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+ "output_type": "stream",
+ "text": [
+ "── Attaching packages ─────────────────────────────────────── tidyverse 1.2.1 ──\n",
+ "✔ ggplot2 2.2.1 ✔ purrr 0.2.4\n",
+ "✔ tibble 1.4.2 ✔ dplyr 0.7.4\n",
+ "✔ tidyr 0.8.0 ✔ stringr 1.2.0\n",
+ "✔ readr 1.1.1 ✔ forcats 0.2.0\n",
+ "── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──\n",
+ "✖ dplyr::filter() masks stats::filter()\n",
+ "✖ dplyr::lag() masks stats::lag()\n",
+ "\n",
+ "Attaching package: ‘lubridate’\n",
+ "\n",
+ "The following object is masked from ‘package:base’:\n",
+ "\n",
+ " date\n",
+ "\n"
+ ]
+ }
+ ],
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{
--- /dev/null
+---
+title: "section5.1"
+output: html_document
+---
+
+```{r setup, include=FALSE}
+knitr::opts_chunk$set(echo = TRUE)
+
+library(tidyverse)
+library(repr)
+library(ggfortify)
+
+# Change plot size to 4 x 3
+# options(repr.plot.width=6, repr.plot.height=4)
+
+# Multiple plot function
+#
+# ggplot objects can be passed in ..., or to plotlist (as a list of ggplot objects)
+# - cols: Number of columns in layout
+# - layout: A matrix specifying the layout. If present, 'cols' is ignored.
+#
+# If the layout is something like matrix(c(1,2,3,3), nrow=2, byrow=TRUE),
+# then plot 1 will go in the upper left, 2 will go in the upper right, and
+# 3 will go all the way across the bottom.
+#
+multiplot <- function(..., plotlist=NULL, file, cols=1, layout=NULL) {
+ library(grid)
+
+ # Make a list from the ... arguments and plotlist
+ plots <- c(list(...), plotlist)
+
+ numPlots = length(plots)
+
+ # If layout is NULL, then use 'cols' to determine layout
+ if (is.null(layout)) {
+ # Make the panel
+ # ncol: Number of columns of plots
+ # nrow: Number of rows needed, calculated from # of cols
+ layout <- matrix(seq(1, cols * ceiling(numPlots/cols)),
+ ncol = cols, nrow = ceiling(numPlots/cols))
+ }
+
+ if (numPlots==1) {
+ print(plots[[1]])
+
+ } else {
+ # Set up the page
+ grid.newpage()
+ pushViewport(viewport(layout = grid.layout(nrow(layout), ncol(layout))))
+
+ # Make each plot, in the correct location
+ for (i in 1:numPlots) {
+ # Get the i,j matrix positions of the regions that contain this subplot
+ matchidx <- as.data.frame(which(layout == i, arr.ind = TRUE))
+
+ print(plots[[i]], vp = viewport(layout.pos.row = matchidx$row,
+ layout.pos.col = matchidx$col))
+ }
+ }
+}
+```
+
+## Modelling abrasion loss
+
+This example concerns the dataset `rubber`, which you first met in Exercise 3.1. The experiment introduced in that exercise concerned an investigation of the resistance of rubber to abrasion (the abrasion loss) and how that resistance depended on various attributes of the rubber. In Exercise 3.1, the only explanatory variable we analysed was hardness; but in Exercise 3.19, a second explanatory variable, tensile strength, was taken into account too. There are 30 datapoints.
+
+```{r load_rubber}
+rubber <- read.csv('rubber.csv')
+rubber
+```
+
+The figures below show scatterplots of abrasion loss against hardness and of abrasion loss against strength. (A scatterplot of abrasion loss against hardness also appeared in Solution 3.1.) Figure (a) suggests a strong decreasing linear relationship of abrasion loss with hardness. Figure (b) is much less indicative of any strong dependence of abrasion loss on tensile strength.
+
+```{r rubber_plots}
+hardloss <- ggplot(rubber, aes(x=hardness, y=loss)) + geom_point()
+strloss <- ggplot(rubber, aes(x=strength, y=loss)) + geom_point()
+
+multiplot(hardloss, strloss, cols=2)
+```
+
+In exercise 3.5(a) you obtained the following output for the regression of abrasion loss on hardness.
+
+```{r hardness_fit}
+fit <- lm(loss ~ hardness, data = rubber)
+summary(fit)
+anova(fit)
+```
+
+### Exercise 5.1
+
+Now repeat the for the regression of abrasion loss on tensile strength.
+
+Enter your solution in the cell below.
+
+```{r ex5.1}
+# Your solution here
+```
+
+### Solution 5.1
+
+```{r ex5.1sol}
+fit <- lm(loss ~ strength, data = rubber)
+summary(fit)
+anova(fit)
+```
+
+Individually, then, regression of abrasion loss on hardness seems satisfactory, albeit accounting for a disappointingly small percentage of the variance in the response; regression of abrasion loss on tensile strength, on the other hand, seems to have very little explanatory power.
+
+
+### Multiple regression
+However, back in Exercise 3.19 it was shown that the residuals from the former regression showed a clear relationship with the tensile strength values, and this suggested that a regression model involving both variables is necessary.
+
+Let us try it. The only change is to include `strength` in the equations being fitted in the `lm()` function. Instead of
+
+```{r, eval = FALSE}
+lm(loss ~ hardness, data = rubber)
+```
+use
+```{r, eval = FALSE}
+lm(loss ~ hardness + strength, data = rubber)
+```
+
+```{r hardness_str_fit}
+fit <- lm(loss ~ hardness + strength, data = rubber)
+summary(fit)
+anova(fit)
+```
+
+Looking at the regression coefficient output next, the estimated model for the mean response is
+
+$$ \hat{y} = \hat{\alpha} + \hat{\beta}_1 x_1 + \hat{\beta}_2 x_2 = 885.2 − 6.571 x_1 − 1.374 x_2 $$
+
+where $x_1$ and $x_2$ stand for values of hardness and tensile strength, respectively.
+
+Associated with each estimated parameter, GenStat gives a standard error (details of the calculation of which need not concern us now) and hence a _t_-statistic (estimate divided by standard error) to be compared with the distribution on `d.f. (Residual)`=27 degrees of freedom. GenStat makes the comparison and gives _p_ values, which in this case are all very small, suggesting strong evidence for the non-zeroness (and hence presence) of each parameter, $\alpha$, $\beta_1$ and $\beta_2$, individually.
+
+So, even though the single regression of abrasion loss on tensile strength did not suggest a close relationship, when taken in conjunction with the effect of hardness the effect of tensile strength is also a considerable one. A key idea here is that $\beta_1$ and $\beta_2$ (and more generally $\beta_1, \beta_2, \ldots , \beta_k$ in model (5.1)) are partial regression coefficients. That is, $\beta_1$ measures the effect of an increase of one unit in $x_1$ treating the value of the other variable $x_2$ as fixed. Contrast this with the single regression model $E(Y) = \alpha + \beta_1 x_1$ in which $\beta_1$ represents an increase of one unit in $x_1$ treating $x_2$ as zero. The meaning of $\beta_1$ in the regression models with one and two explanatory variables is not the same.
+
+You will notice that the percentage of variance accounted for has increased dramatically in the two-explanatory-variable model to a much more respectable 82.8%. This statistic has the same interpretation — or difficulty of interpretation — as for the case of one explanatory variable (see [Unit 3](unit3.ipynb)).
+
+Other items in the GenStat output are as for the case of one explanatory variable: the `Standard error of observations` is $\hat{\sigma}$, and is the square root of `m.s. (Residual)`; the message about standardised residuals will be clarified below; and the message about leverage will be ignored until [Unit 10](unit10.ipynb).
+
+The simple residuals are, again, defined as the differences between the observed and predicted responses:
+
+$$ r_i = y_i - \left( \hat{\alpha} + \sum_{j=1}^{k} \hat{\beta}_j x_{i, j} \right) ,\ i = 1, 2, \ldots, n. $$
+
+GenStat can obtain these for you and produce a plot of residuals against fitted values. The fitted values are simply $\hat{Y}_i = \hat{\alpha} + \sum_{j=1}^{k} \hat{\beta}_j x_{i, j}$. As in the regression models in [Unit 3](unit3.ipynb), the default in GenStat is to use deviance residuals which, in this context, are equivalent to standardised residuals (simple residuals divided by their estimated standard errors).
+
+## Gratuitous example of more complex maths markup
+If
+
+$$ \rho(z) = \rho_c \exp \left( - \frac{z^2}{2H^2} \right) $$
+
+then
+
+\begin{eqnarray*}
+\frac{\partial \rho(z)}{\partial z} & = & \rho_c \frac{\partial}{\partial z}\exp
+ \left( - \frac{z^2}{2H^2} \right) \\
+ & = & \rho_c \exp \left( - \frac{z^2}{2H^2} \right) \cdot
+ \frac{\partial}{\partial z} \left( - \frac{z^2}{2H^2} \right) \\
+ & = & \rho_c \exp \left( - \frac{z^2}{2H^2} \right) \cdot
+ - \frac{z}{H^2} \\
+ & = & - \frac{z}{H^2} \rho(z)
+\end{eqnarray*}
+
+
+## Example 5.2
+Something about plots of residuals...
+
+```{r residual_plots}
+fit <- lm(loss ~ hardness + strength, data = rubber)
+autoplot(fit)
+```
+
+These plots are of just the same sort as those in [Unit 3](unit3.ipynb), and are interpreted in the same way. In this case, the normal plot and histogram show some slight suggestion of skewness in the residuals, but there is no obvious cause to doubt the model. In the regression output, GenStat flagged one of the points (number 19) as having a large standardised (i.e. deviance) residual. To decide which points to flag in this way, GenStat uses the same rules as described in [Units 3](unit3.ipynb) and [4](unit4.ipynb). In this case, it warned us about the most negative residual. However, the value of this standardised residual is not very large (at −2.38), and the plot of residuals against fitted values in Figure 5.2 makes it clear that this particular residual is not exceptionally large relative to some of the others, which are almost as large.
+
+
+### Exercise 5.2
+The table below shows values for the first five datapoints, of 13, of a dataset concerned with predicting the heat evolved when cement sets via knowledge of its constituents. There are two explanatory variables, tricalcium aluminate (TA) and tricalcium silicate (TS), and the response variable is the heat generated in calories per gram (heat).
+
+heat | TA | TS
+-----|----|-----
+78.5 | 7 | 26
+74.3 | 1 | 29
+104.3 | 11 | 56
+87.6 | 11 | 31
+95.9 | 7 | 52
+ $\vdots$ | $\vdots$ | $\vdots$
+
+a. Load the `cemheat` dataset.
+
+b. Make scatterplots of heat against each of TA and TS in turn, and comment on what you see.
+
+c. Use GenStat to fit each individual regression equation (of heat on TA and of heat on TS) in turn, and then to fit the regression equation with two explanatory variables. Does the latter regression equation give you a better model than either of the individual ones?
+
+d. According to the regression equation with two explanatory variables fitted in part (b), what is the predicted value of heat when TA = 15 and TS = 55?
+
+e. By looking at the (default) composite residual plots, comment on the appropriateness of the fitted regression model.
+
+The solution is in the [Section 5.1 solutions](section5.1solutions.ipynb) notebook.
+
+### Exercise 5.3: Fitting a quadratic regression model
+In Unit 3, the dataset `anaerob` was briefly considered (Example 3.1) and swiftly dismissed as a candidate for simple linear regression modelling. The reason is clear from the figure below, in which the response variable, expired ventilation ($y$), is plotted against the single explanatory variable, oxygen uptake ($x$). (The same plot appeared as Figure 3.1 in Example 3.1.) A model quadratic in $x$, i.e. $E(Y) = \alpha + \beta x + \gamma x^2$, was suggested instead.
+
+```{r anaerobic_plot}
+anaerobic <- read.csv('anaerob.csv')
+ggplot(anaerobic, aes(x=oxygen, y=ventil)) + geom_point()
+```
+
+Since this quadratic model is nonetheless linear in its parameters, we can fit it using multiple regression of $y$ on $x$ plus the new variable $x^2$. Even though $x_1 = x$ and $x_2 = x^2$ are closely related, there is no immediate impediment to forgetting this and regressing on them in the usual way. A variable such as $x_2$ is sometimes called a derived variable.
+
+a. Using GenStat, perform the regression of expired ventilation (`ventil`) on oxygen uptake (`oxygen`). Are you at all surprised by how good this regression model seems?
+
+b. Now form a new variable `oxy2`, say, by squaring oxygen. (Create a new column in the `anearobic` dataframe which is `anaerobic$oxygen ^ 2`.) Perform the regression of ventil on `oxygen` and `oxy2`. Comment on the fit of this model according to the printed output (and with recourse to Figure 3.2 in Example 3.1).
+
+c. Make the usual residual plots and comment on the fit of the model again.
+
+The solution is in the [Section 5.1 solutions](section5.1solutions.ipynb) notebook.
+
--- /dev/null
+<!DOCTYPE html>
+
+<html xmlns="http://www.w3.org/1999/xhtml">
+
+<head>
+
+<meta charset="utf-8" />
+<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+<meta name="generator" content="pandoc" />
+
+
+
+
+<title>section5.1</title>
+
+<script src="data:application/x-javascript;base64,/*! jQuery v1.11.3 | (c) 2005, 2015 jQuery Foundation, Inc. | jquery.org/license */
