To experiment more with the concepts of ANOVA, we will perform a short analysis on the NHANES dataset.
The NHANES dataset
The National Health and Nutrition Examination Survey (NHANES) contains data that has been collected since 1960. For this tutorial, we will make use of the data that were collected between 2009 and 2012, for 10.000 U.S. civilians. The dataset contains a large number of physical, demographic, nutritional and life-style-related parameters.
Goal
In the NHANES dataset, one of the columns is named HealthGen
. HealthGen is a self-reported rating of a participant’s health in general terms. HealthGen is reported for participants aged 12 years or older. It is a factor with the following levels: Excellent, Vgood, Good, Fair, or Poor.
We want to test whether or not the mean systolic blood pressure value (take column BPSys1
) is equal between the five self-reported health categories. To this end, we will use an ANOVA analysis (if the required assumptions are met).
Load the required libraries
Data import
NHANES <- read_csv("https://raw.githubusercontent.com/GTPB/PSLS20/master/data/NHANES.csv")
glimpse(NHANES[1:10])
## Observations: 10,000
## Variables: 10
## $ ID <dbl> 51624, 51624, 51624, 51625, 51630, 51638, 51646, 51647,…
## $ SurveyYr <chr> "2009_10", "2009_10", "2009_10", "2009_10", "2009_10", …
## $ Gender <chr> "male", "male", "male", "male", "female", "male", "male…
## $ Age <dbl> 34, 34, 34, 4, 49, 9, 8, 45, 45, 45, 66, 58, 54, 10, 58…
## $ AgeDecade <chr> "30-39", "30-39", "30-39", "0-9", "40-49", "0-9", "0-9"…
## $ AgeMonths <dbl> 409, 409, 409, 49, 596, 115, 101, 541, 541, 541, 795, 7…
## $ Race1 <chr> "White", "White", "White", "Other", "White", "White", "…
## $ Race3 <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,…
## $ Education <chr> "High School", "High School", "High School", NA, "Some …
## $ MaritalStatus <chr> "Married", "Married", "Married", NA, "LivePartner", NA,…
Data Exploration
NHANES %>%
ggplot(aes(x=HealthGen,y=BPSys1,fill=HealthGen)) +
scale_fill_brewer(palette="RdGy") +
theme_bw() +
geom_boxplot(outlier.shape=NA) +
#geom_jitter(width = 0.2,size=0.01) + ## omitted as it makes the plot messy
ggtitle("Boxplot of the systolic bloodpressure for each health category") +
ylab("Systolic blood pressure (mmHg)") +
stat_summary(fun.y=mean, geom="point", shape=5, size=3, color="black", fill="black")
## Warning: Removed 1763 rows containing non-finite values (stat_boxplot).
## Warning: Removed 1763 rows containing non-finite values (stat_summary).
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)
This plot is not ideal; it would be far more intuitive if the health categories were ordered properly (i.e., Poor –> excellent). In addition, we observe a sixth “category” of NA values.
To improve the plot you should:
- Filter out subjects with NA values for HealthGen or BPSys1
- Set HealthGen to a factor and relevel it to Poor –> Excellent
The second task can be achieved by using the mutate
, as.factor
and fct_relevel
functions.
NHANES <- NHANES %>%
filter(!is.na(HealthGen),!is.na(BPSys1)) %>%
mutate(HealthGen = as.factor(HealthGen)) %>%
mutate(HealthGen =fct_relevel(HealthGen,c("Poor","Fair","Good","Vgood","Excellent")))
NHANES %>%
ggplot(aes(x=HealthGen,y=BPSys1,fill=HealthGen)) +
scale_fill_brewer(palette="RdGy") +
theme_bw() +
geom_boxplot(outlier.shape=NA) +
ggtitle("Boxplot of the systolic bloodpressure for each health category") +
ylab("Systolic blood pressure (mmHg)") +
stat_summary(fun.y=mean, geom="point", shape=5, size=3, color="black", fill="black")
![](data:image/png;base64,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)
Check the assumptions for ANOVA
To study whether or not the observed difference between the average systolic blood pressure values of the different health groups are significant, we may perform an ANOVA.
The null hypothesis of ANOVA states that: \(H0\): The mean systolic blood pressure is equal between the different health groups.
The alternative hypothesis of ANOVA states that: \(HA\): The mean systolic blood pressure for at least one health group is different from the mean systolic blood pressure in at least one other health group.
Before we may proceed with the analysis, we must make sure that all assumptions for ANOVA are met. ANOVA has three assumptions:
- The observations are independent of each other (in all groups)
- The data (BPSys1) must be normally distributed (in all groups)
- The variability within all groups is similar
Assumption of independence
The first assumption is met; there shoud be no specific pattterns of dependence.
Assumption of normality
For the second assumption, we must check normality in each group.
NHANES %>%
ggplot(aes(sample=BPSys1)) +
geom_qq() +
geom_qq_line() +
facet_grid(~HealthGen)
![](data:image/png;base64,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)
The data does not appear to be normally distributed for each group. It seems to have a heavy right tail. We can perform a log transformation on the data.
NHANES %>%
mutate(BPSys1_log = log(BPSys1)) %>%
ggplot(aes(sample=BPSys1_log)) +
geom_qq() +
geom_qq_line() +
facet_grid(~HealthGen)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAYAAAD0ZtPZAAAEGWlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VQNcC+8AAEAASURBVHgB7N0HnBPl2vfxi94FBFEsIE1EBbE9YkdAQBQ7YEHFgu0oCnoUK4oFxQoeOYpYjxVQwa6gKAqCChyKYkGa0ot0REBe//f7TJ7ZbJLNZJPJbvZ3fz6wSeae9p1+zV1K7fg7GQkBBBBAAAEEEEAAAQQQQAABBBBAAAEEEMhBgdI5uE6sEgIIIIAAAggggAACCCCAAAIIIIAAAggg4AQIgLIjIIAAAggggAACCCCAAAIIIIAAAggggEDOChAAzdlNy4ohgAACCCCAAAIIIIAAAggggAACCCCAAAFQ9gEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyFkBAqA5u2lZMQQQQAABBBBAAAEEEEAAAQQQQAABBBAgAMo+gAACCCCAAAIIIIAAAggggAACCCCAAAI5K0AANGc3LSuGAAIIIIAAAggggAACCCCAAAIIIIAAAgRA2QcQQAABBBBAAAEEEEAAAQQQQAABBBBAIGcFCIDm7KZlxRBAAAEEEEAAAQQQQAABBBBAAAEEEECAACj7AAIIIIAAAggggAACCCCAAAIIIIAAAgjkrAAB0JzdtKwYAggggAACCCCAAAIIIIAAAggggAACCBAAZR9AAAEEEEAAAQQQQAABBBBAAAEEEEAAgZwVIACas5uWFUMAAQQQQAABBBBAAAEEEEAAAQQQQAABAqDsAwgggAACCCCAAAIIIIAAAggggAACCCCQswJlc3bNcnTFpk+fnqNrxmohUPwF6tSpY3Xr1k1pRWbPnm1//vlnSuMyEgIIZFagatWq1qhRo5RmsmDBAluzZk1K4zISAghkVqB06dLWvHnzlGfCfXnKdIyIQMYFDjzwwJTnwbGdMh0jIpBxgcIc25QAzfjmYQYIIIAAAggggAACCCCAAAIIIIAAAgggkC0BAqDZkme+CCCAAAIIIIAAAggggAACCCCAAAIIIJBxAQKgGSdmBggggAACCCCAAAIIIIAAAggggAACCCCQLQECoNmSZ74IIIAAAggggAACCCCAAAIIIIAAAgggkHEBAqAZJ2YGCCCAAAIIIIAAAggggAACCCCAAAIIIJAtAQKg2ZJnvggggAACCCCAAAIIIIAAAggggAACCCCQcQECoBknZgYIIIAAAggggAACCCCAAAIIIIAAAgggkC0BAqDZkme+CCCAAAIIIIAAAggggAACCCCAAAIIIJBxAQKgGSdmBggggAACCCCAAAIIIIAAAggggAACCCCQLQECoNmSZ74IIIAAAggggAACCCCAAAIIIIAAAgggkHEBAqAZJ2YGCCCAAAIIIIAAAggggAACCCCAAAIIIJAtAQKg2ZJnvggggAACCCCAAAIIIIAAAggggAACCCCQcQECoBknZgYIIIAAAggggAAC2RDYtm2b/fnnn9mYNfNEAAEEEEAAAQQQKEICZYvQsrAoCBQ5gV9//dXuu+++mMtVrlw5q1KlilWvXt2OOOII9698+fIx8/IjAggUfYENGzbYP//5z6QX9LrrrrOmTZsmnT86Y58+fWzz5s1277332s477xw9mO8IIJCCgIKdEyZMsDFjxtjPP/9sa9assVKlStnuu+9uDRs2tIMOOshOOukkK1266JYB+Pe//20zZsywiy66yP7nf/4nBQVGQaD4COg4feSRR9wC33nnnbbrrrsWuPBjx461N954w/baay+75ZZbCsxflDN4zxp16tSxu+66qygvKstWwgWWL19u/fr1C6Sg61lRTldeeaVbPJ2DKlWq5D7H+i3sdfjtt99szz33DHu2JWJ+BEBLxGZmJVMV2LJli3uAKmh83YjVqFHDBg0aZHvssUdB2RmOAAJFUGD79u1JHe/eoit4WZg0Z84c27Rpk23durUwk2FcBBD4X4EFCxa4AMLChQsjJnpRWblyZdPDhP6NHz/ePv/8c+vbt6/Vrl07kq8ofVi0aJE7F61fv74oLRbLgkBGBBo1auReVKxYscI++eQTO/fccwucz6hRo9wx0rp16wLzFvUMf/zxh1sX3Q+QECjKArpf1QuLXEre+ugZwEuxfvOGZfqvluO5554znePefffdTM+uRE6fAGiJ3OysdCoC//rXv0ylPr20Y8cOU4D0+++/t+eff97dvN1+++32xBNPRN4geXn5iwACxUugf//+BZZCUYmywqSTTz7ZVc1VcIaEAAKFE5g/f75dffXVpmCCXkheccUVduCBB9ouu+ziJrxu3TqbNm2aPf744/bf//7X5f3Pf/6T57peuCVgbAQQSEVApbE7dOhgL730UlIBUL3g+OGHH6xMmTLWvn37VGbJOAggUEiBhx9+2KpWrVrIqTB6tIBqo7322mtWtixhumibdH1HNl2STCfnBVR1LlYV9/333989ZF111VWmm7KZM2dSZS3n9wZWMNcF6tWrl/GqJ5dddlmuM7J+CIQioBITDzzwgAt+7rfffnb33Xe75mn8M99pp53suOOOsxYtWrjg57Jly0y1N0488UR/Nj4jgEAWBDp27OgCoCrFrdoRjRs3jrsUat5CSc1P1axZM24+BiCAQOYE9t5773zX2czNjSkjkD4BAqDps2RKJVhgn332ccESVa9TidBYbXatXLnS5s6da2o/RdXkFVBV+6GJUrLjrF271n7//XdXna9ChQqulItKqKqts1hB20TzZBgCCKQuoPYHdR5Qm14bN2507Q6qjbJatWrlm6hemPz111/u3OG96dXDn0rDaJylS5e6Fyp6yVLY0qb5Zs4PCOSQwLhx41y1PF3vbrrppoTXVgVMunXrZoMHD3ZtCMYLgCZ7/fUzpjKOmtKYOnWqm8wBBxyQcNn98+IzArkksNtuu9nBBx/sjgW9mIgXANU10wuAdurUKSaBSlCpDd3Vq1dbgwYNrEmTJu5eWNdljV+/fv1846mzNN2j6xqskqW6R9d1WJ/jpVTG0bRUWv3HH39089B8SAiUBAHVwtAxqaS2Lb37Xm/ddS3Ui0kl3fNGP7/qWXf69OnuRafGb9asmWvf2xvf/1fHue7Ff/nlF9MLUp1PCjqe/eMX9FnnGL2oUXM1devWNTXjEeuZ3ns+1zNAtWrV3HOBSq8rFqBjX//8tUtXrVplS5YscbPXc7zOFUoqlFGU2y13C1mM/iMAWow2FotatAXUeLlOttHtAqoNL7XloXY8dEL2kk5kZ511lvXo0SPfST7oOO+99549++yzdu2119rHH39ss2fPdrPRyfjVV1/NN31vGfiLAALpE/jggw9Mjb1Ht+OlDlhOOeUUU4lPvaDwkqrrKu/LL78cqW5/+eWXuw6RVKJc1fC9c4Z+79KlizcqfxFAwCegdgOVWv/dHmAy7XCrtJk6HmvZsqVvKv//Y9Drr8ZKZRwd++oAbcqUKaZAipcuvfRS7yN/EShRAnoZoZcBeqGh62WsB341Y6EXDbrnPvTQQ/P56B5YTVb5r8MKPqhzIXWWpMCF8vjT119/bUOGDHH38P7fFTDRC5V9993X/7P7nMo4CuzqXl3BDy8psKHOzkgI5LqA2g9V558KhJ5zzjl2ySWX5FllXQ8nTZrkrssDBw6MDFMQUzU89ILCnxTUVMelCj76k4KG6sA4Or9KrOocUJiXDgqmvvLKK6bmc7z7c81b5yq1XXz++efneWmic81TTz1l6jRVzfPoswKbXlIg94477ogsk5oBeeedd9xgzcu7H9BvXgdN3rj8TV2AAGjqdoyJQERAN1Reg8k6wXpJJznddKm9Md2AnX766e4NlN4wq/fK4cOHu7fADz30UOQtVirjePMbOXKkexulZVD7pCqZGv0GzcvLXwQQSJ+AboZeeOEFUzVb9TDdvHlz1y6wbuZUEmX06NEuyNm1a9cCZ6oHN/VGqWNXN3Y//fRTzFLlBU6IDAiUAAEFDxVEVFJJr2SSjq2jjz46X9ZUrr+pjnP//ffb5MmT3YOPXpCoLWD1Xj9s2LA8JULyLSQ/IJCjAkcddZQrJaVSULpvVonQ6OQFL9VmaHSA9LvvvnPXTgUmdL+t67CCjW+++ab17t07T8DCm67m4/UirxcorVq1cvl0LOpfr169bMCAAXbIIYd4o7hlCzqOaofpXl/LdsYZZ7hlW7x4sem+XcEaEgK5LqDnYB2Hei5+/fXX7dhjj41cs99++20X/FTBnZtvvjlybKtEqL6r5KjyH3nkke7lhkqBq7CPjkMVPNALTSWVrtQ8FGw95phj3HVe54lvvvnGvfj4xz/+4Tos1vNxKknN63z55ZeunXEVStALDBV+euuttyJNePTr1y/fpNWhkQKzOseobXK9xNE6aNzbbrvNBVRV2lzN9Kjdcr0o0XKrLXMlfynRfBPnh8ACBEADkzECAnkFFMxUx0cqAaLgh07OXtIJTzdXKh6v6nZeW0W6yVPD7ToRqzj/Rx99ZCqRopTKON78VBRfJcd0c6Wk6rgkBBAILvDMM8+Yeo+Ol3SD5VWN03Gm41ZJpbB1A+MllfLWsa+bO5X+SCYAqhcqu+66q7344ouugXlNnxcZnih/EcgroGCJVxIjXrXZvGPE/5bK9TeVcRT0mDhxoquW99hjj1nFihXdQrVp08ZV/VPNDRICJU1A17l27dq5YIJKdUcHQPVyUMEH1arw7pk9I10377zzTleaWiWqFCzx0gknnODa/VXVUn/QVNN78MEHXbboWha6R9c1WP90DX/66afddTjVcRT00cuaW2+91Y4//nhv0axt27ameauqLAmB4iSgY6egwNxpp53mAn7eeikoqZcXeu7VCwGv5PWTTz7psqjEtQKlXvKCnypZeeGFF3o/u4IGPXv2dH1vqIblBRdc4EpW6nlcwU/l1The0jGn5jBUAlMlxHVMB00q9a3zj57lhw4dGnmm13R0vtDz9xdffGHffvttvtLpCn6q9Ku/2Q456NjXSxqVfD/ssMNc6VctpxcA9Z7ngy4r+RMLEABN7MNQBCICClb6b5x0gtUbKd10KSkYojz+NkC8Yuyq5u4FP70J1q5d252gVdJrxIgRkZu5VMbxpqk3YHrr7SWCJp4EfxEIJqCbmERJpUK8AKiavdDNls4F/uCnN75KmikAqpckySZVD/J61+Q4TlaNfCVRQAFQL6k6Wayk0ibKp9Ka0enkk0+OtAmYyvU3lXG++uortxjdu3ePBD+95VI1Oj3QBTlfeOPyF4HiLqBq8CpNpWuwXij6r3+ff/65q92kqu96SehPKmGptvDVZrY/+Kk8ui/XNVqlrv1JpcJUwkxV3WMFGnQsqsSpCheoNoemm8o4qsWh84+q3vqDn1oWPQuceeaZLuDhXzY+I1DUBXRMFJRUololHv1JzT+pZpSqtuvaPH78eFdgRwUG/H1o6NhUW/k1atSws88+2z+JyDO3msvw2shXgSKVClUAVcdudFLtLAUWda7QP3WYGCR5LyZ1Lol+ptc5Ri8wlUcvOKOb51BBqOj2xrXcOieo5Lra/CeFJ0AANDxr5lTMBebNmxdzDXQSVEPMehOlmygvqe0O3TQpRZ8IvTze78qn/EpBx/GCMBpX89ebcRICCBROQMdz9A2Of4r+xtt146MqrP6k4IWqtui84d0kese4P1+8z/5zSbw8/I4AApanpLaOuVjHrYIYqq0RK6nUhTpFCfOarQc/JVXRjU5q50tBHO+8ET2c7wjksoACAqqeqqChXhT4Xyp61d/9pag8C3VIotSiRQvvpzx/Y7X3q+CKkkqa+u+lvRF1ndd4H374YeT8kco4XluE6uQsVtKzgAIzJASKk4BKZ6rplkQpVq0MXeP69u3rqqp7+33Tpk0j7V160/Ouk2qD199+vjdczVL4m6bwrvHqUG3mzJletjx/VbpS5xZ1iBY0AOpNX4WhVLszOnklV71zhH+4Xs7Gej5XW8YKgKpQFSk8AQKg4Vkzp2IuoDZG/EX99VntdPjfTvtXUW376IFKVdv8pUL9efTmVzddqhajN13KH3Qc782Xpqs3TCQEECi8gJqpiFeaLNbUddyqxIo6QtLDjkqieMlfctz7raC/HMsFCTEcgf8voOuwl9SzcqygokpaRpeoVDMXGzdu9Ea1sK7ZuuZrvrqHSHRvEFkwPiBQwgRUUkpBCjUb4wVAdXwqqKHSYP6mpjwarx1+//nAG6a/Ck7o2POXAvcCGgqYxEveMK9wQirjeIGceMsW7/d4y8TvCBQFAQXu413DClo+veRT7QvVjlJSDUp/wQL95h03ChImk/QCVEkBxRtuuCHhKN7xnDCTb6BqeKnzJiXV3EyUVqxY4Uq0+uMDXnA0ejx/XCF6GN8zJ0AANHO2TDnHBFRCxH8yK2j1vLfJCozohivWmx8v4Klp+U/8qYyjaXAilQIJgXAFdHyrh8pPP/3UzVgvNlRVTh0YqSSL3pCrKl+QxLEcRIu8JVlAx5c6/lMbWwqAxkrR1U6VRz25+gOgYV2zvfsItVuqf7FekPjvB2KtD78hkMsCOl5V6EBt7inooPb1FQxVUnuesY4P75qpNjpjJZWw0r21/3jzpqNCCPGSOhRV8vJ6f4OM45VeizeOd+6Jtwz8jkCuCeiFpDoZ85KqjquDIX/S8aoU77jx5/V/VpX7I444wv9Tvs+xSqbmy+T7wf/iRD2ze+cBX5aEH2PFABKOwMCMChAAzSgvEy/JAmqfSDc1uulSaTCvhzq/iRo+9pLeait/0HG88fmLAALZEVCj6Ap+qtMk3cBFV8Hz2hP1OmrJzlIyVwRyV0BBEXVSoo4E1NFJKiWow7pmKwCqEi26/qtdwFilv1QjhIRASRVQ+9cq+alektU+oEqK6bNSdDt6ntEee+zhPsZrSy/W7wWNowl69+m6R1dKZRyvx+l4x3W8390M+Q+BHBR49NFH3fVPgUo1X6HmLtT2tY51L3nHmkpUxkrqIFQvRlQTUk1VeLW29FJU7YmmM1WrVs29iNELGVW7b9KkSTonz7RCFigd8vyYHQIlRkCBzHr16rn1VSPNsZL3u9o+0UNRKuPEmi6/IYBAeAJqzF1Jjb1HBz/1u9c2GQFQaZAQSL+AgiKqYqaelK+//npXnT3RXFSdVp2X+VMq199UxtE8vYCIgjvRSSXYVIWPhEBJFvACnXqBqOrterGhNjS9++poG6/HeHWUFKsU6Pvvvx89iusVWj8q+OKV9PRnUrVXlUJV8q7takNQKcg43vGuacWajzpWIiFQUgTUlq+ufao+r+t179693aqrJ3ivGrt+UM1LJXVY5HU47H743/90763q6OqRXUk1QZT0u+4FotMff/zhqtpfc801MdvwjM4f/d079r1CDdHDdY656KKLXI2w6GFBvnul1HlmCKIWLC8B0GBe5EYgkIB6ilNSVTuvEXRvAqqqp97flfw9t6cyjjdN/iKAQPgCXiPwap/Mq7LjLcXkyZPttddec1/1tpqEAALpF1AVWXWqoGpmKrGlh6pPPvnEta3tzU3HpqrJP/XUU3bxxRe76u+qxqZxvZTK9TeVcTp27OiWVdX+/B0mqJrdsGHDIm2NecvFXwRKmoACjioBps5GVDJMyQuKxrJQ278qmaWqtert3R8EVQ2N0aNH5xtNbYmqKuzq1avdecF//Va12yFDhrjpKRDjBVhTGUfjq8MVzUfHt786rY5/71kg3wLyAwI5JqCS2P/617/cWvXq1cu16aue39u3b28KUA4YMCByH60XB2pnVE3VqIaHPyCoF5jPPfecm07r1q3dX1V91z/lVwnT6JcNOvb07K3OSVMpwXn++ee7+eh49Qo+uB/+/k+luNVshzpXUm2SwiSvyQyt78qVKwszKcaNI0AV+Dgw/IxAOgSOPvpo1xag3nRdffXVppO0iujrhuezzz5z7ZpcddVV1q5du8jsUhknMjIfEEAgdAEd18OHD3eBFzXkrg6UVKJ7+vTpNm3aNPeApRcgurnTW2xV7yMhgEB6BQ466CAbOHCge4BSlTk9SCmpirmaoFHw0/9ApBLbV1xxRaTanPKmcv1NZRzNW+2I6aFO9wZt2rRxJVhVEkylXVSlT6VUSQiUZAG9KFBnZSpZpSZmvA6R4pmore1bb73VJk6caF27dnXtcCuAoOBEs2bNbPbs2a6mlTe+SlopCHPTTTe5zlh07B122GEuQKmXlwqU7LXXXvbQQw9F2vxLZRyVFO/fv78rffbWW2+5Dp4U2FETGHpRo9Lr0Z20ecvIXwSKqkCXLl2SWjSV8NTLCwX0vJcTxxxzTJ7jWc/CU6ZMcQHK//znP9ajRw837SuvvNK1of/ee++52lQ6PnU8qxSm7qlVKvzMM8+MLIdKd/bp08fUNNVll13m2gLVi06V2FYHZnpJqg6SdD4JmlTNXlX09UJGL1nV1n/Dhg1dCfVvv/3WLY96rO/WrVvQSefJr+cHnRN0frj88stdkzn33HOP+y1PRr6kLEAANGU6RkQgOYE77rjD3nnnHXv++edNxf6VdDLWSbJDhw4x32inMk5yS0MuBBBIt4CqxfTr18+91VZ1d6/Ku9oM0w3Yqaee6h6wFAxVo+867kkIIJB+AQVBFVTUw5Kut6pOp2Co14aYOihTia9TTjnFVOokVkrl+pvKOHpIUqlwlSbxSrjp5YiCMTqHvPHGG7EWj98QKDECKhWmUl4KnOglQcWKFROuu14cPP744/bCCy+4ZiT04lFV5nW860WFSmtHBz5UMlMlw1RiTG0Ie9dvnStUOKFnz55Ws2bNPPNNZRzdD9x333328MMPu2VTMxcKxqjEmgIy3bt3zzMPviBQ1AX8JTITLatX4lm1oWbNmuVqXUR3DKpr33XXXWe33367qzWpQKd6ilfpae/41AtCr6NDvYhQ7Ukd03rB4CVVg9dLk8GDB7ug58iRI71B7tqv2h/xrv2RjAk+aBlV2lz3GWpuQ/+UFLTU8lxwwQVWqVKlBFNIbpDuA9S5qoKgqs6vF7jxepJPbork8guU+nun3OH/gc9FW0AlikjFV0AnMr250hujgm7kvLVMZRxvXP6GK6COLVLpfENLqZIJVJEOd3ule26qPqfjW8esHsS4WUm3cPamp5vzRo0apbQAKnWwZs2alMZlpMIJ6MFBVeJVUkQPUv7q7slMOZXrb9BxtGyqNqderLWM9BabzJZJXx49SOuBNtXEfXmqcuGOp3ZEVZpMtbBUICFW0j2YamgpgOF1wBIrn/+3VMbRfYJKpup4p0aIXzP9nxVgTjVxbKcql5nxdKzpfkrnbJXMVtAxUdI9uV6CquaVns1idUacaPyChun+QtPXMazpF7Q8BU0v1nA1m6EAr9pLJeUVKMyxTQnQvJZ8QyCjAgqIBA2KpDJORleCiSOAQEwB3aQo8Kl/JAQQyL6AHhoK8+CQyvU36Dh6GZpKe2TZ12UJECg6AmqDWyWm1HbojTfemG/B1Fu0kjodjZcUwFAJ8SAplXHURmBh2wkMsozkRSAXBHSsBblW6p5cLxkylQp7f5HMcqU7aJvMPEtCHjpBKglbmXVEAAEEEEAAAQQQQAABBHJQQFVf1dSFmr5Qh0deJ0j6q+Dnm2++6UpSJepIKQdZWCUEEEAAgSgBSoBGgfAVAQQQQAABBBBAAAEEEECgeAhUq1bNdSg2aNAg1w7oE0884aq7q4qq2ipUtdnbbrvN1JEJCQEEEECg5AoQAC252541RwABBBBAAAEEEEAAAQSKvUDnzp1dFVmV9lSnIWqj75BDDjF1WqROVdT5KAkBBBBAoGQLEAAt2duftUcAAQQQQAABBBBAAAEEir2Agpy33HJLsV8PVgABBBBAIDMCtAGaGVemigACCCCAAAIIIIAAAggggAACCCCAAAJFQIAAaBHYCCwCAggggAACCCCAAAIIIIAAAggggAACCGRGgABoZlyZKgIIIIAAAggggAACCCCAAAIIIIAAAggUAYGcagN006ZN9vTTTydkPemkk6xx48YJ83gDx40bZzNmzPC+5vtbu3ZtO++88/L9/sMPP9iIESNswYIFVqVKFWvevLm1adPGGjZsmC8vPyCAAAIIIIAAAggggAACCCCAAAIIIIBA5gRyKgA6Z84cGzlyZEKtli1bJh0AHT16tE2ZMiXu9BTQjA6Aav6DBg1y41StWtX+/PNPmzp1qg0fPtzuv/9+O/jgg+NOjwEIIIAAAggggAACCCCAAAIIIIAAAgggkF6BnAqA/vzzz07nkEMOcSUuY1E1adIk1s8xf/Om16tXL6tQoUK+PNWqVcvz28yZM23w4MFWvnx569evnx1zzDG2bds2GzVqlPv9hhtusFdeecV22223POPxBQEEEEAAAQQQQAABBBBAAAEEEEAAAQQyI5CTAVBVNz/llFMKJbZ8+XJbt26d1apVy7p06ZLUtF544QXbsWOHde/e3Y499lg3Trly5dz4ixcvdqVTFQy94oorkpoemRBAAAEEEEAAAQQQQAABBBBAAAEEEECgcAI5FQBVFXilpk2bFk7l77G90p/JTkvtj3799dduvh06dMg3f/2m6vHvvvuuXXrppVa2bGr0qlZPQgCBoikQq6R4skuq9oJVepyEAAJFT6By5copL1TFihWNa3fKfIyIQEYFSpcuXH+wHNsZ3TxMHIGsCXBsZ42eGSOQUYHUonAZXaTUJq6q5nPnznWBRa+zIZXgVEAilaBEdABU09f0dt5555gLOHv2bFf6c6+99rLdd989X559993XVGV+7dq1tnDhwpQ7RCrMQ1i+hUrwgx7YatasaUuXLnXrlSBr2gZp3apXr+6mJycFlcNIuvndddddbfXq1bZly5YwZmkqGaxOtJS0nlrfsFKdOnVs8+bNtn79+rBm6Zp9KFWqlGsSYsWKFaHNt0aNGlamTBlbtWpVKPPUdk016ZgrzPjJzlce2gfY35MVC55PzZyUhP1dMqol4QXuly1bZn/99VdwsBTG0PVip512cteoFEYPPIq3joFH/HsEjRvWtVvHtq4pGzZsSGVRUxqnbt26bjzdJ4V9ftf1W+eysJJ/fw/z/kgvyHQPqXmGlTQ/LwCQjevFypUrbevWrRlfXZ2rC5PCOrZ1T65lZX8vzNaKP26293edO3UODSN5z3ial64VYT4P6HoR5jNeYTzDOrZ1fte5VvdQYSXdP2m+SnpGUp8lYSTv+Tdb+7v29bDvj8Lc372YhralYhphXy+2b99ua9asCWNXKtQ8ciYAqh7XdaNUr149187mW2+95Q5o7Qj67fzzz7f27dsnjeUFQHUx6t27t02bNs20UXWBPOyww0ztgupG2EuLFi1yHxVwiZc0TAfer7/+GjcAOn/+fDevWNNQIPfII4+MNSjtv3mBGF0kw0rePDU/fa5UqVIos/ZufvWQqv0ljKQglJdUGjisddU8tb5hz9NbV807zHWVs7ZpWPP09iVvfYP8LUyAJch8vH2c/T2IWmp5c31/l4q3P+mzrhdqBiaM5F0vwjq2C7NOYZ+DStL5PexjzL+/a9/L5f3dX1MpG9cL3fP6l6Ewx2Amxw3rHKR9L5v7ezaeB8Ky1f7h39eytb9717VM7q+atn8+2bhehPmMVxjLsPY/b3uENT+Z+Pd3nWv9z6WFMStoXG8+mqe33gWNU9jh/vlkY98Lc57+59Aw7z21jbz7ozD341T3jVJ/37yF87SS6hImOd6HH35o9957byS3StfVr1/f5v8dUPRKf5100knWt2/fSJ5EH7p162Zqt1NJB6tKcCoYqlKmCrTqzYl6e2/cuLHL8+qrr9qQIUNcx0f33Xef+y36P7X9+d1339nNN99snTp1ih7svqu3+Ntvvz3mMJU+/eqrr2IO40cEEMi+gEpepfrGWG9fwwqCZl+KJUCgeAmo1HyqN3WFOS8ULyWWFoHiJ6DCDd5DefFbepYYAQQQQAABBIII5EwJUK/9T5XQVACyZcuWzkHxXZUGfeyxx+y9996zVq1aWevWrRMabdy4MRL8VNud119/feTBR0HRu+66y77//ns3n6FDh7q3KHrAUdL84yWvKtEff/wRLwu/I4AAAggggAACCCCAAAIIIIAAAggggEAaBXImAHrhhRda27ZtXRuS/jY4VRT4jDPOcCVBFQh96aWXCgyAqpTHK6+8Ymp/SIFUf3FiTbt///523nnnuY6S1PGRqqV77WgkakPDa19Sxb7jpRYtWlifPn1iDtZyqR3SMJJXXFtV9sMqJKzSb14VG5W2CaPtJ1lq+ypwrSB2WO3vqJi4FxDXPhNmUFzzla23P4axP8lXzmofMMy2V3TMaL7eC4pMr6tX/D+V+WifD2M/8Pa9MPd3la7xnyPDWE9vG2Rzf1fJIr1QCyuFvb9rvVTi2atKFfb1QtdSzTOMpOugfFNJuq6Ede3Oxv6uGjFKJW1/D2ubylb3R2Hu75qn5ufdr2bjeqFzp/apMJK3D6cyr7D2g2yf38NaT22Dkri/6944rDa0dc32aivpWSDM5wEda7oHTPS8nMpxGG+c4nBsa3/XvzCfj/zn9zDPtd7zAPt7vD22cL97MQ1NRfeeYT3/an46p+heWc+zYaTCHNs5EwBVgKVZs2Zxvdu1a+dKgs6bN89dYBIFKjRMnRnpX6ykDnOaN29u3377rasSrwCo16FNohsE70HNCwTEmraq2utfvLRkyZJ4g9L6uwKRutnSSTGsAKjm4wVAdWEM66DV9tb+owtyWDcBCjB7AVCdoMIMkmj/UwA0zHnKV0k3d2HOV8662IY1T2+bpnIwat8L42FPHlrOsPd377xXkvZ3ndPC2ve0z4W9v2ue3jlbn3XODusBTra6gQ/LVw8nqSYd12EF/XWc6foZlotMvJvQbOzvun6Hua7R+7vWOawU5v6udZKtFwDNxvUirBfhemD09uFUtmVY+5/OQVrWsOYnC/b3VPaIYOPouq3ztvZ33R+FkbRdvQBo2M8DOtZ0vxvWM15xOLa1zXV8h3ls61nAf34PKyCd7f09G/dHYe7vXkxD+1TYL6V1XglznoU5tsPp8UVbIctJQUuldO346mlVyWtf1AuAekFONzDqPy84qp4cSQgggAACCCCAAAIIIIAAAggggAACCCCQeYGcKQE6YsQIF4zs2LGj7b333vnkli1b5n5TtNgrjZYv0//+8OOPP9qkSZPc27EuXbrEzLZ8+XL3+5577un+egFR9fCut2l6w+FPa9eutdWrV7s36k2aNPEP4jMCCCCAAAIIIIAAAggggAACCCCAAAIIZEggZ0qAjh071l5++WV74YUXYlJ9+eWX7vf9998/5nD/j7///rsNGzbMHn/8cVuwYIF/kPusQKZ6c1fypqe2QVV1XW1aTJ482Q3z/zdu3DhXLFh5vGoH/uF8RgABBBBAAAEEEEAAAQQQQAABBBBAAIH0C+RMAPT44493Op9++qn98ssveaSmTJliKiGqdMkll+QZNmHCBBszZoypbVAvqeOjGjVquLYvn3/++TxtsqgdpAceeMC11XLUUUflaa/znHPOcZN47rnn8nTMoNKir776qhsWr0SpN2/+IoAAAggggAACCCCAAAIIIIAAAggggED6BHKmCrwCixMnTrRp06ZZjx497JBDDnH/5syZYyp9qXTVVVdZ06ZN8+gNGjTI1LFQz549rUGDBm6YGnHt16+f641dJUsVQG3fvr3rTGX8+PH222+/uby9e/fOM63jjjvOdcQ0e/Zsu/TSS01BWTVorWmorVAFTNu0aZNnHL4ggAACCCCAAAIIIIAAAggggAACCCCAQOYEciYAqt7MBg4c6KrBv/LKKy5oqcClknpz79Wrl7Vq1SppyUMPPdT+/e9/mwKkCmi+/vrrblz1jN6hQwcXHI2uyq5lULX5Rx991D7++GO3LBpJv5911ll2+eWXuzZAk14IMiKAAAIIIIAAAggggAACCCCAAAIIIIBAoQRyJgAqBZXcVBX3Cy+80BYvXmxr1qyxhg0bWtWqVeMiDR8+PO4wte85dOhQUwdG6txInScpmFq6dPyWAypUqGB9+/a1G264wVXF37FjhxunSpUqcefDAAQQQAABBBBAAAEEEEAAAQQQQAABBBDIjEBOBUA9orJly1q9evXcP++3wvytXr266V+QpGWIrm4fZHzyIoAAAggggAACCCCAAAIIIIAAAggggEDhBeIXZSz8tJkCAggggAACCCCAAAIIIIAAAggggAACCCCQVQECoFnlZ+YIIIAAAggggAACCCCAAAIIIIAAAgggkEkBAqCZ1GXaCCCAAAIIIIAAAggggAACCCCAAAIIIJBVAQKgWeVn5ggggAACCCCAAAIIIIAAAggggAACCCCQSQECoJnUZdoIIIAAAggggAACCCCAAAIIIIAAAgggkFUBAqBZ5WfmCCCAAAIIIIAAAggggAACCCCAAAIIIJBJAQKgmdRl2ggggAACCCCAAAIIIIAAAggggAACCCCQVQECoFnlZ+YIIIAAAggggAACCCCAAAIIIIAAAgggkEkBAqCZ1GXaCCCAAAIIIIAAAggggAACCCCAAAIIIJBVAQKgWeVn5ggggAACCCCAAAIIIIAAAggggAACCCCQSQECoJnUZdoIIIAAAggggAACCCCAAAIIIIAAAgggkFUBAqBZ5WfmCCCAAAIIIIAAAggggAACCCCAAAIIIJBJAQKgmdRl2ggggAACCCCAAAIIIIAAAggggAACCCCQVQECoFnlZ+YIIIAAAggggAACCCCAAAIIIIAAAgggkEkBAqCZ1GXaCCCAAAIIIIAAAggggAACCCCAAAIIIJBVAQKgWeVn5ggggAACCCCAAAIIIIAAAggggAACCCCQSYGymZw400YAAQQQQAABBMIU2LBhg82aNcvWr19vu+++u+23335WqlSpMBeBeSGAAAIIIIAAAggggEAREyAAWsQ2CIuDAAIIIIAAAsEFVq5caffdd5+98cYbtnXr1sgE6tata9ddd52df/75kd/4gAACCCCAAAIIIIAAAiVLgABoydrerC0CCCCAAAI5J7BgwQI788wzbfHixfnWbcmSJXbTTTfZ119/bYMHD6Y0aD4hfkAAAQQQQAABBBBAIPcFaAM097cxa4gAAggggEDOCmzfvt0uvvjimMFP/0qrZOiTTz7p/4nPCCCAAAIIIIAAAgggUEIECICWkA3NaiKAAAIIIJCLAqNGjbLZs2cntWqPPvqobdq0Kam8ZEIAAQQQQAABBBBAAIHcESAAmjvbkjVBAAEEEECgxAm8//77Sa+zOkiaMGFC0vnJiAACCCCAAAIIIIAAArkhQAA0N7Yja4EAAggggECJFFi4cGGg9VZ7oSQEEEAAAQQQQAABBBAoWQIEQEvW9mZtEUAAAQQQyCmBChUqBFqfihUrBspPZgQQQAABBBBAAAEEECj+AgRAi/82ZA0QQAABBBAosQIHHHBAoHUPmj/QxMmMAAIIIIAAAggggAACRVKAAGiR3CwsFAIIIIAAAggkI9CtW7dksrk8TZs2tQMPPDDp/GREAAEEEEAAAQQQQACB3BAgAJob25G1QAABBBBAoEQKHHTQQda9e/cC171s2bI2YMAAK1WqVIF5yYAAAggggAACCCCAAAK5JUAANLe2J2uDAAIIIIBAiRO455577Kyzzoq73pUqVbInn3zSWrVqFTcPAxBAAAEEEEAAAQQQQCB3BQiA5u62Zc0QQAABBBAoEQLly5e3wYMH28svv2wdOnSw2rVrmzo7atiwofXs2dO++OIL69SpU4mwYCURQAABBBBAAAEEEEAgv0DZ/D/xCwIIIIAAAgggUPwEjj/+eNM/EgIIIIAAAggggAACCCDgF6AEqF+DzwgggAACCCCAAAIIIIAAAggggAACCCCQUwIEQHNqc7IyCCCAAAIIIIAAAggggAACCCCAAAIIIOAXIADq1+AzAggggAACCCCAAAIIIIAAAggggAACCOSUAAHQnNqcrAwCCCCAAAIIIIAAAggggAACCCCAAAII+AUIgPo1+IwAAggggAACCCCAAAIIIIAAAggggAACOSVAADSnNicrgwACCCCAAAIIIIAAAggggAACCCCAAAJ+AQKgfg0+I4AAAggggAACCCCAAAIIIIAAAggggEBOCRAAzanNycoggAACCCCAAAIIIIAAAggggAACCCCAgF+AAKhfg88IIIAAAggggAACCCBQZAU2bdqUcNl27NhhBeVJOAEGIoAAAggggEBOChAAzcnNykohgAACCCCAAAIIIJAbApMmTbILL7zQGjVqZI0bN7YGDRrYueeea5999llkBd9//30788wzbe+993Z59tlnH7vssstsxowZkTx8QAABBBBAAIGSK1C25K46a44AAggggAACCCCAAAJFWWDAgAH2+OOP51nELVu2uOCnAqAXXHCBrV271kaPHp0nz4YNG+zdd9+19957z+644w67/PLL8wznCwIIIIAAAgiULAECoCVre7O2CCCAAAIIIIAAAggUC4GhQ4fmC35GL/iLL74Y/VOe76oSf9ddd1mdOnXs9NNPzzOMLwgggAACCCBQcgSoAl9ytjVrigACCCCAAAIIIIBAsRBYvXq1DRw4MG3Leuedd9off/yRtukxIQQQQAABBBAoXgIEQIvX9mJpEUAAAQQQQAABBBDIeYEPPvggrZ0ZrVixwsaPH5/zbqwgAggggAACCMQWIAAa24VfEUAAAQQQQAABBBBAIEsCP/zwQ9rnPHv27LRPkwkigAACCCCAQPEQIABaPLYTS4kAAggggAACCCCAQIkR2LZtW9rXdfv27WmfJhNEAAEEEEAAgeIhQAC0eGwnlhIBBBBAAAEEEEAAgRIj0LBhw7Sva4MGDdI+TSaIAAIIIIAAAsVDgABo8dhOLCUCCCCAAAIIIIAAAiVG4MQTT7QyZcqkbX0rV65sbdq0Sdv0mBACCCCAAAIIFC8BAqDFa3uxtAgggAACCCCAAAII5LzAnnvuaRdffHHa1vPaa6+16tWrp216TAgBBBBAAAEEipcAAdDitb1YWgQQQAABBBBAAAEESoTAbbfdZu3bt0+4rocffrg1b948YZ5u3brZ1VdfnTAPAxFAAAEEEEAgtwXK5vbqsXYIIIAAAggggAACCCBQnATWrFljb7/9ts2aNctq1arlgqAzZsywpUuXRlajbt261rNnT7v00ktt69atNmTIEHv++edt1apVkTyNGze2Xr162VlnnRX5jQ8IIIAAAgggUDIFCICWzO3OWiOAAAIIIIAAAgggUOQEhg0bZn369LH169fnWza1C6pq8bvvvrvtvffeVqpUKZenbNmydv3111vv3r1t7ty5tm7dOqtTp46pGj0JAQQQQAABBBCQAAFQ9gMEEEAAAQQQQAABBBDIusDjjz9u/fv3j7scH3zwga1cudKGDx8eCX76M5cuXdpU6pOEAAIIIIAAAghEC9AGaLQI3xFAAAEEEEAAAQQQQCBUgdmzZ9vdd99d4Dy/+eYbGzx4cIH5yIAAAggggAACCPgFCID6NfiMAAIIIIAAAggggAACoQs89dRTtmPHjqTmq2ryaveThAACCCCAAAIIJCtAADRZKfIhgAACCCCAAAIIIIBARgQmTJiQ9HTVPujMmTOTzk9GBBBAAAEEEECAACj7AAIIIIAAAggggAACCGRVQG17BklB8weZNnkRQAABBBBAIPcECIDm3jZljRBAAAEEEEAAAQQQKFYCtWrVCrS8QfMHmjiZEUAAAQQQQCDnBAiA5twmZYUQQAABBBBAAAEEECheAkceeWTSC1y1alVr3rx50vnJiAACCCCAAAIIEABlH0AAAQQQQAABBBBAAIGsCvTs2TPp+V988cVWvnz5pPOTEQEEEEAAAQQQIADKPoAAAggggAACCCCAAAJZFVCJzr59+xa4DC1btrTrrruuwHxkQAABBBBAAAEE/AIEQP0afEYAAQQQQAABBBBAAIGsCFx//fX2+OOPW+XKlWPOv3Pnzvb6669bxYoVYw7nRwQQQAABBBBAIJ5A2XgD+B0BBBBAAAEEEEAAAQQQCFPg6quvtnbt2tlbb71ls2bNsi1btlj9+vWtY8eOdsABB4S5KMwLAQQQQAABBHJIgABoDm1MVgUBBBBAAAEEEEAAgeIuULt2bevRo0dxXw2WHwEEEEAAAQSKkABV4IvQxmBREEAAAQQQQAABBBBAAAEEEEAAAQQQQCC9AgRA0+vJ1BBAAAEEEEAAAQQQQAABBBBAAAEEEECgCAkQAC1CG4NFQQABBBBAAAEEEEAAAQQQQAABBBBAAIH0CtAGaHo9Mz61SpUqZXwemkG5cuXcfDS/HTt2hDpPb/5hrWupUqXc+pUvX95Klw7nnUCZMmUipmXLlrWw1lUz1fqGPU9vZTXvMNdVztqmYc3T25e89Q3yV/tfGMlbRvb3zGvn+v4uQf85U70yh329COvYLszeEvY5SNfvbLhkY38Pe57+/V3Guby/6z7BS9m4XlSoUMHdq3jLUFT/hnWsefeNYc1P3v79Xef3sJL/GSSseWZ7f5fv9u3bQ1ldz1czy8bzQLauUUFxwzrW5BH2tcy/v+tc651fghoFze/NR/P074dBpxMkv38+2dj3wpyn9iMvhXnvqXl614uwjhtvPVP5W+rvm7dwolupLB3jIIAAAsVIYNOmTVa5cuWUlvjPP/+0sIKgKS0gIyFQggU2b96cclCxMOeFEkzOqiMQioCCTt5DeSgzZCYIIIAAAgggkDWB/3u9m7VFYMZBBJYsWRIke8p59SayZs2atnTp0tBKOChwVL16dbfMa9euNT00hpH0xmLXXXe11atX25YtW8KYpXvrpR5OlbSeWt+wUp06dUwP8+vXrw9rlrbbbru5t5vbtm2zFStWhDbfGjVquAebVatWhTLPqlWrpjyfNWvWhPL2Xw962gfY31PeVAWOWFL2d0HUqlUrErhftmyZ/fXXXwX6pCODrhc77bSTu0alY3oFTUMvJ1J9q63rSljneB3buqZs2LChoFVK2/C6deu6aWXj/K7rt85lYSX//h7m/VGVKlWsWrVqoe3v8tT8vGtaNq4XK1eutK1bt2Z806rEjM7Zqaaw7st1T65lZX9PdUslHi/b+7vujXUODSN5z3ial64VYT4P6HoR5jOed31KxTWsY1vnd51rdQ8VVtL9k+arpGckFcIII6k0pJ5/s7W/a18P+/4ozP3di2loW+reM+zrhV4o6nk2jFSYYzuc+r5hKDAPBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgSoAAaBQIXxFAAAEEEEAAAQQQQAABBBBAAAEEEEAgdwQIgObOtmRNEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBKgDZAo0D4igACCCCAAAIIIIAAAuEJqO2w5cuXm9onVP+sixcvdm3R+3vwDW9pmBMCCCCAAAII5KIAAdBc3KqsEwIIIIAAAggggAACRVxg4cKF9vDDD9v7779vGzduzLO0FSpUsLZt29r1119vzZo1yzOMLwgggAACCCCAQFABqsAHFSM/AggggAACCCCAAAIIFEpg3LhxLsA5YsSIfMFPTVi92Cow2qFDBxs5cmSh5sXICCCAAAIIIIAAAVD2AQQQQAABBBBAAAEEEAhNYM6cOXbppZfGDHxGL8S2bdusd+/eNnny5OhBfEcAAQQQQAABBJIWIACaNBUZEUAAAQQQQAABBBBAoLACAwYMsM2bNyc9GbUReueddyadn4wIIIAAAggggEC0AAHQaBG+I4AAAggggAACCCCAQEYE1Nbn2LFjA097+vTpNn/+/MDjMQICCCCAAAIIICABAqDsBwgggAACCCCAAAIIIBCKwLx582zr1q0pzeunn35KaTxGQgABBBBAAAEECICyDyCAAAIIIIAAAggggAACCCCAAAIIIIBAzgoQAM3ZTcuKIYAAAggggAACCCBQtAT23ntvK1u2bEoL1aRJk5TGYyQEEEAAAQQQQIAAKPsAAggggAACCCCAAAIIhCJQtWpVa9euXeB5tWjRwho0aBB4PEZAAAEEEEAAAQQkQACU/QABBBBAAAEEEEAAAQRCE7j55putYsWKSc+vdOnS9AKftBYZEUAAAQQQQCCWAAHQWCr8hgACCCCAAAIIIIAAAhkRUFX2p59+2ipXrlzg9FVd/uGHH7ZWrVoVmJcMCCCAAAIIIIBAPAECoPFk+B0BBBBAAAEEEEAAAQQyItC2bVsbM2aMnXbaaTFLg5YrV846dOhg77//vnXr1i0jy8BEEUAAAQQQQKDkCKTWAnnJ8WFNEUAAAQQQQAABBBBAII0CmzZtciVA33jjDZszZ46b8m677Wbt27e3f/7zn7ZlyxarVauWVahQIY1zZVIIIIAAAgggUJIFKAFakrc+644AAggggAACCCCAQIgC8+bNc4HOBx54IBL81OyXLl1qL774oqlk6KpVqwh+hrhNmBUCCCCAAAIlQYAAaEnYyqwjAggggAACCCCAAAJZFti4caN1797d5s6dG3dJli9fbmeffbYtXrw4bh4GIIAAAggggAACQQUIgAYVIz8CCCCAAAIIIIAAAggEFnjqqadMJUALSr///rsNHDiwoGwMRwABBBBAAAEEkhYgAJo0FRkRQAABBBBAAAEEEEAgVYGRI0cmPeo777zj2gJNegQyIoAAAggggAACCQQIgCbAYRACCCCAAAIIIIAAAggUXmDz5s02f/78pCek/AsXLkw6PxkRQAABBBBAAIFEAgRAE+kwDAEEEEAAAQQQQAABBAotsH379sDT2Lp1a+BxGAEBBBBAAAEEEIglQAA0lgq/IYAAAggggAACCCCAQNoEqlatarvsskvS0ytbtqzVq1cv6fxkRAABBBBAAAEEEgkQAE2kwzAEEEAAAQQQQAABBBBIi0Dnzp2Tnk7r1q1NQVMSAggggAACCCCQDgECoOlQZBoIIIAAAggggAACCCCQUOCaa66x6tWrJ8yjgeXKlbObbrqpwHxkQAABBBBAAAEEkhUgAJqsFPkQQAABBBBAAAEEEEAgZYFdd93VnnvuuYQlOxX8HDJkiO2///4pz4cREUAAAQQQQACBaAECoNEifEcAAQQQQAABBBBAAIGMCLRq1crGjBljp5xyiivp6c2kdOnS1qZNG5s8ebKddtpp3s/8RQABBBBAAAEE0iJQNi1TYSIIIIAAAggggAACCCCAQBIC9evXtyeffNI2btxo8+bNs7/++sv0W+3atd2/lStXJjEVsiCAAAIIIIAAAskLEABN3oqcCCCAAAIIIIAAAgggkCaBKlWq2AEHHJCmqTEZBBBAAAEEEEAgvgBV4OPbMAQBBBBAAAEEEEAAAQQQQAABBBBAAAEEirkAAdBivgFZfAQQQAABBBBAAAEEEEAAAQQQQAABBBCIL0AANL4NQxBAAAEEEEAAAQQQQAABBBBAAAEEEECgmAsQAC3mG5DFRwABBBBAAAEEEEAAAQQQQAABBBBAAIH4AnSCFN+GIQgggAACCCCQAYEtW7bYhAkTbPbs2TZ//nzXA3SNGjXsjz/+sJo1a1q1atWsdOnS9ueff1q5cuVs3333tcaNG9tXX31lixYtsp133tlat25te+65ZwaWjkkigAACCCCAAAIIIIBArgkQAM21Lcr6IIAAAgggUIQF3njjDevfv7+tWLGi0EvZokULe/DBB6158+aFnhYTQAABBBBAAAEEEEAAgdwVoAp87m5b1gwBBBBAAIEiJTBo0CC75ppr0hL81IrNmDHDTj31VJs0aVKRWk8WBgEEEEAAAQQQQAABBIqWAAHQorU9WBoEEEAAAQRyUmDy5Mn2wAMPpH3dVG3+8ssvt40bN6Z92kwQAQQQQAABBBBAAAEEckOAAGhubEfWAgEEEEAAgSItoNKfmUqqTv/yyy9navJMFwEEEEAAAQQQQAABBIq5AAHQYr4BWXwEEEAAAQTROQiaAABAAElEQVSKusDWrVvtyy+/zOhifvbZZxmdPhNHAAEEEEAAAQQQQACB4itAJ0jFd9ux5AgggAACCBQLgZUrV9q2bdsyuqyLFy/O6PSZOAIIpEdA5wIdr8uWLbNy5crZXnvtZbVq1UrPxJkKAggggAACCCAQR4AAaBwYfkYAAQQQQACB9AjstNNO6ZlQgqlUr149wVAGIYBAtgVWrVplDz/8sL3++uu2efPmPItTv359u/baa6179+55fucLAggggAACCCCQLgGqwKdLkukggAACCCCAQEyBKlWqWLNmzWIOS9ePhx56aLomxXQQQCDNAj/++KO1bdvWnn/++XzBT81qwYIF1qdPH7vkkksyXlo8zavG5BBAAAEEEECgmAgQAC0mG4rFRAABBBBAoDgL9OjRI2OLX6ZMGTvvvPMyNn0mjAACqQts2LDBlexcvnx5gRN555137KabbiowHxkQQAABBBBAAIGgAgRAg4qRHwEEEEAAAQQCC5x77rl2zDHHBB4vmRFuvPFGa9iwYTJZyYMAAiELDBs2zBYtWpT0XAcNGmQLFy5MOj8ZEUAAAQQQQACBZAQIgCajRB4EEEAAAQQQKJSASmk+++yzdvLJJxdqOv6Ry5Yta7fddptdc801/p/5jAACRUhg9OjRgZZm+/bt9u677wYah8wIIIAAAggggEBBAnSCVJAQwxFAAAEEEEAgLQJqC3To0KE2adIke+utt2zq1KmmHuL/+usvK126tCmgWaFCBVO+HTt2mIKmlSpVsn322cd23nlnmzNnjitJpg6Pjj76aBdMrVevXlqWjYkggED6BXQcz507N/CEdayTEEAAAQQQQACBdAoQAE2nJtNCAAEEEEAAgQIFWrVqZfqXaqpcubKpZ/mlS5emOgnGQwCBEARKlSpl+hc0pTJO0HmQHwEEEEAAAQRKlgBV4EvW9mZtEUAAAQQQQAABBBAITUAluIOmpk2bBh2F/AgggAACCCCAQEIBAqAJeRiIAAIIIIAAAggggAACqQqcfvrpgUYtX768de7cOdA4ZEYAAQQQQAABBAoSIABakBDDEUAAAQQQQAABBBBAICWBHj16WKNGjZIe95ZbbrG6desmnZ+MCCCAAAIIIIBAMgIEQJNRIg8CCCCAAAIIIIAAAggEFlBHZi+99JI1aNCgwHEvuOACu+OOOwrMRwYEEEAAAQQQQCCoAAHQoGLkRwABBBBAAAEEEEAAgaQF6tevbx999JH16dPHatWqlW+8li1b2nPPPWcPP/xwSp0m5ZsgPyCAAAIIIIAAAlEC9AIfBcJXBBBAAAEEEEAAAQQQSK9A1apV7YYbbnD/1q9fbxs3bnTBzpo1a5ra/SQhgAACCCCAAAKZFCAAmkldpo0AAggggAACCCCAAAJ5BKpVq2b6R0IAAQQQQAABBMISoAp8WNLMBwEEEEAAAQQQQAABBBBAAAEEEEAAAQRCFyAAGjo5M0QAAQQQQAABBBBAAAEEEEAAAQQQQACBsAQIgIYlzXwQQAABBBBAAAEEEEAAAQQQQAABBBBAIHQBAqChkzNDBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhLgABoWNLMBwEEEEAAAQQyLrBmzRqbMGGCbd++PePzYgYIIIAAAggggAACCCBQPAQIgBaP7cRSIoAAAgggUOwFZsyYYX379rWOHTvaMcccY+ecc44988wztmnTprSt2wcffGBdunSxAw880EaMGJG26TIhBBBITWDr1q320ksv2QknnGBNmjSxBg0aWLNmzezss8+2cePGpTZRxkIAAQQQQAABBAIKlA2Yn+wIIIAAAggggEAgAZXGvPvuu23o0KF5xvvll1/s888/tyFDhtizzz7rgpZ5MqTw5f3333djrV692mrXrp3CFBgFAQTSJaBjvHv37rZgwYI8k9yyZYuNHz/e/WvXrp07B1StWjVPHr4ggAACCCCAAALpFKAEaDo1mRYCCCCAAAII5BPo379/vuCnP9OSJUtcqU0FSwqTNm/ebBMnTnSTqFSpkh1xxBGFmRzjIoBAIQSWL19uZ5xxRr7gZ/Qkx44da5dccgnNVkTD8B0BBBBAAAEE0ipAADStnEwMAQQQQAABBPwCqvb+9NNP+3+K+XnDhg126623xhyW7I8ff/yxKQiqpGr2FStWTHZU8iGAQJoF7rnnHluxYkVSU/3iiy9s+PDhSeUlEwIIIIAAAgggkIoAAdBU1BgHAQQQQAABBJISUNt/ySZViV24cGGy2fPl86q/a0CnTp3yDecHBBAIR2D9+vU2atSoQDP7z3/+Eyg/mRFAAAEEEEAAgSACBECDaJEXAQQQQAABBAIJTJ06NaP5vYlv27bNtSeq7+XKlbNjjz3WG8RfBBAIWeC7774zHZNBkkqLq71gEgIIIIAAAgggkAkBAqCZUGWaCCCAAAIIIOAENm7cGEgiaH5v4upNet26de5r27ZtrVq1at4g/iKAQMgCatIiaPrrr78iTVgEHZf8CCCAAAIIIIBAQQIEQAsSYjgCCCCAAAIIpCywxx57BBo3aH5v4v7q7yeeeKL3M38RQCALAkFLf2oRq1evbvQEn4WNxSwRQAABBBAoIQIEQEvIhmY1EUAAAQQQyIZAu3btkp5tlSpV7PDDD086v5dxx44d9umnn7qvpUqVsjZt2niD+IsAAiELfPnll3b55ZcHnqtKbpMQQAABBBBAAIFMCRAAzZQs00UAAQQQQAABO//8822XXXZJSuLqq6+2SpUqJZXXn2nixImR3qaPOeYYq1Wrln8wnxFAICSBZcuWWY8ePWzr1q2B5li2bFm79tprA41DZgQQQAABBBBAIIhA2SCZi3reTZs22dNPP51wMU866SRr3Lhxwjz+gWpT7IsvvrDffvvN1DZRvXr17IgjjrATTjjBny3yWfnViHu8VLt2bTvvvPPiDeZ3BBBAAAEEckpApTqfeeYZO+eccyxR+57t27c3BUBTSVR/T0WNcRBIv8ATTzxhuh8Pmh566CFr0qRJ0NHIjwACCCCAAAIIJC2QUwHQOXPm2MiRIxOufMuWLZMKgG7ZssX++c9/2rRp09z0dtppJ/f3xx9/tDFjxtjbb79tAwcOzFdSZfTo0TZlypS4y9CwYUMCoHF1GIAAAgggkIsChx56qL377rt2880326RJk/KsYuXKle0f//iH9erVy8qUKZNnWLJfxo4dG8lKNdoIBR8QCF1Ax3nQtOeee1rXrl2DjkZ+BBBAAAEEEEAgkEBOBUB//vlnt/KHHHJI3Pa/kn27rDfYCn7uvffedtttt1nTpk3dtH/44Qfr37+//fe//7XHH3/cbrzxxjzg3jLoQa5ChQp5hukLvdLmI+EHBBBAAIESIKDr6Jtvvmm//PKLu4aqNKg6PFKtCgVBU026Vv/6669udAVaFUwhIYBA+AJ//vmnLV26NPCMV6xYEXgcRkAAAQQQQAABBIIK5GQAVJ0fnHLKKUEtIvlVdUclPEuXLu2CnQ0aNIgM23fffe3ee++1Cy64wJVmUXU978Ft+fLltm7dOtf2WJcuXSLj8AEBBNIvoCYpPvvsM9dEhR6e1OZfq1atTB2ulCtXLv0zZIoIIJAWgUaNGpn+pStR/T1dkkwHgcIJqB1PdUKmTsmCpPLlywfJTl4EEEAAAQQQyJLAtm3bXI1o1ehatWqVa+e/U6dOFl0DS8Pee+89mzVrlql2tWJqHTt2NMXTsplyKgCqKvBKXmnNVGFnzpxp27dvt/r167sNFT0dbTx16KCgy9y5c+2AAw5wWbzSn4Wdf/T8+I4AAnkFfvrpJ7vyyitt9uzZeQaoDWCV2lbpbJUEJyGAQO4L+Ku/B+lxPvdlWEMEwhVQwQE92ERfmwtaiv3337+gLAxHAAEEEEAAgSwLqNaVCgDOmzcvz5I89dRTLiY2ePBgdx+gtv8HDBiQr01wNSF5xhlnuKYkvUKEeSYUwpec6QVekWgFI/X2We1sKqk0pqLNQdP//M//uBKgDz74YMxRNa+1a9e6YTVq1IjkiQ6AKt/q1asjw/mAAAKFF9BxdvLJJ8d9wJo/f76deeaZ9u233xZ+ZkwBAQSKtIDa5dY/pf32249OVIr01mLhSoLA2WefHXg1u3XrFngcRkAAAQQQQACB8ATUz83pp5+eL/jpLYFKenbu3NluvfVWu/322/MFP718ag5L9wqpxOm8aRTmb6m/q6kEq6dSmLllcFy1KdajRw/XS7t6kn3rrbdckVy9jVbP7eeff77p93QkVbdTRLt69er2zjvvuOo+mq429vjx49289PZbEXKVJFW7n4cddpjr4EHVdBMldbCk0muxkoKtiqaHkVSFScHkrVu3hjE7Nw9tK68DDLmpinNYSVWmFbAO63DwfLV+Wk+tb1hJ21XzDNPXXy1OzqkmbR+1Fzh16tQCJ6GSoDoOVbUuLF+1f6Yer1NJmzdvdsdcKuMGHYf9PahYsPzp2t+DzdXynD+Djptqfp2zde5WCvt6ofnedddd7p/mr5st/ctEKsyxvWHDhphtgmdiObNxfveaHNH5uTDn96Ae/vuFoOOmmj/b+3uYvv57siD3RzpW1ByNHoSSSbqmjxs3LnIe8e6PgswzmfnEy6N7oVht9sfLH/17WOc99vdo+fR+T3V/L+xShL2/a3m9eepzNp63wpynd33SugZNYR3b2vf0rzic34MaRuf39r2wzu+avzdPfQ5z39P8tP9lY56ad7rjCzoeVOs5uuSn5pVqUj87d9xxR0qjF+bYzpkA6Icffuja5vQEa9eu7aqwqzSY2h9QOumkk6xv375elpT+Ll682C6//HJbs2aN6yXe39ao3mBruJJuVFQNSAe4SqZqp1FP8oMGDUrYC/3w4cPjPsDtvPPO9tVXX6W03IyEQC4IqM3P448/PulVee211yzMkiVqPzjV4vx6aKQdtKQ3LRkRcAIHHXSQ61BJX2bMmGHNmzfPiIxeUFSqVCmlaRfmvJDSDBkJgSwLLFmyxLXH/f333ydcEtW4UqGCggoHJJxIIQfq4dQLLhZyUoyOAAIIIIBATgqMGDHCunbtmtZ1U+E+NSmpl/dhppypAu+1/6nSlipBqRKgjz32mPvbu3dvF/1XI6wKoKSaFEjt06ePC37qps0f/FRvtl7ws0OHDvbBBx/Yk08+acOGDbOXXnrJVc1Tlfz77rsv1Dc8qa4r4yFQFAVUSiRICpo/yLTJiwAC2RVYtGiRTZ8+3S2EanpkKviZ3bVk7ggUP4G6deu6FxOPPvqo7b777nlWQKVx1Jb+0KFDbeLEiVkNfuZZML4ggAACCCCAQEyBTDxTq0Chdx8fc6YZ+jHccGuGVkKTvfDCC13PU6qW7r/Z0o2WGlpVSVAFRRWMbN26deAlWbhwod1www2mt9pqZ6x///55pqGSIa+88oqtXLnSWrZsGakWr0xaHuU/77zzTO0Xfv3113bkkUfmGd/7ctZZZ9lpp53mfc33V/MPI1WsWNFq1qxpS5cuDa1auErOafspqY1VlZoJI6nawa677uraaw2rLQoV21YpZSWtp9embBjrW6dOHVNppvXr14cxOzeP3XbbzR0TKhGtNz2pJh3HQZL2X5Ws9EqBBxk3lbxVq1ZNZTQ3ji4CKomS6aSSLtoH1D4x+3tmtNO1vwddOr1J1fYNa3/X8qnklldyedmyZaE1raHrhUp4e82WqIZHJq+PWsdUS4DqOAvrHK9jW9cUVbsPKynYpVTY83vQ5dX+rut3mG2t+/f3MO+P1LSKXvBrnmElzc+7pqV6vVANjES1MJYvX55vdbz7I91Ph1EFVc8JOmenmjJ53vEvk+7Jtazs736V9H1Ox/6eytJ4+7vujXUODSN5z3ial64VYT4P6HoR5jOed31KxTWsY1vnd51rdQ8VVlKtVK/JLt0z6lkpjJTt/V37etj3R2Hu715MQ9tS957pvF4oFpaJpHb8/bG7ZOdRmGM7Z0qA6sLVrFmzuIBez7BqtyBo24eqVnfFFVe4h6tDDz3UHnnkkchJw9tI2uH22msvU3U83aBEJwXYvNIpqhIfL2k6etCK9y/eePyOQEkQ8ILGya5r0PzJTpd8CCCQfQE1ou6lTp06eR/5iwACCCCAAAIIIIAAAmkSyFRTNZmabqLVzpkAaKKV1DAFIJX0hkPV1ZNNn376qV133XXu7ZiqtqtneO+NSbLT8PKpZIZSmKVzvHnzF4FcEDjqqKMCrcZxxx0XKD+ZEUCgeAjorfakSZPcwqp9bL18JCGAAAIIIIAAAggggEB6BY4++uj0TvDvqanmr2pWh51ypgq8GmZVYLFjx46299+9P0cnr1i5inyrtGgyST28Dxw40GW96KKL7OKLL447morv6mFM1fK6dOkSM59X1WfPPfeMOZwfEUAgsYB6lj3wwAOTai9EbQL62+lNPGWGIoBAcRIYPXp0pDaHjnPVniAhgAACCCCAAAIIIIBAegVUELB+/fq2YMGCtE24Z8+eoXeApIXPmSeGsWPH2ssvv2wvvPBCzI3y5Zdfut/333//mMOjf1QwU6U9VZ1dPccnCn5q3N9//911eKQOmGLtGCqt8t1337nZJLsM0cvEdwRKuoCOx8GDBxf4EkNNSAwZMiTSNmFJd2P9Ecg1gbfffjuySieeeGLkMx8QQAABBBBAAAEEEEAgfQJqv1XP1hUqVEg4UbVne8kllyTMo4HqUPzqq68uMF8mMuRMAPT44493Pqqy/ssvv+SxmjJliqmEqFL0BpkwYYKNGTPG1Daol9RorHquVOcKl156qalzhYKSOj5Sg/wa5/nnn8/TkPUff/xhDzzwgOt4RlV4991334Imx3AEEIgj0KRJE3v33XftgAMOiJmjYcOGrsOzgw8+OOZwfkQAgeItoGZsdO1W0o3W4YcfXrxXiKVHAAEEEEAAAQQQQKAIC6i5KXUq3qhRo5hL2aJFC/eMfvfdd9t9990Xt9lI1ZZW5+EqsJSNlDNV4AU5ceJEmzZtmvXo0cMOOeQQ92/OnDk2btw4Z3vVVVdZ06ZN8zgPGjTIdW6kIrgNGjRww0aOHGmLFy92n5999lnTv3jpnnvuMbWJoB71+vXrZ3369DGVRlXQtX379q5H3vHjx9tvv/3mpt+7d+94k+J3BBBIUkBB0I8++sg+//xzU+lu9Z6pHlKPOOIIa9u2bVaK0ye56GRDAIFCCnz44YeRHkvV+VG2bqAKuRqMjgACCCCAAAIIIIBAsRFQoT/F1lTo8KuvvnI9ze+yyy6m2lgqkLhu3Tq3LorHqYmq999/32bNmuXu21WFXvn22WefrK5vzgRAy5Qp49rrVDV4RZQVgNQ/JfXO3qtXL1P7gcmk6dOnR7Jt37498jnWB3+P8uoh/t///rcpqDp79mx7/fXX3SiVKlUytZug4KjaCCUhgEDhBVQdvnXr1u5f4afGFBBAIAyBzZs3m9rkVmeCumFKJelmyktUf/ck+ItA0RPYsGGD/fTTT64wgF5ccg9c9LYRS4RAcRFYuXKl6Zyijo31bE1CAIHsCJQtW9YV9FNhPy+pN/fouJk6Ke3evbuXpcj8zZkAqERVClNV3C+88EJXgnPNmjWm6rCqIhcvDR8+PN8gr+OjfAOS+EHtew4dOtTWrl1rv/76q2urUAFYOmhIAo8sCCCAAAI5KfDNN9+4pmW++OKLyA3SHnvs4W6MLrvssqQfZtREjWpVKKkdomOOOSYnvVgpBIqzgJqpueuuu2zRokV5VkPV5gYMGOBqTuUZwBcEEEAghoCakdNz9UsvveRqUyqLCj2p9qVqVaodQRICCCAQRCBn2gD1r7Si0uoBWu0QJAp++sdJ9+fq1au7NgpV1JfgZ7p1mR4CCCCAQHER0MPLaaedZp999lkk+KllV3BE7WOfeuqpppIdyaRPPvnE1AaoUufOnSlRlgwaeRAIUeCGG24wvdSIDn5qEdRGf9euXe2hhx4KcYmYFQIIFEeBVatWufuD+++/PxL81HqolJmawNJ9xZNPPlkcV41lRgCBLArkZAA0i57MGgEEEEAAAQT+V0Dtdd55552ug8B4KGobSB0OqhPBgpK/+vvpp59eUHaGI4BAiAJqBkrNUBWUHnnkEXvzzTcLysZwBBAooQJeR8QzZ85MKNC/f3/XxmDCTAxEAAEEfAIEQH0YfEQAAQQQQACB9AjoAUbBz2TS119/7XqOTJRXpT5UilRJVeDUtjYJAQSKhoCanQrShNQdd9xhW7duLRoLz1IggECREtDLzsmTJye1TLrP8PfJkdRIZEIAgRIrQAC0xG56VhwBBBBAAIHMCUybNs0WLlyY9AxGjRqVMK/aD129erXL06ZNG1Pj6iQEECgaAmPHjjW10Zts0rE8adKkZLOTDwEESpBAQfcDforffvst0vGx/3c+I4AAArEECIDGUuE3BBBAAAEEECiUwM8//xxo/ILy+6u/n3zyyYGmTWYEEMisQEHHb6y5pzJOrOn4f1PbozfffLNNnz7d/zOfEUCgGAkEPTcEzV+MKFhUBBBIs0BO9QKfZhsmhwACCCCAAAJFREAdIHmpffv23kf+IoBAERAoVapU4KVIZZyCZjJixAh74YUX3L++fftar169ChqF4QggkGGBX3/91ebOnWt169Z1nQPrRUW5cuWsadOmVqlSJfvuu+9sw4YNbrh+C3puCJo/w6vL5BFAoAgLEAAtwhuHRUMAAQQQQKC4Cuyzzz6BFj1RfrURumTJEje9Vq1auYekQBMnMwIIZExAVd+//fbbwNNv0qRJ4HEKGmH06NGRLEcffXTkMx8QQCB8gfHjx9u9995riTozKl26dJ42PHfffXerXbt2oIVNdP8QaEJkRgCBnBcgAJrzm5gVRAABBBBAIHyBli1b2t57723z589PauaJenX3V38/8cQTk5oemRBAIPMCGzduNJXInjdvXqCZ1apVy/QyI51JbYr++OOPbpLNmze3gw8+OJ2TZ1oIIBBA4Omnn7Z+/foVOEZ0B0aLFy82/Us21atXzw466KBks5MPAQRKuABtgJbwHYDVRwABBBBAIBMCqpJ21113JTVpBUI6deoUN686WPHSCSec4H3kLwIIZFngqquuChz81CLfc889VrZsesthDB8+PKLRrVu3yGc+IIBAuAITJkxIKviZjqXSfYZKkZIQQACBZAQ4WySjRB4EEEAAAQQQCCygYKUCHYkeTg488EBTSZF4bXjNmjXLtR2mmbdo0cKVKg28IIyAAAJpF/j+++9tzJgxgad7yCGH2Kmnnhp4vEQj/Pnnn/bhhx+6LDrfnHTSSYmyMwwBBDIoMGDAgLRMPdG9g+4Z+vfvbx06dEjLvJgIAgiUDAECoCVjO7OWCCCAAAIIZEXg4osvtnfeecfatWvnOj3wFkLV42+77TYbNWqUqTpsvOSv/p6olGi88fkdAQQyI/DBBx+kNOEFCxakNF6ikdT255o1a1wWNZOx6667JsrOMAQQyJDAsmXLbOrUqWmZuqrHd+3a1Ro0aBCZnjpPatu2rbuvuPTSSyO/8wEBBBBIRiC9dU+SmSN5EEAAAQQQQKBECah9rhdffNFUSmvFihVWpUoVq1GjRlIG/gCogqgkBBAoGgJee5tBl2blypW2devWPC9Egk4jOv9rr70W+Ynq7xEKPiAQukC6X3Dst99+9thjj7kXHOopvk6dOla+fPnQ14sZIoBAbggQAM2N7chaIIAAAgggUGQFVq9ebdOmTbO1a9e6HtyT7Zzk119/tZ9++smtV+PGjU0PQiQEECgaAnqRkUpStdZ0tv+5fPlymzx5sluU6tWr27HHHpvKYjEOAgikQaBChQppmMr/TcILduqlabIvTv9vbD4hgEBhBbZs2WJTpkyxpUuXmq6xKtSw8847F3ayWRufAGjW6JkxAggggAACuS2g0p7qoEDV3P09vVatWtWuvPJKu+aaaxIGQlSt1UtUf/ck+ItA0RBQ+72vv/564IVp0qRJ3DZ/A0/s7xFUutw7v5x77rmUDksFkXEQSJOAXlaqmrpKeacj7b///umYDNNAAIGAAtu2bbPBgwfbk08+aSp97SW9xDzttNNcR2e77LKL93PMv+vXr3e/V6tWLebwbPxIG6DZUGeeCCCAAAII5LjAwoULrWPHjvbmm29GghPeKutG6sEHH7Tu3bu7avHe79F//dXfCYBG6/AdgewK/PbbbyktwPnnn5/SePFGevvttyOD0t25UmTCfEAAgaQEVDK8c+fOSeUtKJOCqeo0jYQAAuEKqMkq3aM/9NBDeYKfWgq9cNS9ve7xVVMrUdILyubNm9tFF11kM2fOTJQ1tGEEQEOjZkYIIIAAAgiUDAHdHPXs2dOWLFmScIXHjx9v8XqLVenR6dOnu/HV5pduoEgIIFA0BFTlfMiQIYEXZp999rF0BkAnTJhgc+bMccvRsmVLa9GiReBlYgQEEEivwM0332w1a9Ys1ERVyuy+++6zRD3BF2oGjIwAAnEFdOzpHj1R0j2+OiLzamDEyqtOUBVM/eijjxLmizVupn4jAJopWaaLAAIIIIBACRVQ79DJvul95plnTJ2iRCfdNO3YscP9rFJdpUqVis7CdwQQyJLA7bffHnjODRs2tBEjRqS18yN/Ffyzzz478DIxAgIIpF9gjz32sFdffdV1WJTK1NWO6BNPPGFHH310KqMzDgIIFEJA9+TPPvtsUlPQvf6HH34YM69qicyYMcMN0zlBzeYUhUQAtChsBZYBAQQQQACBHBLQm95kk9oY+uyzz/Jl91d/P/HEE/MN5wcEEMiOgNr0mjVrVqCZlylTxsaNG2cFtRcWZKJ//PGHK1WicTR9mskIokdeBDIroNLYKkF2ww03WLNmzVzbvOrQqHLlyq7tb7UFrvaANUylRdVuaL169axHjx72xRdfGM1ZZHb7MHUE4gnoWq1782RTvHt+fzv+Rel4phOkZLcs+RBAAAEEEEAgKYGC2gSKnojaC/WndevW2ddff+1+Uo+Thx56qH8wnxFAIIsCixYtCjz37du3m47rWrVqBR433ghvvfWWeR0snHzyyVa7du14WfkdAQSyILDTTjtZnz593D/Nvm7durZ27VrbtGlTFpaGWSKAQDIChb2H9+ahmlxeOuWUU7yPWf9LADTrm4AFQAABv8Dvv/9u//3vf90N0m677eYaP9dbYRICCBQfgUqVKgVaWJUI8SeV/vTePiuwUbYstyt+Hz4jkE2B6OM12WUJel4oaLr+6u9du3YtKDvDEUAgRAGV0J46daotX77catSo4e7nFQAlIYBA0RYIeq2OdU+gIKpX/X3PPfcsUu1z80RRtPc/lg6BEiOgG6T+/fvbqFGj8jSSXK1aNfvHP/7h/qmKGwkBBIq+gNr5iVWtPd6SR3dcQvX3eFL8jkD2BaZMmRJ4IfRCM9ZDUuAJ/e8Iixcvtm+++cZ923nnnWkrMFVIxkMgzQLq8OSRRx6xYcOG5SnpqReZ6gn61ltvddXh0zxbJocAAmkSCNpWZ/Q9vBajqFZ/17LRBqgUSAggkFWBBQsWWMeOHe3NN9/ME/zUQql62/333+/aBPJKhGV1YZk5AggUKNClSxfXJl+BGf/OoI5RDj/88EjWzZs3m3p2VtJb6COPPDIyjA8IIJBdgccee8y9kAy6FBdffHHQURLmf/HFFyOdpJ133nlp7Vgp4YwZiAACcQV0/e7WrZsNHjw4T/BTI+ge/umnn7Y2bdq4UqFxJ8IABBDIqoDuyXVvnkxS4aRYNTDefffdyOidO3eOfC4KHwiAFoWtwDIgUIIF/vrrL7vkkkts6dKlCRU++eQTe/DBB/PlGTlypK1atSrf7/yAAALZE9CN07XXXlvgAujGaeDAgXmCpWPGjDE9RCnpxUjFihULnA4ZEEAg8wIq+anjNWhSxyY9e/YMOlrC/P62xYpS5woJF5qBCOS4QL9+/Wzy5MkJ13Lu3Ll25ZVXJszDQAQQyJ6A7s0feOCBPPfm8ZbmuuuuswYNGuQZXJSrv2tBCYDm2Vx8QQCBsAX0EPP9998nNdunnnrK1Eaol6ZNm2a9evWyli1bmm66SAggUHQErr/++oQlxVQdVsd0dAlPqr8XnW3IkiDgF7jxxhv9X5P+/Oijj1qFChWSzl9Qxs8//9zmzZvnsqmDtP3226+gURiOAAIZFlDQ45VXXklqLl999ZXrIT6pzGRCAIHQBY466ih3j56o6Zqrr7460sGZfwGLcvV3LScBUP/W4jMCCIQu8PHHHyc9T7UrpAcfL6kHWCX1LkvD6p4KfxEoGgKlSpVybX19+OGHdvbZZ1ujRo1cL80HHHCAXXPNNTZx4kTr1KlTnoVVFTmv7VB1fnbcccflGc4XBBDIjoB6bZ49e3ZKM/eatEhp5BgjDR8+PPKrqtuSEEAg+wJjx47N14xVoqUKcv+faDoMQwCBzAjoHl336gp06t69du3a7l5e9/S6t7/llltM9/rRyV9Do6hVf9ey0glS9BbjOwIIhCqwcOHCQPPz5//ggw8i45544omRz3xAAIGiI6DG0dUhQjJJwc9169a5rGonTJ2gkRBAIPsCS5YsSXkhfvrpp5THjR5RzWN4gRN1qsK1P1qI7whkR8B/f57MEgTNn8w0yYMAAukVqFOnjgt0KtiZTNJxPXPmTJd1r732KlK9v3vLTwDUk+AvAghkRUCdnARJXv4vvvjCFi1a5EZt1aqV1a9fP8hkyIsAAhkWWLlypamZCrX3pbZ+1UaQgqG777573Dn7q79Hlw6NOxIDEEAg4wLetTeVGVWtWjWV0WKO88Ybb9jGjRvdsFNOOcXUAzwJAQSyLxD0HBE0f/bXkCVAAIGCBIp69XctPwHQgrYiwxFAIKMCCoh8+eWXSc9D+ZVGjRoVGeeMM86IfOYDAghkV2DGjBl28803u+BnrCXZZ5997J577rGjjz46z+AdO3aYOjtTUpUalQAlIYBA0RBQMzNqx3PLli2BF+iII44IPE68EV577bXIIKq/Ryj4gEDWBbz782QXJGj+ZKdLPgQQyJ6Av/f3k08+OXsLkmDOtAGaAIdBCCCQeQE9wJQundypqHHjxnbYYYe5Nj8/+ugjt3AKlLRv3z7zC8ocEECgQAHd+Kjkpkp+xkuqDtu1a1cbNmxYnixqZ2jFihXuNwVHa9WqlWc4XxBAIHsCutaecMIJgRegfPny1rFjx8DjxRrht99+s6lTp7pBaossugO1WOPwGwIIhCOgNkCTTTovUHghWS3yIVA8BObPn1/kq79LMrmoQ/EwZykRQKAYCjRp0iRhT9HeKqmtr4EDB7pg6ZgxY2z16tVuUNu2bU3tk5AQQCC7Aj/++KM7llXdPZl0xx13mJqy8JK/TV+qv3sq/EWgaAio5Of48eMDL8y9996btrZ8X3jhhcj8u3fvbmXKlIl85wMCCGRP4Jlnnkm6B3gtZd++fem89P+xdx5wUhTp3y9gyTkJkqNKRnJOkpWcMyoG1FPxuBfU88R0BhTFzClJUclBEEFFJEuUIJJBcs6wZHjv1/+rtnd3Zqereqa7Z+f3fD6709P9PFVPfTtMd3XV83i3u1gzCUSEwNSpU81y27VrZy77bYEdoH7bI/SHBGKQwJAhQ8TDDz8ctOWZM2cW//nPfwRifUJk9ncst2/fHh8UEiABjwkMHz5cXLt2TckLdI5IwYsNKXixQSEBEvAPgc8++8xMUGbXq//3//6f6NWrl131kHrffvutqcPffhMFF0jAUwKXL18Wb7/9tm0fELv30Ucfta1PRRIggegggBjdUvyY/V36xhigkgQ/SYAEPCOAKfDDhg0TuCkaN26cWLNmjfGghZhjjRs3FgMGDDBHeWIUys8//2z4mjZtWsGOEs92GysmAZMAzksZlsJcaWMB8UKRzOzYsWNi//79hkXVqlVFoUKFbFhThQRIwC0CkydPVqqqQYMG4umnn1aySU4Zv/vyGlGzZk2BWMIUEiAB7wmsWLFCnD171rYjCKdBIQESSFkEkPB0w4YNRqOKFCkiKlSo4NsGsgPUt7uGjpFA7BGoUqWKwF9yghiDMgMspslmz549OXVuIwEScIEAOjFVR39KtxAzaNGiRfKrEUPU/MIFEiABXxA4evSokh94qRFOmTRpkllc9+7dzWUukAAJeEtgz549Sg6go4RCAiSQsghMmTLFbJCfp7/DSXaAmruKCyRAAtFAwDr9vUOHDtHgMn0kgRRPAAkNdAUjua3T35s2bapbFO1IgAQiREA13iYyxodL4uPjhUywEs6kSuHyj+WQQCwRuHXrljFr49y5c0ZcfnyqCH7zKSRAAimLgHX6u1+zv0vi7ACVJPhJAiTgewLnz58XS5cuNfzMlCmTqF+/vu99poMkEAsEkIgM5yQ6KlQEnSqYDocESpAyZcoIJEajkAAJ+ItAyZIlxdq1a207ValSJdu6oRQx/f7SpUuGGmJ/cuZHKGLcTgLhJ7Bjxw7x3HPPiWXLljkq3M9TYx01jMYkEKME9u7dGzXT37GLmAQpRg9UNpsEopEARn9evXrVcB2jPzNmzBiNzaDPJJCiCCD2V7169ZQ7PwGhefPmCR6mmP09RR0abEwKIqA67Ryxu8MlEydONIvq1q2bucwFEiABdwjg/rtRo0YJfq91a+7Ro4euKe1IgAR8SGDWrFmmV36f/g5H2QFq7i4ukAAJ+J2Adfo7M8D6fW/Rv1ghgA6J1atXKzc3S5Ys4oUXXhBz5841bVu1amUuc4EESMAfBG7cuCHefPNN287g97lUqVK29ZNTxMgSJEuD5MuXTyABEoUESMA9AqtWrRJPPPGEwNR3p9K3b19Rq1Ytp8XQngRIwEcEZs+ebXrj5+zv0kl2gEoS/CQBEvA1gRMnTpidLDlz5uRDkK/3Fp2LFQLz5s3Tyv6OKawTJkwQiBP4+++/G7gKFiwoypYtGyvo2E4SiBoCn3/+ucBvsF1BR2W4ZNy4cWZRffr0MWIOmiu4QAIkEHEC//znP8PS+YnrwqhRoyLuLysgARJwjwBeUm7evNmosHjx4qJ8+fLuVa5ZEztANcHRjARIwF0CiAF28+ZNo9LOnTuLuDiGMHZ3D7A2EkhK4Jtvvkm6MsQanLu//PKLqFGjhrC+NW7btm0IS24mARLwgsDo0aOVqrVmg1UyTKSMEWdz5swx1/IaYaLgAgm4QgAZ3uVLSqcVnjx50gxj5bQs2pMACfiDwMyZM01H8HweDcIO0GjYS/SRBEhAWC+wHTt2JBESIAEfEPjjjz+Uvbh+/bq4cuWKYcfp78r4aEACrhM4cOCAUp2nTp0Ky4ixH3/8URw8eNCou27dumGbVq/UGCqTQAwTkAkKw4EAv/1IpEQhARJIOQSsLymj5fmcHaAp5/hjS0ggxRLYv3+/+Qa6QIEComLFiim2rWwYCUQTATkqW9Vn2KGTZM2aNYZprly5RJUqVVSLoT4JkIALBHRi/+nYJG7KpEmTzFWqSZhMQy6QAAloE9D9jQ9WYbjLC1YP15MACUSewJ9//mlOfy9RooSoVKlS5CsNQw2cQxoGiCyCBEggsgQSZ4BNlSpVZCtk6SRAAiEJxMfHC4zoUJUMGTIIvMiwhrVA0PTUqflOVpUl9UnADQL58+cX+/bts10VYvw6PZ/Pnz8vFi5caNSJWMHNmze3XT8VSYAEwkOgdOnS4Snov6XgmhCu5Ghhc4oFkQAJGAQuX74s8Lz9ww8/iF27dgnc40MyZswo0LnZpEkT0atXL5E5c2ZjPf5Zs7936dLFXO/3BT5t+H0P0T8SIAFmieYxQAI+I7BhwwZRuXJlsXXrVmXPWrduLdKlS5fgvMY6CgmQgD8JIHOziiALvFNBfGE8kEE6deoksmbN6rRI2pMACSgSQAdoyZIlFa0Cqzds2FAgiSmFBEjAXwQQ57dBgwbiueeeM2L0Y+YlYvbiDyFwFi9eLIYNGyYQimb16tWm89Y4/tES/xPOswPU3IVcIAES8CMBdLTIGETILBcN2eX8yJE+kUC4COzcuVMgGcmFCxeUi8Toz8GDB4uLFy+K5cuXG/ZZsmQRNWvWVC6LBiRAAu4Q6Nmzp+2KMFoTD1FOxZpgrWvXrk6Loz0JkIAGAczyCEfS0bRp04bluqDRBJqQAAkkQwBZ3DF6006s72PHjokePXqILVu2CEx/l3kAihYtGlXh6TgFPpkDgptIgAS8JzB9+nTTiXCMKjEL4wIJkIAWgWeeeUZcu3ZN2RajPseOHSuKFSsmpk2bZmaDbdWqlTEiVLlAGpAACbhC4O2337Zdz6BBgxyP1ty+fXuCuN/Vq1e3XT8VSYAEwkfgq6++Mgch6JaKzs+PP/5YlCtXTrcIM3EiXrBQSIAEwkfgn//8pzh79qztAjE1fsiQIeKee+4xbdq1a2cuR8MCR4BGw16ijyQQwwTmzZtnth4dJRQSIAHvCOCNr0xcpOoFbpgwBQ5izf7O6e+qJKlPAu4RkHHB7Na4ZMkSu6pB9dBZIqVPnz6Ccb8lDX6SgLsEvvzyS+0KEfOzWbNmRkzBe++9V7scGCJmOBIlvvzyy7ZGqjmqjMYkECMEDh06JBYsWKDcWjwHTJ061bRDHP9oEo4Ajaa9RV9JIMYILFu2TCAOCQRTZIsXLx5jBNhcEvAXgXXr1mk7JJOoXLlyxYgnhIIwmqN+/fraZdKQBEggsgQ2b95sJkOwU5OTawTKR5boKVOmmFVF28gS03EukECUE8DLDznF1W5T8PLi9ttvF7ly5RKFChUyEqjYtU1OD7PBTp8+LT799FMjGQvKppAACTgjsH79eu0CkCgJglldTkZ3azvgwJAdoA7g0ZQESCCyBGbOnGlW0KFDB3OZCyRAAt4QkFkhdWqXMUPxthkxQCFNmzYVmTJl0imONiRAAi4QkOet3aouXbokbty4IdKkSWPXJIHe999/LzAqBYIR43i4opAACbhPQP5Oq9R81113CfyFU9auXStWrlxpFJk/f35Rp06dcBbPskggZgmo/r4HAoWcANEmnAIfbXuM/pJAjBDAKJD58+cbrcX0txYtWsRIy9lMEvAvgQIFCmg7V7BgQcMWHRxSOP1dkuAnCfiTQOHChZUcw+gv3c5PVGRNftStWzeluqlMAiQQPgIYxYnEhSqC8z/cMn78eLPIRx99VGBqPYUESECfwK1bt4xs7jIZqX5JwkiK6sTeC1teQbygzjpJgARCEvjpp5/EiRMnDL3GjRuLfPnyhbShAgmQQGQJ1KpVSyChgY5gtCdGhi1cuNAwRydJo0aNdIqiDQmQgEsESpQoIfBnV6yJEezaSD0kYpDXh4wZMxrxA+U2fpIACbhLAIMPSpUqZbtSJCvLnj27bX07iph1InMBoOOTITHsUKMOCQQnsHHjRuO3FecSYus6EczQKFu2rJMiPLHlFHhPsLNSEiCBUARmzJhhqnD6u4mCCyTgKYFTp05p1V+3bl1RrVo18csvvwhZRoMGDUTOnDm1yqMRCZCAOwTQKSljcYeqES9HHn/88VBqQbdPnDhRXL161djetWtXkTlz5qC63EACJBBZAsOHDxe///677UqeeeYZ27p2FZGESU7T7dSpEwdD2AVHPRIIQODXX38VPXr0EIjFHw6J1hcSHAEajr3PMkiABMJKABdmmZUuLi5OOBlRElbHWBgJxDiBBx98UFy7dk2JAkZvy6zOnP6uhI7KJOA5gZYtW9o+5zGq20lyEmvcbzykUUiABLwhsHr1avHuu+/arrxMmTJGzF7bBjYVp02bZmr269fPXOYCCZCAGgGMpkYICaedn9a4/dGW/V0SYweoJMFPEiAB3xD47rvvzDe+rVq1Ejly5PCNb3SEBGKVAN4cb9q0San5mPaOlxl58+Y17BDaQgpfbEgS/CQBfxLAyE+c93YFWaNnz55tVz2BHqblbdiwwVhXvHhxUbVq1QTb+YUESMA9AiNGjFCqbMuWLWbyMiXDZJSXLFlijkAtWrSoqFKlSjLa3EQCJJAcgUmTJoljx44lp5LstvTp04u+ffsKmQwVv9PROP0djWQHaLK7mhtJgAS8IGAdBcLp717sAdZJAkkJLFq0KOnKEGtefvllgUQKkFWrVonDhw8byzVr1hTI5kohARLwLwHr6Cu7XurYoGxMf5eCUSoUEiABbwggCenSpUuVK0eHZTjFmvzISWiNcPrEskggWgkgBJWuVK5c2RgAYb1vj8bs77L97ACVJPhJAiTgCwKI9SNvopAEAXECKSRAAt4TOHTokLITR44cMW04/d1EwQUSiAoCO3bsUPbz4MGDyjZIjjZnzhzTjtnfTRRcIAHXCZw5c8ZIWKhasfX3XtU2sf65c+fMUFiILXzvvfcmVuF3EiABBQJHjx5V0E6oipciWbJkEd9++625gR2gJgoukAAJkIB9AtevXxfHjx8XmDYnBaM/ZXyS9u3bC2usEanDTxIgAfcJ6CQssoav+PHHH02nmzVrZi5zgQRIwJ8ErKM97Hqoc52YO3euOHHihFEFwmZguiuFBEjAGwJZs2bVqtj6e69VgMVo9OjR5rNAz549mTDRwoaLJKBKALH7M2TIoGpm6mfPnl3s3r1bbN261ViH6e+I+xutwhGg0brn6DcJRDGBlStXil69eomSJUuKSpUqiRIlSogWLVoYU+CmT59utgwdoBQSIAF/EKhRo4aSI3h5Ubp0acMGmWRx8wSpWLGiKFasmLHMfyRAAv4loJPgoHnz5soNQmwyKUx+JEnwkwS8IYARl7g/V5Xq1aurmgTVtz4LIPs7hQRIQJ0Apr0j3j5eKiIMla7g/n/WrFmmebRmf5cNiJML/CQBEiABNwiMHDlSvPnmm0mqQnKVZ555xlyPN8m1a9c2v3OBBEjAWwL169cXcXFxAiO37Uj//v0FskJDrNPfkdiMQgIk4H8CqlNacb7j5aaKnDp1SixevNgwyZw5s8AIUAoJkIB3BND5uGvXLiUH7r777rAlRJk/f75ZPzpVq1WrpuQLlUmABIQYPHiw+PDDDx2jQPIjvJjs3bu3WZbOy1HT2AcLHAHqg51AF0ggVgh88cUXATs/A7W/c+fORmdLoG1cRwIk4D4B3EzZ7fwsXLhwghcamOIqpXXr1nKRnyRAAj4lgJi/qi8rhg8fbsQJU2nSN998Y15XunbtyrA3KvCoSwJhJrB+/XrxxBNPKJWKDhIMbgiXWJMfIes0hQRIQI3AO++8E5bOT9T60ksviUuXLpnT3zFrM5qnv6NN7AAFBQoJkEDECeDiOXToUNv1RPvF1XZDqUgCUUAAI7Rnz55t29MmTZqYHRkHDhwQ27ZtM2wxDUdOi7ddGBVJgARcJ4AR3KqiE7bGOq2OyY9UiVOfBMJLAC86VeWrr74SpUqVUjULqI9YwNZEqC1btgyox5UkQAKBCZw8eVL861//CrxRYS0SEb/11lsCLyFSSvIj2Xx2gEoS/CQBEogogZ9++slIeGS3EsQMpJAACfiDwNSpU5UcsXaWIrGZlGiPGyTbwU8SSMkEkJX9119/VW7izz//rGSzbt06IX/rERcY8YEpJEAC3hA4ePCg+OOPP5Qrl/G9lQ0DGIwaNcrMQI+XMAiLQSEBErBPAJ2V8fHx9g0SaaZLl04899xzYsWKFea0d3aAJoLEryRAAiRgh8DmzZvtqJk6O3bsMJe5QAIk4C2BjRs3KjmAuH4XL140bKzxPzn9XQkjlUnAEwKHDx8Wt27dUq5bNcnCxIkTzTr69etnLnOBBEjAfQLbt2/XqlTXLnFluOZYX5gy+VFiQvxOAqEJqD5vJy7x6tWrAr/Ht912m7EJ8YDlLC5Mf7/rrrsSm0Tdd44AjbpdRodJIDoJ3Lx5U8lxVX2lwqlMAiSgREDnfITN8ePHBWKKQXAzVaFCBaV6qUwCJOA+AZ3OT3ipcp1APGFrbOBoT6rg/l5ijSQQXgK65z1GjIdD0PmJUaiQhg0bhi2pUjh8YxkkEC0EVH6Hg7XJWoY1TE1KmcXFLPDB9jzXkwAJOCaAKXRLly41huKrjugMVzwhx41gASRAAqJ8+fJi9erVtklky5ZNZM2aVUyZMsUcSda2bVuRKlUq22VQkQRIwBsC+fPn16q4atWqtu0QJgMjxSHNmzcXBQoUsG1LRRIggfAT0L3vDldcbyRKlcLkR5IEP0lAjYDTEZp58uQR2bNnNyu1hrRKKS8q2QFq7l4ukAAJhIvAnj17xN/+9jeB+F66gs4SCgmQgD8IdOzYUYwdO9a2MzIZCqe/20ZGRRLwDYG0adMaHZLIBG9XUqdOLZo1a2ZXXUyePNnUZfIjEwUXSMAzAkWKFBGY4qoS0xPnfTgSFSFZ4sqVK422o/MFiRQpJEAC6gQwSvOJJ54Q165dUzf+r4V1lOfOnTvN6e8lS5ZMEdPfAYVT4LUODRqRAAkEI4DOz3vvvddR52eLFi1EnTp1glXB9SRAAi4TqFy5ssiZM6etWjNlyiSQSfbcuXMJHmiqVatmy55KJEAC3hJ4//33hUrnJ7zFAxfOfTuCLLWYHQLBSPHGjRvbMaMOCZBAhAmovox45JFHhO6IcWtTPvnkE/PrgAEDRPr06c3vXCABErBPAC8l7P4WJy41V65c4sknnzRXp7TkR7Jh7ACVJPhJAiQQFgJ4CDpz5ox2WdWrVxcjR47UtqchCZBA+AkgM+vp06dtFfz6668LTKFBfD/E+YPgpUhcHCed2AJIJRLwkMDRo0fFG2+8oeRBzZo1xdChQ23bTJgwwcz03L17d5EhQwbbtlQkARKIDAHcu3/00Ue2C7/nnnvE888/b1s/mCLuE6wdLZhxQiEBEtAj8Nhjj4mzZ88qG2Pk9fjx40XevHlNW+t5mZJmZrID1NzFXCABEnBKADE/f/vtN+1iWrVqZcQMRPxACgmQgD8IIBj6p59+atuZX375xdDl9HfbyKhIAr4hoNOhoToCLCUmVfDNDqQjJKBJ4OuvvzZmbtg1f/PNNwVGmzmVSZMmCYwKh+A5oHjx4k6LpD0JxCSBvXv3iqlTpyq1HSFvOnfuLBYsWCCscbwx/X379u1GWZj+fueddyqV62dlDsfw894J4BtG1bghMlFF7ty53ajOqMP6I5olSxbt4du6DqPTTTcDomqdki/sMPIBFx+3BJwzZswYkekla9euddSMjz/+OKyJENKkSWP449