diff --git a/images/spiral_graph_shortMoti106.png b/images/spiral_graph_shortMoti106.png
index 009881d..11ca4cc 100644
Binary files a/images/spiral_graph_shortMoti106.png and b/images/spiral_graph_shortMoti106.png differ
diff --git a/images/spiral_graph_shortMoti121.png b/images/spiral_graph_shortMoti121.png
index 9540ffe..0d46f36 100644
Binary files a/images/spiral_graph_shortMoti121.png and b/images/spiral_graph_shortMoti121.png differ
diff --git a/images/spiral_graph_shortMoti137.png b/images/spiral_graph_shortMoti137.png
index 492446c..019dcc5 100644
Binary files a/images/spiral_graph_shortMoti137.png and b/images/spiral_graph_shortMoti137.png differ
diff --git a/images/spiral_graph_shortMoti138.png b/images/spiral_graph_shortMoti138.png
index 9a462e3..42afdd4 100644
Binary files a/images/spiral_graph_shortMoti138.png and b/images/spiral_graph_shortMoti138.png differ
diff --git a/images/spiral_graph_shortMoti140.png b/images/spiral_graph_shortMoti140.png
index 90fd514..479a146 100644
Binary files a/images/spiral_graph_shortMoti140.png and b/images/spiral_graph_shortMoti140.png differ
diff --git a/images/spiral_graph_shortMoti143.png b/images/spiral_graph_shortMoti143.png
index 088b4bd..138d9b6 100644
Binary files a/images/spiral_graph_shortMoti143.png and b/images/spiral_graph_shortMoti143.png differ
diff --git a/images/spiral_graph_shortMoti148.png b/images/spiral_graph_shortMoti148.png
index 7dd34d3..47a34a5 100644
Binary files a/images/spiral_graph_shortMoti148.png and b/images/spiral_graph_shortMoti148.png differ
diff --git a/images/spiral_graph_shortMoti149.png b/images/spiral_graph_shortMoti149.png
index 81292ac..27a777a 100644
Binary files a/images/spiral_graph_shortMoti149.png and b/images/spiral_graph_shortMoti149.png differ
diff --git a/images/spiral_graph_shortMoti150.png b/images/spiral_graph_shortMoti150.png
index 02ce414..bcf3c89 100644
Binary files a/images/spiral_graph_shortMoti150.png and b/images/spiral_graph_shortMoti150.png differ
diff --git a/images/spiral_graph_shortMoti151.png b/images/spiral_graph_shortMoti151.png
index fcda065..7ce8c54 100644
Binary files a/images/spiral_graph_shortMoti151.png and b/images/spiral_graph_shortMoti151.png differ
diff --git a/images/spiral_graph_shortMoti156.png b/images/spiral_graph_shortMoti156.png
index f2d7c92..e53d935 100644
Binary files a/images/spiral_graph_shortMoti156.png and b/images/spiral_graph_shortMoti156.png differ
diff --git a/images/spiral_graph_shortMoti157.png b/images/spiral_graph_shortMoti157.png
index 89a86de..2292e6d 100644
Binary files a/images/spiral_graph_shortMoti157.png and b/images/spiral_graph_shortMoti157.png differ
diff --git a/images/spiral_graph_shortMoti164.png b/images/spiral_graph_shortMoti164.png
index 0987c33..2187fb9 100644
Binary files a/images/spiral_graph_shortMoti164.png and b/images/spiral_graph_shortMoti164.png differ
diff --git a/work_motivation_RNs.Rmd b/work_motivation_RNs.Rmd
index b17275f..6255726 100644
--- a/work_motivation_RNs.Rmd
+++ b/work_motivation_RNs.Rmd
@@ -174,7 +174,7 @@ user_row_lengths_df$X1 <- as.numeric(user_row_lengths_df$X1)
# User_list <- c('Moti148', 'Moti143', 'Moti140', 'Moti156', 'Moti151')
User_list <- c(
# 'Moti114',
- 'Moti147',
+ # 'Moti147',
'Moti149',
'Moti164',
'Moti106',
@@ -243,7 +243,7 @@ RP_measures_list <- quiet(lapply(df_list_imp_scal, apply_RP_measures, vars, emLa
```{r, fig.width=15, fig.height=7}
all_RP_measures_df <- reshape::merge_all(RP_measures_list)
-rqa_feature <- "DET" #TT_vl
+rqa_feature <- "ENT_dl" #TT_vl DET
all_RP_measures_df_long <- melt(all_RP_measures_df[, c("feature", rqa_feature)], id.vars = "feature")
diff --git a/work_motivation_RNs.nb.html b/work_motivation_RNs.nb.html
index bfc9315..42c51f7 100644
--- a/work_motivation_RNs.nb.html
+++ b/work_motivation_RNs.nb.html
@@ -280,10 +280,10 @@ og_par <- par()
devtools::session_info()
-
+
@@ -492,7 +492,7 @@ df_list <- split(dai_df[c("User", vars)], dai_df["User"])
Select users with long enough time series
-
+
user_row_lengths_list <- lapply(df_list, function(x) length(rownames(x)))
user_row_lengths_df <- t(data.frame(user_row_lengths_list))
user_row_lengths_df <- data.frame(cbind(user_row_lengths_df, unique(dai_df$User)))
@@ -504,7 +504,7 @@ user_row_lengths_df$X1 <- as.numeric(user_row_lengths_df$X1)
# User_list <- c('Moti148', 'Moti143', 'Moti140', 'Moti156', 'Moti151')
User_list <- c(
# 'Moti114',
- 'Moti147',
+ # 'Moti147',
'Moti149',
'Moti164',
'Moti106',
@@ -532,8 +532,8 @@ df_list <- df_list[names(df_list) %in% User_list]
df_list_imp <- lapply(df_list, apply_imputation, vars)
-
-Number of logged events: 60replacement element 1 has 125 rows to replace 60 rowsNumber of logged events: 35replacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rows
+
+Number of logged events: 60replacement element 1 has 125 rows to replace 60 rowsNumber of logged events: 35replacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rowsreplacement element 1 has 125 rows to replace 60 rows
df_list_imp_scal <- lapply(df_list_imp, apply_scaling, vars)
@@ -542,10 +542,10 @@ df_list_imp[example_user]
$Moti143
-
+
@@ -555,10 +555,10 @@ df_list_imp[example_user]
$Moti143
-
+
@@ -610,10 +610,10 @@ df_list_imp_scal <- df_list_imp_scal[!names(df_list_imp_scal) %in% user_drop_
Identify the feature with the most variable Determinism (variance within users) and assign this the feature of interest for the rest of the analysis.