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e0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Ffont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO%2BYOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr%2BH1jR7km9vcvqN9657vffefkv%2BfKxge1X%2B7RdjYUPIESN7gTvRkB%2FRMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F%2BUX4%2BWKS4iBTP0IWxGtZgOdMaV4KTayqHQF%2FVihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g%2FqRCuy3vmQ3W9Vu8qbVbP%2BSzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB%2BLopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9RW3t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AF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjFTMVIREzNSM1IQMgMggLGRMmGBlkMhkZ%2FnAEDiIaFmQZGCYTGQsIMgMgASzIyP7UyMgBLAK8FSAVDggDAf3aFhkCAWRkAQUJFQ4CJgEDCA4VIBUBLPzgZGQBLGRkAAABAMgAZgNyBEoAEgAAATMyFgcJARYGKwEiJwEmNDcBNgK9oBAKDP4wAdAMChCgDQr%2BKQcHAdcKBEoWDP4w%2FjAMFgkB1wgUCAHXCQAAAQE%2BAGYD6ARKABIAAAEzMhcBFhQHAQYrASImNwkBJjYBU6ANCgHXBwf%2BKQoNoBAKDAHQ%2FjAMCgRKCf4pCBQI%2FikJFgwB0AHQDBYAAAEAZgDIBEoDcgASAAAAFh0BFAcBBiInASY9ATQ2FwkBBDQWCf4pCBQI%2FikJFgwB0AHQA3cKEKANCv4pBwcB1woNoBAKDP4wAdAAAAABAGYBPgRKA%2BgAEgAACQEWHQEUBicJAQYmPQE0NwE2MgJqAdcJFgz%2BMP4wDBYJAdcIFAPh%2FikKDaAQCgwB0P4wDAoQoA0KAdcHAAAAAgDZ%2F%2FkEPQSwAAUAOgAAARQGIzQ2BTMyFh8BNjc%2BAh4EBgcOBgcGIiYjIgYiJy4DLwEuAT4EHgEXJyY2A%2BiwfLD%2BVmQVJgdPBQsiKFAzRyorDwURAQQSFyozTSwNOkkLDkc3EDlfNyYHBw8GDyUqPjdGMR%2BTDA0EsHywfLDIHBPCAQIGBwcFDx81S21DBxlLR1xKQhEFBQcHGWt0bCQjP2hJNyATBwMGBcASGAAAAAACAMgAFQOEBLAAFgAaAAATITIWFREUBisBEQcGJjURIyImNRE0NhcVITX6AlgVHR0Vlv8TGpYVHR2rASwEsB0V%2FnAVHf4MsgkQFQKKHRUBkBUdZGRkAAAAAgDIABkETASwAA4AEgAAEyEyFhURBRElIREjETQ2ARU3NfoC7ic9%2FUQCWP1EZB8BDWQEsFEs%2FFt1A7Z9%2FBgEARc0%2FV1kFGQAAQAAAAECTW%2FDBF9fDzz1AB8EsAAAAADQdnOXAAAAANB2c5f%2FUf%2BcBdwFFAAAAAgAAg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3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzMyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI1IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTYiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNmZhOyIgZD0iTTc3NCAxMTkzLjVxMTYgLTkuNSAyMC41IC0yN3QtNS41IC0zMy41bC0xMzYgLTE4N2w0NjcgLTc0NmgzMHEyMCAwIDM1IC0xOC41dDE1IC0zOS41di00MmgtMTIwMHY0MnEwIDIxIDE1IDM5LjV0MzUgMTguNWgzMGw0NjggNzQ2bC0xMzUgMTgzcS0xMCAxNiAtNS41IDM0dDIwLjUgMjh0MzQgNS41dDI4IC0yMC41bDExMSAtMTQ4bDExMiAxNTBxOSAxNiAyNyAyMC41dDM0IC01ek02MDAgMjAwaDM3N2wtMTgyIDExMmwtMTk1IDUzNHYtNjQ2eiAiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDMyOyIgZD0iTTEyNSAxMjAwaDEwNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0xMTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMTA1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djExNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNMTA3NSAxMDAwaC04NTBxLTEwIDAgLTE3LjUgLTcuNXQtNy41IC0xNy41di04NTBxMCAtMTAgNy41IC0xNy41dDE3LjUgLTcuNWg4NTBxMTAgMCAxNy41IDcuNXQ3LjUgMTcuNXY4NTAgcTAgMTAgLTcuNSAxNy41dC0xNy41IDcuNXpNMzI1IDkwMGg1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek01MjUgOTAwaDQ1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNDUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NTAgcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTMyNSA3MDBoNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di01MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNNTI1IDcwMGg0NTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di01MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTQ1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djUwIHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek0zMjUgNTAwaDUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC01MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTUyNSA1MDBoNDUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC00NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1MCBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNMzI1IDMwMGg1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek01MjUgMzAwaDQ1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNDUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NTAgcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAzMzsiIGQ9Ik05MDAgODAwdjIwMHEwIDgzIC01OC41IDE0MS41dC0xNDEuNSA1OC41aC0zMDBxLTgyIDAgLTE0MSAtNTl0LTU5IC0xNDF2LTIwMGgtMTAwcS00MSAwIC03MC41IC0yOS41dC0yOS41IC03MC41di02MDBxMCAtNDEgMjkuNSAtNzAuNXQ3MC41IC0yOS41aDkwMHE0MSAwIDcwLjUgMjkuNXQyOS41IDcwLjV2NjAwcTAgNDEgLTI5LjUgNzAuNXQtNzAuNSAyOS41aC0xMDB6TTQwMCA4MDB2MTUwcTAgMjEgMTUgMzUuNXQzNSAxNC41aDIwMCBxMjAgMCAzNSAtMTQuNXQxNSAtMzUuNXYtMTUwaC0zMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAzNDsiIGQ9Ik0xMjUgMTEwMGg1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTEwNzVoLTEwMHYxMDc1cTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTEwNzUgMTA1MnE0IDAgOSAtMnExNiAtNiAxNiAtMjN2LTQyMXEwIC02IC0zIC0xMnEtMzMgLTU5IC02Ni41IC05OXQtNjUuNSAtNTh0LTU2LjUgLTI0LjV0LTUyLjUgLTYuNXEtMjYgMCAtNTcuNSA2LjV0LTUyLjUgMTMuNXQtNjAgMjFxLTQxIDE1IC02MyAyMi41dC01Ny41IDE1dC02NS41IDcuNSBxLTg1IDAgLTE2MCAtNTdxLTcgLTUgLTE1IC01cS02IDAgLTExIDNxLTE0IDcgLTE0IDIydjQzOHEyMiA1NSA4MiA5OC41dDExOSA0Ni41cTIzIDIgNDMgMC41dDQzIC03dDMyLjUgLTguNXQzOCAtMTN0MzIuNSAtMTFxNDEgLTE0IDYzLjUgLTIxdDU3IC0xNHQ2My41IC03cTEwMyAwIDE4MyA4N3E3IDggMTggOHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDM1OyIgZD0iTTYwMCAxMTc1cTExNiAwIDIyNyAtNDkuNXQxOTIuNSAtMTMxdDEzMSAtMTkyLjV0NDkuNSAtMjI3di0zMDBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC01MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djMwMHEwIDEyNyAtNzAuNSAyMzEuNXQtMTg0LjUgMTYxLjV0LTI0NSA1N3QtMjQ1IC01N3QtMTg0LjUgLTE2MS41dC03MC41IC0yMzEuNXYtMzAwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNTAgcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MzAwcTAgMTE2IDQ5LjUgMjI3dDEzMSAxOTIuNXQxOTIuNSAxMzF0MjI3IDQ5LjV6TTIyMCA1MDBoMTYwcTggMCAxNCAtNnQ2IC0xNHYtNDYwcTAgLTggLTYgLTE0dC0xNCAtNmgtMTYwcS04IDAgLTE0IDZ0LTYgMTR2NDYwcTAgOCA2IDE0dDE0IDZ6TTgyMCA1MDBoMTYwcTggMCAxNCAtNnQ2IC0xNHYtNDYwcTAgLTggLTYgLTE0dC0xNCAtNmgtMTYwcS04IDAgLTE0IDZ0LTYgMTR2NDYwIHEwIDggNiAxNHQxNCA2eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMzY7IiBkPSJNMzIxIDgxNGwyNTggMTcycTkgNiAxNSAyLjV0NiAtMTMuNXYtNzUwcTAgLTEwIC02IC0xMy41dC0xNSAyLjVsLTI1OCAxNzJxLTIxIDE0IC00NiAxNGgtMjUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MzUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjVoMjUwcTI1IDAgNDYgMTR6TTkwMCA2NjhsMTIwIDEyMHE3IDcgMTcgN3QxNyAtN2wzNCAtMzRxNyAtNyA3IC0xN3QtNyAtMTdsLTEyMCAtMTIwbDEyMCAtMTIwcTcgLTcgNyAtMTcgdC03IC0xN2wtMzQgLTM0cS03IC03IC0xNyAtN3QtMTcgN2wtMTIwIDExOWwtMTIwIC0xMTlxLTcgLTcgLTE3IC03dC0xNyA3bC0zNCAzNHEtNyA3IC03IDE3dDcgMTdsMTE5IDEyMGwtMTE5IDEyMHEtNyA3IC03IDE3dDcgMTdsMzQgMzRxNyA4IDE3IDh0MTcgLTh6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAzNzsiIGQ9Ik0zMjEgODE0bDI1OCAxNzJxOSA2IDE1IDIuNXQ2IC0xMy41di03NTBxMCAtMTAgLTYgLTEzLjV0LTE1IDIuNWwtMjU4IDE3MnEtMjEgMTQgLTQ2IDE0aC0yNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYzNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgyNTBxMjUgMCA0NiAxNHpNNzY2IDkwMGg0cTEwIC0xIDE2IC0xMHE5NiAtMTI5IDk2IC0yOTBxMCAtMTU0IC05MCAtMjgxcS02IC05IC0xNyAtMTBsLTMgLTFxLTkgMCAtMTYgNiBsLTI5IDIzcS03IDcgLTguNSAxNi41dDQuNSAxNy41cTcyIDEwMyA3MiAyMjlxMCAxMzIgLTc4IDIzOHEtNiA4IC00LjUgMTh0OS41IDE3bDI5IDIycTcgNSAxNSA1eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMzg7IiBkPSJNOTY3IDEwMDRoM3ExMSAtMSAxNyAtMTBxMTM1IC0xNzkgMTM1IC0zOTZxMCAtMTA1IC0zNCAtMjA2LjV0LTk4IC0xODUuNXEtNyAtOSAtMTcgLTEwaC0zcS05IDAgLTE2IDZsLTQyIDM0cS04IDYgLTkgMTZ0NSAxOHExMTEgMTUwIDExMSAzMjhxMCA5MCAtMjkuNSAxNzZ0LTg0LjUgMTU3cS02IDkgLTUgMTl0MTAgMTZsNDIgMzNxNyA1IDE1IDV6TTMyMSA4MTRsMjU4IDE3MnE5IDYgMTUgMi41dDYgLTEzLjV2LTc1MHEwIC0xMCAtNiAtMTMuNSB0LTE1IDIuNWwtMjU4IDE3MnEtMjEgMTQgLTQ2IDE0aC0yNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYzNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgyNTBxMjUgMCA0NiAxNHpNNzY2IDkwMGg0cTEwIC0xIDE2IC0xMHE5NiAtMTI5IDk2IC0yOTBxMCAtMTU0IC05MCAtMjgxcS02IC05IC0xNyAtMTBsLTMgLTFxLTkgMCAtMTYgNmwtMjkgMjNxLTcgNyAtOC41IDE2LjV0NC41IDE3LjVxNzIgMTAzIDcyIDIyOXEwIDEzMiAtNzggMjM4IHEtNiA4IC00LjUgMTguNXQ5LjUgMTYuNWwyOSAyMnE3IDUgMTUgNXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ4OyIgZD0iTTc1MyA2NDFxNSAtMSAxNC41IC00LjV0MzYgLTE1LjV0NTAuNSAtMjYuNXQ1My41IC00MHQ1MC41IC01NC41dDM1LjUgLTcwdDE0LjUgLTg3cTAgLTY3IC0yNy41IC0xMjUuNXQtNzEuNSAtOTcuNXQtOTguNSAtNjYuNXQtMTA4LjUgLTQwLjV0LTEwMiAtMTNoLTUwMHY4OXE0MSA3IDcwLjUgMzIuNXQyOS41IDY1LjV2ODI3cTAgMjQgLTAuNSAzNHQtMy41IDI0dC04LjUgMTkuNXQtMTcgMTMuNXQtMjggMTIuNXQtNDIuNSAxMS41djcxIGw0NzEgLTFxNTcgMCAxMTUuNSAtMjAuNXQxMDggLTU3dDgwLjUgLTk0dDMxIC0xMjQuNXEwIC01MSAtMTUuNSAtOTYuNXQtMzggLTc0LjV0LTQ1IC01MC41dC0zOC41IC0zMC41ek00MDAgNzAwaDEzOXE3OCAwIDEzMC41IDQ4LjV0NTIuNSAxMjIuNXEwIDQxIC04LjUgNzAuNXQtMjkuNSA1NS41dC02Mi41IDM5LjV0LTEwMy41IDEzLjVoLTExOHYtMzUwek00MDAgMjAwaDIxNnE4MCAwIDEyMSA1MC41dDQxIDEzMC41cTAgOTAgLTYyLjUgMTU0LjUgdC0xNTYuNSA2NC41aC0xNTl2LTQwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTAzOyIgZD0iTTExNjUgMTE5MHE4IDMgMjEgLTYuNXQxMyAtMTcuNXEtMiAtMTc4IC0yNC41IC0zMjMuNXQtNTUuNSAtMjQ1LjV0LTg3IC0xNzQuNXQtMTAyLjUgLTExOC41dC0xMTggLTY4LjV0LTExOC41IC0zM3QtMTIwIC00LjV0LTEwNSA5LjV0LTkwIDE2LjVxLTYxIDEyIC03OCAxMXEtNCAxIC0xMi41IDB0LTM0IC0xNC41dC01Mi41IC00MC41bC0xNTMgLTE1M3EtMjYgLTI0IC0zNyAtMTQuNXQtMTEgNDMuNXEwIDY0IDQyIDEwMnE4IDggNTAuNSA0NSB0NjYuNSA1OHExOSAxNyAzNSA0N3QxMyA2MXEtOSA1NSAtMTAgMTAyLjV0NyAxMTF0MzcgMTMwdDc4IDEyOS41cTM5IDUxIDgwIDg4dDg5LjUgNjMuNXQ5NC41IDQ1dDExMy41IDM2dDEyOSAzMXQxNTcuNSAzN3QxODIgNDcuNXpNMTExNiAxMDk4cS04IDkgLTIyLjUgLTN0LTQ1LjUgLTUwcS0zOCAtNDcgLTExOSAtMTAzLjV0LTE0MiAtODkuNWwtNjIgLTMzcS01NiAtMzAgLTEwMiAtNTd0LTEwNCAtNjh0LTEwMi41IC04MC41dC04NS41IC05MSB0LTY0IC0xMDQuNXEtMjQgLTU2IC0zMSAtODZ0MiAtMzJ0MzEuNSAxNy41dDU1LjUgNTkuNXEyNSAzMCA5NCA3NS41dDEyNS41IDc3LjV0MTQ3LjUgODFxNzAgMzcgMTE4LjUgNjl0MTAyIDc5LjV0OTkgMTExdDg2LjUgMTQ4LjVxMjIgNTAgMjQgNjB0LTYgMTl6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEwNDsiIGQ9Ik02NTMgMTIzMXEtMzkgLTY3IC01NC41IC0xMzF0LTEwLjUgLTExNC41dDI0LjUgLTk2LjV0NDcuNSAtODB0NjMuNSAtNjIuNXQ2OC41IC00Ni41dDY1IC0zMHEtNCA3IC0xNy41IDM1dC0xOC41IDM5LjV0LTE3IDM5LjV0LTE3IDQzdC0xMyA0MnQtOS41IDQ0LjV0LTIgNDJ0NCA0M3QxMy41IDM5dDIzIDM4LjVxOTYgLTQyIDE2NSAtMTA3LjV0MTA1IC0xMzh0NTIgLTE1NnQxMyAtMTU5dC0xOSAtMTQ5LjVxLTEzIC01NSAtNDQgLTEwNi41IHQtNjggLTg3dC03OC41IC02NC41dC03Mi41IC00NXQtNTMgLTIycS03MiAtMjIgLTEyNyAtMTFxLTMxIDYgLTEzIDE5cTYgMyAxNyA3cTEzIDUgMzIuNSAyMXQ0MSA0NHQzOC41IDYzLjV0MjEuNSA4MS41dC02LjUgOTQuNXQtNTAgMTA3dC0xMDQgMTE1LjVxMTAgLTEwNCAtMC41IC0xODl0LTM3IC0xNDAuNXQtNjUgLTkzdC04NCAtNTJ0LTkzLjUgLTExdC05NSAyNC41cS04MCAzNiAtMTMxLjUgMTE0dC01My41IDE3MXEtMiAyMyAwIDQ5LjUgdDQuNSA1Mi41dDEzLjUgNTZ0MjcuNSA2MHQ0NiA2NC41dDY5LjUgNjguNXEtOCAtNTMgLTUgLTEwMi41dDE3LjUgLTkwdDM0IC02OC41dDQ0LjUgLTM5dDQ5IC0ycTMxIDEzIDM4LjUgMzZ0LTQuNSA1NXQtMjkgNjQuNXQtMzYgNzV0LTI2IDc1LjVxLTE1IDg1IDIgMTYxLjV0NTMuNSAxMjguNXQ4NS41IDkyLjV0OTMuNSA2MXQ4MS41IDI1LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEwNTsiIGQ9Ik02MDAgMTA5NHE4MiAwIDE2MC41IC0yMi41dDE0MCAtNTl0MTE2LjUgLTgyLjV0OTQuNSAtOTV0NjggLTk1dDQyLjUgLTgyLjV0MTQgLTU3LjV0LTE0IC01Ny41dC00MyAtODIuNXQtNjguNSAtOTV0LTk0LjUgLTk1dC0xMTYuNSAtODIuNXQtMTQwIC01OXQtMTU5LjUgLTIyLjV0LTE1OS41IDIyLjV0LTE0MCA1OXQtMTE2LjUgODIuNXQtOTQuNSA5NXQtNjguNSA5NXQtNDMgODIuNXQtMTQgNTcuNXQxNCA1Ny41dDQyLjUgODIuNXQ2OCA5NSB0OTQuNSA5NXQxMTYuNSA4Mi41dDE0MCA1OXQxNjAuNSAyMi41ek04ODggODI5cS0xNSAxNSAtMTggMTJ0NSAtMjJxMjUgLTU3IDI1IC0xMTlxMCAtMTI0IC04OCAtMjEydC0yMTIgLTg4dC0yMTIgODh0LTg4IDIxMnEwIDU5IDIzIDExNHE4IDE5IDQuNSAyMnQtMTcuNSAtMTJxLTcwIC02OSAtMTYwIC0xODRxLTEzIC0xNiAtMTUgLTQwLjV0OSAtNDIuNXEyMiAtMzYgNDcgLTcxdDcwIC04MnQ5Mi41IC04MXQxMTMgLTU4LjV0MTMzLjUgLTI0LjUgdDEzMy41IDI0dDExMyA1OC41dDkyLjUgODEuNXQ3MCA4MS41dDQ3IDcwLjVxMTEgMTggOSA0Mi41dC0xNCA0MS41cS05MCAxMTcgLTE2MyAxODl6TTQ0OCA3MjdsLTM1IC0zNnEtMTUgLTE1IC0xOS41IC0zOC41dDQuNSAtNDEuNXEzNyAtNjggOTMgLTExNnExNiAtMTMgMzguNSAtMTF0MzYuNSAxN2wzNSAzNHExNCAxNSAxMi41IDMzLjV0LTE2LjUgMzMuNXEtNDQgNDQgLTg5IDExN3EtMTEgMTggLTI4IDIwdC0zMiAtMTJ6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEwNjsiIGQ9Ik01OTIgMGgtMTQ4bDMxIDEyMHEtOTEgMjAgLTE3NS41IDY4LjV0LTE0My41IDEwNi41dC0xMDMuNSAxMTl0LTY2LjUgMTEwdC0yMiA3NnEwIDIxIDE0IDU3LjV0NDIuNSA4Mi41dDY4IDk1dDk0LjUgOTV0MTE2LjUgODIuNXQxNDAgNTl0MTYwLjUgMjIuNXE2MSAwIDEyNiAtMTVsMzIgMTIxaDE0OHpNOTQ0IDc3MGw0NyAxODFxMTA4IC04NSAxNzYuNSAtMTkydDY4LjUgLTE1OXEwIC0yNiAtMTkuNSAtNzF0LTU5LjUgLTEwMnQtOTMgLTExMiB0LTEyOSAtMTA0LjV0LTE1OCAtNzUuNWw0NiAxNzNxNzcgNDkgMTM2IDExN3Q5NyAxMzFxMTEgMTggOSA0Mi41dC0xNCA0MS41cS01NCA3MCAtMTA3IDEzMHpNMzEwIDgyNHEtNzAgLTY5IC0xNjAgLTE4NHEtMTMgLTE2IC0xNSAtNDAuNXQ5IC00Mi41cTE4IC0zMCAzOSAtNjB0NTcgLTcwLjV0NzQgLTczdDkwIC02MXQxMDUgLTQxLjVsNDEgMTU0cS0xMDcgMTggLTE3OC41IDEwMS41dC03MS41IDE5My41cTAgNTkgMjMgMTE0cTggMTkgNC41IDIyIHQtMTcuNSAtMTJ6TTQ0OCA3MjdsLTM1IC0zNnEtMTUgLTE1IC0xOS41IC0zOC41dDQuNSAtNDEuNXEzNyAtNjggOTMgLTExNnExNiAtMTMgMzguNSAtMTF0MzYuNSAxN2wxMiAxMWwyMiA4NmwtMyA0cS00NCA0NCAtODkgMTE3cS0xMSAxOCAtMjggMjB0LTMyIC0xMnoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTMyOyIgZD0iTTYwMCAxMTc4cTExOCAwIDIyNSAtNDUuNXQxODQuNSAtMTIzdDEyMyAtMTg0LjV0NDUuNSAtMjI1dC00NS41IC0