Z5c/XqVe32YxqgmyPkeLxr7yrbhjj+3Dr24FSkjvdNmzaJEydO2G73smXLRObMmc0prpiKgzfH4RzlJX8v3OLr5NzG9R2/aW4IuIB3OFnb9TulHO/JtVeeY9Dx4v7IjeMd56+qYDq7Xd+WL18utm7dalSB0BpIgGQVeX+UI0cOV+7JrNlurX7YXbbbbrvlBdOTx55b9cEPWSeWU+rxjrZB5G8Klr24P8Lx7pbIcwz1WZ8HZAxOu35s3LhRVKxY0a66qZf4Gc+aZAWzyNw8xk2nAiy45QeOPewTt+pDU63HO0b+uf3869Xx7sX9UeLjPcChFrZV1peLdgpt1KiR+O677wL2Q1jDUvTo0SPk8YnfCzzHunkc22ljIB12gAai4uN1Th7CVJolD2K36oNvOGnkzRamQ8ipkyp+6+jiRwcPqKjvxo0bOkUo2+CHR3Z24ebbTc5gjHbqBkdOrrGHDx9ObnOy23DDiWH34WSBGELYv+EsM9lGONiI48/pg5id6r0+3nHsubk/Inm8B+Mtz23cULrZ1kgd7wcPHgzW1IDrjx07JmbOnCkuXbpkbMf0d1zzwskCjNOlSxfWMgM25n8rnZybbh4HXhzv8gWem+3EbonU8Z7ccWDtWA7n8Zxcndjm5vEeHx8fyp0k2y9cuGD7XBwzZoxp37NnzyR28v4I9yhOzjuzkhALOG6dxBt06ziIpeMd15Rw/2aEOAyM3xPrHnI5IAAAQABJREFUM4jbzwNu3QOCA9op71OszwNHjhwJhSnBdtzzqx7/8nlLPuNh4MTixYuNcm+77TZRr1495TITOJXoi/x9SrTa1lfVttkqNIBSLB7vuL7j2uuGBDve3ag78fEe6TpVn8Px2x3s3s06khSDGEKdD7g/ClZWJNrt5NxmB2gk9kgEy0RSCTcEBzH+zp8/79oFCm9l5E3o5cuXhc5NuA4b3GShbtR35coVnSKUbXDS4q0rBBcUt/Yr6sN+RZ3Yt+EWJ6OcChUqFHYOeMOIHz63+DppPzqL3LjhBg8vj3fc9Li1PyJ9vAc7f8AXgod3N9saqeNdXpeDtTfxeiRLmj59urkamaHDzQGM0QEa7nJNpxMtoC5dwYMeftPcEFzf8TuGm1q3BKN9IV4c7/j9dusYQBvx241rKMTN+yMwdut4x/mu+oIUx52d/YB7DxlTDPsu0LVB3h9dvHhR2Q9jxyj+w0tBJ7/ddtqt6FJAdVxX4atb9cEJL4931O1mWzELB3VCvHgewDVbdgoaTkTwH85X/EGszwOqo/LwHKO6j3Atsz7jWUeZIaESzvtwivx90ilTtW06dcAGPqJD2q36UCcGncjjHcxxHLghqBPHDer04nj34v7IerxHmrHqbxmOg0DH3Y4dO8SWLVsMd0uVKiXsPKNj3+I5NlB5kWi3k3PbeeCOSLSIZZIACUQlgdq1a2v7jbg/FBIgAf8RKFOmjHGDbtczJERZuHChoY4booYNG9o1pR4JkIDHBGrUqKHsQa1atWzZoPNTJkls0aKFyJcvny07KpEACUSegOo9vKp+4hbgxT+m30LQud+uXbvEKvxOAiSgQED1nKxTp07A0uWLSmxMScmPZGPZASpJ8JMESMAxgfr164u77rpLuRyMqLn//vuV7WhAAiQQeQKDBg1SGpWBIOryDXDjxo0FRtZQSIAEooMAzndVGTZsmC0TJDuRguzvFBIgAf8Q6NWrlzkTL5RXiN1btGjRUGrJbv/qq6/M2WgdOnQIaw6AZCvmRhJIoQRKly4tqlevbqt1GC3arVu3gLrsAA2IhStJgARIICkBTGl7//33zen9STUCr3nooYdErly5Am/kWhIgAc8IvPbaa2LatGm268dI7t27d5v6rVu3Npe5QAIk4G8CCGOg2jGJaat2OkIQG3jFihUGACTd4Mhwfx8L9C72CNgNjYWZHa+++qpjQNYYg3379nVcHgsggVgngGnrSFxqR4YPHx4wuR2mv+MPgunvd9xxh53iokqHI0CjanfRWRLwP4Hy5cuLGTNmiBIlSthyFnHNBg8ebEuXSiRAAu4ROHTokPj444+VKkQHx08//WTYYEpbkyZNlOypTAIk4B2BESNGKI32RtKSF1980ZbDEyZMMJMaIaOsk7i6tiqkEgmQgBKBl19+2VYuBMQIXrZsmVLZiZWXL18ukEUeUrhwYduj1hKXw+8kQAJ/EfjXv/5lO+Y87tEDiTWTfEoNS8EkSIH2PNeRAAk4IlCxYkXxyy+/iPnz54slS5YYU1wQ6wejSzBK9NSpU2LVqlVGHZj2IpPGOKqUxiRAAmElgJGfqlk6ZXw/OFK3bl2RJ0+esPrEwkiABCJHYPTo0UqFHz9+3EhkITNKJ2c8c+ZMc3P79u3NZS6QAAl4T+DkyZPmy0s73iCcRbDps3bsv/jiC1Nt4MCBRgxQcwUXSIAElAlg0AKeue3K5MmTA8b3lHF5Uc69995rt7io0mMHaFTtLjpLAtFDAA9EuHDiL3/+/MbNDTL+4YGpc+fOZkP4IGSi4AIJ+IrAypUrHfnD6e+O8NGYBFwncPbsWaU68YLk4MGDIafAY2T4zp07jbIrVaok8JKUQgIk4B8C27ZtM0do2/Hqjz/+sKMWUAcxwn/88UdjG54V2rRpE1CPK0mABOwTkFnb7Vps3rw5iSquA/iDYOq7Tl6PJIX6cAWnwPtwp9AlEkjJBPCWWXasIA5YsAx0KZkB20YC0UDg6tWrjtxs2rSpI3sakwAJ+J+AnevExIkTzYY4GTVmFsIFEiCBsBK4cuWKUnmq+tbCP//8c4FZYRDEHM6dO7d1M5dJgAQ0CKiekwhlkVhmz55trkrJLyY4AtTczVwgARJwSgBvnw4cOGBMeUeQdGR/xhskjACVgmm1N27cML526tRJQI9CAiTgPwJ487t06VItx6pUqSIKFSqkZUsjEiABbwggLqedDk2rdwULFrR+TbJ8+fJlMW/ePGN9mjRpxH333ZdEhytIgAS8JVC8eHElB1T1rYVj+ryUjh07ykV+kgAJOCCgek4GSl44Z84c04OU/FvNDlBzN3OBBEhAlwDiiCCbHKbCBZL69esLJFeoXLmykSBJ6iD+J4UESMB/BPCSYu/evdqOcfq7NjoakoBnBJDUCC8x7QpeboaK4Y3YnzK7NK4LjAtsly71SMAdAqNGjRIvvfSSUmW6v/Fz5841p9jiRWmtWrWU6qUyCZBAYAJlypQRxYoVE3/++WdghURrE8f3xNT37du3G1oYvHTnnXcmskg5X9kBmnL2JVtCAp4QePbZZ8X48eOTrRtBmTHVfeTIkWLDhg2Gbr58+QRufigkQAL+IoBpMcjevmvXLm3HmjVrpm1LQxIgAfcJIGSFSucnPPz0009DOmod7YXprhQSIAH/EHjggQfElClTlBzCS4yHHnpIyUYqf/LJJ3JR9O3b11zmAgmQgHMCuPf+7LPPQhZUoEAB0b9//wR63377rfm9bdu25nJKXGAM0JS4V9kmEnCJwIQJE0J2fkpX0Kny5JNPyq9G9shUqVKZ37lAAiTgDwJPP/20o85PTJ0vXbq0PxpDL0iABEISePPNN4VqUpOePXuKGjVqJFv24cOHxapVqwydXLlyiXr16iWrz40kQALuERgzZoxy5ye8w3mPGP6qghwA8+fPN8wyZswoWrVqpVoE9UmABIIQ2Lp1qxg7dmyQrQlXDxs2LMnsjVjI/i4psANUkuAnCZCAEgFkdH/rrbeUbaQBb3wkCX6SgH8IHD16NEGYCrueZcuWzVTVnRpnFsAFEiAB1wggkztmZ6jK6tWrQ5p8+eWXAuVD0GHKmN8hkVGBBFwjMGjQIK26vv/+e4HOTFXByDSZeKV3795GngDVMqhPAiQQmMDbb78t8GxuRxCaxiroPJXT3zH1PSVPf0e72QFq3ftcJgESsE1gzZo14sSJE7b1rYoYIVapUiXrKi6TAAn4gIBMVqLqyrlz50wTdoCaKLhAAr4n8Ntvv2n5uHPnzpB2s2bNMnXatWtnLnOBBEjAWwK///67sP5uq3iDlxoLFy5UMTFehEyfPt206dy5s7nMBRIgAWcEkLxwwYIFtguBrjXhYaxkf5eA2AEqSfCTBEhAicC+ffuU9K3KzZs3t37lMgmQgE8IqE6DTew2MkKXLVs28Wp+JwES8CmBjRs3anmGTpDTp08HtUXs7z179hjbq1atKsqVKxdUlxtIgATcJbB7925HFcrRYnYLQXZpGWO4QYMGokKFCnZNqUcCJBCCwLFjx8SVK1dCaP21GbqwkRIr2d9le9kBKknwkwRIQIlA+vTplfStyhwhZqXBZRLwD4HMmTM7cqZNmzaO7GlMAiTgLgEn53yGDBmCOmtNftStW7egetxAAiTgPoHkzl073qheN6zJUpF4iUICJBA+Ajrns3yOx/T3HTt2GM5g6jsywKd0YQdoSt/DbB8JRIiA7ttbXHArVqwYIa9YLAmQgBMCNWvWdGIu+HLDET4ak4DrBOrWratVJ+J5IpFJILl06ZKZ7CQuLo7XhUCQuI4EPCRw++23O6pdJYzVoUOHxIoVK4z6cuTIIVq2bOmobhqTAAkkJJA7d26RP3/+hCuT+QbdPHnyGBqxlP1dImEHqCTBTxIgASUCJUqUENWrV1eygXL9+vWVbWhAAiTgDoFGjRoJ+VZYtUbcgFWpUkXVjPokQAIeEihQoIBWMpLkRntPmzZNXLx40WgV9JABnkICJOA9gZs3b4ouXbo4GoiApIcqL05GjRplJkN74oknhM5oNe/J0QMS8C+BVKlSia5du9p2ELqwgcRS9ncJiB2gkgQ/SYAElAm8+uqryp0lL774onI9NCABEnCHALLAWwOjq9R63333idSpeVuhwoy6JOA1AcQCO3/+vJIbGP05fPjwoDaTJ082t3H6u4mCCyTgOYGmTZsqJUsJ5PB7770ncA2wIzdu3BDWjNPI/k4hARIIP4HSpUvbKrR48eLi8ccfN3S3bNliTn9HguJYmP6OhvNJxdahQiUSIIFABDANfuzYsbZHj2D0Z8mSJQMVxXUkQAI+INCpUydzpIYdd9KkSWOq3XvvveYyF0iABKKDgGp2dpzzixYtCjr9HYlO1qxZYzQeU+xURopFBzF6SQLRSeCDDz4QiPfnRF555RWlKexTp04Vx48fN6ps1qyZQIxBCgmQQHgJ4BwbMmSIrULxLJ41a1ZDN9ayv0tA7ACVJPhJAiSgRQBTZpctWyYwraVUqVLGW2HE/MIfgqRjWqyUfv36yUV+kgAJ+IzA8uXLxcGDB5W8kh2gmBJXq1YtJVsqkwAJeEsA09RVs8A/+uijolixYkEd//LLL81tvXr1EvIaYa7kAgmQgCcE3n33Xe16EfZq6dKl4sEHH1Qqw5r8iM8ASuioTAK2CYwePVrEx8fb0scMDakba9nfJSB2gEoS/CQBEtAmgFEezz33nFi8eLHYu3ev2Ldvn/G3efNmce3aNaNcdIhiiiyFBEjAnwRmzJih7JicLt++fXuRLl06ZXsakAAJeEfAGvvLrhehrhPW6a64LlBIgAS8J4CR2ZcvX9Z2BKPG0AmqIrt37xbr1683TDAYokGDBirm1CUBErBJALMy7AquA6tWrRKY/r5z507DDNPf7U6ht1uPn/Xi/OwcfSMBEohuAvPmzRPnzp0zGtG2bVtjNKicChPdLaP3JJDyCOABSVc6duyoa0o7EiABjwjoTIc9e/ZsUG8XLlwo9u/fb2yvWbMmp7sGJcUNJOAugSNHjjiqUJ7XKoV88sknpvrDDz9szAwzV3CBBEggbASOHTumVBb0V65cadrgGT2WhCNAY2lvs60k4DIB60iQnj17ulw7qyMBElAhkDNnThV1UxcZXZFYgUICJBBdBAoWLKjscMaMGYPaTJo0ydymkpHWNOICCZBARAhkz57dUbnWcFZ2CkJyNev02g4dOtgxow4JkIAGAdXzG/rWGSCxFsOfI0A1DjKakECsEsDU9lmzZhlT3REr8NKlS0Z8L8T4QgxAJDhCwgNcSNEpIofkY7lly5axio3tJoGoIIBz1PrSwq7TON8R7/fChQt2TahHAiTgAwI4d1944QUlT4JNY0VMsR9//NEoC+EwWrVqpVQulUmABCJHAPfnqVOnFjdv3tSqpEWLFkp2X3/9tZCjxZForVChQkr2VCYBErBPAMnF7M7oSJUqlZEESU5/L1OmTExNfwdVdoDaP7aoSQIxS+DGjRvi3//+txg1alSyN0+I+fntt9+Kl19+2Xj4QQcpBCNB0EFy/fr1mGXIhpOA3wmgAxSju+R5a9dfTn+3S4p6JOAvAqdPn1Z26MUXXwxoM2XKFPPagel0OXLkCKjHlSRAAu4TQOdnlSpVxJo1a5Qrx/07MrirCLK/S2HyI0mCnyQQXgKIw//UU08Zg5PslozY3EuWLDHV27RpYy7HygI7QGNlT7OdJOCAwN/+9jelkWHILGu9+enRo4eD2mlKAiTgBgG86EifPr3ZiWGnToz+5uhuO6SoQwL+IoAZHffcc4+SU4jjlzdv3oA21unv3bt3D6jDlSRAAt4QmD59ulbnJ7xFhum0adPadhyxBX/77TdDH2E2EA+YQgIkEF4CGM2N8HLLly+3XTCSFg8bNkx06tTJtIm16e9oOGOAmrufCyRAAoEIIOOrzrRYWVaWLFlE48aN5Vd+kgAJ+JTAs88+K86cOaPkHTpQcuXKpWRDZRIgAe8JqI7ogsdDhgwJ6PjevXvNbM/58uUTtWrVCqjHlSRAAu4TQHgKDGRQFUyVHTNmjHL29i+++MKs6tFHHxUoh0ICJBBeAhMmTFDq/ETtOBcPHz5sZn+Pxenv4MAOUFCgkAAJBCWAae9OpECBAgLxwCgkQAL+JYCEBdOmTVN2EFNpKCRAAtFFYM+ePeL8+fPKTr/zzjsBbawdHr179zZiDQZU5EoSIAHXCfznP/8Rt27dUqq3VKlSYseOHcozPDADbN68eUZdmCGC+J8UEiCB8BMYOXKkcqHHjx8XH3zwgWkXa9nfZcPZASpJ8JMESCAJASQ12bhxY5L1Kit0HrJUyqcuCZCAcwIbNmwQmAKvKkx0okqM+iTgPQFrh6WKN4jxnVjQsWJdzw6PxIT4nQS8JTB79mxlBxBbMFOmTMp248aNM8PoIP4/ptxSSIAEwkvg6NGjxkhOnVKXLl1qmrVu3dpcjqUFdoDG0t5mW0lAkcCpU6cULZKqMzN0UiZcQwJ+I3Dy5Elll+644w6BEd4UEiCB6CKAKes6cu7cuSRmCxYsEAcPHjTW16lTR2DkGIUESMA/BFRD28DzQOe6nRZZZ5JY4wzasaUOCZCAPQI69+yy5LNnzxqLZcuWjbns75IBO0AlCX6SAAkkIZA7d+4k61RXBEuYoFoO9UmABCJHQGeURqNGjSLnEEsmARKIGIHixYtrlZ0tW7YkdhMnTjTXdevWzVzmAgmQgD8I5MyZU9mR7NmzK9ssXLhQbN261bCrWLGiwAsRCgmQQPgJ6NyzJ/YiFrO/SwbsAJUk+EkCJJCEQObMmUXlypWTrFdZUbduXRV16pIACXhAoFKlSiIuLk6pZsT6o5AACUQfgb59+2o53bFjxwR2CHHz888/G+vSp0+vHC8wQWH8QgIkEBECOmEpdMLbfPnll6b//fr1M5e5QAIkEF4C27dvF2nTpnVUaCxmf5fA2AEqSfCTBEggIIGBAwcGXG9nJQKgDxgwwI4qdUiABDwkgERlJUqUsO0BMr9zqqttXFQkAV8RKFq0qFaioqeffjpBOyZPniwuX75srOvQoYPImjVrgu38QgIk4D2BBx54QMkJZIpOfK6HKgAhs+TLkAwZMohY7lwJxYrbSUCXAKavN23aVCC+7rVr13SLEZj+Hsv38OwA1T50aEgCsUEAQ+S7dOmi1dgXX3wxZuOLaAGjEQl4RGDo0KECb5Ttyv33329XlXokQAI+I9C9e3dx8+ZNJa/effddgY4Nq6ADVAqnv0sS/CQBfxFo2bKlkkNvvfWWCBTuIrlCxowZI5A4CdKrVy9l++TK5jYSIAEh4uPjRePGjcUff/yhhQMvNqTE8vR3MGAHqDwS+EkCJBCUAB58nnrqKYERnXbl2Wef5ehPu7CoRwIeEsDNlGpWaI7u8HCHsWoScEDg999/F4sXL1Yq4Z133hGJOzh37dolNm3aZJSDZGg1atRQKpPKJEACkScwfvx4gXPVrmBUGDowVcWa/Khz586q5tQnARIIQeCll14SR44cCaEVeDPycRQsWNDcGOv38OwANQ8FLpAACQQjkDp1ajFkyBCxcuVKMWzYMIHkJ8gAXahQIVGsWDFj6qx1KD2Cn//tb38LVhzXkwAJ+IjAyy+/rOyNbhZp5YpoQAIkEFYCjz76qHJ5gR66rC9N+vTpI6yjS5QroAEJkEBECLzxxhtK5e7cudMMa2HXcO7cuULeE9SqVUsgpjiFBEggfASuXLkivv76a+0C0Xl64MABw75cuXIxPf0dENgBqn0o0ZAEYo8ARnk8/PDDxkX4l19+EatWrRLLly8XS5cuFfXq1TOB8O2viYILJOB7AmvXrlX2cc6cOco2NCABEvCewJ9//qnshHWqO4wxfX727NlmOTpJVkxjLpAACUSEwI0bNwRiBqrKb7/9pmRifRmim2BNqUIqk0CMEdi4caPA+awrEydONE3vu+8+czlWF9gBGqt7nu0mgTASuHXrlvj+++/NEnWyR5rGXCABEnCVAN4sq8qJEydUTahPAiTgAwKqsT/hcuJOlB9++MGcitegQQNjJogPmkYXSIAELAQSn7eWTckuypFiySr9byNGh2MQBCRLliyiefPm/9vCDxIggXARQJIxJ4IOVCnsAOUIUHks8JMESMABAYwGPXr0qFFC/fr1E8QZcVAsTUmABFwgkDFjRuVa8uXLp2xDAxIgAe8JIKSNquTKlSuByaRJk8zvyEZLIQES8B+BHDlyaDlVtGhR23b/+c9/zIRq/fv3F5kyZbJtS0USIAF7BBDD04mcOXPGMMf095IlSzopKkXYxqWIVrARJEACESeAt0cLFy4Uhw8fFtmzZxfVqlUzYoGmTZtWzJgxw6y/ffv25jIXSIAE/E0A09+vXbum7CTPc2VkNCABXxBA/O6tW7cq+WKd1opRZbgXgODlSYsWLZTKojIJkIA7BPCyA6MyL1y4YLtCxPK9++67beljSq71/p/hr2xhoxIJKBOoUKGCSJcunbh69aqyrdUg1rO/SxbsAJUk+EkCJBCQwPHjx40M8BjlmVjwlnj48OHip59+MjYhSzynvySmxO8k4D8Cly5dEo0bNxb79u1Tdg6jwRo2bKhsRwMSIAHvCYwcOVKp0xIdIo899pi4fv264TxGf8qHsE6dOonMmTN73yh6QAIkkIAAXlRUqVJF4LdeRRDCCgMb7MjMmTPN2V9NmjQxkqPasaMOCZCAGoHz588bLxzlb6+KdYYMGczEZrGe/V1yYweoJMFPEiCBJAROnjwpECtk//79SbZhBbI+du/e3Zz+0qxZM5E7d+6AulxJAiTgDwIY8YkRHufOndNyCAlRmPFZCx2NSMBTAnh4Uh2xiRFeeLkpO0DR6SGlW7ducpGfJEACPiFw8eJFUbZsWYH4/CqC0aIff/yxbZPx48ebutZR4uZKLpAACTgmgJcZtWvXFugEVRWEpIiPjzfMypcvz+nv/wOoHghIlTz1SYAEopbAkCFDgnZ+ykZZEyp06NBBruYnCZCATwkMGjRIu/MTI77xYEUhARKIPgKqCQorVqworBneEQpn/fr1RsMLFSpkjDCLPgr0mARSNgGEqFHt/AQRZHPHNFs7ggEQa9asMVQxKwQzSigkQALhJ4AZGDqdnwh3Y31JyeRHf+0bdoD+xYJLJEACFgK4uZk7d65lTfKLcXFxAlNgKCRAAv4lgFFc06dP13Zw9OjR2rY0JAES8I4ARn5v2bJFyQF0eFo7UjD6WwpGfHEkuKTBTxLwBwGM/ty8ebOWM0OHDrVt98knn5i6AwYMsD1t3jTiAgmQQEgCCEMnY26HVLYojBs3TuD32xq+jh2gfwFiB+hfLLhEAiRgIbBkyRLLt9CLyFDHWGChOVGDBLwksGnTJkfVb9++3ZE9jUmABLwhYH0QUvFAjvhEwpPZs2ebptaRoeZKLpAACXhKYP78+dr179q1y5YtQmlYrwUdO3a0ZUclEiABNQLLli1TM/ifNkJc4bd7z549xhpMfy9RooRWWSnRiDFAU+JeZZtIIAwETpw4oVQK4oxQSIAE/E1AJ+mRtUUIeXH58mWBoOoUEiCB6CGgOvpTtgwvPZDwcN68eQKjUSCY7lq4cGGpwk8SIAGfEJAdHjru4CWHHUEitNOnTxuqSKpSpEgRO2bUIQESUCRw+PBhRYv/U8csTuv9PrO/J8TIEaAJefAbCZDA/wggpo+K8AZIhRZ1ScAbArfffrujijHllZ2fjhDSmAQ8IaA7+qNYsWKGvxMnTjT9tsYVM1dygQRIwHMCBQsW1PYhdWp73QJTp0416+jXr5+5zAUSIIHwErjtttu0CsR1AAkMpTD7uyTxf5/2rnQJbfiNBEggBggg45yK1K1bV0WduiRAAh4QqFSpkqNaixcv7siexiRAAt4QaNq0qVbF1apVM0Z7LV682LDHbA/dsrQcoBEJkIBtAi1btrStm1jRzkCGtWvXitWrVxumeKFap06dxMXwOwmQQJgI1KpVS6uk/PnzCxnSokKFCpz+nogiO0ATAeFXEiCB/yNQunRp0bBhQ1s4MmbMKLp3725Ll0okQALeEUifPr2jbK0vvPCCd86zZhIgAW0CSICmKjVq1BBp0qQREyZMEEiiBOnSpYtgyBtVktQnAXcIPPLII9oVvf766yFtx48fb+qgLrujRk0jLpAACdgmgBlX6dKls60PxXLlyhkJkKQRkx9JEn99sgP0LxZcIgESSERg+PDhInfu3InWJv06YsQIoTplPmkpXEMCJBBpAojfuXLlSq1q6tevL1q0aKFlSyMSIAHvCCAhwh133KHkADo25KjPadOmmbZ82Wmi4AIJ+IpAzZo1hWoCU9kAjOQMNeghPj5efP/994YJXoy0b99emvOTBEggzAQQ/7Nq1aoCScfsSlxcnPj222+FNUwFO0CT0mMHaFImXEMCJPA/AoUKFTIyPVasWDEoE0y3YTbYoHi4gQR8RQCdF3iIUZVmzZoJawxAVXvqkwAJeEegSpUqypVv27ZNYMT4qlWrxKZNmwx7xAN1GkZD2REakAAJhCTwxhtviP3794fUC6TQoEGDBB0mgXSw7ssvvxQXL140NiPzu258wmDlcz0JkMBfBPBsrdL5mTZtWrFgwQJx5swZsXPnTqMgTH9n6Kq/mMoldoBKEvwkARIISAAPPHjjiylwDz74oGjdurXInj27qfvMM8+Yy1wgARLwLwFkcEZnhoqgA2TRokUC096QAIlCAiQQXQS2bt2q9dLj73//u9HQcePGmQ3u27evucwFEiAB/xB4//33tZwZMmSI7Zeb1lFlTH6khZtGJGCLAGZfHDhwwJauVEKYmwIFCojJkyfLVYLZ300UCRbYAZoAB7+QAAkEIoCOjyZNmohXXnlFPPfcc+Ls2bOGGgKmly9fPpAJ15EACfiMgHUaq13X8uXLJxAPmEICJBCdBF577TUtx+fPny/wQGXt9ODDlBZKGpFARAns3btXu3xrpujkCsHU+s2bNxsqGFGmM6o8ufK5jQRI4C8COjOubt26JZYtWyas9/rM/v4XU+sSO0CtNLhMAiQQksCkSZNMnW7dupnLXCABEvA3AUxpVRXEDKWQAAlEL4EdO3ZoOY+pd3iQwshxCMJgFCxYUKssGpEACUSOwB9//KFd+JEjR2zZWpMfDRw40JYNlUiABPQI7Nu3T8tw6dKl5vT3u+++m9Pfg1BkB2gQMFxNAiQQmMDcuXPNDXyzZKLgAgn4noA1dIVdZ7NmzWpXlXokQAI+JKB7DmPmx9ixY80W8YWniYILJOArAnny5NH2B1mmQwliCiK2IAQZqZlUJRQxbicBZwSyZMmiVcDu3btNu06dOpnLXEhIgB2gCXnwGwmQwP8IYCg9Rn5s375dYAQJAiqj83PXrl2GBhIhqGaVJVwSIAHvCGAEl6rUq1dP1YT6JEACPiLQpUsXLW/y589vdnqgExVhcCgkQAL+I5BcotJQ3tr5jceLkCtXrhhF9ejRQ+TIkSNUsdxOAiTggAASk+kIYn5L6dChg1zkZyIC7ABNBIRfSSDWCRw9elQMGjTIGDaPTs5GjRqJhg0bClyMBwwYYOKpXLmyucwFEiAB/xOoU6eOQJZIFXn66adV1KlLAiTgMwIPPPCAlkf33HOPEQMUxuj0sDNSTKsiGpEACTgigGSFhQoV0irj1VdfDWlnjSnYuXPnkPpUIAEScEage/fuyolHEbP/0KFDRsVVq1YVJUuWdOZECrZmB2gK3rlsGgmoEli7dq3R2Yk4n4j/lZwgHtAbb7yRnAq3kQAJ+IjAJ598Iq5du2bbo/vvv1/ghopCAiQQvQQwfVVV0JmC+wEpPXv2lIv8JAES8CGB22+/XdkrhLUoXLhwsnZIhian1VavXl2gY4VCAiQQWQK5cuUSKrF2EbIGg5WkdO3aVS7yMwABdoAGgMJVJBCLBBAIvXfv3uLcuXO2m//++++LCRMm2NanIgmQgDcE1qxZI+yM9JDeIV6obvZoWQY/SYAEvCegOj0WD14ffvihkIlV7rrrLlGhQgXvG0IPSIAEAhL46KOPxOrVqwNuC7YSnSV2Mk1bkx/17ds3WHFcTwIkEEYCFy9eFHPmzLFVYurUqY1n8ZUrV5r6jP9pogi4wA7QgFi4kgRij8CIESPE2bNnlRuOTpL4+HhlOxqQAAm4R6B///5KleFaoHM9UKqEyiRAAhElgJeUqjJr1iwxZcoU0+zRRx81l7lAAiTgPwKqLysRF/iXX34J2ZBjx46JJUuWGHqZM2cWrVq1CmlDBRIgAecEPvvsM2E3EzxeZuDF5d69e42Kq1WrxunvIXYBO0BDAOJmEogFAjdu3BCzZ8/Waio6SezcSGkVTiMSIAHHBE6dOiXwpyoIhUEhARKIXgIjR45Udn7IkCHiu+++M+wwsoRT6ZQR0oAEXCOwYsUK5brmzZtnywadMHg+gGD0Z6ZMmWzZUYkESMAZgenTp9suYPHixWLq1Kmmvm7iQ7OAGFhgB2gM7GQ2kQRCEcBbXiejvZApnkICJOBPAtu2bdNy7Ndff9WyoxEJkIA/CFy6dEnZkfXr1wsZN7Rdu3ZCJ7agcqU0IAES0CLw888/K9tduHAhpM3NmzfFjBkzTD0mPzJRcIEEIkoALx1k3F07FUFfvrSEPs/V0NTYARqaETVIIMUTuHXrlqM2OrV3VDmNSYAEkiWABxkd4XmtQ402JBDdBKwJEFVDZ0R3y+k9CUQfAd3f91AtRSgMmVEaU2zLlCkTyoTbSYAEwkRA9f4beTwglSpVEiVKlAiTFym3GHaAptx9y5aRgG0CyPScNWtW2/qJFUuXLp14Fb+TAAn4hACSmOhIjRo1dMxoQwIk4BMCGTJkUPbk+vXrhk2OHDlEixYtlO1pQAIk4B6Bxo0bK1eGeJ6h5IsvvjBVmPzIRMEFEog4gTRp0mh3YrZt2zbi/qWECtgBmhL2IttAAg4InDx5UiABkurbJlklOk4bNWokv/KTBEjAZwRy584t0JmhKj169FA1oT4JkICPCGTPnl3bm969e4v06dNr29OQBEgg8gTq1q2rXMn999+frM3+/fuFzCidM2dO0aRJk2T1uZEESCC8BBB+xq5YX3Ted999ds1iWo8doDG9+9n4WCeAJCdVqlQR7777rrATEygQLyRMyJIlS6BNXEcCJOADAqtWrTJj+tl1BzGEdDpN7ZZPPRIggcgR2LBhgyhQoIA4evSoUiUYeSKFiRQkCX6SgH8JpEqVSmCKul3BOf7iiy8mqz5q1Chz+wMPPMAXISYNLpBA5AmcOHFCjB071lZFcXFx4vLly4Yupr8XLVrUll2sK7EDNNaPALY/ZglMmDBBDBo0SFy7dk2bwcMPPyxwc0QhARLwJwEkKGvfvr2Sc5gy//777yvZUJkESMAfBA4fPixatWql7Aw6RmTG54oVKxovR5ULoQEJkICrBBCrc9GiRbbrXLp0qUidOvjjP54JZs6caZbXqVMnc5kLJEACkSVw8eJFUbt2bXH69GlbFVmTFLZp08aWDZWEiCMEEiCB2CNw8OBB8fzzz2s3HMHQn332WdG0aVPtMmhIAiQQeQIq02ikN3g5QiEBEohOArVq1XLseLdu3RyXwQJIgAQiSwAJkAYOHKhUSaj4n5MnTxanTp0yysSLlGLFiimVT2USIAF9Ak899ZRAJ6hdQbgKKZz+LkmE/gz+Cii0LTVIgASilMC4ceO0R36WLVtWLFiwgJ2fUbrv6XbsENi6das4e/ascoNfeuklZRsakAAJeE/g3Llz2r/tcvQnRoJyJIn3+5IekEAoAhMnTgylkmT74MGDk6yzrpg6dar5tU+fPuYyF0iABCJL4MqVK2Lu3LlalWD6e5EiRbRsY9EoRY0AjY+PF5999lmy+/Hee+8VpUqVSlbHuhEPkFOmTBF79+4VeGtWoUIFIxh0iRIlrGoJlnVsEhTALyQQYQLLli3TruGPP/4QONcyZcqkXQYNSYAEIk9g2rRpWpVgihyFBEgg+giEY/Q2Rn3lyZMn+hpPj0kgxgiMHz9eucXLly8ParN+/Xoz+VG+fPlE/fr1g+pyAwmQQHgJ/P7779oFMvu7GroU1QG6c+dOYX1zFQhF5cqVbXeAoqyRI0caxSDJy9WrV8W6desEpge88cYbAeMj6dgE8pPrSCCSBOzGFgnmw5kzZ9gBGgwO15OATwggFqCOyIDqOra0IQES8I4A7oOdCqe/OyVIexJwh4DOvTxGmQWTL774wtz00EMPCWtSNHMDF0iABCJCAM/WuoIBfhT7BFJUB+iOHTuMlletWtUYpRkIQ+nSpQOtTrJu06ZNRhKIdOnSGdny8Bbs+vXrRmBoJIfAFIKvv/5a5M+f37TVsTGNuUACLhLAm13dN00Inp47d24XvWVVJEACOgRUZjtYy8+aNav1K5dJgASihABe8utMi5XNw8yOBg0ayK/8JAES8DGBAgUKiAMHDih5GGz2FmZ2fffdd0ZZuM/v0KGDUrlUJgEScEYgb968WgUgEzynv6uhS1ExQGUHaJMmTQSGAgf6w4+FHcG0glu3bonevXsbN4OpUqUSadOmFV26dBGdO3c2YixZs+ShTB0bO75QhwTCTQDniK7UrFlTpE+fXtecdiRAAi4R6Nq1q1ZNOhmktSqiEQmQQFgJdO/e3VF5vXr1Mu51HRVCYxIgAVcIPP7448r1BEuUgkE958+fN8pr3769sGaXVq6EBiRAAsoEypUrpzXqGrk5KGoEUlQHqJz6c+edd6pRSKSNt2CrVq0y1rZo0SLRViHkujlz5hijQqGgY5OkYK4gAZcI9OvXT+iO8nriiSdc8pLVkAAJOCGA0C14eacqzz//vKoJ9UmABHxAALOWMmTIoO2J7ksT7QppSAIkoEXg0qVL4rHHHlO2feWVVwLaWEPI9e3bN6AOV5IACUSOAEZe68zceu211yLnVAotOcV0gGJ6+u7duwWGAcsERciGmVysk2D7dMuWLcboz8KFC4tAI0bvuusuo/MI2XX37dtnFKNjE6x+rieBSBPAA5I8T1TqeuSRR0Tjxo1VTKhLAiTgAQFMi8NvFWYyqMi7774r0HFKIQESiD4CGLmlG8MXWWQxAoVCAiTgbwInTpwQJUuWFBcvXlRy9O233w74ggSJkTZu3GiUham0NWrUUCqXyiRAAs4I3LhxQ9SpU0ds27ZNqaBChQoJhH6kqBFIMTFAkaX92rVrRgwEDOOfMWOGOHnypEBvOi7mffr0Ec2bN7dF5+DBg4Zejhw5gupjG6YK7N+/3+hI0rEJVPixY8fErl27Am0ypiUVL1484LZwr0RHMgSjCVQfoHV9kXXCHoG3UbcbIkdIoX632moNLO5mWyXPIUOGiA0bNsivIT9lLFx0gDoRsHZrv8JPnP9u16nLB8ef9bjQLSeUHZhA3Dzerec26nfzGEBbvTjHUK/bx5483hGupW7dunBBST799FMjxIuKkbx+wgb1un0NdetYkueNChup6/ZxEGvHu1vHAPan9XhHvX463pGgU85ekseeyifuk60srb9HXvxe4Hpi5a3SFjd1rcwiWa+8BrlVH9pi5e+34z3crP1wvMt9HKptiPWrKogv2L9/f8Ms8T3ZhAkTzOIwrT7Sx5hXv1FmI20uRJqDdEMee27Vh3qtxxqutW6JPPZQp9WHSNYv60QdXhx7durEqGv0ZakKkpVZjxsrUyxbt6mWraqP3wu361T1UeqnmA5QGf8TIzI///xzkSdPHqNH/M8//xT4w5B/ZHAfOnSobHvQT/lGLbkO0GzZshn2Uld+qtgEcuCXX34RL7zwQqBNIleuXGLFihUBt0VqJer0QjACye1RSHKfut1exNN0M6Ym3i6NGTPGdjNx7mDae3LHtt3C8CPgRQIlt+pEKAxdwfHu5g+VV8c7Rh87maKpwzdjxowCf26LV8f7uHHjjBeCqu1t2rSpo/PTi98Lt85tTDfUFZzXwRJP6JaZnB3qcrM+6YtXx7tbx4Bsp/z02/GuMx0WDys3b940Xl4gNE4wll78XmTPnl2ijugnRt44kWDMnJSZnK3b9Ulf/Ha8S78i8enF8W73HnvUqFHGOava7uPHjxvh2jC70SoYPDR//nxjFX6rHnzwwaDXAaudk2UvnvF0/HX7XHO7PsnEz8e79DFcn17cH4U63jGIbu7cuVpNRMdpsOMGnczBtmlVZtPIzT4Nmy4lUUsxU+Bl/E/ENfzggw+MEaDvvfee8Tlo0CDjLSay26GDMZTITozkYiTKzjk51UjHJpQf3E4CkSCAOD8qo1bwY2H3xiwS/rJMEiABNQIjRoxQM/if9r///W8tOxqRAAl4S0AmL1H1Ap2fECT3xMABCgmQgL8J/Otf/9J2MFB8748//ljIF3wYIepFh4l2g2hIAimAwGeffabVCozqLlasmJZtrBulmBGgeHN9zz33CLwxtsbtxHDcjh07GqNAMS0ew/wbNWqU7H7PnDmzsf3q1atB9WRsUdnLrWMTqHAEv+3Ro0egTQJ1yJGmARXCuBLDxdE2dOyqdJY5cUHWiTLAF3Fd3RAcI+jkQ2e205EAdv3FqAs5Ig3tlMeTXXsneqrxRTZv3uz4uANfcMbDlrzRctIGu7Y4hlGvfFFh184LPRwDeBMfafH6eEcbk7u2hrv9OM9wXrtZp9fHO0Z66Mjq1auVz3WM5sXIP4hbv0+oC78XGK0iXz5iXSQFx5C8ZqvWA1u32MBH/Ka4cS2RHOT9Tyxc37063jGSA3/BjvdFixbJ3aH1iezxiY9R1CdnJXhxf4R7BdlBq9Uom0a4x5WDGmyaJFBLzC3BxjB+8eJ+xq/HexixmkXhWMcxD/Hz8Y74n7qCWYQ4XvGbLWfijB8/3iyuS5cuSa4D5sYwLeD3ws1nPPn7pOO+W+d2qOu7ju+hbKLleA/VDjvbrcc7ngXcvj8KdbyvXLnSTjOS6OA3IfExKp/xoIx7Tzeff3FNwe+pW30aTs7tFNMBitGaZcqUSXJwyBWY2ocO0D179hg3VOiACibyLTiSKAUT+bZdwtexCVR2lSpVBP6CyeHDh4NtCut6HMQ4scDArQ5QdBqgTghO2GA3+mFt6H8Lw7GAulGfWyctfuzkwzQuxskda5For0qZuIA69Q98IXiYcVqWiu8YuYofPrfqdPIQhYc9sI60gIeXxztuPNzaH2CJaxnOa3nNjjRflO/18Y4bIB2Bneq+wbUMxxTkwoULrnRYoC4wxg28qr+w1RHZEaRjiw5Jt25C5fGOfeGWyPsgL67v+P126xgAT+vxjmuKW/dHYIy6g7XVyQMd7l/vvvvuJGXjvloe917cH+HBzkm77B7/uO45+e0Otk/s1m9XL2fOnMYLXbfqg19+Pd7tMlPRw/GO9kK8ON5xzbYz8EP39x3tkr/x+J3AH6bdykERePZEErRIH1+4lrn5jCd/n9B+VYk0C+kPfMRLXbfqQ72Y9i6Pd1xr3RokgDrx/Gv3eJeMnHzK4x1l4HnA7fujSB3veMZNfMzIPg20FdeTxNuxPlKCfRuOPgO7/jk5t4P3AtqtPUr08uXLZ3iKEzxxb3niJsjOzOQemOUBhRsSiI5N4nr5nQTcIFChQgWlapBJmkICJBA9BG6//XYtZ2vWrKllRyMSIAFvCegkRZEe9+zZ03j4lt/5SQIk4F8C8nlWx8N69eolMPvkk0/M74glSCEBEnCfQI0aNbQqrV27tpYdjf47+C2lQJgyZYpABts//5vwKJAcPXrUWI03HsnF9oTSbbfdZugiw3ugt89nz54Vp06dMkYOli5d2tDVsTEM+Y8EXCbQqVMn861fqKrx1qx169ah1LidBEjARwT+8Y9/aHmDZGcUEiCB6COA3+rkZjYl16IOHTokt5nbSIAEfETg9ddf1/bGem9w7NgxM/kRRuTxXl8bKw1JwBGBbt26adkPGDBAy45GKagD9KeffhJfffWVsMYyse7gpUuXGl8xvD+UIIYoRr1hiHSguAwLFy40hvhCR0511LEJ5Qe3k0AkCOBcsTvV+plnnhEIskwhARKIHgJ4ySHDidj1ulWrVjzX7cKiHgn4kIBOlu7q1auLO++804etoUskQAKBCMhpy4G2JbeuYcOGCRKavv/+++Ygn969ezsKA5FcvdxGAiSQPIGnnnoqeYUAWxHasXDhwgG2cJUdAilmBGjjxo2N9v78889i165dCdq+du1agRGikAcffDDBtmXLlokff/zRiA1q3SATEY0dOzZB7Di8Mfvmm28MVQSLtoqOjdWeyyQQaQLI9vjQQw/ZitPXsmVLwRFhkd4jLJ8Ewk/g7bffVopnjJkMo0ePDr8jLJEESMAVApgCr5McRXfkiSuNYiUkQAIJCCCJEUJWqAoG6chnV9gidjGSAktJ/Dwr1/OTBEggsgTuu+8+gYFJKoLBd+PGjVMxoW4iAikmCRIu3suXLxe//fab6N+/v6hatarxt3PnToERm5DHHnssyZvukSNHCiQWQqdQ8eLFTTx4U4akSlu2bBEYYowOVgSTxUF68uRJUbduXdGkSRNTHws6NgkK4BcSiCABZHN/9dVXbdeAlwMI95A9e3bbNlQkARLwlgBe0o0YMcK2E6VKlRJOM0jbroyKJEACYSfw7bffCpz3qoIER5z2qkqN+iTgHQHM7lCVRx55RLz44osJzGbNmiX27t1rrGvQoIEoX758gu38QgIkEHkCkydPFuvWrVOuCKEsdEPeKFeWQg1STAcostC+9dZbxjT4r7/+WmDUJ/4gGCL85JNPilq1atnejSjvgw8+EO+++6744YcfjHJhjPWdO3cW+EFJfPDp2Nh2iIok4JCANdi5naKQBAxvjB999FE76tQhARLwAQHVmEB4SYjs3Yl/z3zQFLpAAiRgg8DAgQNtaCVVadOmTYIpsUk1uIYESMAvBCZOnKjlSqDrw5gxY8yyVO8ZTEMukAAJOCIwbNgwLfvEycy0ColxoxTTAYr9iCDwmOLer18/cejQIXHmzBlRokSJZOOaoPc9mCCG2tChQ8XgwYONafWYMoDO1MyZMwczMeKuqdoELYwbSCCMBORIaJUiFy9ezA5QFWDUJQGPCSxZskTZA4wOr1ChgrIdDUiABLwngHtTHeH0dx1qtCEBbwh8+OGHWhWPGjVKvPDCC6btgQMHBGZ4QXLmzCkQ/ztQwl/TgAskQAJhJ3Dp0iWjn0qnYMxOtpPTRqfsWLFJUR2gcqfFxcWJIkWKGH9ynZNPlKcaJF7HxomPtCWB5AjgAen06dPJqQTcdvz48YDruZIESMCfBHBTpSq7d+9mB6gqNOqTQJQTUJkVFeVNpfskEPUEdO/Ht23blqDtn332mREDFCsff/xxY/AQO0ATIOIXEog4AYRT1BUZvkLXnnYpKAs8dyYJkEBwAqlSpRLZsmULrhBkC94OU0iABKKHgGr2d7SsUKFC0dNAekoCJBAWAnhRTyEBEogOArrx+DEgSApyWcyYMUN+FX369DGXuUACJOAeASfP17fffrt7jqbQmlJMFvgUun/YLBIIG4E6deool1W7dm1lGxqQAAl4RwAJAFWlUqVKqibUJwESIAESIAEScIkAwrvpCJL8Spk2bZo4ceKE8RUxgO+44w65iZ8kQAIuEkA4xeRCKibnSuIk3MnpcltgAuwADcyFa0kgxRF4+OGHldqEDLE9e/ZUsqEyCZCAtwQQ70tFatSoITgSTIUYdUnAXwR0EhU+8cQT/moEvSEBEkiWAHJcqAru44sXL26ajR8/3lwOlBzJ3MgFEiCBiBNAgm5VQUjG/Pnzq5pRPxEBdoAmAsKvJJBSCaRNm1apo+Ott94S+fLlS6k42C4SSHEEduzYIcqXL2+7XWnSpBHffPONbX0qkgAJ+ItAr169xKeffqrkFM775557TsmGyiRAAt4RmDp1qpHUV9WDH3/80TTZuXOnWL9+vfH9tttuE82aNTO3cYEESMB9Aonj84byAOHsJk6cGEqN220QYAeoDUhUIYFoJ7B161bRsWNHgfg/oQSjwT744APRtWvXUKrcTgIk4BMC58+fF6pT2X/++WeRMWNGn7SAbpAACagQeO2118TChQtVTAzd33//XdmGBiRAAt4Q2Lhxo9AZKTZ9+nRRunRp02nr7BCMGufMDxMNF0jAdQIvvPCCwDlqV9D5uXTpUg5MsgsshB47QEMA4mYSSAkEBg0aJOxmeURw5fbt26eEZrMNJBAzBDp37qzc1gceeEDZhgYkQALeE7h165b46KOPlB1JnTq10E2molwZDUiABBwTaNWqlVYZd999t2l3+fJlMXv2bOM7OlJ07hfMwrhAAiTgiMCxY8fE6NGjlcro3bt3gnAWSsZUTkKAHaBJkHAFCaQsAlu2bBEbNmyw3aj9+/eLlStX2tanIgmQgLcEbt68KTZt2qTsxK5duwQejCgkQALRReDjjz/WchjXCrsvQ7UqoBEJkEDYCBw/flzgZYeODB8+3DRDqJtz584Z39u2bSsKFSpkbuMCCZCAuwTeeecd5Qp//fVXZRsaBCfADtDgbLiFBFIEgbVr1yq3Y82aNco2NCABEvCGwO7du7UrVnk5ol0JDUmABMJKYMyYMdrlLVq0SNuWhiRAAu4RcBKje+bMmaajU6ZMMZd1s8mbBXCBBEjAEQGd3+C9e/c6qpPGCQmwAzQhD34jgRRH4MKFC8ptunjxorINDUiABLwhcPLkSe2KMcKEQgIkEF0EnPxG79u3L7oaS29JIEYJHDp0SLvl8fHxhi1mdMnkRxj5WbNmTe0yaUgCJOCcgDw3VUq6ceOGijp1QxBgB2gIQNxMAtFOoECBAspN0LFRroQGJEACYSFQokQJ7XLuuusubVsakgAJeEOgaNGi2hXXrl1b25aGJEAC7hGoVauWdmWI5w/58ssvzTIeeeQRgRigFBIgAe8IyHNTxQMmLFWhFVqXHaChGVGDBKKaQP369QUSH6hI48aNVdSpSwIk4CGBvHnzijRp0ih7gAehUqVKKdvRgARIwFsCI0aM0HagTJky2rY0JAEScI9AmzZttCt7/vnnxfnz58X3339vlIGs70xwqo2ThiQQNgJ9+vRRLqtJkybKNjQITkCtVyR4OdxCAiTgIwI//PCDwJtjjOQsV66cQOIDu9KhQwdRpEgRu+rUIwES8AGBpk2bKnvx0EMPKdvQgARIwHsCup2Y9erV8955ekACJGCLAF5s6rykhB06TL744gtx6dIlo64uXbqI3Llz26qXSiRAApEj0LNnT5EuXTqlCv79738r6VM5eQJxyW/mVhIggWgigOyuDz/8sJg/f76W25hK++abb2rZ0ogESMAbAg0aNBA7d+5UqhwvR4YNG6ZkQ2USIAHvCfz++++iefPmyo6gU2Ty5MnKdjQgARLwhsCPP/6o/NsOT1esWGE4bE1+hA5QCgmQgPcEEJf36tWrth3BjI9cuXLZ1qdiaAIcARqaETVIIGoI/P3vf9fu/ER8kRkzZogsWbJETXvpKAnEOoFevXopPyBVq1ZNrFmzJtbRsf0kEHUEkAhBp/Mza9asYv/+/VHXXjpMArFKAMkNVTO2I6zN6tWrBZIdLVy4UGzfvt3AV7FiRWNWWKyyZLtJwC8EkNisU6dOtt15+eWXRffu3W3rU9EeAXaA2uNELRLwPYENGzaIqVOnavuJaTLWYOnaBdGQBEjAFQJHjhwxHnJUK2vdurWqCfVJgAR8QKBu3bpaXowdO1bLjkYkQALeENAJVzF06FBRsGBBw2Hr/Xzfvn29aQRrJQESSECgd+/eCb6H+vLRRx+FUuF2DQLsANWARhMS8COBCRMmOHbLesPkuDAWQAIkEFECeDOsI++9956OGW1IgAQ8JrBv3z4tDxjvV5lb5CMAAEAASURBVAsbjUjAMwJnz55Vrvudd94xbDB6dMGCBcYyZnfdd999ymXRgARIILwELl++LLZu3apU6NGjR8Xx48eVbKgcmgA7QEMzogYJRAWBdevWOfYTF9ozZ844LocFkAAJRJ6AjPOlWhMyw1JIgARih8Dp06djp7FsKQlEOQHci+uIjCuIEd/ICQBBwpVs2bLpFEcbEiCBMBLYs2ePVmkMWaWFLVkjdoAmi4cbSSB6CODNUjjkypUr4SiGZZAACUSYgHzYUa3m1q1bqibUJwES8JgAz1uPdwCrJwGXCDh5SYnrhDUcFpMfubTTWA0JhCBw8eLFEBqBN1+4cCHwBq7VJsAOUG10NCQBfxEoVqyYY4fSpUsn8uTJ47gcFkACJBB5AkWKFNGqJG3atFp2NCIBEvCOABKc6ArPeV1ytCMB9wkULVpUq1JcI77//nshQ2XUqlVLIAEShQRIwHsCxYsX13KiXLlyWnY0Ck6AHaDB2XALCUQVgQ4dOjj2F9ll06RJ47gcFkACJBB5AkOGDNGqpGHDhlp2NCIBEvCWgG4naP/+/b11nLWTAAnYJqD7wqJ69eriiy++MOth8iMTBRdIwHMCuXPnFpkyZVLyIy4uTpQtW1bJhsqhCbADNDQjapBAVBBAkPPs2bNr+4qOz3/84x/a9jQkARJwj0B8fLx46qmntCr85JNPtOxoRAIk4B2Bt99+W+hOg3/ppZe8c5w1kwAJKBPQmbo+cuRIsXTpUqOurFmzihYtWijXSwMSIIHIERgwYIBS4boDHZQqiUHluBhsM5tMAimOwLFjx4wsjzpZIwEDo0o++OADUbp06RTHhg0igZRGAA84Xbt21WrW559/LjJnzqxlSyMSIAFvCCDche7v+w8//OCN06yVBEhAi0C1atXEoUOHlGw//vhjMX78eHHz5k3Drl+/fgIZ4CkkQAL+IHD//feL+fPn23amZs2a4vHHH7etT0X7BNgBap8VNUnAlwSQtKht27biwIEDWv4VLlxYYERYlSpVtOxpRAIk4B6BEydOaHV+4iXH7NmzeZ67t6tYEwmEhUC7du20Oz9XrVolChUqFBY/WAgJkEDkCSBchWrn5zfffCPq1asnhg0bZjqoM4LUNOYCCZBAWAm8+uqrSp2f2bJlEzNmzAirDyzsLwLsAP2LBZdIICoJjBkzxgx4brcBtWvXFoj3ee+99/LhyC406pGADwi0adNGywtMna1UqZKWLY1IgAS8IXDjxg2xevVqrcrx0oOdn1roaEQCnhC4evWq0BmxPXToUDF48GCB2WCQJk2acEaXJ3uQlZJAUgLI4o4R2ipy7tw5sXDhQtG4cWMVM+raJMAYoDZBUY0E/Epg7Nixyq7ly5dPPPLII3w4UiZHAxLwjgCmtu3du1fbge+++07bloYkQALuE/jnP/+pXSleely+fFnbnoYkQALuEsAoMR3BfQGmv0th8iNJgp8k4D0BhJ7SEd3rgU5dsWbDDtBY2+Nsb4oicO3aNa2p7+vWrUtRHNgYEogFAkeOHHHUzFmzZjmypzEJkIC7BJxOgVu8eLG7DrM2EiABbQJz5szRtl2zZo1hi0zTHDWmjZGGJBB2Aj/99JNWmX/++aeWHY1CE2AHaGhG1CAB3xLAdBkdQdxQCgmQQHQRuHjxoiOHndo7qpzGJEACygSuX7+ubGM1OH78uPUrl0mABHxM4NKlS469e/DBB0XatGkdl8MCSIAEwkNA994bIXAokSHADtDIcGWpJOAKAWRz1snoXLRoUVf8YyUkQALhI4CEZU4EmWUpJEAC0UPgjjvucOQsYgFSSIAEooNA2bJlHTvauXNnx2WwABIggfARqFChglZhOXLk0LKjUWgC7AANzYgaJOBrAi1btlT2r1u3bso2NCABEvCWQIYMGUS6dOm0nXjooYe0bWlIAiTgPgEkOXQit99+uxNz2pIACbhIYMSIEY5qY2JTR/hoTAIRIfDkk09qlduzZ08tOxqFJsAO0NCMqEECviagGuwcCZD69evn6zbRORIggcAEGjRoEHhDiLUVK1YU2bNnD6HFzSRAAn4ikD9/fm13unfvrm1LQxIgAfcJOJ2dxXt79/cZaySBUAROnjwZSiXJ9ri4ODFo0KAk67kiPARc7QBFDIQLFy6Ex3OWQgIkIEaNGiXatWtnm0TGjBnFDz/8INKnT2/bhookQALeE0Dc3kKFCgmdYOoYOTp37lzvG0EPSIAElAjgxYWOIDSO09FkOvXShgRIQI/AuXPnRIECBfSM/2tVsGBBUadOHW17GpIACYSfQNOmTUWLFi2UC/7uu+8Yy1eZmn2DiHaAIvj64MGDRcOGDY2LepYsWcSLL75oeLdnzx5Rv359MXXqVHHz5k37HlOTBEjAIPD111+Ll156yTYNvFleunSpKFeunG0bKpIACfiDwJ133qn1W1m6dGmxa9cukTp1RH/u/QGJXpBACiLQpk0bceLECeUW4VqxY8cOZTsakAAJeEegVKlSypXjXJeCEDf8nZc0+EkC3hMYOHCgWLBggZIjGLCwcuVKoRs3VKmyGFaOyBPRrVu3xHvvvScQvP2dd94RixcvFocPH06A+c8//zQ6Y7p06SL69Okjrl27lmA7v5AACQQncPr0afHss88GVwiw5ejRo1oJkwIUxVUkQAIuEnjzzTfF1atXlWvEzdeiRYtEqlSplG1pQAIk4B0BjPheu3atsgPTpk0TCxcuVLajAQmQgHcEdEaIwdt9+/YZTqdJk0Z06NDBuwawZhIggQQEDh48KGbNmpVgnZ0vyPyO2V6UyBKISAcoOj8Rt+DMmTMCMQzuvvtukfjN1vXr182hvRjJhgc1CgmQgD0CM2fOVH5pcPnyZTF79mx7FVCLBEjANwQ+/PBDLV8+//xzLTsakQAJeEtANba39BYDCigkQALRRQChqXTk0qVLhlnHjh1F3rx5dYqgDQmQQAQIyBnPqkVjQCAGLlAiSyDsHaCbNm0yR6YhGx2m3q1bt05g2SrNmjUztmEaPGTcuHFi27ZtVhUukwAJBCGAqew68uuvv+qY0YYESMBDAngjrCOcWaFDjTYk4D0B3d/4+Ph4752nByRAAq4SYPIjV3GzMhIISWDFihUhdYIp6IwcDVYW1wcmEPYO0HfffVdg6g5GfU6ZMkUUKVIkcM3/XVu4cGExf/58kStXLoEHvNGjRwfV5QYSIIG/CCBYuo5gVDaFBEiABEiABEjAvwQQSopCAiRAAqEIlCxZUlSpUiWUGreTAAm4SAB9Ybpy6tQpXVPa2SQQ9g7Q9evXG1UjPiEyTocS6MjRoQzaHooWt5PA/xEoVqyYForixYtr2dGIBEiABEiABEjAHQJ27p/d8YS1kAAJ+JnAI4884mf36BsJxCSBPHnyaLe7TJky2rY0tEcgrB2gGMW5efNmo+aqVava8+C/Wi1btjR0ZTBn24ZUJIEYJdC6dWutlusGWteqjEYkQAJhIZAvXz6tcm677TYtOxqRAAl4S+CVV17RcqBixYpadjQiARLwjoBuokIkP2rTpo13jrNmEiCBgAR043ijMMbyDog0rCvD2gGKC3GWLFkMB8+ePWvb0ePHjxu6BQoUsG1DRRKIVQLLly8XCDWhKnijVLduXVUz6pMACXhM4JtvvtHy4KuvvtKyoxEJkIC3BFq1aqXlwJw5c7TsaEQCJOAdge+//16r8t69e4vs2bNr2dKIBEggMgSQnAwhHnUEScMLFiyoY0obBQJh7QBFvZUqVTKqX7BggW035EFSvnx52zZUJIFYI3DkyBFRu3Zt0blzZ7FmzRql5mfNmlV8+eWXSjZUJgES8J7A119/LZo0aaLsCK4T5cqVU7ajAQmQgLcEMIpT59x97rnnRFxcnLfOs3YSIAFlAnXq1FG2gUHXrl217GhEAiQQGQIvv/yyQFze1atXK1eA3+958+Yp29FAnUDYO0Br1qxpeIEDYOfOnSE9Gjt2rJBvvlSmzYcsmAokkIIIHD161Bi9uXfvXuVW4aUEMspyhLUyOhqQgKcEJk2aJAYPHqzsw+OPPy7ef/99ZTsakAAJeEugQoUK4sSJE8pOvP766+KJJ55QtqMBCZCAtwSuXbsmsmXLpuxE9erVjYTDyoY0IAESiAiBF154QXz66adaZefNm1ds3bpVZMqUScueRmoEwt4BOmTIECO7+/nz50W1atWMAwGdN4kFHTkDBgwQDz74oLGpXr16omPHjonV+J0ESOC/BHCeYEi9juCCjAsrhQRIIHoIXL9+XQwaNEjZYYwIef7555XtaEACJOAtgXXr1omTJ09qOcGYYVrYaEQCnhPAaDEdcRJjUKc+2pAACQQncPjwYTF69OjgCslswbT3DRs2sPMzGUbh3hT2DtAcOXKI8ePHi9SpUwvEAR04cKDInz+/2SOOWGbojEEWaxwot27dMnY4RoLChkICJJCQwLZt2wQejHQFI0MoJEAC0UXgpZde0nJ48uTJWnY0IgES8JbAfffdp+1Aly5dtG1pSAIk4A0BJA/WGdyAfBu6cYK9aSlrJYGUTeDhhx/WbiBmTMfHx2vb01CdQER6HBs3bix+/fVXUatWLdOjK1euGMvoIbdO77nnnnuMeIbo/aaQAAkkJbBo0aKkKxXWrF+/3njRoGBCVRIgAY8JTJ06VduDQLMutAujIQmQgO8J4J6bQgIkEF0EJk6cqOVw69atOVpMixyNSCAyBPCs7UQY+9MJPXXbiEVLR2wSZKvGQxw+d+zYYfxhxOcdd9whSpcuLdBR2rZtW3WvaUECMUTg0KFDjlqLN8wYjY3R2RQSIIHoIHDx4kVtR3fv3i3y5cunbU9DEiCB6CKAe2sKCZBAdBFYuXKllsOFCxfWsqMRCZBAZAjgWduJbN++3Yk5bRUJRKwDFH6kSpVKYFoOp+Yo7hWqk4CFgNOODJyHyAJPIQESiB4C6dOnF4gDqiN8ONKhRhsSIAESIAEScI9A+fLljYFCqjU2adJE1YT6JEACESSAMI43b97UrqFo0aLatjRUJxCRKfDqbtCCBEggGIHatWsH22RrfZkyZUSaNGls6VKJBEjAHwRatGih7UihQoW0bWlIAiQQfQTuvPPO6HOaHpNAjBPQTV529913xzg5Np8E/EUAs5udCGP6OqGnbssOUHVmtCABVwlUrlxZFClSRLvOv//979q2NCQBEvCGwJtvvqlVcb169bTsaEQCJOAtgQ8++EDbgTlz5mjb0pAESMAbAhkzZjRmS6rUnjNnThV16pIACbhA4KOPPtKupWDBggxTp01Pz1B7CvyKFSvEsmXL9GoNYlWnTh2BPwoJkMD/Efj888/FK6+8Iq5du6aFpFmzZswUqUWORiTgLQGd5AiYgjN//nwj5q+33rN2EiABFQIFChRQUU+gi1kimTNnTrCOX0iABPxP4Ny5c8pJStetW+f/htFDEoghAjiP27Vrp93iuXPnatvSUI+AdgfoDz/8IIYNG6ZXaxArlMcO0CBwuDqmCCChQe/evcXChQu1292xY0cxcuRIbXsakgAJeEOgb9++4qefflKqPC4uTiBhGj4pJEAC0UPASedn2bJlxbRp06KnsfSUBEjAILBz507RoEEDJRoY6Y344BQSIAF/EPjzzz+1+64waGHJkiUib968/mhMDHnBKfAxtLPZ1Ogh8Oqrr2p1fqZLl040btxYLFq0SHz44YeM/Rk9u5yekoBBYNasWcqdn+hA2bdvn8iSJQspkgAJRBEBJ52fv/32m/K1IorQ0FUSSNEEVDs/AQNJkygkQAL+IIDBSroD9wYMGCAOHDggihcv7o/GxJgX2kNFnn76adG/f/+w4sqRI0dYy2NhJBCNBE6ePClGjRql5TqyyH311VdatjQiARLwnsDAgQOVncDIz/j4eMYQUiZHAxLwjsCJEyccVX7bbbc5sqcxCZCANwQef/xxrYoxwCHc4ee0HKERCZCA+P/snQe41MT3/g+99957lyZdkN4RREERVIpUFZAiCjYQBJQqgoJSRUCKSpEO0qQLiFSlSu9N6qX+vyf/X9blevfezEx2kuy+8zxws5t5zznzSXY3OZny6aefSlGIFy8e9e/fX0oLkT0EpBOgKVKkIP6HAgIgYC8Bnl7i4cOHUkYPHjxIZ86coUyZMknpIQIBEHCOwNWrV6Wd8wIqgwcPltZDCAIgoJdAkyZNlBzyzVefPn2UbEAMAiCgn8DcuXOlnB49elRKBxEIgID9BCZNmiRllNf1wL26FDrbRFqHwPPT7suXL9sWPAyBQCgS2Lt3r1Kzjhw5oqSHGARAwBkC27dvl3a8bt06aS2EIAAC+gnwA0uVIptEUfEJLQiAAAiAAAiAANHNmzelMWAxM2l0tgile4Ba8b5161ZasGAB7dy5k3iuIh6mx4XnKSxdujQ999xz1LZtW0qVKpUVc6gDAmFBgCdFVimqehXf0IIACMgTiBMnjrQYn3tpdBCCgCMEYsWKJbwCtH+gKt8X/nawDQIgAAIgAAIgoI8AFizVxzoqT2qZlqgs/u+9O3fuUKtWrah8+fI0cOBAWrRokS/5yZK7d+/Sxo0bqVevXlSwYEH64YcfAljC2yAQfgSKFy+u1Oh8+fIp6SEGARBwhgA/GJQttWvXlpVCBwIg4AAB1d/6V155xYGo4RIEQAAEQAAEQCB58uTSEEqVKiWthVCdgO0J0AcPHlCzZs1o6tSpxpNt7pXCK2S1aNGC3n33XeKJnxs2bOhb9er8+fNGfV75FgUEQICoVq1aJPtkqFixYpQ2bVpgBAEQ8CABXsVdtidnx44dPdhihAwC4Utg9uzZSo2XXUhFySnEIAACygR49KNMKVq0qIwMGhAAgSAQ6NKli5TVhAkT4l5dipx9ItsToHxBx8PeuTRq1Ij27NljrFjHK1PzhO1jxowx9h86dIhmzZpFOXPmNBZ8efXVV0llAQj7kMASCDhLgJ8ovfPOO8JB8HC6ESNGCOsgAAEQcA+BHj16CAdTv359Y2oZYSEEIAACjhHgBx6ypUSJErJS6EAABBwmwKMgZcqSJUtkZNCAAAgEgQB37pMpkydPlpFBYyMB2xOgnODkwr3YfvrpJypUqFCU4XIvlxdffJH4y5wTPtevX6dvvvkmyrp4EwTCjUCaNGmEmszJz3HjxlHhwoWFdKgMAiDgDgIPHz40HggOGzZMKKCsWbPShAkThDSoDAIg4CyBEydOUObMmaWC4Hn0Fy9eLKWFCARAwDkCf/zxh/G5379/v3AQCxculB4hIuwMAhAAgWgJvPHGG1SkSJFo60S18/XXX6cqVapEtQvvaSRgewKUe3xy4bk/rUzQznOAmkP3fv31V41NhysQcCcBnj6iZ8+eloPjhwz82eGpJVBAAAS8SSB79uzG/Ngi0bdv3554sUEUEAAB7xC4desWlStXTirgypUr099//y2lhQgEQMA5AqdOnaJ69eoJB8AdHP7880968sknhbUQgAAI2E+gc+fONG/ePCHD3PGPOwZ++OGHQjpUDg4BW1eBv3//vrEAEn9Z81yEVou58MPZs2etSlAPBEKSwLlz56hPnz6W29ahQwfq16+f5fqoCAIg4D4Cb7/9tjEVjGhkFSpUEJWgPgiAgMME8ubNKxXBsWPHKF68eFJaiEAABJwlUKZMGakAHj16ZIyUlBJDBAIgYCsBfpDBiUzRwgsU8+LgKO4gYGsPUF64pWTJksbiR2ZPUCvNNJ9mY04jK7RQJ5QJjB071vj8WG3jlClTiB88oIAACHiXwIwZM6SC56fQKCAAAt4hwFNdyBZMcSNLDjoQcJbAxYsXlQLYtWuXkh5iEAABewi0a9dOytBff/1F9+7dk9JCZD8BWxOgHN7TTz9tRMlD4PmpVUzl9u3bNG3aNKMa5kSIiRb2hzqBVatWCTXx7t27tG/fPiENKoMACLiHgMoFEQ+lRQEBEPAOAZXFD27evOmdhiJSEAABHwHVYa/vvfeezxY2QAAEnCOwe/duaefr16+X1kJoLwHbE6D8Jc+9QOfOnUucJY/uqdf58+fp5ZdfJj6Z6tSpQ82bN7e3dbAGAh4jcO3aNeGIL126JKyBAARAwB0Erly54o5AEAUIgEDQCWCu+6AjhgMQcB0BnsNTpZw8eVJFDi0IgIBNBFRGcRw6dMimKGBGlUBcVQOR9QcPHqRu3bpRp06daNKkSTRr1ixq0aIFFShQwFjhlnuF8uqXvALe9OnTyezBwnMjBJrL8KWXXpJaaStybHgNAm4nkCJFCrpw4YJQmKIrxgsZR2UQAIGgEkiVKlVQ7cM4CICAewjwIkbLly93T0CIBARAIOgEeLFSHgIrW3iRRBQQAAHnCfBiRrJJUM51obiDgO0J0I8++ogWL17sax0P2Rk/frzvdaCNMWPGBNpFxYsXRwI0IB3sCCUCNWrUIJEnRPHjxyfMCxZKZwDaEm4EVBY1SZIkSbjhQntBwNMEWrduTR988IFUG/B5l8IGEQg4TmDAgAHCq0b7Bz148GD/l9gGARBwiAAv8r1z504p7xUrVpTSQWQ/AduHwNsfIiyCQPgQeP3114mfLlktbdu2JV58DAUEQMC7BFq2bCkV/FdffSWlgwgEQMAZAiK/75Ej5JFTKCAAAt4joDpSq0iRIt5rNCIGgRAkMHHiRKlWcS9wlQ4PUk4hCkjA9swJD3m3e1VqPPX+9/hxjz8dxUyqsT8ri1nZEZPpk23FiROHdLXVvCFh/7rayu0zi39bEyRIQLly5aLDhw+buwP+5Xo8564MJ3+fAR0EYUesWLGk4pUNhY+tbp+ysfL5539eyNqJSefE+e7/2Wb/MudsTO2Kbr/bz3eeN3vq1KnRNeE/+/LkyUMNGjR47H0nznf+fJmFL+50fYea55Suc8n83JhtFfmr8zuIfbn9fBdhF11dPia6v0/8z3c+90TO9wcPHlCGDBmia1LAfblz56asWbPS5cuXA9axe4f/75HO6yPzs81//Xnb3T677On+DtLlj/n48xc931X4mueezraaPjnuYJzv9erVoyVLlghjWbNmje3XTOZnjIPR/R3KPtm/zmPLPmWKrhj53OPPmi5/zML/mkZnYs4899infwwyx8eqxvTJ9Zm1CmeZhUu5nStWrFDya7Wt/kx5W6WtVn2a9fgc1u3T9C36N9b/Lt5iXqpd1CrqgwAICBNYsGABNW7c2NINVdmyZWn16tWUOHFiYT8QBI8Az2kse0zu3r2r9YcqeBRgWYRA3rx5LT3w8LfJ017s3bvX/y1sB5nA7du3KVGiRFJeVL4XpBxC5DoCy5Yto7p160rFxfP/HTt2TEoLUcwEODHtn/yKWYEaICBGwD+RLKL85ZdfqHr16iIS1AUBEAgSgXfffZeGDBkiZJ0TkLzoN6/xgeIeAkiAuudYWIqEP0Q6CvdENBfk0ZUj55vLZMmSGc37559/6M6dOzqaajytSJs2LV29epU4CaWj8NOo1KlTG664nRs3biSe/9Nq4d4g69evl7po56E47JPn59VV0qVLZzzd5BsNnavWJ0+e3Di+fGx1FP9zWNTfxYsXpSfWFvHFT+ecPN85kXT9+nWRkJXqOnm+82iI6HpstWrVipYuXSrUvpUrV1LRokWj1Og+3zmIlClT+hL3vICbzt+LpEmTCi8aFyU4C2/6f2dbqP5YFZ2/LU6c7+nTpzfaG9P5/hgUG1545Xzn373MmTNLtXjPnj3Ev5/826LzfOdgefSVOQJL5zlsftb4u9PuEWVRHQROTjFj2aLrupyvyTlWXdczzIMX6TN7h+n8fucHyXzuiS4KKnsMWcefL/MBtp3nOw99je46IKqYecj7qlWrotply3vmPR4b43sBnfcD/HvB14B8LaijmL9PMr50fbb5vON/fB+gqwTrfI8pfv4+4e8Vvhfk30YdxY7zna/V+ZpdpPA0dRMmTNB6vpv3eBwn5zR0/17wMeUcjo6i8tm2fQi8jgaHsw9dXxbmCmfsT9cNremTjy/71NVWs33sX5dP/oIyC/vt0KGD+dLS3yNHjhhDZmXnDtTJ179Buv2ax1bXcfVvq+i2zvOPY9Ppz/98130OcFud8Ml+uQQ697hXoGjyk+117NiRfv31V978T3H6fOdziv/pKKafQHztjkGlh5ju80/nZzsyZ13Hg/0yV91s/dvLbTU/c/7vR97Oli1b5Lcsvy5fvjwdOHDA50c3XzNQneeU+Xuhy6ds7zyTja5jYp5ruvxx+0yfvG31fOe6qkX39zvHa/o0t+3gzAkt0eQn++fVou3wz7aiKv5tdeI7VNdnO6q2i7wXzGPgH4d5PHT5Y9+RP9u6fOv+fue2mnzNbZm2iiY/2RdPbcUJUJ3nu/9x1f3ZZn+6fTJnmRK0BOjp06dpw4YNxtA+qz2+ateuTbVq1ZJpBzQg4FkCnMy0Mudn5Abyl6psAjSyLbwGARDQS4BXhZUpMt8VMn6gAQEQsIeAzM2W6fnGjRvmJv6CAAh4jEDTpk2lIp43bx5hkUMpdBCBgO0EDh06JGWT5wv9+++/jR6vUgYgChqBoCRABw0aRAMHDiTu4SJSeLgDEqAixFA3FAj88ccfUs3gL1UUEAABbxLgCdFli8p8lLI+oQMBEAABEAABELBOgHtvo4AACHibAK/RIVvmz59PrVu3lpVDFyQC/47DtcnBjz/+SO+//75w8tMm9zADAp4jIDvXKfcq8e/q7rmGI2AQCGMCsp97RhYRERHG5NB0EAABEAABEAABEAABEAg+AZV5NK9cuRL8AOFBmIDtCdDPPvvMCILny+KVso4fP25MrswTscb076OPPhJuAAQg4HUCuXLlkmoCTyKtOneVlGOIQAAElAkUKFBA2gYvPIQCAiAAAiAAAiDgXgLmImLujRCRgQAIxESgUqVKMVUJuL9q1aoB92GHcwRsT4Du37/faM0777xDvXr1Ip78nVc241W/YvpnTozrHA54BgH9BMqUKUMJEyYUdtygQQNhDQQgAALuIMDTxMgUXs0SBQRAAARAAARAwN0ERo0aJRVgunTppHQQgQAI2E+gZs2a0kaRAJVGF1ShrQlQ/4neMZdnUI8bjIcIAV4Z7uDBg1S3bl2hFvHDBH7AgAICIOBNApkyZZIKfMaMGVI6iEAABJwh8P3330s75vnDUEAABLxJoH79+lKBb9q0SUoHEQiAgP0EuINevXr1hA2/+OKLwhoI9BCwNQHKw96ffvppI3LMeaDnAMKLNwmcO3eOypUrR/yZKVWqFPGKj1YLD3v/9ttvKW3atFYlqAcCIOASAn379qXMmTNToUKFhCPiByUVKlQQ1kEAAiDgDIHx48dT8+bNpZznzZuXeIQICgiAgDcJHDt2TDjwHj16GCMnhYUQgAAIBIXAhQsXaNmyZUK2uRf3559/LqRBZX0EbE2Acti1a9c2op89e7a+VsATCHiIwLZt26h48eK0detW4agzZsxIvHo0utQLo4MABBwnwA89OCEiU7p160aTJk2SkUIDAiDgAAG+HuYHHjKFe5usW7dORgoNCICACwjMnTtX+IHl6NGj6e2333ZB9AgBBECACfC9Ot+z84hNq6VixYr0xx9/WK2Oeg4QiGu3zy5dutD69etp1qxZVLhwYXr33XcJc5bZTRn2vErg4sWL1KRJE/KfLkKkLW+99ZbxuRLRoC4IgIDzBHhe7BMnTkgFkjp1amI9CgiAgDcI/Prrr7Rnzx7hYPPkyUOsRQEBEPAugfv379Obb74p1AAe3cX3ByggAALuIMCLdzdu3FgomLhx49KcOXOENKisn4DtCVAe0svzHfG8J/zk+5tvvqGSJUtSjhw5YlzohZ+Wmz1I9aOARxAIPoGPP/6Y7t27J+2I9S+99BIeKkgThBAEnCEwbdo0aceXL1+mvXv3UpEiRaRtQAgCIKCPQLNmzaScHT58WEoHEQiAgHsIFCtWTDiYR48e0aJFiwgLnAqjgwAEgkKgRYsWwnb54ce4ceOoU6dOwloI9BGwPQHKofMQ3e3btxutOHXqFPE/KyVp0qRIgFoBhTqeJcAXNyrlzp07tGHDBqpevbqKGWhBAAQ0Eli5cqWyt+7du9Py5cuV7cAACICAuwkcOHCA8ufP7+4gER0IgEBAAlevXg24L7odXbt2RQI0OkDYBwIaCWzcuFHKG8/9iQSoFDptItvnAOU5T5555hnCIkjajiEceYQA9+LiBKZq4Z5gKCAAAt4h8NNPPykHi55hyghhAAS0EOAFE1TK119/rSKHFgRAwKMEbt++7dHIETYIgIBJ4Pr16+Ym/rqUgO09QPlGj7vxJ0yYkPr372/MnZApUyaKFy9ejAh43gQUEAABEAABEAABEAABEPAiAdk5vs22iiy2YGrwFwRAAARAAARAAARAIGYCtmcc16xZY3jt168f9erVK+YIUAMEwoQAL2TCDwZUe4Hy4mIoIAAC3iHQsGFDmjdvnlLAuXLlUtJDDAIgoIdAxowZlRx16NBBSQ8xCICANwkkSpTIm4EjahAAAR8BntIRxd0EbB0Cz0+tzXlPKlas6O6WIzoQcIBAvXr1lLwmSJCA8NlSQggxCGgnoPq554BHjhypPW44BAEQ0E+gUKFC+p3CIwiAgG0EkiVLJmVr1KhRUjqIQAAE7CdQrlw5KaNdunSR0kGkj4CtCdDYsWNTpUqVjOj37dunrxXwBAIeIcA9o1Wmevjggw+MXqQeaS7CBAEQ+D8ClStXlmaRIkUKKlq0qLQeQhAAAb0EvvvuOymH3FscBQRAwNsEZBcq5TU0UEAABNxB4PvvvxcOhO/xO3fuLKyDQC8BWxOgHHqNGjWMFvBiSCggAAKPE+ApIvhBgUxp3rw5tW3bVkYKDQiAgAMEeFREgQIFKHPmzLRu3TqpCPj7Ys+ePVJaiEAABPQTKFGiBL366qvCjnmKHCyAJIwNAhBwBYHTp08bv/X8ez9//nzhmE6ePCmsgQAEQCB4BPg3uVSpUkIOtm/fLlQflZ0hIJeJiSZW7vbLSdClS5fSiy++SDdv3oymNnaBQPgQ6NSpE7311lt09+5doUbzXCJ8UzR8+HAhHSqDAAg4R+DWrVvEU1aorAbJ837yTVGcOHGcawg8gwAIWCbAyY/z589brm9WrFChAh05csR8ib8gAAIeIrBy5UoqXbq0VMTcY4wXD44fP76UHiIQAIHgEMifPz9ZTWjyOh/8G54uXbrgBAOrthKwfRGkQ4cOUc+ePWnv3r00Z84c4h5vPGdh1qxZKXny5NH2fuMhA9WqVbO1gTAGAm4gwPP6LFiwwHIoWbJkoYEDB9JTTz1FmEzZMjZUBAHXEFD53PIICtm5h1wDAIGAQJgRePLJJ6Va3LdvX+rYsaOUFiIQAAFnCXDysmXLltJB1KxZU1oLIQiAQHAINGjQgG7cuGHZ+Lhx4zBFnWVazle0PQH6zjvv0OLFi30tu3DhguXVb/kpGBKgPnTYCBEC/AUq2nvz1KlTlCpVKiQ/Q+QcQDPCi8CMGTOMHh2yrebfUCRAZelBBwLOEDh79qyU448//hgJUClyEIGA8wREh8hGjphHTKKAAAi4hwCP3Pr999+FAnr55Zfp2LFjQhpUdo6A7UPgnWsKPIOAOwnw0Jj79+8LBzdlyhRhDQQgAALOE+jatatSEPjsK+GDGAS0Exg5cqSSz4iICCU9xCAAAs4QkH3w4R8t3yeggAAIuIPAZ599JhzIvXv3iKe+QvEGAdt7gM6aNUsq2cO4eLJZFBAINQK7du2SatL+/fuldBCBAAg4S+Dy5ctKAfCFFAoIgIB3CMiu+m62cO3atVS7dm3zJf6CAAiEEYEvvviCJk6cGEYtRlNBwL0EZBct3b17N0ZvufewPhaZ7QlQlXnPHosML0AgzAnEihUrzAmg+SAAAiAAAiAAAiAAAiAAAiAAAiAQfAK4/w4+Y6c9uGoIPE8kjQICoUagWLFiUk0qWLCglA4iEAABZwnwapAqJV68eCpyaEEABDQTUFkEhUOtWrWq5ojhDgRAwC0EVKfNcUs7EAcIhAKBypUrSzWjaNGiUjqI9BOwvQeofxP+/vtv4rlR7t69Sw8fPvTt4kQnz4n44MEDunnzJp07d44WLVpkrHj9/vvv++phAwRCgQCv8MgLfInOA9qmTZtQaD7aAAJhR4CHs73yyivS7cZnXxodhCDgCIFu3brRkCFDpH3Hjx9fWgshCICAcwQyZsxo3OuqRMD3CbxoMAoIgIDzBHhBb9EpKfg3PHHixM4HjwgsEQhKAnTz5s3Uu3dv4jmNREqZMmVEqqMuCHiCAE8L0bNnTxKZVLl8+fJUunRpT7QPQYIACDxOoEWLFvTqq69KrQTPQ2/69ev3uEG8AgEQcD2BTJky0ZkzZ4Tj7N+/v7AGAhAAAXcQ2L59O2XJkkU6mPr160trIQQBELCfQLJkyahUqVLEn22rZdq0aVarop4LCNieAL1y5Qo999xzwk/DMmfOTBjy64IzAiHYRmDmzJnUt29fun79upDNnDlzEr5IhZChMgi4ggCPdOAhMPw7KFt+++03WSl0IAACDhDg4XKHDh2S8sxJ03bt2klpIQIBEHCGAI9kVEl6mlEnSZKEvv32W/Ml/oIACDhMgD/b1apVowMHDliOhKfAqVSpkuX6qOg8AdsToIMGDfIlP2vUqEGNGjWiRIkSUYcOHShBggQ0YcIEY9j7sWPHaPbs2XT48GHKnTs3/fnnn4R5z5w/IRCBOgGe8qFp06a0bds2IWOxY8c2boQ+/PBDihMnjpAWlUEABJwlcPz4ceKe27KFfyf37t1LCRMmlDUBHQiAgGYC/PBetrRq1YoGDx4sK4cOBEDAAQKcGLFjzl5OskyfPt2BFsAlCIBAVASuXr1KhQsXjmpXwPcmT55MderUCbgfO9xJwPYEqNlduHbt2rRs2TJfq3n4Lyc78+fPT2XLljXe5zkW6tatS1u2bKHhw4cbw+Z9AmyAgEcJdOzYUTj5yU3lp07NmjVD8tOjxx1hhy8B/uzKJj/593DevHnhCw8tBwGPEuDem7Ll9OnTslLoQAAEHCSgkvzkjkAbN24kle8OB5sO1yAQ0gREk58Mg/NbSIB677SwfRX4gwcPGhTeeuutx2hUqFDBeL169Wrf+ylTpqSVK1dSnjx5iOdAOnr0qG8fNkDAiwR27tz5WOJfpA2cRHn99ddFJKgLAiDgAgI836ds2bp1q7EgoKweOhAAAf0ELl26pOS0ePHiSnqIQQAE9BNQXasiIiICyU/9hw0eQSBGArJzcfMIZh4BhuItArYmQO/du0enTp0yCOTLl+8xEgUKFDBe79q167H3eYGYevXq0e3bt2nu3LmP7cMLEPAaga+//lopZB5aY36GlAxBDAIgoI3AqlWrlHyNGzdOSQ8xCICAXgIyPUX8I8SKz/40sA0C3iBgx/U5Rnx441gjyvAiMH78eOkG9+jRQ1oLoTMEbE2A8hyeadKkMVoSN+7jo+sDJUC5cpUqVQzN7t27jb/4DwS8SsCOc3jfvn1ebT7iBgEQkCDw008/SaggAQEQcIrA+fPnnXINvyAAAh4mMGrUKA9Hj9BBIDQJPHjwQLphkTv3SRuCUBsBWxOgHLW5knvk4eyFChUyGsVdhXmRGP+SOHFi4yUvAIECAl4mEPnclmmLHTZk/EIDAiDgDIE7d+444xheQQAEQAAEQAAEtBG4efOmNl9wBAIgEHwCKsnT4EcHD1ERCFoCNPKQPu4Byr1C79+/T+vWrXssloULFxqvkyVL9tj7eAECXiOQI0cO5ZDtsKEcBAyAAAhoI1C6dGltvuAIBEBAnUDs2LZfPqsHBQsgAAKuJ8DTvqGAAAiEDgEsaua9Y2n7FRwvBhErViyaM2cONW3a1LcaNg+Pr1ixokHojTfeIF4Bkxd9+fnnn+mHH34w3s+bN6/3CCJiEPAj0KJFC79X4pvJkyenJ554QlwIBQiAgGMEMmbMqOS7X79+SnqIQQAE9BJYtGiRkkMkUJXwQQwCniXQt29fz8aOwEEgVAmodETANbz3zgrbE6CVK1emLl26GCR+/PFHatSokY+KOUksrxSfLVs2YyU83m9OBq+ykq7PCTZAwEECzz77rNIKjwMGDHAwergGARCQIbBy5UoZmaHJkCEDpUqVSloPIQiAgH4CdevWVXK6c+dOJT3EIAAC+gmozvXHnRzw8EP/cYNHEIiJwOzZs2OqEuX++PHjU82aNaPchzfdS8D2BCg3dfDgwdS5c2fiFd7z5Mnja33Dhg3pzTffNF4/fPiQzp0759vXvn17qlSpku81NkDAiwT4wqZPnz5Sob/00kv0wgsvSGkhAgEQcI7AsWPHpJzzaIkdO3ZIaSECARBwjsCtW7eknfPNUtq0aaX1EIIACOgnwL/zxYoVU3LM62CggAAIuIsAz8sr2wMUDzPddSytRvP4Uu1WVTHU40WNRo8eTQMHDiT/E4Nv9saMGUOlSpWiefPm0e+//0487J2HDbdr1y4Gq9gNAu4mcO3aNaPHM/dwFik8PQR/Vl555RURGeqCAAi4gECJEiVIZkXo1KlT0549e1zQAoQAAiAgQiB//vwk+jtv2n/rrbfo3XffNV/iLwiAgAcI8EK+fI0vW/g6X/ZBqaxP6EAABGIm8MEHH9CkSZNirhipRsKECYkX706UKFGkPXjpBQJBSYCaDeeu/jwkPnJp06YN8T8UEAgVAtwbpEqVKpYTIfyQoGXLlsQ9nwsWLKh0YRUqDNEOEPAaAX6YJ5r85JEQX3/9tdeainhBAAT+R6B69epSyc+JEycSFj/BKQQC3iPAv/Oyyc8iRYrQihUrvNdoRAwCYUBg6NChUslPTnxi6ipvnyBBGQLvbSSIHgTECfCk5iKJEE6YPvPMM/Tkk0+KO4MCBEDAcQKrVq2iM2fOCMexdetWYQ0EIAACzhPghTs3bNggFUjRokWldBCBAAg4R4Cv62V+582Ikfw0SeAvCLiLQEREBI0cOVIqqBo1akjpIHIPAUcSoKdOnTIy7vxEXCRp5B5siAQE/iXAX6IzZ8789w2LW9ztHgUEQMCbBGSnbeG5r3kObBQQAAFvEVC56cEc99461ogWBJhAhQoVlEBcunRJSQ8xCIBAcAj07t1b2vDZs2fp3r170noInScQlATo/fv3jTk+eUVs7iXjX/r160dZs2altm3bGvN+ZsqUyRgKzE/WUUDAiwR2795NDx48EA5ddTVJYYcQgAAI2Ebgzp070rY2b94srYUQBEDAGQIqC5jcvXvXmaDhFQRAQJrA7du3pbUsfPvtt5X0EIMACASHwMKFC5UMr169WkkPsbMEgpIA5VWwn3vuOVqwYAH99ddfvhbyyda/f3/fa97gnjDfffcdffzxx4+9jxcg4BUCV65ckQqVz31eeQ4FBEAgvAgcOHAgvBqM1oIACIAACIBAmBHwvwcOs6ajuSDgagIqnRi4YYcOHXJ1+xBc9ARsT4CuXbuWRowYYXiNGzcu8WIvZvnkk0+Ie3rGiROHunfvTtu3b6fOnTsbuzkxyq9RQMBrBNKlSycVMn8+kiRJIqWFCARAwLsEnnjiCe8Gj8hBAARAAARAAARiJFCyZMkY66ACCICAfgKq99+FCxfWHzQ82kbA9gQoz+vJPdv4Bo9XyWrVqpUR7LFjx2jLli3G9vPPP28kSXkBmNGjRxPPq8SJ0fXr19vWMBgCAV0E+FyPFy+esDteWRIFBEDAmwRULp5Kly7tzUYjahAIYwLlypWTbr1/ZwBpIxCCAAhoJaC60vOQIUO0xgtnIAAC1gg0a9bMWsUAtSpXrhxgD972AgHbE6D79u0z2s2Jz/z58/sYLF682LfdpEkT3zZvvPDCC8brHTt2PPY+XoCAFwhwT06e01a0fPbZZ6IS1AcBEHAJgdmzZ0tFkidPHikdRCAAAs4SmDt3rnQAv//+u7QWQhAAAWcIbNu2TcmxyoNSJccQgwAIREvgo48+inZ/dDv5Oj52bNtTaNG5xD6bCdh69LgXpzlJfJ06dR4LdcmSJcZrHv5eu3btx/bxQkhcuMcoCgh4kQDPe5s9e3bLobds2ZKqVKliuT4qggAIuIsAD22TGQLD08SggAAIeJNA69athQPPmzcvJUuWTFgHAQiAgLMEEiVKRLLD2HFP6+yxg3cQiI4A56OGDRsWXZUo98WKFYuwAFKUaDz1pq0JUB76bq506X+xx++ZJ0uZMmUo8pCC8+fPG9BSpkzpKXgIFgSYwKZNm4inczh+/LglIDzv7fDhwy3VRSUQAAH3EeAHfZkzZyZzxIOVCPlp8dGjR/HU2Aos1AEBlxFYs2aN8ZmfMmWKUGQ5cuSgdevWCWlQGQRAwHkCfG3Pv/Myvbc3btz4n3td51uECEAABEwCBw8epLffftt8aekvJ01ZxyM/UbxNwNYEKJ8YfLHHxewJytvc4+XGjRu8SZF7hvJ7v/zyC/8R6kFnCPAfCDhMYNy4ccRTOly6dCnGSDJmzEi7d++m9957L8a6qAACIOBOAgsXLqTq1asLBTd06FA6efIkJUiQQEiHyiAAAs4T4Hn8WrRoIRwIP/DgJAoKCICAtwh8/vnnxrW9aNTcyef06dOUM2dOUSnqgwAIaCKwbNkyoVGY3IGBOy6dOHHiscW9NYULN0EgYGsClOMrX768EWa/fv3o8OHDdOvWLeLhwWZ58cUXzU26c+eOsRjSrFmzjPcqVark24cNEHA7AX7C279/f8thnj17lsaMGWO5PiqCAAi4i8Dt27epQ4cOwkEdOXJEWAMBCICA8wR4BBMnQ2QKHnjIUIMGBJwlcO/ePRowYIBUEPPnz5fSQQQCIKCHAOee2rRpI+SMO/c1b95cSIPK7iZgewK0e/fuRot5xfdChQpRhgwZaPv27cZ7devW9c2ZtmHDBuJJZHv27GmsAJ8tWzZ65ZVX3E0L0YGAHwE+d0XL+PHjLfUWFbWL+iAAAsEnwL9hMmXs2LEyMmhAAAQcJqDSkwujPRw+eHAPAhIE/KdwE5Xv2rVLVIL6IAACGgnUqlVL2BuP5rh8+bKwDgL3ErA9AcpzIfIcSfHixSN+imYOfS9SpAjNnDnTR+LatWvGMAF+I126dMa++PHj+/ZjAwTcTODUqVN07Ngx4RB5ntwVK1YI6yAAARBwngDP/SNbePoLFBAAgfAhIDpfaPiQQUtBwL0EIiIipINr1qyZtBZCEACB4BP4448/pJzwyGaU0CEQlFlcW7VqRaVKlaLFixcbiz5UrVqVuOdMihQpfOQKFixo9A7l+RPfeecd39yhvgrYAAEXE+DpHWQLEiGy5KADAe8S4N/DokWLercBiBwEQAAEQAAEQCAgAe7cgwICIBB6BLZu3Rp6jQrjFgUlAco8n3jiCeNfILa5cuUyeoDyxLIoIOA1Arzgl2zB6nGy5KADAe8SwHyA3j12iBwEQAAEQAAEQAAEQCA8Cajc94cnMXe3OmgJ0JiaHStWLOJ/KCDgRQL58+eXDrtkyZLSWghBAAS8SaBRo0beDBxRgwAIgAAIgAAIxEggffr0MdZBBRAAAe8RqFatmveCRsQBCaD7ZUA02AECgQnwvLU8r61o4blxa9asKSpDfRAAARcQKF++vHQUuXPnltZCCAIg4AyBxIkTSzvu27evtBZCEAABZwikSZNG2vHChQultRCCAAgEn4DsPXifPn2CHxw8aCOABKg21HAUagRGjRol3KTevXtT0qRJhXUQgAAIOE9gzpw5UkEMHDhQSgcRCICAswQOHTokHUDHjh2ltRCCAAg4Q+DixYtSjnl6q6xZs0ppIQIBENBDQOY6vkKFCpQkSRI9AcKLFgJIgGrBDCehSCBv3rz00ksvWW5aixYt6PXXX7dcHxVBAATcRYDnAKpevbpQUJUrV6Y2bdoIaVAZBEDAeQITJkygzJkzSwVy4sQJKR1EIAACzhLgRXxlyvHjx2Vk0IAACGgi8PvvvxOP4BQpqVOnph9//FFEgroeIODYHKAeYIMQQSAggXnz5lHXrl3p/v37AeuYO1KlSkXcW1S2271pB39BAAScI7By5Upq2bKlUACTJk2iunXrCmlQGQRAwHkCsolPjvz06dPONwARgAAICBFYvXo1yczVnTJlStq3b5+QL1QGARDQR+DRo0fG6MubN28KOeWOS8OGDRPSoLI3CCAB6o3jhChdRGDq1KnEQ9mtFJ4/bM2aNcJPnKzYRh0QAAE9BPjGSCT5GTt2bOPhyIMHD+jChQt6goQXEAABWwjIJj/37t1L/MATBQRAwFsEuGeYTPLzwIEDmNbKW4ca0YYhgbRp0xInQUUKX8cPHTpURIK6HiKAIfAeOlgI1XkCPKzNavKTo7116xaGvzp/2BABCCgRePnll4X0Dx8+pCeffFJIg8ogAALOE8iWLZt0EDILI0o7gxAEQMA2Ag0aNJCylT9/fikdRCAAAnoIvPLKK8LJT46Mr+MbN26sJ0h40U4ACVDtyOHQywSGDx8uHP6OHTvozz//FNZBAAIg4DyB0aNHSwWxc+dOKR1EIAACzhHgXtsqRXYBFRWf0IIACMgTWLZsmbz4f8p//vlHSQ8xCIBA8AisWrVK2vhvv/0mrYXQ3QSQAHX38UF0LiPAQ2FlisoXsIw/aEAABOwh8PXXX0sb2rx5s7QWQhAAAb0E9u/fr+xQZGFEZWcwAAIgoEzgzTffVLLRoUMHJT3EIAACwSFgx2KEu3fvDk5wsOooASRAHcUP514jcPXqVamQsTqkFDaIQMBxAtevX5eOYcuWLdJaCEEABPQSWLhwobLDo0ePKtuAARAAAX0EeKoqlcJz/6KAAAi4j4AdDzV37drlvoYhImUCSIAqI4SBcCLAixrJlHTp0snIoAEBEHCYQIIECaQjKFCggLQWQhAAAb0EKlSooOwwTZo0yjZgAARAQB+BePHiKTnLkiWLkh5iEACB4BDIkSOHsuFcuXIp24AB9xFAAtR9xwQRuZhA6dKlpaKrWLGilA4iEAABZwnILo7AUdesWdPZ4OEdBEDAMoFKlSpZrhuo4tixYwPtwvsgAAIuJNClSxelqL744gslPcQgAALBIWDHImXlypULTnCw6igBJEAdxQ/nXiPQo0cP4ZAzZ85M+AIVxgYBCLiCwKeffioVR+rUqSlu3LhSWohAAAS8SaBUqVLeDBxRg0CYEnj77beVWm5HkkUpAIhBAASiJBArVizKli1blPusvJk+fXqKEyeOlaqo4zECSIB67IAhXGcJlCxZklq0aGE5CP7ynTx5MvFfFBAAAe8R4CHwbdu2FQ78yJEjwhoIQAAEnCVw8OBB6QBGjRolrYUQBEDAOQKvvfaalPNp06ZJ6SACARDQQ2Dt2rXSjtavXy+thdDdBNA9xd3HB9G5kMBHH31E27dvp7/++iva6DhxMmvWLCpatGi09bATBEDAvQS6d+9ufI5FIvzzzz8pRYoUdP/+fREZ6oIACDhEgBc4LFy4sLT31q1b0wsvvCCthxAEQEAvAf59zp49u7TTnj17UvXq1aX1EIIACASXwI4dO+iZZ56RcrJp0yZKmjSplBYi9xMI+QTo77//Tl9++aUxBLl9+/aWjsiePXto+fLlluo+9dRTVL58eV/d1atXU3QrhqVNm5ZefvllX31seIvA7NmziRMijx49Chh4woQJqWPHjka9+PHjB6yHHSAAAu4lcOHCBSpevLhQgPx78MMPP1DGjBmFdKgMAiDgHIGyZcvSyZMnpQM4deoURnlI04MQBPQT4B6fS5culXLMI7r4+wIju6TwQQQCWgjwmh2nT58W9lWjRg367rvvhHUQeItASCdAr1+/Tp988gmdP39eaA6Iv//+m+bOnWvpSPKKn/4J0Pnz5xu9AwOJc+fOjQRoIDguf5+Tn926dYv5mA3oAABAAElEQVQxyjt37hD3/kTyM0ZUqAACriTAn2HR5Cc35LnnnnNlexAUCIBA1AR4kTPZ5OeZM2eifRgatUe8CwIg4CSB/v37Syc/EyVKRIcPH3YyfPgGARCIgQCvuyGa/OTengcOHIjBMnaHCoGQToAOHz7cSH6KHqxixYpRr169Asq4h+eyZcsoceLEVLVq1cfqmfNHde3a1UiCPbbzfy+SJUsW+S289gCBy5cvk8hE6UOHDqXGjRtTzpw5PdA6hAgCIOBPoGLFiv4vLW/z74bIHMGWDaMiCICA7QQePHhAPEpItvDiJzFNhSNrGzoQAIHgEBg3bpy04du3b9O2bduIe5ehgAAIuI/Ar7/+SidOnBAO7MaNG/T1118bIziFxRB4jkDIJkB5CPsvv/xCKVOmJJ7bSaTwnDCB5oW5dOkSTZw40TD34YcfUo4cOXymuafpP//8Q9wrFHNB+bCExMb06dOF5vPjIfJfffUVDRkyJCTaj0aAQLgQ4M8u9+ySLd988w317dtXVg4dCICAJgI81E2l8CgjFBAAAe8Q4FGBqoU7N8j2Glf1DT0IgED0BGQWLTUtDhw4EAlQE0aI/w3JVeDPnj1LI0aMoCxZslDz5s1tPYQDBgwg7g3IQx0rVar0mG2z92eBAgUeex8vvE9gxYoVwo1Yt26dsAYCEAABZwlw7w6VMmHCBBU5tCAAApoI2DHc7eHDh5qihRsQAAFVAmPHjlU1QfjMKyOEARAIGgHuySlbsHCpLDnv6UIuAco/TPyEj4cpcA9NXpDGrsJJMF79O3Xq1NShQ4f/mI2cAOUPEidLUbxP4MqVK8KN4N7AKCAAAt4icOjQIaWA8blXwgcxCHiKAD9wRwEBEPAGgegWMPVGCxAlCIAACICAKoGQGwI/Y8YM+uOPP6hVq1ZUpEgR2+Zn4oQqrybP5Y033iCeLDdyMROgnPjklcJ5bimeY4rn/SxTpgzxvKA8PD66sn79+oCrjyVPnpy4B6qOEjv2/8+N8xQCukqcOHF8rnh+VV5ISEcxV3LkY8p+oyqZM2cWnvg8bdq0lCpVqqjMPbZ6JLczUL0oxYpv8rHlBwNx4+r/+LNvnW2NFy+ewVqXT/68y5YkSZKQ/2dA1k5MOivne0w2RPebPlnn9vOdV3JXKenTp/fJQ/1854b6f4+kSJHC1/Zgb5ifFV2fbZWeAfw9xItn6Ch8zrEv9qm7OHG+cxt1nQNR8SxcuPBjv+dR1bHjPd3nO8fs/9mO7vrIjvb52+DziAtf8+robaeaFNN1/pmfaV3++Bj4nwNO3A/Y3VZmeO/ePW6aUrEzLv/zXfVctNoo0yfXd+J+QOc9nlUmUdWz8zhHZd98j7/f+TpZlz/26//Z5jyFju9a9muee/z9rut8Z79WSzCOgVPnOx/jYLQnEEv2x+eyTp+BYonpff0ZkJgiUtjPk9Hz8EMegt66dWsFS/+Vcu9Pnv+TE5iB5o0yew599913xglQsGBBY97II0eO0KpVq4yJs0eNGkV58+b9r4P/e4dXLVuzZk2U+7nnqZ09WqN0EulN3f5M93yRYl7sme8F+290q7bznK48sbJIadiwoaXjxV8W5s2NiH2Vuvwl5f/jp2JLRMs/fE6cU7p83rp1SwTHY3X5fI/uHHyssg0vdPryD9ft53v58uX9wxXe5vk/zYRvqJ/vkeHo+pz5+9Xlkx+Cyhbd50G4fb/L/n5Wr17duDaTPa6s05XYNmPUdb6b/sy/Tvxe6PKp8uCS+eg+JrLnu3ksZf/qbmcw2I4cOZI6d+4si8DQ8XkZDBa6On1EbrwTvxdO3ONFbreV18E4ztH51e3PjEXXd63pj/8G63xPly4dXbhwwd+V5W2OKRjHwKnz3Yn7LYbt1G+U5QP9v4ohMwQ+IiKC+vfvb0Dnoe92J3cWLFhgcH322WejtH3z5k3i5CWXOnXq0JIlS4hXGuSE7LRp04h7CfDQyEGDBgktpmMYxH+OE2jTpk3A3qFRBccffl4RGgUEQMB7BEqWLCkd9KuvviqthRAEQEAfAV4oU6Xky5dPRQ4tCICAZgJvvvmmskezs4uyIRgAARCwnYDK7zrna1DCg0DI9ADl4enHjx+nt95667GV2e04jDy0nXuXclKrUaNGUZrkXgA8/P7ixYtUokQJXw8grszDpzk5+/LLLxPb2rp1KwUaZlm/fn0qV65clD7YP680r6PwUxAezshPUXR1UWeG3A2fCyeL79y5o6OpRnd8Hq5+9epVunv3bkCfkyZNopdeeingfv8dvAhXdMeLE/Tco5cLt1PnvIHci5l9ctJeV+EnctwrjntacE9qXYWHWHDvKz62OopKbyA+B3QMQeHzks+BmM53O3n5n+/ck07n6sky5zs/wMqYMaMwgvnz5xvf0eb5rnseaN3nOwPiYZFm7wHdvxc8LFf2Sb/oweVzWPbzzb8rKhPzi8TK5zt/xlR6o4v447rmtA9OnO/8u3Lt2jXRkH31ecXYiRMn+l6LbGzYsEHbNRmfezrPd+bA07LwPy5O/F7wHPoqU08YgVv4j88h/s6WLbquy80pRlTOd9E28lBGczRWqHy/c8eUdu3aiaIw6mfPnt3ouWbnMTevj/jaWLU3stVGmfd4XJ/vBXTeD/DvBV8DqoyqsNpOrmf+PolozLp2HmfTZlR/+fudv2s5h6Cr+E9r4sT3e7DO9wwZMhg5lo0bNwqh5M925cqVbf9N132+8z0v5zS48LWnrvtf9sf3A3wfqyunofLZDokE6KZNm2ju3LlUunRpatKkCR8DW8vPP/9s2KtSpUrAOTz5hMuWLZvxLyrn/IEsWrSoMQyeh8QHSoDyFxL/C1TOnDkTaJet75uJGP4x1pUANX1yQ9inrgsBs33sPyqfvFIsJ7D5PIup8IXi6NGjjUR5VLZMPZ8vZgnk19wfjL86+frHr9uveWyjOxb+8Tm5rfs80OnP/3zXfQ7wMRXxyaMJypYtK3wqTJ8+3ZjrOfK5Fvm1sGEBgdPnO59T/E9HMf3o4ssPDmSLyPkn68Nfp9ufv29dx4N9cjvNB2v+McS0zTcEPCpHpbBvXgCJ/+ooph/dfM22OfF7ocsnn0MqRdcxkT3fVdpmnndsg9vp/1rFbkxa049dbDkRkDNnzpjcRrs/a9astHnz5ijvE6IVxrDTvD7Sdb5zOObvJ28za7s4sz0rRWdbrcQTqI4uLnaf74Ha4/++6ZPf43bqamswznee15enr5LNkeTPn9+YfjBYDHSe7/7H1YnPthM+/c9rq9shkQCdN2+e0d59+/b9p4cm38xyWbt2LfGcjPwEVaSLM/eUW758uWHj+eefN/7K/mdmqnX2gJONFToyJkrn4TILFy60hIMXupo5c6Z0LyFLTlAJBEAgaAT69etH33zzjZD92rVr05QpU4Q0qAwCIOAMAZ7e4ty5c9LOv/jiC+rSpYu0HkIQAAG9BPjeb/v27UpOedh7oEVSlQxDDAIgoESAR1wOGzZMygaPOl3zv3VXMmXKJKWHyLsEQiIByj0z+B8nO82Ep3lIzEw4D6PhLveivTh4uDoPDeAPR/HixU2z//nLQ+T5ySD/QPKCOVEVsys9P0VEcTcBPm94uLuVXp9mS3777Tfq3bs38UJXKCAAAt4iwBdRoslPHjaJ5Ke3jjOiDV8C1apVk05+5s6dm9avXx9wFFD4UkXLQcC9BNq3by+d/OTh/3v37nVv4xAZCIQ5gfHjx0snPxkdPxiJbtRtmOMN6eaHRAKUFxYKVH766SfiVf945XZenVe07Nmzx5DENNn9lStXjAWPeCgND5/MkSPHY654LiPzh7RIkSKP7cML9xH4/vvvhZKfZgvmzJlDzZo1CzjFgVkPf0EABNxDgIfHyTxB5jnRfvjhB2ratKl7