bdoEmUyGsrIylJSUoLi4GGKxeAAf3eAa3eNbhJBRpb6+ngl+AKCysnIIe0PI4Ov4nj937pxX57uDn66OdYXD4SAqKgrBwcGQy+XM9VqtFs3NzX3p8rBFARAhZMRIT09HWloac3np0qVD2BtCBt/8+fM9Rl1++9vf9nj+kiVLmLU8bDYbcXFxzDFvPj/BwcGIj49nas9lZ2cjMTHRi54PP1QIcYSiQojeo0KI3huOhRB1Oh1++OEHSKVSLFq0yGOH6+GACiH6hgoh9l1DQwMOHTqECRMmYMmSJb0WQqyoqMDJkycxffp0REdH+/z5cTgc2LNnD0wmE2677TaIRKL+PpR+608hRAqARigKgLxHAZD3hmMANNxRAOQbCoC8N1CVoEcyqgRNCCGEEOIFCoAIIYQQMuZQAEQIIYSQMYcCIEIIIYSMORQAEUIIIWTMGfaVoF0uF7jcYd/NQcdms8FisYZdCvBwxmazwWaz6f3kBTabDQ6HM9TdGFFYLBY4HA69z7xEn03vcTgcsFgset58RCNAhBBCCBlzhn3YyGKxYLfbh7obww6LxaI6QF5yOp1wOp30fvICh8OBw+GgOkBecLlccDgc9D7zEpfLpefMS2w2Gy6Xi543H9EIECGEEELGHAqACCGEEDLmUABECCGEkDGHAiBCCCGEjDkUABFCCCFkzKEAiBBCCCFjDgVAZMy4du0aNBrNUHeDjHKXLl2CyWQa6m6QMcBut+P8+fND3Y0Ri+WiAh9kjPjss8+QlpaG2bNnD3VXRgyXy0XVxr30j3/8AwsXLkR2dvZQd2VEofea9+rr6/Hpp5/i1VdfHequjEg0AkQI6RZ9IZHBQu8139AYhu8oACKEEELImEMBECGEEELGHAqAyJgRGxuLsLCwoe4GGeUSExMRHBw81N0gY0BAQADS0tKGuhsjFi2CJoQQQsiYQyNAhBBCCBlzKAAihBBCyJhDARAZlS5fvow33niDCtKRQXH27Fns27ev2+PfffcdGhsbB7FHZLSpqKjA22+/jbfeegtr1qzBpUuXuj3XZDKhrKxsEHs3MlEAREal4uJipKam4uTJk52O2Wy2TtfZ7fbB6BYZpaxWKwwGQ7fH9Xo9vceIz+rr67Fz507cc889eP7553Hvvfdi27ZtqK+vZ86x2+1MTaDr169Theg+4A51BwgZaEajEc3NzXjkkUewdu1azJ07FwDw9ddfQ6VSgcvlwmQyYeXKlTh37hxKSkqg1Wrx4IMPIjIycoh7T0YyhUKBbdu24aGHHgIAvPnmm/jrX/86xL0iI93Ro0exaNEixMXFAQCkUikWLFiAkydPIi4uDrt27UJNTQ14PB5uuukmlJWVobq6GmfPnsXEiROHuPfDFwVAZNQ5deoUJk2ahMDAQAQGBqKmpgYpKSlwOp3IyMjAvHnz8PPPP+PQoUMICQlBUFAQVq1aNdTdJqOE0+ns8mdCfKVUKhESEuJxXXh4OE6cOIGmpiZUVVXhqaeegtFoxKlTpzB79my4XC4KfnpBU2Bk1CkpKcHZs2fxwQcfQKlUorCwkDmWnJwMAIiPj4dcLgcAREREDEk/ycjXW4BDARAZCGFhYbhy5YrHdTU1NYiIiEBLSwsSEhIAACKRiBnxJr2jAIiMKg0NDRAIBFi9ejUee+wxPP/886iqqoJerwcAZs786tWrzHQXm00fA+I9nU6Hf//73wAAjUYDqVQKLpcLo9HIXGexWIayi2SUmDJlCk6cOAGNRgMAaG1txalTp5Cbm4vU1FQ0NTUBaJv+/+abb8Bms2mPsD6gKTAyqhw7dgxTp05lLnO5XOTl5eHYsWPM8QsXLsBms+HBBx9EeXn5UHWVjHD+/v4IDQ3Fe++9B7PZjIcffhhSqRRCoRBr166Fn58fAgIChrqbZBRITU3FvHnzsGbNGgiFQuj1eixevJipAj1u3DisW7cOdrsdN910E4KDg3HlyhUUFRVh1qxZQ9z74YsqQZMxY9OmTZg5cyaio6Ph5+c31N0ho4TFYun0fjKZTBAKhUPUIzKamc1mCASCTtfb7Xaw2WxmRNvpdMLlcoHD4Qx2F0cMGgEiY4ZAIACHw6Hghwyort5PFPyQG6Wr4AdoG+1uj6b2e0cjQIQQQggZcyhEJIQMqfnz54PFYoHFYsHPzw/x8fF4+eWX+7SAuLm5GR9++OEg9JIQMtpQAEQIGXIfffQR7HY7lEoldu7cicOHDzPFBHty6NAh/Pjjj4PQQ0LIaEMBECFkyLHZbHA4HEgkEuTm5uLTTz/FF198AZlMBgD48ssvkZmZCYlEgsmTJ+PU/9fe/YPC/8cBHH+6w0Cf3EW6OhMyULryp1jNZ7FdKZu6yWBUn0wMMkgZTBY2NmWRLsnwtZlIEY6TK4lB7q7f8O2nvn3N3zvd81Gf5dNn+Ly3Z58+7/fr1y/y+Tzz8/McHR0xPT0NQC6XI5VKEYvFmJqaolgsVnNZkmqYASSp5vT29hIEARcXF1xdXZHNZtna2uL6+ppUKsXCwgKJRIIwDBkfH2d9fZ3n52fS6TRzc3Ocn5/T0tLC8vJytZciqUYZQJJqTkNDA4lE4msEwPHxMSMjI7S2tjI0NMTDwwORSIQgCGhubqatrY3d3V0GBgbIZDJ0dnaytLTE/v5+tZciqUa5DV5STbq7uyOZTBKLxTg4OGBmZobb21u6u7spl8t/PX9zc8PZ2RkdHR1/3L+/vyeZTP6r15b0Q/gFSFLNyeVyRCIR+vv72d7eZnNzk42NDQqFAmEYfnvMfzweZ2JigtfX168rn88bP5K+ZQBJqrpKpUK5XObt7Y3T01Oy2Syzs7MEQUA+n2dwcJCxsTEaGxvZ2dnh8/MT+D388f39Hfi9nf7w8JDLy0sA9vb2GB0dpVQqVW1dkmqXByFKqqr/wwWgqamJrq4uMpkMi4uLRKNRHh8fSafTRCIRSqUSk5OTrKys8PT0RKFQYHh4mL6+Pk5OTlhdXSUMQ3p6eohGo6ytrTkLSdK3DCBJP0KxWCQej/91xH+lUuHj4+Nr/ES5XObl5YX29vZqvKakH8IAkiRJdcd/gCRJUt0xgCRJUt0xgCRJUt0xgCRJUt0xgCRJUt0xgCRJUt0xgCRJUt0xgCRJUt35D/InVUTIbi67AAAAAElFTkSuQmCC" alt="plot of chunk unnamed-chunk-5"/> </p>
<pre><code class="r">qplot(Date, nightSleep + daySleep, data = Ellielog, geom = c("point", "smooth"),
main = "Total sleep (hours)")
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-6"/> </p>
<pre><code class="r">qplot(Date, naps, data = Ellielog, geom = c("point", "smooth"), main = "Number of naps")
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-7"/> </p>
<pre><code class="r">qplot(Date, longestNap, data = Ellielog, geom = c("point", "smooth"), main = "Longest Nap (hours)")
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-8"/> </p>
<pre><code class="r">qplot(nightSleep, daySleep, data = Ellielog, color = age) + annotate("segment",
x = 7, y = 7.5, xend = 12, yend = 2.5, lty = 2) + scale_color_gradient(low = "pink",
high = "red") + annotate("text", x = 7.5, y = 7.45, label = "14.5 hour line",
srt = 338) + labs(color = "age in days")
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-9"/> </p>
<pre><code class="r">qplot(Date, nightWakings, data = Ellielog, geom = c("point", "smooth"))
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-10"/> </p>
<h2>Diapers</h2>
<pre><code class="r">qplot(Date, P, data = Ellielog, geom = c("point", "smooth"), main = "Number of poop diapers")
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-11"/> </p>
<h2>Feedings</h2>
<pre><code class="r">qplot(Date, longestBF, data = Ellielog, geom = c("point", "smooth"), main = "Longest Breastfeeding (minutes)")
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-12"/> </p>
<pre><code class="r">Ellielog$longestBF[-c(1:88)] = 10
qplot(Date, feedings, data = Ellielog, geom = c("point", "smooth"), main = "Number of feedings",
size = longestBF)
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-13"/> </p>
<pre><code class="r">qplot(Date, bottles, data = Ellielog, geom = c("point", "smooth"), main = "Number of bottle feedings")
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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Hr16gbXHqqqqoLf729WPyciJWAAIiLqwIYNG4aYmBj8/e9/h1qtxp///Gds3rwZBw4cQERERLjLI2q3eAisg5IkqdGNH4mCje+x9m/BggVITEzEqFGjMHToUFRWVuKrr77qcOGH7zUKtQ7RApSfnx/uEtodrVYLURTh9/vDXUqHYbVa4Xa74XA4wl1Kh6HX6+HxePjl1AJJSUmw2+1wOp3hLqVDMRgM571KODVNp9MhPj4ehYWF4S4lbMxmc6uva8UWICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhxNKBayfPlydOvWDXl5eQCAH374ARs2bIDP58MvfvELJCUlhaIMIiIiIgBt3ALkdruxaNEibN++HT6fDwDgcrmwYsUK3HXXXbjxxhvx/vvvt2UJl+TgwYP4wx/+gOeeew5lZWXhLoeIiIiCpE1bgGpqatC/f39YLBb5seLiYnTp0gURERGIiIiA0+mEz+eDRqORp3G73fLzBUGAIAhtWWaTqqurcfvtt6OyshIAcOjQIXzwwQchr+N8BEGASqUKdxkdikqlgkqlCsv7qaNSq9UQBAGSJIW7lA5DpVLJ242aj9us5dRqteL3aZfyPdimASg2NhaxsbE4duyY/FhlZSUiIiLkYaPRiJqaGkRHRwMAXn75ZVRVVcnjExIS8Nhjj7VlmU3au3evHH4CwykpKSGvg4JHpVLBaDQiJiYm3KXQZUylUiEuLi7cZZBCqFQqRX83uVyuVk8bkj5A9RkMhgYtPF6vFyaTSR6eOXNmo2ny8/NDUVoDJpMJXbt2xcmTJwEA1157LQoKCkJex/lotVqIogi/3x/uUjoMq9UKt9sNh8MR7lI6DL1eD4/HwxagFkhKSoLdbofT6Qx3KR2KwWC4pC8zJdLpdIiPj0dhYWG4Swkbs9ncoFGlJUIegDp16oRVq1ZBkiS4XC5IkiQf/mpP9Ho9Pv74Y/z3v/9FVFQUpkyZEu6SiIiIKEhCnjyioqLQv39/zJs3Dw6HA5MmTQp1Cc0WFxeH++67L9xlEBERUZCFJABNnDixwfCwYcPws5/9DGq1Gmo1L0VEREREoRW2Y0/t8bAXERERKQObX4iIiEhxGICIiIhIcRiAiIiISHEYgIiIiEhxGICIiIhIcRiAiIiISHEYgIiIiEhxGICIiIhIcRiAiIiISHEYgIiIiEhxGICIiIhIcRiAiIiISHEYgIiIiEhxGICIiIhIcRiAiIiISHEYgIiIiEhxGICIiIhIcRiAiIiISHEYgIiIiEhxGICIiIhIcRiAiIiISHEYgIiIiEhxGICIiIhIcRiAiIiISHEYgC5BZWUlHn74YYwdOxZz584NdzlERETUTAxAl2DOnDlYvnw5Dh06hJdeegmbN28Od0lERETUDJpwF3AxkiTBYDCEu4wmFRYWNhguKioKWa1qtRqSJEGSpJAs73IgCAI0Gk27fT+1R4IgQKVShbuMDkWtVkOn0/Gz2UL8bLacRqOBSqVS9Ha7lP1Tuw9AKpUKLpcr3GU06ZZbbsHmzZshiiISEhIwcuTIkNWq1WohiiL8fn9Ilnc5MJvN8Pl87fb91B7p9Xp4PB5+mbeAKIrweDx8n7WQwWDgNmuhQNBW8nbTaFofY9p9AGrPxo4dizVr1uDo0aMYPHgwoqOjw10SERERNQMD0CXKyMhARkZGuMsgIiKiFmAnaCIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcTTgWeuDAAXzzzTfQarUYM2YMkpOTw1EGERERKVTIW4D8fj9WrlyJu+++G2PHjsWyZctCXQIREREpXMhbgARBgCRJKCwsRElJCfR6fYPx27ZtQ21trTys0+mQm5sb6jLbPUEQIIoiJEkKdykdhlarhUqlgkqlCncpHYZGo2n0GaULEwQBERER0Gq14S6lQ9FoNNDpdOEuo0MRBAFqtRpRUVHhLiVs1OrWt+OEPABJkoTevXvjww8/hNPpxA033NBgfFFRUYMAxB1J09RqNSRJYgBqAbVaDUEQ+H5qgcAOlu+z5lOpVBAEIdxldDiCIPCfkxZSq9VQqVSK3qddyr4p5AHo1KlTKCgowBNPPAG/34/nn38ePXr0kJP/jTfe2Gia/Pz8EFfZ/mm1WoiiCL/fH+5SOgyr1Qq32w2HwxHuUjoMvV4Pj8fDANQCSUlJcDgccDqd4S6lQzEYDHC5XOEuo0PR6XTQ6XSw2WzhLiVszGZzq6cNeR8gnU4Ho9FYt3C1Wv6biIiIKFRC3gKUlJQEi8WCRYsWwel0YtiwYTzuS0RERCEVltPgJ02aBK/XK/cvICIiIgqlsAQgAIrutEVEREThxeYXIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBiAiIiJSHAYgIiIiUhwGICIiIlIcBqBW8vv9OHbsGGpra8NdCrUDXq8Xx44dQ1lZGfLz8yFJUrhLIiKiC9CEu4COqLa2Frfccgv279+P6OhovPvuu+jTp0+4y6IwKSsrwy9/+UucOHFCfmz48OGYP38+BEEIY2VERHQ+7T4ASZIErVYb7jIaWLVqFfbv3w8AsNvtmDdvHt55552Q1iAIAtRqNdRqNuI1l1qthiAIQX8/ffjhhw3CDwBs2rQJ27Ztw4gRI4K6rFBTq9XQaNr9bqJdUalUbfI+u9yp1WpusxbSaDRQqVTcbq3UIfZsfr8/3CU0YDAYGgwbjcaQ16hSqSCKIkRRDOlyOzJJkiCKYtBfq3PfD/Ufb2/v3ZYSBAGiKPKQXgu1xfvscqfRaLjNWijwDzC3W+u0+wAU+KJvT8aNG4frr78eq1atQlZWFn7/+9+HvEZJkuQvdGqettpmt956KzZv3oxNmzZBq9VCFEXccccd6NevX4d/fQLbiwGo+fjZbB1us5bje+3SqKQOsGfLz88PdwlNEkUxbIegAl+0TP7NZ7Va4Xa74XA42mT+gfdDON8XwabX6+HxeBiAWiApKQl2ux1OpzPcpXQoBoMBLpcr3GV0KDqdDvHx8SgsLAx3KWFjNpthtVpbNe3lsZcOk8vlS46CI/B+4PuCiKj9456aiIiIFIcBiIiIiBSHAYiIiIgUhwGIiIiIFIcBiIiIiBSHAYiIiIgUhwGIiIiIFIcBiIiIiBSHAYiIiIgUhwGIiIiIFIcBiIiIiBSHAYiIiIgUhwGIiIiIFIcBiIiIiBSHAYiIiIgUhwGIiIiIFIcBiIiIiBSHAYiIiIgUhwGIiIiIFIcBiIiIiBSHAYiIiIgUhwGIiIiIFIcBiIiIiBSHAYiIiIgUhwGIiIiIFEcTjoWeOXMGW7ZsQXl5OUaMGIHs7OxwlNFsZWVl2LlzJwwGAzweD4YMGQKz2dzoedXV1di6dSu6du3artdJkiRs2bIFKpUKQ4YMgUqlCndJlxW/34+vv/4aXq8Xfr8fWVlZSE9PD3dZRERUT8gDkNfrxX/+8x889NBDUKlUWLJkSbsOCydPnsT111+Pqqoq+bGuXbtixYoViIyMlB+rqqrChAkTcOrUKQDAnDlzcNNNN4W83uZ45JFHsHz5cgDApEmT8Oqrr4a5osvLvffeiw0bNsjDGo0Gb7/9Nq655prwFUVERA2oJEmSQrnAI0eOYNeuXcjLy4NKpUJubm6DFoh58+ahpqZGHo6OjsYdd9wRyhIbeOGFFzB79uxGjy9evBiTJ0+Whz/66CPceeed8vCAAQOwadOmNqtLrVZDkiS09OWrrKxEp06dGjxWVFSEmJiYYJbXLmm1WoiiCL/f32bLyM/PR48ePRo9PnHiRHz44Ydttty20tr3mZLpdDr4fD6IohjuUjoUtVrNbdZCKpUKWq0WHo8n3KWEjc/na/KITHOEvAXIbrfj4MGDsFgscLlc+PbbbzF16lR5/HXXXQen0ykPC4IAu90e6jJliYmJTT5utVob1GW1WhuMT0lJadO6BUGAJEkt3mGIoojY2FiUl5cDAGJjYyGKYli3cahER0fD4/E0eH8Fm06nQ0REBGpraxs83qlTpw65jbVaLbxeb7jL6FAsFgtqamoU/aXUGnyvtZxGo0FMTEyH3LcEi1arbfW0IQ9AOp0OKSkpuO666wAAf/vb3+B0OmE0GgGgyb4S+fn5oSyxgXHjxuH+++/HmjVr4Ha7YTKZcMcddyArK6vBF2mPHj0wa9YsfPDBB0hLS8Mf//jHNv2ivZTWjHnz5uHFF18EAMyYMUMxO2qTyQSv19umr4tarcabb76JV155BWVlZRAEAf3798dDDz3UpsttK6IowuPxsAWoBUIRtC9HkiTB5XKFu4wORafTQRRFRb/XBEFo9bQhPwRms9mwcOFCPProo5AkCc8++yxmzZp1wZUIZwBqr0JxOOdyY7Va4Xa74XA4wl1Kh6HX6xmAWigpKQl2u13RX0qtYTAYGIBaSKfTIT4+HoWFheEuJWzMZnOjIzDNFfIWoLi4OAwePBj/+c9/UFJSgrFjx15SgiMiIiJqqbCcBj9kyBAMHjwYoihCowlLCURERKRgYUsfarUaajWvw0hEREShxwRCREREisMARERERIrDAERERESKwwBEREREisMARERERIrDAERERESKwwBEREREisMARERERIrDAERERESKwwBEREREisMARERERIrDAERERESKwwBEREREisMARERERIrT6gCUn58PADh48CBeeuklHDhwIFg1EREREbWpVgWgxx57DHfffTfcbjdGjhyJLVu2YPz48Th16lSw6yMiIiIKulYFoA8++AArVqzAunXrYLFYsGzZMtx+++1Yu3ZtsOsjIiIiCroWByBJkuDz+WA2m7F8+XJMmTIFAODxeBAZGRn0AomIiIiCTdPSCVQqFQYPHoyJEyfi66+/xpYtW/DOO+9g0aJFePrpp9uiRiIiIqKgatUhsMWLF+Omm27C2rVr0bNnTyQnJ2P37t2wWCzBro+IiIgo6FrcAgQAERERuPvuu+Hz+VBWVobRo0dDo2nVrIiIiIhCrlUtQPn5+bj33nuRnJyMuXPn4pFHHsGLL74Y7NqIiIiI2kSrAtA999yDbt26Yfbs2QCAJ554Au+99x4OHz4c1OKIiIiI2kKrzgL7/vvv8fjjj8NgMAAAUlNTcfPNN2P9+vVBLzAcRFHE0qVLMXfuXBQVFV30+U6nE4sWLcL8+fPhcDjO+zy/34///ve/mDt3LoqLi4NZMl0Gtm3bhtdffx179uwJdylERJe9Vp0FZjabsX//fvkxURSxcuVKzJgxI6jFhcvs2bOxcOFCAMCCBQuwdu1aREVFnff59957L7Zu3QoA+PTTT7F8+fImnzdz5ky89957AICFCxdi7dq1MJvNQa6eOqIvv/wS06dPBwC88sor+OCDDzBgwIAwV0VEdPlqVc/ll156CcOHD0d6ejq0Wi3eeust5ObmYsKECcGuD6Ioyi1NoVL/go6lpaX48ccfMXz48CafW1tbK4cfANi/fz8qKyuRlJTU6Lnr1q2T/y4uLsbhw4cxZMiQVtWoVqshSRIkSWrV9EokCAI0Gk3I30/N8dVXX8l/S5KEDRs2YNiwYWGsqI4gCFCpVOEuo0NRq9XQ6XT8bLZQe/1stmcajQYqlUrR2+1S9k+tCkBTpkxBXl4ePvvsM3i9XkyePBmZmZmtLuJC1Go1XC5Xm8z7fK644goUFhYCAIxGI9LS0s5bg1qtRmZmJo4cOQIASElJQWRkZJPP7927N7788ksAdWfSpaamtnrdtFotRFGE3+9v1fRKZDab4fP5Qv5+ao68vLwGw7169WoXder1eng8Hn6Zt4AoivB4PO3i9etIDAYDt1kLBYK2krfbpZyB3uops7OzkZ2d3eoFt2cvvPACOnfujOLiYvzqV79CQkLCBZ8/f/58zJ07F16vFw888AAEQWjyeXPmzME///lPlJaW4q677oLVam2L8qkDuvXWW+H1erFjxw4MHz4cY8eODXdJRESXNZXUzH/tduzYgWnTpl3wOX//+98xZsyYoBRWX+DO8/QTtgC1nNVqhdvtvmBHdWqILUAtl5SUBLvdDqfTGe5SOhS2ALWcTqdDfHy8fMRCicxmc6sbE5rdApSVlYW5c+cCAOx2O6KjoxuMr6ioQHp6equKICIiIgqlZgeg6Oho9OvXDwAwYMAA7NixQx4niiLuuecejB07ts36AhEREREFS4uuAzR+/HgYjUYcOHAARqNR/jGbzdiyZUurz2giIiIiCqUWBaC1a9fKZ315vV75x+fzYdeuXYiLi2urOomIiIiCpkUByO12w+fz4fDhw/D5fPKPy+XC7373O6xYsaKt6iQiIiIKGh4CIyIiIsVp1SGwwDVL6h8CO3XqFLKystqqTiIiIqKgaVEAUqlU0Gg0eO+996BWq3Hq1CkcO3asrWojIiIiahMtvhs8ABw5cgRXXnklMjMzMXDgQERGRuKtt94Kdm1EREREbaJVAWj69OmYOHEiiouLUV5ejjVr1uC5557DwYMHg10fERERUdC16l5gBw8exBdffAGdTgcAGDp0KKZOnYrNmzcjNzc3qAUSERERBVurWoDy8vKwd+/eBo9t2rSJN/ckIiJvuddpAAAgAElEQVSiDqFVLUAPPPAARo8ejREjRiA1NRVffPEFYmJicP311we7PiIiIqKga1UL0E033YR169ZhwIAB0Ol0mDFjBr7++mtotdpg10dEREQUdK1qAQKA/v37IzU1FRqNBrGxscGsiYiIiKhNtaoF6IcffkC/fv2QmJiIrl27YuTIkViyZEmwayMiIiJqE61qAbr77rtx/fXXY9WqVbBYLNiyZQvuuOMOZGZmon///sGukYiIiCioWtwCJEkSTpw4gaeffhqJiYnQ6XS45pprcO+992L79u1tUSMRERFRULU4AKlUKgwZMgQLFiyA3+8HANTW1mLr1q0YNmxY0AskIiIiCrZmB6Dt27ejR48e6NGjB/bs2YPp06cjPj4evXv3RkxMDPbu3QubzdaWtRIREREFRbP7APXo0QMLFy684HO6d+9+yQURERERtbVmB6CoqCgMHDiwLWshIiIiColWXwfocmGz2SCKImJiYnghRyIiIoVQfAASRRF2ux12ux0mkwkWiwUGgyHcZREREVEbUnwAqq+mpgY1NTUwGAyIiopCZGQkVCpVuMsiIiKiIGvVlaCDQRRFvP322ygqKgpXCeflcrlQUlKCkydPory8XD7dn4iIiC4PYWsBWr9+PfLz8+Hz+cJVwkX5fD6Ul5ejoqICZrMZ0dHRKCoqwltvvQWtVosHH3wQnTp1CneZrbZhwwZ8/PHHqKqqQmRkJMaPH49x48ZdcJrq6mrMnTsXZ86cwW233YYBAwY0e3miKGLRokXYtWsXRo4ciRtvvFEe53A48Oabb6K4uBi33347+vXr1+r1ImoJu92ON954AzabDXfddRd69+4d7pKIKARUkiRJoV7o6dOnsWHDBvh8Plx77bXo0qWLPK62thYej0ceVqvVsNvtbVZLSUlJs+cviiJmz56NH3/8EeXl5cjKysIXX3zRZrVdiEajgSRJrW6d+uGHHzBu3DiIotjg8Y8++giDBg0673QPP/wwPvnkEwCAXq/Hpk2bmh0CFy5ciGeeeUYeXrBgAa699loAwEMPPYQVK1YAAAwGAzZv3ozExMQWrdPFxMbGwu12o6amJqjzvZzpdDp4vV6EYTcRMvfccw/Wrl0LAIiMjMTXX38Ni8XS6vklJCSgqqoKLpcrWCUqgl6vh9vtDncZHYpWq4XVam2XR1JCxWg0wmq1tmrakLcAeb1eLFu2DFOnTsWHH37YaPycOXNQVVUlDyckJODxxx9vs3okSWp2P5+Kigq43W6kp6cjNTUVZWVlcstQR/PFF180Cj8AcPz4cUyePPm80+3bt0/+2+12o6SkpNn3f/vxxx8bDB87dgx33nlno/m6XC6UlZWhb9++zZpvc6lUKhiNRsTExAR1vtSxfffdd/LfDocDlZWVyMvLa/X8VCoV4uLiglEa0UWpVCqkpKSEu4ywuZR/NEIegNasWYOIiAjs3LkTJSUl2L17N+Lj4+Uzr2bNmtVomvz8/Darp7S0tEUtTElJSTh79iwEQcCQIUOwa9cuREREICoqCiaTKWSdprVaLURRbHULUE5ODoxGI5xOp/yYRqNB7969UVBQcN7prr76ahw7dgxAXYtK586dL/j8+gYPHozFixcDqPvQ9u3bV552xIgR8oU2rVYrkpOTmz3f5rJarXC73XA4HEGd7+VMr9fD4/Fc1i1A11xzjfzPWFJSEqxW6yW995KSkmC32xt8tujiDAYDW81aSKfTIT4+HoWFheEuJWzMZjMiIiJaNW3IA1Bubq58aEOj0cBgMHSoM61+/etfY+fOnRAEQW75qK2tRW1tLQRBQFRUFKKiotr9NYU6d+6M5cuXY9WqVXA6nTAYDBg9ejRycnIuON3TTz+N3NxcFBUV4YYbbmhRa8qECRMQHR2NXbt24eqrr8aVV14pj3vmmWeQl5eH4uJi3HDDDYiKimr1uhG1xF/+8hf07dsXNpsNU6ZMafXOlIg6lrD0AQp49913G/UBakp7agFqLqPRiMjISJjNZqjVwT/Z7lJbgJSILUAtp4QWoGBjC1DrsAWo5dgCVNcC1GH6ANV39913h3PxbcrpdMLpdMJms8FkMiEqKooXWCQiImoneCHENub3+1FVVYWqqipotVpER0fDbDZDo+GmJyIiChd+C4eQ1+tFWVkZysrKEBERgcjISEREREAQhHCXRkREpCgMQGES6DitVqthMpnknuwdqUM4ERFRR8UAFGaiKMLhcMDhcEAQBJjNZpjNZhiNxnCXRkREdNliAGpH/H6/fGf6QBiKjIxk52kiIqIgYwBqp+qHIY1GA7PZDJPJ1OGum0RERNQeMQB1AD6fD5WVlaisrIQgCDCZTIiJiWHLEBERUSsxAHUwgdPqa2pqoFarodfrERER0WYXXCQiIrocMQB1YH6/H9XV1aiurkZJSQkMBgNMJhNMJhN0Ol24yyMiImq3FB+Atu6LxZGT8UiMrUFibC0SLLUwG73hLqtVXC4XXC4XbDYbtFotjEaj3G+I1xoiIiL6ieIDULTZCwkC9h1NQHF5BMrsRhj1PiTG1iIptgaJcTVIiq37iY1yoaP0P/Z6vfB6vaiqqoJKpYLRaERERASMRiP0en24yyMiIgorxQegnt0c6Bx3Wh72+1UosxtRXG7C2XITCkvN2PVjIorLTRAlFRItNUiKq0Gn//0kxVXDGu1Ee+5+I0mSfOFFABAEQQ5EERERvC0HEREpDr/5ziEIEhJja5EYW4veKG0wrtKhR1G5CWdtdT/fn7DibLkJHq+AxNgadIqrRrK17ncnazXi2mmLUf2+Q0DdHYUNBgOMRiOMRiMDERERXfb4TdcCMZFuxES60aNreYPHq2p0KLKZcKbMjKIyM/Yfs6LIZoYoqtDJWo1kazVS/vc7Ob663fUx8ng88Hg8qKqqAlAXiOofMuPZZUREdLlhAAqCKJMHUSYPslMrGjxeXmXAmTIzzpSZkX82GlsPpOBseQTMRi9SrNVIiXcgJb7ud2JsLQS1FKY1aCgQiOx2OwBAr9fDYDAwEBER0WWDAagNxUa5EBvlQl63Mvkxv18l9y0qLI3E9oOdUFiaCadbi6TYanROqEbnBAc6xzuQEu+AUe8P4xrUcbvdcLvdDQKR0WiUD5vxDDMiIupoGIBCTBCk/7X6VAM4Kz9eVaNDYakZp0sjceJMNDbv7YzSSiNio1zonOBAlwQHuiRWoUuCA5ER4T2EFghEAYFDZoFQxD5ERETU3vGbqp2oO4xWjh5pP/Uv8njV/wtFUThVHIm9RxJwpsyMyAgPUhOr/xeIqpCaWIUokydstZ97yCzQqTpwyIwtRERE1N4wALVjOq2I9OQqpCdXyY/5/SqcsZlRWBqNk2fNWPVNOs6URcJk9CA1sQpdEx1ITaxCalJV2DpbN9WpOhCI2EJERETtAb+JOhhBkNAlwYG0TrUY0kuCKIpyKCo4G4mCkih8dzQDhWVmWCJdSEuqC0NdE+tainRaMeQ1n+8ss8APW4iIiCjUGIAuA4FQ1CXBgaE4AwDw+tQ4XWLGybPROFkchS37UlBmN6JTXA3SOtmR3smOtCQ7EmNrQ36toqYOmQVOu+dtO4iIKBQYgC5TWk3jw2e1Lg3yz0Yhvygauw8n4pONmfCLajkQpSdXIi2pChEGX0hrPTcQBc4uC/zmafdERBRsDEAKEmHwITetHLn1OlqXVhhxoigax8/EYNnmTBTZTEiIqUV6sh3dkivRLcWOREttSOsM3NQVAFQqFfR6vXzbDr1eD1V7vLw2ERF1KAxAChdvcSLe4sTA3LpT8t1eNU4WReNEUTT2HEnE0o1ZUKskdEupREayHd1SKpGaWAWNEJqLNkqSJAei8vJyqNVquWUoEIiIiIhaigGIGtBrRWSlViDrf1e1liTgrM2EY2dicPxMNDbvS0FVjR5pSXZ071yJjJRKpCdXQh+iztWiKMo3drXZbBAEQT7dnjd2JSKi5uK3xWXuyJEjWLt2LWpqaqBSqSBJEnQ6Hfr3748hQ4ZccNqysjKsXLkStbW1GD58OOKlU7DXHkWvLn2Qmn0jThTFYeFnyXC4eiFSV4j+Pf3ISatCRkolINZg5cqVKCoqQq9evTBixIgmlyGKIlavXo3jx4+jW7duSE9Px8aNG2EwGDB+/HgkJCTgxIkTWLNmDRwOB9RqNbp06YIJEybAaDRi69at2LFjB+Li4jB48GCsXbsW+fn5qKmpQXV1NTQaDa6++mrMmDEDkiThz3/+Mz7//HP07dsXo0aNwuuvvw69Xo8//vGP6NWrF/bs2YMXX3wRfr8fv/3tb7F69Wp89913GDNmDFJTU/HOO++gurpa3pbR0dG47777MGHChKC+bqtWrcK8efMQGxuLWbNmIT09/aLTVFVVYfbs2Th48CB+/vOf4ze/+U2zlvXVV1/htddeg8lkwjPPPIPs7OxLqv3UqVN47rnnUFxcjGnTpuGGG264pPmF06ZNm/DKK6/AaDTiT3/6E3Jzc4My3w0bNuD//u//YDKZ8Kc//Qk5OTlBmS8RNZ9KkqT2cQOqC8jPz2+zeZeWlsqdbzsSQRAgSXWnwZ+P2+3Giy++CI+n6YskTp8+HV27dj3v9HPnzsXp06cBQP7CDxg7diwsFguWLFkCURUFv6YPktInwqPugyKbGWbdaTgrNkLj3Q2Ndy/uuvOmJr9Yt23bhhUrVsjDarVaXqfExEQ8+OCD+Otf/9rgytMAMHDgQPTv3x9vvvmm/Jher2/0vOrqatjtdvz6179GcnIypk+fLo/T6XTytklJScHmzZsxaNAglJaWNjm/c7dBgCAI2LhxI1JSUs67LVvi7NmzGDZsGHy+us7oV155JZYuXXrR6Z5//nnMnz9fHv7Xv/6FUaNGXXAau92OwYMHy32uMjMzsWbNGnm8Xq+Hx+Npcr3P5/bbb8fWrVsB1L2e69evv+D7rL2qrq7GoEGDUFtb1wcuLS0NX3311UWnS0pKgt1uh9PpbHJ8VVUVBg0aJG/zjIwMrF27NniFd1AGg0HeJtQ8Op0O8fHxKCwsDHcpYWM2m2G1Wls1bbtvARJFEQaDoc3mr9PpoNVq22z+bSXQEfhCX0xVVVXnDT9A3Zffhda9vPynztLnLqeyslI+O0stVUHt3YQUQyXuuENCrUvA3AU7kI9EuCLuhyh0w/ubitHf5kd210pkpPx0PaLKysoG860f6MrLy+H1ehuFmsB0gesKBTS1rmazGWazGQ6HA4WFhcjMzITdbofdbm8w36KiIrjdbjn8AGi03PNta7/fD5vNhoyMjCbHt5TNZpPDD1DXotKcz0AgrAYUFRVddLqCgoIGXzqnT59uMI0gCC3udH7q1Cn5b1EUUVZWdsmtSuFw9uxZOfwAQGFhIbRa7UUv06BWq6HT6c77fjl9+nSjbc7O/YBGo2nTff3lSKPRQKVSKXq7Xcrnpt0HILVa3ab/FXg8Hni9rb9isiAIEAQBarUaKpUKarW60TBQ9yIFhi8UWkRRlFt26v+WJAk+nw9+vx+iKEKlUkEUxQu2AEVFRaF79+44evRoo3HR0dHo3r37Bdd90KBB8n+8iYmJqKiogMfjgUajQZ8+fRAZGYmvvvoKTqcTarUaffv2hdfrhVbwYvRQDRYvfg1SrQSjKQkjBz6F07YUvP9lBsrsRqQn25GdWg5ryrXQaL+Fz+uGRqNBfHw8ioqK5OUbjUb06NEDP/zwg1yXSqVC//79kZ6eDovFgoqKuv5K3bt3x5EjRxqth1arxRVXXIGYmBisX78eFosFgiAgISEB3333Hex2O6677joYDAZMnjxZbm3p168fvvvuO/h8PkRFRSE2NrbJ1si8vDzk5OQE7X2alZWF3r17Y9++fQDqWlSaM+9f/vKXWLduHfx+P2JjYzFq1KiLTte5c2cMHjwY27ZtAwDcdtttDaZpTQvQbbfdhr/97W8AgJycHOTl5XXI/+wTExMxbNgwbN68GQBwyy23wOv1XnR/IYoiPB7Pedc5JSUFQ4YMkVvJbrvttiZDvtKwBajlAkFbydvtUvp98hDYeQ6BaTQaaDQaCIIAjUYDrVYLtVot/w6MCxetVguv1wuPxwOfzwefzwdRFOH1euXhwN9HjhyRg5NGo4Hf70dGRkaz/msoKChATU0NMjMzUVtbi5MnT6JLly6IiYkBUHeYID8/H506dUJcXFyDaUtLS1FcXIxu3bohIiJCfryqRodDBbHyT61LQFLMSfTKcKB3VjWqyr6DwWBAWloagLqWl6NHj8pfxImJiYiPjwdQ10pz9OhRxMbGolOnTsjPz4fD4YBKpYIgCPD5fEhNTUV0dDTMZjPKy8tx+PBhJCcnw2Kx4MiRI9BoNMjIyJDvcn/gwAFIkoThw4ejoKAABw8exIABA2AymfD1119DrVbD7XbLO5+rr7466Gejud1ubNy4EVarFX379m32dMeOHcOhQ4cwePBgxMbGNmsar9eLTZs2wWw2Y9CgQQ3GtSYAAcDevXtRUlKCYcOGwWg0tmja9sTn82HTpk2IiIjA4MGDmzXNxQ6BBea7ceNGmEymZs/3cscA1HI8BHZph8AUH4ACh4kEQZAPh2m12nbfHK3Vav93Gwz/BZ/n9/vh8Xjk34Efr9fb4i+1tlJSYcShgjj8eDIWh09ZoNf60SPNhpyu5chOLQ/aPc3MZjN8Pl+zdrKCIDS4oatOpwtKDR1NawOQkjUnAFFjDEAtxwB0mfcBamtRUVHhLqFNCYLQ5H/ggUNqHo8Hbrcbbrf7kg8HtlaCxYkEy2kMu+I0RBEoKI7CDyfjsGlvZ/z7857oFFeNHmk25KbZkN7JDiEE1yDy+/2oqalBTU0NgLoWwcC9y3i6PRFRx8e9uEKpVCq5tctkMsmPB1qKAqEoEIxCRa0G0jpVIa1TFcYNPgGXR8CRUxb8kB+H/6zJhaNGh6zUuqtZ9+hqgzUmNP9l+3w+OBwOOBwOAHUtcPVv6MpARETUsXCvTQ0EWozqtxr5/X643W64XC7598UOvQWLQedHr4wy9MooAwCUVRrxw8k4HMyPxaebuiPa5EaPdBt6ptnQvXNFyO52H+gMGzgTLRCIAjd0ZSAiImrfuJemiwpcbbl+R2aPxwOn0ymHolC1ElljnBgWU3e4zO9X4diZGBw8EYdPN3dHaWUEuneuQG6aDbnptpDew+zcQKTT6WAwGOR+RAxERETtC/fK1Co6nQ46nQ7R0dEA6g4ROZ1OORSFIhAJgoSsLhXI6lKBG4YfRaVDjx9OxuH7E3FY9U03ROh9yE0vQ26aDVmp5TC3eUU/CXQ2P7eFKBCKlNqpmoiovVD8WWAdVXPPAguXwNlWtbW1cDqdIe9c7RdVyC+KxsETcTiYH4cimwmZXaqRm16BjORidElwIJwn+tXvVG00GtvtxTh5FljL8Syw1uFZYC3Hs8B4Fhi1QxqNRr4KM1B3iMjpdMqBqK2Dm6CWkJFSd7PWiVcdQ1WNDvnFydh3NApfftsHfr8K2anl6JFWd6p9bFRod7zndqrWaDRy/yGTyRTWa0wRESkBAxCFROCMs8BlB9xud4NA1NYtDFEmD4b0LsPA3LNwuVw4U2bCjyfjsPtwAj5cn40YsxvZqXVhKLNLRdCuPdRcPp8PVVVV8iEzvV4vX4PIYDDIVxQnIqLgYACisNDr9dDr9YiJiYEoinL/odra2pD0H0q21iDZWoOR/Qrg89cdLjtUEIv1u1Lx7qo8JFurkdWlAtmp5cjoXAF9iM4uCwhcgqCiogJqtVo+w8xkMrFDNRFREHBPSmGnVqthMpnk6xF5vV65Zai2tvaC9zsLBo0goXvnSnTvXInxQ47D5RFw9LQFhwosWPZ1d5y1mdA1qQpZXepaiNKT7dCE4GKMAaIoyhdlLC0tlQ+TmUwmdqYmImolBiBqd7RaLaKjoxEdHQ1JkuQgFKrWIYPOj7xuZcjrVnftoWqnFkdOWXCoIBZLvuyBimoDMpIrkZVa10LUJaEKoTxC5XK54HK5YLPZoNPpEBkZicjISLYMERG1APeY1K6pVKoG1yDyer2orq5GbW0tXC5XSM5OMhu9uDKrBFdmlQAAKhx6HC6ou2/Zpr2d4fJokNmlHNmpFchJtSEpLnTXH/J4PLDZbLDZbIiIiEBkZCRMJhP7DBERXQQDEHUoWq0WFosFFosFfr9fbh2qqakJ2SUBLJFuDOpZhEE9iwAEbuZad2f7Vd90g1YQkd3VhpzUcmSlliPGHJqLRAZayQRBQFRUFKKjo9kqRER0Htw7UoclCEKDU+3rHypzu90hq6PuZq6FGHZFIUQJOFUciUMFsdh+sBOWrO0Ba7QTPbra0CPNhoyUyja/XYff70dFRQUqKysRGRmJmJgY9hUiIjoHAxBdNgIXFYyLi5OvO1RTUwOn09nmHakD1Cqga5IDXZMcGDPwJLw+NY6ejsEPJ+OwdGMWyuxGZCRXokeaDT3Ty9r0cJkkSfKp9SaTCRaLBQaDoc2WR0TUkTAA0WWp/nWHAh2ptVotKisrQ3q1Wa1GRI+0ugsu4uojqKzW4ceTcfghPw6fb0+HUe9Dz/Qy9Ey3IatLeZu1DgXOIjOZTIiNjYVer2+T5RARdRQMQHTZC3SktlqtiI2NRUVFRYOLMPp8vpDVEmP2YHDPIgzuWQRRBE4UReP7E1as2JKBkopeyOxSgd7dStEroxTRbdB3qH4QiouL46ExIlIsBiBSHI1GI586Dvx0Z/vAmWWh6kytVgMZKXZkpNhx/VXHUFmtw4Hj8dh3LB4fb8xCsrUavTNK0TujFJ2sNUFddiAIRUVFwWKxtNt7kRERtRUGIFK8c+9sH7hNh8vlCsl9ywJizB5c1bsQV/UuhNsj4GB+HPYdi8e6XV1hMnhxZVYx+mYVo3NCddCWWVVVBYfDgZiYGFgsFp4+T0SKwQBEdI7AbTqAuo7EbrdbDkOh6lCt1/nlaw/5RRWOnLJgz+EE/PPjvjDofbgyswRXZhUjNdFxycuSJAkVFRWoqqqCxWJBdHQ0VCpVENaCiKj9YgAiugCVSgWDwQCDwYCYmBgAaHDfMrfb3eYXYxTUEnK6liOnazluvvZHHDltwZ7DiXhz6ZUwGbwYmFuEgblFsERe2qn/fr8fZWVlsNvtsFqt8q1JiIguRyopFJfSvUT5+fnhLqHd0Wq1EEUxZIdnLgdWqxVutxsOx6W3mgT4/X65daimpgZeb+juIi+KwA/5cdh+sBP2H49Heic7BuUWoU9WcVBu3mo0GpGcnAy1Wh2SK25fLpKSkmC32+F0OsNdSodiMBhCeobm5UCn0yE+Ph6FhYXhLiVszGYzrFZrq6ZlCxDRJRAEQb4xqdVqhcfjgcvlCsn1h9RqoGc3G3p2s8Hp1mD3oQRs2Z+CD9dnY1BuEa7uewqJltZfZ8jpdKKgoEC+tpIgCEGsnogovBiAiIIo0KG6/vWHArfqaMvWIaPeh6G9z2Bo7zMorojAxj1d8NJ/BqJ750pc07cAOV3LWz1vh8OB6upquX8QO0oT0eWAAYiojdS/kWugdShw+nlbNvUnWmrxy5GHMGHIMWw9kIzFa3rAoPPjmr4FGJhbBI3Q8sNZoijCZrPJHaWjoqLaoHIiotAJSwDatWsXdu/eDUEQMHz4cHTv3j0cZbQpSZIueCbNxcaHS6Cvh0qlalBjU/We+9iFnl9/vhd6rKn5X2jZF6ux/vPP7cfS1LQXW4em5t/c1zLQOmSxWODz+VBdXS2HobboYxNh8GFU/wKM7FuA744mYO3Orli9rRvGDMzHz/IKmx2E6tfm9XpRUlIid5Q2Go1NPj9Y7+2LbfPmvC+DsbxgzT/Y2lMtQPur53w6Sp3UtkLell1TU4MNGzZg6tSpuPnmm7F06dLLqoNlaWkpbrrpJmRnZ+P+++9v8qacb7/9NvLy8jBkyBB88803YaiysXXr1mHAgAHIzs5GZmYmevTogczMTEybNg2vvPIKevbsiauuugo7duwAACxatAi9e/fGoEGDsGTJEowdOxaZmZnIyspCdnY2srKyMH78eCxevFieb1ZWFkaNGoUlS5ZgyJAh8mPDhg3D7t275Vrcbjfuv/9+uY6cnBzMmjULAHDq1ClMnDgRmZmZyMnJQZ8+fTB//nz84he/QFZWFu67774G23zPnj0YPnw4srKyYLVa0atXL7z//vsYNWoUcnJy8Oyzz+LRRx9FVlYWevTogezsbDz++OP405/+hJycHFx33XVYsmQJBg0ahN69e2PhwoUNttu8efOQl5eHoUOHYtu2bc3e3hqNBjExMUhJSUFaWhoSEhJgMpmQn5+POXPm4Nlnn8XGjRsBAGfOnME//vEPzJo1C59//jmAuvfZa6+9hpkzZ2LZsmVNLmPVqlWYOXMmnntuFj5eNB1J/t8hx7oYH3/hwx9e7Y1P15vg9dV9Cfj9frz33nuYOXMm3nrrLWzduhWzZ8/GU089hWeeeQb//Oc/8e233+Kvf/0rZs+eja1bt6KwsBBFRUXweOquWO1wOHDnnXciKysLv/rVr1BVVdWsbbF69Wr069cPV1xxBf773/8CADZt2oTBgwejV69eWLBgQYPnv/322+jZsydycnKQmZmJm2++GTabDT6fDw8//DCys7MxadKkFncMnTt3Lnr27ImhQ4di+/btjcYfP34c48aNQ05ODp566qmw77deffVV5ObmNvr8hMPJkycxfvx45OTk4PHHHw/Zvfdayuv14je/+Q2ys7Nx44034uzZs+Euqd1auXIl+vbtiz59+uCTTz4JdzltIuRngXm9XrhcLkRGRsLtdmP27Nl4/vnn5X4F27dvR23tTx03tVotcnNzQ1niJXnyySfx//7f/5OHX375Zdx9993ycEFBAa688kp5OD09HTt37mzxcgJn5gTr5cvKyoLNZrvo83JycvDJJ5+gZ8+e8k5Or9ef9+7rWq22Ud+Xps72yMvLk9VJgcwAACAASURBVL/wFyxYgMcee6zRvJYuXYr33ntP/pIMUKvVDXa4c+bMwT333AMAGDFiBPbv33/R5V9I/fVTqVT4/vvvkZiYiPz8fPTr109+XkZGBr799ttmz7cpV111FWw2G+Li4hAZGYmnnnoK77//Pk6cOCE/5+GHH8batWvx/fffy4/de++9DT4nx48fxz//+c/zLserHQgp+gHoTRkYN6QQBs+nWPrxB/L4QOtKfYIgyGcdqtVqPP/883ILUExMDBYvXowXXnhBfv6TTz6JJ5544oLr6/f7kZGRIZ+Zp9VqcfToUfzsZz/DmTNn5Fr279+PTp06Nfr8BDz44IPo3bs37r//fvmxW2+99YLboL7jx49jwIAB8nBmZmajQHvnnXfis88+k4ffe+89XHfddY3mFRkZCZfL1aZ9vn788UcMHTpUHq7/+QmHadOm4dNPP5WH3333XUycOLFF89BoNG1+W5rFixfjd7/7nTx855134pVXXmnTZbYlQRBgNptht9uDOl+v14tu3brJ38V6vR7Hjh1rssU33NRqtXyJkpYK+SGwwE0qfT4f/v3vf2PMmDENOlUWFhY2CEARERG44oorQl1mq9WvPTBc/zYD5waF6urqVt2GILDNgvGfliiKjeo+n0Bn3vrLvdBOq6nT9Jt6fk1Njbwdznf6sMvlarLOc7dB4ManQOPX42L1NqX+8yVJgtfrhVarDdprWZ/dbkdJSQlKSkqg0+kQERHRaOfm9XrlVpf6NdY/S+tiX75a77eIFY/iFze+jKVfdUFR6T0QdVXQej6HCk0H6/qvpSiKkCRJXqbD4YAkSUhNTUVRUZH8j87Ftocoig1e78B7q6bmp1t/XGibBwTu61Zf/ffUxTTntaxfE4Dzrp9KpWrzM+YuZV3bwrmfs/qfweYSBKHND0udu91aU2d7olaroVKpgr4Ogc9vQOB6Zx15WzUlLH2APB4P5s+fj6ysLFx99dUNxk3+/+3dd5Qc1Z33/3fnnCZroiZIsgJCoAAKgAkysCQbMAYBtnnIxgEMP5YDtsHh2N5dbJ8DNtjLYoxtEKwfYIFnsVnvAYECAkmAJUBWGM2MJoeeztOpuvv3x9DlidJocvi+zukz3TVdVberq7s+fevWvZdfPuj5M6kfoOuvv57XX38dr9dLdXU1F110Ub+alcLCQi6//HJefPFFdDodd99994hqXgYa736A7rnnHn74wx8Oml5eXs7ChQv53//9X/R6PXfddRcOh4NNmzbx7LPPotVqufbaa3nhhRcGHSAcDgeXXXYZf/zjH9VpZrOZa665hqeffloNLgaDgbvuukvdDhdddBFPPfUUR44cUec77bTTWLlyJWazmW3btvU7vXLllVeyZcsWurq6qKqq6rfNv/Wtb3H33XergUCn03Hdddfx3HPPEYvFWLNmDaFQiP3796vLW7ZsGSaTiT179mC1WvniF7/IH/7wB9LpNJs2bcLpdOL1epk3bx6f//zn+a//+q8xvZd9ffvb3+a+++5DURTOP/98Fi5cyBe+8AXuuecenE4nGzZsoLi4mDPPPJOGhgYSiQTl5eVUVlYSDv9jiIzS0lJqamo4fPiwOi0nJ4f8/HwOHDiATqfjvPPOozy/hTuvamH3J06e/csNxJXrcKefZMXCAHv27FHnNZlMrFixQj01tGHDBjQaTb91rly5kvfff5+CggKSySSXX375iLbHXXfdxb/9278BqDU499xzDw8++CDpdJqrr74at9uN1+vt9/nJysvL47rrrqOgoIDFixezf/9+XC4XN95444jfj5KSEi699FJeeeUV9Ho93/72twfNe+utt7J7927C4TCnnHIK69atG3L5RUVFhEKhCe0HqKqqivPPP5/XX3990OdnKtx888288847hEIhli9fzllnnXXC5ZmMfoAuuOACnnzySQ4ePIjH4+GrX/3qlG63scq2K5yI1/Ctb31LrR274447UBRlWm4ru92ujut4oib9FFg6nebxxx9nzZo1/aqcj2UmBSDo/VXR1NTE/Pnzh03MDQ0Nat8xozERHSF2dHQQj8dJJBI4HA4CgQAVFRUYjUbq6+txOp3k5OSoz29sbMRsNpOfn08oFKKjowOTyYRGoyEajVJUVITdbu+33Pz8fJxOJ11dXUQiEdLptDoOVV/JZJL6+npcLhehUIjKykq11isSidDa2orVaiWdTlNaWnrMbe7z+fD7/ero52azmWAwSGdnJ1VVVaTTaerq6nA6nQSDQSorK9FoNNTV1anl7ezsJBaLUVZWNmi71dfX43A4yM3NHZf3wev1EgqFmD9/vjotEAjg9XqprKwkkUgQDofp7OzE5/ORl5c37C/nzs5OzGYz0WhU7cvH6/VisViwWq39nptUUry5y8nb+1aQ64px7ikfUFUcJBqN4nQ6MZlMhEIhUqnUsFXOiqLQ3d1NTk4OJpMJt9s9okvn29raSKVSlJSU9Ct7NBqlvLx80PMbGhrU8pSVlWE2m9X119fXU1xcPOj1jcTx3svsft53fxxoMjtCrKurG/LzMxXC4TBtbW1UVlaOqgZssjpCVBSFuro6SkpKRrWPTCcT3RFia2srmUyG4uLiCVn+eBhLR4iTHoDef/99/vjHP1JQUKBO++Y3v3nMHXGmBaDJID1Bn7iJ6Al6qvX09BAKhdQwOR6Sioatfyvj9Xfns6giwKUbDpHnGn2HijqdbsRBaDaQnqBHR3qCPnHSE/QMC0CjIQFoMAlAJ242BqCsVCpFJBIhGAyO20GkJ6bnr7uqefvDeaw7qZkLT6/Dah59I9XslW+zfbBVCUCjIwHoxEkAGlsAmv0/x4SYA3Q6HU6nk9LSUioqKvB4PGOubbGaFa485wj3f+Vd/GEzD/12PW/sKUdJjS68KIpCV1cX9fX1+Hw+Ce9CiCklPUELMcsYDAZyc3PxeDyEw2ECgcCwV0+NRJ4rxo0X76OuxcmLby3k7Q9L+fyZh1ixoHNUy0ulUni9Xvx+P06nE5fLhV4vX0VCiMkl3zpCzFJarRan04nT6SQWixEIBAiHw6PuO6qyOMjd1+zm/YMFvPTWQt58v5zLzzpIRdHoTimmUim1gXo2CBmNxlEtSwghTpQEICHmALPZjNlsJjc3F7/fTzAYHHWj6VMXdnBSVSdvfVDOL184lWVVXVy64TAex+hqmTKZDIFAgEAggN1ux+12q1d1CSHERJE2QELMIXq9nry8PCoqKsjJyRl1h30GfYbzVjfw4P/ZgcWo8KPfreWVbdVE42PrADAcDtPU1ERLS8uIO+cUQojRkAAkxByk0+nIyclh/vz55OXljboNjt2S5KpzD/D/XfserV12vv/b9bz1YSmp9Niu8urp6aGlpYWmpqZ+nS0KIcR4kVNgQsxhGo1GvTTd7/fj9/tHdXVWUU4Pt37+bxxucvPS2wvY8n45l50x+obSWbFYjLa2NgwGAx6PB4fDMasvoRdCTB6pARJCoNFo8Hg8VFRUqD1Gj0ZNqZ97rtnFxetreentBfxs8yoON41uoMK+kskkHR0dNDY2EgwGp3wkdiHEzCc1QEIIlVarxePx4HK58Pl8g8Z3GwmNBlYuaufkmg62/q2U/3h1OWUFIS5ef3jUV4xlJRIJOjo68Pv9uN1uqRESQoyaBCAhxCBarZbc3FwKCgpoa2sbVa2LXpfh7FMbWXdSM1ve771ibGGZj4vX1TIv78SDVV8ShIQQYyWnwIQQw9Lr9RQUFFBWVobNZhvVMkyGNOefVs/3b9xOUU6Enz23mt+9tpQ279gHoswGocbGxlk5xIkQYuJIABJCHJfRaGTevHmUlJRgMplGtQyrWeGSDbU8+H+247IleHjzGp54ZTkNbc4xly+RSNDe3k5DQ4NcNSaEGBE5BSaEGDGLxUJZWRnBYJDu7m4U5cQHR3VYk3zhrEN8bk0db31YxmMvrqC0IMTn1tSzqNw3pvIlk0m5akwIMSISgIQQJ8zpdGKz2fD5fAQCgVFdlWWzKPzT2jrOXdXA9r2l/P4vS3Hb45y7qoEVNR2MZSzX7FVj2TZCTufYa5mEELOLBCAhxKjodDry8vJwuVx0dXWN6oox6G0jdM7Ko5y5opFd+4v48ztV/NfbCzj7lKOsPakFs3H0o8Zn2wj5fD41CEmNkBACJAAJIcbIYDAwb948otEoXV1dox55Xq/LsHZZK2uXtfJJfQ5v7KngtZ1VrDupmc+e0jjqscagt0aos7OT7u5uNQiNtq8jIcTsIAFICDEusu2DQqEQXq93VO2DspbM72bJ/G6aO+28saecHz61jhUL2zlvVQPFY7iEPpVK4fV68fl86gj0BoNh1MsTQsxcEoCEEOPK4XBgtVrVoTXG0mtzSX6Y6y/4hEs2HGbL++X8/LnVVBX7OW91AwvLRt9gOp1O4/f7CQQCOBwOXC7XqK9uE0LMTBKAhBDjTqfTkZubi9PpxOv1jvnSdLc9wefPPMz5p9WxfW8pT7+2DJc9xsbVDZy8oAPtKJv1ZDIZgsEgwWAQi8WC0+nEbrdLOyEh5gAJQEKICWMwGCgqKiIej+P1eunp6RnT8iymFOetbuCzpx5l1/4i/t+Oal7ZVsN5q+pZs6QVg370tU3RaJRoNIrX68XpdOJ0OtHr5StSiNlKPt1CiAlnMpkoLi4mEonQ3d096obSWdkG06cvbWVfbT5/3VXB/9tRzdmnHuWMk5uxmEbf/khRFLq7u/H5fFitVpxOJ1arVWqFhJhlJAAJISaNzWbDZrMRDAbx+Xwkk8kxLU+jgeU1nSyv6eRwk5u/7prP/7xXyYblTZx96lFc9sSol53JZIhEIkQiEfR6PQ6HA6fTKY2mhZglJAAJISZd9hRTOBzG5/ONuUYIoKbUT03ph7R02fjrrvl8/7frWfmZNs5d1UBRzthOvSmKgs/nw+fzYTabcTgcOBwOtGPprVEIMaUkAAkhpozdbsdutxOJRPD5fMRisTEvszgvwlcu/BjfhsO8saeCf3tmDYvKuzlvdQNVxYExLz8WixGLxejq6sJqtWK327HZbBKGhJhhdA899NBDU12I4/H7/ZO2rmQySUNDA3a7fcwdpWV/Mfr9fhRFoa2tbVyWC71X2WQymTFdYjzXWK1WUqkUicToT4tMNkVRqK+vx2azodPpaG1tJRaL0dHRgdVqRa/X09HRQTgcpqurC6PRiMFgwOv1EgwGsdvt6rL8fj9dXV04nU51P0+n03i9Xlwul/q8SCRCa2srLpcLvV5PKpUiFovR2NioPu/o0aPo9XqMRiM+n4/u7u4hh5tobm5WBypNp9N0dnYSi8Xo6emho6ODTCZDe3s7eXl5OJ1Ouru7yWQydHd3Y7FY0Gg0+Hw+0uk0wWCQTCZDT08PZrNZXUc8HicYDJJIJEilUhiNRhKJBPGol4VlHZy2uI6ehJMXtixgz989GHQ92IydRHt6yGQyBAIBzGbzoDY+2eVaLBa1TEajEa1WSzgcJh6P093dTSwWIxKJkEgk0Gg0eDweQqEQtbW1I64lym7zeDxONBrFZrP12+Yn0v6oubmZVCqFxWI55vO6uroIhUL99pGhBINBOjo6+u0jx5PJZDh69CgGgwGj0ai2qXI4HMPOo9frx9R31Hga6vMzGbKfy0wmQ1dXFy6Xi1QqRUNDg/p570un02Gz2QiFQpNazunEaDRitVpHNa/UAPXR2trKVVddRVNTE6WlpTz//PMUFxePalmbN2/mO9/5Dul0ut/08vJynn/+eYqKisajyGIW6+zs5KqrrqK+vp558+axbt06XnjhBfX/ubm5XHDBBTzzzDPqNIfDwZVXXsnTTz9NOp3mpptu4oEHHuCFF17gvvvuQ1EULrroIvbt28fRo0fV+TZu3MhvfvMbdu7cyS233EI4HOb000/n+eefZ+/evXz5y1/G7/ezbNkyHA4H77zzDlarlWuuuYann34aRVG4+uqr+clPfqIu8/7772fz5s3qY41GMyiwZ6edfPLJmM1m3n33XTQaDSaTiZUrV1JZWcnBgwcHbZuTTjqJq6++mkOHDvHss8/2C7Vr167lgw8+6FebtGbNGpz+Q3R1nsUzbZuAeRijz2KMv4aGOLm5udxyyy3qAe/AgQNs3ryZZDJJTU0N4XCYtrY2bDYby5Yt491331WXbTKZ+MpXvkJFRQWhUIjGxka+973vcejQIXJycnj++efJy8sb9n3euXMnN998c7+uAr785S/z6quv4vP5WLZsGc899xw2m23YZWQ98MADPPvss+h0On70ox9x9dVXD/m8J554gp/85CdkMhluv/127r333iGf99prr3HXXXeRSCS46KKLePTRR48bxhKJBF/5ylfYuXMndrudL33pS/zud78jlUpx/fXX84Mf/OC4r2MqPfXUU/zwhz8kk8mon5/J0Pf4k3XuuefS0NDA4cOHyc/PZ/PmzVRXV09KeYaSbRdnsVhmRU/qmsw0r0LIZDK0tLRMyrp+/OMf89hjj6mPb7/99lHv/EuXLiUQGLq6/Rvf+Ab//M//PKrlZmVrgAYGLDE8j8dDIpEY9ZhVk+1nP/sZv/jFL054Pq1W22+/2LNnDxdeeCEdHR3HnO9Pf/oTDz/8cL+D+29/+1v+8z//k7/85S9DzjPwV/uWLVuoqamhtraWs84664TLPlB2vLHCwsJ+tT4Ad9xxBy+//HK/AwYMHbT6ygCKYQNxy3WkdZUYY/8XY+wFNp5zChs3bgTgkUceOaHvnQULFnDjjTcC8N///d9s3boV6O15euPGjdxwww3DXkl21VVXsWPHjmMu/6c//SnXXXfdMZ9TV1fHGWecoT52u9189NFHg56XSCRYtGhRvwboe/fuJScnZ9BzzzjjDOrq6tTHL7/8MitXrjxmOV577TVuueUW9bFOpyOV+sd4bjt27KC8vHzQfAaDYcyN4scqlUqxaNGifuF5z549FBYWTvi6Bx5/hnL11Vfz8MMPq48NBgM5OTm0t7dPaNmy/WX5fD4SiQRVVVXTposIk8l0zB8YxzI9XsFxTNZBfuAXrNlsHvW6zWbzsAHIZDKN+TVlD3ISgEYuGxhnyjYbuD8OZWDYgd4DTnaaVqtFr9cf93RIdn0DnzfUtIHr6huAjEYj6XQao9F43PWNRCqVor29nY6ODpxOJ4WFhbjdbgD19MpAx6ppAtAAhuQ2DMltKLrFJCzXEvK8yPuNB1jYlqC8MHzMK72GWr7BYFCn9S2TTqfDbDbT1NSEVqtV2wvZbDY1DA31Pg8MDSP5Lhq4LYabJ1vDlg0ber2+3z7T11D7w/HKMfD19H0tGo0Gg8Ew5DKmyw86k8mkBqDs52cyyjWSz/vA7Z+9P1HlS6fTBAIBtRlH1nR5r8Zq2rcByrYByLZ3mcjb4sWL+fDDD2lubub000/nu9/9LkajcVTLqqmpYfv27cTjcfVDn8lkWLt2LQ888ID6eLS37IEvlUpNyraZDTer1YqiKMRisSkvy0hun/nMZ9i3bx9NTU2sWrWKTZs28f7776sH4GXLlnHTTTfxwQcfqF9GNTU13HHHHfztb39Dq9Xyne98hzVr1rBgwQK2bt1KKpXijjvuQK/X09TUpLZpuemmm7jiiitYvHgxO3bsIBQK8aUvfYlbbrmFRYsWsXPnTnw+HxdddBGrV69m//79lJeXc+edd7Jv3z7S6TR33303Z599NplMBrvdjsViYdeuXeq+mg1HOp0OvV5PJpNRh5+45JJLOOWUU9i/f7/6mTv33HM5++yz+eijj9DpdESjUUKhEN3d3Vx++eWceuqpFBYWcvjwYWKxGFqtFrPZzAUXXIDf7ycSiaDT6TAajWzcuFGdX6fTqdvQoPVhSLzBgnmfUFp5Ji++tYi9h/NYvKgUX+cHJJMJTj/9dHXE+3nz5nHGGWdw9OhRMpnewJOfn88XvvAFrFYrmUyG6upqDh8+TDAYZMGCBVxwwQXqNojFYoRCIfx+P7FYjHQ6zfLly9mxYweBQACdTofdbufee++lo6OD7u5u/umf/olvfvObapmHu2WD1a5du3C73fzLv/wLFRUVg54HUFFRwfbt29Hr9Tz00EOccsopQy5z0aJFbNu2jUQiwW233cYll1xy3P22vLyc9vZ2/v73vzN//ny++c1vsnfvXgDuu+8+1q9fP+R8er2eZDI55Z+7yspKtm/fjlar5bvf/S6rV6+elPVmjz99P5c33ngjbrebhoYGTj75ZL7//e+r+1km03scsFqtBAKBcS2Loih4vV5aW1sJh8ODjjPZ9mBT/V5lMpkxtQGa9qfAAOrr6yd1falUatzOb6bTaTKZjPoraLyWm/0V1fdXoji2vLw84vH4jGsw2He/SafTaLXaftOyH+FsuMjKPne4ZWXvD7VfZqeZTCYSiQSZTGbIeY+1rqHKm0ql0Gg0aDQatbzHK9PAadm/6XSaSCSihgmg3ymmTCYz6JRTdlp2m2XvZ5+XSGrZtb+INz8oJ57Qs/6kJtad1ILTljjm8vpyuVxEo1H1x8/xaLVaLBYLFosFm82GXq9X5xvNd8Zw78VAfQ+ixzOacox0H8kym83jchXgeBnpdhxvx/oMDGQ0GsnPz6e5uXlc1h2PxwkEAoRCIY4VDSorK6dNGyC73T7qU2ASgGYoCUAnbqYGoKnUNwBNZ7FYTK31Ga+yHjzqYeveUj46kseyqi7OOLlpRAOwZgPQaK421Gg0WCwWrFYrVqt13E4lzgTTLQDNBOMVgCKRCIFAYMRD1cyWADQj2gAJIcSxmM1mioqKSCaT6uCmY/1xsLDcx8JyH8GIkR37Svj9n5diMqTYsLyJ1UvasFvGv8FuJtN7mX/2QGQwGLDb7Vit1hG14xJipFKplPpZmerG51NFApAQYtYwGAzk5ubi8XgIh8MEAoEx9zLttCW44PQ6Premjo/r8ti+t4RXttewZL6X05a2sLTSi047MTVkyWRS7U8s294jW0MkQ3KI0ejp6SEYDI5rbelMJQFICDHraLVadbiNaDSqnh4b2zLhpOouTqruIhgxsmt/Ea9uq+HZ/1nCmsWtrFnSSmlB+PgLGqV0Ok04HFb7CzIYDFgsFvVKPQlEYjjJZJJwOEwoFJpRHcFONAlAQohZLdvAOJlMEggECAaDY76E12lLcO6qo5y76igNbQ7e/biYR//vqdjMSdYuD3ByTQsF7ok90CSTSfWUH6B2d5ANRXOp/ZAYLJVKEYlECIVCRKPRqS7OtCQBSAgxJxgMBvLy8sjJyVGD0Hi0fagoClFRdIArzj7IwUYPH9WV8fCzJ+OwJjh1YTsrFnRQkj9xNUNZiqIQCoXURv7ZbgFMJhNmsxmz2TxtGq6KiZFOp4lGo4TDYSKRyKzoq2ciSQASQswpWq0Wj8eD2+0edBn9WOi0GRZXdHP68hRXnxdl3yEH7x8s5JE/nYrZpLC8upOTazqpKvYzGVdXp9Ppfg2qobeWKBuKsjcJRTNbtjsICT0nTgKQEGJO0mg06mj0sVgMn883bsOk6LSwpNLLkkov6TTUNrvZW5vPH15fQiyuZ1lVF8uquvhMhReLafK6slAUpV87IuitGcuGIaPRiMlkmjbDHIihKYpCT08PyWSStrY2uru7p7pIM5L0AzRDST9AJ076ATpxM6UfoPEyHu2EjtcPUHOnnX21+ew7kkdzp4PKYj9LK7tYVtlFUe7I+mGZaHq9vl8gMplME97IWvoBOrZYLKbW6GW3k16vx+Fw4PMdv3+q8ST9AAkhxCyTbSfk8XgmrI+UkvwwJflhLji9jnDUwCd1uXxcl8fr71ZiMSksnu9lcYWXhWU+rGbl+AucAIqioChKvxoxrVarBqG+oWi6HAhnm0QiQTQaVW/yY3f8SQASQogBdDqd2k6op6cHv98/IVfS2C1J1ixpY82SNtJpqGt18feGXP5393ye+u+TKCsMsbjCy2cquplfFECnm7qauGwD24HboW9tUXaA2uxYVmLk4vG4OoRKT0+PBJ5JIAFICCGGodFo1EFGs+MkhcPhCWloqtVCdUmA6pIAF607Qk9Mz8FGD/sbcvn9X5YQipioLvGzoKybhWU+yguDk9KY+niGqi0C1IFos6FIr9djMBgwGAxzOhxlMhmSySTxeJx4PE4sFiMej8+Z08zTiQQgIYQYAZPJREFBAbm5uWov0xPZqZzVrLBiQScrFnQC0B00c7DRw8FGD29/WEYsoae6xE91iY+aUj/lhUH0U1hDNFAqlRqyxghQw5Ber1fvp1IpUqkUBoNhRIPIzgSJRIJkMqn+jcfjc6pN3XQnAUgIIU6ATqfD5XLhcrmIxWIEg8EJqxXqK8cZ4/SlrZy+tBWATr+FQ40eapvdbN9XQjBioqIoSHWJj+oSP/OLglPWhuh4srVGfRkMBrW9lVarVQOSTqdTg5JWqx30d6pkA1v2taTTabVzSkVRSCaTEnSmOQlAQggxStkOBnNzc4lEIkQikUmrvch3R8l3R1l3UgsA/rCR2mYPtU1uXt66gFavjQJ3D5XFASrnBagsDlCUE2EmVK6k02n1FNGxaDQatFotOp2u3/1sMMo20M4+zv4d+B5lg0o2xGYyGTKZDOl0mnQ6TSaTUQNPJpNBURQJN7OABCAhhBgjnU6njj2Wn59PU1MTXq+XaDQ6aQdKtz3BykXtrFzUDkA8oaOhzUldq4u9h/N5eWsNqbSW8sIgFUVBKooCVBQF8TjGNljsVOobTIQ4URKAhBBiHOl0OtxuNyaTSR2PKRKJEIvFJvVAbTKmWFjuY2H5P/qI6fRbaGhzcrTNyRt7KmjqcGAyKpQXhigtCFJWEKK8MESOU/rjEbOfBCAhhJggfWuGAKLRKD09PUQikSkZlTt72mzVZ3pridJpaPXaaexw0Nju6A1FnXb0ugyl+SFKC0KU5IUpyQ9RlBuZVo2sxeTyh0w0d9pp6nRwYxnMhu6fJAAJIcQkJeMv3gAAFVtJREFUyY7Wnpubqw5nEIvFiEaj497h4khotf/omDHbuDqdgU6flcYOB82dDvYcLOSV7dWEIkYKc3ooyQ8zLzfMvNwIRblh8lzRaXE5vhgfsYSONq+NVq+dli47zZ29t4Siozivd1+JJRKYTVNd0rGTACSEEFNAr9f3qx1KJpNqDVEsFht0ldRk0WqgMKeHwpwetaYIIBLV09zloKXTTqvXxsd1ebR6bSQVLYU5PRTlRCjMiVDg6Z23wBPBZJCBOaerYMRIh89Ke7eV9m4brd02WrvsBCImcp1R5uVGmJcXZsPyJkryw+R7etB+2nbcYa0EZn4VkAQgIYSYBrKdBGYDUSKRUHsHnqoaor5sFoWFZT4WlvUfdyoQNtLW3Vtj0NFtpbbZTYfPhj9kwmmPU+DpId8VJc8dJc/dQ56r9zScxTQ9L9GfLTIZ8IdNeAMWugIWuvwWugJWOny9NyWlJc/dQ6Gnh8KcCKs/08a8vAiFngjGORJcJQAJIcQ0lB1SwuFwAL1952TDUCwWm5I2RENx2RO47AkWlfcPRomklg6flU6/lc5PD75/b8ih02/BHzZjNirkOGPkOKPkOGPku5O4bBE8jhguexynLYFOK22OhhNP6PAGLRztdHC0xUx30IwvZMYXNNMdMtMdtKDRZMh1RdUAOn9egDVLWijw9JDjjKk1OnOVBCAhhJgBsiN/ZwNRKpUiFoupbYim23AKRkOa0oIwpQXhQf9LpTSfHqSzNwstXTb2HvbgD5nwh80kFS12awK3Pd4biKwJHJ/e7NaE+thqTmI1JzHop89rH410BmJxPZGYgVCPkXDUQLjHSDhqJNRjIBgxEYwYCYRNBCIm4kkdNkuSPJeC0xrB44xR6OnhMxXdeBwx8lxRnLbpEZKnKwlAQggxA+l0OnWcMujtxC87gng2GE3X/nF0uox6RVpW356gAaJxPYGwEX/YTCBsIthjJNRjpKHdSejT++EeI5GYHiWlw6BPYfs0DFnNCmajgtmYwmTsc9+QwqBPYdCnMX76V69PY9Cl0Woz6LRpdNrMp/czaDT/CFV9K0vSGQ3ptIZUWkM6oyGV0pDOaEkqWpIpLYry6X1FS0LREU/qiCf0xBM6Yp/ej8Z7bz1xPT0xA7F47+HYYlawWz4NepYkdmsChyVBVYkfly3ee7MncNrimE06HA4HPl//2jcxMhKAhBBiFtBqtWrP1FmJREINQ9PptNlIWEwKFpNCUW7PcZ+bSGrpiRmIxAz0xPT0xHsDRTZsxBI6Qj1GuhI6NaQklU/vKzqUlJZUNtD0+ZvJ9MaegRVr2k9DklaT6ReY9Lo0Bn1aDVnZ+yZDCrMxhdMeJ//T+2ajgtWcxGLq/Wv99PXOhJ66ZwsJQEIIMUtl2xFlG1an02n1dFl2FPLpWkt0IoyGNEZDHPcM7tVaTL4pCUD79+9ny5YtKIrCF7/4RYqKiqaiGDQ1NfHJJ59gMBjUsV2Ki4tZtmzZpKy/q6uL999/n6VLl1JSUjIp6xRirgmFQuzcuZPKykpqamrGffkNDQ0cOHAAvV5PKpXC4/GQm5tLZWUlH374IZ2dvaO5GwwGEokEZrOZZDLJ+vXr6enpYffu3SxevJiysjIAgsEg7777LlVVVVRXV/Pee+8RDAbJZDIYjUbi8ThGoxGA9evX093dzd/+9je15+n169cTDofZs2cPFouFaDSKVqtFo9GQSqUwm83EYjFOO+00XC4XO3bsQK/XE41G0el06iCeer2eZDJJWVkZVquV2tpadeiJ7Omq7PhbqVSKwsJCcnNzqaurI51OU11djc/no7W1lfnz52M0Gjl8+LC6DoPBoD5Pr//HoSiTyXD48GHS6XS/dWXH8cpkMuq21Ol06vhd2fJmv8+h9zShoij9plmtVioqKujs7KSzs3PI5VZWVqLT6Thy5Ahut1s9RimKQm1tLVqtlmQySUlJCS6Xa8z7UHa5DoeD4uJioDes1tbWYjab1X1joM7OTo4cOaIOudL3fauoqMBkMg3a5gPfN4PBQCqVoqqqSt2vOjs76erqorKyUq1R7O7upq2tDZ1OR1NTE2eccYY61tpMNekBKBaL8eqrr/L1r3+d7u5unnvuOe68887JLgbvvfce119//ZBVwvfffz8333zzhK6/rq6Oyy67jFAohNFo5JlnnmHVqlUTuk4h5ppgMMhFF11EU1MTGo2GX/ziF1x22WXjtvy33nqLm266acg+e8455xzeeOONYeetqqqiu7sbv9+PwWDgqaeeYvHixVx88cW0trai1WrZsGEDb7/99rDLWLZsGXV1dUQiEXVadXU1Xq8Xv99/zLLn5eVhsVhobGwc9D+TyYTNZsNqteJyuZg/f74a5Iaj0WioqqqitrYWgMrKSo4ePUoqlcJisWC324dcRmlpKbfccgsGgwGAP/zhDxw4cOCY6xqrBQsWcOjQoWH/b7PZMJvNeL1eAC677DJWrlzJv//7v9Pc3Kw+z2AwcPPNN4/pB2wqleLXv/41ra29HVFeeOGFrF+/nt/+9rfU1dUBcNZZZ/G5z32u33yffPIJzz777LAN34+1zYeSl5fHHXfcwcGDB3nuuefIZDK4XC6+/vWv09LSwu9//3u1tvCDDz5g7dq1/O53v5u0wX8nwqQHoPb2dvUXhdVqJRqNoiiK+gvgN7/5Tb8Ps8vl4tprrx33crzyyivDng//4x//yHe/+91xX2df//Ef/0EoFAJ6z9O//PLLXHzxxSOeP7vTTaerPqY7g8GgfrGLkdFqteov7JnozTffpKmpCej9rDz//PPceuut47b8F198cdgOC996661jznvkyBH1fjKZ5KWXXiIUCqkHwnQ6zdatW4+5jI8++mjQtGwAOZ6urq5h/5cdib27u5umpiY+/vhjtFotFosFq9WKxWLBbDZjsVgwmXq7BM5kMv3WnT14A+rl+0NpamrC5/NRU1NDV1fXhIcf4JjhB1DHb8vavXs3lZWV/cIP9L5v+/btY8mSJWMqS/Y9B3j33XdZsWJFv+23c+dOvvjFL/abb8+ePcf8/j/WNh9KV1cXra2t7N69W11uIBCgvr6eTz75ZNCp0rfffptwOMyCBQtGvI6JMJYOQyc9APn9fqxWq/rYYrEQiUTUasSNGzf2e9N0Oh2BQGDcy1FYWDjs/0pLSydknX3l5+f3ezxv3rwTWqdOpyOTyczog9Nkc7lc6lUyYmQGXpkz0+Tl5fV7fKKfs+M51ul7m81GMBg8oWUNLK/FYqGnZ/hGwJMVUHU6Xb+BXQeWIdv42ul0qo9tNtuIagc0Gg1ms5l4PI5Op8NoNE54Y+0TXYfL5cJisaDRaAaFDqfTOabvlIHLdbvdGI1GdZsDeDyeQesYj1NvA1mtVtxud79pNptNbUM2sNwmk2nCj5XHkz1tNxqTHoCyO3pWMpns94u8qqpq0Dz19fXjXo4bb7yRxsZGdu7cqe5kGo2G6upqfvCDH0z4QfKSSy7h448/5s0332TlypXccMMNJ7TO7Pnz2dCAcbLYbDZ1uAExMtlLq2dqTeNJJ53EAw88wJ/+9Ceqqqq47777xvX9v+OOO+jo6GD37t1qEDEYDCxatIgvf/nLPP744/1+yWfZ7XZuuOEGGhsb+Z//+R9OPvlkbrvtNux2O/feey8vvfQSCxcu5Etf+hKPPPIILS0tZDKZfoHC7XZz++23s3v3bt58800URcHhcHDjjTdy5MgR/vKXvwx7kDebzXz+85/H4XDwzDPPDBuyDAYDZ511FqtXr+axxx4b9mCn1Wo59dRTufzyy3nkkUdIpVLcdttt/PnPf+bvf/87Z599NsXFxbz22msoioLRaMRgMGC1WjnzzDOx2+0oioJGo2HTpk389a9/JRwe3H/QePB4PJx99tm89957NDc3D9q39Xo9J598Mg6Hg507d+LxeLj44oux2+1ceeWVbN26VW0vVVNTw5o1a8YU2BwOB1dccQXbtm3D4XBw6aWXYjQaufrqq3njjTcwm81cfPHFg9Zx3nnnEYvFaGpqGlQLotfrWbp0KXl5eWzbtq3fMXcoJpOJ008/nfz8fDZu3EgsFqO9vZ0VK1ZQUVFBUVERwWCQ+vp60uk0S5Ys4Rvf+AZGo3HKv0/H0g5Jk5nkb7ZgMMiTTz7JnXfeSSwW49FHH+Xee+895jwTEYBmOglAJy4vL494PK6eehTHZzKZZnQAmgpFRUUEAoEpPzDMBKlUCkVRUBQFrVZLJBJBURRSqZT6P6nlHl62c8zJ7gco20h8OrDb7YNqTkdq0muAnE4nq1at4te//jWhUGhcGyQKIYSYOXQ6HTqdDpPJpLYpGqhvGMreHxiQso8lLIkTMSWXwZ9xxhmsXbsWrVarXoIohBBCDJQNSSNp65FOp9VA1PfvwJCUfZy9rD+dTkst5xw0ZR0h9u33QQghhBir7I/q0RxfssFouIA0VKCSADWzSQoRQggx5431jEQ6nVZPyQ0MUn1rpAY+FlNHApAQQggxRlqt9oQvyc7WIPUNRX3bOqXTaZLJpDpdapnGlwQgIYQQYgpoNBr0ev2IT9kNbACu0WhwuVzqlXR9/y+OTwKQEEIIMQNkG4RnGY1G8vPzBwWevqfb+oajgffn+lVzEoCEEEKIWSTbnik7vtpwBoak4cLSbCUBSAghhJiDRtLFQCaTQVEUksmkGohm8gCofUkAEkIIIcSQNBoNBoPhuLVJM5H0QiiEEEKIOUcCkBBCCCHmHAlAQgghhJhzJAAJIYQQYs6RACSEEEKIOUcCkBBCCCHmHAlAQgghhJhzJAAJIYQQYs6RACSEEEKIOUcCkBBCCCHmHAlAQgghhJhzJAAJIYQQYs6RACSEEEKIOUcCkBBCCCHmHAlAYs5oaGggEAhMdTHELHfgwAGi0ehUF0PMAYqi8NFHH011MWYsTSaTyUx1IYSYDE899RQLFixgw4YNU12UGSOTyaDRaKa6GDPKL37xCzZu3MiyZcumuigziuxrJ66xsZEnn3yShx56aKqLMiNJDZAQYlhyQBKTRfa10ZE6jNGTACSEEEKIOUcCkBBCCCHmHAlAYs4oLS0lPz9/qoshZrn58+eTk5Mz1cUQc4DT6WTBggVTXYwZSxpBCyGEEGLOkRogIYQQQsw5EoCEEEIIMedIABKz0sGDB/nRj34kHdKJSbF3715ef/31Yf//4osv0tzcPIklErPNJ598wr/+67/y05/+lF/96lccOHBg2OdGo1E++OCDSSzdzCQBSMxKO3bsoKamhl27dg36XzKZHDRNUZTJKJaYpRKJBJFIZNj/h8Nh2cfEqDU2NvLKK69wzTXXcN9993Httdfywgsv0NjYqD5HURS1T6D29nbpIXoE9FNdACHGW09PD21tbdx+++08/vjjnHnmmQBs3ryZ7u5u9Ho90WiUW265hX379rFz506CwSA333wzRUVFU1x6MZN1dXXxwgsvcOuttwLw4x//mPvvv3+KSyVmuq1bt3L++edTVlYGgNvt5rzzzmPXrl2UlZXx6quvUltbi8Fg4LOf/SwffPABhw8fZu/evSxfvnyKSz99SQASs87u3bs59dRTcblcuFwuamtrqa6uJp1Os3jxYs455xzeeust3nzzTXJzc/F4PHzrW9+a6mKLWSKdTg95X4jR8nq95Obm9ptWUFDAe++9R0tLC4cOHeLb3/42PT097N69mw0bNpDJZCT8HIecAhOzzs6dO9m7dy+PPvooXq+Xbdu2qf+rqqoCoLy8nI6ODgAKCwunpJxi5jtewJEAJMZDfn4+R44c6TettraWwsJCOjs7qaioAMBqtao13uL4JACJWaWpqQmz2cw999zDN77xDe677z4OHTpEOBwGUM+Z19fXq6e7tFr5GIgTFwqF+OUvfwlAIBDA7Xaj1+vp6elRp8Xj8aksopglVq1axXvvvUcgEADA7/eze/duVqxYQU1NDS0tLUDv6f/nnnsOrVYrY4SNgJwCE7PKO++8w+rVq9XHer2eU045hXfeeUf9/8cff0wymeTmm2/mww8/nKqiihnO4XCQl5fHz3/+c2KxGLfddhtutxuLxcLjjz+OyWTC6XROdTHFLFBTU8M555zDr371KywWC+FwmAsvvFDtBXrhwoU88cQTKIrCZz/7WXJycjhy5Ajbt29n/fr1U1z66Ut6ghZzxjPPPMO6desoLi7GZDJNdXHELBGPxwftT9FoFIvFMkUlErNZLBbDbDYPmq4oClqtVq3RTqfTZDIZdDrdZBdxxpAaIDFnmM1mdDqdhB8xrobanyT8iIkyVPiB3truvuTU/vFJDZAQQggh5hyJiEKIKXXuueei0WjQaDSYTCbKy8v53ve+N6IGxG1tbTz22GOTUEohxGwjAUgIMeV+/etfoygKXq+XV155hS1btqidCR7Lm2++yZ///OdJKKEQYraRACSEmHJarRadTofdbmfFihU8+eSTPP3007S2tgLw+9//niVLlmC321m5ciW7d++mpaWFe+65hy1btnD99dcD8Pbbb7NixQrcbjdXXHEFXq93Kl+WEGIakwAkhJh2ampqcDgcHDx4kNraWr72ta/x9NNPU19fz4oVK/jOd75DUVERDz74IOvWreOXv/wlXV1dXHLJJdx555189NFHWK1WfvrTn071SxFCTFMSgIQQ045Go6GoqEgdAmDbtm2sXr0am83GypUraW1tRavV4nA4MBqNuFwuXnzxRZYuXcqmTZsoKCjgJz/5Ca+99tpUvxQhxDQll8ELIaalpqYmSkpKcLvdvP7663z1q1+lsbGRqqoqUqnUoOc3NDSwZ88e8vLy+k1vbm6mpKRksoothJghpAZICDHtvP3222i1WpYsWcKzzz7LE088weOPP057ezsPPvjgkN38ezwezj33XILBoHpraWmR8COEGJIEICHElEun06RSKcLhMDt37uRrX/sat956Kw6Hg5aWFpYvX87atWvR6/Vs3ryZZDIJ9A7+GIlEgN7L6d944w0OHToEwEsvvcSaNWtQFGXKXpcQYvqSjhCFEFMqG1wADAYDpaWlbNq0ie9///vodDra2tq45JJL0Gq1KIrCpZdeysMPP0xHRwft7e2sWrWKhQsXsmPHDn7+85/z4IMPUl1djU6n45FHHpGxkIQQQ5IAJISYEbxeLx6PZ1AX/+l0mng8rg4/kUql8Pv95ObmTkUxhRAzhAQgIYQQQsw50gZICCGEEHOOBCAhhBBCzDkSgIQQQggx50gAEkIIIcScIwFICCGEEHOOBCAhhBBCzDkSgIQQQggx50gAEkIIIcSc8/8DkWFNjTzpZ5cAAAAASUVORK5CYII=" alt="plot of chunk unnamed-chunk-14"/> </p>
<pre><code class="r">qplot(Date, longestBF, data = Ellielog, geom = c("point", "smooth"), main = "Longest Breastfeeding (minutes)")
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-15"/> </p>
<pre><code class="r">qplot(Date, solids, data = Ellielog, geom = c("point", "smooth"), main = "Number of solids feedings")