yMjV0LTEyMyAtMTg0LjV0LTE4NC41IC0xMjN0LTIyNSAtNDUuNXQtMjI1IDQ1LjV0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNXQ0NS41IDIyNXQxMjMgMTg0LjV0MTg0LjUgMTIzdDIyNSA0NS41ek01NjEgODU1bC0yNzUgLTIyM3EtMTYgLTEzIC0xNiAtMzJ0MTYgLTMybDI3NSAtMjIzcTE2IC0xMyAyNy41IC04IHQxMS41IDI2djEzN2gyNzVxMTAgMCAxNy41IDcuNXQ3LjUgMTcuNXYxNTBxMCAxMCAtNy41IDE3LjV0LTE3LjUgNy41aC0yNzV2MTM3cTAgMjEgLTExLjUgMjZ0LTI3LjUgLTh6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEzMzsiIGQ9Ik02MDAgMTE3OHExMTggMCAyMjUgLTQ1LjV0MTg0LjUgLTEyM3QxMjMgLTE4NC41dDQ1LjUgLTIyNXQtNDUuNSAtMjI1dC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjUgLTQ1LjV0LTIyNSA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjV0NDUuNSAyMjV0MTIzIDE4NC41dDE4NC41IDEyM3QyMjUgNDUuNXpNODU1IDYzOWwtMjIzIDI3NXEtMTMgMTYgLTMyIDE2dC0zMiAtMTZsLTIyMyAtMjc1cS0xMyAtMTYgLTggLTI3LjUgdDI2IC0xMS41aDEzN3YtMjc1cTAgLTEwIDcuNSAtMTcuNXQxNy41IC03LjVoMTUwcTEwIDAgMTcuNSA3LjV0Ny41IDE3LjV2Mjc1aDEzN3EyMSAwIDI2IDExLjV0LTggMjcuNXoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTY1OyIgZD0iTTYwMCAxMTg2cTExOSAwIDIyNy41IC00Ni41dDE4NyAtMTI1dDEyNSAtMTg3dDQ2LjUgLTIyNy41dC00Ni41IC0yMjcuNXQtMTI1IC0xODd0LTE4NyAtMTI1dC0yMjcuNSAtNDYuNXQtMjI3LjUgNDYuNXQtMTg3IDEyNXQtMTI1IDE4N3QtNDYuNSAyMjcuNXQ0Ni41IDIyNy41dDEyNSAxODd0MTg3IDEyNXQyMjcuNSA0Ni41ek02MDAgMTAyMnEtMTE1IDAgLTIxMiAtNTYuNXQtMTUzLjUgLTE1My41dC01Ni41IC0yMTJ0NTYuNSAtMjEyIHQxNTMuNSAtMTUzLjV0MjEyIC01Ni41dDIxMiA1Ni41dDE1My41IDE1My41dDU2LjUgMjEydC01Ni41IDIxMnQtMTUzLjUgMTUzLjV0LTIxMiA1Ni41ek02MDAgNzk0cTgwIDAgMTM3IC01N3Q1NyAtMTM3dC01NyAtMTM3dC0xMzcgLTU3dC0xMzcgNTd0LTU3IDEzN3Q1NyAxMzd0MTM3IDU3eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNjY7IiBkPSJNNDUwIDEyMDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0zNTBoMjQ1cTIwIDAgMjUgLTExdC05IC0yNmwtMzgzIC00MjZxLTE0IC0xNSAtMzMuNSAtMTV0LTMyLjUgMTVsLTM3OSA0MjZxLTEzIDE1IC04LjUgMjZ0MjUuNSAxMWgyNTB2MzUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgMzAwaDEwMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTI1MGgtMTEwMHYyNTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41eiBNOTAwIDIwMHYtNTBoMTAwdjUwaC0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE2NzsiIGQ9Ik01ODMgMTE4MmwzNzggLTQzNXExNCAtMTUgOSAtMzF0LTI2IC0xNmgtMjQ0di0yNTBxMCAtMjAgLTE3IC0zNXQtMzkgLTE1aC0yMDBxLTIwIDAgLTMyIDE0LjV0LTEyIDM1LjV2MjUwaC0yNTBxLTIwIDAgLTI1LjUgMTYuNXQ4LjUgMzEuNWwzODMgNDMxcTE0IDE2IDMzLjUgMTd0MzMuNSAtMTR6TTUwIDMwMGgxMDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yNTBoLTExMDB2MjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXogTTkwMCAyMDB2LTUwaDEwMHY1MGgtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNjg7IiBkPSJNMzk2IDcyM2wzNjkgMzY5cTcgNyAxNy41IDd0MTcuNSAtN2wxMzkgLTEzOXE3IC04IDcgLTE4LjV0LTcgLTE3LjVsLTUyNSAtNTI1cS03IC04IC0xNy41IC04dC0xNy41IDhsLTI5MiAyOTFxLTcgOCAtNyAxOHQ3IDE4bDEzOSAxMzlxOCA3IDE4LjUgN3QxNy41IC03ek01MCAzMDBoMTAwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjUwaC0xMTAwdjI1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTkwMCAyMDB2LTUwaDEwMHY1MCBoLTEwMHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTk5OyIgZD0iTTcwMCAxMDB2MTAwaDQwMGwtMjcwIDMwMGgxNzBsLTI3MCAzMDBoMTcwbC0zMDAgMzMzbC0zMDAgLTMzM2gxNzBsLTI3MCAtMzAwaDE3MGwtMjcwIC0zMDBoNDAwdi0xMDBoLTUwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di01MGg0MDB2NTBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjVoLTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMDA7IiBkPSJNNjAwIDExNzlxOTQgMCAxNjcuNSAtNTYuNXQ5OS41IC0xNDUuNXE4OSAtNiAxNTAuNSAtNzEuNXQ2MS41IC0xNTUuNXEwIC02MSAtMjkuNSAtMTEyLjV0LTc5LjUgLTgyLjVxOSAtMjkgOSAtNTVxMCAtNzQgLTUyLjUgLTEyNi41dC0xMjYuNSAtNTIuNXEtNTUgMCAtMTAwIDMwdi0yNTFxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTUwaC0zMDB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41djI1MXEtNDUgLTMwIC0xMDAgLTMwIHEtNzQgMCAtMTI2LjUgNTIuNXQtNTIuNSAxMjYuNXEwIDE4IDQgMzhxLTQ3IDIxIC03NS41IDY1dC0yOC41IDk3cTAgNzQgNTIuNSAxMjYuNXQxMjYuNSA1Mi41cTUgMCAyMyAtMnEwIDIgLTEgMTB0LTEgMTNxMCAxMTYgODEuNSAxOTcuNXQxOTcuNSA4MS41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMDE7IiBkPSJNMTAxMCAxMDEwcTExMSAtMTExIDE1MC41IC0yNjAuNXQwIC0yOTl0LTE1MC41IC0yNjAuNXEtODMgLTgzIC0xOTEuNSAtMTI2LjV0LTIxOC41IC00My41dC0yMTguNSA0My41dC0xOTEuNSAxMjYuNXEtMTExIDExMSAtMTUwLjUgMjYwLjV0MCAyOTl0MTUwLjUgMjYwLjVxODMgODMgMTkxLjUgMTI2LjV0MjE4LjUgNDMuNXQyMTguNSAtNDMuNXQxOTEuNSAtMTI2LjV6TTQ3NiAxMDY1cS00IDAgLTggLTFxLTEyMSAtMzQgLTIwOS41IC0xMjIuNSB0LTEyMi41IC0yMDkuNXEtNCAtMTIgMi41IC0yM3QxOC41IC0xNGwzNiAtOXEzIC0xIDcgLTFxMjMgMCAyOSAyMnEyNyA5NiA5OCAxNjZxNzAgNzEgMTY2IDk4cTExIDMgMTcuNSAxMy41dDMuNSAyMi41bC05IDM1cS0zIDEzIC0xNCAxOXEtNyA0IC0xNSA0ek01MTIgOTIwcS00IDAgLTkgLTJxLTgwIC0yNCAtMTM4LjUgLTgyLjV0LTgyLjUgLTEzOC41cS00IC0xMyAyIC0yNHQxOSAtMTRsMzQgLTlxNCAtMSA4IC0xcTIyIDAgMjggMjEgcTE4IDU4IDU4LjUgOTguNXQ5Ny41IDU4LjVxMTIgMyAxOCAxMy41dDMgMjEuNWwtOSAzNXEtMyAxMiAtMTQgMTlxLTcgNCAtMTUgNHpNNzE5LjUgNzE5LjVxLTQ5LjUgNDkuNSAtMTE5LjUgNDkuNXQtMTE5LjUgLTQ5LjV0LTQ5LjUgLTExOS41dDQ5LjUgLTExOS41dDExOS41IC00OS41dDExOS41IDQ5LjV0NDkuNSAxMTkuNXQtNDkuNSAxMTkuNXpNODU1IDU1MXEtMjIgMCAtMjggLTIxcS0xOCAtNTggLTU4LjUgLTk4LjV0LTk4LjUgLTU3LjUgcS0xMSAtNCAtMTcgLTE0LjV0LTMgLTIxLjVsOSAtMzVxMyAtMTIgMTQgLTE5cTcgLTQgMTUgLTRxNCAwIDkgMnE4MCAyNCAxMzguNSA4Mi41dDgyLjUgMTM4LjVxNCAxMyAtMi41IDI0dC0xOC41IDE0bC0zNCA5cS00IDEgLTggMXpNMTAwMCA1MTVxLTIzIDAgLTI5IC0yMnEtMjcgLTk2IC05OCAtMTY2cS03MCAtNzEgLTE2NiAtOThxLTExIC0zIC0xNy41IC0xMy41dC0zLjUgLTIyLjVsOSAtMzVxMyAtMTMgMTQgLTE5cTcgLTQgMTUgLTQgcTQgMCA4IDFxMTIxIDM0IDIwOS41IDEyMi41dDEyMi41IDIwOS41cTQgMTIgLTIuNSAyM3QtMTguNSAxNGwtMzYgOXEtMyAxIC03IDF6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIwMjsiIGQ9Ik03MDAgODAwaDMwMHYtMzgwaC0xODB2MjAwaC0zNDB2LTIwMGgtMzgwdjc1NXEwIDEwIDcuNSAxNy41dDE3LjUgNy41aDU3NXYtNDAwek0xMDAwIDkwMGgtMjAwdjIwMHpNNzAwIDMwMGgxNjJsLTIxMiAtMjEybC0yMTIgMjEyaDE2MnYyMDBoMTAwdi0yMDB6TTUyMCAwaC0zOTVxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYzOTV6TTEwMDAgMjIwdi0xOTVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xOTV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIwMzsiIGQ9Ik03MDAgODAwaDMwMHYtNTIwbC0zNTAgMzUwbC01NTAgLTU1MHYxMDk1cTAgMTAgNy41IDE3LjV0MTcuNSA3LjVoNTc1di00MDB6TTEwMDAgOTAwaC0yMDB2MjAwek04NjIgMjAwaC0xNjJ2LTIwMGgtMTAwdjIwMGgtMTYybDIxMiAyMTJ6TTQ4MCAwaC0zNTVxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1NWgzODB2LTgwek0xMDAwIDgwdi01NXEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTE1NXY4MGgxODB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIwNDsiIGQ9Ik0xMTYyIDgwMGgtMTYydi0yMDBoMTAwbDEwMCAtMTAwaC0zMDB2MzAwaC0xNjJsMjEyIDIxMnpNMjAwIDgwMGgyMDBxMjcgMCA0MCAtMnQyOS41IC0xMC41dDIzLjUgLTMwdDcgLTU3LjVoMzAwdi0xMDBoLTYwMGwtMjAwIC0zNTB2NDUwaDEwMHEwIDM2IDcgNTcuNXQyMy41IDMwdDI5LjUgMTAuNXQ0MCAyek04MDAgNDAwaDI0MGwtMjQwIC00MDBoLTgwMGwzMDAgNTAwaDUwMHYtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMDU7IiBkPSJNNjUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGg1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoNTB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek0xMDAwIDg1MHYxNTBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTgwMCBxMCAtNDEgLTI5LjUgLTcwLjV0LTcwLjUgLTI5LjVoLTYwMHEtMSAwIC0yMCA0bDI0NiAyNDZsLTMyNiAzMjZ2MzI0cTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNXYtMTUwcTAgLTYyIDQ0IC0xMDZ0MTA2IC00NGgzMDBxNjIgMCAxMDYgNDR0NDQgMTA2ek00MTIgMjUwbC0yMTIgLTIxMnYxNjJoLTIwMHYxMDBoMjAwdjE2MnoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIzOyIgZD0iTTEwNTcgNjQ3bC0xODkgNTA2cS04IDE5IC0yNy41IDMzdC00MC41IDE0aC00MDBxLTIxIDAgLTQwLjUgLTE0dC0yNy41IC0zM2wtMTg5IC01MDZxLTggLTE5IDEuNSAtMzN0MzAuNSAtMTRoNjI1di0xNTBxMCAtMjEgMTQuNSAtMzUuNXQzNS41IC0xNC41dDM1LjUgMTQuNXQxNC41IDM1LjV2MTUwaDEyNXEyMSAwIDMwLjUgMTR0MS41IDMzek04OTcgMGgtNTk1djUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWg1MHY1MCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDQ4djMwMGgyMDB2LTMwMGg0N3EyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTBoNTBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMjQ7IiBkPSJNOTAwIDgwMGgzMDB2LTU3NXEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTM3NXY1OTFsLTMwMCAzMDB2ODRxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgzNzV2LTQwMHpNMTIwMCA5MDBoLTIwMHYyMDB6TTQwMCA2MDBoMzAwdi01NzVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC02NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgzNzV2LTQwMHpNNzAwIDcwMGgtMjAwdjIwMHogIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIyNTsiIGQ9Ik00ODQgMTA5NWgxOTVxNzUgMCAxNDYgLTMyLjV0MTI0IC04NnQ4OS41IC0xMjIuNXQ0OC41IC0xNDJxMTggLTE0IDM1IC0yMHEzMSAtMTAgNjQuNSA2LjV0NDMuNSA0OC41cTEwIDM0IC0xNSA3MXEtMTkgMjcgLTkgNDNxNSA4IDEyLjUgMTF0MTkgLTF0MjMuNSAtMTZxNDEgLTQ0IDM5IC0xMDVxLTMgLTYzIC00NiAtMTA2LjV0LTEwNCAtNDMuNWgtNjJxLTcgLTU1IC0zNSAtMTE3dC01NiAtMTAwbC0zOSAtMjM0cS0zIC0yMCAtMjAgLTM0LjUgdC0zOCAtMTQuNWgtMTAwcS0yMSAwIC0zMyAxNC41dC05IDM0LjVsMTIgNzBxLTQ5IC0xNCAtOTEgLTE0aC0xOTVxLTI0IDAgLTY1IDhsLTExIC02NHEtMyAtMjAgLTIwIC0zNC41dC0zOCAtMTQuNWgtMTAwcS0yMSAwIC0zMyAxNC41dC05IDM0LjVsMjYgMTU3cS04NCA3NCAtMTI4IDE3NWwtMTU5IDUzcS0xOSA3IC0zMyAyNnQtMTQgNDB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDEyNHExMSA4NyA1NiAxNjZsLTExMSA5NSBxLTE2IDE0IC0xMi41IDIzLjV0MjQuNSA5LjVoMjAzcTExNiAxMDEgMjUwIDEwMXpNNjc1IDEwMDBoLTI1MHEtMTAgMCAtMTcuNSAtNy41dC03LjUgLTE3LjV2LTUwcTAgLTEwIDcuNSAtMTcuNXQxNy41IC03LjVoMjUwcTEwIDAgMTcuNSA3LjV0Ny41IDE3LjV2NTBxMCAxMCAtNy41IDE3LjV0LTE3LjUgNy41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMjY7IiBkPSJNNjQxIDkwMGw0MjMgMjQ3cTE5IDggNDIgMi41dDM3IC0yMS41bDMyIC0zOHExNCAtMTUgMTIuNSAtMzZ0LTE3LjUgLTM0bC0xMzkgLTEyMGgtMzkwek01MCAxMTAwaDEwNnE2NyAwIDEwMyAtMTd0NjYgLTcxbDEwMiAtMjEyaDgyM3EyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTBxMCAtMjEgLTE0IC00MHQtMzMgLTI2bC03MzcgLTEzMnEtMjMgLTQgLTQwIDZ0LTI2IDI1cS00MiA2NyAtMTAwIDY3aC0zMDBxLTYyIDAgLTEwNiA0NCB0LTQ0IDEwNnYyMDBxMCA2MiA0NCAxMDZ0MTA2IDQ0ek0xNzMgOTI4aC04MHEtMTkgMCAtMjggLTE0dC05IC0zNXYtNTZxMCAtNTEgNDIgLTUxaDEzNHExNiAwIDIxLjUgOHQ1LjUgMjRxMCAxMSAtMTYgNDV0LTI3IDUxcS0xOCAyOCAtNDMgMjh6TTU1MCA3MjdxLTMyIDAgLTU0LjUgLTIyLjV0LTIyLjUgLTU0LjV0MjIuNSAtNTQuNXQ1NC41IC0yMi41dDU0LjUgMjIuNXQyMi41IDU0LjV0LTIyLjUgNTQuNXQtNTQuNSAyMi41ek0xMzAgMzg5IGwxNTIgMTMwcTE4IDE5IDM0IDI0dDMxIC0zLjV0MjQuNSAtMTcuNXQyNS41IC0yOHEyOCAtMzUgNTAuNSAtNTF0NDguNSAtMTNsNjMgNWw0OCAtMTc5cTEzIC02MSAtMy41IC05Ny41dC02Ny41IC03OS41bC04MCAtNjlxLTQ3IC00MCAtMTA5IC0zNS41dC0xMDMgNTEuNWwtMTMwIDE1MXEtNDAgNDcgLTM1LjUgMTA5LjV0NTEuNSAxMDIuNXpNMzgwIDM3N2wtMTAyIC04OHEtMzEgLTI3IDIgLTY1bDM3IC00M3ExMyAtMTUgMjcuNSAtMTkuNSB0MzEuNSA2LjVsNjEgNTNxMTkgMTYgMTQgNDlxLTIgMjAgLTEyIDU2dC0xNyA0NXEtMTEgMTIgLTE5IDE0dC0yMyAtOHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjQyOyIgZD0iTTEwMDAgMzAwdjUwcS0yNSAwIC01NSAzMnEtMTQgMTQgLTI1IDMxdC0xNiAyN2wtNCAxMWwtMjg5IDc0N2gtNjlsLTMwMCAtNzU0cS0xOCAtMzUgLTM5IC01NnEtOSAtOSAtMjQuNSAtMTguNXQtMjYuNSAtMTQuNWwtMTEgLTV2LTUwaDI3M3Y1MHEtNDkgMCAtNzguNSAyMS41dC0xMS41IDY3LjVsNjkgMTc2aDI5M2w2MSAtMTY2cTEzIC0zNCAtMy41IC02Ni41dC01NS41IC0zMi41di01MGgzMTJ6TTQxMiA2OTFsMTM0IDM0MmwxMjEgLTM0MiBoLTI1NXpNMTEwMCAxNTB2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWgxMDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNDM7IiBkPSJNNTAgMTIwMGgxMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNjExIDExMThoLTcwcS0xMyAwIC0xOCAtMTJsLTI5OSAtNzUzcS0xNyAtMzIgLTM1IC01MXEtMTggLTE4IC01NiAtMzRxLTEyIC01IC0xMiAtMTh2LTUwcTAgLTggNS41IC0xNHQxNC41IC02IGgyNzNxOCAwIDE0IDZ0NiAxNHY1MHEwIDggLTYgMTR0LTE0IDZxLTU1IDAgLTcxIDIzcS0xMCAxNCAwIDM5bDYzIDE2M2gyNjZsNTcgLTE1M3ExMSAtMzEgLTYgLTU1cS0xMiAtMTcgLTM2IC0xN3EtOCAwIC0xNCAtNnQtNiAtMTR2LTUwcTAgLTggNiAtMTR0MTQgLTZoMzEzcTggMCAxNCA2dDYgMTR2NTBxMCA3IC01LjUgMTN0LTEzLjUgN3EtMTcgMCAtNDIgMjVxLTI1IDI3IC00MCA2M2gtMWwtMjg4IDc0OHEtNSAxMiAtMTkgMTJ6TTYzOSA2MTEgaC0xOTdsMTAzIDI2NHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjQ4OyIgZD0iTTYwMCAxMTAwaDE1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xNTB2LTEwMGg0NTBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtOTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDM1MHYxMDBoLTE1MHEtMjEgMCAtMzUuNSAxNC41IHQtMTQuNSAzNS41djQwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoMTUwdjEwMGgxMDB2LTEwMHpNNDAwIDEwMDB2LTMwMGgzMDB2MzAwaC0zMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI0OTsiIGQ9Ik0xMjAwIDBoLTEwMHYxMjAwaDEwMHYtMTIwMHpNNTUwIDExMDBoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTQwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNjAwIDEwMDB2LTMwMGgzMDB2MzAwaC0zMDB6TTUwIDUwMGg5MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMCBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTkwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUzOyIgZD0iTTYzNSA4NjVsNDk0IC00OTRxMjkgLTI5IDIwLjUgLTUwdC00OS41IC0yMWgtMTAwMHEtNDEgMCAtNDkuNSAyMXQyMC41IDUwbDQ5NCA0OTRxMTQgMTQgMzUgMTR0MzUgLTE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNTQ7IiBkPSJNNzAwIDc0MXYtMTgybC02OTIgLTMyM3YyMjFsNDEzIDE5M2wtNDEzIDE5M3YyMjF6TTEyMDAgMGgtODAwdjIwMGg4MDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU1OyIgZD0iTTEyMDAgOTAwaC0yMDB2LTEwMGgyMDB2LTEwMGgtMzAwdjMwMGgyMDB2MTAwaC0yMDB2MTAwaDMwMHYtMzAwek0wIDcwMGg1MHEwIDIxIDQgMzd0OS41IDI2LjV0MTggMTcuNXQyMiAxMXQyOC41IDUuNXQzMSAydDM3IDAuNWgxMDB2LTU1MHEwIC0yMiAtMjUgLTM0LjV0LTUwIC0xMy41bC0yNSAtMnYtMTAwaDQwMHYxMDBxLTQgMCAtMTEgMC41dC0yNCAzdC0zMCA3dC0yNCAxNXQtMTEgMjQuNXY1NTBoMTAwcTI1IDAgMzcgLTAuNXQzMSAtMiB0MjguNSAtNS41dDIyIC0xMXQxOCAtMTcuNXQ5LjUgLTI2LjV0NCAtMzdoNTB2MzAwaC04MDB2LTMwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU2OyIgZD0iTTgwMCA3MDBoLTUwcTAgMjEgLTQgMzd0LTkuNSAyNi41dC0xOCAxNy41dC0yMiAxMXQtMjguNSA1LjV0LTMxIDJ0LTM3IDAuNWgtMTAwdi01NTBxMCAtMjIgMjUgLTM0LjV0NTAgLTE0LjVsMjUgLTF2LTEwMGgtNDAwdjEwMHE0IDAgMTEgMC41dDI0IDN0MzAgN3QyNCAxNXQxMSAyNC41djU1MGgtMTAwcS0yNSAwIC0zNyAtMC41dC0zMSAtMnQtMjguNSAtNS41dC0yMiAtM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+<h1 class="title toc-ignore">section5.1</h1>