GoNIQAAE/kOAH47zg2rZwlMX8cNwnmMVBQRAwP0EuCPDokWLpAPl+7rDhw9Tnjx5pG1ACAIgEBwCPFxdJq/jHw0PmzfzPP7vYzv0Cfw7EWHotzXKFvIk9itWrKCjR49GuZ+H1XPJlStXlPvNN3nhI578lX9wuUeQ/8TtPIz+s88+MyZ8rlixIhUsWNCU4a9LCXz++efSkfGxRgEBEPAOAe65LVvefvttWSl0IAACmgjwFDWqxQ4bqjFADwIgYI1A48aNrVWMplb16tWj2YtdIAACThEYOHCgsmvunMYdIFDCj0BI9ABVOWw8XJknzeVhElElOU+dOmWY5+FP0ZWECRMaTyJ69OhBK1euNLpV89xwPOR+3bp1dPLkScN+9+7dozODfS4gwAsk8PGSLTt37pSVQgcCIOAAAXOhOxnXuHiSoQYNCOglYMfqujpXU9VLB95AIPQI8LRUqoUXV0EBARBwH4FZs2bZEhSv86G6xostgcCIVgJhnwCNjjav2sVDILhElRyNrOVV6MeOHWvMAbl//34yP5yJEiWiOnXqECdHMYl2ZGrue81PhFQKXzBxUiR+/PgqZqAFARDQRIB76aOAAAiAAAiAAAiAAAiAAAi4mwBPSWNH4XwNSvgRCPkEKGf1o8vsz549O+BRjx07trE6WMAKUezg+T15IY1r167RiRMniFcYy5YtG7EtFG8QUJ3jK0GCBEh+euNQI0oQMAjwQ6obN26ABgiAAAiAAAiAAAiAAAiAgIsJcH7l0qVLyhEWLVpU2QYMeI8AsnJBOmYpUqSgJ554wlgMCcnPIEEOklk+dpEXsRJxVapUKZHqqAsCIOAwgSZNmkhHwNOfoIAACLibQNasWZUDTJs2rbINGAABENBDoGrVqsqOuEMDCgiAgPsItGzZ0pag6tevb4sdGPEWASRAvXW8EK0mAr169ZL2pLKgirRTCEEABKQJfPLJJ9LaL7/8UloLIQiAgB4CmzZtUna0bds2ZRswAAIgoIfAjBkzlB1t3LhR2QYMgAAI2E+gZ8+eykYzZsxIceOG/GBoZU6haAAJ0FA8qmiTMgGeNqFmzZrCdl577TXiuWBRQAAEvEOAF6uTSYJyT/F69ep5p6GIFATClAB/xitWrCjd+ieffBJT20jTgxAEnCHQunVracc8fVmmTJmk9RCCAAgEjwCPrh09erSSAzzgUMLnaTHS3p4+fAjebgKPHj2i9evX05QpU2jv3r3G3K28GFZMJVasWNS9e3d6++23Y6qK/SAAAi4jcPv2bZo6dapQVHny5KFff/1VSIPKIAACzhAoVKiQMTe7jPeCBQsSrxSLAgIg4A0C9+/fp+zZs0sHmzlzZtqyZYu0HkIQAIHgEeD79ObNm9ODBw+knPA9+759+whTWEnhCwkREqAhcRjRCDsIrFy5ktq2bWt5MRR++pQyZUp69tlnibvip06d2o4wYAMEQEAjAe4VdvToUcseecGkVatWKc0TbNkZKoIACCgR4JEcfKMjW44fP44hcrLwoAMBBwjwyIx79+5Je7569aqRWImIiJC2ASEIgID9BE6fPq08yvLjjz+m9u3b2x8cLHqKABKgnjpcCDZYBL799lsSHSrDyc+1a9eS6qrxwWoT7IIACERPoECBAnT9+vXoK0Xay/MApkqVKtK7eAkCIOA2AjwdDd8wiRa+HqhVq5aoDPVBAAQcJsA9N2XKkCFD6PXXX6ekSZMa8suXL8uYgQYEQCBIBE6ePElly5aVsr5//37ikRxc+Jr/xo0bUnYgCh0CmAM0dI4lWiJJgHt/tWnTRljNF0jcYxQFBEDAewR4sTLR5Ce3kucCRAEBEHA3gT179kglP7lVrVq1cnfjEB0IgMB/CHz44Yf/ec/qG++8847VqqgHAiDgAAHZ5CeHWrRoUQcihks3E0AC1M1HB7FpITB8+HDiuT9lytatW2nXrl0yUmhAAAQcJCA656cZKg+L46fJKCAAAu4lULt2baXg7FhhVikAiEEABIQITJw4Uah+5MqNGjWK/BZegwAIuIAATzulUnhOYMzZr0Iw9LRIgIbeMUWLBAmsWLFCUPF4dZ47FAUEQMA7BM6ePasUbL9+/ZT0EIMACLibwMyZM90dIKIDARCwlcDq1atttQdjIAAC9hD45JNPlA316NFD2QYMhA4BJEBD51iiJRIE+KnQtWvXJJT/SkQWUPlXhS0QAAGnCOzdu1fJ9aFDh5T0EIMACLibgOyoEHe3CtGBQGgSkJnOJjRJoFUgEHoETp06pdwo3KsrIwwpA0iAhtThRGNECcSNG1d5hVcsiCJKHfVBwFkCGTJkUAogRYoUSnqIQQAEQAAEQAAE7CGQJEkSewzBCgiAgOsIJE6cWDmmZMmSKduAgdAhgARo6BxLtESSgOrkyCoTM0uGDBkIgIACgcKFCyuoiV599VUlPcQgAALuJpA+fXp3B4joQAAEfARix1a/nUWCxIcTGyDgKgLPPvuscjwtW7ZUtgEDoUNA/RcjdFigJWFKoFOnTtIt5wumGjVqSOshBAEQ0E+Ab5bSpUsn7RirREujgxAEtBCoVq2akh/MB6iED2IQ0E4gfvz4Sj6xSIoSPohBIGgE+vTpo2z7ww8/VLYBA6FDAAnQ0DmWaIkkAV75sXr16lLq0aNHU6JEiaS0EIEACDhHYO3atVLOe/fuTXb0NpFyDhEIgIAlAtOnT7dUL6pKKVOmJExtExUZvAcC7iVw5MgR6eB4iG2ePHmk9RCCAAgEj0CCBAmodevW0g66dOmiPN2dtHMIXUkACVBXHhYEpZNArFixaOHChVS1alXLbjkB8sUXX1Dt2rUta1ARBEDAPQSSJk1Kois9N23alLp27eqeRiASEACBgASOHz8ecF+gHTwv+L59+wLtxvsgAAIuJcDX5V9//bVwdKzDwobC2CAAAa0EBg0aRJUrVxb2yffpH3/8sbAOgtAmEDe0m4fWgUDMBPgm6b333qN169bFWJmfQtWpU4cGDhxIadKkibE+KoAACLiHwM6dO6l+/frCAXFSZOPGjZQ1a1ZhLQQgAAJ6CbRt25aWLFki7HTAgAHEWhQQAAFvEDh//jyVKFFCOtiePXsS/0MBARBwL4EXXniBNmzYIBRgnDhxaM2aNejZLUQtfCojARo+xxotjYLAvHnz6M0336RHjx5Fsffft15++WUaOnTov29gCwRAwFMEeA6hb7/9VjhmvujKlSuXsA4CEAAB/QQyZ84s5JRXjz548KCQBpVBAAScJzB27FjihxaihXuRiY7+EPWB+iAAAuoE7t69Szlz5rRsiDsm7d6923J9VAxfAhgCH77HPuxbvmXLFnrjjTdiTH4yKJ5PbPjw4WHPDABAwIsEfv75Z6nkJ7e1YsWK9PDhQy82GzGDQFgRKF++vHB7b968Sc2bNxfWQQACIOAcgUuXLkklPzliHu21YsUK54KHZxAAAUsEChUqZKmeWYm/F5555hnzJf6CQEACSIAGRIMdoU6gR48eQk38/PPP6cyZM0IaVAYBEHCeQIsWLZSCaNOmjZIeYhAAgeAS4FEcMnN+clSyC6IFt0WwDgIgEIhA0aJFA+2y9H6rVq0s1UMlEAABZwgsWrSIbt++Lex8x44dxIlQFBCIjgASoNHRwb6QJbBnzx46evSoUPsePHhACxYsENKgMgiAgLMEDh8+rBzAypUrlW3AAAiAQPAI8FQ2KmXGjBkqcmhBAAQ8RiAiIsJjESNcEAgfAr1795ZurIpW2imEniKABKinDheCtYvA/v37pUzt2rVLSgcRCICAMwR4nl/VEtMcwar2oQcBEFAjsHjxYiUDX3zxhZIeYhAAAT0EeF5AO8rSpUvtMAMbIAACQSCg0otz8+bNQYgIJkOJABKgoXQ00RbLBGSf/MrqLAeGiiAAArYSuH79uq32YAwEQMB9BHiEhkq5c+eOihxaEAABTQTsug6/ePGipojhBgRAQCeB+/fv63QHXx4kgASoBw8aQlYnkDt3bikj+fLlk9JBBAIg4AyBWrVqOeMYXkEABLQREF0sIXJgDRo0iPwWXoMACLiQQLJkyWyJqlGjRrbYgREQAAH7CSRKlEjaaJ48eaS1EIYHASRAw+M4o5WRCJQpU4ZkLqLq168fyRJeggAIuJkAr+KuWnLlyqVqAnoQAIEgEpgzZ46S9U8++URJDzEIgIC3CKRLl85bASNaEAgjAu3atZNu7eDBg6W1EIYHASRAw+M4o5WRCMSLF48+/PDDSO9G/7J27dqkuvJk9B6wFwRAIBgE2rdvr2T2559/VtJDDAIgEFwCKVKkkHaQJEkSihUrlrQeQhAAAb0Exo8fr+QQvT+V8EEMAkEn0KdPHykfSZMmxb26FLnwEiEBGl7HG631I/DKK69QixYt/N4JvMlD37/88svAFbAHBEDAtQRGjBhBmTNnlopvwIABlDp1aiktRCAAAvoInD59WsrZwYMHpXQQgQAIOEOAp6zIkiWLlHPuADFu3DgpLUQgAAL6CKxdu1bY2e7du4U1EIQfASRAw++Yo8V+BF544QW/V//djB07Nr322mu0fPly4l4iKCAAAt4jsGzZMrp69apw4N9//z21bdtWWAcBCICAXgI3btwQfsgRJ04ckk2a6m0dvIEACJgEOnToYHzWT506Zb5l+W/27Nnp2LFjluujIgiAgDME7t27R71797bsPHny5HTixAlKkCCBZQ0qhi+BuOHbdLQ8nAns2rWLeFgsf1lGVfjG6M0336RevXoRb6OAAAh4j8DKlSupZcuWQoHz5OkzZsygbNmyCelQGQRAQD+BR48eCSc+S5QoQYsXL9YfLDyCAAhIE+CHkUuWLJHSc0cGzPMrhQ4iENBOoGzZsnTy5ElLfps2bUqjRo3CNDaWaKGSSQAJUJME/oYNgV9++cVIivCNU6Dy4MED+uKLL4zdIk+gAtnD+yAAAnoJTJ8+3XiAIeL166+/poYNG4pIUBcEQMAhAvwbnjhxYmHvJUuWFNZAAAIg4ByBWrVq0d69e4UD4Ll9ZXqKCjuCAARAwBYCOXLkIO79abXMmzfPSIBarY96IMAEMAQe50FYEThz5owxpDW65Kc/EE6Crlq1yv8tbIMACLicwPXr14WTn9ykjh07UkREhMtbh/BAAASYgOy0NJMnT6a7d+8CIgiAgAcI7NmzRyr5yU3ja33uIYYCAiDgfgJNmjQRSn5yi+7fv081a9Z0f+MQoasIIAHqqsOBYIJN4KuvvhK+8eFFUFBAAAS8Q6B169bSwXISFAUEQMDdBFQfVKAXqLuPL6IDAZNA7dq1zU2pvxs3bpTSQQQCIKCPAI+83LRpk5TD/fv3o/OCFLnwFSEBGr7HPixbvmjRIuF2//XXX3Tu3DlhHQQgAALOENi8ebO049WrV0trIQQBENBDoFu3bkqOrly5oqSHGARAwDsEcA3vnWOFSMOTgOq83FOnTg1PcGi1FAEkQKWwQeRFAjwURvYiyOpkzF7kgphBINQIWJ3iIqp2i8w9FJUe74EACASfwIYNG4LvBB5AAARCggAviIgCAiDgXgIqHRe4VbK9R91LBJEFkwASoMGkC9uuIsCTocePH18qpkSJEknpIAIBEPAWAf6eQAEBEHA3geTJk7s7QEQHAiDgGgK8sAoKCICAewmkTp1aKbg0adIo6SEOLwJIgIbX8Q771hYrVkyYQYIECShPnjzCOghAAAScIZAsWTJpx7iIkkYHIQhoI/DBBx9o8wVHIAAC3ibw1FNPebsBiB4EQpyA6mJlLVq0CHFCaJ6dBJAAtZMmbLmegMziKPylzElQFBAAAW8QUEmODB482BuNRJQgEMYE6tatq9T6Ll26KOkhBgEQ0EOgcOHCyo5ix8btrjJEGACBIBLgXtqyI7BYh4UNg3hwQtA0fhFC8KCiSYEJNG7cmNKnTx+4QqQ93CW/d+/ekd7FSxAAATcTePXVVylp0qTCIXLvzwYNGgjrIAABENBPQCWJ2adPH/0BwyMIgIAwAdX5O9etWyfsEwIQAAH9BGbOnCnldNy4cVI6iMKXABKg4Xvsw7LlDx8+pPv371tqOydKf/75Z8KQWEu4UAkEXEVgz549FDduXMsxJU6cmHbu3Gm5PiqCAAg4S+Czzz4jmd5hp06dcjZweAcBEBAiIPvb/N5771HevHmFfKEyCICAMwSefvpp4s+sSOnUqRM1bNhQRIK6IEDW7w4BCwRCgMCaNWvo8uXLRks4OcIJUf7nXzjh2b59e+IvVdlFk/ztYRsEQEAPgUGDBtGYMWOEnb3xxhukMmxe2CEEIAAC0gRq1KhB+/fvF9bnzJmTNm7cKKyDAARAQD8B/pyvXr1a2vGhQ4eIH2yigAAIuJfAo0eP6J133qHp06cLBRkvXjzj9zxLlixCOlQGASaABCjOg7AhsH37diOxaTY4qp6gpUqVookTJwoNkzft4S8IgIAzBJYuXUqvvfaakHOe3mLXrl2EucGEsKEyCDhGYMKECfTRRx8J+efeXxgCK4QMlUHAUQI88qpjx47CMfz999/otCBMDQIQcI7ADz/8QF27dhUKgDsrcKcFFBBQIYAh8Cr0oPUMAb4B4i7yd+7ciTZmTpJWq1aNzp49G2097AQBEHAHAb5ZEk1+cuTcE5yTI/z0GQUEQMDdBPjBpGjyk1vEvcDKlSvn7sYhOhAAAYPAokWLpJKfLOYe3pFHdAErCICAOwlwj0/R5Ce35JNPPqERI0a4s1GIyjMEkAD1zKFCoLIE/vnnH2rXrp1l+ZUrV+jNN9+0XB8VQQAEnCFw9+5d6ZsljpgfiLRp08aZ4OEVBEDAMoEPP/zQct3IFU+cOEF79+6N/DZegwAIuIwATz+lUvLkyaMihxYEQEADgYiICOrevbu0p2HDhhHf26OAgCwBJEBlyUHnGQLTpk2jGzduCMW7adMm+uOPP4Q0qAwCIKCXwIABA5QdLl++XNkGDIAACASPgMgDzEBR1K1bN9AuvA8CIOACAjyHt2rhxAp6gapShB4EgktA9UEHRycz8iu4rYJ1LxFAAtRLRwuxShFYtWqVlI4XTEIBARBwL4G5c+faEtzu3bttsQMjIAAC9hNYvHixstEHDx4o24ABEACB4BEYO3asLcZ5rmAUEAAB9xKw49p969at7m0gInM9ASRAXX+IEKAqgdOnT0uZwDygUtggAgFtBK5fv26Lr3379tliB0ZAAARAAARAAATECdj1kEK204N4xFCAAAjIELh165aM7DFNVAsZP1YBL0AgGgJIgEYDB7tCgwCv9ixTUqRIISODBgRAQBOBhAkT2uIpW7ZsttiBERAAARAAARAAAecIFC5c2Dnn8AwCIBAjgXjx4sVYJ6YKsWMjhRUTI+wPTABnT2A22BMiBIoWLSrVkrJly0rpIAIBENBDoHz58rY4KlOmjC12YAQEQMB+AljYxH6msAgCbiNQuXJlW0JSWVzFlgBgBARAIFoCdtxfZ8+ePVof2AkC0RFAAjQ6OtgXEgRSpUol3A7uEWbXxZiwcwhAAAQsEfjss88s1YuuUo4cOciOp9HR+cA+EAABeQKLFi2SF/+fsnfv3so2YAAEQCB4BKZOnWqL8WTJktliB0ZAAASCQ+C7775TNjx+/HhlGzAQvgSQAA3fYx82LV+3bp1QW7lb/Zdffklx48YV0qEyCICAXgIZM2akZs2aKTldtmyZkh5iEACB4BJInjw5qQxrjRUrFnXt2jW4QcI6CICAEoH48eNTjRo1lGxg8VIlfBCDgBYC3PGgTp060r5KlChBRYoUkdZDCAJIgOIcCGkCJ0+epB07dhhttPJUOEmSJDRnzhwqXbp0SHNB40AgVAiMHDmS6tWrJ9wcTops3LiROLmCAgIg4G4CK1eupAwZMkgFeerUKSkdRCAAAnoJcM+wQoUKSTnljgv58+eX0kIEAiCglwB/1itUqCDstECBArR48WJhHQQg4E8AXdz8aWA7ZAjwDQ9/QU6bNs3XJu7ZmSVLFrp27Rrdvn2bHj58aOyLEycOZc2alV599VVq1aoVJU6c2KfBBgiAgLsI8EqxAwYMoClTptDdu3elgnvmmWfom2++kdJCBAIgoI8Af965t8elS5eEnXbu3Jnee+89YR0EIAACegm0aNGCZHtv8mKIR44c0RswvIEACAgR4N/ynj170uzZs4V0ZmUelfnTTz+hg5IJBH+VCCABqoQPYrcROH/+PPXo0YNWrVr1n9A48cn/IpennnrK+ELmeQAjIiIi78ZrEAABlxB4//33afLkyVLR8IWTXYsmSQUAEQiAgBCBUqVK0ZkzZyxrVqxYgWFxlmmhIgg4T6BXr140ffp0oUDmzZtHdiyiIuQUlUEABKQJdOvWTTjxmTRpUtq/fz9xJyUUELCbAIbA200U9hwjwMPda9asGWXyM7qgeI7QYsWKEYbJRUcJ+0DAWQItW7aUTn5y5JxMQQEBEPAGAV75XST5ya2qVasW7dy50xsNRJQgEOYE2rRpI5z8ZGSNGzemDRs2hDk9NB8EvEHghRdeEE5+cstu3LhBuXLlIu45igICdhNAAtRuorDnGIFOnTrRxYsXpfxzz9HXXntNSgsRCIBAcAksXbqUeA5AlcJTXKCAAAi4n8Do0aONaWpkIq1fv76MDBoQAAGNBLjDgcoChJxUQQEBEHA3AZ6KTuVhxf3796Xm+Hc3FUTnBgJIgLrhKCAGZQI8d5C52JGssW3bttH69etl5dCBAAgEiUD37t2VLXNPb9k5Q5WdwwAIgIBlAoMHD7ZcN6qKY8eOjeptvAcCIOASAlWqVFGOhOcCRwEBEHAvga5duyoHt2fPHrpz546yHRgAAX8CSID608C2ZwlENeenTGN++eUXGRk0IAACQSLA8/JGNXevjLvly5fLyKABARDwEIGhQ4d6KFqECgLhR+DWrVvKjZ4wYYKyDRgAARAIDgHuvWnH55yjmzNnTnCChNWwJYAEaNge+tBquF3zd54+fTq0wKA1IOBxAhcuXLCtBX/88YdttmAIBEDAfgJXr15VNoreIsoIYQAEXE/g3r17ro8RAYJAuBK4dOmSbU3//fffbbMFQyDABJAAxXkQEgR4tTg7il127IgFNkAABIiSJEliG4b06dPbZguGQAAE7Cdgx29w7Ni4tLX/yMAiCLiLQKxYsdwVEKIBARDwEbDjt9w0liFDBnMTf0HAFgK4SrQFI4w4TcCuFZ6ffPJJp5sC/yAAAn4EUqVKRXbd6GCBFD+w2AQBFxKIGzeuclQlS5ZUtgEDIAAC7iaQL18+dweI6EAgjAnY2XkBi56F8YkUpKYjARoksDCrl0CjRo2Ue4rx06qGDRvqDRzeQAAEYiTw3HPPxVgnpgr8+c6SJUtM1bAfBEDAYQKqvT1mzpzpcAvgHgRAIDoC3bp1i263pX0//PCDpXqoBAIg4AwBOzodxI8fn3Lnzu1MA+A1ZAkgARqyhza8GpYyZUr69NNPlRo9cuRISp48uZINiEEABOwnMGLECIoXL56S4blz5yrpIQYBENBDYPv27dKOihQpovwwVNo5hCAAApYIvPPOO5bqBaqUJ08eSps2baDdeB8EQMAFBMaOHas8ggsPOlxwIEMwBCRAQ/CghmuTmjRpQi1bthRufpw4cWjixIn0/PPPC2shAAEQCD4BfgK8bds2kh0eO2PGDOLECAoIgID7CfAcnlu3bhUONHXq1LRixQphHQQgAAL6CZw4cULKaYoUKejXX3+V0kIEAiCgjwB3XNi5c6d0EpQ7P5QuXVpfwPAUNgTUJ1sKG1RoqBcIXLx40Rcm9+a8ceMGPXz40PeeucFzCvJFVIMGDahXr15UvHhxunz5srkbf0EABFxE4MqVK7R8+XJq0aIFrV+/no4cOWIpuvz585PZm+z69euWNKgEAiDgLAG+YXr99deFgpgyZQrVrl1bSIPKIAACzhDg6/IhQ4ZQokSJ6Pbt25aD+Oqrr6hx48aW66MiCIBA8AlcvXqVFixYQLxae0REBD148MD4d//+feN15cqVac+ePWR1ZfiMGTMaDznsnEc0+BTgwUsEkAD10tFCrNES4GTnqlWrjDp8UbVjxw5KnDhxtBreiRVjY0SECiDgCIGBAwfSl19+GaNvnh9o6dKlNHjwYJo8ebJRn7dbtWolfIMVozNUAAEQCAqBggUL0j///GPJNk9Z07FjR+P3Gw8vLSFDJRBwnMDatWupefPmluJo164d9e/f31JdVAIBENBPYNCgQTRmzBhpxzyqi5OkXL799luqVauWtC0IQUCEABKgIrRQ19UEFi9eTHfu3DFirFevnqXkp6sbhOBAIEwJcO+QKlWq0OHDhy0R4B6hBQoUoHTp0vnqozeYDwU2QMDVBO7du0c5cuQQirF79+5Gr3DM7SuEDZVBwDECffr0MZIcVgOYMGGC0auMe4SjgAAIuIfAo0ePjGv0Q4cOKQVlJj+5sxL3EkUBAV0EMAeoLtLwE3QC/jdCdqwaHfSA4QAEQCBKAtzzw2ry0zTAF2Tnz583XpYqVYoyZcpk7sJfEAABFxMQTX6aTVmyZImRBDVf4y8IgIA7CezevVso+Wm2gn/T+WEHCgiAgHsIdOjQgVSTn/6tuXXrlq8nqP/72AaBYBFAAjRYZGFXKwGeV4TnBuTCK8LjSZJW/HAGArYROHv2rDGcXcVg/fr1VeTQggAIaCKwevVqJU+NGjVS0kMMAiAQfAI8Kku2zJo1S1YKHQiAgM0EeK2NRYsW2WyVqE2bNrbbhEEQCEQACdBAZPC+pwjMnz/fmHCZg27YsCHxynMoIAAC3iMwfvx45aDr1KmjbAMGQAAEgk+gc+fOyk7MYXTKhmAABEDAdgI8OiOqxUhFHK1bt06kOuqCAAgEicDEiRODYnnjxo1BsQujIBAVAcwBGhUVF7+XKlUqLdGZCwNxb0pdJU6cOD5XPB9IggQJfK9j2li4cKGvSsuWLUmGU9KkSbXNG8qr0JuF2ykTr6kX/cvHNmHChMSTT+su7FtnWzkRzqx1+eSVD2ULr3bo/xmQtWNV59bz3Y75vngIvFlwvpskgvPX/3skRYoUwXEShVXzs6Lrs62SZOPvIV6YT0fh8519OfEQUOb7/cqVK8pYjh07RqVLl1a2Y8WA//nuxPWRrvOdWfi31Ynfi2TJkhEnz4JdVH3oOibmZ1qXv8jngOz5fuLECeVDOGfOHHr22WeV7URnwOnzPXny5FrOd2bA39VmceJ+QPQez4xV919dnzW+ntF5r8Ic/c93/q61+pCCFxgORmH//B3jf39slx//892J6yOnznc+xrrOYT5W7I/PZZ0+Zc+Rf78BZS1ABwIOEzh+/Dht3rzZiCJz5sz01FNPORwR3IMACMgSUL0ZlfULHQiAAAiAAAiAgL0ErCZWovNqh43o7GMfCICANQLBvEYPpm1rrUOtcCGgvwtYuJANUjvt6C1hJTR+Ihg/fny6evWqtieS/ITE7EHEEyLzPytlypQpvmr8hPjatWu+11Y2+MkQt/fGjRsUERFhRaJch5/kmz1c2adozCoBpE+fnu7cuUPXr19XMSOkzZgxo1GfL2J1ncPskJ8m8tMoXT65l4xsuXnzpm8aB1kbVnTMw83ne/HixX0PNKy0J3Idfrrrf7xxvkcmZO/rNGnSGL8VbJW/x3TdqPLvBfeY8T/W9rbscWv8eyj7+eZVznV93/L5fvv2beP37PEWBO+VueCYzPc7/+ar/v5lz55d23ngf77rvD7iEQLcS0fX+c5nC/szz3knro/4M8OfnWAX7nGk0kNb1zHhXjUcqy5/zN2O8908h1SOY5MmTYLebqfP93/++UfbQjDmPR4fE933A/x7IXKPp3LesNb8fZKxo+uzxt/v/DnR5Y9Z8PWT2QuUv2vv3r1rCRFfo5trblgSWKzE9+Kq1wKBXPmf705cH+k8382cBrPgkUs6zyn+veCRkHxtpKOofLbRA1THEYKPoBLwX/29cePGQfUF4yAAAsEl0L59eyUHzZo1U9JDDAIgoI/AiBEjlJ2ZQ4OVDcEACICA7QT8h5/KGq9evbqsFDoQAAEbCaheowcKpWzZsoF24X0QsJ0AEqC2I4VBnQQOHjxIf/75p+Eyd+7cVLRoUZ3u4QsEQMBmAjyNRbVq1aSscu+Yfv36SWkhAgEQ0E9AZXVojpbnBkQBARBwNwGVVaMbNWrk7sYhOhAIIwI8yqRWrVq2t/jbb7+13SYMgkAgAkiABiKD9z1B4Mcff/TF+fzzz/u2sQECIOBdAlOnTqVs2bIJN2DMmDG+4djCYghAAAQcIXD06FEpv5UrV6aGDRtKaSECARDQR6BkyZL0wgsvCDvkYf/jxo0T1kEAAiAQPAKTJ08mnnrGrvL9998bU67YZQ92QCAmAkiAxkQI+11NYP78+b74gr1CpM8RNkAABIJKgOcp3bJlC7Vu3dqyn7Rp0xKmwLCMCxVBwDUEeD7sU6dO+eYjsxJY3759aenSpVaqog4IgIALCIwaNYrGjh1rORKe93Pv3r2W66MiCICAHgI8rQUvPixyjR5VZDyXO1/rV6lSJardeA8EgkYAiyAFDS0M202AF1jYuHEjrVmzhnbv3k0nT56kY8eOGW54gYrmzZsbE/5yPZ4TLF26dMRzinDP0GLFitkdDuyBAAgEicCZM2forbfe+s9E65wYzZcvn/GkmCe/5qE4EyZMMKJo0KCBsUBEkEKCWRAAAZsJLF68mNq1a2fZKvci454ivHgDCgiAgPsJDBo0iHhkhtWSJ08e4qGwPJ0VL0p09uxZq1LUAwEQ0ECAF2x99913acGCBf9ZtIunocqZM6exoDEvYMeruvNCPLwwDt+b87U9L7rFZdq0aYS5fTUcMLiIkgASoFFiwZtuI7Bz507q1q0bHThwIMrQePU6Toj6F+5RwrpvvvmGypcvb1yE8fyCKCAAAu4kwBdLbdq0oeXLl0cZIF9E8Zy/GTJkoO+++446derkq1e/fn3fNjZAAATcS4BvjHLkyCEU4IwZM6hq1apCGlQGARBwhsCRI0eoUqVKQs454fnrr78KaVAZBEBAH4EhQ4bQ559/HtAhX8PzlDYpU6Y0Psu8KrhZeIV3szMS78fvuUkGf50ggCHwTlCHTyEC3D2eh7YGSn5aMcZd9XmxhdOnT1upjjogAAIOEOBenIGSn/7hnDt3jooXL04bNmww3k6RIoXxkMO/DrZBAATcR4BvkESTn9yKFi1aGEPu3NciRAQCIOBPgHt5iSY/WX/9+nXKlSuXvylsgwAIuITABx98EG3y0z/Mq1evEo/Y4KSnWXjKGn74yYXv6XnkJgoIOEUACVCnyMOvJQK3b982enlxD0/VcuHCBaMXqaod6EEABOwnwD06uce21RIREeG7mKpdu7Yx7YVVLeqBAAg4Q0Cl1wcWOnTmmMErCIgQKFOmjEj1x+ry7zonWlBAAATcQ4Dn4p00aZJQQDz03f83++eff/bpZRZE84mxAQI2EEAC1AaIMBE8ArzKO/f2squsX7+edu3aZZc52AEBELCJwMCBA6UtYfi7NDoIQUArgYMHDyr542sCFBAAAXcS4JFaPNefShFNtKj4ghYEQCBmAjznp0zZv38/nT9/3ugJak5vwXN416xZU8YcNCBgGwEkQG1DCUPBIGB+Ydppe+3atXaagy0QAAFFAjxc5p9//pGywgueVa5cWUoLEQiAgD4C27ZtU3bGi6qggAAIuJPAp59+aktgqklUW4KAERAAAYOASschXizJf/g7d1jA8HecWE4TwCJITh8B+I+WAD85srvwUHgUEAAB9xBQ+UzyipOJEiVyT2MQCQiAQJQERKa4iNLA/968cuVKoF14HwRAwGECqj28zfAvXrxorCRtvsZfEAAB5wjwcHbZ8vfffxsLI5n6Z5991tzEXxBwjAB6gDqGHo6tEEiVKpWVakJ1ePU5FBAAAfcQUPmcly5d2j0NQSQgAAIBCeTLly/gPqs7kiZNarUq6oEACGgmkCVLFls8pk6d2hY7MAICIKBOIE6cONJGeJFSczQnD3+vUqWKtC0IQcAuAkiA2kUSdoJCoHz58rbbDYZN24OEQRAIIwJp06alhAkTSrW4U6dOUjqIQAAE9BKQWRk6coRt27aN/BZegwAIuIRA9+7dbYkkblwMULQFJIyAgA0E8uTJI22FR2iZPUjr1auHBUulSUJoJwEkQO2kCVu2E+CV4uzs8VGkSBGqUKGC7XHCIAiAgBqBDh06CBvgCys7epUJO4YABEBAmAD3IlEdgdG1a1dhvxCAAAjoIVCuXDllR08//bSyDRgAARCwj8DHH38sZSxjxoy0adMmn7Zhw4a+bWyAgJMEkAB1kj58x0iAh8YOGzYsxnpWKiRIkIA+//xzihUrlpXqqAMCIKCRQK9evShDhgxCHnv27ClUH5VBAAScJfDbb79JB9C3b1/8fkvTgxAE9BD44YcfpB3x9fmsWbOk9RCCAAjYT4CHrcuM4JgyZYpv+DsPhcfDDfuPDSzKEUACVI4bVBoJNGrUiMaPH6/UEzRz5sw0f/584h6gKCAAAu4jwL3DNm7cSLyokZXCN0rcQxwFBEDAOwSSJElCW7ZsEQ64Y8eOxP9QQAAE3E3gqaeeotGjRwsHyb/pR48eFdZBAAIgEHwC/GCiWrVqlhzx9fzy5ctp3759vuHvdevWxfB3S/RQSQcBJEB1UIYPZQINGjQg/7mF+CaKe4fy8PjEiRMbq0BzD8/48eMbX7A8n2CaNGmoYsWKNGbMGKMLfrFixZTjgAEQAIHgEeAh7ZwE/fbbbymqRRD85wUrW7YspUuXLnjBwDIIgEBQCGTLlo1OnTplad5f/n3npAj3/kQBARDwBoEmTZrQyZMnyeqiSDyXN38n8DU8CgiAgPsI8AOK6dOn08qVKyl79uxRBsjX6DxP97Fjx+iJJ56gBQsW+OpxZyYUEHALAcwy7ZYjgThiJLBs2TJfnalTp2IuTx8NbICAdwmcO3eOOnfubCQ+Hz169J+G8EVXoUKFaOLEiTR58mT65ptvjDr169f/T128AQIg4E4C/NmuWbMm7d+/P9oABw4cSG3atIm2DnaCAAi4h8Ddu3eNlZ056RFT4Z5hq1atwtzdMYHCfhBwkMDff/9Nb731Fm3bto2iui73D42nrvryyy+Je377l6tXr9L69euNt3j4u8wQen972AYBOwmgB6idNGEraAT4yfDWrVsN+/xla8dE60ELFoZBAAQsERg5ciSVLFmSNmzYEPAiiy++eBgNL142Y8YMn10eToMCAiDgfgJ8E8Q9wWJKfnJL3n//fcqVK1fA7wP3txYRgkD4EOBhsTn/N22NleQnU3nw4IGRLEVvsPA5R9BSbxF47733jGQmz9cdU/KTW8adGJo2bUrcKcFc7Z3fX7Jkie81Vn9nIihuIoAEqJuOBmIJSGDevHm+fY0bN6bYsXHq+oBgAwQ8SICnphg6dKhQ5Ddu3DDq83QWPIwWBQRAwN0EDh8+TC+++KJQkBEREZQ3b14hDSqDAAjoJbBu3brHpqYS8c49y1555RURCeqCAAgEmQA/gOSFi2TKzp07jSSoqf3555/NTcLq7z4U2HAJAWSRXHIgEEb0BObOneur8Nxzz/m2sQECIOA9AufPn6dBgwZJB869QVFAAATcT8DqogmRW3L79m366quvIr+N1yAAAi4h8NJLLylFwkPh+VoABQRAwHkCBw4cMKaZUolkz5499NNPPxGGv6tQhFYHASRAdVCGDyUCBw8eNIbAshEeaoPFjJRwQgwCjhMYN26cUgx//fWXkh5iEACB4BPg5Ib/kDhRj4MHDxaVoD4IgIAGAubcfqquXnvtNVUT0IMACNhAYNiwYTZYIfr0008x/N0WkjASTAJIgAaTLmzbQoCfJpnl+eefNzfxFwRAwKME1q5dqxQ5zwmKAgIg4G4C06ZNUwqQ5wtEAQEQcB+BSZMm2RLUrl27bLEDIyAAAmoEtmzZombg/9S8ZgeGv9uCEkaCSAAJ0CDChWl7CCxYsMBn6Nlnn/VtYwMEQMCbBK5du6YU+K1bt5T0EIMACASfAK8kiwICIBB6BM6ePWtLo/CQwxaMMAICygTsuq7mhZPMHuIpU6bE6u/KRwYGgkEACdBgUIVN2wj8/vvvdPToUcNe0aJFKV++fLbZhiEQAAFnCKRPn17JMV9UoYAACLibQIkSJdwdIKL7f+ydB7wU5dWHD72DgApSFamiiCIgKpYI0gQRwYLdWEmCUWPXWKJoTGxgiSbGhoKIIgYFFBAFxYKKoAgKWEFABaUXgS//MTPf3sstO7Ozs7O7z/n97t3Zmbec95mZnZkz7zkHAhAIRCCse/GKFSsG6p9KEIBAuARq164dSoNlypTxQt+Q/T0UpDSSBgIYQNMAlSbDI5CY/Z3kR+FxpSUIZJJA//79U+q+d+/eKdWnMgQgkH4CgwcPTqmTqlWrplSfyhCAQHoIDB06NJSG+/TpE0o7NAIBCKRGoEePHqk18L/a1apV89o59thjvWUWIBAnAhhA47Q30KUAge3bt1ui+3vfvn0LbOcLBCCQnQROP/10Czrzo2zZsnbppZdm58DRGgJ5RKBy5cpWv379wCN++umnA9elIgQgkD4Ce++9t4XxguKee+5Jn5K0DAEIJE3gj3/8o2n2ZqriutLLU6tr166pNkd9CKSFAAbQtGCl0TAIvPXWW7ZixQqnqYMPPtgaNmwYRrO0AQEIZJhAlSpVLGiClAceeMBq1qyZ4RHQPQQgkAyBt99+O5liO5XZf//9rVOnTjutZwUEIBAPArNmzUpJkb/+9a9Wvnz5lNqgMgQgEA6BunXr2ogRI1Jq7NBDDzVNXpLI/Z3zOyWcVE4jAQygaYRL06kRGDdunNcA7u8eChYgkBMEDjvsMFOICz8zQZV5tl+/fjkxfgYBgXwgoPN70aJFvoaq34aJEyf6qkNhCEAgWgK77babKU5/EPnb3/5m8gRBIACB+BAYMGCAPfbYY1auXDnfSl122WUFDJ54bfpGSIUICWAAjRA2XSVPYMuWLfbyyy87FfRDTMy/5NlREgLZQkAzvJTk7L777rOmTZuWqPYpp5xiPXv2LLEMGyEAgfgRkKusZnSWJo0aNbLFixfbmDFjSivKdghAIAYE6tWrZ8uWLbPhw4cnpY1ifqr8qaeemlR5CkEAAtESOOaYY5z7cs3Qbty4cYmdK97nb3/7W+e6fc4555D9vURabIwTAXwP4rQ30MUj8Oqrr9rPP//sfD/yyCNNU/MRCEAgdwhs3brVeWh65JFHvHO9QoUK1rZtW9PsEH2eccYZNmXKFGfQJEvInX3PSHKfgJKkjB07tsSBVq9e3V5//XXbY489SizHRghAID4EZs+ebSeffLK5sf6K0kyxfxXGSnGAEQhAIL4E3nnnHSeuvs5rTT4qLJUqVTJ5Zdx2222ml5TFyfPPP2/btm1zNmvSEu7vxZFifRwIMAM0DnsBHXYikPjghPv7TnhYAYGsJqDYYUqicOedd9pPP/1kO3bscP5kFJ0zZ451797dBg0aZDNmzHDGqbfMii2EQAAC8Sbw8ccfW4MGDUo1fmoU69atsw4dOthJJ50U70GhHQQg4FyjdR1WGJqSjJ9CtXz5cmvWrJmR5IgDBwLxJLB+/Xo76qijTDk29LKiKOOnNN+8ebNNnTrVicl91VVXFTuYCRMmeNvI/u6hYCGmBDCAxnTH5LNa+lGeNGmSg0Bvj3v06JHPOBg7BHKKgJKinHDCCfbLL7+UOK4333zTufFSIRlE9RYagQAE4kvgyy+/NLnP+RW96MAl1i81ykMgWgIdO3Z0XGP99HrHHXfYP//5Tz9VKAsBCKSZgCYbyLty+vTpvnp64oknTN4dhWXVqlWe+3vt2rWdGaOFy/AdAnEigAE0TnsDXRwCSoyyceNGZ1nGT83+QiAAgewnIKOngqz7FWIA+yVGeQhET+CAAw4I3Olrr71mMqAiSEpQ0QAAQABJREFUEIBA/Ag8/PDDtnTp0kCK3XDDDcXOLgvUIJUgAIGUCChm76effhqoDXloym0+UZS00HV/J/t7IhmW40oAA2hc90we6/X00097o+/fv7+3zAIEIJDdBOQi48b29TMSuekgEIBAfAl89dVXjkt7Khoq5i8CAQjEj8Cll16aklLDhg1LqT6VIQCBcAgo5NRDDz2UUmOFz+f//Oc/Xntkf/dQsBBjAhhAY7xz8lE1TaNXAiRJzZo1nfgk+ciBMUMgFwkoSHoQ2b59e5Bq1IEABCIikOoDldRcsmRJRNrSDQQg4IeAQlOlIuPGjUulOnUhAIGQCCxatCjll5Vz5871tNFzu0JWSeT+Trx+Dw0LMSaAATTGOycfVRszZowpNolEQZQrVqyYjxgYMwRyksCKFSsCjWv16tWB6lEJAhCIhoAeqlIVXnSkSpD6EAifwKZNm1JuNFUDasoK0AAEIOAQkMEyVVFiJM0klbz88sue+zvZ31MlS/2oCGAAjYo0/SRFYNSoUV45sr97KFiAQE4QaNiwYaBx1K1bN1A9KkEAAtEQaN26dcodlS3LLWnKEGkAAiETUDLSVEUeXQgEIJB5ArvuumvKSug3oUyZMk47ZH9PGScNZIAAd5sZgE6XRRNYtmyZKRuspF69etalS5eiC7IWAhDISgKDBg3yrXeDBg1IhOabGhUgEC2Biy66KOUO27Rpk3IbNAABCIRPoEaNGik1etJJJ6VUn8oQgEA4BPbee2/bZZddUmqsQ4cOTn3c31PCSOUMEsAAmkH4dF2QgDLLuVPqTzjhBGM2SEE+fINAthPo0aOH7bbbbr6GcfXVV/sqT2EIQCB6AnvssYcT/yuVnkeOHJlKdepCAAJpIvDPf/4zpZYvu+yylOpTGQIQCI/A0KFDU2rsuuuuc+rj/p4SRipnkAAG0AzCp+uCBGQAdWXgwIHuIp8QgECOENBLjcRskaUNq1OnTqaXIQgEIBB/AvPnzw+s5Iknnuh4fgRugIoQgEDaCGgG5z777BOo/fvuu8/Kly8fqC6VIACB8Amcf/751rFjx0ANn3vuubb//vs7dRPv58n+HggnlTJEAANohsDTbUECixcvNjernKbnH3jggQUL8A0CEMgJAvvtt5+9+uqrVqVKlRLHo2ySZI4tEREbIRArAoot9t577/nWScaVe+65x3c9KkAAAtERmDp1qh100EG+Orz77rttwIABvupQGAIQSC8BTUaYPHmy+Z1spJncN998s6Pcjz/+aG+99ZazXKdOHTvkkEPSqzStQyBEAhhAQ4RJU8EJPP/8817lwYMHe8ssQAACuUegbdu2pqzRd911lzVq1MiZHaIbssRZIr/73e+8IOu5R4ARQSA3CSjRmUJdJCNNmjSxzz//3GQkQSAAgfgTePHFF+3tt9+20hIjHXnkkfbtt98asT/jv0/RMD8JVKxY0Z599lnnXrx///5WVJxfJTpSArPTTjvN5OGRGMpi4sSJZH/Pz0MnJ0aNT0JO7MbsH8T48eO9QZx88sneMgsQgED2EtCs7pdeesnmzZtn69ats82bN9uWLVucz61bt9r27dutevXqppuvc845xxSXSIZRSc+ePbN34GgOgRwnoHP33//+tz3wwAO2fPnyYkerFxsKZaGyqSZeKLYTNkAAAqET0DX6pptucs7dFStWeDH6EzuSgeTRRx+1Y445JnE1yxCAQMwJyPNSz94zZ860n3/+2Y499ljr16+fHXbYYVauXLlStU90f1ddBALZRAADaDbtrRzV9aOPPrIlS5Y4o2vfvr0TZ0g/xggEIJCdBBTPV8mL1q9fn9QANAssMQawskE3a9YsqboUggAEoiWgGGBKfpCMyFCqGWOKH6hZY++++67JVR6BAATiSUCGTxk09OKyNFHi0rPOOsspJo8OJjCURoztEMgsAbmtX3TRRfb9998XUOSdd96xUaNGOcZPeWBdccUVxSYjLuz+fuihhxZoiy8QiDsBXODjvofyQL/EOH+4v+fBDmeIOU1AM0Y0kzNZ42dRMDQrFIEABOJFQMaOzp07J238LKz9pk2brF27dvbNN98U3sR3CEAgBgR0juoFZDLGz8LqXnrppfaXv/yl8Gq+QwACMSEwevRoJ+5nYeNnonrbtm2z4cOH26BBgzwX98TtWi7s/p7MjNHCbfAdApkkgAE0k/Tp23GpUUwhV4gX5JLgEwLZR0Dn8kMPPZSy4kqkMn369JTboQEIQCA8Apdcckkoxku52CEQgED8CCgczYYNGwIr9uCDD9onn3wSuD4VIQCB9BD4+OOPTS8pkpVZs2bZbbfdVmTxxOd2sr8XiYiVMSeAATTmOyjX1dMPrBs/rEuXLqakCAgEIJCdBDT7Myy56qqrwmqKdiAAgRQJbNy40caMGZNiK79Wl4vt008/HUpbNAIBCIRD4MsvvzTF7U5VzjjjjFSboD4EIBAygWHDhvluURMaVq9eXaBeYfd3sr8XwMOXLCGAATRLdlSuqpno/j5w4MBcHSbjgkDOE1iwYIF99913oY3z66+/tpUrV4bWHg1BAALBCUyZMiV45SJq3nvvvUWsZRUEIJApAkpmFIaEeR8Qhj60AYF8J6AEpDNmzPCNQe7wr7/+eoF6iv+t2N6S3r17J5UwqUADfIFADAhgAI3BTshXFTQLRBmiJYofctxxx+UrCsYNgawn8NVXX4U+BhlBEQhAIPMEwpgZljiKkmKQJZZjGQIQiIbA/PnzQ+vop59+Cq0tGoIABFIjIE9LGTODSOF7+8Ts77i/ByFKnTgQwAAah72Qpzq89tpr5t4kHX744WSGzdPjgGHnBgFleA5b0tFm2DrSHgTygUDVqlVDHWb58uVDbY/GIACB1AhUqVIltQYSaleqVCnhG4sQgEAmCaRyL51YF/f3TO5F+g6TAAbQMGnSli8CL7zwgld+wIAB3jILEIBA9hFo27ZtqEqXLVvW9t5771DbpDEIQCAYgSOPPDJYxWJq7bvvvsVsYTUEIJAJAkcffXQo3eraHaYxNRSlaAQCeUxg9913t1q1agUisN9++3n1cH/3ULCQ5QQwgGb5DsxW9ZVlcvLkyY76ervUo0ePbB0KekMAAv8lsOuuu9oRRxwRGgs9jPEQFRpOGoJASgQOOOAAS5wJklJj/61cXHbZVNulPgQgEIzAoEGDglUsVOs3v/lNoTV8hQAEMkmgTJkyduqpp/pWQYbTzp07e/USs7/369fPW88CBLKNAAbQbNtjOaKvjJ/KKivp3r27Va9ePUdGxjAgkL8Ebr31VqtYsWLKANTGHXfckXI7NAABCIRHQBlhwxDNKGnVqlUYTdEGBCAQEgGFubjyyitTak2zPx9++OGU2qAyBCAQPoGLL77Y6tWr56vh4cOHe0mO5P4+a9Ysp36dOnWsS5cuvtqiMATiRAADaJz2Rh7pkpj9vX///nk0coYKgdwl0KxZMxs7dmxKMzcVO0xB1v3eqOUuVUYGgXgQ0MvK6667LiVl6tev73l/pNQQlSEAgdAJyEhy4oknBmpXs8zeeOONUGeKB1KEShCAwE4EatSoYePHjzfN6ixNdC7fc889pvwcrihpsZv9vU+fPp5h1N3OJwSyiQAG0GzaWzmiqxIfvf76685o9IOMu0yO7FiGAYH/EjjooIPsgw8+sDPOOMOXIVQzR44//nj75JNPLDHmEFAhAIH4EBgyZIgzC0QzQPzKNddc4/w2+K1HeQhAIDoCMnzIUOIn8ZlCZChbtF6CIhCAQDwJNGnSxN59913705/+ZDVr1txJyXLlyjlGz3feeWenFyFkf98JFyuymABpOLN452Wr6hMmTLCtW7c66ustEtkis3VPojcEiiagYOu3336786cSFSpUcGKEalnxf3/++WcnBIYSoSgUhmJ9fvzxx74MpmoLgQAEoifQtGlT53zdvHmztW/f3jmf9eD05ZdfMisk+t1BjxAInUDHjh1t0aJFpllf5513ntO+ZoA//vjjofdFgxCAQHQEFGLq0ksvtRtvvNGqVavmdCz39i1bthSrxA8//OC5v9etWxf392JJsSFbCGAAzZY9lUN6Jrq/a8ZXabJjxw6bOnWqTZ8+3ZYvX+5kstPNWd++fb0f79LaYDsEIBA+gTfffNOeeuopmz17tq1atcq5gdL5qj+JjCJ6y3zIIYc4N1sHHnigp4TOZzcOsGaBk/DIQ8MCBGJDQCEt9KCk87sk2WOPPUwPRvLwQCAAgXgTkEHj+uuvt0mTJpleZCQj8thCIACB7CDgPjvrpcWcOXNszZo19ssvvzj353Jxl9eVZnm3a9fOecmhFxxaX5SQ/b0oKqzLZgIYQLN572Wh7jJgvv32247myhotw0hJsnjxYrvooouc2SaJ5UaNGmXDhg2zv//973bMMcckbmIZAhBIMwGdx+eff75j+CypK8UL0ptluc7oTy8tHnnkEaeKbqhc6dWrl7vIJwQgEAMCK1eudMLTlGb4dFX99ttvnYepRx991Hr06OGu5hMCEIgZAbm4B0ky+PzzzzvX8VdffdVatmwZs1GhDgQg4BL44osv7Oyzz7bPPvvMXVXgU8bRbdu22dq1a00TGfS31157mZ6t5SZfWMj+XpgI37OdADFAs30PZpn+iivkzg5T8iPNECtOvv76a+vXr99Oxk+3vN5g6wd+4sSJ7io+IQCBNBOQQVOGTM369Csygvbs2dNxg58yZYpTvXz58tatWze/TVEeAhBIEwHN4jz44INLnfVZVPe6JisRCgIBCMSPwN/+9rdAxk93JApfddRRR5leeCAQgED8COjcVHi54oyfxWkso6kmFC1btqxAET1ruxOX5OWhewMEAtlOAANotu/BLNM/0f29tOzvl112ma1evbrEEcqYeskll+B2VyIlNkIgPAI33HCDLV26NHCDSpB07bXXOnED1UjXrl2LDMYeuAMqQgACKRG44IILbNOmTYHbUAI0zS5BIACB+BCQR9Xdd9+dskK67z7hhBNSbocGIACB8AlcfvnlgZ+J5Sav+KCJQvb3RBos5woBDKC5siezYBxLliyxuXPnOpo2btzYEuMBFlZfCVE0JT8Z0Q/2mDFjkilKGQhAIAUC33//vckNLlVJfBGC+3uqNKkPgfAIaPbnjBkzUmpQyRTk7YFAAALxISDX97Dkm2++cbK+h9Ue7UAAAqkT0KzP119/PaWG5MGh2aCukP3dJcFnLhHAAJpLezPmY0k0epSW/ChZ46c7ZHd6vvudTwhAIHwC77zzTiiNutkmFXCdeIGhIKURCIRC4L333gulnTBelISiCI1AAAIOgZkzZ4ZKYsKECaG2R2MQgEBqBGbNmpVaA/+r7baD+3soOGkkhgQwgMZwp+SqSokzQkozgCrOoB8pzVXeT1uUhQAEiiYQ9nnWqVMn22233YrujLUQgEDkBFasWBFKn0qihEAAAvEhoIQnYcp3330XZnO0BQEIpEgg2aSFpXXjtoP7e2mk2J6tBDCAZuueyzK95fq+aNEiR+s2bdpYq1atShzB7rvvXuL2whuVUR6BAATSSyDs8wz39/TuL1qHgF8CDRs29FulyPJ77LFHketZCQEIZIZArVq1Qu1YoawQCEAgPgTCmlDgtkP29/jsWzQJlwAG0HB50loxBF544QVvS2mzP1XwiCOO8Mons6BEKggEIJBeAsr+WLZseJcNDKDp3V+0DgG/BDp27Oi3SpHlTznllCLXsxICEMgMAWVvD1P69u0bZnO0BQEIpEjgsMMOS7GFX6sfeuihppj/bng5TX4g+3soaGkkJgTCe5KNyYBQI34ElDEy8S3ScccdV6qSLVq0sGOOOabUciqgN1UDBw5MqiyFIACB4ARq165tgwcPDt5AQs127doZM0gSgLAIgRgQqF69uqX6YqJq1arE9o3BvkQFCCQS+OMf/5j4NaXlli1bWoMGDVJqg8oQgEC4BPbcc8+Ur999+vSxRo0amdzf9fwu0bowJz+EO2pag4B/AhhA/TOjhk8CSpyybNkyp5ZmlyRr9LjjjjtKvcEqX768PfDAA6YHLgQCEEg/gT//+c+mh59UJVUjS6r9Ux8CECiawIgRI2yXXXYpemMSa5XwUAnOEAhAID4EZNS45ZZbUlaoXLlyRpKzlDHSAATSQuCvf/2rBQ1Bo/Bzqi8h+3tadg+NxoQABtCY7IhcViPxRql///5JD1U/xMoyefjhhxdZZ6+99rKxY8eapuojEIBANAQ0Q0wJzXr27Om7Q80gdaV3797uIp8QgECMCOiFol5c6hrrR2QY0ayR/fbbz081ykIAAhEROOecc+zOO+8M/IKiRo0aNnv2bKtTp05EGtMNBCDgh4Dc1SdOnGhdunTxU806dOhgU6ZMcc5t3N99oaNwFhIon4U6+1L5ww8/tPvvv986d+5s5513nq+6r732mil5T3GiH5lTTz11p80LFiywZ5991r766iurVq2a8zDwm9/8xpo1a7ZT2Vxf8csvvzgPRBqnps/7jRlUv359Gz16tM2ZM8emT59uy5cvNwVy10zSI4880jQDFIEABKIloHPw3//+t7m/dW+++aYpI+ymTZtM5/z27dsd15mKFSuaXmQonIViArqxfffee29TmAsEAhCIJwEZOnRev/fee3bllVc653pxmuqlyLXXXmuXXXaZ/fDDD8UVYz0EIBADAroWKxSVZnqPHDnSfvzxx1K1qlevnv3lL3+xY489ttSyFIAABDJLQPfdzz33nGPDeOqpp+ytt96ylStX2tatW517dGmn52dNSlAOjXPPPdf23XdfT2nc3z0ULOQogZy2Hq1du9Zx99BJn6zbdeJ+1iyn999/P3FVgWUZNAsbQDUj8d5773XK6aFgy5Yt9sEHH9iYMWPs9ttvtwMPPLBAG7n+RUbL1atXO8PUTM6gWaTbt29v+kMgAIH4EGjdurVdf/31pSpUoUIFx2DqFlQ8IQQCEIg/Ab1snDZtmpMMYcCAAY7Cit87adIkT3nX3U4vPxAIQCD+BDTLWy829CdZsWKFHXTQQbZt2zbTs4smHahM3bp1TS8yJZqA4MYEdFbwDwIQiDUBXav1V5TUrFnTmaSlbXoJInuFK4l5O/r16+eu5hMCOUMgpw2gcvOQ8TOofP75507VoUOHWqVKlXZqRjMkEmXevHk2fPhw52bhhhtucN6q6IFAGdC1/k9/+pM9/fTTplmN+SJ+sr/PnDnTeaj69NNPndlk+jHWzZj+xF8G506dOjkJj5T4CIEABKInsGjRImdWtmbI66ZJbq9ylVV4CxlIiovHmxgKg/if0e83eoRAMgSWLl3qGEXeeOMNb6ZI4XonnHBC4VV8hwAEYkZAGZzvueceZxb3xo0bi9VOBk49l+heW3LiiScWex0vthE2QAACkRLYsGGDE4t36tSptnDhQluzZo1jxJQHls5lvaxQLG49Pys5kmZ9a/Z3afG95f6uEDgSTVqSBy0CgVwjkLMG0FdeecX0o6AT/aeffvK932Q41Y+J3n4OGjQoqfqPP/6484Nz2mmneXErNfNJ9ZUESLNDZRC88MILk2ov2wvphsudJaIf4OJiBmr//P73v3dmmZQ0ZhmkJ0+ebH//+9/tpptuMnFGIACBaAjohuq2226zBx98cKdZIHJ/l4uNgqcrKZlcahJFM0feffddZ1XDhg1t//33T9zMMgQgEAMC8lLRy9rS5Oabb7Z99tmH+NulgWI7BDJAYN26dY5Lq15iJCOabPD11197RQt7tnkbWIAABGJBQBOGfve735mMlaXJ5s2bHVd4hfS76667nL+SwtEp94Y701shL8j+XhphtmcjgbLZqHRpOuthWye5HrT1tiOIuLM/W7VqlVR1vYlxH/B79OixUx13nX5Y8sVNTEZocZF069bNCs+Y1XoZSU8++eRSjZ8q64rqXHHFFSaDMwIBCERD4Oqrr3aMm+6NUVG9akbo4MGDbdasWQU2J8YT0ltoBAIQiBcBvdxIxvgprfUyRC92FWMdgQAE4kNAxkydm8kaP4vS/JFHHilqNesgAIEYEND9te6zkzF+FlZ3/fr1dsEFFxTI8F64DNnfCxPhey4SyDkDqKZ+33LLLY5hTbHpKleuHGi/FTaAymi5atWqYtuS27YMA4o12qBBg53KKVaeDIA///xzgTetOxXMoRXjxo3zRnP88cd7y4kLCsJeUqKpxLKFlxVmQO56CAQgkF4CephSsoRkRMaRiy++uEA8Ib34cYV4Qi4JPiEQDwKLFy92EqL41ebMM8/0Zor4rUt5CEAgfAL/+te/7KOPPkqpYYXqUgxQBAIQiBcBveD44x//mPJEqssvv9zLz5E4Qnm/uu7vCjWH+3siHZZziUDOucDrwq2Lv27M27Zt68TFCLLDXAOoDJ+XXHKJM9NBD/YyYiopgOKCyj3eFdcQV1JsDW1TYqZvvvmm2Izwcl0pLouqYu0VFYvU1SHMT3fKu/osacZXcX3K0KsYgRIFVO/evbsTKzCxvHimMotTF4JRo0Z5QdwT2/az7I5VnxpvFOL2qb6i7Ncdm+LCRDVWt099Rt2v+pNkYqxOxz7+JR4TPqr5Luqy8HPcKeO7H/n222+dECRyn1ESNHdGqOIJHXrood7McD9tplI26uMuUVeXd+K6dC1n+njXMeXqkK4xuu2650tUfFMZV9THn9/+FNYiiOheRVniE2d1R7U/pK/G6XesQcZZXB2NNcj9UXHtlbQ+6uNduoitK36uF26doJ/uWKPqM3GcQXSO6phP5nh/+OGHgwxhpzp3332389IzkU2uH+/ucScYUR17bl/6zARf9at9HNUxrP4kUfL9tcdg/6Pi4h57pfWnhISyIaQqCvH3zDPP2GWXXeY0pX71N3HiRO+apvt3hfELWxLHGvX1U2PJxLEXZZ8uX401E+d2JvrUWP1KThlAFQRYbz/ltn7WWWf5ZVGgvBJ9SJ588knnR0EzOGUMXbJkieOuPXv2bCfbe/PmzZ1ymlYuKckAqoxrEres86XQv5dffrnYrMp16tTxDAmFqqXta9BkQ8ogt3XrVkevgQMHWpMmTXbS8eOPPy7yDdROBUtYIRe83XffvYQSyW8qad8l34r/kpqlHHSmsv/efq1RrVo1L/tf0DaC1NMFNqz95af/qPp0Qz740c0tq98HN9uquy6dn36Odze8hx99lBTunHPOMf2m6WWHRImS9EJEf1FKpo738uXL5/TxXngfBr1eFG7Hz/eozu2SkoiUpq/Oaz/nW2ntlbbd7zmmZClBRbHIXAMox3tQisnXi+p4L6xRlMev27fueaMQ9/oUtK+o90lx/X311VcpJX5NHP8HH3yw07Url3/fE8eu5Vw+3guPNRP3R5pMVFRYtMK6Zfp7cedauvQqrb+gHpNF6Zt4X+8e7zKAuiI7Smn6uGWDfEb1+15Yt3w63nXvmc59WJit+z1qm4bbr5/PnDGAKsivAvPLwCLXd92IBxUZKJW0SKLYnXpDUqVKFee71isBz/z5823YsGGmt63qyzV8lPSD7j70b9q0yWkrl/9pZqYrilVSlGhmWKoSRhup6kB9COQyAb2hDZJIzj03E7O/FxcKI5f5MTYIxJ2APDaCyooVK4JWpR4EIBAiAfeaG0aT8kZDIACBeBEI8xwv3Jbyp+iFpqR+/fp22GGHxWvwaAOBEAkEtxKGqEQYTd1///1ObE3FnmvatGlKTcrYKVd6uXe1b9++gBuQ4nvK0KosiXKT1xuUQw45xJtNJ7fs4kRGWklJbuxK3HTUUUcV2YRmiEVlPNUUar05CNKfMkK77u96Yyw+RbWTGEKgyAEnsVJvNopqO4mqXhFN19Y+0b5TDNkoxO1TfWn2gTtbNoq+NVb1GWUyLvWpMYtvSedI2OOX+4b6jarPVNw5dAxEcfy5x56f4103Q7o58iM695UUScnQJHo5dPTRR3O8+4Hos2zUx7vU03XCdblJ9bfYz3D1slMvH93rqp+6QcqmMktM53VUbIL8vrvnahAuid4dmfh9l85RXj/z5XgXV51f7mQCP9cL1U1F3GuUzu1UrqnJ6qA+3EkOydZJLBfVue26oxZ3vNeuXTtRrZSW1ZbGxfGeEsakKkd9vEsp9xlPy3oWiPJ5QLPDdAynck2V3slKKrPRojq3k72fCXM2X7169TyE+n3XxCX3GUTeWul6buJ497CnbcE95qO2L+h6oetpcdeosAfsjjNIuzlhAFV8OSXcOeigg+yEE04IwqFAHV0YlMxIf0WJfjT2228/kxu8XOJl4FNsO4niahQniv8p0fTr4kTx8fRXnMi4GIXooNKBrJlffm9An3jiCa9O3759i2WiGyw9PH399deBhyT2hd9i+W1M+1v7VG+8o3qY1o2sHlQl6jOVGTh+x+sajd3j0W/9IOVlQJPo4prq/vLTv9w6dGMRVZ/uLG8/OrplNfM8ihtC8dAx4Od479q1qz377LOuqkl9Knj6c889551TiiekY16z5Tnek0Lou1DUx7sU1IssXSsk2q/uDbSzIo3/qlatanopGNW5rTEGPb91MxjV763Obbnr+5nB1a1bN1uwYEGgvaWXGq5k4vdd1++ojgGNM/F4D3J/5LLy+6n7Rr1EinKs6s895v1cL/yOrXB59/5I50wUD1J6IE/FABrVPtE9s3Qtrj/9RrVo0cKZnFGYqd/vRxxxhNMPx7tfcv7Lu8e7nh+jMkS6z3jSVka+qK5P6m+PPfZw7gNdz0mtS6eov6BS3LkWtL3i6un3Xb+1pfXXqVOn4prwvf7II4/06mj/KyaoK8ccc0ypurhl/X5m+nj3e3/kd3yFy0d9vOueyDUM6vektGOqsL6pfNf1Qs+xQbwGg/SbyrmdE1ngX3jhBYeb3NKVYVhGN/fvH//4h7Pt9ddfd9addtppQRjvVMd9C6MZThLXAFrSRcQ1job5lnYnxWKwIjH7u94ilSR/+MMfStpc4jadaMW515dYkY0QgIAvAkOGDPFm+SVT8cADD3Re5Cj+pyu4v7sk+IRAvAhceOGF3kw/P5q1adPGFB8dgQAE4kFASVtTFRlZ3eQoqbZFfQhAIDwCmiCl++tURZ6yAwYM8JqRh5cbE1T2jTANrV4nLEAgRgRywgCqGU3600w6GSAT/9wZfbKCa30ysyKUTEnZyUua8bRy5UpnNzZq1Mj5dA2iys5W1BtrzYxZtWqVY0TQG9pclS+//NI++ugjj41m5ZYkMmC6CRRKKld4m94gKXOtOzuh8Ha+QwAC4RFQYrm//OUvSTWoFxMKSSL3malTpzp1NPOzV69eSdWnEAQgEC0BJSN44IEHfHWqc3r06NG+6lAYAhBILwFNOhg0aFBKndx+++3mPtuk1BCVIQCB0Ano/lr32UFFs90feughz3NH7UyYMMHz3OzTp4+vCQ9B9aAeBDJJICcMoEpGNH369CL/FBNUIjctlXFni5YEXdOFlU1+xIgRpqyKhUWGzE8++cRZ3bZtW+dTsUE1E0IG1nfeeadwFScmpqYFq4xc93JVEmd/JjPjS2+a9WN+6aWXei7hpbFp2bKlKbEKAZpLI8V2CIRH4Oyzz3Zumkq68VJICmWR1NvlGTNmeC+c5GrDy4rw9gUtQSBsAgpRMXLkyAIPRcX1ofsd3edkIit0cTqxHgIQ+JXAPffc48zglCukH3EnFpx++ul+qlEWAhCIkIDur3WfXVK4vOLU2Weffeyll16ydu3aFSiSaBuRBy0CgVwnkBMxQFPZSW+++aYTi6R58+a21157OU0p8ZFiqSmGwWOPPWbXXnut5x6mWCl//etfnRhb+vFJdP865ZRT7IYbbrBHH33U9t9/fydekxrUbFE3K3qqb2ZTGWsUdf0aQKWTbtL+9Kc/2e9+9zsnA52SS3377bfOflEAfu2HWrVq2Z577unEeVVsQb83dlGMnT4gkOsEdGPUvXt3U0gRJTpTDGTNBDvggAOc9YqN7Eqi+7veKCMQgEC8CfzmN7+xRYsWOd4Vt912WwFldZ7vu+++dv311+MeV4AMXyAQLwKuC/tvf/tbZ5b2+PHj7cv/emcp9p0mYiTGGte9dLNmzeycc85xQkq58ZzjNSK0gQAEEglohra8VD/++GNnssG8efOcxM06x+WFKq9X1wNWHh6ya+j+vUOHDgUSO6tN5RZxJ27h/p5ImeVcJpD3BtB7773XOfnPO+88zwCq4LEyZGpW4pQpU+z99983BQSWm/0bb7zhGOdkLC0ca0dBwxUT69NPP7Vzzz3XyeauHyG1oVihMpjqASNXRT/EeniSyGU20TiczJg1s+yMM85wiipkQFQBspPRjTIQgMCvBPT72KNHD+evOCZKhjJ58mRnsx6wVB6BAATiT0AvHZWQzZWhQ4faVVdd5X7lEwIQyBICmsih+L76SxRdj2UwkSiMBd5UiXRYhkD2ENBLSf2lImPHjvXc3+UJwgSjVGhSN1sI5L0BtLgdpdiVijEpA6kMmm52NMXO0M2DjKOFXdllIJXb/N13322vvPKKPfXUU07zWj9w4EC74IILcvqHJXEKfTLu78WxZz0EIBBPApqZLdd2zWrXrGzNxtZLn8Kit8kKFSKRW7zeQCMQgED8CMydO9ceeeQRmzVrlnPOKnavXty6oheTmjGm+xgEAhCIBwHN7pIH23vvvWefffaZ4yml81ZeavpzZ4HphaW8p3r27GkybsjDyjV+an0QN9p4EEALCOQXASVS1iSsL774wjnfdY7rJYcyYXft2jVw3N7EfCf6jUAgkA8Ect4AqixniZnOCu/UMWPGFF7lfVd8z4cfftg0G1HJjWrUqGGNGzcu0YgpNzHNlpBL9+LFi523KqpTrVo1r91cXNixY4fJzcaV0rK/u+X4hAAE4k9Av4EKBaLYu4WlS5cu9re//c1xo3O3Jbq/9+7d213NJwQgEBMCeoiSx4XuU0oSecPIHV5JExT+AoEABDJLQNfhG2+80XF5TUYTeWbJE+3KK690vLPcOmedddZO7rDuNj4hAIF4ENDz9fDhw50JViV5Rmri0a233uoYRZPVXO7vepEiwf09WWqUywUC/iJk58KIA4xBM500xVyBh5OdGi43MtcNPNeNn0L67rvv2tKlSx26ijHSpEmTAKSpAgEIxI2AYvAqdlBRxk/pqpljMnIuWLDAU33SpEneMu7vHgoWIBALAgsXLnRC9JRm/HSV1YyyM88804k55q7jEwIQiJ7A3//+d/v973+ftPEzUUPN5J4/f76zSrE+5ZmGQAAC8Sag8125R0oyfmoEysGhGZxK5JysyP1dIaskuL8nS41yuUAAA2gu7MUYjCEx+RGzP2OwQ1ABAiER0KwRN7ZvcU3KNUdxlOWCN2fOHO9lyIEHHui45xRXj/UQgEC0BHSOKsuzXN39iuKeuy86/dalPAQgkBqBt99+26677rrUGvlfbSUsJDRNKChpBAJpIzBy5EjHsJlsB0pMevnllydb3BK9YMn+njQ2CuYAAQygObATMz0EPVBNmDDBUUMzZPv165dplegfAhAIgYBupv7zn/8k1ZJmk7300ks2ceJErzzu7x4KFiAQCwIKT6FYvkFEM0UU4xyBAASiJ3DHHXeE1qlCYMi1FoEABOJL4J577vGtnK7xivVbmsj9/a233nKK1a9f3zp16lRaFbZDIGcIYADNmV2ZuYEoKLOb8ETZJHfbbbfMKUPPEIBAaARee+01X22pfKIBVIkXEAhAID4Epk2blpIyiiWIQAAC0RKQ+/rUqVND61T37EqehEAAAvEkoPNz2bJlgZRL5t5dnpuu+7tmf5YpUyZQX1SCQDYSwACajXstZjonur+T/T1mOwd1IJACgeXLl/uqrVmgrrt869atCyRG8tUQhSEAgbQQCDr701VGMYERCEAgWgKK6xckbEVJWmoGGAIBCMSTQCrnZzL37onP7scdd1w8IaAVBNJEAANomsDmS7MbN240N+GJgqr36tUrX4bOOCGQ8wRq1qzpa4xr1671yuP+7qFgAQKxIbDLLrukpEvlypVTqk9lCEDAP4Hq1av7r1RKDb/X91KaYzMEIBAigVTOz9LqykCqBKaSBg0aWOfOnUPUnKYgEH8CGEDjv49iraHc4davX+/oePTRR1tpP7qxHgzKQQACBQh07NixwPfSviQaQHkZUhottkMgegKpxvlq37599ErTIwTynIBePIR57qm9ffbZJ8+pMnwIxJdAmzZtrEqVKoEULO3e3c3bocYHDhyI+3sgylTKZgIYQLN578VA98Qp9Li/x2CHoAIEQiQgY4luwpKRqlWrmuuy07hxY2vbtm0y1SgDAQhESOCEE06wSpUqBe7x4osvDlyXihCAQHACF154YfDKhWoOHjzYmM1dCApfIRAjAjo/dZ76lZYtW1qXLl1KrJaY3PTEE08ssSwbIZCLBDCA5uJejWhMa9asMTehQrVq1axbt24R9Uw3EIBAFATKli1rd911lym8RWnSo0cPr0ifPn28ZRYgAIH4EKhbt6799a9/DaRQv379Sn2wCtQwlSAAgVIJnH766XbMMceUWq60AnpBefnll5dWjO0QgECGCfzpT3/yFUtf9+p333236d69ONFEhffee8/Z3LBhQzvkkEOKK8p6COQsgeLPkJwdMgMLi8BLL73kBWWXuytvk8MiSzsQiA+B/fff30aPHm316tUrUim56OiGKzFbJe7vRaJiJQRiQUAzPmQE9ZP1tX///nb//ffHQn+UgEA+EpBRQ9dinYtBRW7v48ePt1q1agVtgnoQgEBEBHSejh071g466KBSe9x9991t1KhRdsABB5RYFvf3EvGwMU8IlM+TcTLMNBB44YUXvFZxf/dQsACBnCNw8MEH25tvvmnPPvusvfHGG6YA6kqmIhf5U045xXnbfOmllzrj3m233axDhw45x4ABQSCXCGg2mWZt//a3v7X333+/yKGVL1/e2rVrZ7feeqvpRQgCAQhkloBCzTzwwAN21llnOYYRXZe///5727x5s+3YscO2b9/ufGo5UcqVK2fDhw93jKd+XnwktsEyBCAQPYH69es7Ly0mT55sL7/8si1atMhWrVrlnOtKjrbnnnva4Ycfbnqxqd+H0iTRADpo0KDSirMdAjlJAANoTu7W9A9q5cqVjkFEPdWpU8e6du2a/k7pAQIQyBgB3VideeaZzl9hJUaOHOk8dGm9Zn+W5H5TuC7fIQCBzBDQjJGtW7d6nT///POmlx0IBCAQbwJ6+VhaQrNhw4bZfffd5wzk/PPPNyYqxHufoh0EiiOglxY9e/Z0/oork8z6RPf3PfbYA/f3ZKBRJicJ4AKfk7s1/YN68cUXnbdP6klxwTRTBIEABPKTgN5Ku4L7u0uCTwjEm8CCBQts7ty5jpJNmjSxzp07x1thtIMABJIioBcbcpd35dRTT3UX+YQABPKUQOLsT70QYTZ4nh4IDNuwWnEQBCKQmP09lXhEgTqnEgQgkHYC69ats8cee8wmTZpkn332mf3yyy9On4pJpHhEJ510kpP4bO3atd5s8Jo1a/JGOe17hg4gEJyADJ633367vfXWW14Mb7X27bffWt++fe3666/HEBocLzUhEDqBjRs3mrwspkyZYvPnzzd9l1SqVMmU8VkvHRXSQvG4XVGM/h9++MH5esQRR/hKpOK2wScEIJBbBBKzvw8YMCC3BsdoIOCDAAZQH7Ao+iuBr776yj788EPnizLIdezYETQQgEAOEVBMwHPOOceJLVZ4WJs2bTI9XOlPLjnKSuu60Wq5QoUKhavwHQIQyDABxQT8y1/+Yv/4xz+K1ESxAz/44APHTXbgwIF211134dlRJClWQiA6ApqlrdAz33zzzU6dbtiwwd555x3n75FHHnFeWLZp08Yp9/jjj3vlZRxFIACB/CYg9/fZs2c7EBRXFI+P/D4e8n30GEDz/QgIMP7E5Eea/ckU+gAQqQKBmBJYvHixk9hIM0BLE80OldHEld69e7uLfEIAAjEicOeddxZr/CysprLOVq5c2e64447Cm/gOAQhEREAGCyU2cWdyltStDKQqq0Qp69evd4yiKq84v3oxiUAAAvlNIHH2p7w9eHbP7+Mh30dPDNB8PwICjD/R/Z2g6gEAUgUCMSYgF9hkjJ/uEJQQTSL3O7naIRCAQLwILFmyxO655x5fSsnlds6cOb7qUBgCEAiPwK233pqU8dPt8ccffzTVSZz9edpppzGT2wXEJwTymEBi/M9jjz02j0kwdAgYMUA5CPwRUPwhxQOUtGjRwvbZZx9/DVAaAhCILYGlS5fa9OnTA+l31FFHFYhBFqgRKkEAAqETGDNmjJe00E/jTz/9tLVv395PFcpCAAIhEFBs7cQZW8k2qQSlVatWdYqXLVvWBg8enGxVykEAAjlKYNmyZZ77u7K/K44/AoF8JsAM0Hze+wHGrvh+J5xwglWrVs0IoBwAIFUgEGMCbkboICri/h6EGnUgkH4CQc/rxPAW6deSHiAAAZeAJhu4sbXddcl8btu2zWQ8lcj1vUGDBslUowwEIJDDBArP/sT9PYd3NkNLigAxQJPCRCGXgGZ9jhgxwslCqRstBAIQyB0CbnbZICPq1q1bkGrUgQAE0kxAyVKCSNB6QfqiDgQg8P8Ewjj3zjjjjP9vkCUIQCBvCSTOJlf8TwQC+U6AGaD5fgQEHL/i/VWvXj1gbapBAAJxJNC4ceNAasnlrmbNmoHqUgkCEEgvgUaNGgXqoGnTpoHqUQkCEEiNQNBrsdtrkyZNiMntwuATAnlMQO7v77//vkNA7u8dOnTIYxoMHQK/EsAAypEAAQhAAAIOgQMPPNDq1q3rm0anTp1816ECBCAQDYEePXoE6qhnz56B6lEJAhBIjUDz5s2tWbNmgRvR7E/cXAPjoyIEcoYA7u85sysZSIgEMICGCJOmIAABCGQzgXLlytlll13mewg33HCD7zpUgAAEoiHQp08fa926ta/O6tWrZyeddJKvOhSGAATCI3DFFVcEakyx+jl3A6GjEgRyjgDu7zm3SxlQCAQwgIYAkSYgAAEI5AqBs846y9fDU6tWrUx/CAQgEE8Cygb96KOPOskLk9FQIS1GjhxplStXTqY4ZSAAgTQQ6Nevn1100UW+W1aMvyCeHL47ogIEIBBrAkuXLvXc35UQDff3WO8ulIuQAAbQCGHTFQQgAIFsIHD33XfbsGHDknqIOuWUU7JhSOgIgbwmoHieCnFRmugB6bXXXrO2bduWVpTtEIBAmglcf/31Nnz4cFPsvuKkfv36phnbrpD8yCXBJwTym8BLL73kAZAnCGExPBws5DkBssDn+QHA8CEAAQgURUAzQU877TT74IMP7Ouvv7YVK1aYkp/pYUsu73qzLOnVq1dR1VkHAQjEiMD3339vb731lqNRjRo17Nprr7VZs2bZd999Z3Xq1LEuXbqYZpwlGlJipD6qQCBvCQwcONAGDBhgS5YssS+++MKU1ESixIN6sbFx40YbNGiQs65ly5ZGTG4HBf8gkPcEXnzxRY+Bru8IBCDwKwEMoBwJEIAABCBQJIHy5cs7D1OJD1SffPKJZ/zcb7/9LNVstUV2zEoIQCBUAmPHjrVt27Y5bR5//PGmWWLMFAsVMY1BIG0EFMaiY8eOzvV41apVBfq58MILve96cYlAAAIQ0CQFTWCQyP09GQ8QqEEgXwjgAp8ve5pxQgACEAiBwMSJE71Wevfu7S2zAAEIxJfAmDFjPOVOPvlkb5kFCEAgewn8+OOP5l6T5aFxwgknZO9g0BwCEAiNANnfQ0NJQzlIgBmgObhTs2VIP/zwg/3jH/+wyZMn2zfffOO41+oN97nnnms9evTIlmGgJwRyioBump566in76KOPbMOGDdaoUSPr3r27k4xh9913t5dfftkbL+7vHgoWIJARAr/88ouNHj3aNMNz7ty5tmXLFkeP7du3F6uP++KiUqVKdsQRR9iVV15pbdq0KbY8GyAAgXgS0LV669atjnIyfiq8BQIBCMSDwObNm+2JJ56wcePG2WeffWY7duywFi1a2HHHHWeara2XFpJvv/3WeR5WxnbN3KxevbpTrkKFCk7oC4WwcUPVnHfeeUnN5iT7ezyOAbSIJwEMoPHcLzmv1RtvvGH6EV+7dq03Vj24TZkyxfnr1q2bPfDAA85FwCvAAgQgkDYCMnYq4+yrr75aoA/FHXvooYcco+jNN99sCxYscLY3a9bMFG8MgQAEMkNAD0VnnnmmzZkzJ5ACejh75ZVXnD/F9b3gggsCtUMlCEAgegJ6ySEDqCuK2Y1AAALxIKDY+aeffrp9/vnnBRTSi0r9jRw50jGOLly40P7whz84sXzdgqtXr7Z3333X/ep8rly50saPH+/8qfzVV19dYHviF9zfE2mwDIGdCeACvzMT1qSZwPz58503X4nGz8JdyhA6ZMiQwqv5DgEIpImAbqgKGz8Tu1q3bp1dfvnl3ipllEQgAIHMENCsL8XwDGr8LKz1TTfdZM8880zh1XyHAARiSuC1115zvKek3gEHHGDt2rWLqaaoBYH8IqD75cGDB+9k/EykoIRmmrWtF49KZOZHRowYYffff3+xVXB/LxYNGyDgEMAAyoEQOYE///nPtmnTplL7lRF00qRJpZajAAQgkBqBadOmeXHESmrJTaKiMq4bbUnl2QYBCKSHwJNPPumEqQizdc0CLenFZJh90RYEIJAagccff9xrQDPBEQhAIB4E5MEo76nSRLM6E++rSyufuP3vf/+7LV++PHGVt0z2dw8FCxAokgAG0CKxsDJdBBTn5K233kq6+cTEDUlXoiAEIOCLgN+ZX7vtthuzTXwRpjAEwiWQjmvjmjVrHHf4cDWlNQhAIGwCcnHVi0tJrVq1rG/fvmF3QXsQgEBAAum4PhdWRSFsEg2d7nY9Z3/44YfO14YNGzqzw91tfEIAAr8SwADKkRApgY8//thXf37L+2qcwhCAgEPgk08+8UViv/32szJlyviqQ2EIQCAcAkqk4PecTbZnrrnJkqIcBDJHQDPA3URnJ554opdMJXMa0TMEICACit+5bNmySGAUdb3G/T0S9HSS5QQwgGb5Dsw29d0MtcnqrTdcCAQgkF4Cfs+zfffdN70K0ToEIFAsAWV+D+o2V2yj/9vg9xpdWntshwAEwiWg83/06NFeoyQ/8lCwAIGME/B7P52KwkX1Rfb3VIhSN18IYADNlz0dk3HuueeevjTZa6+9fJWnMAQg4J9A06ZNfVU66qijfJWnMAQgEB6BChUqmFzb0iF+fwvSoQNtQgACxROYOHGiKXag5NBDD7UWLVoUX5gtEIBApAQUIqpq1aqR9Fn4mbqw+/uBBx4YiR50AoFsI4ABNNv2WJbrK9dZPw9uvXr1yvIRoz4E4k/AT0KjypUr20EHHRT/QaEhBHKYgJ9zNlkMZcuWtR49eiRbnHIQgEAGCDzxxBNeryQ/8lCwAIFYEChXrlxk19HCz8iF3d9jAQQlIBBDAhhAY7hTclklxQ28+uqrkxqiDKWnn356UmUpBAEIBCcwePBgS3bml85J3eAhEIBA5ggMGTLEatSoEaoCp556atK/A6F2TGMQgEBSBD7//HN78803nbK77rprZIaWpJSjEAQg4BC45JJLrFKlSqXS0EvHoCLjZ/v27QtUT0yK1K9fvwLb+AIBCPw/geBn3v+3wRIEfBEYMGCA/e53vyuxjm7sHn/88cjcCEpUho0QyHECmtX52GOPmVx3ShK53l5zzTUlFWEbBCAQAYF69erZI488Eto18pBDDrGbbropAs3pAgIQCErgoYce8qrqhYWuyQgEIBAvAs2bN7f777+/xPOzfPnyNnz4cNN57FfatWtnd999d4Fqcn+fM2eOs47s7wXQ8AUCOxHAALoTElZEQeDaa6+1hx9+2Pbee+8C3emCcMopp9jrr79u++yzT4FtfIEABNJHoFWrVjZ58mTTC4riHqrkdpvMW+30aUnLEICAS+Cwww4zxQM8+uij3VW+P6tUqWJXXHGFk1RFL0IQCEAgngQ2bdpkTz31lKOcvKmCGE7iOTK0gkDuEdD9shIS6eViYenUqZONGzfOud/+29/+Zg888MBO3hfytKpYsWKBqvL6GDp0qFO3Zs2aBbaR/KgADr5AoEQC5UvcykYIpJHAsccea/pbvHixff3111a7dm3nQlGrVi37+eefbcOGDWnsnaYhAIHCBOrXr2/33Xef3XbbbTZ//nznHPz3v/9tU6dOdYqmI+5gYR34DgEIJE9ACVCefPJJ+/HHH23hwoXOywvN0v7kk0+cRs4++2xTMkFljt64caPzpwzyDRo0sA4dOpjichPSInnelIRApgg8++yztnr1aqf7bt26WaNGjTKlCv1CAAJJENBMzbFjx9qKFStM4St27Nhhmh26xx57FKitlxkXXHCBzZgxw5YuXWrVqlWztm3bml5K6lr+ww8/WJ06dZx1xU1QwABaAClfIFAiAQygJeJhYxQENAtUf8qaJ+MnAgEIZJaA3jJ37tzZtmzZ4tyUSRu9if7Nb36TWcXoHQIQKJJA3bp1nReImzdvdl5eqJAemG688cZiZ3QX2RArIQCBWBL45z//6el1xhlneMssQAAC8SagkDX6K01atmxp+ksUGVFLE9zfSyPEdggUJIALfEEefIMABCAAgf8R0NvodevWOd+OOOII5600cCAAgfgSUIZozTKRnHDCCRg/47ur0AwCSRP4+OOP7b333nPKK77fUUcdlXRdCkIAArlNgNmfub1/GV34BJgBGj5TWoQABCAQWwJyr3nsvwmP3n77bccdVtnfW7dubV988YUtWrTIlJVS8UCPO+44J76gOxDc310SfEIgegIzZ860V155xb755hvHW6JJkya2fft2++qrr2zr1q225557ms5RGUBdOemkk9xFPiEAgQwRUOgJGShmzZrluLAryWfXrl2d89V1Z12/fr2NHz/e3nnnHScE1O677+6EqZDLu875Tz/91NNesz9TyR7tNcQCBCCQEwTI/p4Tu5FBREgAA2iEsOkKAhCAQCYJKOPknXfe6RhMStJjwoQJdtddd3kJj/Sw1b1795KqsA0CEEgDgZUrV9pFF13kGE9Ka/7BBx/0iii2J4kEPRwsQCAjBORFoaQligGYKE8//bST9ETnrOL3XnLJJU6cv8QyxS27XhnFbWc9BCCQPwT0guSjjz5yBqy4wO3bt8+fwTNSCAQkgAE0IDiqQQACEMgmAsOGDXMSHCWrs9xolXVW0qVLFyeeYLJ1KQcBCKROQLO/+vfvb19++aXvxgYMGOC7DhUgAIHwCGjW9uDBg01Jx4oSzd6Wp4USlLlhK4oqV3jdiBEjnPJKdoZAAAL5TQD39/ze/4w+GAFigAbjRi0IQAACWUPggw8+8GX8LDywxo0bF17FdwhAIM0EbrnllkDGT6n13XffpVk7mocABIojILd3zfwszvjp1lP4Cj/GT7fefffdZ7quIxCAQH4TwACa3/uf0QcjgAE0GDdqQQACEMgaAv/6179S0nX+/Pkp1acyBCDgj8DPP/9sY8aM8VcpofQzzzzjzCxLWMUiBCAQEYGXX37Zli9fntbeUr2up1U5GocABNJOAPf3tCOmgxwlgAE0R3csw4IABCDgElDCo1Rk3rx5tmXLllSaoC4EIOCDwOzZs0udPVZSczKgLliwoKQibIMABNJEINVrbjJqRdFHMnpQBgIQyAwBZn9mhju9Zj8BDKDZvw8ZAQQgAIESCSiWYCoiF701a9ak0gR1IQABHwRSPWfVVRht+FCZohCAwP8IrFq1Ku0sOL/TjpgOIBBrAmR/j/XuQbkYE8AAGuOdg2oQgAAEwiCw2267pdRM+fLlbZdddkmpDSpDAALJE0j1nFVPu5yu26UAAEAASURBVO++e/IdUhICEAiNQBTnXhi/EaENmIYgAIFICXz99dc2d+5cp0/F6d9///0j7Z/OIJDNBDCAZvPeQ3cIQAACSRA4/PDDkyhVfJFDDjnEZARFIACBaAh07NjRKlWqFLgzGWBatmwZuD4VIQCB4AS6du0avHKSNVO9rifZDcUgAIEYEsD9PYY7BZWyhgAG0KzZVSgKAQhAIBiBCy64wMqVKxes8n9rDRkyJHBdKkIAAv4JVK1a1c455xz/Ff9XQ+dsmTJlAtenIgQgEJxAjx49rHnz5sEbKKWmrue6riMQgEB+EsAAmp/7nVGHQwADaDgcaQUCEIBAbAm0aNHCbr755kD6XXTRRcZMk0DoqASBlAhcfvnldsABB/huQ8aXc88913c9KkAAAuEQkIHywQcftGrVqpXYYM2aNQPN9Nb1XNd1BAIQyD8CuL/n3z5nxOESwAAaLk9agwAEIBBLAmeffbbdf//9Vrdu3aT00+yxm266ya6//vqkylMIAhAIl0DlypXt2WeftRNPPDGphsuWLWsXX3yxPf3006ZlBAIQyByBtm3b2oQJE2y//fYrUonOnTvbq6++auPHj7fWrVsXWabwyl133dW5jut6jkAAAvlJgNmf+bnfGXV4BAjqFh5LWoIABCAQawLHH3+89erVy9577z176623bMOGDda0aVPr0KGDzZs3z8aNG2ezZs1yxnDmmWfaeeedF+vxoBwEcp2AXOHvuecex7ApY8nSpUutSpUqTnzPN99800aNGuUgaNeunT3yyCPOjFGd15s3b851NIwPArEn0KpVK5s0aZK9/fbbzrVVmdtlxFSM0AMPPNDRXwlMpkyZYjqf33nnHXvttdfsww8/dLYdfPDBjgFV8YBlMO3duzfnduz3OgpCIL0EEg2g/fr1S29ntA6BHCSAATQHdypDggAEIFAcAbnkaUZZt27dCjxIKYPkc88951WTsRSBAATiQWCvvfay888/v4AyTzzxhPf9yiuvtIYNG3rfWYAABOJBQN4UXbp0cf6K00gztmUUVcJBzeB25fbbb/eSmdWuXduJ68vLDZcOnxDIPwKF3d/18hOBAAT8EcBHyh8vSkMAAhDISQI//vijvfvuu87YdtttN2dWaE4OlEFBIAcIfPHFF975Wr9+fTviiCNyYFQMAQL5TWDy5Mm2fPlyB4JmfLZs2TK/gTB6CECgAIEXX3zR+87sTw8FCxDwRQADqC9cFIYABCCQmwQmTpxoO3bscAbXs2dPYgjm5m5mVDlC4JlnnvFGMmjQIM5XjwYLEMheAomzuhWGBoEABCCQSEBxhV3p27evu8gnBCDggwAGUB+wKAoBCEAgVwnIAOqK4owhEIBAPAls377dxo4d6ymXbJIkrwILEIBA7Ah8+eWX9sYbbzh61alTx4n3GTslUQgCEMgYga+++srmzp3r9N+kSRPD/T1ju4KOs5wABtAs34GoDwEIQCBVAmvXrrWZM2c6zdSsWdOJQ5Zqm9SHAATSQ2DGjBm2bNkyp/GDDjrI9t577/R0RKsQgEBkBBJnfw4ePNgqVqwYWd90BAEIxJ9AYvIjZn/Gf3+hYXwJYACN775BMwhAAAKREFB26a1btzp9de/e3SpUqBBJv3QCAQj4JzBmzBiv0kknneQtswABCGQnASU2cs9rJU067bTTsnMgaA0BCKSNAAbQtKGl4TwjgAE0z3Y4w4UABCBQmADu74WJ8B0C8SSwZs0ac8/XypUrG0kQ4rmf0AoCfggort+qVaucKkceeaTJvRWBAAQg4BKQ+/u8efOcr7i/u1T4hEAwAhhAg3GjFgQgAIGcILBp0yabNm2aM5YqVaqYHr4QCEAgngSUAVbnrESxemvUqBFPRdEKAhBImsDjjz/ulSX5kYeCBQhA4H8EyP7OoQCB8AhgAA2PJS1BAAIQyDoC06dPt40bNzp6y/gpIygCAQjEk8Do0aM9xXB/91CwAIGsJfDpp5/a7NmzHf0bNGhgRx99dNaOBcUhAIH0EEjM/n7sscempxNahUCeEMAAmic7mmFCAAIQKIrAyy+/7K0m+7uHggUIxI7AokWL7IMPPnD0atiwoR122GGx0xGFIAABfwQSZ38q9me5cuX8NUBpCEAgpwl8+eWXnvt706ZNyf6e03ubwUVBAANoFJTpAwIQgEAMCfzyyy82ZcoUR7Py5ctbt27dYqglKkEAAiLwzDPPeCAGDRpkSpaCQAAC2Utg/fr19txzzzkDkOHzlFNOyd7BoDkEIJAWAiQ/SgtWGs1jAhhA83jnM3QIQCC/Cbz11lv2008/ORA0m6xWrVr5DYTRQyCmBLZt22Zjx471tDvxxBO9ZRYgAIHsJPD888+bjKCSnj17Wr169bJzIGgNAQikjQAG0LShpeE8JVA+T8edtcOOyjWmbNlfbePqb8eOHZHwcvtUZ5rZEvVY1X/UfWqsUfar/iRR8v21x1//R92vO0Mqqv2aOFa/y4nHv9+6fsq7/ejTzSat+n369Enb8e/2qX6iPgYy1af6lUR57GX6eNd+dnX4dfTp++8eU1HxTWVcYRzzitW7YsUKB+jBBx9se++9d7FwxSYqLoWViLJfcQ2DbeExJPtdY43q/sg9/qLm67KI8phyz+2o+nTZumP1+5nKPnniiSe87s4+++wSz9tMHO+JbKI83t1jIBW2HtgkF9w+VTyqY099uWPMBF/1r33s6qDvUUiUfFMZT1Rc3GOvqP7k/v7xxx87w5D7e/v27VMZkle38LldVN9e4RAX3H6iPAZcvhpGlP262KLsM3GsUZ/b6i/qPl3Gfj/L/PfmLRrrll/NKA8BCEAgywhs2LDBqlatGkjrLVu2WMWKFQPVDVJJP/2NGjWyZcuWOTcE+mT2SRCS1MkHAkoUFjRBWCq/Cy5bJTwaM2aM8/XRRx+1s846y93EJwQgkAIBza52H8pTaMZ31bffftu6dOni1GvZsqUtWLAgshdIvpWlAgQgkBECt912m11zzTVO31dffbUNGzYsI3rQKQRyiQAzQLNsb/7444+RaCxDTI0aNWzVqlWRzXCoXLmyVatWzRnfunXrbPPmzZGMVW9LateubWvWrLGtW7dG0qdutnfZZRenL41T441K1K+MbXooj0rq1Knj3NjrQcN1uY6i7+rVqzvGPe3bKCQVA6aOgSjeR7nH+9SpUx3jp7h07NjRFAM0Xb8vatt1r9+0aZPn8hfFPuF4Ty/lmjVrWoUKFZxOor5e6GWD+oxCdN4ENYDq91YG1KCi38wXXnjBqa4xH3XUUcWeq7qW6RxLpT+/etatW9epkuu/7xpkvhzvGquONfeYj/L+yL1e6LjXMRWFuMdwkL6CXjfvvvtur7vTTz+91N8y3ZNL1q5d69VL9wLHe7oJm3PvpfujKI939xlPo9OzQNTXC4V90HUqCsnEue13XHr+Le5+ZtSoUV5z3bt3L/ba7xVKciGfft8zfbxnwqahw0A2jaief9Wfrhfbt2+PzKaRyrmNAVR7LItED1JRiDuFWv1FYZTRmHTT64pueqMeqxLCRNWnazDQeKMcayb4un3qU8dSVIzVn36INR0/qj5TMYDq+IviYc+d6eIaVMSpV69eaWWU+BuifRLV/tDYJJk4x9Rvrh/v7hj1KdHNlvZvFOJeL6I6llI5t1M9DjTz0x3nscce68wUd78XZq2+8ul41/iLY1GYTRjfE3/L1G/i9zDaL64N954hyrFWqlTJUyfK+yOXqfqM4qW07hFSkSD7ZPXq1TZ+/HinW3EeMGBAqcdx1PczUs7dF1rmeBeF8MVlrGNdx3wU4j7jqa9M3JNF+XuSCs8g53aQ/vT7ruOgcH9ffPGFl/19zz33tNatW+9UJkh/qiOjqys69gr37W4L+zPTx3sm7o+i7DOT57b2bSZ+T4IcoyRBCkKNOhCAAASynMBLL73kjUAGUAQCEIgngdGjR3uKyRUegQAEspuAXmq4Xk79+vVzvJCye0RoDwEIhE2A5EdhE6U9CPxKAAMoRwIEIACBPCMwd+5cU2B1yb777muNGzd2lvkHAQjEi8DChQtN56ukSZMmpgRICAQgkL0ENEvmySef9AZwxhlneMssQAACEHAJYAB1SfAJgXAJYAANlyetQQACEIg9geeff97TsXfv3t4yCxCAQLwIJM7+PPHEE0mSEq/dgzYQ8E1g5syZtmTJEqde27ZtrUOHDr7boAIEIJDbBOT+/sknnziDlPu7JisgEIBAOAT+P+hiOO3RCgSKJaBA8f/4xz9s8uTJ9s033zjxR9q1a2ennHKKHXfcccXWYwMEIBAugXHjxnkNYgD1ULAAgVgRUJy05557ztNJBlAEAhDIbgJPPPGEN4AzzzzTW2YBAhCAgEvgxRdfdBdNYTIQCEAgPAIYQMNjSUslEHjzzTft3HPPtZ9//tkrpfhHM2bMcP4UD0k3hW6maK8QCxCAQKgE5PruutQ2a9bMWrZsGWr7NAYBCIRDYNq0afbDDz84jR166KHWqFGjcBqmFQhAICMEVqxYYZMmTXL6rlatmh1//PEZ0YNOIQCBeBOYMGGCp6CSHyIQgEB4BHCBD48lLRVDQDHMFOMo0fhZuOj06dPtnHPOKbya7xCAQMgEEpMfMfszZLg0B4EQCTzzzDNeayeffLK3zAIEIJCdBEaNGmXKCCwZOHCgyQiKQAACEEgkoBAZrvv7Xnvthft7IhyWIRACAQygIUCkiZIJ/PnPf7aNGzeWXOi/W6dMmWKJsQlLrUABCEDAN4GXX37Zq4MB1EPBAgRiRUAhY3RNlMhI0qtXr1jphzIQgIA/AjJ8jhw50qtE8iMPBQsQgEACAZIfJcBgEQJpIIABNA1QafL/CSxbtsxxcf//NSUvPfbYYyUXYCsEIBCYwPLly2327NlO/QYNGtj+++8fuC0qQgAC6SOgOL1bt251OlCM7KpVq6avM1qGAATSTkAvNHRPLOnYsaO1adMm7X3SAQQgkH0EMIBm3z5D4+wigAE0u/ZX1mk7f/58Xzp/+OGHvspTGAIQSJ6AG3tMNfr06UNG6eTRURICkRJIdH8n+VGk6OkMAmkhkHhOM/szLYhpFAJZT0Du7+6zs9zf27Ztm/VjYgAQiBsBkiDFbY/kmD5KdORH/Jb30zZlIZDvBBLd3wmqnu9HA+OPKwHF/kqM/9WpU6e4qopeEIBAkgTuvfdee+6550zZnbn+JgmNYhDIMwLM/syzHc5wM0KAGaAZwZ4/nTZt2tTXYPfee29f5SkMAQgkR2D16tU2a9Ysp/Cuu+5qXbp0Sa4ipSAAgUgJJM4UY/ZnpOjpDAJpI1CjRg0766yznFj3lSpVSls/NAwBCGQvAQyg2bvv0Dx7CGAAzZ59lZWaaup+48aNk9b9+OOPT7osBSEAgeQJvPrqq1722X79+lm5cuWSr0xJCEAgEgKK++kmAyxTpowNGjQokn7pBAIQgAAEIACBzBFYvHix5/7erFkz3N8ztyvoOccJYADN8R2c6eHpAe6aa65JSg0lZRkyZEhSZSkEAQj4I5Do/j5gwAB/lSkNAQhEQkAvKlatWuX0dfjhh5uuiwgEIAABCEAAArlNYMKECd4ACZPhoWABAqETwAAaOlIaLExAGWyHDh1aeHWB77Vr17ZRo0ZZ9erVC6znCwQgkDqBDRs22Ouvv+40VK1aNevWrVvqjdICBCAQOoExY8Z4bZ500kneMgsQgAAEIAABCOQuAcUHdkWeWggEIJAeAhhA08OVVgsRuOqqq+yf//ynNW/evMCW8uXLm37kJ0+ebPvvv3+BbXyBAATCITBt2jRzE4zJ+En8sXC40goEwiTwww8/2NSpU50ma9asaT179gyzedqCAAQgAAEIQCCGBD777DP79NNPHc3k/r7PPvvEUEtUgkBuECALfG7sx6wYRZ8+fUx/inHy9ddfW5UqVaxNmzZWq1atrNAfJSGQrQQS3d91DiIQgED8CChD9LZt2xzF5DlRuXLl+CmJRhCAAAQgAAEIhEog0fujb9++obZNYxCAQEECGEAL8uBbBASU6Z1s7xGApgsI/JfAli1bbMqUKQ6LihUr4v7OUQGBmBIYPXq0pxnu7x4KFiAAAQhAAAI5TWDs2LHe+DCAeihYgEBaCOACnxasNAoBCEAgHgRmzpxp69atc5RRUhXFAEUgAIF4EZg7d64tXLjQUUqhYg488MB4KYg2EIAABCAAAQiETuDzzz+3efPmOe1qghDu76EjpkEIFCCAAbQADr5AAAIQyC0Cie7vvXv3zq3BMRoI5AgBxfy64447rEOHDnbyySfnyKgYBgQgAAEIQAACJREYN26ct5ns7x4KFiCQNgIYQNOGloYhAAEIZJbA9u3bnQRj0qJs2bJ2zDHHZFYheocABHYisHbtWlOiMiVB0jnaokUL27Rp007lWAEBCEAAAhCAQG4RSDSAkv09t/Yto4knAWKAxnO/oBUEIACBlAm8++679uOPPzrtHHzwwVanTp2U26QBCEAgHAI7duywBx980O6++25bv359gUZ33313u/HGG61///4F1vMFAhCAAAQgAIHcILBo0SKbP3++Mxi5vys5MAIBCKSXAAbQ9PKldQhAAAIZI4D7e8bQ0zEESiVwxRVX2FNPPVVkuZUrV9qQIUNsxYoVdsEFFxRZhpUQgAAEIAABCGQvgf/85z+e8iQ/8lCwAIG0EsAFPq14aRwCEIBA5ghMnDjR67xXr17eMgsQgEBmCTz//PPFGj8TNbv55ptNCZIQCEAAAhCAAARyiwAG0Nzan4wmOwhgAM2O/YSWEIAABHwRkNFk6dKlTp0DDjjA9thjD1/1KQwBCKSPwPDhw5NqXG7yI0aMSKoshSAAAQhAAAIQyA4Cyv6+YMECR9lWrVrh/p4duw0tc4AABtAc2IkMAQIQgEBhAonu78z+LEyH7xDIHIHvvvvOPvvss6QVmD59etJlKQgBCEAAAhCAQPwJTJgwwVNy0KBB3jILEIBAeglgAE0vX1qHAAQgkBECiQbQ3r17Z0QHOoUABHYmsHz58p1XlrBGCZLWrVtXQgk2QQACEIAABCCQTQRefPFFT10MoB4KFiCQdgIYQNOOmA4gAAEIREtAbjXKLCmRW02zZs2iVYDeIACBYgnUqlWr2G1FbShfvrxVrVq1qE2sgwAEIAABCEAgywjoPn3hwoWO1i1atLB99903y0aAuhDIXgIYQLN336E5BCAAgSIJJM7+xP29SESshEDGCOy555626667Jt1/hw4drGxZbteSBkZBCEAAAhCAQIwJJCY/GjBgQIw1RTUI5B4B7qhzb58yIghAIM8JJGZ/x/09zw8Ghh87AjJmnnnmmUnrdfbZZyddloIQgAAEIAABCMSbQKIBtH///vFWFu0gkGMEMIDm2A5lOBCAQH4T+Pbbb00Z4CWNGzfGrSa/DwdGH1MCQ4YMsXbt2pWqXZ8+faxfv36llqMABCAAAQhAAALxJ5Do/t68eXPbZ5994q80GkIghwhgAM2hnclQIAABCCTO/sT9neMBAvEkUKVKFRs1apQdeeSRxSp46qmn2v3331/sdjZAAAIQgAAEIJBdBBJnf/bt2ze7lEdbCOQAgfI5MAaGAAEIQAAC/yOwdOlSJ17g9u3bDfd3DgsIxJdA7dq17emnn7YZM2aYHoiWLFliSnjUunVrU0ywZGaIxnd0aAYBCEAAAhCAQGECidnf8fAoTIfvEEg/AQyg6WdMDxCAAAQiI3DjjTfa0KFDbdq0aXbQQQdF1i8dQQACwQh07drV9IdAAAIQgAAEIJC7BOT+/tlnnzkDlPt7q1atcnewjAwCMSWAATSmOwa1IAABCAQlUKdOHRs4cGDQ6tSDAAQgAAEIQAACEIAABEIkwOzPEGHSFAQCEiAGaEBwVIMABCAAAQhAAAIQgAAEIAABCEAAAqURIP5naYTYDoH0E8AAmn7G9AABCEAAAhCAAAQgAAEIQAACEIBAHhKQ67vr/t6iRQvc3/PwGGDI8SCAC3w89gNaQAACEEiZwLvvvuskVPn+++9NCVYOPvhgJ7Zg2bK860oZLg1AAAIQgAAEIAABCEAgAAFmfwaARhUIpIEABtA0QKVJCEAAAlES+Oqrr+wPf/iDzZ49u0C39957r5NRevjw4bbvvvsW2MYXCEAAAhCAAAQgAAEIQCD9BIj/mX7G9ACBZAgwLSgZSpSBAAQgEFMCMn726dNnJ+Onq+6CBQvsuOOOs7lz57qr+IQABCAAAQhAAAIQgAAEIiAg13dlgJfI/b1ly5YR9EoXEIBAUQQwgBZFhXUQgAAEsoTA0KFDbdWqVSVqu3HjRrvwwgtt69atJZZjIwQgAAEIQAACEIAABCAQHgFmf4bHkpYgkCoBDKCpEqQ+BCAAgQwReO+990x/yciXX35pkyZNSqYoZSAAAQhAAAIQgAAEIACBEAgQ/zMEiDQBgZAIYAANCSTNQAACEIiawMyZM311OWPGDF/lKQwBCEAAAhCAAAQgAAEIBCOwcOFCz/1dru+4vwfjSC0IhEWAJEhhkaQdCEAAAhETULZ3P/LDDz/4KU5ZCEAAAhCAAAQgAAEIQCAggebNm9szzzxjmgWq+J8IBCCQWQIYQDPLn94hAAEIBCZQp04dX3Vr167tqzyFIQABCEAAAhCAAAQgAIFgBMqVK2ddu3Z1/oK1QC0IQCBMArjAh0mTtiAAAQhESKBLly6+evNb3lfjFIYABCAAAQhAAAIQgAAEIAABCMSUAAbQmO4Y1IIABCBQGoFDDjnE2rZtW1oxZ3v9+vXt2GOPTaoshSAAAQhAAAIQgAAEIAABCEAAArlEAANoLu1NxgIBCOQVgTJlytjw4cOtWrVqJY67fPnyNmLECKtcuXKJ5dgIAQhAAAIQgAAEIAABCEAAAhDIRQIYQHNxrzImCEAgbwi0adPGxo0bZwqyXpTsscceNnr0aDv00EOL2sw6CEAAAhCAAAQgAAEIQAACEIBAzhMgCVLO72IGCAEI5DqBfffd16ZNm2avvPKKzZgxw5QdXgmSOnfubH369GHmZ64fAIwPAhCAAAQgAAEIQAACEIAABEokgAG0RDxshAAEIJAdBOTm3rt3b+cvOzRGSwhAAAIQgAAEIAABCEAAAhCAQDQEcIGPhjO9QAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhkggAE0A9DpEgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIiGAAbQaDjTCwQgAAEIQAACEIAABCAAAQhAAAIQgAAEIJABAsQAzQD0bO7yp59+sq+//toqVqxoTZs2tSpVqhQ7nA0bNthXX31lv/zyi1O2Zs2axZZlAwQgAAEIQAACEIAABCAAAQhAAAIQgAAE0kEAA2g6qOZgm3PmzLHbb7/dZs6cadu3b3dGWLlyZevbt69deeWV1qBBA2/U3377rVN2woQJtmXLFmd9uXLl7PDDD7errrrK9ttvP68sCxCAAAQgAAEIQAACEIAABCAAAQhAAAIQSCcBXODTSTdH2h4zZoxj6HzjjTc846eGtmnTJnv22WftmGOOsY8++sgZ7XvvvWfdunWz559/3jN+asO2bdvstddesz59+tj48eOdsvyDAAQgAAEIQAACEIAABCAAAQhAAAIQgEC6CWAATTfhLG///ffft8suu8wxYBY3lFWrVtkZZ5xhixcvtrPOOsvWrFlTXFHHHf4Pf/iDzZs3r9gybIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQFgEMICGRTJH27n11ltLNH66w/7+++9Nhs3Vq1e7q4r9VExQudMjEIAABCAAAQhAAAIQgAAEIAABCEAAAhBINwEMoOkmnMXtr1y50mbNmpX0CPzM6pQ7fUkzRZPulIIQgAAEIAABCEAAAhCAAAQgAAEIQAACECiBAAbQEuDk+6bPP//cFwLF+UxWVFYZ4hEIQAACEIAABCAAAQhAAAIQgAAEIAABCKSTAAbQdNLN8rbLly+f1hGku/20Kk/jEIAABCAAAQhAAAIQgAAEIAABCEAAAllBAANoVuymzCjZunVr82OkrFixYtKKVqpUyZo2bZp0eQpCAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAIAQygQajlSZ1atWpZ9+7dkx7toYcemnTZPn36WNWqVZMuT0EIQAACEIAABCAAAQhAAAIQgAAEIAABCAQhgAE0CLU8qnPddddZtWrVSh1xq1atbMSIEdasWbNSy8qwetVVV5VajgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEEiVAAbQVAnmeH0ZNB9//HGrWbNmsSNt2bKlPfnkk1anTh0bOXJkiUZQlXniiSesUaNGxbbHBghAAAIQgAAEIAABCEAAAhCAAAQgAAEIhEUAA2hYJHO4nUMOOcRef/11O+ecc6xevXreSFu0aGHXXHONTZw40TNo7rnnnvbKK6/YlVdeaXvvvbdXtkGDBnb++efb9OnTrWPHjt56FiAAAQhAAAIQgAAEIAABCEAAAhCAAAQgkE4C6U3znU7NaTtSAjJ83nLLLc7fxo0bneRIFSpUKFIHxfa8+OKLnb8tW7bYtm3brEqVKkWWZSUEIAABCEAAAhCAAAQgAAEIQAACEIAABNJJAANoOunmaNt+jJl+MsPnKC6GBQEIQAACEIAABCAAAQhAAAIQgAAEIJBBArjAZxA+XUMAAhCAAAQgAAEIQAACEIAABCAAAQhAAALpJZDzM0A//PBDu//++61z58523nnn+ab52muv2YwZM+zbb7+17du3W5MmTaxLly7WvXv3IttS+blz5xa5TSt33XVXO/XUU4vdzgYIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgPAI5bQBdu3atE7Ny5cqV1rhxY1/UNm/ebJdffrnJgCpxs6AvXLjQXn31VXvxxRftjjvu2Cm25fjx4+39998vti9lVccAWiweNkAAAhCAAAQgAAEIQAACEIAABCAAAQhAIFQCOW0AvfPOO03GzyCiWaMyfiqr+XXXXWetWrVymlmwYIHdfPPNNmfOHBsxYoRdccUVBZr//PPPne9Dhw61SpUqFdimLzVq1NhpHSsgAAEIQAACEIAABCAAAQhAAAIQgAAEIACB9BDIWQPoK6+8YlOnTrVddtnFfvrpJ1/0NmzY4MzwLFu2rGPs3Guvvbz6rVu3tltvvdXOOOMMmzBhgv3+9783ZT2XyNi6Zs0aq1u3rg0aNMirwwIEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQGQI5mQRp+fLldtddd1nDhg3tlFNO8U123rx5tm3bNsdtPtH46Takdbvttpvt2LHDlixZ4q42d/anO1vU28ACBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgkBECOTcDVImKbrnlFtu4caPJBV4xO/1Kp06dnBmgmzZtKrLqL7/8Yj///LOzTTNMXSlsAFU5zQitU6eOW4RPCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIEICOWcAffrpp+2jjz6yM88809q2bRvIAFqmTBmrXbt2sbtB7vVbtmyxWrVqObNM3YKuAVSGz0suucSJIaqZpIr72bFjR1NcULnHlyRKoKQES0VJ9erVbciQIUVtCn1d+fK/HhpK/qSZrlGI26f6qly5siV+T2f/2t8ShTIoKm5rOvpWeAVXKlas6CXZctel81Pj1Tjdcaezr8Jta9xuQrHC29LxvUKFCs44o+wz6DiqVKliicdF0HZKq+f2kanjXfskyv3B8V7aEZHa9nLlynkN6BoVlbjXh6iOJb1cDSrSNSo93ePdPc+D6hykXj78vice71HGdNfvpiSq40h9uX1qORPXi2rVqlkq5530TkZSvceNap/od0Tnd1T9iV0+He+6F3clE8e7rp9RHO+F92vUzyDqP8pnPHefBvmM6lzLxLNK4vGu31rtkyjEvTfJ1PGu519XhyjGqz6iPN4Tn+2jvPfUOHW9iPo+UP0GkZwygGq257/+9S8nYdFZZ50VhEepdZYtW2YPPvigU+78888vYERatGiRs/7JJ590DgLFC5UxVG7y06ZNs9mzZ9u9995rzZs3L7afxYsX2+jRo4vcrpmkykwfpegmIBOiH6iojJHu+KL68Xf7cz/1A6W/KEU/UIkPN1H1rX51oY1aoupT8YODio73xBuSoO0kWy9Tx7uOu6iPPY73ZI+K1MpFdZ4lahlVn/IqCSq6KYzyWqrfkSh/S1wuuf777o7T/Yzq2HP702cm+lS/mbhe6KVgFKKJCqlI1Psk6v5cNpnoNxN9ary5fLy7+9P9zMT1IhPPeO54/XxGffxF3Z/LguPdJZGez0wd77r3zMQxFbVNI8hei9bqEkTDJOts3rzZSViknX399denxaD0448/2qWXXuokVZKbfL9+/Tzt1q9fbzKOSnr06GGXXXaZuTdvWn/TTTfZ/PnzbdiwYfbwww+nRT9PGRYgAAEIQOD/2rsPMKmq84/jL1KUJhZEA6yIJSAIIUrECCIKVjTGAjYSIxGjRsUWuxh9kCD2REWwYMFeYkRFkVhQA6KGLjZABUGMdCzU+d/f8X/Huzszy+7szuzMud/zPLt759ZzPveeOzPvnnsOAggggAACCCCAAAIIIIAAAgg4AW8CoHfccYd98cUXNnDgQGvVqlW1n17t+6KLLrJFixZZu3btXLA1ehAFO/X4/TfffGOdOnUq1TK0efPmbv2TTz7ZDZQ0efJk23fffaObJ6d79OhhDzzwQPJ1dEKtphSEzUfSfwT1eNfSpUvz9gi8/gMV/qdi9erVpqB2PpKai6t1rfprXbduXT4O6VoIh/3Hqpwqb76SjqsuHKrSWrGyeZWvnNXSYvny5ZXdPOv19YiFWiXp3OYjVaXVla6Bqj6KV5EyykNdfOTzetd/A9VliJL6VtY/jPKVuN5zK61HxMIWvfl8v9B/1PV+oWPmI6nehP/UrOzxdL+tSgvSyhxP17veU/J1POUt7NqnJu7vel9ZtWpVZYiqtG5NXe/6fKRWxPm63oWk44XXfE28X6ivfT1FlY8UXsPZHCtfn8vDLhe43rM5S5vepqavd302rmpr5E2X8sc1wu94eqXvAvl+v8jnd7xiqNu6v+teu2zZsoqewiqvx/VeZcIK7UDXXz6v9/A7njKnmEa+vv/qePp8pG488hXTqErd9iIAOnHiRPvnP/9pnTt3tmOPPVbnoFrT9OnT7dJLL3UfsnUMDbIUBurCA+mCKykpcT/hvOjf7bff3jp06OAeg9cj8ZkCoM2aNTP9ZEoKwOYjqTxK+uKWj6CMjhVtMq0PATp2PlJYVn3Qztcxw4CBypfPsoaeNXFMHVvXUr6MdTzdiPUFOV/HrEoAVNdfPj78qpW8Uj6v9+g9ROckX+fDFTT4xfUeSlT/3+i51YetfPVhFr5f5Otaqkrdzvd9L07Xu96/83UNqPZEr3cdN/q6+mvXT3sMPzPks6z6J0OYauL9QveTfPxTWp8RqpLydU7y/XlGJtHrm+u9KldJ5m1DY13rqmf5SOH3Hh0rTp/JKmubr7pdE/f36GPvuvbyVdaavt5r4vNRPo9Zk3Vb57Ym7ieVrdda34sA6LPPPuvKrkfMo4+la2bYivCNN96wI4880rVCGj16tFu/Ir/Ud6cCnro56NF2BULDL14V2T66ThjYzNd/i6PHZhoBBBBAAAEEEEAAAQQQQAABBBBAAIE4CngRAFWLJv0o2BkGPMOTGf6nQf9V02MjYeuncHl5f8eMGWPDhg1zq5x66qnWv3//jKtrAKZJkya5R4b69OmTdr2vv/7azW/ZsmXa5cxEAAEEEEAAAQQQQAABBBBAAAEEEEAAgeoV8CIAqoGFMqVnnnnGbrnlFuvZs6ddffXVmVZLma9g5g033OAen73kkkusd+/eKetEZ6jfDo1Ar0dpNEBS2X5I1W/TrFmz3Cbt27ePbso0AggggAACCCCAAAIIIIAAAggggAACCORI4MeOHnO082LY7dtvv22vvPKKzZs3L5ldtSJV0FStR0877bRNBj+1oQY+0uAD2ub+++8v1Y+LBv24/vrrXSfTXbt2tbZt2yaPxQQCCCCAAAIIIIAAAggggAACCCCAAAII5E7AixagVeG57bbb3MjuAwYMsNatW7tdPfXUU7Zw4UI3fd9995l+MiX1D9qtWzdTZ8JqYXrBBRfY+PHj7f3337eDDz7YPXI/YcIEW7Bggdv/+eefn2lXzEcAAQQQQAABBBBAAAEEEEAAAQQQQACBahaIfQA0nee0adOSszVyV3kpOuKtRogfPny4Kag6e/Zse/zxx92m9evXdwMoKTjaoEGD8nbHMgQQQAABBBBAAAEEEEAAAQQQQAABBBCoRgHvA6DHHHOM6SdTeuKJJ1IWhQMfpSyowAz17zly5EhbsWKFzZ8/3xo3bmwlJSW22Wax722gAnqsggACCCCAAAIIIIAAAggggAACCCCAQPUKeB8ArV6uiu+tSZMmph8SAggggAACCCCAAAIIIIAAAggggAACCNScAM0Sa86eIyOAAAIIIIAAAggggAACCCCAAAIIIIBAjgUIgOYYmN0jgAACCCCAAAIIIIAAAggggAACCCCAQM0JEACtOXuOjAACCCCAAAIIIIAAAggggAACCCCAAAI5FiAAmmNgdo8AAggggAACCCCAAAIIIIAAAggggAACNSdAALTm7DkyAggggAACCCCAAAIIIIAAAggggAACCORYgABojoHZPQIIIIAAAggggAACCCCAAAIIIIAAAgjUnAAB0Jqz58gIIIAAAggggAACCCCAAAIIIIAAAgggkGMBAqA5Bmb3CCCAAAIIIIAAAggggAACCCCAAAIIIFBzAgRAa86eIyOAAAIIIIAAAggggAACCCCAAAIIIIBAjgVqJYKU42OwewQqJDB69GgbOnSoW3fQoEHWt2/fCm1XjCvNnDnTTjjhBJf1I444IlnuYixLRfLcqVMnW79+vZWUlNjYsWMrsgnreCQwffp0O+mkk1yJjjrqKLvuuus8Kl1qUTp06GB6a23VqpW98MILqSt4NOeUU06x999/35VowoQJts0223hUOopSEYE99tjDrbbzzjvbc889V5FNinadfv362dSpU13+3377bWvSpEnRlmVTGb/pppts1KhRbrXbb7/devTosalNWO6ZgN639f6tNGnSJGvUqJFnJfypOMOGDbMHH3zQzbjzzjute/fuPy30bOqVV16x888/35Xq9NNPt3PPPdezElKcTQno+7a+dyuNGDHCunbtuqlNinb5yy+/bBdeeKHL/xlnnGFnn3120ZZlUxlfvHix9ezZ0622zz772D333LOpTWK5vE4sS02hC1Jgw4YNtm7dOpc3TfucNm7cGJuy6jzqvCoAunbtWp9PK2XLIBC93nUd+J50vSsAGt7PfC6vyhiHcvp8DqtatvD8h3+rur9C3l73r7CcvrcfiH4m0z2cFD8BXetxvN59r9tx+0wWv5q76RJH38t8v79H38t8jy/ozIf37Dh839r0lZ5+DR6BT+/CXAQQQAABBBBAAAEEEEAAAQQQQAABBBDwQIAAqAcnkSIggAACCCCAAAIIIIAAAggggAACCCCAQHoBAqDpXZiLAAIIIIAAAggggAACCCCAAAIIIIAAAh4IEAD14CRSBAQQQAABBBBAAAEEEEAAAQQQQAABBBBIL0AANL0LcxFAAAEEEEAAAQQQQAABBBBAAAEEEEDAA4FawUh3CQ/KQRE8EPj8889t9uzZriTt27e3kpISD0qVvggrVqywiRMnuoXNmze3jh07pl/Rk7njxo0zjTLYoEED6969uyelohgVFVi+fLlNmjTJrd6iRQvr0KFDRTctyvVefvllNwp8w4YNbb/99ivKMlQ005MnT7alS5e61Q888ECrV69eRTdlPU8EXnrpJVeSRo0aWbdu3TwpVfpivPPOO7Zs2TK3sGfPnla3bt30K3ow96OPPrJ58+a5kuy5557WrFkzD0pFESojoPdtvX8r9erVy+rUqVOZzYtq3Q8//NA+++wzl+e99trLtttuu6LKf2Uyu3jxYpsyZYrbZJdddrHddtutMpuzrgcC0eu9c+fO1rRpUw9Klb4IX331lU2dOtUt3HXXXU0/vqY1a9bYa6+95oqnc6pzS0oVIACaasIcBBBAAAEEEEAAAQQQQAABBBBAAAEEEPBEgEfgPTmRFAMBBBBAAAEEEEAAAQQQQAABBBBAAAEEUgUIgKaaMAcBBBBAAAEEEEAAAQQQQAABBBBAAAEEPBEgAOrJiaQYCCCAAAIIIIAAAggggAACCCCAAAIIIJAqQAA01YQ5CCCAAAIIIIAAAggggAACCCCAAAIIIOCJgL/D+XlyguJYjCVLltgTTzxhc+bMMY1UqJFHW7dubccff7wXozJq5L0nn3zSNOq9RonWiNgaPXnnnXf27nRrJLo333zTFixY4EaB33HHHe3Xv/61HXTQQd6VlQJVTMDnayJOddv3+3TFrmbWigr4XLc1supTTz1l7733nhsFXqMmd+rUyQ499FCrXbt2lKHop6nbRX8Kq70APl8TcarbujB8vk9X+4Ufgx36XLd1+uL0uZy6XfEKyyjwFbdizTwIvP766zZkyBD7/vvv3ZeKbbfd1nRz3rBhg9WvX98uueQS69mzZx5ykptD6AvUbbfd5nbeqFEjW7t2rftR2YYOHWp77rlnbg6c573qA+Vf/vIXmzJlijvylltu6f6uXLnS/dUXx2HDhrlzmuescbgaEvD9mohL3dbl4/t9uoaqSNEe1ve6vXz5cjvrrLNs/vz57hxts802tnTpUjfdvXt3u/rqq61evXpFe/6iGaduRzWYloDP10Sc6rbv92lqa+UFfK7b0ojL53LqduWvfUuQECgQgaCVYCJoGZjo1q1b4t5770388MMPLmf6O3LkSDe/V69eiS+++KJAcly5bEyfPj2x3377JYLWnok33ngjsXHjxkQQAE0ErV1d2Q444IDEokWLKrfTAl37pptucmXq169fIvjvWzKXs2fPTpx44olu2fXXX5+cz4T/Aj5fE3Gq277fp/2vidVfQp/rtrQuuOAC95514YUXJoKAiQNUPTjllFPc/BtuuKH6UWtgj9TtGkAv8EP6fk3EpW7rMvP9Pl3gVangsud73Y7T53LqduWrF32AZhE0ZpPcCIwZM8a1/AyCnNa/f3/bfPPN3YH0d8CAAdajRw8LgqGm9YoxPfDAA/qHgwVBQVOrkVq1alndunWtT58+dtxxx9m6devs2WefLcailcrzd999Z88995xtttlmdu2111qbNm2Sy9u2bWvXXXede/3888+b1iX5L+D7NRGXuq0r1ff7tP+1sXpL6Hvd/uCDD2zy5MnuaYXBgwdbkyZNHGCLFi3s5ptvdk+qjB071latWlW9sDWwN+p2DaAX+CF9vibiVLd9v08XeDUqyOz5XLcFHpfP5dTt7KoXAdDs3NgqBwLh49JBK8m0e+/SpYub/+mnn6ZdXsgzdYPSlyilQw45JCWr4TwFBdevX5+yvJhmzJgxw3VZUFJS4vpuLZt39ee63XbbuWDw3Llzyy7mtYcCPl8TcarbujR9vk97WPVyXiSf67bw9Iig0v77729bbLGFmw5/6VH4vffe23VjoyBosSfqdrGfwerPv8/XRJzqtu/36eq/8v3fo891O06fy6nb2dVVBkHKzo2tciDw97//3fX3udVWW6Xde9jnVqblaTcqkJnBo98u4KegYPPmzVNypZaRjRs3thUrVljwiH9RD4ikL4RqAarWuumSArwqp1Ixnst0ZWJe+QI+XxNxqts6yz7fp8u/ilmaTsDnuq3yzpo1yxU7/AdsWQOVf+LEiRY8bmd9+/Ytu7ioXlO3i+p05SWzPl8Tcarbvt+n81IZPDuIz3U7Tp/LqdvZVUwCoNm5sVUOBPSoe7rgoA6loFnYwqJ9+/Y5OHpud/nll1+6A5QX8NMyPUangRaKeUR4Pdq/9dZbZwQdN26cazGjRwn1GCHJfwGfr4k41W1dqT7fp/2vidVfQp/rtrQ2Vb/D9/RwgKTqF87fHqnb+bMuliP5fE3EqW77fp8ulvpUSPmMc93WeeA7dyFdjfnPC4/A59+cI2YhMGLECAs6bHYBs969e2exh5rd5Ntvv3UZCL8spctNOFJ6uG66dYp93sKFC2348OGuGKeffrrrB7XYy0T+qyZQ7NdEWF/jXrd1FRT7fbpqVzJblxUo9rqt8myqfsfhfVsO1G0pkKICxX5NULd/PJs+3Kej1yXTVRfwvW5LKA7v3dTtzHWBAGhmG5YUiMBjjz1m+tGgOpdffnlKP1wFks1ys6H+SJT0mHum1KhRI7co06PjmbYrlvlLliyxYMRNC0bRdf2m/eY3vymWrJPPHAn4cE1Qt3+8OHy4T+foMo/lbn2o2xs3bkx25ZLpvTt8316zZo2355m67e2pzbpgxX5NULd/PPU+3KezvojZMK1AsddtFYrP5ea6FOQ7d9pL3M3kEfjMNiypZoFly5a5R5/L7rZBgwYZA4MjR460hx56yAU/r7zySuvYsWPZzYvidcOGDV0+165dmzG/4RcoPZbgW1K/phdddJEtWrTI2rVr50aH962McS5PNnXbl2si7nVb170v9+k41+FMZY9z3dY/XevXr2/ff/+9he/PZZ3C+fXq1Su7yIvX1G0vTmPaQujzqOp3uqSBKnX9p0s+XBPUbXPjDfC5PN0VXvzz4ly3dfbi/rncl+9XuayJBEBzqcu+SwlcddVVNm3atFLz9OLoo492LQOjC9atW2dDhw419RepLxaDBg1yo7BG1ymm6aZNm7rsrly5MmO21f+nUnjjzrhikS3Q4BCXXnqp69+0c+fONnjwYO/KWGSnpNqzW5m6rYP7dE3EuW77dp+u9orhwQ7jXLd1+lS/1b9n+P5c9pSG831736Zulz3T/r2eOXOmDRw4MG3BxowZkzJIpW/XRFzrtk64T5/B0l7AMZ9J3eY7tz6b8J07842AAGhmG5ZUs4ACmelaN9atW7fUkVRpr7jiCpsyZYrro0OB0A4dOpRap9hehEGS8MtSuvyHwdHyBhBKt10hz3v11VddwFMfnA855BAXCK1Th9tOIZ+zbPJW0bqtfft2TcS1bvt4n87m2vd9mzjXbZ3bTQVJfHzfpm77Xqt/LJ9aQab7TK6lGjQnmny8JuJYt3VOffsMFr1Omf5RgLr9YwCU79yXGt+5098ViESkd2FuDgRuvvnmTe5VXybOPfdcmzNnjrVs2dKGDRtmJSUlm9yu0Fdo1qyZy6JakigYWDbou2LFClu6dKl75Gi33XYr9OJUKH9qQaDzp3Tqqada//79K7QdKxWfQEXqtkrl4zURx7rt6326+Gpe7nMc57ot3bB+z5071/bZZ58UcM1X2n333VOWFeMM6nYxnrXs8typUycbP378Jjf29ZqIW93WifbxM9gmL+AYrkDd5js337nLr/jpO3gpfxuWIpATgUQi4VoIKvjZpk0bu+uuu7wIfgqrefPm1rZtW1u9erW98847KX6vvfaabdiwwa2jPlGLPU2aNMluuOEG14pAj79zIy72M1r1/Pt6TcStbvt8n676VR7PPfhat3U2e/bs6U5qukCRBlJRayolfeEs9kTdLvYzWP359/maiFPd1pXh8326+q98//foc92O2+dy6nbl6ysB0MqbsUWOBPSfyRkzZrhHzhQ8a9KkSY6OVDO7PfHEE92BR40aVao/sa+//toeffRRt6xPnz41k7lqPKoGhbjllltMb66nnXaa9e7duxr3zq6KUcD3ayIudVvXnu/36WKsXzWZZ9/rtlp97rTTTvbJJ5/Y2LFjS1E//PDDbqTVVq1aWZcuXUotK8YX1O1iPGu5zbPP10Sc6rbv9+nc1gI/9+5z3dYZi8vncup2dvWzVhCkSGS3KVshUH0CqsAaDCnsr6N27doZd77rrrvaPffck3F5oS5QC88zzzzTZs+e7VqEHnDAAbZ+/Xr3CNKSJUusa9euNmTIkIwjbxZqucrmS18K1XpXqbzzqOUaEKlbt26aJHks4Ps1EZe6HYf7tMfVMCdF871uC23ChAluIEbVc71vq5sa/bN24sSJrjubW2+91Tp27JgT33ztlLqdL+niOU4crok41G1dcXG4TxdPzar5nMahbsflczl1O7v6RB+g2bmxVTULzJs3Lxn81K5148qUFDQsxqRg4D/+8Q/XOlKj2+umpaT5xx13nP3pT38q+uCnyjNt2jT9cam886gV9AghyX8B36+JuNTtONyn/a+N1VtC3+u2tLp37+7et/UPSnVXox8ltQw9//zziz74qbJQt6VAigrE4ZqIQ93WOY3DfTp67TJdvkAc6nZcPpdTt8u/1jMtpQVoJhnmI5BDAQVx1depGmBrkKeGDRvm8GjsGgEE8iVA3c6XNMdBIP8CelpDgxlqAJUddtjBi39a5l+RIyJQeALU7cI7J+QIgeoQ4HN5dSj6tQ8CoH6dT0qDAAIIIIAAAggggAACCCCAAAIIIIAAAhEBBkGKYDCJAAIIIIAAAggggAACCCCAAAIIIIAAAn4JEAD163xSGgQQQAABBBBAAAEEEEAAAQQQQAABBBCICBAAjWAwiQACCCCAAAIIIIAAAggggAACCCCAAAJ+CRAA9et8UhoEEEAAAQQQQAABBBBAAAEEEEAAAQQQiAgQAI1gMIkAAggggAACCCCAAAIIIIAAAggggAACfgkQAPXrfFIaBBBAAAEEEEAAAQQQQAABBBBAAAEEEIgIEACNYDCJAAIIIIAAAggggAACCCCAAAIIIIAAAn4JEAD163xSGgQQQAABBBBAAAEEEEAAAQQQQAABBBCICBAAjWAwiQACCCCAAAIIIIAAAggggAACCCCAAAJ+CRAA9et8UhoEEEAAAQQQQAABBBBAAAEEEEAAAQQQiAgQAI1gMIkAAggggAACCCCAAAIIIIAAAggggAACfgkQAPXrfFIaBBBAAAEEEEAgZwKrV6+26dOnp+x/+fLlVqtWLfczaNCglOXMSC/wn//8J2XBqlWrkpaXX355yvKamnHqqae6fDVu3LimssBxEUAAAQQQQACBrAUIgGZNx4YIIIAAAggggEB8BJ544glr27atvfjii/EpdI5KunjxYvvd735nPXv2zNERcrfbRCKRu52zZwQQQAABBBBAIEcCdXK0X3aLAAIIIIAAAggg4ImAAnbHH3+8J6Wp+WL89a9/tdGjR9vmm2+ekhm1pN1iiy3c/Dp1+KieAsQMBBBAAAEEEEAgCwE+VWWBxiYIIIAAAggggAACCORCoFGjRvb999/nYtfsEwEEEEAAAQQQiK0Aj8DH9tRTcAQQQAABBBBAAAEEEEAAAQQQQAABBPwXoAWo/+eYEiKAAAIIIIAAAlkLvPvuu7ZkyZLk9gsWLLDJkye713vttZfVrl07uSw6oVaMU6ZMMW2/bt0623fffU3rp3vsO7qdplesWGHTpk1zP5ru2LGjderUyXbccceyq6Z9vWHDBnv//fftgw8+sLlz57rttI8OHTpY/fr1026jPCq/Su3atbMGDRqYBil69dVX7Wc/+5kdc8wxtu2225baVv1hfvLJJy6fs2bNsubNm7t8ZjrOwoULTX5ff/2124+2Dy132GEHl8+NGzfae++955Zrfy1btix1zOiLt956y6ZOnWqLFi0ybb/bbru5fkXr1q0bXS1l+ssvv7QPP/zQ/Xz11Ve20047uW1V7qZNm6aszwwEEEAAAQQQQKDoBYIPXiQEEEAAAQQQQAABBNIKBP1QatSbtD/B6O9um2XLliWXX3XVVYkJEyYkgqBhcl64fb169RL33ntv2uNoZhD8S9x4443I5WknAAAPA0lEQVSJIEiasq32cdJJJyV0rPLSv//978Qee+yRdvsguJcIBnNKu3kQRExu8/bbbydOOOGE5Gsde8stt0ysXr06uW0Q+Ex06dKl1DphOZs1a5YYM2ZMct1wYvDgwWnX13bnnXeeW23lypXJdS677LJw01J/x44dm/j5z3+eXC88rv62bt06Yxk///zzRDDwUtrttG3Q92jib3/7WyIIBpc6nl784Q9/cNs1bNgwZRkzEEAAAQQQQACBQhegBWjwaY+EAAIIIIAAAgggkF5ArTZ/+OEH18pRa7Ro0cK1iNR0utafzzzzjAVBNFu/fr1ttdVWFgQJTS0fZ8yYYWvXrrUBAwa4VqAnn3yydpFMajF6xBFHuBaXmrn99tu7bZs0aZJszfnII4+YWj2OGzfO2rRpk9w2nLjzzjvtz3/+s3upvKnVZxAMtXnz5rl9fPPNN9a3b18Lgnk2atSocLOUv3fffbc99thjpeZ37drVguCfm6cy/v73v7dvv/3WNGjRr371K2vfvr3Nnz/ftehUC88jjzzSLr74Yrv++uuT+1FL0s6dO1sQiLT//e9/blv5KpWUlCTXK29CZTznnHNMLUVVRrWMVRnVWlWtUVVWDVilZWq1GqZXXnnFjj32WFu1apVtttlmpvIEwVJTa9mPP/7YtdTVeQ6Crm6d6667LtyUvwgggAACCCCAQPELFHqElvwhgAACCCCAAAII1KxA8Jh0stWgWgiWTdEWoMGn44RaCb744ouJIAiaXFWvg0ez3X622WabRBB4Sy7TxDXXXJM8xplnnlmqtaWWP/roo26/2v9BBx2kWaVSEMRLBI+tu320atUqMWnSpFLLP/vss8Tee++dPIb2F03RFqA6hlqwDh8+PBE8Fp+49dZbE2pZqrR06dJE8Ci8208QtEy8/vrr0d0kgiCry5/2oZ8gYFtquV6cccYZbplaupZN5bUAnT17drJ1bBCIdi1to9urzI0bN3b71jkIug9ILg6CtG6+8j59+vTk/HBCrV7VylV53nrrrRNBcDdc5P4GQePkfkst4AUCCCCAAAIIIFAEAgyCFHzKIyGAAAIIIIAAAghUj4BaFwaPmdthhx1WqoWoXp922mnuIEEQ0dRnZpjUcjJsKan11MoxbG0ZrhM8km533XWXe6nWjP/617/CRe6vWnV+99137pjBI+Ku9Wh0hSAoakEQ07Us1fwLLrjAtXSMrhOdvv/++y0IVLoWlgMHDrQDDzzQLR40aJDrE1XlVCvR/fffP7qZ6yc0CPYmW6iee+65rrVmqZWyfBE8Qm9r1qxxWwcBXNtvv/1K7UmtbdXqVEmtU59++mk3PXHiRNfCUy+GDBni+kJ1CyK/1Edr2Ho2CGi7VqGRxUwigAACCCCAAAJFLUAAtKhPH5lHAAEEEEAAAQQKS0AD8Rx++OFpM6UgW5jCgYD0+oEHHnDBS01fe+21+pM26bF5PRqvpG3CFPRF6h4B1+t+/frZ7rvvHi4q9bdRo0Z2xRVXuHkaOEgB0XRJj9cffPDBKYv0uLgej1dSoDZanujKQb+ppsCn0n//+1+bOXNmdHFW0+pS4IUXXnDbHnDAASnBz3CnCuzq2EGrVfvlL3/pZgf9hdr48eNtxIgRduKJJ4arpvyNdisQ9HeaspwZCCCAAAIIIIBAsQrQB2ixnjnyjQACCCCAAAIIFKBANIhWNnvqAzNMwaPe4aTru1IvgkF4TC011QIxU1J/l4sXL05uo/WCR8OTq/fq1Ss5nW4ieHw+Ofujjz5KTkcnFMRNl7744otkC8xf/OIX5eZTQccwqW9O9UdalaQyKtCrpP47MyWNXn/bbbeVWqzR64PBj9xPqQXBCwV1g+4BTK1E1ao0TAq4khBAAAEEEEAAAV8ECID6ciYpBwIIIIAAAgggUAAC0cBf2ezosfEwBV1FhZPJx601CE8wgnpyfnkTc+bMMe1DgxBFA6A77bRTeZuZlmsbbZspALrrrrum3YcGCwqTHiXXT0WSAqBVTUE/rMld7Ljjjsnpyk689tprFvRb6rogkNunn37qBqeq7H5YHwEEEEAAAQQQKCYBAqDFdLbIKwIIIIAAAgggUOAC9evXr3QOFyxYUOltNGq8RnXfbrvt3Cjz4Q70urykVqbKo/oLXbJkSdpVmzZtmnZ+NvnUjtTHaVWTRm8PUzCIVDhZ4b/BwEemflKDQZ1StlF/q927d7cmTZq4fk1TVmAGAggggAACCCBQ5AIEQIv8BJJ9BBBAAAEEEECg2AVatmxpCi6q78533nmnwsVRn55Kemw+TF9++WVyAKJwXvSvHq9X8FMpU6Azun50WvkM04MPPmi//e1vw5fl/q1Xr165yyuyMNrqM9oatCLb6hH3Qw891NTvqZIeodcj8XosXz+77LKLqXWu+lXVwE4kBBBAAAEEEEDANwECoL6dUcqDAAIIIIAAAggUmYD63Jw0aZLr17Nu3bquL9DKFCHaZ6eCfeWl6PJwQKXy1o8uix5Hj883btw4ujin09HH8jfVEvW+++5zQd527dq50etvueWWZPDzpptuMg2UlC4tXbo0OVt9g5IQQAABBBBAAAFfBH7qiMmXElEOBBBAAAEEEEAAgWoVUJ+ZYYr23RnOq+rftm3bul1o4J0XX3wx4+42btxoGgF9//33t4EDBybXU7+jYR6jA/kkV4hMPPLII8lXPXr0SE5XZEL9h+oReiWNyK78ZEpPPvmkaaCko446yt56661Sq4V5rYzlVltt5R73147Gjh3r+jAttdP/f6E8XXzxxXbOOefYyJEj3Vz1+amkwZDOO+88N53ul4LQYWIQpFCCvwgggAACCCDggwABUB/OImVAAAEEEEAAAQRyKBAG/XSITP1mVuXwf/zjH23LLbd0u1DrxG+//Tbt7tSyUcG8CRMmWPSxcvWJqf4tlcaPH28vv/yymy776/PPP7c77rjDzVZfoQceeGDZVcp9rcfEw8Dr1KlTbfjw4WnXX716tQ0aNMjU7+a4ceMsDPCGK4eea9euNa1b0aSgptK0adPs2WefTbvZQw89lDxHRx99tFtHx1FSP6KLFy9202V/jR492hS0DdO6devCSf4igAACCCCAAAJFL0AAtOhPIQVAAAEEEEAAAQRyK6BBcvRoutIzzzxjzz//vGk08TCwVtWj61H0a665xu1GQcq9997bJk+enNzt3LlzbdiwYXbWWWe5eWoNGQYDw5WGDh3qBvHRa/XNOWLECFuzZo1brFaRL730knXp0sU0eJLS7bffbnXqVL43qCuvvNJatGjh9qFg6BVXXJEM2Op4ap15+OGH24cffujWUZ7L9jW69dZbu2X6pXK/+eab9sEHHyTnZZq46KKLLOwL9OSTT7ZRo0ZZtKXmww8/nHTZc889XetT7UvlVtL5uvzyyy3ah6gGklIgVwHkaItU9ZVKQgABBBBAAAEEfBEgAOrLmaQcCCCAAAIIIIBAjgRq167tRgnX7ufNm2dHHnmkaz05a9asajvi2WefbQMGDHD7UzBQQTu17NTj7Rqk55JLLjG1SmzQoIF7/DwMBIYZaNasmSkAqGDjDz/8YGeccYZrVbrHHnu4wOhhhx3mWj+qFeeQIUOsb9++4aaV+quBlzRQUElJiamfTO1LrVfVylPHVvBTAU2lY445xgVuyx5Aj/CHj8HfeOONzvayyy4ru1rKa41erzI2b97cBXL79+/v+iHVQEYKqvbr18+18lTr1qeffjr5uP7gwYOdpXZ4//33u+0VZJaN3MIg7T333JMMCs+cOTPl+MxAAAEEEEAAAQSKVYAAaLGeOfKNAAIIIIAAAgjkUUB9aypwF330fPbs2dWWA7XGVJ+Veny9ffv2blRytUL85JNP3DEUhFWAb8qUKbbvvvumPW7v3r1NQdk+ffq4QKlaPOq1HjNX4POQQw5xLVcrEmxMe4D/n9mtWzdTgFABWwU/1cJUgyKFj7O3bt3a7r77bnv88cdN+S6bunfv7lqgKpAZpopa6tgzZsywk046yZVRwV69Xr58uTvW6aef7sqs/krDpNHr33jjDevVq5ebpZae7777rltPAzkpWKwWq+qKYJ999nHrKMgbbREa7ou/CCCAAAIIIIBAMQrUCj7YJIox4+QZAQQQQAABBBBAIP8CCirOmTPHDchT9tHu6szNd999ZwoKLly40D32vfPOO1dq1HUFJZVPBfbUOlIjuFd21PeKlmf+/PkumKi+PZVPBRwVcK1IWrRokRuxXdtsvvnmFdkkuY7K+Omnn9rHH3/sHstv06aNC4omV0gzoePJZeXKlS7QrJa0YWvUNKszCwEEEEAAAQQQ8EKAAKgXp5FCIIAAAggggAACCCCAAAIIIIAAAggggEA6gYr9azrdlsxDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQKXIAAaIGfILKHAAIIIIAAAggggAACCCCAAAIIIIAAAtkLEADN3o4tEUAAAQQQQAABBBBAAAEEEEAAAQQQQKDABQiAFvgJInsIIIAAAggggAACCCCAAAIIIIAAAgggkL0AAdDs7dgSAQQQQAABBBBAAAEEEEAAAQQQQAABBApcgABogZ8gsocAAggggAACCCCAAAIIIIAAAggggAAC2QsQAM3eji0RQAABBBBAAAEEEEAAAQQQQAABBBBAoMAFCIAW+AkiewgggAACCCCAAAIIIIAAAggggAACCCCQvQAB0Ozt2BIBBBBAAAEEEEAAAQQQQAABBBBAAAEEClyAAGiBnyCyhwACCCCAAAIIIIAAAggggAACCCCAAALZCxAAzd6OLRFAAAEEEEAAAQQQQAABBBBAAAEEEECgwAUIgBb4CSJ7CCCAAAIIIIAAAggggAACCCCAAAIIIJC9AAHQ7O3YEgEEEEAAAQQQQAABBBBAAAEEEEAAAQQKXIAAaIGfILKHAAIIIIAAAggggAACCCCAAAIIIIAAAtkLEADN3o4tEUAAAQQQQAABBBBAAAEEEEAAAQQQQKDABQiAFvgJInsIIIAAAggggAACCCCAAAIIIIAAAgggkL0AAdDs7dgSAQQQQAABBBBAAAEEEEAAAQQQQAABBApcgABogZ8gsocAAggggAACCCCAAAIIIIAAAggggAAC2Qv8H8apRhNi8gbhAAAAAElFTkSuQmCC)
While the log transformation improved the distributions somewaht, the data still does not appear to be normally distributed for each group. However, we do have a very large number of observations per group:
## Count the number of observations per treatment
NHANES %>%
count(HealthGen)
## # A tibble: 5 x 2
## HealthGen n
## <fct> <int>
## 1 Poor 184
## 2 Fair 934
## 3 Good 2803
## 4 Vgood 2367
## 5 Excellent 848
As such, we may rely on the cental limit theorem. Remember, the cental limit theorem that when the number of observations is sufficiently large (i.e. >100), we will assume that the distribution of the sample mean will approximate a normal distribution, even if the underlying data is not normally distributed.
Analysis
ANOVA
fit <- lm(log(BPSys1)~HealthGen, NHANES)
fit_anova <- anova(fit)
fit_anova
## Analysis of Variance Table
##
## Response: log(BPSys1)
## Df Sum Sq Mean Sq F value Pr(>F)
## HealthGen 4 1.908 0.4771 25.788 < 2.2e-16 ***
## Residuals 7131 131.931 0.0185
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
print(paste("Not-rounded p-value:", fit_anova$`Pr(>F)`[1]))
## [1] "Not-rounded p-value: 2.99356182478463e-21"
The p-value of the ANOVA analysis is extremely significant (p-value = 2.994e-21), so we reject the null hypothesis that the mean egg length is equal between the different bird types. We can say that the mean egg length is significantly different between at least two bird types on the 5% significance level.
Based on this analysis, we do not yet know between which particular bird types there is a significant difference. To study this, we will perfrom the Tuckey post-hoc analysis.
Post-hoc analysis
library(multcomp, quietly = TRUE)
mcp <- glht(fit, linfct = mcp(HealthGen = "Tukey"))
summary(mcp)
##
## Simultaneous Tests for General Linear Hypotheses
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: lm(formula = log(BPSys1) ~ HealthGen, data = NHANES)
##
## Linear Hypotheses:
## Estimate Std. Error t value Pr(>|t|)
## Fair - Poor == 0 -0.015828 0.010971 -1.443 0.57595
## Good - Poor == 0 -0.036762 0.010351 -3.551 0.00299 **
## Vgood - Poor == 0 -0.059415 0.010410 -5.708 < 0.001 ***
## Excellent - Poor == 0 -0.055476 0.011062 -5.015 < 0.001 ***
## Good - Fair == 0 -0.020934 0.005139 -4.074 < 0.001 ***
## Vgood - Fair == 0 -0.043587 0.005256 -8.293 < 0.001 ***
## Excellent - Fair == 0 -0.039648 0.006452 -6.145 < 0.001 ***
## Vgood - Good == 0 -0.022653 0.003797 -5.966 < 0.001 ***
## Excellent - Good == 0 -0.018714 0.005331 -3.511 0.00355 **
## Excellent - Vgood == 0 0.003938 0.005444 0.723 0.94608
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- single-step method)
##
## Simultaneous Confidence Intervals
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: lm(formula = log(BPSys1) ~ HealthGen, data = NHANES)
##
## Quantile = 2.684
## 95% family-wise confidence level
##
##
## Linear Hypotheses:
## Estimate lwr upr
## Fair - Poor == 0 -0.015828 -0.045274 0.013617
## Good - Poor == 0 -0.036762 -0.064545 -0.008979
## Vgood - Poor == 0 -0.059415 -0.087355 -0.031475
## Excellent - Poor == 0 -0.055476 -0.085167 -0.025786
## Good - Fair == 0 -0.020934 -0.034727 -0.007141
## Vgood - Fair == 0 -0.043587 -0.057694 -0.029480
## Excellent - Fair == 0 -0.039648 -0.056965 -0.022332
## Vgood - Good == 0 -0.022653 -0.032844 -0.012462
## Excellent - Good == 0 -0.018714 -0.033022 -0.004407
## Excellent - Vgood == 0 0.003938 -0.010672 0.018549
Conclusion
We have found an extremely significant dependence (p-value = 2.994e-21), between the mean systolic blood pressure and the health group on the global 5% significance level.
The mean logarithm of systolic blood pressure in the self-reported health category Poor
is significantly higher as compared three other groups:
- the
Good
group (adjusted p-value = < 0.001, mean difference = -0.036762 mmHg, 95% CI [-0.034725; -0.007142])
- the
Vgood
group (adjusted p-value = < 0.001, mean difference = -0.059415 mmHg, 95% CI [-0.087352; -0.031477])
- the
Excellent
group (adjusted p-value = < 0.001, mean difference = -0.059415 mmHg, 95% CI [-0.085164; -0.025789])
The mean logarithm of systolic blood pressure in the self-reported health category Fair
is significantly higher as compared three other groups:
- the
Good
group (adjusted p-value = 0.00317, mean difference = -0.020934 mmHg, 95% CI [-0.064542; -0.008982])
- the
Vgood
group (adjusted p-value = < 0.001, mean difference = -0.043587 mmHg, 95% CI [-0.057692; -0.029481])
- the
Excellent
group (adjusted p-value = < 0.001, mean difference = -0.039648 mmHg, 95% CI [-0.056963; -0.022333])
The mean logarithm of systolic blood pressure in the self-reported health category Good
is significantly higher as compared two other groups:
- the
Vgood
group (adjusted p-value = < 0.001, mean difference = -0.022653 mmHg, 95% CI [-0.032843; -0.012463])
- the
Excellent
group (adjusted p-value = 0.00362, mean difference = -0.018714 mmHg, 95% CI [-0.033021; -0.004408])
We do not find enough evidence to claim a difference in systolic blood pressure levels between the other groups.
Note that in order to interpret the outcomes on the original scale, we should backtransform the outcomes with the exp()
functions (interpretation on the geometric mean).
---
title: "Tutorial 7.2: ANOVA in the NHANES dataset"   
output:
    html_document:
      code_download: true    
      theme: cosmo
      toc: true
      toc_float: true
      highlight: tango
      number_sections: true
---