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is <1000, so using
## loess. Use 'method = x' to change the smoothing method.
</code></pre>
<p><img 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P755/HOO+9g0qRJMZ+rUCjw17/+FTt37kR+fj5ycnJQUVERWQTwO9/5Dl588UU8+uijyM7OxuzZszFjxgw899xzLR43IyMDy5YtQ3l5OXr27Inx48dHBbIhQ4bgqaeewv333w+TyYS+ffvimmuuwfz582PWrNVqsWTJEpw6dQqlpaXIz8/H/v378eabb0Kr1cZ8PFZt8frDH/6AWbNm4ZFHHsHs2bMjXweNRhPz/BIRIEiNIx6JKOWqqqpgMpmiBv+2lsVigV6vR0ZGRpPHJElCZWUlCgoKIoNt4+XxeGC321FQUJDQ8xsaGhAKhaLGMzUKh8OorKxEYWFh3PXV1NTAbDZfdIDz2bNnkZOTk9DCgzabDQqFAkajMaHHY9Umx4oVK3DZZZdFLgm63W6YzWYsX748au2hls4vUTpjACIi6oTGjx8Pk8mEP/3pT1AoFHjyySexceNGlJeXyxrHRZTueAmsk2BOpfbC77XOYeHChcjPz8dVV12FcePGwW634/PPP+904adxLBZRe+tQPUB1dXVwOBypLqND0mq1sqcX0zlGoxGiKMJqtaa6lE5Fo9G0egZaOiopKYnMKiP5FAoFRFFEIBBIdSmdTlFRESwWC/x+f6pLSRmDwZDw+lbsASIiIqK0wwBEREREaYcBiIiIiNIOAxARERGlHQYgIiIiSjsMQERERJR2GICIiIgo7TAAERERUdphACIiIqK0wwBEREREaYcBiIiIiNIOAxARERGlnXYJQIcOHcI777zTHi9FREREFJOyrV/A7XZjyZIlMBqNbf1SRERELbJarXjppZdgt9tx1113YciQIbKet2vXLrz11luwWq3Q6XSYMGECbr31VgiC0MYVN2/t2rVYtWoViouLcc8990Cj0ST1+J988glWrVqFsrIy3HXXXRBFManH7wjaPAC9//77uPrqq7Ft27Ymj9lsNkiSFLkdCoW65ElOBoVCwXMTJ4VCAUEQeN7ixO+1xImiGPU7jWJr/H4Lh8Pt8noPP/wwvvjiCwDnQsTmzZtj/oFeXV2N73//+/B4PJH7Vq1aBZ1Oh5tuuqlN623O/v378YMf/CDyveZwOPD4448n7fibNm3Cgw8+CABYtmwZAOCHP/xh0o6fTK0JoG0agLZv346ioiIUFhY2eezYsWN4+eWXo35ZPPDAAyguLm7LkijNCIKAjIyMVJdBaaK533XUsezduzfy/w0NDXA6nRg0aFCLz6moqIgKP42OHDmCoqKipNcYy/Lly6M+OysqKpJaxzfffBN1++DBgyl5n3J4vd6En9tmAcjtdmPZsmWYOnUqduzYgbq6Ohw6dAj9+/cHAPTp0wd//OMfo55TV1eHkydPtlVJnZpWq23VFzodGY1GiKIIq9Wa6lI6FY1GA5/Pl+oyOp2SkhKcOnWKPUBxauwBCgQC7fJ6U6dOxYcffggA6NGjB0wmU8zPnYKCAuTm5qK2tjbq/jFjxqTkM2vgwIFRnwnjx49Pah3Dhw+HUqlEMBgEAIwbN67DfjYbDAbo9fqEnttmAUgURVx33XUAgGAwCFEUoVar2+rliIiIYvr973+Pyy67DDabDbNnz4ZWq435nKysLCxduhQff/wxXC4XVCoVxo4dizFjxrRDxU317NkTn3zyCb788ksUFRVh6tSpST3+oEGD8PHHH2PdunUoKyvDxIkTk3r8jkKQ2uHPlZqaGnz00Ue49957W2xXV1cHh8PR1uV0SuwBih97gBLDHqDElJSU4MSJE+wBilN79wB1JUVFRbBYLPD7/akuJWUMBgNyc3MTem67TIPv1q1bzPBDRERE1F64ECIRERGlHQYgIiIiSjsMQERERJR2GICIiIgo7TAAERERUdphACIiIqK0wwBEREREaYcBiIiIiNIOAxARERGlHQYgIiIiSjsMQERERJR2GICIiIgo7TAAERERUdphACIiIqK0wwBEREREaYcBiIiIiNIOAxARERGlHQYgIiIiSjsMQERERJR2GICIiIgo7TAAERERUdphACIiIqK0wwBEREREaYcBiIiIiNIOAxARERGlHQYgIiIiSjsMQERERJR2GICIiIgo7TAAERERUdphACIiIqK0wwBEREREaYcBiIiIiNIOAxARERGlHQYgIiIiSjsMQERERJR2GICIiIgo7ShTXcCFtFptqkvokJRKJc9NnJRKJRQKBc9bnERRhCAIqS6jU9JoNKkuodMRBAGCIEAUxVSX0ukIggCNRgOFIn37Mlrzu6rDBSCv15vqEjokrVbLcxMnjUYDURR53uKk0Wjg8/lSXUan5PP5IElSqsvoVBQKBURRRCAQSHUpnY4kSfD5fPD7/akuJWWUysRjTPrGRiIiIkpbDEBERESUdhiAiIiIKO0wABEREVHaYQAiIiKitMMARERERGmHAYiIiIjSTodbB4iIiKizCoVCkbWgwuEwBEGAQqGI/Jc6DgYgIiIimfx+f+RfMBhEIBBAMBhEKBRCOBxu8bmNK143/lMqlZF/KpUKKpWqVQv7UXx4pomIiC7C7/fD7XbD4/HA6/UiFAolfCxJkhAMBhEMBi/aRqFQRMKQSqWCWq2GWq2GSqViD1KSMQARERGdx+v1wul0wul0thhW2kI4HIbP52t2O5rGHqLGUJSVlYVAIABJkrh/XwIYgIiIKO2Fw2E0NDSgoaGhw+6tFQgEEAgE4PF4AADBYBAOhwOhUChyGa25//KyWvN4VoiIKG35/X7Y7XY4nc6YY3g6KkmSIuHoYhrHHJ0/BkkUxchmtI3/PX+cUlfHAERERGnH7/fDZrPB4XCkupR2EQqF4h6/1BiMGmewKRQK6HQ6mM3mNqqyfTEAERFR2giFQqirq4PD4YhMV6fmNReautJYIwYgIiJKC/X19bBara2ayUVdBwMQERF1aT6fDxaLBV6vN9WlUAfCAERERF2WzWaD1Wrl5S5qggGIiIi6nGAwiOrq6siUcaILMQAREVGX4vP5cPbs2XZfxJA6FwYgIiLqMjweD6qqqjjQmWJiACIioi7B5XKhqqqK431IFu6sRkREnZ7b7Wb4obgwABERUafm9XoZfihuDEBERNRp+f1+nD17ttPu40WpwzFARETUKYXD4Q434DkQVMAXEBEIKuAPilBAgihKUIphaFQhaNQdp9Z0xwBERESdjiRJqKqqgt/vb/fXdnpUqLQYcLbOgLN1GbDY9Kh3aVDv1MDrV0IQJKiUIaiVYUgSEAorEAwJCIZEqJQhGHQBZGX4kGv0IM/kRjezG0V5TnTPcUFU8DJee2EAIiKiTsdqtcLtdrfLazncKhz4NgdHK804dtqE2nod8rNdKMhxoSDXif7FVpgMPhgzfMjK8EOlbP5yXCgkwOlRweFWo8GlgaVeB4tNj50Hu+PjjZlwe5UoynPikoJ69OtpQ2kPG/RarmXUVhiAiIioU3E6nbDZbG36GtYGLXYdyse+Y3k4WZ2J3oXnQsmoqw6ipHs91Kr4xxyJogSjwQ+jwQ/A2eTxeqcaJ2uy8E2lCSu3l2DBsqEoynOirI8Fl5bWoCDXlYR3Ro0YgIiIqNPw+/2oqalpm2MHFNhzpBu27i/Et2eNGNrHgonDT2FQSR10mrbviTEa/BhqqMXQ3rUAAK9fxKGT2fj6aB7+/O9RyNAGMHrgWYwZdBY5Rm7s2loMQERE1Ck0DnpO9oyveqcaG/b0xKaveyDf7MLYIWfwg+v2QqdJ7YBlrTqES0stuLTUglBYwJFTZmyrKMBTb1yOkoJ6XH25HQOLm/YkkTwMQERE1CnU1tYmddBzrV2HFdsuwVeH8nFp3xr895yv0LObI2nHTyZRIWFALysG9LLCM+UgvjqUjyUbSvC2uxAThp3CuKGVHC8UJwYgIiLq8BoaGtDQ0JCUY9U71Vi+tTe2H+iOK4acwS/v/BLmTF9Sjt0edJoQxpWdwbUTPdhRLmLN9iKs3HYJJg47hamjTjAIycQAREREHZrf70dtbW2rjxMIKrB6Ry+s3dkLI/pX45fztnSq4NOcAb3sKC2qRaXFgOVbL8Gv/nklJg0/iatGn4CWaw61iAGIiIg6rGSN+yn/Jhfvfd4POVlePHrrdnTPaZ8p9O2lKM+Je2buQ6XFgGWb++A3r12Ba684hsuHnoFCSHV1HRMDEBERdVitHffjcKuweO0AHD9rxKyJRzCyf3USq+t4ivKcuPeGvTh00owPN/TDhj098b0ph1Daw57q0jocBiAiIuqQnE5nq8b97D2ah3dXD0RZHwt+OW9LWl0S6l9sw89u24Yt+wrxj6VlKCu14IbxR5Ch4/igRm0agFwuFz7++GPY7Xb07dsXV199dVu+HBFRh2CxWKDRaJCVlQWfzweLxYKioiIIQvPXImpqaqDVaiPta2trUVRUFHk8EAiguroahYWFUCii97D2eDyw2WwoLCyEJEmorKxEXl4eNBpNpM3Zs2eRlZWFjIyMuN+Ly+WCw+GAQqGI1NgSh8MRWaFZp9OhoaEBRqMRDocDGo0GCoUCLperSY0AEAqFIrXW19fDarVCoVDA5/NBp9PB4/FAo9EgFAohFApBq9XC4/FAq9XC7/dDEAQolUo4XQF8tn00DpzIxU2TvsLAXjXwuv0QpHPHMBqNEAQBDocDKpUKXq8XOp0OXq8XRqMx7nPUWo3ny+/3R73PYPBcWFGr1U3OVaNgMAi73R51XnQ6HdRqNRQCMK7sDMpKLfhgfT/8duFY3DihAgN6fBPVXq/XQ6VSRY7pdDqhVCqh1Wqb1Oj1emE2m6Me66zaNAB9/vnnGDRoEIYPH46//e1vGDBgAIqLi9vyJYmIUur3v/89XnnlFYiiiPnz52Px4sWwWq0YOXIk/vWvfzX54HjiiSfw5ptvQqVSYf78+XjrrbfQ0NCAyy+/HK+//jpOnz6N2267DWfPnsWAAQOwaNGiyIf0l19+iXvvvRdOpxMTJkyAx+PBjh07YDKZ8Nprr2HYsGF48MEHsWzZMmi1WrzwwguYNm2a7PeyYsUKPPTQQ/D5zg0UVqlUePrppzFnzpxm2y9ZsgQ//elPI5esBEGAJEmR/56vscaRI0cCOBcCb775Zhw/fhyCIGDQoEEJBbawkA135p8gSKehc96FD//VtAcpPz8f3bt3x969e5s81q9fP9x+++0XDavJtnHjRqxYsaLFNqIoYs6cOSgrK4u6v7KyEi+88AIcjuip+0qlEv/1X/+FQYMGAQC0Kjc8Jx6AVFOEt5c/BmWwDlrXM1BI586NWq3Grbfeir59+2LZsmXYsmULRFHEDTfcgBEjRkTV2NDQgMrKSrz66qsYO3Zssk5DSgjShd+VbcBms+Hll1/G/PnzkZOTA+DcX0iff/55VLvRo0dHHqdoSqUy8tcAyaNWq6FQKOD1csXUeIii2KF21+4ssrKycPDgQQwcODBy34Xn8u9//ztuvfXWyO1jx45hxIgRkdsqlQqBQCBy+/XXX8e6devw5ptvRu777W9/i//3//4fAGDatGnYvn17s/VMmzYNjz76aFTPe//+/S/avjnDhw/HN998E3VfTk5Ok/vOP35VVZXs40+bNg0ffPABBEHAr3/9azz77LMAgJ49e6KgoED2cRqFxH5wZf4JKv/n0Lqfh4DEBk7Pnz8/Eh7aUiAQwE9/+tMm4bA5JpMJv/71r6Pue/vtt7Fjx45m23fr1g2PPfYYAGDLli1YvHgxAEASMuDR/wRB9WXQOX8HVWAbgHPn/Pbbb8dTTz0VOYZer8dvfvObqBobGhpw8OBBXHHFFVi+fHnc77ktxOqVvJg2HwPU0NCAt99+G5mZmVF/+ajVaphMpqgvvCAI/MV7ETw38ZMkCeFwmOctATxniVEoFFG9HQqFIupcKpXKqNuiKDZ5/vnUajXUanWT+xqPceFj59NoNFAqlU3ui+dr29xll5aOcbHLNBfT+F4EQYi8F6PRmFD4CapGw2X4X+jcL0LtWxL3888nimLSV5tu6bXk/HGrUqma1HT+ZauW2p//fSBILuhdv0UgMBkew28R9C2F1v0ylEplk+/HxuM3V2O830tt5cKfmXi0Sw8QAKxfvx4ulwszZsy4aJu6uromXXl0jlarZU9GnIxGI0RRhNVqTXUpnYpGo4lc8iD5SkpKcOLECSxYsAB/+MMfoNFo8JOf/ARvvvkmjh8/junTp+P5559vEkr+9re/4fnnn4der8fDDz+M1157DSdPnsQNN9yAP/3pT7BYLLj77ruxf/9+jB8/Hq+88gp0Oh0AoLy8HD/84Q9x9uxZzJkzB263G59++ilKSkrw6quvorS0FE899RQWLlyInJwcvPTSSxg9erTs97R161b893//d+RnKCsrC88++yymTJnSbPsNGzbgxz/+Mex2OyRJinxwqlQqBINBCIIQCYWNNfbr1w+iKKKurg7z589HIBCIfLgKggBBEBAOhyO9aQqFApIkRY4fCoUQ1oyBU/8UdM4noAltiWrfeCnr/PalpaUoLCzEpk2bACDSPhwOY+TIkbjxxhvj/vonavfu3Vi6dCkCgUBUjeeHML1ej+9973soLS2Nem44HMZf//pXVFVVRc4LAGRkZOCWW25BSUkJgHN/0CxatAgVFRVR5zEk5MGV8RSUSgH3zKzAwH7Z2LBhA9auXQu1Wo05c+ZgwIABUTXW19fD6XTilVdeaZdeslgMBgNyc3MTem6bBqD33nsPY8aMQXFxMdatWwdRFDFx4sSLtmcAujgGoPgxACWGASgxjQFIkiQEg0EoFIrIX6d+v7/F3ppAIAClUhn5sG6ufUvHOP+xeJ8rR+NlufNrvJjG99/YPhAIQK1Ww+/3QxRFCIKAYDAYqUehUEAURQQCAZw5cwYOhyMqvMQKQBXHjVj42TDcdvU+DOltiQoQje0BRB2jsafj/HYXPtaeGj+GL6yxsYflYjWZzWY4HA74fL5IYGo8L8258Lyc+1oBy7b0x/aKAtw5Yx/6F9uaPQ+NNWq1WvTs2TNZb70cig1JAAAgAElEQVTVWhOA2vQS2OWXX46lS5dCq9VCEATccsstbflyREQdwoW9PLHCx4WXMppr39Ixzn8s3ufK0dKllgsJghDVvvG1Y9Vos9ngdrsjH7znfwBfeF9jCDt80oyFn5Xh9un7MbS3FYDYbHu596Ui/AD/eT+J1tPYLtbloObOo1oNzJp4BL0L7fjnJ2WYccU3mDT81EVrvPB7uzNr03fSo0cP/OhHP2r1Xx9ERNR1eTyeuHtqKy0G/HNZGW77TgWG9m79NhnJdn4PIPCfHpSOMG6mOcP6WpBn2oVXl1yKMxYDvjf1IJRiu4yQSZl2iXIMP0RE1JxQKISqqipZM6Ea2R0a/P2jYbj2imO4tNTShtW1TKVSQavVQq1WQ6VSQalUQqVSRQbDN6dxYkYoFILf70cgEIDP54PP50t5OCrKc+LRudux4JOheOmDEZh/3d4uvbFq1+nLIiKiTqe6ujpq6n8sHp+Iv300DCMHVGHCsNNtWFlTGo0Ger0eOp0OGo0moUtmjT1DjeGpkSRJ8Pl88Hg8cLlcKRvzadAF8MDs3Xh79UA8t2gUfjRrD7Kzuub4UwYgIiJKCbvdDrfbLXvRwXAYWLCsDN2zXbhh/NE2ru4cvV4Pg8EAvV7fpuNfBEGAVquFVquF2WyG3++H0+mE0+ls1V5oiRBFCbd/twKfbOqDZ98djftu3I0e3ZztWkN7YAAiIqJ25/V6UVdXF9eKy0s2lcLjU+Le6/egLRdqVqvVyMzMRGZmZsoG/arVamRnZ8NsNsPpdMJut7f77MyZVx6DOcuL598biXuv39vlNlRlACIionZ1/rgfuQFo58F8bK8owE/nbodK2TaDczMyMmA0GqHX69vk+IkQBCESxlwuF2pra+O6ZNhaV5ZVIkMbwMsfD8NdM/Zh9JCuczmMAYiIiNqVxWKJa2uf0zUGLFozED+8YQ/MmcntBWkMGCaTqcNP2MnIyIBer4fdbofNZmu31x3erwYaVQivfToUgngMM+NfqLtDSnwNaSIiojjZbDY4nfLHk7i9Svxj6aWYeeXRpF6CEQQBWVlZ6NWrF7p169bhw08jQRBgNptRXFwMg8HQbq876JI6/PCGPVi/Kx/ttEtIm2MPEBERtQuv1xv3ej9vrRiM3kV2TEzijK+MjAzk5OR0mtDTHKVSiV69esHv96OmpiauZQQSVdrDjkv7H4BC0TW6gBiAiIiozSWy3s/aXcWosevx07nbklKDWq1Gbm5uhxrj01o5OTlQqVSoqqqK67Ii8RIYERG1g+rq6rg+oL89m4XlW3rj7mu/hkbVumsuCoUCOTk5KC4u7lLhp5FWq0VRURE0Gk2qS+lUGICIiKhNWa1WuN1u2e3dXiUWLBuK2ZMOoTDX1arX1ul06NmzJ8xmc6uO09GpVCoUFhZ2yYDXVhiAiIiozSSyz9fbqwahtIcdlw85m/DrKhQK5OXloaioKK7NXDszURRRWFiIrKysVJfSKTAAERFRmwiFQqipqYnrOZu+LkJlrQE3Tz2Y8Ouq1Wr07NkTRqMx4WN0Zt26dWMIkoGDoImIqE1YLJa4Fu2rqtPj4y/64r/nfAWNOrGNQbOyspCXlxfXCtNdUbdu3SBJEhwOR6pL6bAYgIiIKOkaGhriWu8nEBSw8LOhuPqy4+jVvSHu1xMEAbm5uWnb69OcxhAUz9chnTAAERFRUvn9ftTW1sb1nCUb+yJDG8BVo0/E/XoKhQL5+fnIyMiI+7ldmSAIyM/PRzgcjmsQerrgGCAiIkqqmpoahONYLrjiuBk7DnTH7dPLoYjzypUoiigqKmL4uYjGENSZF31sKwxARESUNPX19fB65W+Y6XSr8Mbygbhl2gGYDP64XkulUqFHjx5c/yaGxtlhoiimupQOhQGIiIiSIhgMJjDlfQCGXGLFsL6WuJ7XuO5Nukxxby2lUonCwkIoFPzYb8QzQURESVFbW4tQSP7src37ClFpycBNU4/E9TpKpRIFBQUMP3HSaDTIy8tLdRkdBgMQERG1msPhiGu2UY1Nh4829MOdMyqgjWPKe+OYH45pSUxmZiZnyv0fBiAiImqVUCgU16yvUFjA658NwZSRJ3BJofwp7wqFgj0/SZCbm8txU2