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+
+
+<div id="modelling-abrasion-loss" class="section level2">
+<h2>Modelling abrasion loss</h2>
+<p>This example concerns the dataset <code>rubber</code>, which you first met in Exercise 3.1. The experiment introduced in that exercise concerned an investigation of the resistance of rubber to abrasion (the abrasion loss) and how that resistance depended on various attributes of the rubber. In Exercise 3.1, the only explanatory variable we analysed was hardness; but in Exercise 3.19, a second explanatory variable, tensile strength, was taken into account too. There are 30 datapoints.</p>
+<pre class="r"><code>rubber <- read.csv('rubber.csv')
+rubber</code></pre>
+<pre><code>## loss hardness strength
+## 1 372 45 162
+## 2 206 55 233
+## 3 175 61 232
+## 4 154 66 231
+## 5 136 71 231
+## 6 112 71 237
+## 7 55 81 224
+## 8 45 86 219
+## 9 221 53 203
+## 10 166 60 189
+## 11 164 64 210
+## 12 113 68 210
+## 13 82 79 196
+## 14 32 81 180
+## 15 228 56 200
+## 16 196 68 173
+## 17 128 75 188
+## 18 97 83 161
+## 19 64 88 119
+## 20 249 59 161
+## 21 219 71 151
+## 22 186 80 165
+## 23 155 82 151
+## 24 114 89 128
+## 25 341 51 161
+## 26 340 59 146
+## 27 283 65 148
+## 28 267 74 144
+## 29 215 81 134
+## 30 148 86 127</code></pre>
+<p>The figures below show scatterplots of abrasion loss against hardness and of abrasion loss against strength. (A scatterplot of abrasion loss against hardness also appeared in Solution 3.1.) Figure (a) suggests a strong decreasing linear relationship of abrasion loss with hardness. Figure (b) is much less indicative of any strong dependence of abrasion loss on tensile strength.</p>
+<pre class="r"><code>hardloss <- ggplot(rubber, aes(x=hardness, y=loss)) + geom_point()
+strloss <- ggplot(rubber, aes(x=strength, y=loss)) + geom_point()
+
+multiplot(hardloss, strloss, cols=2)</code></pre>
+<p><img 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" width="672" /></p>
+<p>In exercise 3.5(a) you obtained the following output for the regression of abrasion loss on hardness.</p>
+<pre class="r"><code>fit <- lm(loss ~ hardness, data = rubber)
+summary(fit)</code></pre>
+<pre><code>##
+## Call:
+## lm(formula = loss ~ hardness, data = rubber)
+##
+## Residuals:
+## Min 1Q Median 3Q Max
+## -86.15 -46.77 -19.49 54.27 111.49
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 550.4151 65.7867 8.367 4.22e-09 ***
+## hardness -5.3366 0.9229 -5.782 3.29e-06 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## Residual standard error: 60.52 on 28 degrees of freedom
+## Multiple R-squared: 0.5442, Adjusted R-squared: 0.5279
+## F-statistic: 33.43 on 1 and 28 DF, p-value: 3.294e-06</code></pre>
+<pre class="r"><code>anova(fit)</code></pre>
+<pre><code>## Analysis of Variance Table
+##
+## Response: loss
+## Df Sum Sq Mean Sq F value Pr(>F)
+## hardness 1 122455 122455 33.433 3.294e-06 ***
+## Residuals 28 102556 3663
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<div id="exercise-5.1" class="section level3">
+<h3>Exercise 5.1</h3>
+<p>Now repeat the for the regression of abrasion loss on tensile strength.</p>
+<p>Enter your solution in the cell below.</p>
+<pre class="r"><code># Your solution here</code></pre>
+</div>
+<div id="solution-5.1" class="section level3">
+<h3>Solution 5.1</h3>
+<pre class="r"><code>fit <- lm(loss ~ strength, data = rubber)
+summary(fit)</code></pre>
+<pre><code>##
+## Call:
+## lm(formula = loss ~ strength, data = rubber)
+##
+## Residuals:
+## Min 1Q Median 3Q Max
+## -155.640 -59.919 2.795 61.221 183.285
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 305.2248 79.9962 3.815 0.000688 ***
+## strength -0.7192 0.4347 -1.654 0.109232
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## Residual standard error: 85.56 on 28 degrees of freedom
+## Multiple R-squared: 0.08904, Adjusted R-squared: 0.0565
+## F-statistic: 2.737 on 1 and 28 DF, p-value: 0.1092</code></pre>
+<pre class="r"><code>anova(fit)</code></pre>
+<pre><code>## Analysis of Variance Table
+##
+## Response: loss
+## Df Sum Sq Mean Sq F value Pr(>F)
+## strength 1 20035 20034.8 2.7368 0.1092
+## Residuals 28 204977 7320.6</code></pre>
+<p>Individually, then, regression of abrasion loss on hardness seems satisfactory, albeit accounting for a disappointingly small percentage of the variance in the response; regression of abrasion loss on tensile strength, on the other hand, seems to have very little explanatory power.</p>
+</div>
+<div id="multiple-regression" class="section level3">
+<h3>Multiple regression</h3>
+<p>However, back in Exercise 3.19 it was shown that the residuals from the former regression showed a clear relationship with the tensile strength values, and this suggested that a regression model involving both variables is necessary.</p>
+<p>Let us try it. The only change is to include <code>strength</code> in the equations being fitted in the <code>lm()</code> function. Instead of</p>
+<pre class="r"><code>lm(loss ~ hardness, data = rubber)</code></pre>
+<p>use</p>
+<pre class="r"><code>lm(loss ~ hardness + strength, data = rubber)</code></pre>
+<pre class="r"><code>fit <- lm(loss ~ hardness + strength, data = rubber)
+summary(fit)</code></pre>
+<pre><code>##
+## Call:
+## lm(formula = loss ~ hardness + strength, data = rubber)
+##
+## Residuals:
+## Min 1Q Median 3Q Max
+## -79.385 -14.608 3.816 19.755 65.981
+##
+## Coefficients:
+## Estimate Std. Error t value Pr(>|t|)
+## (Intercept) 885.1611 61.7516 14.334 3.84e-14 ***
+## hardness -6.5708 0.5832 -11.267 1.03e-11 ***
+## strength -1.3743 0.1943 -7.073 1.32e-07 ***
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
+##
+## Residual standard error: 36.49 on 27 degrees of freedom
+## Multiple R-squared: 0.8402, Adjusted R-squared: 0.8284
+## F-statistic: 71 on 2 and 27 DF, p-value: 1.767e-11</code></pre>
+<pre class="r"><code>anova(fit)</code></pre>
+<pre><code>## Analysis of Variance Table
+##
+## Response: loss
+## Df Sum Sq Mean Sq F value Pr(>F)
+## hardness 1 122455 122455 91.970 3.458e-10 ***
+## strength 1 66607 66607 50.025 1.325e-07 ***
+## Residuals 27 35950 1331
+## ---
+## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
+<p>Looking at the regression coefficient output next, the estimated model for the mean response is</p>
+<p><span class="math display">\[ \hat{y} = \hat{\alpha} + \hat{\beta}_1 x_1 + \hat{\beta}_2 x_2 = 885.2 − 6.571 x_1 − 1.374 x_2 \]</span></p>
+<p>where <span class="math inline">\(x_1\)</span> and <span class="math inline">\(x_2\)</span> stand for values of hardness and tensile strength, respectively.</p>
+<p>Associated with each estimated parameter, GenStat gives a standard error (details of the calculation of which need not concern us now) and hence a <em>t</em>-statistic (estimate divided by standard error) to be compared with the distribution on <code>d.f. (Residual)</code>=27 degrees of freedom. GenStat makes the comparison and gives <em>p</em> values, which in this case are all very small, suggesting strong evidence for the non-zeroness (and hence presence) of each parameter, <span class="math inline">\(\alpha\)</span>, <span class="math inline">\(\beta_1\)</span> and <span class="math inline">\(\beta_2\)</span>, individually.</p>
+<p>So, even though the single regression of abrasion loss on tensile strength did not suggest a close relationship, when taken in conjunction with the effect of hardness the effect of tensile strength is also a considerable one. A key idea here is that <span class="math inline">\(\beta_1\)</span> and <span class="math inline">\(\beta_2\)</span> (and more generally <span class="math inline">\(\beta_1, \beta_2, \ldots , \beta_k\)</span> in model (5.1)) are partial regression coefficients. That is, <span class="math inline">\(\beta_1\)</span> measures the effect of an increase of one unit in <span class="math inline">\(x_1\)</span> treating the value of the other variable <span class="math inline">\(x_2\)</span> as fixed. Contrast this with the single regression model <span class="math inline">\(E(Y) = \alpha + \beta_1 x_1\)</span> in which <span class="math inline">\(\beta_1\)</span> represents an increase of one unit in <span class="math inline">\(x_1\)</span> treating <span class="math inline">\(x_2\)</span> as zero. The meaning of <span class="math inline">\(\beta_1\)</span> in the regression models with one and two explanatory variables is not the same.</p>
+<p>You will notice that the percentage of variance accounted for has increased dramatically in the two-explanatory-variable model to a much more respectable 82.8%. This statistic has the same interpretation — or difficulty of interpretation — as for the case of one explanatory variable (see <a href="unit3.ipynb">Unit 3</a>).</p>
+<p>Other items in the GenStat output are as for the case of one explanatory variable: the <code>Standard error of observations</code> is <span class="math inline">\(\hat{\sigma}\)</span>, and is the square root of <code>m.s. (Residual)</code>; the message about standardised residuals will be clarified below; and the message about leverage will be ignored until <a href="unit10.ipynb">Unit 10</a>.</p>
+<p>The simple residuals are, again, defined as the differences between the observed and predicted responses:</p>
+<p><span class="math display">\[ r_i = y_i - \left( \hat{\alpha} + \sum_{j=1}^{k} \hat{\beta}_j x_{i, j} \right) ,\ i = 1, 2, \ldots, n. \]</span></p>
+<p>GenStat can obtain these for you and produce a plot of residuals against fitted values. The fitted values are simply <span class="math inline">\(\hat{Y}_i = \hat{\alpha} + \sum_{j=1}^{k} \hat{\beta}_j x_{i, j}\)</span>. As in the regression models in <a href="unit3.ipynb">Unit 3</a>, the default in GenStat is to use deviance residuals which, in this context, are equivalent to standardised residuals (simple residuals divided by their estimated standard errors).</p>
+</div>
+</div>
+<div id="gratuitous-example-of-more-complex-maths-markup" class="section level2">
+<h2>Gratuitous example of more complex maths markup</h2>
+<p>If</p>
+<p><span class="math display">\[ \rho(z) = \rho_c \exp \left( - \frac{z^2}{2H^2} \right) \]</span></p>
+<p>then</p>
+<span class="math display">\[\begin{eqnarray*}
+\frac{\partial \rho(z)}{\partial z} & = & \rho_c \frac{\partial}{\partial z}\exp
+ \left( - \frac{z^2}{2H^2} \right) \\
+ & = & \rho_c \exp \left( - \frac{z^2}{2H^2} \right) \cdot
+ \frac{\partial}{\partial z} \left( - \frac{z^2}{2H^2} \right) \\
+ & = & \rho_c \exp \left( - \frac{z^2}{2H^2} \right) \cdot
+ - \frac{z}{H^2} \\
+ & = & - \frac{z}{H^2} \rho(z)
+\end{eqnarray*}\]</span>
+</div>
+<div id="example-5.2" class="section level2">
+<h2>Example 5.2</h2>
+<p>Something about plots of residuals…</p>
+<pre class="r"><code>fit <- lm(loss ~ hardness + strength, data = rubber)
+autoplot(fit)</code></pre>