To experiment more with the concepts of ANOVA, we will perform a
short analysis on the NHANES dataset.

# The NHANES dataset

The National Health and Nutrition Examination Survey (NHANES)
contains data that has been collected since 1960. For this tutorial,
we will make use of the data that were collected between 2009 and 
2012, for 10.000 U.S. civilians. The dataset contains a large number of
physical, demographic, nutritional and life-style-related parameters.

# Goal

In the NHANES dataset, one of the columns is named `HealthGen`. 
HealthGen is a self-reported rating of a participant’s health 
in general terms. HealthGen is reported for participants aged 12
years or older. It is a factor with the following levels:
Excellent, Vgood, Good, Fair, or Poor.

We want to test whether or not the mean systolic blood pressure 
value (take column `BPSys1`) is equal between the five self-reported
health categories. To this end, we will use an ANOVA analysis
(if the required assumptions are met).

# Load the required libraries

```{r, message = FALSE}
library(tidyverse)
```

# Data import  

```{r, message=FALSE, warning=FALSE}
NHANES <- read_csv("https://raw.githubusercontent.com/GTPB/PSLS20/master/data/NHANES.csv")
glimpse(NHANES[1:10])
```

# Data Exploration

```{r}
NHANES %>%
  ggplot(aes(x=HealthGen,y=BPSys1,fill=HealthGen)) + 
  scale_fill_brewer(palette="RdGy") +
  theme_bw() +
  geom_boxplot(outlier.shape=NA) +
  #geom_jitter(width = 0.2,size=0.01) + ## omitted as it makes the plot messy
  ggtitle("Boxplot of the systolic bloodpressure for each health category") +
  ylab("Systolic blood pressure (mmHg)") + 
  stat_summary(fun.y=mean, geom="point", shape=5, size=3, color="black", fill="black")
```

This plot is not ideal; it would be far more intuitive if
the health categories were ordered properly (i.e., Poor --> excellent).
In addition, we observe a sixth "category" of NA values.

To improve the plot you should:

1. Filter out subjects with NA values for HealthGen or BPSys1
2. Set HealthGen to a factor and relevel it to Poor --> Excellent

The second task can be achieved by using the `mutate`, `as.factor`
and `fct_relevel` functions.

```{r}
NHANES <- NHANES %>%
  filter(!is.na(HealthGen),!is.na(BPSys1)) %>%
  mutate(HealthGen = as.factor(HealthGen)) %>%
  mutate(HealthGen =fct_relevel(HealthGen,c("Poor","Fair","Good","Vgood","Excellent")))
```

```{r}
NHANES %>%
  ggplot(aes(x=HealthGen,y=BPSys1,fill=HealthGen)) + 
  scale_fill_brewer(palette="RdGy") +
  theme_bw() +
  geom_boxplot(outlier.shape=NA) +
  ggtitle("Boxplot of the systolic bloodpressure for each health category") +
  ylab("Systolic blood pressure (mmHg)") + 
  stat_summary(fun.y=mean, geom="point", shape=5, size=3, color="black", fill="black")
```

## Check the assumptions for ANOVA

To study whether or not the observed difference between the
average systolic blood pressure values of the different health groups
are significant, we may perform an ANOVA.

The null hypothesis of ANOVA states that:
$H0$: The mean systolic blood pressure is equal between the different health groups.

The alternative hypothesis of ANOVA states that:
$HA$: The mean systolic blood pressure for at least one health group is different 
from the mean systolic blood pressure in at least one other health group.

Before we may proceed with the analysis, we must make sure that all
assumptions for ANOVA are met. ANOVA has three assumptions:

1. The observations are independent of each other (in all groups)
2. The data (BPSys1) must be normally distributed (in all groups)
3. The variability within all groups is similar

### Assumption of independence

The first assumption is met; there shoud be no specific
pattterns of dependence.

### Assumption of normality

For the second assumption, we must check normality in each group.

```{r}
NHANES %>% 
  ggplot(aes(sample=BPSys1)) +
  geom_qq() +
  geom_qq_line() + 
  facet_grid(~HealthGen)
```

The data does not appear to be normally distributed for
each group. It seems to have a heavy right tail. We can
perform a log transformation on the data.

```{r}
NHANES %>% 
  mutate(BPSys1_log = log(BPSys1)) %>%
  ggplot(aes(sample=BPSys1_log)) +
  geom_qq() +
  geom_qq_line() + 
  facet_grid(~HealthGen)
```

While the log transformation improved the distributions somewaht,
the data still does not appear to be normally distributed for
each group. However, we do have a very large number of
observations per group:

```{r}
## Count the number of observations per treatment
NHANES %>%
  count(HealthGen)
```

As such, we may rely on the cental limit theorem.
Remember, the cental limit theorem that when the number
of observations is sufficiently large (i.e. >100), we 
will assume that the distribution of the sample mean will 
approximate a normal distribution, even if the underlying
data is not normally distributed.

# Analysis

## ANOVA

```{r}
fit <- lm(log(BPSys1)~HealthGen, NHANES)
fit_anova <- anova(fit)
fit_anova
print(paste("Not-rounded p-value:", fit_anova$`Pr(>F)`[1]))
```

The p-value of the ANOVA analysis is extremely significant
(p-value = `r format(fit_anova$"Pr(>F)"[1],digits=4)`), 
so we reject the null hypothesis that the mean 
egg length is equal between the different bird types.
We can say that the mean egg length is significantly different
between at least two bird types on the 5% significance level.

Based on this analysis, we do not yet know between which particular
bird types there is a significant difference. To study this, we will
perfrom the Tuckey post-hoc analysis.

## Post-hoc analysis

```{r,message=FALSE}
library(multcomp, quietly = TRUE)
mcp <- glht(fit, linfct = mcp(HealthGen = "Tukey"))
summary(mcp)
confint(mcp)
```

# Conclusion

We have found an extremely significant dependence (p-value = `r format(fit_anova$"Pr(>F)"[1],digits=4)`), 
between the mean systolic blood pressure and the health group
on the global 5% significance level.

The mean logarithm of systolic blood pressure in the self-reported health
category `Poor` is significantly higher as compared three other groups:

- the `Good` group (adjusted p-value = < 0.001, mean difference = -0.036762 mmHg, 95% CI [-0.034725; -0.007142])
- the `Vgood` group (adjusted p-value = < 0.001, mean difference = -0.059415 mmHg, 95% CI [-0.087352; -0.031477])
- the `Excellent` group (adjusted p-value = < 0.001, mean difference = -0.059415 mmHg, 95% CI [-0.085164; -0.025789])

The mean logarithm of  systolic blood pressure in the self-reported health
category `Fair` is significantly higher as compared three other groups:

- the `Good` group (adjusted p-value = 0.00317, mean difference = -0.020934  mmHg, 95% CI [-0.064542; -0.008982])
- the `Vgood` group (adjusted p-value = < 0.001, mean difference = -0.043587 mmHg, 95% CI [-0.057692; -0.029481])
- the `Excellent` group (adjusted p-value = < 0.001, mean difference = -0.039648 mmHg, 95% CI [-0.056963; -0.022333])

The mean logarithm of systolic blood pressure in the self-reported health
category `Good` is significantly higher as compared two other groups:

- the `Vgood` group (adjusted p-value = < 0.001, mean difference = -0.022653 mmHg, 95% CI [-0.032843; -0.012463])
- the `Excellent` group (adjusted p-value = 0.00362, mean difference = -0.018714 mmHg, 95% CI [-0.033021; -0.004408])

We do not find enough evidence to claim a difference in systolic
blood pressure levels between the other groups.

Note that in order to interpret the outcomes on the original scale,
we should backtransform the outcomes with the `exp()` functions 
(interpretation on the geometric mean).