AAIiKiVrJarXFd+vrsy94QFRK+O+Z4XK+Tn58PrVYbb3l0AUEQ0L1797QfFM0ARERECfN6vaivr5fd/lilCV/s7YE7rilHPONxc3NzOdU9iVQqFbp165bqMlKKAYiIiBIWz6Uvj0/EG8sHY86kw8g1yp8qn5WVBZPJlEh51IKMjIy03jOMAYiIiBJit9vjWvNn0ZqB6NW9AWMGy9/lXafTpX1PRVvKzc1N2zFVDEBERBS3YDAIm80mu/3W/QX45owRt1x1QPZzRFFEfn5+IuWRTI3biKQjBiAiIopbXV2d7IHPFpsOH6zvh3nXlEOvDcp+jfz8fCiV3LKyrWm1WpjN5lSX0e4YgIiIKC5erxcOh0NW21Do3C7vk0ecRJ8i+YOlc3JyoNfrEy2R4pSdnZ12aysxABERkWySJKGmpkZ2+08294FKGYpryrtOp0vLHolUEgQh7cZaMQAREZFs9fX18PvlbVp66KQZX5YX4Y7p+2VPeee4n9TRarVptUo0AxAREckSz8Bnp0eFN1cMxs1TDyA7S/5Msby8PI77SaGcnJy0Of8MQEREJEs8m52+u3ogBhRbMaK//MtlWVlZMBgMiZZHSaBQKJCbm5vqMtoFAxAREcXkdrtlb3a66esiVNYa8L0ph2QfX61WIycnJ9HyKIkMBkNarLrNAERERC2SJAkWi0VWW4tdh4+/6It508uhiWOX97y8vLTfm6ojycnJgSAIqS6jTTEAERFRi+x2OwKBQMx2kgT8a+UgTBx+EiUF8nd5N5lM0Ol0rSmRkkytVnf57Uc63EgnjUaT6hI6JFEUeW7ipFQqoVAoeN7ilC4DINtCV1xHJRAIwOFwyNouYe3OInj9Klw3/jSUorztFdRqNQoLCxEOh1tbatoRBAFqtbrNemry8/Ph9XoRDP5n8UqVStVlfqd2uN90Pp8v1SV0SIIg8NzESavVQhRFnrcE8Jwlxu/3Q5KkVJeRVGfPnpU17d1i02HpxhL8v+/tghT2IyAzz3Tv3h3BYFBWDxNFkyQJfr9f9rIEicjMzIxa9ykQCHSo3w+t2ceMl8CIiKhZTqcTLpcrZruwBLy1cjAmjziJnt3krRANAGazmZe+OrisrKwu+zViACIioibC4bDsgc9f7OkJr1+Ma7VnlUrF1Z47ia46O48BiIiImpC72anNocGyzX0w9+oDEEX5l//y8/OhkLs8NKWUVqvtktPi+d1HRERRPB4P6uvlbVy6eM0AXD6kEr26y5/1ZTabodVqEy2PUiA3N7fLTYtnACIioghJklBbWyur7a5D+aisNeDaccdkH5+XvjonlUqFzMzMVJeRVAxAREQUYbfbZc3ycXuVeP/zfrjlqoPQqORN+RIEgZe+OrGuNhaI34VERATg3DR+uZudfvRFX/QvtmHQJXWyj28ymXjpqxMTRbFL9d4xABEREYBzm53KWZDwWKUJe492w+xJ8vf60mg0Xa4HIR11pQDLAERERGhoaIDb7Y7ZLhQSsGjNAFx35VFk6uUtXth46YuoI2EAIiJKc6FQCHV18i5lrd1VDK06iHFDK2UfPycnp0tuE0KdGwMQEVGas1gsstb8sTZosWr7Jbj5qoOQOyNar9d3+U01qXNiACIiSmMulwtOp1NW23+v7Y8rhlaiKE9ee1EUkZeX15ryiNoMAxARUZoKhUKyt7v4+mgeTlsyMeMK+Wv+5OXltWqzSqK2xABERJSmbDYbgsFgzHb+gALvfd4Psycdlr3mT1ZWFgwGQ2tLJGozDEBERGnI6/XCbrfLart8a290z3FheL8aWe1VKhVyc3NbUx5Rm2MAIiJKM5Ikyb70VWXVY+PeHvjeFHlr/giCgO7du3O1Z+rw+B1KRJRm6uvrZW13AQCL1w7AlJEnkGfyyGqfnZ0NjUbTmvKI2gUDEBFRGgkGg7K3u9hxoDtsDi2mjf5WVnudTscp79RpMAAREaURq9Uqa80fj0/Ehxv64nuTD0GllGK2VygUyMvLgyB3gSCiFGMAIiJKE16vFw0NDbLaLvuyD/oU2WVvdsrVnqmzYQAiIkoD8Qx8Pl1jwLb9hZg96bCs9nq9HkajsTXlEbU7BiAiojTgcDhkDXyWJGDR2oH47pjjMGfGbi+KIrp165aMEonaFQMQEVEXFwqFYLVaZbX9srwQXr+IySNOymqfk5MDpVLZmvKIUoIBiIioi7Pb7bJWfHZ6VFi6sRQ3Tz0IUYw98Fmv1yMrKysZJRK1OwYgIqIuLBAIoL6+Xlbbjzb0xZDetSjtEXuFaF76os4u4QD07bffAgAqKirwzDPPoLy8PFk1ERFRklitVoTDsffvOnrahPJvcnHjxCOyjpudnc1LX9SpJRSAHnnkEcybNw8+nw9TpkzB5s2bMWPGDJw6dSrZ9RERUYI8Hg8cDkfMdqGQgEVrBuC68Udh0AVittfpdJz1RZ1eQgFo8eLF+OSTT7B27VqYzWYsWbIEc+fOxZo1a5JdHxERJaiuTt4aPmt29oJOE8QVQ87EbCsIAjc6pS4h7gAkSRKCwSAMBgOWLl2K2bNnAwD8fj8yMzOTXiAREcXP6XTC6/XGbGex67B6Rwluvuog5CzibDKZuNcXdQlxX8AVBAFjx47FzJkzsWnTJmzevBkLFizAm2++iccff7wtaiQiojhIkiS792fRmgGYMOwUivKcMduq1WqYzebWlkfUISR0Ceztt9/GnDlzsGbNGgwePBiFhYX46quv+INBRNQB1NfXIxCIPZZn2/4C1DXoMH3scVnHzc3NhULBycPUNcjuAdq5cyfmz5/fYptnnnkGV111VauLIiKixIRCIVm7vTs9Kny4oS/uunYfVMrYs8QMBgP0en0ySiTqEGQHoL59++L5558HALz22muorKzEbbfdhj59+uDzzz/Hv/71LwwYMKDNCiUiothsNpus3d4/WN8PQ3rXon9x7LCkUCiQk5OTjPKIOgzZAchoNGL8+PEAgO9///v46quvkJ2dDQAYN24c6urqsGbNGsybN69NCiUiopbJXfTw0EkzDnybg1/M2yLruGazGSqVqrXlEXUoCV3MFUURVVVVUfft27ePUyOJiFKotrYWktTyFhaBoIBFawbixglHZK35w4HP1FUltIzn//zP/2DixIm48sorUVhYiNWrV6O4uJjjf4iIUsTtdsPlcsVst2r7JTBlejFm8FlZx83Ly2ttaUQdUkIB6J577sGIESOwbt06WK1WPP3007jhhhuaLIvucDjw6aefwm63o7CwENdccw2XTiciSjJJklBbWxuzXbVVj8+/Ksajt26XdVyDwQCdTtfa8og6pITTyIgRIzBixIgW26xbtw59+/bFyJEjsXTpUuzevRujR49O9CWJiFIqHA5j8eLFKC8vx3e+8x3k5eVh0aJFsNvtyMvLw7Bhw3Dttde2e1319fXw+/2R2zt37sSJEycii9ZefvnlyM7Oxrtr+qN3zkZ8sXYRJEmCJEkQRRGhUAiiKEb2DBMEAeFwGE6nExMnTsR3v/tdAMD69euxcuVKuFwuqFQqhEIh5Ofn46677sLGjRuxe/duTJkyBVOnTm33c5AMVVVVeO2111BdXQ2VSoWhQ4di7ty5nfIPd5/Ph4ULF+Lw4cMIh8Po0aMH7rnnHphMplSX1mEIUqwLxv9n27ZtuPfee7Fnzx5MnDgRZ8827T594YUXIj8owLkfSoPBAFEUsXz5ciiVSkybNi3yuM/ni7pe7XA44Ha7W/N+uiytVitrVVf6D6PRCIVCIWtKMP2HRqOBz+dLdRkd0j//+U88+eSTkds6nQ4ejyeqzUsvvdSuISgUCuHkyZORmV+bNm3CZ599FtUmKysLE655Fh9+3h2q6lkQEHvsz+nTp3HmzLmtMRYsWICsrCzcdNNNzbbNy8uDxWKJ3H7nnXdwxRVXyKpfoVBAFEVZ6xa1pXA4jKlTp+L48eg1kR588EH8+Mc/TlFVLSssLERtbW1U+G3085//HIsWLYq6b/To0Xjvvffaq7x2kZGRkfD4Y9mxdtCgQVi4cCEA4MUXX2z2m7V3795Rtxs3yzty5Aj27NmDhx56KPLYsWPH8Je//CWq/SOPPIJevXrJr55IhqysrFSXQF3E119/HXX7wvADABUVFbj//vvbqyScPn066q/6ysrKJm3qHSEs3dwf5tCTcMkIPz6fL2qiy4EDB1rsOTg//ADAoUOHcMstt8gpv8M4c+ZMk/ADAHv27OnQn0sFBQXN3r9r165m7ysqKuqUPVoX09zPoFyyz0JmZiaGDx8OACgrK5P9AhUVFVi2bBnuu+++qGvJffr0iawr1MhqteLbb7+Vfex0wh6g+BmNRoiiCKvVmupSOhX2AF3ciBEjsHTp0shtg8EApzN6C4lLL7203X6Peb1enD59Ouq+4uJi7N27N+o+yfQALimwIR92bI89VAgnTpyIXA4DgKFDhyIzMxOCIDQ7y6ygoCDqqsCgQYNkn4OO0gMkSRL69u2LI0eORN0/atSoDvu5VFRUBIvF0mwP0JgxY5q8l7Fjxzb5funsWjNOTXYA2rFjB+6+++4W2/zpT3/C1VdfHbl98OBBrF69Gg888ECzK4heuKS6IGcnPiKiFLnjjjtgMpmwb98+XH311cjJycF7772HhoYG5OXloaysrF3HvzS339fYsWOh0+kil8WCikuw5cRMzJm8DcaMa9GtWzfU1NQAOPehr1AoEAqFoFQqEQ6H4ff70a9fP4RCIWi1WkycOBETJkwAcO7S1urVq+HxeCJjhvLy8nD77bdjy5YtkTFAl112Wbudg2QRBAHvvPMO3nrrLVgsFiiVSgwZMgRz5sxJdWkJ+dWvfoXS0lIcPXoU4XAYhYWFuP3221NdVociewxQfX09ysvLI7fD4TCqqqoQDAbRo0cPKBQKDBgwIGq10CeffBLBYBBarRbAub+ezg9IF6qrq4PD4Uj0vXRp7AGKH3uAEsMeoMSUlJTgxIkTMdfhSZaGhoZIkGnJ8/8egf7FNnxXxn5fCoUCPXv2bNdFDztKD1Bn1FIPULowGAxtPwbIaDRi3LhxAM6N6ZkzZw7279+PjIwMBINBPPfcc5HHG/3iF79IqCgiIrq4UCgka7f3nQfzYXNoMXXUt7KOazKZuOIzpY2EVoKeP38+Zs6cierqalitVqxatQq/+c1vUFFRkez6iIjoAnV1dTH3+/IFFPjoi76YM/kwVMrYvVIqlYpTpCmtJDQUvKKiAitXroRarQZwbi+wO++8Exs3bsSgQYOSWiAREf2H1+tFQ0NDzHartl2ColwnhvSWMeoZQG5ubpNxmURdWULf7UOGDMGePXui7vviiy+4FxgRURuSJKnJlPPm1NZrsX53T8yefFjWcTMyMpCRkdHa8og6lYR6gO677z5MmzYNkyZNQnFxMVauXAmTyYTrrrsu2fUREdH/qa+vlzVA/aMN/TCurBL55tgLyyoUCv7xSmkpoR6gOXPmYO3atRg9ejTUajV+/vOfY9OmTRw8R0TURoLBoKwZjYdOmvHNGSOmj/1G1nHNZjN/d1NaSviCb25uLn7xi1/g7rvvRm1tLQ4fltfVSkRE8bNYLFGLEzYnHAbe/7w/rrvyGHSalgdJA+eWPODAZ0pXCQWgRx55BPPmzYPP58OUKVOwefNmzJgxA6dOnUp2fUREac/lcsHlcsVst/HrHlCKYYwZfEbWcfPy8rgALaWthALQ4sWL8cknn2Dt2rUwm81YsmQJ5s6dizVr1iS7PiKitBYKhWQNfHZ7lfjsy96YM/kwFDIyjdFojCxSS5SO4g5AkiQhGAzCYDBg6dKlmD17NgDA7/cjMzMz6QUSEaUzq9WKYDAYs92nW3qjf7EVfYrsMduqVKqoVfuJ0lHcAUgQBIwdOxYzZ87EokWLcMstt2DBggV4880323UPHCKirs7r9aK+vj5mu6o6PbaWF+KGCUdlHZdr/hAleAns7bffxpw5c7BmzRoMHjwYhYWF+Oqrr2A2m5NdHxFR2pKz1xcAfLChHyaPOInsrNj7BWZmZnLNHyIkuA6QXq/HvHnzIrenT5+erHqIiAiA3W6Xtcnl/m9ycKbWgHtmfh2zrSiKyMvLS0Z5RJ0e+0CJiDoYv98va82fUEjABxv64forj0KjanmKPHBu1hcvfRGdw58EIqIOpq6uLuaaPwCwYU9P6LVBjB5YFbOtXq+HwWBIRnlEXQIDEBFRB+J0OmWt+eP0qLB86yWYM+kQYi3lo1AoeOmL6AIMQEREHUQoFEJtrbzd25dt7oMhvWtRUhB7Z/js7Gxud0F0AQYgIqIOwmazyVrzp9JiwM6D3XH9+CMx22o0GhiNxmSUR9SlMAAREXUAfr9f1po/APD++n64atQJmAwtzxITBIHbXRBdBAMQEVEHYLVaIUlSzHa7D3eDtV6HqaNOxGzL7S6ILo4BiIgoxTweD5xOZ8x2/oACH27oixsnHoZK2fIsMaVSycVpiVrAAERElGJ1dXWy2q3Z2Qt5Jg+G9Y29OWpubi5EUWxtaURdFgMQEVEKNTQ0wOuNvYWFtUGLdbt64abJh2K25Zo/RLExABERpYgkSbDZbLLafvRFX4wZfAYFuS2vESQIAnJzc5NRHlGXxgBERJQi9fX1CAQCMdsdOmnGkVNmzLj8m5htjUYj1Gp1Msoj6tIYgIiIUiAUCsnq/QmFBPx73QBcP/4I9NqW1wgSRRHZ2dnJKpGoS2MAIiJKAbvdjlAoFLPd518VQ68JYOzgszHb5uTkcLNTIpn4k0JE1M6CwaCsRQ/tDg1WbLsE35sae78vrVaLrKysJFVI1PUxABERtTOr1Sprt/cPN/TFZQPPomc3R8y2HPhMFB8GICKiduT3++FwxA40h06acfhUNq4ddyxm28zMTK74TBQnBiAionZUV1cXc8uLQFDAojUDceOE2AOfFQoFcnJyklkiUVpgACKii5KzNxXJ5/V64XK1vI4PAKzafglMmV6MkTHw2Wg0QqlUJqM8orTCAEREFyXnw5rkq62tjdmm2qbH518V4+apB2O25X5fRIljACKii3K5XPD7/akuo0twuVyytrxYvGYAJo84ifxsd8y22dnZnPZOlCD+5BDRRUmSBKvVmuoyOj1JkmRteLq9ojusDi2uvuzbmG3VajUyMzOTUB1RemIAIqIWOZ1OWds10MU5HI6YPWlev4iPvuiL/5pyECpl7CnyOTk5EGItDkREF8UAREQxyd2wk5oKhUKyen8+29IblxTUY2BJ7B43vV6PjIyMZJRHlLY63NQBrmXRPKVSyXMTJ6VSCYVCwfMWJ1EUIz0LarUaKpUKXq8XoihCpVKluLqOTaPRNLnPYrFAoVC0OFanqk6HzfuK8Ks7d8k6x4WFhV3m+1oQBAiCAFEUU11KpyMIAjQaTVqPA2tNL2iHC0ByBgmmI61Wy3MTJ41GA1EUed7ipNFo4PP5AJxbtK/x8ldVVRXy8vJSWVqH5/P5opYOCAQCqKmpibmcwLurh2DKiJMwZjgQ62pj43YXXeX7WqFQQBRFXmZNgCRJ8Pl8aT1RoTVLQKRvbCSiuDQ0NKT1L9pEyFn0cO/RPFRbMzBt9Lcxj6dQKDjtnShJGICISBZJkmC321NdRqfh9XrhdDpbbBMICvhwfT/MmngYalXsgc9Go5GXIYmShAGIiGRjL5A8kiTBYrHEbPf5V8UwZXoxvF9NzLaiKMJkMiWjPCICAxARxUnOjKZ0V19fHxlHdTEOtwqrd5Rg9qTDso6Zk5PDgcJEScQARERxkbuicboKBAKyFo9c9mUflPWxoDg/9s7wXPSQKPkYgIgoblwd+uLq6uoQDrc8nudMbQZ2HeyOmVcelXXM3NxcLnpIlGQMQEQUN7fbzY1Sm+FyuWIOfAaAD9f3w5SRJ2AyxB5PlZGRAb1en4zyiOg8DEBElBA5O5unk3A4LGvgc/k3uaiyZuCqUSdithUEATk5Ockoj4guwABERAkJBALcIuM8p0+fRjAYbLFNKCzgoy/64rorj8qa9m4ymaBWq5NVIhGdhwGIiBJmt9tjjndJBy6XS9a4qM1fF0GjCmH0wKqYbZVKJae9E7UhBiAiSpjcjT67slAohJqa2Ov4eHxKfLalN2ZNPAw545lzc3M57Z2oDTEAEVGryFnzpiurqalBKBSK2W7FthL0KbKjtEfs1bT1ej0MBkMyyiOii2AAIqJWs1gsMfe86orsdrus2XC19Vps2tsDN0w4ErOtQqHgprNE7YABiIhazev1or6+PtVltCuXyyV7JtzHX/TFuKGVyDN5YrY1m83c74uoHTAAEVFSWK3WtNknzO/3yxr3AwCHT5lx9LQZ0y8/HrOtWq3mwGeidsIARERJEQ6H02JtoFAohKqqKlnjfsJh4IP1/XDtuGPQaVqeIg8AeXl5XPGZqJ0wABFR0rjdbjQ0NKS6jDYTDodRVVUlu6fry31FAIArhlbGbJuZmQmdTteq+ohIPgYgIkqqurq6LnkpTJIkVFVVweOJPY4HANxeJZZ92Qc3TT4ERYxOHVEUueIzUTtjACKipAqFQl1uVlhj+HG73bKf89mW3ujb0yZr2nt2djaUSmVrSiSiODEAEVHSeTyeLrNjvCRJqK6ujmvz10qLAVv3F+JGGdPetVotjEZja0okogQwABFRm7DZbLIvF3VUjeFHzg7v/3kOsGjNAHxnzHFkZ3ljts/NzW1NiUSUIAYgImoz1dXVMTcI7agaBzzHE34A4Mt9hfD4lZgy4mTMtllZWdBqtYmWSEStwABERG0mGAzi7NmznW7D1MbwE89lLwBwuFVYuqkUt1x1EKLY8hgoDnwmSpmj3M4AABvKSURBVC0GICJqUz6fT/aigR1BKBTCmTNn4hrw3OjDDX0xtE8t+hTFHvhsNpu52SlRCjEAEVGbczqdnWLXeL/fj8rKSni9scfuXGjvkUxUHM+Rtd+XRqPhwGeiFGMAIqJ2YbPZ4HA4Ul3GRXm9XlRWVia0hpHbq8TLH/TEf111CAZdIGb73NxcrvhMlGJceIKI2k11dTUkSUJWVlaqS4nS0NDQqrWL/r2uPwZd4sSIfjWIdQiu+EzUMbAHiIjaVU1NTYfZLkOSJFgsFtTU1CQcfnYf7oYjp82467rY210oFAoOfCbqINgDRETtrnFQdCp7ghp3dE9kvE+jBpcai9cOwB3Ty5GhU8AbY9y02Wzmis9EHQR/EokoJWpqauD3+5GTk9Pu42EaGhpQV1cna0f3iwmFBCxYNhQj+1dhYIkVQMsLGqrVaphMpoRfj4iSiwGIiFLGbrfD7/eje/fuUCja/op84z5l8S5u2Jz31/cDAMyaGHvWF4CUBD0iujiOASKilHK73Th16lRC6+7Ew2634+TJk0kJP5v3FWLfsTzcM/PrmAseAkBGRgYyMjJa/bpElDzsASKilAsEAjhz5gwMBgNyc3OTOk7G6XTCarUmNL29Od+cMeKjDf3w4E27kKmPPeVdEAQOfCbqgBiAiKjDcDqdcLvdMBqNMBqNCQehcDgMp9MZucSWLKdrDHjl40tx81UHUJwvb00jk8kEtVqdtBqIKDkYgIioQwmHw7DZbLDZbMjIyEBWVhZ0Ol3MMUKhUAgejwculwtut7tVA5ybc7rGgBffH4Hrxh/FqAHVsp6jUqlgNpuTWgcRJQcDEBF1WC6XK7IhqVqthkajieyfpVAoIEkS/H4//H4/gsFgwmv5xFJpMeClD0bguiuPYtzQM7Kfl5OT0y6Du4kofgxARNQpNAad9nayOhN/+3A4rh13DOPK5IcfvV4Pg8HQhpURUWu0y58mS5cuRXl5eXu8FBEliSRJMWdm+f1+hEKhZhcT9Pl8AM7tsRUOhyMBJhwOx2wfCoUQCATg9/sv2qvTeIzG9sFgsMljcl2sxkMnTXjx/RGYOe4Qxg46EakRQKTG84XDYfh8PgiCgLy8vKjH/H4/vF4vnE4nwuFws6thn3+fz+eDz+eDw+FAOBwGAASDQbjdbrhcrqj32/gezq+vOW21Avf5NRJ1Fm3aA+Tz+bB48WIcOnQIxcXFbflSRJREhw8fxl133QWdTofLL78cc+fOjVx6arR69WqsX78egiBAkiTk5uZi3rx5MJlMWLx4Mfbt2xd5rPG/ACL/361bN9x5550wGAx4++23cfDgwWbb63Q63HrrrejduzeAcyHgrbfewtGjR6PaA8CkSZNQUVGB6upq9OjRA/PmzWtx3y273Y6FCxeitra2SY1+5Xi4DU9A73wcny3egM/+7zlGoxFjx47FunXrEAwGMWXKFEyZMgWHDx/G3//+d7jdbgwaNAhPPPFE5HXef/99PP74/2/v3sOjKO89gH9nZndn77vZ3WDukAtCgBCuGswBRQTUR/SQCgpStFLaU7V90Ec5h8dSz2NVeLR9Hhus9Uor9UKlHqtIhaogBSWhCiJQwiVcElAgm80Fkuwlu3P+4GQPMZDmspvJZr6fv9id2dnfDrOT777zvu88ilAoBEVRIEkSwuEwCgsL8dprr0Gv1+Pee+9FeXk5srOzUVJSgtLS0uhlveTkZCxevBilpaXRYfw2mw2/+c1vMHXqVKxevRorVqyAKIp4/PHHcccdd7T7nHV1dVi4cCH27duH/Px8rFmzBh5P5xM3dkUkEsHPfvYzbNiwAcnJyXj55ZdRWFjY6+0S9QVBiddFcwA+nw+nT59GZWUlMjMzMWbMmOiyuro6fPbZZ+1+3RUUFHCm1MvQ6XQdfvFR52RZhiiKaGlpUbuUhCJJEu666y6sX78eeUML4EoyYcGCBRg/fnx0ndraWjzxxBMdXltUVIRRo0bhlVde6dJ7TZkyBUOGDMGaNWs6XS8tLQ2PPPIIAKC8vBxr167t0vZvuukmzJgx47LL161bh88//7zD80H5NvjND8B87r+ga/2yw/K2ANPmsccew+9//3tUVVUhEAhg79692LBhA4qKihAOhzF48OBoX6bvevTRR+FwOLB06dLoc6IodmhRkWW5QwtPdnY2tmzZgpycnOj6RqMRVVVV0Ov10fVWrFiBp59+Ovr4wQcfxC9+8YvL7peu2rRpE+68887o42uvvRZ/+ctfurUNQRAgCAJbkHrAZrPFpcN/IhEEAQ6Ho0evjWsLkMvlgsvlQmVlZYdliqIgHA63O+gv/iVH7bWdJKjr2vYX91v3XNwSIqa/Ar+yD5HI+Xb78XK/mxRF6VZH5K6ue/G5obu/2Tr7///uthQAfvP9CMk3wdJ4P6TwoW69FwAcP34ckUgkWvPF+/NyNXSo4xLrd/bcxcsuft/LvTZW59pYbLetVn5Pe0br+643n121TtAulwu33XZbu+dqa2tRV1enUkX9m9Fo7NVNG7XI4XBAkiQeU90kyzLuu+8+7Ny5E5HTj0DIfQM7j4u4ctgB6HUX/uCZzWZMnjwZ27Zti74uKSkJxcXFcLlcyM/Px4EDBzr94+92u1FUVASbzYahQ4fi8OHDl1xflmXMnDkz2oIyYsQIZGdn49ixYx3Wnzx5Mg4cOACv14uUlBSMGzfusi0vAFBcXIyDBw/C5/NBgYxm638jImXA1nAvhMjZS9ZjtVoxadIkbN68GeFwGNdddx0MBgNKSkqwcuVKNDQ0oKSkBPn5+dFjb/ny5Vi+fHm0FbethSc/Px+33347DAYD1q5di927dyMjIwOzZ8/Gb3/72+gPRJfLhUWLFmHVqlXR84DZbMayZcugKAqWLl2KZ555BqIoYvny5R1mu547dy7ef/99HDx4EEOHDsX8+fNj8r2YOHEipk+fjo8++ggulwtLlizp9nZFUYQkSR36U9G/Zjab0djYqMrggP6iNwMN4noJrM369es7XAK7lNraWpw717XJxbSGAaj72gKQz+dTu5SE0napJRwOo7KyEoGQAa+sL0CoVcLiW/e0m/3Y7/dDp9PB7/d3OBE1NzdDlmW0tLTAaDRG+7Po9fpO1/f7/ZBlObq+wWDo0P8IuDBEvu17YTAYEIlEIMsygAsTKnbnxFj9bRhvfFIEm8mPu6Z/CatZhN/vh8lkQiAQgCRJEAQBra2tMJlM0X+3trbCaDQCAFJSUqDX69HS0nLJS/ktLS3RjtMWiwWNjY0d+uF4vV64XC6Ioojm5mYoioJAIAC73Q6dThftGK0oCoxGY/Tztn1mURRhNpsv+zm9Xm9c7knm8/miNXYXA1DPpaeno6amRvMBqKf92RiAEgQDUPcxAPXMxX1NTp8+jfPnzyMcEbBu8zDsPerBolv2IietQeUqY+fAcRf+8NdRKB59CrcUV0LsYTaYOHEi6uvr4zYX0UDFANRzDEC9C0B9cgls1qxZffE2RBQnkqjgzhsqkPPPFDz/P2Nx86SjuH58ldpl9UpEATaVZ2PLriwsmLkfo3O9Pd6W3W6Hw+FAfX19DCskonjiRIhE1GVXjTiNzEHn8PL60ThUnYT50w/Abkm8X5+1DUas2TgSwZCER+btRHJSz0cK6vX6mAwpJ6K+xTnaiahbUj1N+M8F5Uiy+fHka0X4ouIKtUvqlrL9qVj5+tXITa/Hw/P+0avwAwDJycm83QVRAmILEBF1m6yP4I5pBzFm6Fm8vmkEvjx4BW6/7hDcjv7bT+1snQlvbx6OmnoT/uPfv0Jueu/7Mbnd7k47HRNR/8WfLUTUY8Oy6vDo3WVIdrTgqTVFWL89F4FQ/zqthFpFfPBZDp5+42oMvqIRjy4si0n4sVqtvNM7UQJjCxAR9YrREEbJdYdRPPoU3tl6JR5fXYwZVx3DNQXfQK9Tb3bfcFjA5/vSsbF8CFJcTXhk/k5c4er83mZdJcsyrrgisS79EVF7DEBEFBNXuJpx3+yvUHHChQ/LsrGxPBvTxlehePRJmOS+m6o/GBLxjwMp2FieDYc1iAUz/4n8wbGbCkGn0yE1NVXTs+8SDQQMQEQUU8MH+zB8sA+Vp5zYWD4Efy3LxtihZzFp1DfIy4jfMPHTPjO278lA+T9Tkepuwh3TDmJUTs+Htl+KTqdDenp6jyb8I6L+hd9iIoqL3PR63F/yFbwNRpTtS8Mf/joKkqhgZI4XI7O9uDKzrleXyBQFqDpjx9eVHuytTIav0YSr8r/Fg3d8gTTP5W9/0VN6vR5paWntbjJKRImLAYiI4srj8OOW4qO4+ZqjOHrKif3HPHhvWx7O1pmR5jmPzEHnkDHoHDzOFtjNQdgtAZjkVlyYUFlAOCKgoUlGw3kZ9edknPJaUXXajuqzdsiGVozK8eK2fzuCK7N80XuVxZrBYEBqairDD9EAwgBERH1CFIC8jHrkZdTjtslH0NhkQPUZG6prbDhY5cKOfUY0Nsk412xAOHLxSDIFVlMIDmsADmsAqe7zmFx4ElkpjfD0wbB7o9GI1NTUS96PjIgSFwMQEanCbgliZE4tRubUtnteUS4MXb/Qx1iBJCpQa55Bs9mMlJQUTnRINAAxABFRvyIIgEGv3vD5Nna7HcnJyRztRTRAMQAREX2H2+3mJIdEAxwDEBHR/5EkCYMGDYLFYlG7FCKKMwYgIiJwpBeR1jAAEZHm2Ww23tWdSGMYgIhIs0RRhMfjgd1uV7sUIupjDEBEpEltNzQ1GAxql0JEKmAAIiJNEQQBTqcTbrdb7VKISEUMQESkGbIsIzk5GUajUe1SiEhlDEBENOCJooikpCQ4nU5ObEhEABiAiGiAs1qtcLvdHN5ORO0wABHRgGQ0GuHxeHi5i4guiQGIiAYUg8EAl8sFq9WqdilE1I8xABHRgMDgQ0TdwQBERAnNZDLB6XTy/l1E1C0MQESUkCwWC5xOJ0wmk9qlEFECYgAiooQhSRJsNhscDgdHdRFRrzAAEVG/ZzAY4HA4YLPZeMNSIooJBiAi6rcsFgscDgfMZrPapRDRAMMARET9iiiKsNvtvMxFRHHFAERE/YLRaITdbofVauVlLiKKOwYgIlKNIAiwWq2w2+0czUVEfYoBiIj6nE6ni3Zq1ul4GiKivsczDxH1GZPJBIfDAYvFwruyE5GqGICIKK5EUYzO3WMwGNQuh4gIQD8MQLxz86XpdDrum27S6XQQRZH7rZskSYq2zhgMhh6PxJJlGQ6HA3a7HZIkxbLEfkuWZbVLSDiCIEAQBM0cI7EkCAJkWdb0oIHetCT3uwDk9/vVLqFfMhqN3DfdJMsyJEnifusmWZYRCAQAAMFgEKFQqMuvbevU7HA4osEzFAp1axuJLBAIQFEUtctIKKIoQpIkzRwjsaQoCgKBAILBoNqlqKY3fQj7XQAiosSj1+ujc/do+dcoESUOBiAi6hFRFKND2HmZkYgSDQMQEXWLyWSC3W6H2Wxmvw0iSlgMQET0L+n1ethsNthsNt6egogGBAYgIrosm80Gp9PJS1xENOAwABHRZVksFrVLICKKCw7XICIiIs1hACIiIiLNYQAiIiIizWEAIiIiIs1hACIiIiLNYQAiIiIizWEAIiIiIs1hACIiIiLNYQAiIiIizWEAIiIiIs1hACIiIiLNYQAiIiIizWEAIiIiIs1hACIiIiLNYQAiIiIizWEAIiIiIs1hACIiIiLNYQAiIiIizWEAIiIiIs1hACIiIiLNYQAiIiIizWEAIiIiIs1hACIiIiLNYQAiIiIizWEAIiIiIs1hACIiIiLNYQAiIiIizWEAIiIiIs1hACIiIiLNYQAiIiIizdHFc+Otra1Yt24dzpw5gyuvvBI333xzPN+OiIiIqEviGoA2b96MlJQUzJ07F2vWrEFFRQWGDx8ez7ckIo2qrKzEu+++i8zMTNx6663485//jGPHjgEAFEWBTqdDa2srJElCOBwGAEiShOHDh6OkpASiGNsG8T179mDTpk0YMWIEbrnllg7Lg8Eg/vSnP6GmpgZz585FRkZGt7ZfVlaGrVu3YsKECZg2bVqsyibSjLgGoMrKSsyfPx+SJGHs2LE4dOgQAxARxVxNTQ1mz56Nc+fOAQBeffVVHD58uMuvr6qqwkMPPRSzeioqKvC9730vGrS8Xi/uueeeduv8/Oc/x7p16wAAb731Fj755BPY7fYubb+srAzz5s2LPi4tLcWsWbNiUzyRRsQ1ANXX18NsNgMAzGYzmpqaossqKytRWloKRVGizz300EMYPHhwPEsiDbLZbGqXQHG2a9euaPgBEG356aodO3bE5NyTlZUFAHj33Xej4QcAdu7ciccee6zdutu2bYv+2+v1ora2FgUFBV16nxdffLHd4y+++AIPPPBAT8umBJaamqp2Cary+/09fm1cA5DJZEIgEIBer0cwGITVao0uy83NxVNPPdVu/aamJlRXV8ezpIQlyzICgYDaZSQUu90OSZJQV1endikJxWAwIBgMql1Gt6Smprb7jqSlpaGqqqrLry8sLOz1uScrKwsnT56EoijIzc1tt6ygoKDD9sePH48NGzYAuBDSXS5Xl2v4bkv6iBEjEvbcKYoiJElCKBRSu5SEk5qaitra2oT7vsaS2WyGyWTq0WvjGoAyMjJw/PhxjBo1CseOHUN6enq75RaLpd1jv9+PSCQSz5ISlqIo3DfdpCgK91sPJOI+S01NxZtvvom3334bGRkZmDdvHtasWYMjR45Ej4O2H2J6vb5dH6CRI0fiBz/4QUw+cyQSgaIoGD16NFavXo0PP/wQI0aMwPe///0O21+5ciVyc3NRU1ODBQsWwOFwdLmGa6+9Fs899xw+/fRTTJgwAXPnzk24/7OLCYKQ0PWrKRKJcN/1kKBcfA0qxurq6vDOO+8gFApBr9dj0aJFEAThsuvX1ta2a8am/2c0GnvV1KdFDocDkiTB5/OpXUpCYWtjzwwZMgQnTpxAHE+pAxJbgHouPT0dNTU1mm4Bslqt8Hg8PXptXFuAkpKS8MMf/hDBYBAGgyGeb0VERETUZX0yESLDDxEREfUnnAmaiIiINIcBiIiIiDSHAYiIiIg0hwGIiIiINIcBiIiIiDSHAYiIiIg0hwGIiIiINIcBiIiIiDSHAYiIiIg0hwGIiIiINIcBiAYsr9eLb775Ru0ySCO+/PJLtUsgjdm3bx9vItsLcb0bPMWOoigQBEHtMhLKxo0bce7cOcyZM0ftUhIKj7XuC4fDWLJkCX7961/z3oc9wGOuZx5//HEsXLgQQ4YMUbuUhMQWoATBkwP1FR5r1Nd4zJEaGICIiIhIcxiAiIiISHN0ahdAFC8pKSmw2Wxql0EaIIoiRo4cCZ2Op1TqO3l5eXA4HGqXkbDYCZqIiIg0h5fAiIiISHMYgIiIiEhzGIBoQGhpacEvf/lLHD58WO1SSEPef/99VFRUXHb5qlWr+rAaGqjOnj2L559/Hk8++SSeffZZ/P3vf+90/c8//7yPKktsDEA0IOzatQtDhw7Ftm3bOiy71Eypra2tfVEWDXBNTU2dzsTb0NDQh9XQQBQIBPDiiy9iypQpWLZsGe6//35UVFTgs88+i66jKEq7c9rmzZvVKDXhcMgCDQhlZWVYtGgRXnjhBTQ2NsJut+Ott96Cz+eDTqdDS0sLfvSjH8Hv92P16tUIBAKYNm0aioqK1C6dBoCysjI0Nzfj+uuvx8mTJ7F582YsXLhQ7bJoAPj6668xbNgwjBo1CsCFEYdz5szBSy+9hOLiYuzZswcbN26Ey+VCZmYmnE4nGhoa8Le//Q0zZsxQufr+jS1AlPC+/fZbGI1GOJ1OTJgwIdr8G4lEkJ+fjx//+McYO3YstmzZAkVR0NjYiGXLljH8UMwoioJIJNLh30S95fV64Xa72z2XlJSE2tpaKIqCt99+G0uWLMHixYshSRImTpwIh8PB8NMFDECU8Hbs2AGfz4dVq1bhq6++wo4dO6J/gHJycgAAWVlZOHv2LABg0KBBEEUe+tRznQUczixCsTRo0CAcPXq03XNVVVVwOp1oaWmB3W6HLMsAgOnTp0OSJDXKTEj8K0AJLRwO4+uvv8bSpUvx05/+FA8//DDS0tKwf/9+AEB1dTUA4Pjx40hJSQEAhh/qld27d2Pjxo0ALvTxcTqd0Ol0aG5uBoBo0CaKhWHDhuHUqVPRc1kgEMDWrVsxbtw4mM1m6HQ6BINBAMCbb76JQCDAe6t1EfsAUULbu3cvcnJyor+AAGDSpEnYvn077HY7duzYgf379yMUCmHx4sVoampSsVoaCIYPH46tW7eioqICJpMJaWlpcDgc+Oijj3DmzBneDZ5iymq1YvHixVi7di0A4Pz58xgzZgxuvPFGAMCMGTOwevVq6HQ6ZGVlQZZlWCwWrF27Fnfeeaeapfd7nAmaBqw33ngD11xzDdLS0toFJKJYCAQC7Y4rRVEQCARgNBpVrIoGskAgAIPBcMkWnlAoBL1ef9nH1BFbgGjAMhqNkCSJ4Yfi4rvHlSAIDD8UV52dy74bdhh+/jW2ABEREZHmsDcoEfW5F154AYIgQBAESJIEj8eDOXPmdHkm7yeeeCLa8ZOIqCcYgIhIFTfccANaW1vR0tKCXbt2IS8vDzNnzkRNTU2nrwuHw1i+fDnn2iGiXmEAIiJVtLX+GAwGZGVlYcWKFdEZvAHgwIEDmDp1KhwOBwYPHoxnn30WADBv3jwAwJgxY+D1euH1elFSUgKn04nCwkJs375dtc9ERImDAYiI+o2xY8fi0KFDAIAFCxZg5syZqK6uxjPPPIOHH34YPp8Pv/vd7wAAn3zyCdxuNxYtWgSLxYL9+/fjgQcewD333KPiJyCiRMFRYETUb6Snp+PIkSMAgNLSUlx99dWQJAkFBQUwmUyoqalBXl4eAMDtdqO+vh4ffPABDh8+jOTkZNx99914/fXXsW/fvui9k4iILoUBiIj6jerqamRkZAAAgsEgbrzxRuzevRt5eXlobW3t0O/nxIkTUBQFY8aMaff8p59+ygBERJ1iACKifiEYDGLLli341a9+hYaGBsyaNQvPPfcc3nnnHdjtdlit1g732UpKSoJOp8OJEyeQlJQEAGhqaoLFYlHjIxBRAmEfICJShaIoCIfDCAaDOHbsGH7yk59Ar9dj9uzZqKurQyQSwe233w6Hw4H33nsPzc3NCIVC0Y7TTU1NyMzMRHZ2Nl599VUAQF1dHXJzc7Fr1y6VPx0R9XdsASIiVXz88cfQ6XQQBAEejwdTpkzBxx9/DL1ejyFDhmDhwoWYMGEC3G43cnJycNVVV+HIkSMoLCzE1KlTkZ2djfLycvzxj3/E/Pnz8dJLL0EURSxZsgTjxo1T++MRUT/HmaCJqN9qamqCIAgwm82XXHbxpa6amhp4PB7eCZuIuoQBiIiIiDSHfYCIiIhIcxiAiIiISHMYgIiIiEhzGICIiIhIcxiAiIiISHMYgIiIiEhzGICIiIhIcxiAiIiISHP+FxaOQzwBktRqAAAAAElFTkSuQmCC" alt="plot of chunk unnamed-chunk-16"/> </p>
<h2>Teething</h2>
<pre><code class="r">qplot(Date, painkiller, data = Ellielog[-c(1:200), ], geom = c("point", "line"))
</code></pre>
<p><img 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" 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