+<p><img 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cnR09OjX2yKi4uF7Y2NjcLrC+T/3oFvbbQAugF34AE0iJ+fX1hYmLqjAAAAAA2VkZHx66+/EkIWLFggNkC9Z8+ee/fu9fX1rampiY2N/fbbbwkhU9J+M88AAA8sSURBVKZM2bhxIyHk7NmzwmSeEFJVVXX58mVCSEhICIfDacOehVgs1u7duy0tLUUbGxsb8/LyzMzMPvnkE1NTU9FFHTt29PX13b9/f25urrBxz549jY2NhJCYmJjOnTsL29ls9q5duy5evPj69Wt5+gFAZ2ASOwAAAAAA7XDhwgX6w+LFiyWXjhgxwt3dnRDy559/0hYvLy96O/rMmTOia54/f56Onw8PD2/bnoX8/PycnJzEGvX09IqLi9+8eSN1EHtFRYVYyx9//EEIGTZsWP/+/cUWGRkZffzxx2KNbY4WQNshgQfQSkOGDCkvLy8vL09MTFR3LAAAAKAit2/fJoTY2tra29tLXcHDw4MQ8uDBA2ELfYD81q1bL168EDaeOHGCENKzZ8/33nuvzXumunfvLkvkXC43KyvrwIEDU6dOPXv2rNjSx48fE0I8PT2lbtu3b1+xljZHC6DtkMADaCUWi2VnZ2dmZhYdHU1b5syZw2Aw6BQ1paWltGxMdHR0c+2ie2ttCZZjx44FBgZ27tzZwMDA0dHxs88+k71eS9tK2rS2CI2oly9f0iNK1p4hhJw7d44upVVqRLWqWyorK9esWTN8+HA7O7sOHTq4u7tPnjw5JSXlreEBAADI7uXLl4SQwsJCRjOOHDlCCKmqqhJuEhwcTAgRCATnzp2jLZWVlXT8vOjj5W3YM2VjY9NCtFu3bh09erSzs7ORkVHv3r1nzJhx9OhRgUAgulp5eTkdIe/g4CB1P/SZeTn7AUA34Bl4gPbuzp0748aNKyoqErb8888///zzT2xs7Pr160WflyOE1NTUTJo0if7Xp54+fRobG3vo0KGjR4/Kcrjg4OAtW7YQQs6cOePl5SW2VPhI3ujRo62trQkhjY2NISEhdBpboYcPHz58+PDChQujR48+f/48i8Vq3WuWQau6JSUlZezYsWVlZcKWjIyMjIyMkydPLl26lD58CAAAIL+amhoZV+Pz+UwmkxDi6enZq1evrKysM2fOzJ49mxBy/vz5hoYGBoMxbdo0efZM0UfoJcXFxc2ZM6e6upr+amlp6erq2qtXr4EDB/7666/Hjh0TrvnmzRv6A4PBkLorOr+dWBhtixZA2+FsBtARu3fvFkjMNr9o0aLm2ulWtAQLTVMnT568Z8+e+Pj4yMjIDh068Pn8ZcuWbd68WfQoYWFhNMG2sLCYP3/+gQMHoqKihg0bVldXFxoaSku5tIyWtCESD+NRkiVtRIvQbNy48fTp06dPn16/fj2tRkOL0LS1z5rVqm4pKSn58MMPy8rKDA0N582bd+TIkbNnz65bt65Lly6EkE2bNole7wAAAJBHx44dCSH9+/d/61TVolkrHUWfmJhYXl5O/h0/P2LECNE7223bc3Nu374dERFRXV3drVu3Xbt25eXllZaWJicn//jjj7NmzTI3NxddWfjr8+fPpe5NcpScYqMF0CK4Aw+gQRITE2n6KpWbmxutyKJAs2fPrqysZLFYx48fF07iGhwcPGfOnNGjR+fm5q5evTo0NNTW1pYQcv78eTr6zs3N7cKFC46OjnT9L7744ssvv4yKipLxoHRG3MzMzOzs7J49e4ouol8pLCwsxo4dS1voY3I9e/a8ffu26DS2c+bM8fDweP78eVJSkmgVWYVoVbdcunSpuLiYEHLy5MnRo0fTlcePHz9p0iQ3N7fGxsZTp06NGjVKsRECAED71LNnzxs3bmRmZvJ4PNkHoE2ZMmXNmjWNjY0JCQljx469cuUK+b/j59u85+bExMTw+XwOh/P7779LDoyn1xGEzMzM7OzsCgoKmntkPTMzU6xFsdECaBFckQLQIPv27fu4eaKDzRTirSVYCCG0BAtt3L17N/1h//79wuydEMJgMNavX+/t7S3jcel9APJvci4kWdLmrUVoCCGiRWgUorXdcvfuXUIIh8MJDAwUXdnFxWXOnDkTJkwQq6wDAADQZn5+foSQ+vr6kydPSi6tqanp27evo6Pj+vXrRdvd3d379OlDCDlz5sy5c+caGho6dOgg9j+ubXtuzpMnTwghLi4uktl7U1NTUlKSWOPIkSMJIb/99tv9+/fFFnG5XOH/XCVFC6BFkMADtF+tLcFCM9WAgACpufrSpUtlPK7sJW1aW4RGIVrbLTQ/53K5dPiAqOjo6DNnzsg+NgEAAKBlQUFB9BGthQsXZmVliS4SCASLFy++d+/e06dPx40bJ7YhvXp+6dKlgwcPEkImTpxobGyskD1LRS/0P3v2TGwaOT6fP2vWLDpyTfQ59rlz5zIYDIFA8Nlnn4mWfOfz+UuXLi0sLFRUPwBoOwyhB9AgcXFxYWFhKjucLCVYHjx4QMezVVZWlpSUEEJ8fHykrtxcu1RTpkxZv349LWlD/wETaSVtJHG53Ly8vNTU1CtXrkgWoVGIVnULIWTChAlr165tbGwMDg6OioqaNWvWqFGj6BUKAAAA2R08eNDIyKi5pS4uLsOGDeNwODExMePHjy8pKfHw8Pj00099fHysra2fPn164MCB1NRUQkhkZKSbm5vY5sHBwatXr66pqbl27RoRuVYu1OY9S+Xv7//TTz9VV1cHBAQsW7bM2dn5zZs39+7d2759e3Z2trGxcXV1dV5e3tdffz1u3Lh3333Xy8trzpw5u3btSklJeffddyMiIvr27fv8+fMzZ84kJiZ6eXllZ2dXVVUJ+0ex0QJok7dO/AAAyrZ//376eYyLi5N9K3rhfO3ataKNYpPVtdw+ePBgWf5KdOjQQSAQCKu+/fzzz1LjaWpqYrPZhJCVK1e+Nfi///6b7o3OsScQCCoqKvT19Qkh33//vdjKxcXFW7ZsCQwMdHJyknzOzd3dXTQG2rhjxw7RzWnjyZMnJSMRXgV4+vRpG7qFOnz4sNh8PDY2NtOmTTtz5kxDQ8NbewMAANqzkJAQWf7vzJgxQ7jJwYMHDQwMJNdhMBizZ8/m8/lSD/TOO+/Q1ezs7Hg8ntR1WrVnqV9FhIRPzIntZ+7cuWlpacK56ydMmEDX53K5tOKdmPfee6+0tJQeKz09vc3RAugGDKEHaL9aVYKFx+O1vBqDwZB9Fhla0oaIjKKXWtKGEBIXF9ejR4/FixdfunTpyZMnZmZmQ4YMmTVr1o8//ij133xrSb6uVnUL/Xnq1KnZ2dmbN28eOnQo7YTi4uK4uLigoCBPT096Sx8AAEBRpk+fnp2d/fnnn7u7u5uYmJiYmPTr1y8iIuLevXu7d+9urhib8P/m9OnTm5ubvW17lio+Pv7o0aPDhw+3tbU1MDBwcnL6+OOPb9++vXPnTi8vr2vXrk2cOHHcuHFjxoyh6+vp6cXHx584ccLPz8/c3NzIyMjT03PLli3JycksFouWoxOrOa/AaAG0BYbQA7RfwhIswrvrLbCwsKA/5OXlSV2hqKiooaFB9qPTGXFpSRszMzOpJW1oERo+n9+tW7fly5cHBgbSEnRUWlqa7IdrTn5+vlhLq7pFyMrKasmSJUuWLKmoqPjzzz8TExMPHTpUXFz86NGjCRMmZGRkmJmZyR8tAADonqNHjx49erS1W9nb22/atGnTpk2yb/LVV1999dVXCtyz2PPtYhgMRkhISHPjC4YOHTp06FDJ9kmTJk2aNEmskZaRYzKZ1tbWbY4WQDfgDjxA+0VLuNESLG9d2dHR0cTEhPz7iLik9PT0Vh2djqyjJW0qKyullrQRLUIzZ84c0eydSBSheSuBQCDZKDbzDWlltxBCKioqKioq6urq6K8dO3YMDAzcuHFjfn4+/Z5UVFR048aNVoUKAADQrhw8eDA0NHTWrFlS/1nTCxxSn6QDaG+QwAO0X60qwcJkMkeMGEEIuXTpEp2OXkxrL37LUtKmtUVopBKOoHv+/LnYosrKSsnifK2tTNOrVy8zM7MJEyaIrclms4VTBJWWlsoSKgAAQPtkZGQUHx//008/Xbx4UWxRbm7ujh07CCGS/2oB2iEk8AA6qK6uTuoFbLH21pZgmTNnDv1hxowZdDCb0Lp165KTk1sb51tL2rS2CI1U1tbWdOzAwYMHGxsbRXeydOnSsrIysfVb2y39+/cnhCQlJQnnpRcSXgJo1RT9AAAA7Y2wgEtISMiGDRsePXr0+vXru3fvRkdH9+vXr6amxsTE5L///a+6wwRQPzwDD6BT6DzwNTU1u3fvHjZsmKWlJc1Fpba3tgTLqFGjJk6ceOrUqfv373t7e0+fPt3b2/vVq1cJCQlXr16l89NkZmbKHu1bS9q0tgiN1KMwGIz333//4sWL9+7dGzFixNKlS7t3756RkfHTTz9dv349ICCAjt4Xam23hIeHX7p0icvl+vr6zp07t1+/foaGhkVFRRcuXDh9+jQhZODAgShjAwAA0AJjY+NffvllxIgRL168WL58+fLly0WXGhoaxsfHd+3aVV3hAWgQdU6BDwACgUChZeQuXLgg+gHftm1by+2CVpZgqampGTVqlOTKhoaGp06dohPVyFJGTuitJW1aVYRGahk5gUCQn58vOe0NIWTUqFHCSeyEZeTa0C1z586VXJN65513SkpKZO8QAACAdqu2tnbbtm3Dhw93cHDQ09Pr2LGjp6fn4sWLnz17pu7QADQF7sAD6JSxY8dGRUXt2bPnxYsXVlZWVlZWLbcTQqZPnz58+PAffvjh8uXLdGB8jx49PDw8lixZIsyuhYyMjC5duhQfH3/gwIG7d++Wl5dbW1v7+/t/8cUXffr0qa6utrGxGThwoOwBBwcH379/nzRf0iY+Pj4oKCgmJiYnJ+f169ddu3b19fWdPXu2l5cXIeTatWvR0dGNjY3CIjRS2dnZPXr0aN26ddeuXcvNzdXT0+vdu/fMmTM//vjj2trayMhIQoipqanoJq3qlp07d06bNm3btm2PHj3Kz89vbGzs1q2bs7PzjBkzJkyY0FypHgAAABBlaGi4aNGiRYsWqTsQAM3FEEh7UBYAAAAAAAAANAruCwEAAAAAAABoASTwAAAAAAAAAFoACTwAAAAAAACAFkACDwAAAAAAAKAFkMADAAAAAAAAaAEk8AAAAAAAAABaAAk8AAAAAAAAgBZAAg8AAAAAAACgBZDAAwAAAAAAAGgBJPAAAAAAAAAAWgAJPAAAAAAAAIAWQAIPAAAAAAAAoAWQwAMAAAAAAABoASTwAAAAAAAAAFrg/wHO13Ujg7JcHAAAAABJRU5ErkJggg==" width="672" /></p>
+<p>These plots are of just the same sort as those in <a href="unit3.ipynb">Unit 3</a>, and are interpreted in the same way. In this case, the normal plot and histogram show some slight suggestion of skewness in the residuals, but there is no obvious cause to doubt the model. In the regression output, GenStat flagged one of the points (number 19) as having a large standardised (i.e. deviance) residual. To decide which points to flag in this way, GenStat uses the same rules as described in <a href="unit3.ipynb">Units 3</a> and <a href="unit4.ipynb">4</a>. In this case, it warned us about the most negative residual. However, the value of this standardised residual is not very large (at −2.38), and the plot of residuals against fitted values in Figure 5.2 makes it clear that this particular residual is not exceptionally large relative to some of the others, which are almost as large.</p>
+<div id="exercise-5.2" class="section level3">
+<h3>Exercise 5.2</h3>
+<p>The table below shows values for the first five datapoints, of 13, of a dataset concerned with predicting the heat evolved when cement sets via knowledge of its constituents. There are two explanatory variables, tricalcium aluminate (TA) and tricalcium silicate (TS), and the response variable is the heat generated in calories per gram (heat).</p>
+<table>
+<thead>
+<tr class="header">
+<th>heat</th>
+<th>TA</th>
+<th>TS</th>
+</tr>
+</thead>
+<tbody>
+<tr class="odd">
+<td>78.5</td>
+<td>7</td>
+<td>26</td>
+</tr>
+<tr class="even">
+<td>74.3</td>
+<td>1</td>
+<td>29</td>
+</tr>
+<tr class="odd">
+<td>104.3</td>
+<td>11</td>
+<td>56</td>
+</tr>
+<tr class="even">
+<td>87.6</td>
+<td>11</td>
+<td>31</td>
+</tr>
+<tr class="odd">
+<td>95.9</td>
+<td>7</td>
+<td>52</td>
+</tr>
+<tr class="even">
+<td><span class="math inline">\(\vdots\)</span></td>
+<td><span class="math inline">\(\vdots\)</span></td>
+<td><span class="math inline">\(\vdots\)</span></td>
+</tr>
+</tbody>
+</table>
+<ol style="list-style-type: lower-alpha">
+<li><p>Load the <code>cemheat</code> dataset.</p></li>
+<li><p>Make scatterplots of heat against each of TA and TS in turn, and comment on what you see.</p></li>
+<li><p>Use GenStat to fit each individual regression equation (of heat on TA and of heat on TS) in turn, and then to fit the regression equation with two explanatory variables. Does the latter regression equation give you a better model than either of the individual ones?</p></li>
+<li><p>According to the regression equation with two explanatory variables fitted in part (b), what is the predicted value of heat when TA = 15 and TS = 55?</p></li>
+<li><p>By looking at the (default) composite residual plots, comment on the appropriateness of the fitted regression model.</p></li>
+</ol>
+<p>The solution is in the <a href="section5.1solutions.ipynb">Section 5.1 solutions</a> notebook.</p>
+</div>
+<div id="exercise-5.3-fitting-a-quadratic-regression-model" class="section level3">
+<h3>Exercise 5.3: Fitting a quadratic regression model</h3>
+<p>In Unit 3, the dataset <code>anaerob</code> was briefly considered (Example 3.1) and swiftly dismissed as a candidate for simple linear regression modelling. The reason is clear from the figure below, in which the response variable, expired ventilation (<span class="math inline">\(y\)</span>), is plotted against the single explanatory variable, oxygen uptake (<span class="math inline">\(x\)</span>). (The same plot appeared as Figure 3.1 in Example 3.1.) A model quadratic in <span class="math inline">\(x\)</span>, i.e. <span class="math inline">\(E(Y) = \alpha + \beta x + \gamma x^2\)</span>, was suggested instead.</p>
+<pre class="r"><code>anaerobic <- read.csv('anaerob.csv')
+ggplot(anaerobic, aes(x=oxygen, y=ventil)) + geom_point()</code></pre>
+<p><img src="data:image/png;base64,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" width="672" /></p>
+<p>Since this quadratic model is nonetheless linear in its parameters, we can fit it using multiple regression of <span class="math inline">\(y\)</span> on <span class="math inline">\(x\)</span> plus the new variable <span class="math inline">\(x^2\)</span>. Even though <span class="math inline">\(x_1 = x\)</span> and <span class="math inline">\(x_2 = x^2\)</span> are closely related, there is no immediate impediment to forgetting this and regressing on them in the usual way. A variable such as <span class="math inline">\(x_2\)</span> is sometimes called a derived variable.</p>
+<ol style="list-style-type: lower-alpha">
+<li><p>Using GenStat, perform the regression of expired ventilation (<code>ventil</code>) on oxygen uptake (<code>oxygen</code>). Are you at all surprised by how good this regression model seems?</p></li>
+<li><p>Now form a new variable <code>oxy2</code>, say, by squaring oxygen. (Create a new column in the <code>anearobic</code> dataframe which is <code>anaerobic$oxygen ^ 2</code>.) Perform the regression of ventil on <code>oxygen</code> and <code>oxy2</code>. Comment on the fit of this model according to the printed output (and with recourse to Figure 3.2 in Example 3.1).</p></li>
+<li><p>Make the usual residual plots and comment on the fit of the model again.</p></li>
+</ol>
+<p>The solution is in the <a href="section5.1solutions.ipynb">Section 5.1 solutions</a> notebook.</p>
+</div>
+</div>
+
+
+
+
+</div>
+
+<script>
+
+// add bootstrap table styles to pandoc tables
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+</body>
+</html>
},
{
"cell_type": "markdown",
- "metadata": {
- "heading_collapsed": true
- },
+ "metadata": {},
"source": [
"### Imports and defintions"
]
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": 25,
"metadata": {
- "hidden": true
+ "init_cell": true
},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 26,
"metadata": {
- "hidden": true
+ "init_cell": true
},
"outputs": [],
"source": [
"}"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {
+ "init_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "# From https://sejohnston.com/2012/08/09/a-quick-and-easy-function-to-plot-lm-results-in-r/\n",
+ "ggplotRegression <- function (fit) {\n",
+ "\n",
+ "require(ggplot2)\n",
+ "\n",
+ "ggplot(fit$model, aes_string(x = names(fit$model)[2], y = names(fit$model)[1])) + \n",
+ " geom_point() +\n",
+ " stat_smooth(method = \"lm\", col = \"red\") +\n",
+ " labs(title = paste(\"Adj R2 = \",signif(summary(fit)$adj.r.squared, 5),\n",
+ " \"Intercept =\",signif(fit$coef[[1]],5 ),\n",
+ " \" Slope =\",signif(fit$coef[[2]], 5),\n",
+ " \" P =\",signif(summary(fit)$coef[2,4], 5))) + \n",
+ " theme(plot.title = element_text(size=12))\n",
+ "}"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 28,
"metadata": {
"scrolled": true
},
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 29,
"metadata": {
"scrolled": false
},
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 30,
"metadata": {},
"outputs": [
{
"# print(cbind(af,PctExp=afss/sum(afss)*100))"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {},
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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MFKpfKLL76Ii4ubNGmSWCy22t7R/bla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\nSUVORK5CYII=",
+ "text/plain": [
+ "plot without title"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ggplot(rubber, aes(x=hardness, y=loss)) + \n",
+ " geom_point() +\n",
+ " stat_smooth(method = \"lm\", col = \"red\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {},
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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MEHZ8+e1X+GxcSJE2fPnu3GIgEAADdB4PAYThrGIhKJVqxYsWLFCsfutp2Ijo4u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GjQpdulRy/z5XlWwELPxlHRb+4hUs/MU3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\nQmCC",
+ "text/plain": [
+ "plot without title"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ggplotRegression(fit)"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 34,
"metadata": {
"solution2": "hidden"
},
"anova(fit)"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {},
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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kPgAAAAAMEhcAAAAIDgEDgAAABAcAgcAAAAIDgEDgAAABAcAgcAAAAIDoEDAAAA\nBIfAAQAAAIJD4AAAAADBIXAAAACA4BA4AAAAQHDiELxHXV3dunXrjhw5IhKJRowYccsttyQn\nJxNCnE7nhg0bduzY4XA4iouLlyxZIpFIfLQDAABAlBJ8hMNut69evVomk61evXr58uWnT59+\n5pln2F+tW7eutLR06dKld95552+//fbqq6/6bgcAAIAoJXjgqKysbGxs/POf/zxkyJDi4uIF\nCxaUl5dbLBaz2fz1118vXry4uLi4qKho2bJlpaWlra2t3tqF7icAAAAIR/BTKkOGDPnwww/l\ncrnFYmloaNi+ffvQoUPlcvmRI0csFsuoUaPYpxUWFjqdzoqKCoVC4bF99OjRbIvZbF67di23\n/DFjxnC/EpRIJFKpVCF4o7CgKCqG104sFhNCFAoFwzDh7osgxGIxwzAikSjcHREETdOEEIlE\nEqt/ohRF0TQdq2tHOrZgDK+gSCSK7cMLIUQulwdS2+ByuXwtKmid8oKmablcTgh57LHHDh8+\nrFarn332WUJIc3OzWCzm/gTFYrFarT579qxSqfTYzi3QYrFs2LCBeyiTyS644AKh14JdEYVC\nEYI3CpfYXjtCCPt3CFFKLBazB75YFfM7YGyvYKzGfY5UKg3kaU6n08dvQ7cDP/TQQ2az+auv\nvvrrX/+6Zs0ahmEoinJ7jtPp9NbO/azVav/9739zDzUaTUtLi3DdJoRQFBUXF+dwONrb2wV9\nozDSarUGgyHcvRCKUqmUSqUGg8F3+o5ecrnc5XLZbLZwd0QQ7LcOi8VisVjC3RdBsMMbbW1t\n4e6IULRaLUVRMXxmXKVSmc3mWD28yGQyhUJhNBrtdrvfJzMMk5CQ4O23ggeO6urqM2fOFBUV\naTQajUZzww03bN68+cCBA4mJiXa73Ww2s7HX6XS2t7cnJycrlUqP7dwCRSLR8OHDuYcmk8lk\nMgm6CmwAYhjG4XAI+kbhFcNrxw51Op1O3+k7erlcLpfLFatbMOZ3QJqmY3jtSMcOGNsrGMOH\nF+7q0b5vwVAUjb744ovcljCZTDabTSwW63Q6mUx24MABtv3w4cM0TQ8aNMhbu9D9BAAAAOEI\nPsJRVFS0Zs2aV1555aqrrrLb7e+//35aWtp5550nk8mmTp26fv36pKQkiqLWrl174YUXskMx\n3toBAAAgSlEhKKwtLy9fv359ZWWlTCYrKChYtGhRSkoKIcTpdK5bt27nzp0ulyIirIAAACAA\nSURBVGvcuHGLFy/mhm48tnsUmlMqSUlJdrs9hs9BJiYm8itzY4xGo5HJZM3NzbE65qlUKl0u\nV6yWOEgkkri4OLPZbDQaw90XQdA0rdVqha5FC6OEhASKomL4CKPVao1GY6weXhQKhUqlMhgM\nAVaJ8Usg3IQicAgKgSMoEDiiGgJHVEPgiHYIHHw+AgfupQIAAACCQ+AAAAAAwSFwAAAAgOAQ\nOAAAAEBwCBwAAAAgOAQOAAAAEBwCB8QChmHMZnO4ewEAAF4hcEB0O3369PLly9lJ8ceNG7dp\n06Zw9wgAADyI5ds9Q8yz2+033HDDr7/+yj6sqKi44447CCHXXHNNWPsFAADuMMIBUezTTz/l\n0gbn0UcfjdX7RAMARC8EDohiZWVl3RtPnTp16tSp0HcGAAB8QODwqrKysrKyMty9AF80Gk33\nRpqm1Wp16DsDAAA+IHD4wcaOsrKyP/74I9x9AXdXXHGFTCZza7z00ktVKlVY+gMAAN4gcPRA\nZYdwdwTOycvLW716tVQq5VoGDx78wgsvhLFLAADgEa5S6Q0ucwwaNCi8PYFbbrllwoQJn3/+\n+enTpwsKCmbPns3PHwAAECEQOPqEP9qB8BEuubm5ubm54e4FAAD4gsARNBj2AAAA8AaBI/iQ\nPAAAANwgcAgIyQMAAICFwBEKKPUAAIB+DoEj1DDsAQAA/RACR9ggeQAAQP+BwBF+OOECAAAx\nD4EjsvTbYY8DBw588sknTU1Nw4YNW7hwYWJiYrh7BAAAwYTAEaH6VfJYv379/fffzz187bXX\nNm/enJ+fH8YuAQBAcCFwRLqYP+FSVVX1yCOP8FtaWlqWLVu2bdu2cHUJAACCDoEjmsTksMe3\n335rsVjcGsvKyqqqqrKzs8PRIwAACD4EjqgUS8mje9pgmc3mEPcEAACEg8AR3WLghEthYWH3\nRq1WO3jw4NB3BgAABEKHuwMQNJUdwt2Rnpk4ceKMGTPcGp944gncZR4AIJZghCMGRd2wx+uv\nv56Xl7dp06aGhoa8vLw777xz5syZ4e4UAAAEEwJHjIuKag+5XH7//ffzr4wFAIAYg8DRX0RF\n8gAAgFiFwNHvRN0JFwAAiAEIHP0aFz4wlTgAAAgKgQMIIeTIkSNGo5H9GcMeAAAQdAgc4A7V\nHgAAEHQIHOAVkgcAAAQLAgf4hzpTAADoIwQO6BkMewAAQC8gcEAvYdgDAAACh8ABQYBhjz5y\nOp01NTUMw+j1epFIFO7uAAAEH27eBsFUyRPuvkSNL774YsyYMcXFxePGjRs9evSWLVvC3SMA\ngOBD4AChIHkEYt++fYsXL66vr2cfNjQ0LFu2bM+ePeHtFQBA0FEMw4S7D31is9kEGoI+cuQI\n9zNN0wzDRPtn5QNN0y6XKwRvlJeXF4J3cUPTNEVRTqcz9G/t1/z58zdt2uTWeNVVV3366aeB\nLyS2/z4pimJXMDR/omERsh0wLNhDdGTugEHRH3ZAl8sVyAq6XC6JROLtt1Ffw+FwONra2oRY\nstls5n5WqVQul8tisQjxRpFAqVTy11c4v/32G/dzyAo+1Gq1TCYzGAwReEz/448/ujeWl5e3\ntLQEvhClUul0Oq1Wa/D6FUEkEolWq7VYLCaTKdx9EQRN0xqNprW1NdwdEUp8fDxN0z36k44u\nWq3WaDTGaqJSKBRKpdJoNNpstkCen5SU5O1XUR84CCEC5UpusRRFCfpGESL0a1dRUcH+ELLk\nEYFbMDk5uXvjgAEDetRV9skRuHZBwa1XbK9grK4dK4YHAEjH2sXqCnJ/n31fQdRwQPj151LT\nG2+8sXvjggULQt8TAABBIXBAZOlvyeOqq65asWKFVCrlWpYvXz537twwdgkAQAixcEoFYlL/\nmVjsr3/963XXXbdr1y6Xy1VSUjJ48OBw9wgAIPgQOCAKxHz4GDRoUEyuFwAAB4EDogxmNQUA\niEYIHBCtYn7YAwAgliBwQCxA+AAAiHAIHBBrcM4FACACIXBAzOKSh1wuHzFiRHg7AwDQzyFw\nQL9QVlZmMpnYqc0x8gEAEHoIHNDvoOADACD0EDigX0PBBwBAaCBwABCCYQ8AAIEhcAC4Q/gA\nAAg6BA4AXxA+AACCAoEDIFAIHwAAvYbAAdAbCB8QabZt27Z169bW1taCgoJFixap1epw9wig\nCwQOgL5C+ICwe+yxx1577TX2548++ujtt9/+4osv0tLSwtsrAD463B0AiCmVPOHuC/QX27dv\n59IG68SJE/fee2+4+gPgEUY4AISCkQ8Ija+++qp743fffWez2aRSaej7A+ARAgdAKCB8gHCs\nVmv3RqfT6XA4EDggciBwAIQawgcE16hRo7o35ubmKpXK0HcGwBsEDoBwciv1QP6AXpg7d+67\n7777yy+/8BufeeaZcPUHwCMEDoAIgsEP6AWxWPzee+89//zzW7dubWlpGTly5P333z9+/Hgf\nL6moqPjxxx/b2tpGjx49adKkkHUV+jMEDoAIhfABgYuLi3viiSeeeOKJQJ781ltvrV692maz\nsQ+nTJmyceNGVHuA0BA4oH8xGAzHjh0zm80ZGRnZ2dnh7k6gcOYFgmXPnj2rVq3it3z//fdP\nPfXUY489FqYeQX+BwOEdwxCKCncnIJj27t378ccfcyX9w4cPv+mmm8Ti6NsLMPgBvfbxxx93\nb3z//fcROEBo0XeoDRGGGX3ppU6NxpqRYcnJceblWTMyXMnJ1vR0pJAo1djYuGnTJrvdzrWU\nlZV99tlnV199dRh71XeVlZVSqZRhGHbVkD/At7Nnz3ZvbGlpYRiGwsENhITA4Rnd1CQ2GMQG\ng6y+Xrt7N9fuVKksWVkWnc6q11t0OvZnJ+5ZEA327t3LTxusn3/+eebMmbF0nMXgB/g2dOhQ\nj42xtBdAZELg8Ex07JjndqNRdeSI6sgRfqM9IcGi11t0OqtOdy6FZGUxEVyBVV9ff+bMmfj4\n+KysrP5zlGlvb+/eaLVaHQ6HRCIJfX9CAJUf0N0tt9yyYcOGxsZGfuODDz4Yrv5A/4HA4RmT\nkHDq6qvlNTXymhrJmTO+nyxpbpY0N2t+/72ziaatAweeiyAdYyG2tDSGDvPNa9ra2jZu3His\nI05lZmYuWLBgwIAB4e1VaHhczfj4+FhNG90hfwAhJDEx8cMPP/zLX/6yc+dOQkhqaurDDz98\nxRVXhLtfEPsohmF68TKn0/n555+7XK6LLrpIq9UGvVuBM5lMJpNJiCVzR2exyRR/6pS4ooI+\ndoyNIPLaWpGnr8u+MRKJJSPDotd3DoTo9fakpGB33Je33377jz/+4LekpaXdfffdcXFxRqMx\nlD0JJblcLhaLT5069fzzz7e0tPB/NW/evHHjxoWrY8HCr+HotYjNHxKJJC4uzmw2x+qfKE3T\nWq3W7S8zBAwGg9FoDMEdZRMSEiiK8lg7Ehu0Wq3RaHQ6neHuiCAUCoVKpTIYDNx11L4lJyd7\n+1WgIxxGo/Huu+/etm0b+8/VrFmztmzZQgjJycn5/vvvdTpdgMuJRk6VypKS4szLM5vNXKOk\nuVleXS2vqZGxEaSmRl5XR/ncHpTdrqiqUlRVuS88K+tcBNHrBS0KOXnypFvaIIQ0NDQcP368\nqKhIiHeMKCqVavHixR9++GFNTQ0hRCaTTZs2LQbSRrBg/KO/0Wq14f26CP1NoIHj0UcfXbt2\n7bx58wghO3fu3LJly+LFi2fOnHnTTTf97W9/e/vtt4XsZCSyJyTYExLa+LcwcLlkjY3y2lpZ\nTQ2bReS1tdKGBsrl8rEcb0Uh54pSO+pSg1IU0tra2qP22JOWlnbXXXcZDAaz2ZycnCwSicLd\no8iF/AEAwRVo4Pj444+vuuqqDz74gBCyZcsWmUz2/PPPx8XFzZo169tvvxWyh9GDpq3p6db0\ndML70kzZ7fK6us6BkNpaeXV1gEUh6m5FIecGQjr+62lRSEJCQo/aYxW+2PUC8gcA9FGggaOx\nsfHWW29lf/7pp5+Ki4vj4uIIIbm5uf/973+F6l30YyQS86BB5q5HZ5HRKK+tlVVXs/lDXlsr\nr6nxUxTicskaGmQNDdqff+Yv3JKRwb9A16LT2b2fP0tOTi4oKDh48CC/MSsra/Dgwb1cPeiv\nkD8AoKcCDRwZGRm///47IaSurm779u0PP/ww237o0KF+co1DEDlVKmNenjEvj9/YpSiktpYd\nDulNUYhS2XmBbsdJGadGw/523rx5DMMcOnSIfZiTk3P99dfT4b52BqKdW/4giCAA0E2ggWPu\n3LkvvPDC3XffXVpayjDMvHnzTCbTW2+99dFHH82cOVPQLvYTnotCmpq61KXW1PgvCjGZfBWF\nZGXdm53dVFhYLZVqU1JSUlL6zzwcEEqIIADgJtDA8dBDDx05cuTll18mhKxevXr48OF//PHH\nihUrBg0atHr1aiF72I/RtDUtzZqW5l4UUl8vr67uHAipqZGcPu17SW5FIUMImUBRttRUriKV\n5OY6BgywpaczqKMEYSCCAASRy+U6efJkcnJyFN0NKtCOajSaTz/91GAwUBSl0WgIIampqd98\n801JSYlKpRKyh9AFI5GYs7PNXW9zKjKZOgdC2KKQ2lpRW5vPBTHShgZpQwM3cbuOEEYisaan\nczOVsedlbDhlBsJABAHoBZvN9ve///3tt982mUxSqfSGG25YtWpVVBTC9ywZcavkdDpLS0td\nLlesTnUSXZxKpceiEFnH1bns/2U1NbS/ohB5dbW8uprf6FIquYEQbgZ3R0dRCEAQIYIA+PX4\n449zU1HYbLb169c3NTVt2LAhvL0KBCb+illsUUh716IQaVMTdyKmsyjEZ2qkTSblH38ou84Y\n5oiP589UZtXpLFlZLplMoHWBfquyslIkEikUCrvdbrVa2UakEOi3mpqa1q5d69a4devWPXv2\nnH/++WHpUuAw8Vd/QtO2tDRbWpqhuJhro+x22YkT8U1NpLy8syjk1CnfSxK3tKhbWtT793c2\nUZRt4MDOC3T1ektWFopCQAjdB0IIUgj0D0ePHnV5um6gvLw8dgIHJv6KVYxEYtHr2/LzjbwU\nQptM3IkY7mJdsd+ikMZGaWMjVxRCCGHEYmtGBneBLopCQDhIIdAfxMfH96g9ooRi4q+Wlpb1\n69f//vvvNpstNzf3pptuys7OJoQ4nc4NGzbs2LHD4XAUFxcvWbKEvW+nt3YIGZdSacrNNeXm\n8hvFzc38mcrYGlU/RSEOh9eikI6Zyiw6nVWvR1EICMFjCiEIIhC18vPz8/PzDx8+zG9MTU2d\nNGlSuLoUuFBM/PXCCy8YDIaVK1fKZLL//e9/Dz300KuvvpqQkLBu3bodO3bcfvvtYrH4jTfe\nePXVV++55x5CiLd2CC9HQkJ7QkL7yJGdTQwjbWxkL4rhLpCRnjjR+6KQjpnKrHo9ikJAOAgi\nEKVomn777bevu+66uro6tiUxMfGtt97SRMN3NsEn/jpz5sy+ffuee+65vLw8QsjKlSsXLly4\ne/fuyZMnf/3113fddVdxcTEhZNmyZU8++eQtt9wilUo9trMDKhBZKMpbUQh3+zp2IETax6KQ\njgtkUBQCgvIWRAiyCESM3NzcHTt2bNmypaKiIjMzc/r06VFxPoWEYOIvl8s1f/587m4dDofD\nZrO5XK7q6mqLxTKq4xqKwsJCp9NZUVGhUCg8to8ePZptYRimjVdM4HK5BJors/tiY3tSzqCt\nnVRqzc62Zmfzb0FL2WzSU6cUFRXyigpZfb2svl5x/Lifm9h5KQqxDRxozciwZmRYcnLMOTnW\njAxrWhoJbHb2WN2CFEUxDBPDa+f2Q1hUdb2HgJu+xBF2vWJ187EoisIKBpFSqWSv4QgB7u+z\n7yso+MRfAwYMmD9/Pvuz1Wp96aWXNBrNxIkTDx48KBaLudeKxWK1Wn327FmlUumxnVtgS0vL\npZdeyj1cunTp0qVLA17fHjh58iT/oUgkiu0pzoRdO5WKJCTYhw2zE8KlRVFzs7SqSlZVJa2u\nllRVyaqrpdXVlMXiYzGUw8HmFX6jS6GwZWfb9HqbXm8bNIj92dltSEypVAZxhSKQLKbPQEkk\nkkiu5XI7XHQ3fPhw309ISkoKXnciUWyvoFQqDXcXhBXgKRvfU3P1bOIvjUZTXV29e/duh8Mx\nbNiwKVOmBHjfL4Zhvv/++40bNw4cOPDFF1/UaDQev5A5nU5v7dzPEomkmDeAn5aWZrfbe7QW\nAeK/qUgkYhjG48VIsYGm6dCvnVOrtY0c2aUohBCRwSA7dkxeUSGprZXW1Unr6uTHj1MdEzB4\nRJvN8rIyeVmZ+8IzM8/9N2SIbehQi17vVCgEWZNwY3cZhmFC9o4NDQ2ff/55XV2dUqksLCyc\nMmWKcPMrUxRF03S074Bud2l2w+6AuV3LtGOGWCymKEqgA3UkEIlEMTwHJk3T7AoGsgO6XC6R\n97PePThGfP311ytXrtzPO8t+3nnnvfjii/zxBo9aW1ufffbZpqamRYsWTZ48mT04JiYm2u12\ns9msUCgIIU6ns729PTk5WalUemznlqZWq19//XXuoclkam1t7faeQWA2m9kfKIpSqVQul4tr\niT0qlSpS1k4iaR8+nPC+DrKjGtxMZQEWhYgMBsXhwwp+LTdbFMKbNdWq01ljoihEKpUyDBOy\nA3pdXd0rr7zicDjYhxUVFUeOHLn11lsFGlJmJ/5yOBxWn7kzelEUpVAozGbz7x13O/IrugpK\nEhISKIoS6EAdCbRardFojNXMoVAoVCqV0Wi0+bwmkeNjqDXQwLFnz57p06enpKSsXr26oKCA\npulDhw698cYb06dP37VrV1FRkbcXMgzz+OOPJyYmvvLKK/wxbZ1OJ5PJDhw4wA5XHD58mKbp\nQYMGyWQyj+0B9hNiDyMWW/R6i17Pb6TNZjnv9nXymhpZdXWgM4X88gt/4db0dG6msnMzhaSk\nCLQuseGjjz7i0garrKxs3759o/jT2oKQfBS3eoRDKESCQAPHqlWr0tPT9+7dy52Hu/rqq5ct\nWzZmzJhVq1Zt3brV2wv3799//Pjxq6+++ujRo1xjRkZGcnLy1KlT169fn5SURFHU2rVrL7zw\nwoSEBEKIt3YAjkuh8DBTSEsLN1OZvLZWVl0tr62lfX4tphwONq+Qn37iL5wbCLHq9Wb29jHR\ncG+kEHA4HNz1eHwVFRUIHBGrpwGFD2EFgiXQwPH777/feuutblU/iYmJCxYs6D6vO19lZSXD\nMC+88AK/8bbbbps+ffrixYvXrVv35JNPulyucePGLV68mP2tt3YA3xzx8e3x8e0jRnQ2MYy0\nqUnb1KSoraWOHWOziP+ZQsxmZXm5sry8y8Lj4jzcPkYuF2hdok6A5VwQdfoSVlhNTU0URRmN\nRq4FIaZ/CjRw+KhH812qNmvWrFmzZnn8lUgkWrJkyZIlSwJsB+gxirKlprZnZ1smTDCZTGzR\nE+VwdJkphJ2vzN9VBuLWVvWBA+oDB7osPCWFf/sYq05nTUtjBCufjARisTgnJ+f48eNu7bFa\n8AhC6HuIEQ7CkHACPTKOHj36v//974oVK/iDHM3Nzf/97399FHAARCBGLGanNOU30mazh9vH\nGAw+F8RIm5qkTU0eikI6ilLZLGJLSSExNAnBNddc89JLL1l4FzCff/75fi/7BIgKvQhDcrmc\nnV9KiP4IJCy5igrwUrpffvllwoQJKSkpt99+e0FBASHk8OHDb7zxRmNj4/bt28eOHStwP70y\nmUwmk0mIJXN/duxVKk6nM1Ku4xAAW4Qc7l4IRS6Xi8ViboQjcJ1FIfzbx/T8WgmXXM5VpHKz\npjqCN3luiK9SIYQYDIYffvihvr5eqVQWFBQUFRUJN+tR99vTxxj2KhWBjmORQKlUup1SiTGx\nHTjYq1QMBkOAV6nwryp1E2jgIIR89dVXK1asOHToENeSn5//wgsvXH755QEuQQgIHEGBwBEo\nhpE2NfFvHyOrqZH5KwrxyKHVWnU6s05n7agLsWRluXo1U0joA0coIXBEOwSOCBSWwNGDk83T\npk3bv39/VVXVsWPHGIYZPHhwTk4OKsWgf6EoW2qqLTXVwBvVO1cUwpsm5FxRiM80LzYYxAcP\nqrrOB8UWhVh5AyHW9PTYLgoBgH6iZwcymqZzcnJycnIE6g1ANPJcFGKx8E/EsP+J/c19JD15\nUnryJNmzp3PhIpE1Pd3KXiDTcSs728CBpGN20X379tXW1opEopycHPYWiQAAEchX4Jg0aVKA\nSyktLQ1GZwBih0suNw0daho6lN8oNhi4acrOFajW1tI+T9VRTif7tLjt2zsXLpNZdDpzZubO\nM2dOWyynFIo6heJbiWTMmDHz58+P7btkAUCUwlAtQOg4tNr2goL2ggJ+o/TkSbeBENmJE1TX\nqTzd0Far8uhR5dGjVxFyVUejQSyu+/130Y4d6jFj2IEQi07Xu6IQAICg8xU4MG4BEAK2lBRb\nSgo5/3yuhXI6ZSdOyGpq5LyBEGlTk++iEK3Dkd/WRnbvJrt38xfOzpd6ri5Vp7NmZKAoBABC\nD8cdgIjDiETsEEXrhAlcI1sUwhWlyqurmT/+0PirGz9XFLJ3L3/hNt7tY9i6EK4oBABAIAgc\nANGhe1HIunXravftyzSbdWZzpsmUZbFkmkx6m03q8/pYyumU1dbKuheFdB0Iseh0jvh4AdcH\nAPoZBA6AaDV9+vQXy8sPi8WHNRq2RaPRrFy5MtFk4qZsPzdZSCBFIceOKY8d4zc6NBore2kM\nN2UZikIAoLcQOACi1cCBA//85z9v2bKlurqapumhQ4fOmDFDrVbb1GpbSgoZM4Z7JuV0StmZ\nQrgUEkBRiLitzcNMIQMGnJsppOM/FIUAQCBwmACIYllZWbfffrtYLCaEOLyPYTAikTUry+pW\nFGK1nrs6pmMgRF5bK25p8f2O0lOnpKdOeSgK6Zip7NztY1AUAgBdIXAARD2apgO/RwHHJZN5\nnCnkXF0qOxZSWyuvqfE7U8i5opAdO/gL93D7GBSFAPRjCBwA0Mmh1ToKCozdZwrhF4XU1Mjq\n63tfFMLmD+72MUqlIGsCABEGgQMA/Dg3U4jHohDuMt2amr4WhbARRK+3pqczEolQKwMQnRoa\nGk6fPh0fH5+RkRGldzFD4ACAHvNaFMINhNTWsrOW9akoRKez6HT27GwybJg9KUmolQGIbEaj\ncePGjeXl5ezD9PT0G2+8MSUlJby96gUEDgAIDpdMZhoyxDRkCL9R3NZ27sYxXHVqbS3t81bs\nHotCGJmMm6+dGwtxJCQItTIAEeODDz7g0gYh5MSJExs2bLjnnnvE0XZ1WJR1FwCii0Oj8VAU\ncuqU++1j/BWFUFar4tgxRdeiEKdGw4UP9gerTudEUQjEkLNnzx46dMitsbGxsby8PD8/Pyxd\n6jUEDgAINduAAbYBAzwUhXSciDl3+5jGRt9FIaK2NtXhw6rDh/mN9uRk/kxlVr3ekpGBohCI\nUi1eTkp6a49kCBwAEH6dRSEXXMA10jabrKZGWVenbmgQV1ZKKyvlNTXi5mbfi5KcPi05fVrz\n66+dC6dpW1qahT9ZmU5nHTiQRGflHfQrCV7OGyYmJoa4J32HwAEAEcollZqHDLHl5loVCrvd\nbrVaCSGitjbu9nVsUYispkbkuyjE5ZLV18vq6+N27uQaGam0S0WITmfV6+0oCoEIk5CQMHLk\nyP379/Mb09PTh3QtlooKCBwAEE2cGo3xvPOM553Hb5ScPs2fqUxeXS2rr6d838TOZlMcP644\nftxt4edKU/V6bgZ3FIVAeF1zzTUul+tgx/Xker3++uuvj7qKUYLAAQAxwJ6cbE9ObuMXhbhc\n54pCuLrUmhpZUxNxuXwsx1dRSEdRqgVFIRBaSqXy5ptvPnPmzMmTJ+Pj41NTU6novG8AAgcA\nxCCGpq2ZmdbMzNbx47lG2maTdVyaey6FVFdL+lIUkpVl0evZgRAUhYCgkpKSkqJ8NhoEDgDo\nL1xSqXnwYPPgwfxGUVub20CIvM9FIeduIoOiEAAeBA4A6NecGo0xP9/YdUoDyenT3GRlJ7dv\nj2tsTDebJT6v0fVcFKJWd96+LiuLvZWMU6USZE0ildPpDHcXICIgcAAAuDtXFFJUVFtb+1JV\nFcnIoBkm1WrNMpvZ/yanpqobGvwXhbS3eygKSUriz1Rm1eupKLziIBAnTpz49NNPq6qqGIbR\n6XQzZ87U6/Xh7hSEDQIHAIBXTU1N7A8uijohl5+Qy39OSCCEmG67bdiwYZTNJucVhchqauSB\nFIWcOSM5c8ZDUQh3+zr2vExqalQXhTQ3N7/++utms5l9WFVV9dZbb919993ReBMQCAoEDgAA\nrxQKhcd2pVJJCGE8FoW0t3fOFMKmkNpakdHo4106i0J27eIaGanUkpnJzVR27lZ20TPd09df\nf82lDZbVav3iiy8WLlwYri5BeCFwAAB4NWTIEK1WazAY+I2pqanp6eneXuJUqz0UhZw5w5+p\nTF5dLQ9kppCKCkVFhdvCuZnKzk3cHqlFIQ0NDQE2Qj+BwAEA4JVMJluwYMGGDRuMHUMU8fHx\nCxYsoHt4ssOelGRPSmorKuI3Sk6dUlRWyk+cUDU10VVViooKeXU15bcopKxMVVbGb3RoNNaM\nDGtGhiUnx5yTY83IMGdnu+TyHvUw6OSeOuCxEfoJBA4AAF8GDx78wAMPHDhwoLm5OSkpqbCw\nUCqVBmXJ9gED7AMGtFFUu0JhMpkIIeeKQriBkMCKQsRtbeIjR1RHjpBvv2VbGJq2paay52LM\nHQMhIS4KKSws5N9UnWsMWQcg0iBwAAD4oVQqx40bF4I38loUwpupTB5gUciJE7ITJ4jHopCO\nC3Qter1wRSHjxo07fvz4r7za2IKCgsmTJwv0dhD5EDgAACKaU602Dh9uHD6c3yg5c4Y/U5m8\npkZeX0/ZbD6W47koRKXqjCAdM7g71eq+d5uiqBtuuKG4uLi6utrlcul0xVl1fAAAIABJREFU\nury8vL4vFqIXAgcAQPQ5VxQyejTXQrlc0oaGLmMhtbWyxkY/M4UYjd2LQuwJCZ23r+uYPpXp\n1YmkoUOHFhYWUhRl9DkkA/0BAgf0I06nc8eOHYcOHTKbzRkZGZdcckm035sAgMPQNFs62lpS\nwjVSNpu8rq5zLKS2Vl5dLTl71veiJM3NkuZmze+/dzbRtHXgQP4FuhadzpaWxkTzTCEQYggc\n0F8wDLNhw4ZDhw6xD+vq6n777be77rorNTU1vB0DEA4jlZpzcsw5OfxGtiik81wMWxTS3u5r\nQS6XrKFB1tBAfv65c+ESiSUjg5up7NxMIcnJAq1Lv1JXV/fjjz+ePn06Li5u7Nix5513Xrh7\nFAQIHKEzaNCgcHfBq8TExLP+vvQQQiorK0PQGYHs27ePSxssm8320Ucf/d///V+4ugQQFp6L\nQpqbO2cqY8dCamv9FIXY7YqqKkVVVZeFK5WdAyF6vSUri87NdWm1QqxIrDp06NC6deu4hwcO\nHLjsssumTZsWxi4FBQKHV1w+oCgqKSnJbre3traGt0thF8mZySN+Qjre9a5arKqqKofDIRZj\nR4D+zp6QYE9IaBs1qrPJ5ZI1NXXOVFZTI6+tlTY0+JkpxGRSsdfo8jgSE7kTMX0sCol5Dofj\ngw8+cGv88ssvR40aFe2zwuM4C7GMTUgajUYmk506daq0tNTtCTRNZ2dnSySSHi02qkd6AAJF\n09a0NGtaGuFdEkw5HNKmJnYidkVFhaKyUlZfLztxgvi8la747Fn12bNqflEIIQ6NhpupzJqR\nYR40yKLXMyKRUKsTJZqamjwW2B4/fhyBAyA6TJo0ae3atW6NJSUlPU0bpG8jPQgrENUYsZjN\nB/xGkcnEn6mMvVLGT1EIIeK2NvW+fep9+zoXLpFYMjL4F+j2w6IQxmd0i2oIHNBfzJgx46qr\nrtqyZQvXolarn3/++RB3oxdhBRkFIpxTqTTm5Rm7TrMhaW5mpynTNDRIq6sllZW9Lgqxcudi\nOrKIU6MRYkUiQWpqqkql6j7IkdO18jcaIXBEitbW1nfffbesrCwlJWXGjBljxowJd49i0Nq1\na//zn/9s3brVYDCMHDly+fLlGV2/qEUmvxlFqVS6XC6LxYJoApGDLQppHzXKpFSem4fD5ZI1\nNXW5OqamJpCiEOWRI0q3opCOmUK4ihCrTueKiaIQsVh8zTXXvPPOO/zGqVOnDhw4MEw9Choq\n2kdvLBaL3ecdF/uOoii1Wu10OtmbHQjh+PHj06ZNO3XqFNfyxBNP3HXXXQK9XXdqtbrd3/hn\n9JLL5RKJxGg0unwe16KXTCZzuVwB7gjHjh0Tuj/BRdO0VCp1OBwOhyPcfREERVESicTm86t/\nVJPJZIQQq9Xq8beU3S6rq5NVVbHThMiqq2XV1ZLTp3v8NjRtS021shfI6PVWvd6q09nS00Mw\nU4hUKrXb7cH9x7Smpub7779vamqKj48fN25c0O9BM2TIkACfKZVKZTKZ2WwOZAdkGEbr/Yqk\nqA8cVqs1BP+KKBQKl8vlbYfpu0suuWTnzp38Frlcvm3btoKCAoHe0Y1cLrdYLKF5r9CTSqUi\nkchisUT7X7s3EonE5XI5nc6gLO3o0aNBWU6wUBQlFouDuIIRSCwWx2qcIoSwV4H1aAVpo1FW\nXS2rqWHzh7SqSlZTI2pr6+lbMxKJLTPTmp1t1emser1Nr7fq9fYBA3q6HN9EIpHL5Yquw8vQ\noUMDfKZYLGYDcSA7oMvlUqlUXhcVaO8ilaADDyyKohQKhdPpFGhq3rNnz7qlDUKIxWLZvHlz\nyC5DlclkMTzxME3TIpHIbDbH6r9Y3CmVoCwtPT3dx29Df9ZGJBKJxWKn0ylc4g8viqJEIlGs\nrh0hRCQSURTVsxUUi82DB5OuN7HjikLOTd9eWyurqaH9FYXIKitlXf9ozxWFsOdi2JvY6XR9\nKQqRy+U2my26BlADP+ArFAqJRGKxWAIchIvlwBEDvP07YTabQ9wTAL98hGBUkICguKKQziau\nKKS2tnOmkBMnelkUwuWPrCx27rLYKAqJHAgc4Zeamjpw4MCmpia39lH8/Qog4nnLIggiIJSO\nmUIM/JlC7HZZfT2XP87dPsZfUYi4uVnd3My/RpfQtG3gQP4FuuduH9PvZwrpNQSO8KNp+umn\nn77lllv4jRdffPHll18eri4BBBGCCIQSI5FYsrMt2dn8RpHJ1Dlle0cW8VMU4nJJGxqkDQ3a\nrrePsWZkdJkyVacjWVnCrEqsQeCICDNmzNi4ceOLL7546NChlJSUWbNmrVixgqKocPcLQEAI\nIhAyTqXSlJdn6jpTiLjj9jE9KgqRV1XJu84U4lIq3QZCrDqdI3ZnCum1qL9KxWQyhaBoNObv\npRLgzduiFDu1eXNzM4pGo5FEIomLi9u/f3+sllWyZelCH8fCSMnNwxH5XC5pU1NnBKmuPnf7\nmJ4fOs4VhXSMhbBlqi6ZTIhe90LgVyQoFAqVSmUwGAIsGk32PjMsRjgAIAoMHTrU7V8sDIRA\n8NG0LS3N5q0opGMgRF5TI+FNm+SRh6IQiuosCumYNdWWnt5/ikIQOAAgKnn8ioYUAkHnsSiE\nNpm48KGqq5NUVcn9zhTCMNLGRmljo3b37s42sdians7NmmrV6y1ZWbYov0mbNwgcABA7uqcQ\nRBAQgotXFMLNwyFubu6ctb22lr2hnZ+iEIeDfX6XhSsUnVO26/VmtijE+wye0QKBAwBiGSII\nhIwjIaE9IaGdPw05w0gbG89dncvdPubECd9FIbTZrCwvV5aXd1l4XBx/pjL2hnaRUxQSCAQO\nAOhfEEEgdCjqXFFIcXFnm8Mhq6/nBkJkbGnqyZO+lyRubVUfOKA+cKDLwgcO5GYqs+j1Vp3O\nGsFFIQgcANDfuUUQ5A8QFCMWW/R6i17Pb6TNZm6msrpvv9U0NGSazVrfN6DhikJ++YW/cGt6\nOjcWwg6EREhRCAIHAEAXyB8Qei6FwpSba8rNbWlpeeLgQTJwICEkzm7PNJt1ZnOW2TwhJWWg\nwSCvqaF9Xh/eWRTy00/8hfOLQiw6HRUfzyQkCL5WXSFwAAD4glMwEEr8CZ9aJZJWieSQVksI\nOTlr1qRJkwjDSJuaOi/QZe+p2/OiEOuMGW3r1gm3Fh4hcAAA9AyGQEA4CV4GHhITEwkhhKJs\nqam21FTD2LHcryinU9rYKKuvl9XXKyoqFJWVsvp6WUMD8X4TO+eQIcHuuH8IHAAAfYL8AUGk\n1WqLiop+/fVXfmNaWlpubq63lzAikTUjw5qRwW+kzebOKdurqxU1NbKaGrHBwP7WmZMjROd9\nQ+AAAAgm5A/oozlz5jidzn0ds5RmZ2fPnz9fLO7Zv9cuhcI0bJhp2DB+o7i1lZ2yPW7ChKB1\nN2AIHAAAHthstvr6+oyMDKlU2pflIH9AT8nl8oULFzY3N586dSouLi4lJSVY9/J0xMW1jxjR\nPmKEJhx3uEXgAADoorW19dFHH33//fedTqdEIlm0aNHDDz+sVCqDsnB+/kD4AB8SEhK81XNE\nKQQOAIAu7rrrrs8++4z92W63r1271mg0vvzyy0F/IzZ80DSt1WpbWlqQPyC20eHuAABABNm3\nbx+XNjjvvfdeVVWV0G89iEfo9wIIPYxwAAB0On78uMf2Y8eOZXe9X6igUPkBsQeBAwCgk59Z\nEMIElR8QAxA4AAA6jR8/Xq/XV1dX8xuHDx9eyL8FaFhh8AOiFGo4AAA6yeXyNWvWpKWlcS06\nne7tt98WReodOFH5AdECIxwAAF2MHj16586dX331VXV1dU5OzmWXXSaTycLdqYDgzAtEMgQO\nAAB3KpXqT3/6U7h70ScIHxBpEDgAAGIcyj4gEiBwAAD0Lxj8gLBA4AAA6L8QPiBkEDgAAIAQ\nhA8QGAIHAAC4Q/iAoEPgiFBHjx599dVXy8vLBwwYMHv27FmzZoW7RwDQTyF8QFAgcESin3/+\nefbs2TabjX34+eef7969+6mnngpvrwAAehQ+HA5HaWlpZWWly+XKzs6ePHmyVCoVuIMQuRA4\nIg7DMHfeeSeXNlhr1qyZPXv2+eefH65eAQC44cKHx+ThcDhefvnl+vp69mFZWdnevXvvvvvu\naJlFLVbV1tbu3Llz9+7d2dnZN998c0FBQcjeGlObR5wTJ05UVFR0b//pp59C3xkAAL88Tq/+\n3XffcWmDdfLkyS+//DLkvYNOv/zyy0svvfTzzz9v27bt3XffveyyyzZv3hyyd0fgiDgMw/So\nHQAgcnDJY8uWLd1/W15eHvouActoNH7yySf8FpvNtmLFira2ttB0AKdUIk5GRkb3m1USQiZM\nmBCW/gAA9ILT6dy1axf3cNKkSQRfnMKqqqrK7WQ9IcRgMOzZs2fKlCkh6ABGOCIORVH//Oc/\n3RoXLVpUXFwclv4AAPRCSUkJ/2FpaWlpaalarcZdbcPF6XT2qD3oMMIRiSZMmPDjjz++/PLL\nZWVlAwcOnD179rXXXhvuTgEA9MCKFSu2bNnCrydNT09/4IEHiL9qUxCITqcTiURu8UIqlY4e\nPTo0HUDgiFD5+flvvvlmuHsBANBLarX6yy+/fOmll3bu3MkwzNixY++9997ExET+czDDRyjF\nx8dfdtllW7du5Tc+8sgjSUlJoekAAgcAAAgiISHh8ccfT0hIoCjq7Nmzvp+M8BECl1xySXJy\n8o4dO6qqqgYNGrR48eIrrrgiZO+OwAEAAJEF51yEU1hYWFhY+Nxzz4X+rRE4AAAgQmHYI5Yg\ncAAAQBRA+Ih2CBwAABBlcM4lGoUucDgcjkWLFr355psajYZtcTqdGzZs2LFjh8PhKC4uXrJk\niUQi8dEOAADAh2GPKBKKib9sNtv+/fv/8Y9/uM2fum7dutLS0qVLl955552//fbbq6++6rsd\nAADAG4+3dIHIEYrAsWXLlpdeeunAgQP8RrPZ/PXXXy9evLi4uLioqGjZsmWlpaWtra3e2kPQ\nTwAAiA1IHhEoFKdUZs+ePXv27GPHjq1YsYJrrK6utlgso0aNYh8WFhY6nc6KigqFQuGxnZsK\nzWw2r127llvOmDFjQjNLmkgkUqlUIXijsKAoKobXTiwWE0IUCkXE3sehsbHxl19+cblcxcXF\naWlpPX25WCxmGEYkEgnRt7CjaZoQIpFIYvVPlKIomqZjde1IxxYM1wryb79+9OhRId6Cpumo\nO+8f+OZgj59yuTyQdXS5XL4WFeBbBl1zc7NYLObWWSwWq9Xqs2fPKpVKj+3cCy0Wy4YNG7iH\nMpnsggsuCEGHaZpWKBQheKNwie21I4TI5fJwd8GzF1544eGHHzabzYQQuVz+yCOP/PWvfw13\npyKOWCxmD3yxKuZ3wEhYwZEjR7I/lJWVBXfJbKiKIj3dHFKpNJCn+b4tS9h2YIZhKIpya3Q6\nnd7auZ/VavXrr7/OPUxOThb6hAtFUVqt1uFwGI1GQd8ojLRarcFgCHcv/n979x4dRXnGcfzd\nG5tsNndCJKEhEbnThlAhqSKJQiukYLiIBarEpJESiqfUQuVAsCQeLDSmYAVLA4WS2nO8pKLI\nTZGiwvFYlBoojVCjeCEKSErum+xlpn+M3ROTbBIJk5ldvp+/dt6d3XkmT3byy8zsjFpsNpvF\nYmloaOg6fWvi1VdfXb58uXeypaVl1apVCQkJ06dP7/mbBAUFSZLU8T6QgUH5D6S1tbWlpUXr\nWlRhNBptNltjY6PWhaglNDTUYDDoagsTFxfnffzhhx/28t2sVqvL5dLh5qULPf+7abVag4KC\nmpubXS5XT+YPDw/39ZRmgSMqKsrlcjkcDiVneTyexsbG/v3722y2Tse9L7RYLG3vm9rc3Nzc\n3KxqqUoAkmW5hz9ufxTYa6dsCNxud5/dFLHn2h4f9CotLb3zzjt7/iYWi0WSpADuoBAigFfQ\naDQG9gdQOZSp2xVMSEhQHlz1l1wkSfJ4PP4VOHreDmXPotvt7n0HNdsLlJCQYLVavWeSVlZW\nGo3GpKQkX+Na1Qmo6sKFCx0Hv/jii76vBLjO8SUXtWm2h8Nms02ZMmXnzp3R0dEGg2H79u3p\n6emRkZFCCF/jQOBJSEg4depUu8HBgwdrUgwABRcWU4OWJ2Hl5eXt2LFj3bp1kiSlpqbm5eV1\nPQ4Envz8/L1797Yb/NnPfqZJMQDa4cJi15BBt18U7KG+OYcjOjra5XIF8OVAoqKiur15tP8K\nDQ21Wq1XrlzR4TkcQojy8vLVq1crP//IyMiioqJ58+Z9o3ew2WySJAXqOZUWiyU8PNzhcATq\nWdtGozEsLKy2tlbrQtTSw9vT+5F2ySMoKMjpdPrXORw9P2wUHBwcEhJSX1/fw9PS255z2U4g\nf80M8At333339OnTz5w5I0nSyJEj9fDtQQBdYLfH1SFwANoLCgryXuwOgB9JSkoKCwtramqq\nqqrSuha9I3AAANBbnGfaLQIHAADXDAdcfCFwAACgCnZ7tEXgAABAXez2EAQOAAD60nW724PA\nAQCABq635OFnd9QFgEDV2Ni4du3alJSU+Pj4KVOm7N+/X+uK0Eeuk9u4sIcDALQny3Jubu6R\nI0eUyZMnT2ZnZ5eWls6aNUvbwtDHAni3B3s4AEB7r7zyijdteK1atUqf1+NHHwi83R7s4QAA\n7XW8abAQ4vLly59//vm3vvWtvq8HuhIYuz0IHACgPV/30LHZbH1cCfTMr5MHh1QAQHvf//73\nrVZru8HU1NTo6GhN6oHO+eMBFwIHAGhvxIgRBQUFbUdiYmKefPJJreqBH/GX5MEhFQDQhcWL\nF3/ve9/bs2fPpUuXRo4cee+994aFhWldFPyJzg+4EDgAQC+Sk5OTk5O1rgJ+T59XUidwAAAQ\nsPSz24PAAQBA4NM8eXDSKAAA1xGtTi8lcAAAANUROAAAgOoIHAAAQHUEDgAAoDoCBwAAUB2B\nAwAAqI7rcLQny/Jrr71WUVERHBx8xx13jBo1SuuKAADwewSOr2ltbZ03b96xY8eUycLCwhUr\nVjz88MPaVgUAgL/jkMrX/OY3v/GmDUVxcfEbb7yhVT0AAAQGAsfXvPDCCx0H//a3v/V9JQAA\nBBICx9fU1dV1HKytre37SgAACCQEjq8ZPnx4x8GRI0f2fSUAAAQSAsfXrFmzpt3IwIEDFy1a\npEkxAAAEDALH19x22227du0aMmSIEMJsNmdkZJSXl0dHR2tdFwAA/o2vxbaXmZmZmZlZW1tr\ns9n69eundTkAAAQCAkfnIiIitC4BAKA758+fP3PmTFRU1JgxY/in9BshcAAA0D2Xy7Vy5cqy\nsjJlMjExcfPmzampqdpW5Uc4hwMAgO4VFxd704YQ4uOPP87Ozr506ZKGJfkXAgcAAN3weDzb\ntm1rN1hTU/P8889rUo8/InAAANCNurq6xsbGjuPnz5/v+2L8FIEDAIBuhIeH2+32juODBg3q\n+2L8FIEDAIBumEymvLy8doPR0dFz587VpB5/ROAAAKB7v/rVr3784x97JxMSEnbu3DlgwAAN\nS/IvfC0WAIDuWSyWTZs2/fKXv6ysrIyKivrOd75jtVq1LsqfGGRZ1rqGXnE6nUaj6vtpzGaz\nLMsej0ftBWnFbDa73W6tq1CLyWQyGAwej8fff9t9UT4CkiRpXYgqDAaDyWSSJClQV1AIYTKZ\nAnjzonwAA3sLI0lSAG9ejEZjD7efkiR1cTE0v9/D4Xa7HQ6HqoswGAxRUVFut7u+vl7VBWko\nMjKyrq5O6yrUYrfbrVZrfX19oP7FstlsHo+ntbVV60JUYbFYwsLCWltbm5ubta5FFUajMTQ0\nNIA/gBEREUajUfMVbG1tNZvNJpPpmr9zWFhYU1NToEbG4OBgm83W3NzsdDp7Mn8Xdx/z+8Ah\nhOizXBmoAVYR2GunCNR1VNYrsNdOBPoKBuraKWRZ1nAFX3vttaKiorNnz1oslsmTJxcVFQ0e\nPPgavr/8f9fwPfXD+/vZ+xUMhMABAECnjh07Nn/+fOVxa2vr/v37T58+feTIkbCwMG0Luw7x\nLRUAQMAqLCxsN/Lpp59u375dk2KucwQOAEDAev/99zsOVlZW9n0lIHAAAAJWp5cH5XiKJggc\nAICANXPmzI6DWVlZfV8JCBwAgID1yCOPjBs3ru3IsmXL0tPTtarnesa3VAAAActmsx04cODl\nl19+77337Hb75MmTU1JStC7qOkXgAAAEMqPRmJWVxWEUzXFIBQAAqI7AAQAAVEfgAAAAqiNw\nAAAA1XHSKAD9Uq5Cfe7cuRtuuGHmzJm33nqr1hUBuEoEDgA6dfz48Tlz5rS0tCiTf/7znx95\n5JEHH3xQ26oAXB0OqQDQI0mSlixZ4k0big0bNnzwwQdalQSgNwgcAPToo48++uSTT9oNtra2\nvvnmm5rUA6CXCBwA9MjlcnU67na7+7gSANcEgQOAHt10001RUVEdx8ePH9/3xQDoPQIHAD2y\nWCy//e1v2w0uXLiw3Y24APgLvqUCQKeysrIiIyO3bNnyn//8Z+DAgXPnzl24cKHWRQG4SgQO\nAPo1adKkyZMnh4eHOxyOpqYmrcsBcPU4pAIAAFRH4AAAAKojcAAAANUROAAAgOoIHAAAQHUE\nDgAAoDoCBwAAUB2BAwAAqI7AAQAAVEfgAAAAqiNwAAAA1RE4AACA6gyyLGtdQ680Nzc3Nzer\nugiXy7Vv374BAwbccsstqi5IQ8HBwQ6HQ+sq1HLixInPPvvsBz/4gc1m07oWVVgsFlmW3W63\n1oWooqam5ujRo8OHDx85cqTWtajCYDBYrdaWlhatC1HLoUOHXC5XZmam1oWoJSgoyOl0SpKk\ndSGqqKqqOn36dFpa2g033NCT+fv37+/rKb+/W6zNZlP7r0hzc/PWrVsnTJhw1113qbogbYWE\nhGhdglrefPPNV155JTMzs4tPAnTr448/3rp1a05Ozm233aZ1LSqy2+1al6CW5557rqGhYeHC\nhVoXgquxb9++rVu3DhkyZMyYMb18Kw6pAAAA1RE4AACA6ggcAABAdX5/0mgfkGW5oaHBbDYH\n6imHAc/hcLhcLrvdbjSSsP2Px+NpamqyWq1Wq1XrWnA1GhsbZVkODQ3VuhBcDafT2dLSYrPZ\nzObenvRJ4AAAAKrjHz4AAKA6AgcAAFAdgQMAAKjO7y/8dW253e7s7OytW7d6z2+qra3duXNn\nRUWF0+kcPnz4/fffn5iYKITweDy7du1666233G73hAkTHnjgAYvFomXp6Kx95eXlZWVl3hlM\nJtPu3bsF7dMrXx/A9957z+PxJCcn5+bmKldvo4O64ms7qejYVtqnK123Twjx73//e9WqVU8/\n/bTSwatuH4HjK06n88yZMwcPHmxoaGg7XlJSUl9fv3z5cqvVunv37tWrV2/evDkyMnLHjh1v\nvfVWfn6+2Wz+wx/+sHnz5l/84hdaFQ9f7auurr755punT5+uTBoMBuUB7dMbXx3csGGDx+NZ\nsmSJyWR68cUXH3300SeeeELQQZ3xtZ301Vbapyu+2qc829zcvHHjxrbfL7nq9nFI5St79+7d\ntGnTv/71r7aDNTU1J0+ezM/P//a3vz1s2LDly5cLIY4fP+5wOA4dOpSXlzdhwoRx48YtXrz4\n6NGjdXV1GtWOztsnhKiurk5JSRn3fykpKUII2qdDnXbQ6XRWVlYuWLAgLS1t/Pjx991337lz\n52pra+mgrvjaTgofbaV9utJF+xRPPfVUeHi4d7I37SNwfGX27Nk7duz49a9/3XZQkqT58+cP\nGTJEmXS73codej755JOWlpaxY8cq48nJyR6P56OPPurrovF/nbZPCFFdXV1RUZGTk7NgwYKi\noqLq6mohBO3ToU472K9fv1GjRr366qvV1dUXLlw4cOBAYmJiREQEHdQVX9tJ4aOttE9Xumif\nEOL111+vqqrKycnxzt+b9nFIpSsxMTHz589XHre2tm7atCk0NHTixImnT582m83eu52ZzWa7\n3f7f//5Xu0rRifr6+oaGBoPBsHz5co/H8+yzzxYUFGzZsuXKlSu0z1+sXLlyyZIlx44dE0LY\nbLbNmzcLIeigrvjaTvqan/bpShftu3jx4rZt29auXes9GC161z4CR/dkWT5y5MjTTz8dGxu7\ncePG0NBQWZbbNkDh8Xg0KQ++hISE7Ny5MyoqSmnWkCFDsrOz33nnHYvFQvv8QktLS0FBwXe/\n+905c+YYjcY9e/asWbOmuLiYD6AOddxOdjEn7dObju2TJOl3v/tdVlbW0KFDq6qq2s551e0j\ncHSjrq5uw4YNFy9ezM7OnjRpkvKDjoqKcrlcDocjODhYCOHxeBobG7n1ud6YTKbo6GjvZEhI\nSGxs7OXLl0ePHk37/MKJEycuXbq0adMmk8kkhFiyZElOTs7x48fj4uLooK50up30he2n3nTa\nvj179tTX16elpVVXV1+6dEkI8fnnnw8YMKA37eMcjq7IslxYWGiz2Z588sn09HTvpyghIcFq\ntXrPhKqsrDQajUlJSdpVik688847Dz74oPf0+JaWli+//HLQoEG0z1+43W5Zlr2nx8uyLEmS\ny+Wig7riazvpC+3TFV/t++KLL6qrq5cuXZqfn79+/XohxIoVK8rKynrTPvZwdOXUqVMffvhh\nVlbWBx984B2Mj4/v37//lClTdu7cGR0dbTAYtm/fnp6e7v0SEXRi9OjRDQ0NJSUlM2fO7Nev\n33PPPRcbG3vzzTebTCba5xfGjRtns9mKi4vnzJkjhNi7d68kSRMmTLDZbHRQP7rYTnY6P+3T\nFV/ty8/Pz8/PVyarqqoeeuihv/71r8qRsqtuH4GjK+fOnZNluaSkpO3gT3/60x/+8Id5eXk7\nduxYt26dJEmpqal5eXlaFQlfbDZbYWHhn/70p/Xr11ut1rFjxy5btkzZOU/7/EJoaOi6devK\nysoeffRRSZKGDx++bt06ZdNGB/Wji+2kr5fQPv3oy/Zxt1gAAKBwXX2+AAAFu0lEQVQ6zuEA\nAACqI3AAAADVETgAAIDqCBwAAEB1BA4AAKA6AgcAAFAdgQMAAKiOwAEAAFRH4AAQOKZNmzZ+\n/HitqwDQCQIHgN4qKSkxGAw1NTXX1aIBfCMEDgAAoDoCBwC1OByOd999V+sqAOgCgQNAjzQ0\nNKxatWro0KE2m23IkCErVqxoamoSQtx+++3Lly8XQvTv3/++++4TQkybNm3u3Ln79u2LjY2d\nO3eu8vJz58796Ec/SkxMDA8PT09P379/v/edp02bNmvWrPPnz9955512u33gwIGLFi2qr6/3\nznDw4MGMjIyIiIjU1NTS0tLHH39cuU12x0V7lzVjxoyYmJiBAwfm5eXV1dX1xQ8IQNdkAOiB\nmTNnms3mOXPmFBUVKbeuzsvLk2W5oqIiPz9fCPHSSy+9//77sixPnTp13LhxkZGR99xzz5Yt\nW5R5wsLC4uLiHn744bVr144ZM8ZgMGzfvl1556lTp95yyy2TJk0qLy8/d+7cU089ZTAYcnNz\nlWefeeYZo9GYnJxcWFi4ePFiq9UaHx9vt9t9LTouLm7QoEFLly7dtm3b7NmzvXUC0BaBA0D3\n6urqDAbDz3/+c+/IPffcM2zYMOXx448/LoS4fPmyMjl16lQhxI4dO7wzp6enJyQk1NTUKJNO\npzMjIyM0NLShocE7/6FDh7zzT506NSEhQZbl1tbWhISE8ePHOxwO5ak9e/YIIZTA4WvRpaWl\nyqQkScnJyTfeeOM1/nEA+OY4pAKgewaDQQhx9OjR6upqZeTZZ589e/asr/kjIiKys7OVx1eu\nXHnjjTcWLVoUFRWljFgslqVLlzY0NPzjH/9QRqKioqZMmeJ9eXx8fHNzsxDi7bff/vTTTx96\n6KGgoCDlqRkzZowYMaKLUu12e25urrfs5ORk5a0AaIvAAaB7oaGhhYWFFRUVgwcPzsjIWL16\n9dtvv93F/PHx8UbjV5sXJZcUFBQY2rj77ruFEF9++aUyT0JCQtuXK/lGCFFVVSWEGDVqVNtn\n2022k5iYaDKZvJPeMgBoy6x1AQD8w5o1a2bPnv38888fPny4pKTksccemzFjxu7du9v+dfcK\nDg72Pu7Xr58QYuXKlcrxjraGDx+uPDCbO98WOZ3OjoOdLtHLuy8EgK6Q/QF0r66u7uzZs0lJ\nSWvXrj169OiFCxfy8vJefvnlAwcOdPvam266SQhhNBrT2xg2bJgQIiIiouvXDh06VAhx5syZ\ntoNdHMoBoFsEDgDde/fdd0eMGPHHP/5RmYyIiLjrrruEEJIkeedp+7itsLCwyZMnl5aWeg+g\nSJKUnZ09b948i8XS9XJTU1NjYmI2bdrk3dVx+PDhU6dOtZvN16IB6AeHVAB0Ly0tLSkpqaCg\n4OTJk6NHjz579uyLL76YlJSUkZEhhFByw8aNGzMzMydOnNjx5cXFxZMmTUpOTs7JyTGZTPv2\n7fvnP//5l7/8peuDI0IIu92+fv36n/zkJ7feeuusWbMuXbq0a9eu9PT006dPKzN0u2gAOsEe\nDgDdCwkJOXjw4PTp0w8dOrRmzZrDhw/PmjXr9ddfDwsLE0JkZWXdfvvtTzzxxDPPPNPpy1NS\nUk6cOJGWllZWVvb73/8+ODh479699957r6/FmUymyMhI5XFubm55ebnJZNqwYcPJkydfeOGF\niRMnxsbGKs92u2gAOmGQZVnrGgCgcx6Pp7a2NiQkpO2poAsWLLhw4cLf//53DQsD8E2xhwOA\nfrW0tMTFxS1btsw7cvHixZdeeqntRTsA+AXO4QCgXyEhIffff39paanb7b7jjjuuXLlSUlJi\nNpsfeOABrUsD8M1wSAWArjmdzuLi4rKyss8++ywmJmbs2LEbN2688cYbta4LwDdD4AAAAKrj\nHA4AAKA6AgcAAFAdgQMAAKiOwAEAAFRH4AAAAKojcAAAANUROAAAgOoIHAAAQHUEDgAAoLr/\nASznWhsY1T0PAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "plot without title"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ggplotRegression(fit)"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 36,
"metadata": {},
"outputs": [
{
"anova(fit)"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {},
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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AR6/fvf/9aawuH06dPbtm1zVn0AAICxIHAwkcNih95JWtlsaPcy1dmzZ3ULz5w5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OQtMVvXpV9OolUSqDtmwJTk8XGU3Kc795\nM3zRopDvvy8ZMqRw/PjaJ57gsKbNgS4VAAAQJBfrZCGEqIOC8l96KXv79uvz55ss0cFUVwdl\nZHSZOLHTpEmBu3YZ9qoVEAQOAABwlPz8/JkzZ/bp0yc+Pn7u3LmOWE3H9WKHXiIpGTToytKl\nF9euVcrlOg8P46OeubmR8+bFjB4dunSp5P59rirZBFj4yzIs/MUrWPiLb7DwF9/wc+GvgoKC\nhIQE44o98cQTmZmZnp6eFp9vvPBX067Ik04W44W/mo+pqvLfu7fFhg0eeXkmh/Q0Xd63b2FK\nSkXPnuTB5q62wMJfAADgOj799FOTGHTt2rUlS5Y47oou1tTB0np5KeXyCz//fHXJkrL4eOO9\n3yidzvfIkQ4zZnRJSQnetInh92dLDBoFAACHyMrKsrHQjlxtPKkBRZX37l3eu7dYqQzcvTt4\n40aJQmE46HHjRpsFC8IWLy4dPPj+88/XtGvHYU0bghYOAABwCJHIwmdai4V253oDOww0QUEF\nkyadz8i4/tlnVbGxxodotTpg167Ozz8fPX26/549/9urlh/QwgEAAA4xcODAPLNhBwMHDnRa\nBVy2tYMQvVhcMnRoydCh7jdvBm/eHLR9O200nNE7O9s7O1vj7180apQiKUn98MJiXEELBwAA\nOMTs2bOjoqKMS5566qlp06Y5uRou3NpBCFFFRNx+993snTtv/f3vtRERxofEJSWt1q7tJpc/\nMWuW7ORJ871qnQwtHAAA4BAymWz//v3Lly/PysqSSCT9+/d/8cUXndOlYs6FWzsIIVpPT8WE\nCYrx42VnzgRv3ux74IBhBzhKp/M7eNDv4EFVeLgiMbF49Oj6h3esdRpMi7UM02J5BdNi+QbT\nYvmGn9NiG6v502Jt5OjYYd9psU2pQHFx4M6dwenp5gt16CWS0n79mHff1fTsaf0kmBYLAADQ\nLK7dyUII0QQEFEyadP7XX6/Pn1/55JPGhyi12n/fPtlzz1G1tU6uFbpUAADgceTanSyEEL1I\nVDJoUMmgQe63bwdu2xaUkSF60JhX99xz+ocXMHUCtHAAAMDjy+VbOwghqvDwuzNm5GzffnP2\nbHaJjtpJk5xfDbRwAADA487lWzsIITqpVCmXK+Vy6dWrLTp2dH4F0MIBAABAyOPR2kEIqWnf\nnpPrInAAAAD8z2MSO5wPgQMAAMAUMofdIXAAAABYgKYO+0LgAAAAaBBih70gcAAAADyCIGJH\naWmpQqHg7ULGmBYLAABgE97Onr158+bGjRsLCwsJIVKpdNSoUb179+a6UqYQOAAAABqBb7Gj\ntLR05cqVtQ+WKq+pqdm4caOnp2eXLl24rZgJdKkAAAA0Gn86WY4cOVJrtjHKnj17OKmMFQgc\nAAAATcSH2FFUVGRjIbcQOAAAAJqF29jh5eVlYyG3EDgAAADsgKvY0bNnT/NCHg4aReAAAACw\nG+dnjoiICLlcLhaLDSVxcXEDBgxwcjUeCbNUAAAA7OmJJ56gafrixYtOu+IzzzzTpUuXa9eu\nqdXqNm3ahISEOO3StkPgAAAAsD8nz5719fWNi4tzzrWaBl0qAAAgGGfPnp0yZcozzzyTnJy8\nYcMGvV7PdY0egQ/TWHgCLRwAACAMe/funThxIvv1lStXDh48mJOT8+WXX3JbK1vwba0wTqCF\nAwAABECr1b799tsmhStWrMjJyeGkPk3wmLd2IHAAAIAA5OXlsXuFmDh+/LjzK9Mcj23sQOAA\nAAABoCjKYjlNC/KN7DGMHYK8TwAA8LiJiooKDQ01L3/mmWecXxl7eaxiBwIHAAAIAE3T3377\nrUQiMS58++23O3XqxFWV7OUxyRyYpQIAAMLQr1+//fv3p6WlXb16tWXLlhMmTBg2bBjXlbKP\nx2Eai+ADB0VRxuu52gtN0yKRiP8zvK0TiUSEEJqmHfErcjIH3WgnYzuhXeBPi6ZpF7gjbN+/\nC/wgLBf4Kdg7IhKJGhquQQjp3LnzsmXLnFippmAYpmn/eNu3b08IuX79ugMq9RBb6sbeBTu+\nQAQfOGiadnNzs/tpGYYhgh2LZMDWn2EYR/yKnIyiKBf4Kdi/Kzc3N6EHDjYzWXlXEAS2/niB\n8Af7AhGLxeyHJeFiGKY5d4TtJLp69apdK/UQ2+vWqDdZnU5n5aiwbyohRKvV1tTU2P20Xl5e\narVarVbb/czOJBaLJRKJRqOprq7mui7NwkbsqqoqrivSXDKZTCKRVFdXW39Z8p9UKtXpdCqV\niuuKNAsbNerr613gT0sikbjAT+Hl5cUwTG1tbX19Pdd1aRZ3d3eapq2/N1VVVe3bt6+goCAq\nKmrgwIHmGat169bEYZ0stvy1UBTl7u6u1Wob9acllUobOiT4wAEAACAsp06dmjp16v3799mH\n0dHR69evDwsLM3+mK43tEHaXAQAAgLBUVVW99NJLhrRBCMnNzX355ZetfItrzJ5F4AAAAHCe\nAwcO5OfnmxSeOnXqkYM2hB47EDgAAACcp6SkxGJ5cXGxLd8u3MyBwAEAAOA8UVFR5oU0Tbdt\n29bGMwi0qQOBAwAAwHn69u3br18/k8LJkycHBwc36jyCix0IHAAAAM5D0/Ty5cvHjh3LrgQj\nFotffvnlTz75pGlnE1DswLRYAAAApwoMDFy5cmVVVVV+fn5ERETzF20TxOxZBA4AAAAOeHl5\ndejQwY4n5HnsQJcKAACA6+BtJwsCBwAAgKvhYeZA4AAAAHBBfGvqQOAAAABwWfyJHQgcAAAg\nGDt37hw6dGhUVFSfPn2++eYboe/p7TR8iB2YpQIAAMLwyy+/vPHGG+zXlZWVX3zxxaVLl5Yv\nX85trQSE22ksaOEAAAABUKvVc+fONSnMyMg4duwYJ/URLq6aOhA4AABAAPLy8srLy83Lz507\n5/zKQBMgcAAAgAB4eHhYLHd3d3dyTaBpEDgAAEAAwsPDo6OjTQrd3NwGDhzISX2gsRA4AABA\nACiKSktLk8lkxoWffPIJ55MvwEaYpQIAAMLQtWvXEydOrFmz5urVqy1btkxOTo6JieG6UmAr\nBA4AABCMoKCgWbNmcV0LaAp0qQAAAIDDIXAAAACAwyFwAAAAgMMhcAAAAIDDIXAAAACAwyFw\nAAAAgMMhcAAAAIDDIXAAAACAwyFwAAAAgMMhcAAAAIDDIXAAAACAwyFwAAAAgMMx8+bN47oO\nzaLRaDQajSPOrNVq9Xq9I87sNEqlcsuWLWq1OigoiOu6NBdFUfX19VzXorkOHTp06NChyMhI\nhmG4rktz6XQ6nU7HdS2apaqqKj09vby8vFWrVlzXxQ5c4AVy6tSpP/74o2XLlm5ublzXpblc\n4AVSX1//yy+/FBQUhIWF2f5dUqm0oUOC3y1WKpVa+fEec7du3fruu+8mT57cr18/rutiB56e\nnlxXobn27dt36NChpKQkPz8/rusCpKam5rvvvhs5cuSzzz7LdV3swAVeICdPnvz111/79+8f\nGBjIdV3gvy+Q3r17jxkzxi4nRJcKAAAAOBwCBwAAADgcAgcAAAA4HCX0cZFghVarra6udnNz\nc4ERWK6hpqamvr7e29uboiiu6wJEp9NVVVWJxWIPDw+u6wKEEKJSqdRqtZeXF03jwzD39Hp9\nZWWlSCSy10BJBA4AAABwOKRIAAAAcDgEDgAAAHA4BA4AAABwOMEv/AXG0tPT165da3jIMExG\nRgYhRKvV/vjjj8eOHauvr+/Vq9dLL70kFou5q+ZjZN++fTt37szPz2/fvv0rr7wSEhJCcDs4\ncuzYsX/+858mhYMGDXrzzTdxRzhRVla2evXqc+fOabXamJiYqVOnsut94XZwRalUrl69+vz5\n8xKJJDY2dtq0aexwUXvdEQwadSmLFy8uLy8fNWoU+5CiqO7duxNCVqxYcezYsVdffVUkEv3n\nP//p1KnT22+/zWlNHwv79u37/vvvp0+fHhwcvGnTJqVSmZaWRtM0bgcnysrK8vLyDA/VavXi\nxYtnzpzZp08f3BFOzJ49W6vVJiYmMgyzZcuWqqqqxYsXE/y/4ohKpZo5c2ZYWNiECRPUavW6\ndevc3Nw+++wzYsc7ogcXMmvWrG3btpkU1tTUjB8//siRI+zD06dPy+XysrIyp9fu8aLT6V55\n5ZUdO3awD5VK5T//+c/CwkLcDp5IS0tbvny5Hi8QjtTV1Y0ZM+bcuXPsw8uXL48ePbq0tBS3\ngyvHjh1LSkpSqVTsQ6VSOXr06Js3b9rxjmAMh0vJz8/Pzs6eMmXKxIkTP/300/z8fELIrVu3\nVCpVbGws+5yYmBitVmv8UQ8c4e7du/n5+X369NHr9eXl5YGBge+9915wcDBuBx9kZ2efO3du\n8uTJBC8Qjkgkkk6dOu3Zsyc/P//+/fu7d++OiIjw9fXF7eBKdXW1SCSSSCTsQy8vL4qibt26\nZcc7gjEcrqOioqKyspKiqL///e9arXbDhg1z585dtmxZaWmpSCQybOwkEom8vLxKSkq4ra3L\nKy4uZhjmwIEDGzZsqK2t9ff3nz59et++fXE7OKfT6X744YfU1FS2Hxp3hCvvv//+a6+9duTI\nEUKIVCpdunQpwe3gTrdu3bRa7bp165KTk1Uq1Zo1a/R6fVlZmVgsttcdQeBwHZ6enqtXr/b3\n92dXsWzbtm1qauqpU6fEYrH5upZarZaLOj5GKioqtFptbm7ukiVLvLy8du3atXDhwsWLF+v1\netwObu3fv5+m6aeffpp9iDvCCZVKNXfu3CeffDIpKYmm6W3btn344YcLFizA7eBKcHDwe++9\nl5aWlp6eLhaLExMTvby8ZDKZHe8IAofrYBgmICDA8NDT07NFixZFRUWdO3fWaDS1tbXs+s1a\nrbaqqgq7Pzuaj48PIeTVV19ld6JPTk7+7bffzp071759e4TzIxAAAAfzSURBVNwObm3fvn3Y\nsGGGh/7+/rgjznfmzBmFQvHNN98wDEMIee2116ZMmZKVldW6dWvcDq7ExcWtWrWqtLTU29tb\nq9Vu3LgxICBALBbb645gDIfrOHXq1BtvvFFZWck+VKlUSqUyNDQ0PDzczc3tzz//ZMsvXbpE\n03RkZCR3NX0shISEUBRVVVXFPtRqtXV1dZ6enrgd3MrNzb1z5058fLyhBHeEE/X19exAQvah\nXq/X6XQajQa3gyvl5eULFiy4e/eun5+fSCQ6ceKETCbr2LGjHe8IWjhcR+fOnSsrK7/++utx\n48ZJJJKNGze2aNEiLi6OYZjBgwevXr06ICCAoqiVK1fGx8ezH7vBcQIDA59++ulFixZNnjzZ\n09Nz69atDMP06tVLKpXidnDo2LFj7du3N96MCneEEz169JBKpQsWLEhKSiKE7NixQ6fT4QXC\nIR8fn/z8/CVLlrzwwguVlZUrVqxITEwUiUQikchedwTrcLiUW7du/fDDD1evXnVzc4uNjZ0y\nZYqvry8hRKvVrlq16vjx4zqdrnfv3tOmTcNCOk6gVqtXrlx5+vTpurq6jh07Tp06tXXr1gS3\ng1Ovv/563759n3/+eeNC3BFO5Ofnr1279tKlSzqdrkOHDqmpqW3atCG4HdxRKBRpaWmXL18O\nDg5+9tlnx4wZw5bb644gcAAAAIDDYQwHAAAAOBwCBwAAADgcAgcAAAA4HAIHAAAAOBwCBwAA\nADgcAgcAAAA4HAIHAAAAOBwCBwAAADgcAgcANGj48OE9e/Z03Pm//vpriqLKy8sddwkA4AkE\nDgAAAHA4BA4AAABwOAQOAHCs2tra06dPc10LAOAYAgcAPMKNGzdGjx4dFBTUqlWradOmGQ+5\nWL9+fe/evf38/GQyWY8ePVauXGk4NHz48PHjx+/cubNFixbjx49nC3/++eenn37ax8cnLi4u\nLS3N+CrDhw+Xy+V3794dOnSol5dXq1atpk+fXlFRYVyN5557LiIiwsfHJz4+fteuXYZDlZWV\nc+bMadeunVQqbdu27axZs6qrqx95CACcSg8A0IBhw4a1bt06NDR0xowZK1asSExMJIRMmzaN\nPbp582ZCSO/evb/88stZs2Z17dqVELJp0ybD9/bo0cPPz2/ChAnLli3T6/ULFy4khHTs2HHO\nnDmvvPKKVCqNjIwkhJSVlbHP79u3b//+/dPT02/cuJGWlkZR1NSpU9mzZWdny2Sy1q1bv/fe\ne/PmzevSpQtFUStXrmSPjhs3TiQSJSUlffrppyNHjjSupJVDAOBMCBwA0KBhw4YRQpYvX84+\n1Ol0MTExUVFR7EO5XB4aGlpXV8c+VKlUMpls+vTpxt+7atUq9qFSqfT29o6Li6uurmZLjh07\nRlGUceAghOzdu9f46uHh4ezX8fHx4eHhxcXF7EO1Wp2QkODt7V1ZWVleXk5R1Jtvvmn4xgkT\nJrRv316v11s5BABOhi4VALDGy8tr6tSp7NcURcXExNTU1LAPV6xYcf78eYlEwj6srKzUarWG\no4QQX1/f1NRU9uuDBw9WVlZ+8MEHUqmULenTp8/w4cONr+Xv7z948GDDw5CQEPZspaWlBw8e\nnD59ur+/P3tILBbPmDGjsrLy5MmTbGo5fPhwfn4+e3TDhg1XrlxhK9zQIQBwMgQOALAmIiKC\nYRjDQ5r+3z+NgICA4uLidevWvfvuuwkJCaGhoSbDI0JCQgzP/+uvvwghsbGxxk+IiYkxfhge\nHm78kI0LhBA2IsydO5cykpycTAhhG04++eST7OzsNm3aJCQkfPDBBydOnGC/0cohAHAyBA4A\nsMbd3b2hQ0uWLOnUqdNbb72lUCj+9re/HT9+PCwszPgJHh4ehq9FIpH5GYyjTEPPIYSwjSjv\nv//+ATMJCQmEkA8//PD8+fNz587VarVff/11nz59xowZo9VqrR8CAGey/PIGALCuurp61qxZ\nEydO/OGHHwy5oa6urqHnR0VFEUJycnIiIiIMhRcuXLDlWk888QQhhKbp+Ph4Q2FBQcHVq1d9\nfX3Ly8vv378fGRk5b968efPmlZWVzZo1a+XKlbt37+7Xr19Dh0aNGtWknxsAmggtHADQFDdu\n3Kirq4uLizOkjd9//12hUOh0OovPT0hIkMlkX375ZW1tLVuSnZ29fft2W64lk8kGDRq0fPly\npVLJluh0utTU1JSUFLFYfPr06ejo6O+//5495OvrO2bMGPY5Vg418ccGgKZCCwcANEX79u1D\nQ0O//PJLpVIZFRWVlZW1efPm0NDQzMzMNWvWTJ482eT5/v7+H3/88bvvvtuzZ8/k5OTy8vJV\nq1b16dPnyJEjtlxuwYIF/fv3j4mJmTJlCsMwO3fuPHv27Lp16xiGeeqppyIjI+fOnZuTk9O5\nc+crV65s2bIlMjIyISGBYZiGDtn9FwIA1qGFAwCaQiKR7Nq1q3Pnzt98881HH31UWlp68uTJ\nTZs2RUdHHz161OK3vPPOO+vXr5fJZIsWLTp48ODnn3++cOHCwYMHNzR0g2EYPz8/9uvu3buf\nOXPmqaeeWrt27bfffuvh4bFjx44XXniBEOLp6fnbb7+NGjVq7969H3744b59++Ry+YEDB2Qy\nmZVDDvq1AEBDKL1ez3UdAAAAwMWhhQMAAAAcDoEDAAAAHA6BAwAAABwOgQMAAAAcDoEDAAAA\nHA6BAwAAABwOgQMAAAAcDoEDAAAAHO7/A8m/N/abbIELAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "plot without title"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ggplotRegression(fit)"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 38,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 44,
+ "execution_count": 40,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 45,
+ "execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 4,
"metadata": {
- "hidden": true
+ "hidden": true,
+ "init_cell": true
},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 5,
"metadata": {
- "hidden": true
+ "hidden": true,
+ "init_cell": true
},
"outputs": [],
"source": [
"}"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "hidden": true,
+ "init_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "# From https://sejohnston.com/2012/08/09/a-quick-and-easy-function-to-plot-lm-results-in-r/\n",
+ "ggplotRegression <- function (fit) {\n",
+ "\n",
+ "require(ggplot2)\n",
+ "\n",
+ "ggplot(fit$model, aes_string(x = names(fit$model)[2], y = names(fit$model)[1])) + \n",
+ " geom_point() +\n",
+ " stat_smooth(method = \"lm\", col = \"red\") +\n",
+ " labs(title = paste(\"Adj R2 = \",signif(summary(fit)$adj.r.squared, 5),\n",
+ " \"Intercept =\",signif(fit$coef[[1]],5 ),\n",
+ " \" Slope =\",signif(fit$coef[[2]], 5),\n",
+ " \" P =\",signif(summary(fit)$coef[2,4], 5))) + \n",
+ " theme(plot.title = element_text(size=12))\n",
+ "}"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {},
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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EDSSMaowUPgAAAASALJGzV4CBwAAAAJLdmjBg+BAwAAIEHV19e3tbXFu4roQOAA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",
+ "text/plain": [
+ "plot without title"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ggplotRegression(fit)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {},
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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QSbIBAIkqDBSCgUxrqEjkro33OsJDgceDxeEmxF1H5BVFZWEkIi8W3yfD4/4FZE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\nDgAAoDoCBwAAUB2BAwAAqO7/ANSL8e4KsAOwAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "plot without title"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ggplotRegression(fit)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
},
"metadata": {},
"output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " Df Sum Sq Mean Sq F value Pr(>F) PctExp\n",
- "oxygen 1 75555.216 75555.2158 528.403 1.419964e-28 91.197836\n",
- "Residuals 51 7292.381 142.9879 NA NA 8.802164\n"
- ]
}
],
"source": [
"fit <- lm(ventil ~ oxygen, data = anaerobic)\n",
"summary(fit)\n",
- "anova(fit)\n",
- "af <- anova(fit)\n",
- "afss <- af$\"Sum Sq\"\n",
- "print(cbind(af,PctExp=afss/sum(afss)*100))"
+ "anova(fit)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {},
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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HhTb5C5yPLxxx+Txm4UeuKJJ+y/afTF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\nAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "plot without title"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ggplotRegression(fit)"
]
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 20,
"metadata": {},
"outputs": [
{
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
},
"metadata": {},
"output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " Df Sum Sq Mean Sq F value Pr(>F) PctExp\n",
- "oxygen 1 75555.2158 75555.21580 7441.5695 4.587875e-56 91.1978362\n",
- "oxy2 1 6784.7247 6784.72473 668.2398 1.357823e-30 8.1894044\n",
- "Residuals 50 507.6565 10.15313 NA NA 0.6127594\n"
- ]
}
],
"source": [
"fit <- lm(ventil ~ oxygen + oxy2, data = anaerobic)\n",
"summary(fit)\n",
- "anova(fit)\n",
- "af <- anova(fit)\n",
- "afss <- af$\"Sum Sq\"\n",
- "print(cbind(af,PctExp=afss/sum(afss)*100))"
+ "anova(fit)"
]
},
{
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {},
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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JdUAAAAPMaWLVuMaYNx586dt99+203NaQCBAwAAwEOYpQ3GsWPHWrwhjUDgAAAA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\nEqEyAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "plot without title"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ggplotRegression(fit)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
}
],
"source": [
- "layout(matrix(1:4,2,2)) \n",
"autoplot(fit)"
]
},
projects / ou-jupyter-r-demo.git / commitdiff