-
+
all_RP_measures_df <- reshape::merge_all(RP_measures_list)
-rqa_feature <- "DET" #TT_vl
+rqa_feature <- "ENT_dl" #TT_vl DET
all_RP_measures_df_long <- melt(all_RP_measures_df[, c("feature", rqa_feature)], id.vars = "feature")
@@ -624,7 +624,7 @@ g <- ggplot(all_RP_measures_df_long, aes(x=feature, y=value)) +
print(g)
-
+
@@ -641,8 +641,8 @@ print("New feature of interest:")
feature_of_interest
-
-[1] "enjoyment"
+
+[1] "satisfaction_work"
@@ -651,47 +651,44 @@ print("New feature of interest:")
Spiral graphs of the feature of interest per user with embedding lag and embedding dimension the same across all users
-
-
+
+
-
+
-
+
-
+
-
+
-
+
-
+
-
+
-
+
-
+
-
+
-
+
-
-
-
-
+
@@ -699,7 +696,7 @@ print("New feature of interest:")
plot.ts(x=df_list_imp_scal[["Moti156"]]$enjoyment)
-
+
plot.ts(x=df_list[["Moti156"]]$enjoyment)
@@ -726,7 +723,7 @@ print("New feature of interest:")
-LS0tCnRpdGxlOiAiUmVjdXJyZW5jZSBOZXR3b3JrcyBvZiBEYWlseSBxdWVzdGlvbm5haXJlcyBvbiB3b3JrIG1vdGl2YXRpb24iCnN1YnRpdGxlOiAiICIKYXV0aG9yOiAKLSAiSmFtZXMgVHdvc2UiCm91dHB1dDoKICBodG1sX25vdGVib29rOgogICAgY29kZV9mb2xkaW5nOiBoaWRlCi0tLQoKIyMgVXNpbmcgcmVjdXJyZW5jZSBuZXR3b3JrcyB0byBzdW1tYXJpc2UgdGltZSBzZXJpZXMgb2YgTVMgdXNlcnMgaW4gQVBQUyBNUwoKIyMjIyBSZWFkIGluIG5lY2Vzc2FyeSBsaWJyYXJpZXMsIGZ1bmN0aW9ucyBhbmQgbG9vayB1cCB0YWJsZXMKCmBgYHtyIGVjaG89VFJVRSwgd2FybmluZz1GQUxTRSwgbWVzc2FnZT1GQUxTRX0KbGlicmFyeShpZ3JhcGgpCmxpYnJhcnkocWdyYXBoKQpsaWJyYXJ5KGNhc25ldCkKbGlicmFyeShwbHlyKQpsaWJyYXJ5KGRwbHlyKQpsaWJyYXJ5KHRpZHlyKQpsaWJyYXJ5KGNhcmV0KQpsaWJyYXJ5KHBzeWNoKQpsaWJyYXJ5KGxtZTQpCmxpYnJhcnkocmVzaGFwZTIpCmxpYnJhcnkobHVicmlkYXRlKQpsaWJyYXJ5KHBhcmFsbGVsKQpsaWJyYXJ5KHdlc2FuZGVyc29uKQpsaWJyYXJ5KHN0cmluZ3IpCmxpYnJhcnkobWF0cml4U3RhdHMpCmxpYnJhcnkoZ2d0aGVtZXMpCmxpYnJhcnkoZ3JpZEV4dHJhKQpsaWJyYXJ5KGNvd3Bsb3QpCmxpYnJhcnkoRGF0YUV4cGxvcmVyKQoKCiMgc2F2ZSB0aGUgb3JpZ2luYWwgcGxvdHRpbmcgc3BhY2UgcGFyYW1ldGVycwpvZ19wYXIgPC0gcGFyKCkKYGBgCgojIyMjIyBTaG93IHRoZSBzZXNzaW9uIGluZm9ybWF0aW9uCmBgYHtyfQpkZXZ0b29sczo6c2Vzc2lvbl9pbmZvKCkKYGBgCgojIyMjIFJlYWQgaW4gZGF0YQoKYGBge3IsIGVjaG89RkFMU0UsIHdhcm5pbmc9RkFMU0UsIG1lc3NhZ2U9RkFMU0V9CiMgZGFpX2RmIDwtIHJlYWQuY3N2KCJkYXRhL3JlbGFwc2Vfd19tYXRjaGVkX3VzZXJzX2tleV9jbHVzdGVycy5jc3YiLCByb3cubmFtZXMgPSAiWCIpCmRhaV9kZiA8LSByZWFkLmNzdigiZGF0YS9tb3RpX2ZlYXNpYmlsaXR5X2phbWVzX2RhaWx5X3Bpdm90LmNzdiIsIHJvdy5uYW1lcyA9ICJYIikKZmVhdHVyZV9vZl9pbnRlcmVzdCA8LSAiZGVkaWNhdGlvbiIKYGBgCgpgYGB7cn0KcGxvdF9pbnRybyhkYWlfZGYpCnBsb3RfYmFyKGRhaV9kZikKcGxvdF9jb3JyZWxhdGlvbihkYWlfZGYpCmBgYAoKCmBgYHtyLCBlY2hvPVRydWUsIHdhcm5pbmc9RkFMU0UsIG1lc3NhZ2U9RkFMU0V9CmV4YW1wbGVfdXNlciA8LSAiTW90aTE0MyIKZGYgPC0gZGFpX2RmW2RhaV9kZlsiVXNlciJdID09IGV4YW1wbGVfdXNlciwgXQojIHZhcnMgPC0gY29sbmFtZXMoZGFpX2RmKVs1OjhdI1szOjYwXQp2YXJzIDwtIGMoImFic29ycHRpb24iLCAiYW1vdGl2YXRpb24iLCAiYXV0b25vbXkiLCAiY29tcGV0ZW5jZSIsICJkZWRpY2F0aW9uIiwgImVtb3Rpb25hbF9kcmFpbiIsICJlbmpveW1lbnQiLCAKICAgICAgICAgICJleHRlcm5hbC5wcmVzc3VyZSIsICJpbXBvcnRhbmNlIiwgImludGVyZXN0IiwgImludGVybmFsLnByZXNzdXJlIiwgInByb2R1Y3Rpdml0eV93b3JrIiwgInJlbGF0ZWRuZXNzIiwgInNhdGlzZmFjdGlvbl93b3JrIiwgInRpbWVfcHJlc3N1cmUiLCAidmlnb3IiKQp2YXJzCmBgYAoKIyMjIFNwbGl0IHRoZSBrZXlzdHJva2UgZGYgaW50byBhIGxpc3Qgb2YgZGZzIGJhc2VkIG9uIFVzZXIKCmBgYHtyfQojIGhlYWQoZGFpX2RmKQojIGRhaV9kZiAlPiUgZ3JvdXBfYnkoVXNlcikgJT4lIHN1bW1hcml6ZShjb3VudCA9IG4oKSkKCmRmX2xpc3QgPC0gc3BsaXQoZGFpX2RmW2MoIlVzZXIiLCB2YXJzKV0sIGRhaV9kZlsiVXNlciJdKQpgYGAKCiMjIyBEZWZpbmUgdGhlIGZ1bmN0aW9ucyB3aGljaCB3aWxsIGJlIGFwcGxpZWQgdG8gZWFjaCB1c2VyIGluZGl2aWR1YWxseQoKYGBge3IsIGVjaG89RkFMU0UsIHdhcm5pbmc9RkFMU0UsIG1lc3NhZ2U9RkFMU0V9CiMgSW1wdXRlIG1pc3NpbmcgdmFsdWVzIHdpdGggQ2xhc3NpZmljYXRpb24gQW5kIFJlZ3Jlc3Npb24gVHJlZXMgLyBSYW5kb20gRm9yZXN0cwojIFJGIGFuZCBDQVJUIHJldHVybiAoaWRlbnRpY2FsKSBkaXNjcmV0ZSBudW1iZXJzCiMgaW1wLmNhcnQgIDwtIG1pY2U6Om1pY2UoZGZbdmFyc10sIG1ldGhvZCA9ICdjYXJ0JywgcmVtb3ZlLmNvbnN0YW50ID0gVFJVRSwgcmVtb3ZlLmNvbGxpbmVhciA9IFRSVUUsIHByaW50RmxhZyA9IEZBTFNFKQojIGRmX2ltcCAgPC0gbWljZTo6Y29tcGxldGUoaW1wLmNhcnQpCgpxdWlldCA8LSBmdW5jdGlvbih4KSB7IAogIHNpbmsodGVtcGZpbGUoKSkgCiAgb24uZXhpdChzaW5rKCkpIAogIGludmlzaWJsZShmb3JjZSh4KSkgCn0gCgphcHBseV9pbXB1dGF0aW9uIDwtIGZ1bmN0aW9uKGRmLCB2YXJzKXsKICBpbXAuY2FydCAgPC0gbWljZTo6bWljZShkZlsxOjYwLCB2YXJzXSwgbWV0aG9kID0gJ2NhcnQnLCByZW1vdmUuY29uc3RhbnQgPSBUUlVFLCByZW1vdmUuY29sbGluZWFyID0gVFJVRSwgcHJpbnRGbGFnID0gRkFMU0UpCiAgIyBpbXAuY2FydCAgPC0gbWljZTo6bWljZShkZlt2YXJzXSwgbWV0aG9kID0gJ2NhcnQnLCByZW1vdmUuY29uc3RhbnQgPSBUUlVFLCByZW1vdmUuY29sbGluZWFyID0gVFJVRSwgcHJpbnRGbGFnID0gRkFMU0UpCiAgZGZfaW1wICA8LSBtaWNlOjpjb21wbGV0ZShpbXAuY2FydCkKICBkZl9pbXBbIlVzZXIiXSA8LSBkZlsiVXNlciJdCiAgcmV0dXJuKGRmX2ltcCkKfQoKCmFwcGx5X3NjYWxpbmcgPC0gZnVuY3Rpb24oZGYsIHZhcnMpIHsKICBkZl9zY2FsIDwtIGRhdGEuZnJhbWUoYXBwbHkoZGZbdmFyc10sIDIsIGVsYXNjZXIpKQogIGRmX3NjYWxbIlVzZXIiXSA8LSBkZlsiVXNlciJdCiAgcmV0dXJuKGRmX3NjYWwpCn0KCmFwcGx5X1JQX21lYXN1cmVzIDwtIGZ1bmN0aW9uKGRmLCB2YXJzLCBlbURpbSwgZW1MYWcpIHsKCiAgUlBzIDwtIHBseXI6OmxscGx5KDE6bGVuZ3RoKHZhcnMpLCBmdW5jdGlvbihyKSBycCh5MSA9IGRmWzE6NjAsIHJdLCBlbURpbSA9IGVtRGltLCBlbUxhZyA9IGVtTGFnLCBlbVJhZCA9IE5BLCB0YXJnZXRWYWx1ZSA9IDAuMDUpKQogICMgUlBzIDwtIHBseXI6OmxscGx5KDE6bGVuZ3RoKHZhcnMpLCBmdW5jdGlvbihyKSBycCh5MSA9IGRmWywgcl0sIGVtRGltID0gZW1EaW0sIGVtTGFnID0gZW1MYWcsIGVtUmFkID0gTkEsIHRhcmdldFZhbHVlID0gMC4wNSkpCiAgcHJpbnQoZGZbMSwgIlVzZXIiXSkKICBSUF9tZWFzdXJlc19saXN0IDwtIHBseXI6OmxscGx5KFJQcywgZnVuY3Rpb24ocikgcnBfbWVhc3VyZXMoUk09ciwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIGVtUmFkID0gMC4wNSwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIERMbWluID0gMiwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIFZMbWluID0gMiwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIEhMbWluID0gMiwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIHNpbGVudCA9IFRSVUUpKQogIAogIHVzZXJfcnBfbWVhc3VyZXNfZGYgPC0gcmVzaGFwZTo6bWVyZ2VfYWxsKFJQX21lYXN1cmVzX2xpc3QpIAogIHVzZXJfcnBfbWVhc3VyZXNfZGYgPC0gdXNlcl9ycF9tZWFzdXJlc19kZltvcmRlcihhcy5udW1lcmljKHJvd25hbWVzKHVzZXJfcnBfbWVhc3VyZXNfZGYpKSksIF0KICB1c2VyX3JwX21lYXN1cmVzX2RmWyJmZWF0dXJlIl0gPC0gdmFycwogIHVzZXJfcnBfbWVhc3VyZXNfZGZbIlVzZXIiXSA8LSBkZlsiVXNlciJdCiAgcmV0dXJuKHVzZXJfcnBfbWVhc3VyZXNfZGYpCn0KCgphcHBseV9STl9wbG90cyA8LSBmdW5jdGlvbihkZiwgZmVhdHVyZV9vZl9pbnRlcmVzdCwgZW1EaW0sIGVtTGFnKSB7CiAgUk4gPC0gcm4oeTEgPSBkZlsxOjYwLCBmZWF0dXJlX29mX2ludGVyZXN0XSwgZW1EaW0gPSBlbURpbSwgZW1MYWcgPSBlbUxhZywgZW1SYWQgPSBOQSwgdGFyZ2V0VmFsdWUgPSAwLjA1KQogICMgUk4gPC0gcm4oeTEgPSBkZlssIGZlYXR1cmVfb2ZfaW50ZXJlc3RdLCBlbURpbSA9IGVtRGltLCBlbUxhZyA9IGVtTGFnLCBlbVJhZCA9IE5BLCB0YXJnZXRWYWx1ZSA9IDAuMDUpCiAgCiAgYXJjcyA8LSA2CiAgVXNlciA8LSBkZlsxLCAiVXNlciJdCgogIGcxIDwtIGlncmFwaDo6Z3JhcGhfZnJvbV9hZGphY2VuY3lfbWF0cml4KFJOLCBtb2RlPSJ1bmRpcmVjdGVkIiwgZGlhZyA9IEZBTFNFKQogIGlncmFwaDo6VihnMSkkc2l6ZSA8LSBpZ3JhcGg6OmRlZ3JlZShnMSkKICBnMXIgPC0gY2FzbmV0OjptYWtlX3NwaXJhbF9ncmFwaChnMSwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICMgdHlwZSA9ICJFdWxlciIsCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgYXJjcyA9IGFyY3MsCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgZXBvY2hDb2xvdXJzID0gZ2V0Q29sb3VycyhhcmNzKSwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICB0aXRsZSA9IHBhc3RlKCJVc2VyID09IiwgVXNlciksCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgbWFya1RpbWVCeSA9IFRSVUUpCiAgZ2dzYXZlKHBhc3RlMCgiaW1hZ2VzL3NwaXJhbF9ncmFwaF9zaG9ydCIsIFVzZXIsICIucG5nIikpCiAgcmV0dXJuKGcxcikKfQoKYXBwbHlfUk5fbWVhc3VyZXMgPC0gZnVuY3Rpb24oZGYsIGZlYXR1cmVfb2ZfaW50ZXJlc3QsIGVtRGltLCBlbUxhZykgewogIFJOIDwtIHJuKHkxID0gZGZbMTo2MCwgZmVhdHVyZV9vZl9pbnRlcmVzdF0sIGVtRGltID0gZW1EaW0sIGVtTGFnID0gZW1MYWcsIGVtUmFkID0gTkEsIHRhcmdldFZhbHVlID0gMC4wNSkKICAjIFJOIDwtIHJuKHkxID0gZGZbLCBmZWF0dXJlX29mX2ludGVyZXN0XSwgZW1EaW0gPSBlbURpbSwgZW1MYWcgPSBlbUxhZywgZW1SYWQgPSBOQSwgdGFyZ2V0VmFsdWUgPSAwLjA1KQogIAogIGFyY3MgPC0gNgogIFVzZXIgPC0gZGZbMSwgIlVzZXIiXQoKICBnMSA8LSBpZ3JhcGg6OmdyYXBoX2Zyb21fYWRqYWNlbmN5X21hdHJpeChSTiwgbW9kZT0idW5kaXJlY3RlZCIsIGRpYWcgPSBGQUxTRSkKICBuZXR3b3JrX21lYXN1cmVzIDwtIHJuX21lYXN1cmVzKGcxLCBzaWxlbnQgPSBUUlVFKQogIGdyYXBoX21lYXN1cmVzX2RmIDwtIG5ldHdvcmtfbWVhc3VyZXMkZ3JhcGhfbWVhc3VyZXMKICBncmFwaF9tZWFzdXJlc19kZlsiVXNlciJdIDwtIGRmWyJVc2VyIl0KCiAgcmV0dXJuKGdyYXBoX21lYXN1cmVzX2RmKQp9CgpgYGAKCiMjIyBTZWxlY3QgdXNlcnMgd2l0aCBsb25nIGVub3VnaCB0aW1lIHNlcmllcwpgYGB7cn0KdXNlcl9yb3dfbGVuZ3Roc19saXN0IDwtIGxhcHBseShkZl9saXN0LCBmdW5jdGlvbih4KSBsZW5ndGgocm93bmFtZXMoeCkpKQp1c2VyX3Jvd19sZW5ndGhzX2RmIDwtIHQoZGF0YS5mcmFtZSh1c2VyX3Jvd19sZW5ndGhzX2xpc3QpKQp1c2VyX3Jvd19sZW5ndGhzX2RmIDwtIGRhdGEuZnJhbWUoY2JpbmQodXNlcl9yb3dfbGVuZ3Roc19kZiwgdW5pcXVlKGRhaV9kZiRVc2VyKSkpCgp1c2VyX3Jvd19sZW5ndGhzX2RmJFgxIDwtIGFzLm51bWVyaWModXNlcl9yb3dfbGVuZ3Roc19kZiRYMSkKCiMgVXNlcl9saXN0IDwtIHVzZXJfcm93X2xlbmd0aHNfZGZbdXNlcl9yb3dfbGVuZ3Roc19kZlsiWDEiXSA+IDMwLCAiWDIiXQojIFVzZXJfbGlzdCA8LSB1bmlxdWUoZGFpX2RmJFVzZXIpCiMgVXNlcl9saXN0IDwtIGMoJ01vdGkxNDgnLCAnTW90aTE0MycsICdNb3RpMTQwJywgJ01vdGkxNTYnLCAnTW90aTE1MScpClVzZXJfbGlzdCA8LSBjKAogICMgJ01vdGkxMTQnLAogJ01vdGkxNDcnLAogJ01vdGkxNDknLAogJ01vdGkxNjQnLAogJ01vdGkxMDYnLAogJ01vdGkxMjEnLAogJ01vdGkxMzcnLAogJ01vdGkxMzgnLAogJ01vdGkxNTAnLAogJ01vdGkxNTcnLAogJ01vdGkxNDgnLAogJ01vdGkxNDMnLAogJ01vdGkxNDAnLAogJ01vdGkxNTYnLAogJ01vdGkxNTEnKQoKZGZfbGlzdCA8LSBkZl9saXN0W25hbWVzKGRmX2xpc3QpICVpbiUgVXNlcl9saXN0XQojIGRmX2xpc3RfaW1wX3NjYWwgPC0gZGZfbGlzdF9pbXBfc2NhbFtuYW1lcyhkZl9saXN0X2ltcF9zY2FsKSAlaW4lIFVzZXJfbGlzdF0KYGBgCgojIyMgUHJlcGFyZSB0aGUgZGF0YSAoaW1wdXRlIGFuZCBtaW4gbWF4IHNjYWxlKSBhbmQgcGxvdCBhbiBleGFtcGxlIGZlYXR1cmUKCmBgYHtyfQpkZl9saXN0X2ltcCA8LSBsYXBwbHkoZGZfbGlzdCwgYXBwbHlfaW1wdXRhdGlvbiwgdmFycykKZGZfbGlzdF9pbXBfc2NhbCA8LSBsYXBwbHkoZGZfbGlzdF9pbXAsIGFwcGx5X3NjYWxpbmcsIHZhcnMpCmRmX2xpc3RfaW1wW2V4YW1wbGVfdXNlcl0KZGZfbGlzdF9pbXBfc2NhbFtleGFtcGxlX3VzZXJdCmBgYAoKIyMjIFJlbW92ZSB1c2VycyBmcm9tIHRoZSBpbXB1dGVkIGFuZCBzY2FsZWQgZGZzIGxpc3QgdGhhdCBoYWQgdG9vIG1hbnkgbWlzc2luZyB2YWx1ZXMKCmBgYHtyfQp1c2VyX2Ryb3BfbGlzdCA8LSBjKCkKZm9yIChVc2VyIGluIFVzZXJfbGlzdCkgewogIG1pc3NpbmdfYW1vdW50IDwtIHN1bShzYXBwbHkoZGZfbGlzdF9pbXBfc2NhbFtbYXMuY2hhcmFjdGVyKFVzZXIpXV0sIGZ1bmN0aW9uKHgpIHN1bShpcy5uYSh4KSkpKQogICMgcHJpbnQoVXNlcikKICAjIHByaW50KG1pc3NpbmdfYW1vdW50KQogIGlmIChtaXNzaW5nX2Ftb3VudCA+IDApIHsKICAgIHByaW50KFVzZXIpCiAgICBwcmludChtaXNzaW5nX2Ftb3VudCkKICAgIHVzZXJfZHJvcF9saXN0IDwtIGModXNlcl9kcm9wX2xpc3QsIGFzLmNoYXJhY3RlcihVc2VyKSkKICB9Cn0KCmRmX2xpc3RfaW1wX3NjYWwgPC0gZGZfbGlzdF9pbXBfc2NhbFshbmFtZXMoZGZfbGlzdF9pbXBfc2NhbCkgJWluJSB1c2VyX2Ryb3BfbGlzdF0KCmBgYAoKYGBge3IsIGVjaG89RkFMU0UsIG1lc3NhZ2U9RkFMU0UsIHJlc3VsdHM9J2hpZGUnfQplbUxhZyA8LSAyCmVtRGltIDwtIDIKClJQX21lYXN1cmVzX2xpc3QgPC0gcXVpZXQobGFwcGx5KGRmX2xpc3RfaW1wX3NjYWwsIGFwcGx5X1JQX21lYXN1cmVzLCB2YXJzLCBlbUxhZywgZW1EaW0pKQoKYGBgCgpgYGB7cn0KIyBmb3IgKFVzZXIgaW4gdW5pcXVlKGRhaV9kZiRVc2VyKSkgewojICAgcHJpbnQoVXNlcikKIyAgIGFwcGx5X1JQX21lYXN1cmVzKGRmX2xpc3RfaW1wX3NjYWxbYXMuY2hhcmFjdGVyKFVzZXIpXSwgdmFycywgZW1MYWcsIGVtRGltKQojIH0KCmBgYAoKCiMjIyBJZGVudGlmeSB0aGUgZmVhdHVyZSB3aXRoIHRoZSBtb3N0IHZhcmlhYmxlIERldGVybWluaXNtICh2YXJpYW5jZSB3aXRoaW4gdXNlcnMpIGFuZCBhc3NpZ24gdGhpcyB0aGUgZmVhdHVyZSBvZiBpbnRlcmVzdCBmb3IgdGhlIHJlc3Qgb2YgdGhlIGFuYWx5c2lzLgoKYGBge3IsIGZpZy53aWR0aD0xNSwgZmlnLmhlaWdodD03fQphbGxfUlBfbWVhc3VyZXNfZGYgPC0gcmVzaGFwZTo6bWVyZ2VfYWxsKFJQX21lYXN1cmVzX2xpc3QpCgpycWFfZmVhdHVyZSA8LSAiREVUIiAjVFRfdmwKCmFsbF9SUF9tZWFzdXJlc19kZl9sb25nIDwtIG1lbHQoYWxsX1JQX21lYXN1cmVzX2RmWywgYygiZmVhdHVyZSIsIHJxYV9mZWF0dXJlKV0sIGlkLnZhcnMgPSAiZmVhdHVyZSIpCgpnIDwtIGdncGxvdChhbGxfUlBfbWVhc3VyZXNfZGZfbG9uZywgYWVzKHg9ZmVhdHVyZSwgeT12YWx1ZSkpICsKICAgIGdlb21fYm94cGxvdChvdXRsaWVyLmNvbG91cj0iI2U1ODAzOCIsIG91dGxpZXIuc2hhcGU9OCwKICAgICAgICAgICAgICAgIG91dGxpZXIuc2l6ZT00KSArCiAgdGhlbWUoYXhpcy50ZXh0LnggPSBlbGVtZW50X3RleHQoYW5nbGUgPSA5MCkpCnByaW50KGcpCgphZ2dfUlBfbWVhc3VyZXNfZGYgPC0gYWdncmVnYXRlKGFsbF9SUF9tZWFzdXJlc19kZlssIGMocnFhX2ZlYXR1cmUpXSwgbGlzdChhbGxfUlBfbWVhc3VyZXNfZGYkZmVhdHVyZSksIHZhciwgbmEucm09VFJVRSkKY29sbmFtZXMoYWdnX1JQX21lYXN1cmVzX2RmKSA8LSBjKCJmZWF0dXJlIiwgcnFhX2ZlYXR1cmUpCgpmZWF0dXJlX29mX2ludGVyZXN0IDwtIGFnZ19SUF9tZWFzdXJlc19kZlt3aGljaChhZ2dfUlBfbWVhc3VyZXNfZGZbcnFhX2ZlYXR1cmVdPT1tYXgoYWdnX1JQX21lYXN1cmVzX2RmW3JxYV9mZWF0dXJlXSkpLCAiZmVhdHVyZSJdWzFdCgpwcmludCgiTmV3IGZlYXR1cmUgb2YgaW50ZXJlc3Q6IikKZmVhdHVyZV9vZl9pbnRlcmVzdAoKYGBgCgojIyMgU3BpcmFsIGdyYXBocyBvZiB0aGUgZmVhdHVyZSBvZiBpbnRlcmVzdCBwZXIgdXNlciB3aXRoIGVtYmVkZGluZyBsYWcgYW5kIGVtYmVkZGluZyBkaW1lbnNpb24gdGhlIHNhbWUgYWNyb3NzIGFsbCB1c2VycwoKYGBge3IsIGVjaG89RkFMU0UsIG1lc3NhZ2U9RkFMU0UsIHJlc3VsdHM9J2hpZGUnfQojIGxhcHBseShYPWRmX2xpc3RfaW1wX3NjYWwsIEZVTj1ucm93KQpmZWF0dXJlX29mX2ludGVyZXN0CiMgUk5zX2xpc3QgPC0gbGFwcGx5KGRmX2xpc3RfaW1wX3NjYWwsIGFwcGx5X1JOcywgZmVhdHVyZV9vZl9pbnRlcmVzdCwgZW1MYWcsIGVtRGltKQpSTl9wbG90c19saXN0IDwtIGxhcHBseShkZl9saXN0X2ltcF9zY2FsLCBhcHBseV9STl9wbG90cywgZmVhdHVyZV9vZl9pbnRlcmVzdCwgZW1MYWcsIGVtRGltKQpSTl9tZWFzdXJlc19saXN0IDwtIGxhcHBseShkZl9saXN0X2ltcF9zY2FsLCBhcHBseV9STl9tZWFzdXJlcywgZmVhdHVyZV9vZl9pbnRlcmVzdCwgZW1MYWcsIGVtRGltKQoKYGBgCmBgYHtyfQpwbG90LnRzKHg9ZGZfbGlzdF9pbXBfc2NhbFtbIk1vdGkxNTYiXV0kZW5qb3ltZW50KQpwbG90LnRzKHg9ZGZfbGlzdFtbIk1vdGkxNTYiXV0kZW5qb3ltZW50KQpgYGAKCgpgYGB7cn0KZmVhdHVyZV9vZl9pbnRlcmVzdF9STl9tZWFzdXJlc19kZiA8LSByZXNoYXBlOjptZXJnZV9hbGwoUk5fbWVhc3VyZXNfbGlzdCkKYGBgCgpgYGB7cn0KIyB3cml0ZS5jc3YoZmVhdHVyZV9vZl9pbnRlcmVzdF9STl9tZWFzdXJlc19kZiwgCiMgICAgICAgICAgIGZpbGU9cGFzdGUoImRhdGEvIiwgZmVhdHVyZV9vZl9pbnRlcmVzdCwgIl9STl9tZWFzdXJlcy5jc3YiLCBzZXAgPSAiIikpCmBgYAo=
+LS0tCnRpdGxlOiAiUmVjdXJyZW5jZSBOZXR3b3JrcyBvZiBEYWlseSBxdWVzdGlvbm5haXJlcyBvbiB3b3JrIG1vdGl2YXRpb24iCnN1YnRpdGxlOiAiICIKYXV0aG9yOiAKLSAiSmFtZXMgVHdvc2UiCm91dHB1dDoKICBodG1sX25vdGVib29rOgogICAgY29kZV9mb2xkaW5nOiBoaWRlCi0tLQoKIyMgVXNpbmcgcmVjdXJyZW5jZSBuZXR3b3JrcyB0byBzdW1tYXJpc2UgdGltZSBzZXJpZXMgb2YgTVMgdXNlcnMgaW4gQVBQUyBNUwoKIyMjIyBSZWFkIGluIG5lY2Vzc2FyeSBsaWJyYXJpZXMsIGZ1bmN0aW9ucyBhbmQgbG9vayB1cCB0YWJsZXMKCmBgYHtyIGVjaG89VFJVRSwgd2FybmluZz1GQUxTRSwgbWVzc2FnZT1GQUxTRX0KbGlicmFyeShpZ3JhcGgpCmxpYnJhcnkocWdyYXBoKQpsaWJyYXJ5KGNhc25ldCkKbGlicmFyeShwbHlyKQpsaWJyYXJ5KGRwbHlyKQpsaWJyYXJ5KHRpZHlyKQpsaWJyYXJ5KGNhcmV0KQpsaWJyYXJ5KHBzeWNoKQpsaWJyYXJ5KGxtZTQpCmxpYnJhcnkocmVzaGFwZTIpCmxpYnJhcnkobHVicmlkYXRlKQpsaWJyYXJ5KHBhcmFsbGVsKQpsaWJyYXJ5KHdlc2FuZGVyc29uKQpsaWJyYXJ5KHN0cmluZ3IpCmxpYnJhcnkobWF0cml4U3RhdHMpCmxpYnJhcnkoZ2d0aGVtZXMpCmxpYnJhcnkoZ3JpZEV4dHJhKQpsaWJyYXJ5KGNvd3Bsb3QpCmxpYnJhcnkoRGF0YUV4cGxvcmVyKQoKCiMgc2F2ZSB0aGUgb3JpZ2luYWwgcGxvdHRpbmcgc3BhY2UgcGFyYW1ldGVycwpvZ19wYXIgPC0gcGFyKCkKYGBgCgojIyMjIyBTaG93IHRoZSBzZXNzaW9uIGluZm9ybWF0aW9uCmBgYHtyfQpkZXZ0b29sczo6c2Vzc2lvbl9pbmZvKCkKYGBgCgojIyMjIFJlYWQgaW4gZGF0YQoKYGBge3IsIGVjaG89RkFMU0UsIHdhcm5pbmc9RkFMU0UsIG1lc3NhZ2U9RkFMU0V9CiMgZGFpX2RmIDwtIHJlYWQuY3N2KCJkYXRhL3JlbGFwc2Vfd19tYXRjaGVkX3VzZXJzX2tleV9jbHVzdGVycy5jc3YiLCByb3cubmFtZXMgPSAiWCIpCmRhaV9kZiA8LSByZWFkLmNzdigiZGF0YS9tb3RpX2ZlYXNpYmlsaXR5X2phbWVzX2RhaWx5X3Bpdm90LmNzdiIsIHJvdy5uYW1lcyA9ICJYIikKZmVhdHVyZV9vZl9pbnRlcmVzdCA8LSAiZGVkaWNhdGlvbiIKYGBgCgpgYGB7cn0KcGxvdF9pbnRybyhkYWlfZGYpCnBsb3RfYmFyKGRhaV9kZikKcGxvdF9jb3JyZWxhdGlvbihkYWlfZGYpCmBgYAoKCmBgYHtyLCBlY2hvPVRydWUsIHdhcm5pbmc9RkFMU0UsIG1lc3NhZ2U9RkFMU0V9CmV4YW1wbGVfdXNlciA8LSAiTW90aTE0MyIKZGYgPC0gZGFpX2RmW2RhaV9kZlsiVXNlciJdID09IGV4YW1wbGVfdXNlciwgXQojIHZhcnMgPC0gY29sbmFtZXMoZGFpX2RmKVs1OjhdI1szOjYwXQp2YXJzIDwtIGMoImFic29ycHRpb24iLCAiYW1vdGl2YXRpb24iLCAiYXV0b25vbXkiLCAiY29tcGV0ZW5jZSIsICJkZWRpY2F0aW9uIiwgImVtb3Rpb25hbF9kcmFpbiIsICJlbmpveW1lbnQiLCAKICAgICAgICAgICJleHRlcm5hbC5wcmVzc3VyZSIsICJpbXBvcnRhbmNlIiwgImludGVyZXN0IiwgImludGVybmFsLnByZXNzdXJlIiwgInByb2R1Y3Rpdml0eV93b3JrIiwgInJlbGF0ZWRuZXNzIiwgInNhdGlzZmFjdGlvbl93b3JrIiwgInRpbWVfcHJlc3N1cmUiLCAidmlnb3IiKQp2YXJzCmBgYAoKIyMjIFNwbGl0IHRoZSBrZXlzdHJva2UgZGYgaW50byBhIGxpc3Qgb2YgZGZzIGJhc2VkIG9uIFVzZXIKCmBgYHtyfQojIGhlYWQoZGFpX2RmKQojIGRhaV9kZiAlPiUgZ3JvdXBfYnkoVXNlcikgJT4lIHN1bW1hcml6ZShjb3VudCA9IG4oKSkKCmRmX2xpc3QgPC0gc3BsaXQoZGFpX2RmW2MoIlVzZXIiLCB2YXJzKV0sIGRhaV9kZlsiVXNlciJdKQpgYGAKCiMjIyBEZWZpbmUgdGhlIGZ1bmN0aW9ucyB3aGljaCB3aWxsIGJlIGFwcGxpZWQgdG8gZWFjaCB1c2VyIGluZGl2aWR1YWxseQoKYGBge3IsIGVjaG89RkFMU0UsIHdhcm5pbmc9RkFMU0UsIG1lc3NhZ2U9RkFMU0V9CiMgSW1wdXRlIG1pc3NpbmcgdmFsdWVzIHdpdGggQ2xhc3NpZmljYXRpb24gQW5kIFJlZ3Jlc3Npb24gVHJlZXMgLyBSYW5kb20gRm9yZXN0cwojIFJGIGFuZCBDQVJUIHJldHVybiAoaWRlbnRpY2FsKSBkaXNjcmV0ZSBudW1iZXJzCiMgaW1wLmNhcnQgIDwtIG1pY2U6Om1pY2UoZGZbdmFyc10sIG1ldGhvZCA9ICdjYXJ0JywgcmVtb3ZlLmNvbnN0YW50ID0gVFJVRSwgcmVtb3ZlLmNvbGxpbmVhciA9IFRSVUUsIHByaW50RmxhZyA9IEZBTFNFKQojIGRmX2ltcCAgPC0gbWljZTo6Y29tcGxldGUoaW1wLmNhcnQpCgpxdWlldCA8LSBmdW5jdGlvbih4KSB7IAogIHNpbmsodGVtcGZpbGUoKSkgCiAgb24uZXhpdChzaW5rKCkpIAogIGludmlzaWJsZShmb3JjZSh4KSkgCn0gCgphcHBseV9pbXB1dGF0aW9uIDwtIGZ1bmN0aW9uKGRmLCB2YXJzKXsKICBpbXAuY2FydCAgPC0gbWljZTo6bWljZShkZlsxOjYwLCB2YXJzXSwgbWV0aG9kID0gJ2NhcnQnLCByZW1vdmUuY29uc3RhbnQgPSBUUlVFLCByZW1vdmUuY29sbGluZWFyID0gVFJVRSwgcHJpbnRGbGFnID0gRkFMU0UpCiAgIyBpbXAuY2FydCAgPC0gbWljZTo6bWljZShkZlt2YXJzXSwgbWV0aG9kID0gJ2NhcnQnLCByZW1vdmUuY29uc3RhbnQgPSBUUlVFLCByZW1vdmUuY29sbGluZWFyID0gVFJVRSwgcHJpbnRGbGFnID0gRkFMU0UpCiAgZGZfaW1wICA8LSBtaWNlOjpjb21wbGV0ZShpbXAuY2FydCkKICBkZl9pbXBbIlVzZXIiXSA8LSBkZlsiVXNlciJdCiAgcmV0dXJuKGRmX2ltcCkKfQoKCmFwcGx5X3NjYWxpbmcgPC0gZnVuY3Rpb24oZGYsIHZhcnMpIHsKICBkZl9zY2FsIDwtIGRhdGEuZnJhbWUoYXBwbHkoZGZbdmFyc10sIDIsIGVsYXNjZXIpKQogIGRmX3NjYWxbIlVzZXIiXSA8LSBkZlsiVXNlciJdCiAgcmV0dXJuKGRmX3NjYWwpCn0KCmFwcGx5X1JQX21lYXN1cmVzIDwtIGZ1bmN0aW9uKGRmLCB2YXJzLCBlbURpbSwgZW1MYWcpIHsKCiAgUlBzIDwtIHBseXI6OmxscGx5KDE6bGVuZ3RoKHZhcnMpLCBmdW5jdGlvbihyKSBycCh5MSA9IGRmWzE6NjAsIHJdLCBlbURpbSA9IGVtRGltLCBlbUxhZyA9IGVtTGFnLCBlbVJhZCA9IE5BLCB0YXJnZXRWYWx1ZSA9IDAuMDUpKQogICMgUlBzIDwtIHBseXI6OmxscGx5KDE6bGVuZ3RoKHZhcnMpLCBmdW5jdGlvbihyKSBycCh5MSA9IGRmWywgcl0sIGVtRGltID0gZW1EaW0sIGVtTGFnID0gZW1MYWcsIGVtUmFkID0gTkEsIHRhcmdldFZhbHVlID0gMC4wNSkpCiAgcHJpbnQoZGZbMSwgIlVzZXIiXSkKICBSUF9tZWFzdXJlc19saXN0IDwtIHBseXI6OmxscGx5KFJQcywgZnVuY3Rpb24ocikgcnBfbWVhc3VyZXMoUk09ciwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIGVtUmFkID0gMC4wNSwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIERMbWluID0gMiwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIFZMbWluID0gMiwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIEhMbWluID0gMiwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIHNpbGVudCA9IFRSVUUpKQogIAogIHVzZXJfcnBfbWVhc3VyZXNfZGYgPC0gcmVzaGFwZTo6bWVyZ2VfYWxsKFJQX21lYXN1cmVzX2xpc3QpIAogIHVzZXJfcnBfbWVhc3VyZXNfZGYgPC0gdXNlcl9ycF9tZWFzdXJlc19kZltvcmRlcihhcy5udW1lcmljKHJvd25hbWVzKHVzZXJfcnBfbWVhc3VyZXNfZGYpKSksIF0KICB1c2VyX3JwX21lYXN1cmVzX2RmWyJmZWF0dXJlIl0gPC0gdmFycwogIHVzZXJfcnBfbWVhc3VyZXNfZGZbIlVzZXIiXSA8LSBkZlsiVXNlciJdCiAgcmV0dXJuKHVzZXJfcnBfbWVhc3VyZXNfZGYpCn0KCgphcHBseV9STl9wbG90cyA8LSBmdW5jdGlvbihkZiwgZmVhdHVyZV9vZl9pbnRlcmVzdCwgZW1EaW0sIGVtTGFnKSB7CiAgUk4gPC0gcm4oeTEgPSBkZlsxOjYwLCBmZWF0dXJlX29mX2ludGVyZXN0XSwgZW1EaW0gPSBlbURpbSwgZW1MYWcgPSBlbUxhZywgZW1SYWQgPSBOQSwgdGFyZ2V0VmFsdWUgPSAwLjA1KQogICMgUk4gPC0gcm4oeTEgPSBkZlssIGZlYXR1cmVfb2ZfaW50ZXJlc3RdLCBlbURpbSA9IGVtRGltLCBlbUxhZyA9IGVtTGFnLCBlbVJhZCA9IE5BLCB0YXJnZXRWYWx1ZSA9IDAuMDUpCiAgCiAgYXJjcyA8LSA2CiAgVXNlciA8LSBkZlsxLCAiVXNlciJdCgogIGcxIDwtIGlncmFwaDo6Z3JhcGhfZnJvbV9hZGphY2VuY3lfbWF0cml4KFJOLCBtb2RlPSJ1bmRpcmVjdGVkIiwgZGlhZyA9IEZBTFNFKQogIGlncmFwaDo6VihnMSkkc2l6ZSA8LSBpZ3JhcGg6OmRlZ3JlZShnMSkKICBnMXIgPC0gY2FzbmV0OjptYWtlX3NwaXJhbF9ncmFwaChnMSwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICMgdHlwZSA9ICJFdWxlciIsCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgYXJjcyA9IGFyY3MsCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgZXBvY2hDb2xvdXJzID0gZ2V0Q29sb3VycyhhcmNzKSwKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICB0aXRsZSA9IHBhc3RlKCJVc2VyID09IiwgVXNlciksCiAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgbWFya1RpbWVCeSA9IFRSVUUpCiAgZ2dzYXZlKHBhc3RlMCgiaW1hZ2VzL3NwaXJhbF9ncmFwaF9zaG9ydCIsIFVzZXIsICIucG5nIikpCiAgcmV0dXJuKGcxcikKfQoKYXBwbHlfUk5fbWVhc3VyZXMgPC0gZnVuY3Rpb24oZGYsIGZlYXR1cmVfb2ZfaW50ZXJlc3QsIGVtRGltLCBlbUxhZykgewogIFJOIDwtIHJuKHkxID0gZGZbMTo2MCwgZmVhdHVyZV9vZl9pbnRlcmVzdF0sIGVtRGltID0gZW1EaW0sIGVtTGFnID0gZW1MYWcsIGVtUmFkID0gTkEsIHRhcmdldFZhbHVlID0gMC4wNSkKICAjIFJOIDwtIHJuKHkxID0gZGZbLCBmZWF0dXJlX29mX2ludGVyZXN0XSwgZW1EaW0gPSBlbURpbSwgZW1MYWcgPSBlbUxhZywgZW1SYWQgPSBOQSwgdGFyZ2V0VmFsdWUgPSAwLjA1KQogIAogIGFyY3MgPC0gNgogIFVzZXIgPC0gZGZbMSwgIlVzZXIiXQoKICBnMSA8LSBpZ3JhcGg6OmdyYXBoX2Zyb21fYWRqYWNlbmN5X21hdHJpeChSTiwgbW9kZT0idW5kaXJlY3RlZCIsIGRpYWcgPSBGQUxTRSkKICBuZXR3b3JrX21lYXN1cmVzIDwtIHJuX21lYXN1cmVzKGcxLCBzaWxlbnQgPSBUUlVFKQogIGdyYXBoX21lYXN1cmVzX2RmIDwtIG5ldHdvcmtfbWVhc3VyZXMkZ3JhcGhfbWVhc3VyZXMKICBncmFwaF9tZWFzdXJlc19kZlsiVXNlciJdIDwtIGRmWyJVc2VyIl0KCiAgcmV0dXJuKGdyYXBoX21lYXN1cmVzX2RmKQp9CgpgYGAKCiMjIyBTZWxlY3QgdXNlcnMgd2l0aCBsb25nIGVub3VnaCB0aW1lIHNlcmllcwpgYGB7cn0KdXNlcl9yb3dfbGVuZ3Roc19saXN0IDwtIGxhcHBseShkZl9saXN0LCBmdW5jdGlvbih4KSBsZW5ndGgocm93bmFtZXMoeCkpKQp1c2VyX3Jvd19sZW5ndGhzX2RmIDwtIHQoZGF0YS5mcmFtZSh1c2VyX3Jvd19sZW5ndGhzX2xpc3QpKQp1c2VyX3Jvd19sZW5ndGhzX2RmIDwtIGRhdGEuZnJhbWUoY2JpbmQodXNlcl9yb3dfbGVuZ3Roc19kZiwgdW5pcXVlKGRhaV9kZiRVc2VyKSkpCgp1c2VyX3Jvd19sZW5ndGhzX2RmJFgxIDwtIGFzLm51bWVyaWModXNlcl9yb3dfbGVuZ3Roc19kZiRYMSkKCiMgVXNlcl9saXN0IDwtIHVzZXJfcm93X2xlbmd0aHNfZGZbdXNlcl9yb3dfbGVuZ3Roc19kZlsiWDEiXSA+IDMwLCAiWDIiXQojIFVzZXJfbGlzdCA8LSB1bmlxdWUoZGFpX2RmJFVzZXIpCiMgVXNlcl9saXN0IDwtIGMoJ01vdGkxNDgnLCAnTW90aTE0MycsICdNb3RpMTQwJywgJ01vdGkxNTYnLCAnTW90aTE1MScpClVzZXJfbGlzdCA8LSBjKAogICMgJ01vdGkxMTQnLAogIyAnTW90aTE0NycsCiAnTW90aTE0OScsCiAnTW90aTE2NCcsCiAnTW90aTEwNicsCiAnTW90aTEyMScsCiAnTW90aTEzNycsCiAnTW90aTEzOCcsCiAnTW90aTE1MCcsCiAnTW90aTE1NycsCiAnTW90aTE0OCcsCiAnTW90aTE0MycsCiAnTW90aTE0MCcsCiAnTW90aTE1NicsCiAnTW90aTE1MScpCgpkZl9saXN0IDwtIGRmX2xpc3RbbmFtZXMoZGZfbGlzdCkgJWluJSBVc2VyX2xpc3RdCiMgZGZfbGlzdF9pbXBfc2NhbCA8LSBkZl9saXN0X2ltcF9zY2FsW25hbWVzKGRmX2xpc3RfaW1wX3NjYWwpICVpbiUgVXNlcl9saXN0XQpgYGAKCiMjIyBQcmVwYXJlIHRoZSBkYXRhIChpbXB1dGUgYW5kIG1pbiBtYXggc2NhbGUpIGFuZCBwbG90IGFuIGV4YW1wbGUgZmVhdHVyZQoKYGBge3J9CmRmX2xpc3RfaW1wIDwtIGxhcHBseShkZl9saXN0LCBhcHBseV9pbXB1dGF0aW9uLCB2YXJzKQpkZl9saXN0X2ltcF9zY2FsIDwtIGxhcHBseShkZl9saXN0X2ltcCwgYXBwbHlfc2NhbGluZywgdmFycykKZGZfbGlzdF9pbXBbZXhhbXBsZV91c2VyXQpkZl9saXN0X2ltcF9zY2FsW2V4YW1wbGVfdXNlcl0KYGBgCgojIyMgUmVtb3ZlIHVzZXJzIGZyb20gdGhlIGltcHV0ZWQgYW5kIHNjYWxlZCBkZnMgbGlzdCB0aGF0IGhhZCB0b28gbWFueSBtaXNzaW5nIHZhbHVlcwoKYGBge3J9CnVzZXJfZHJvcF9saXN0IDwtIGMoKQpmb3IgKFVzZXIgaW4gVXNlcl9saXN0KSB7CiAgbWlzc2luZ19hbW91bnQgPC0gc3VtKHNhcHBseShkZl9saXN0X2ltcF9zY2FsW1thcy5jaGFyYWN0ZXIoVXNlcildXSwgZnVuY3Rpb24oeCkgc3VtKGlzLm5hKHgpKSkpCiAgIyBwcmludChVc2VyKQogICMgcHJpbnQobWlzc2luZ19hbW91bnQpCiAgaWYgKG1pc3NpbmdfYW1vdW50ID4gMCkgewogICAgcHJpbnQoVXNlcikKICAgIHByaW50KG1pc3NpbmdfYW1vdW50KQogICAgdXNlcl9kcm9wX2xpc3QgPC0gYyh1c2VyX2Ryb3BfbGlzdCwgYXMuY2hhcmFjdGVyKFVzZXIpKQogIH0KfQoKZGZfbGlzdF9pbXBfc2NhbCA8LSBkZl9saXN0X2ltcF9zY2FsWyFuYW1lcyhkZl9saXN0X2ltcF9zY2FsKSAlaW4lIHVzZXJfZHJvcF9saXN0XQoKYGBgCgpgYGB7ciwgZWNobz1GQUxTRSwgbWVzc2FnZT1GQUxTRSwgcmVzdWx0cz0naGlkZSd9CmVtTGFnIDwtIDIKZW1EaW0gPC0gMgoKUlBfbWVhc3VyZXNfbGlzdCA8LSBxdWlldChsYXBwbHkoZGZfbGlzdF9pbXBfc2NhbCwgYXBwbHlfUlBfbWVhc3VyZXMsIHZhcnMsIGVtTGFnLCBlbURpbSkpCgpgYGAKCmBgYHtyfQojIGZvciAoVXNlciBpbiB1bmlxdWUoZGFpX2RmJFVzZXIpKSB7CiMgICBwcmludChVc2VyKQojICAgYXBwbHlfUlBfbWVhc3VyZXMoZGZfbGlzdF9pbXBfc2NhbFthcy5jaGFyYWN0ZXIoVXNlcildLCB2YXJzLCBlbUxhZywgZW1EaW0pCiMgfQoKYGBgCgoKIyMjIElkZW50aWZ5IHRoZSBmZWF0dXJlIHdpdGggdGhlIG1vc3QgdmFyaWFibGUgRGV0ZXJtaW5pc20gKHZhcmlhbmNlIHdpdGhpbiB1c2VycykgYW5kIGFzc2lnbiB0aGlzIHRoZSBmZWF0dXJlIG9mIGludGVyZXN0IGZvciB0aGUgcmVzdCBvZiB0aGUgYW5hbHlzaXMuCgpgYGB7ciwgZmlnLndpZHRoPTE1LCBmaWcuaGVpZ2h0PTd9CmFsbF9SUF9tZWFzdXJlc19kZiA8LSByZXNoYXBlOjptZXJnZV9hbGwoUlBfbWVhc3VyZXNfbGlzdCkKCnJxYV9mZWF0dXJlIDwtICJFTlRfZGwiICNUVF92bCBERVQKCmFsbF9SUF9tZWFzdXJlc19kZl9sb25nIDwtIG1lbHQoYWxsX1JQX21lYXN1cmVzX2RmWywgYygiZmVhdHVyZSIsIHJxYV9mZWF0dXJlKV0sIGlkLnZhcnMgPSAiZmVhdHVyZSIpCgpnIDwtIGdncGxvdChhbGxfUlBfbWVhc3VyZXNfZGZfbG9uZywgYWVzKHg9ZmVhdHVyZSwgeT12YWx1ZSkpICsKICAgIGdlb21fYm94cGxvdChvdXRsaWVyLmNvbG91cj0iI2U1ODAzOCIsIG91dGxpZXIuc2hhcGU9OCwKICAgICAgICAgICAgICAgIG91dGxpZXIuc2l6ZT00KSArCiAgdGhlbWUoYXhpcy50ZXh0LnggPSBlbGVtZW50X3RleHQoYW5nbGUgPSA5MCkpCnByaW50KGcpCgphZ2dfUlBfbWVhc3VyZXNfZGYgPC0gYWdncmVnYXRlKGFsbF9SUF9tZWFzdXJlc19kZlssIGMocnFhX2ZlYXR1cmUpXSwgbGlzdChhbGxfUlBfbWVhc3VyZXNfZGYkZmVhdHVyZSksIHZhciwgbmEucm09VFJVRSkKY29sbmFtZXMoYWdnX1JQX21lYXN1cmVzX2RmKSA8LSBjKCJmZWF0dXJlIiwgcnFhX2ZlYXR1cmUpCgpmZWF0dXJlX29mX2ludGVyZXN0IDwtIGFnZ19SUF9tZWFzdXJlc19kZlt3aGljaChhZ2dfUlBfbWVhc3VyZXNfZGZbcnFhX2ZlYXR1cmVdPT1tYXgoYWdnX1JQX21lYXN1cmVzX2RmW3JxYV9mZWF0dXJlXSkpLCAiZmVhdHVyZSJdWzFdCgpwcmludCgiTmV3IGZlYXR1cmUgb2YgaW50ZXJlc3Q6IikKZmVhdHVyZV9vZl9pbnRlcmVzdAoKYGBgCgojIyMgU3BpcmFsIGdyYXBocyBvZiB0aGUgZmVhdHVyZSBvZiBpbnRlcmVzdCBwZXIgdXNlciB3aXRoIGVtYmVkZGluZyBsYWcgYW5kIGVtYmVkZGluZyBkaW1lbnNpb24gdGhlIHNhbWUgYWNyb3NzIGFsbCB1c2VycwoKYGBge3IsIGVjaG89RkFMU0UsIG1lc3NhZ2U9RkFMU0UsIHJlc3VsdHM9J2hpZGUnfQojIGxhcHBseShYPWRmX2xpc3RfaW1wX3NjYWwsIEZVTj1ucm93KQpmZWF0dXJlX29mX2ludGVyZXN0CiMgUk5zX2xpc3QgPC0gbGFwcGx5KGRmX2xpc3RfaW1wX3NjYWwsIGFwcGx5X1JOcywgZmVhdHVyZV9vZl9pbnRlcmVzdCwgZW1MYWcsIGVtRGltKQpSTl9wbG90c19saXN0IDwtIGxhcHBseShkZl9saXN0X2ltcF9zY2FsLCBhcHBseV9STl9wbG90cywgZmVhdHVyZV9vZl9pbnRlcmVzdCwgZW1MYWcsIGVtRGltKQpSTl9tZWFzdXJlc19saXN0IDwtIGxhcHBseShkZl9saXN0X2ltcF9zY2FsLCBhcHBseV9STl9tZWFzdXJlcywgZmVhdHVyZV9vZl9pbnRlcmVzdCwgZW1MYWcsIGVtRGltKQoKYGBgCmBgYHtyfQpwbG90LnRzKHg9ZGZfbGlzdF9pbXBfc2NhbFtbIk1vdGkxNTYiXV0kZW5qb3ltZW50KQpwbG90LnRzKHg9ZGZfbGlzdFtbIk1vdGkxNTYiXV0kZW5qb3ltZW50KQpgYGAKCgpgYGB7cn0KZmVhdHVyZV9vZl9pbnRlcmVzdF9STl9tZWFzdXJlc19kZiA8LSByZXNoYXBlOjptZXJnZV9hbGwoUk5fbWVhc3VyZXNfbGlzdCkKYGBgCgpgYGB7cn0KIyB3cml0ZS5jc3YoZmVhdHVyZV9vZl9pbnRlcmVzdF9STl9tZWFzdXJlc19kZiwgCiMgICAgICAgICAgIGZpbGU9cGFzdGUoImRhdGEvIiwgZmVhdHVyZV9vZl9pbnRlcmVzdCwgIl9STl9tZWFzdXJlcy5jc3YiLCBzZXAgPSAiIikpCmBgYAo=
diff --git a/work_motivation_pre_mid_post_EDA.ipynb b/work_motivation_pre_mid_post_EDA.ipynb
index 37e80eb..fce9800 100644
--- a/work_motivation_pre_mid_post_EDA.ipynb
+++ b/work_motivation_pre_mid_post_EDA.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "interpreted-arthur",
+ "id": "incomplete-republican",
"metadata": {},
"source": [
"# Work Motivation Under Lockdown Exploratory Data Analysis (EDA)"
@@ -10,7 +10,7 @@
},
{
"cell_type": "markdown",
- "id": "attached-snowboard",
+ "id": "caroline-trustee",
"metadata": {},
"source": [
"Two datasets...\n",
@@ -36,16 +36,16 @@
},
{
"cell_type": "markdown",
- "id": "original-accused",
+ "id": "passing-billy",
"metadata": {},
"source": [
- "# This EDA only addresses the daily data, specifically `data==\"data/moti_feasibility_james_daily.csv\"`"
+ "# This EDA only addresses the daily data, specifically `data==\"data/moti_feasibility_james_pre-mid-post.csv\"`"
]
},
{
"cell_type": "code",
"execution_count": 1,
- "id": "peripheral-father",
+ "id": "sacred-criminal",
"metadata": {},
"outputs": [],
"source": [
@@ -74,7 +74,7 @@
{
"cell_type": "code",
"execution_count": 2,
- "id": "naked-target",
+ "id": "angry-graphic",
"metadata": {},
"outputs": [],
"source": [
@@ -117,7 +117,7 @@
{
"cell_type": "code",
"execution_count": 3,
- "id": "fitted-amazon",
+ "id": "marked-minneapolis",
"metadata": {},
"outputs": [],
"source": [
@@ -126,7 +126,7 @@
},
{
"cell_type": "markdown",
- "id": "attached-ministry",
+ "id": "fallen-annex",
"metadata": {},
"source": [
"Show the session information of the packages used in this analysis"
@@ -135,7 +135,7 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "living-routine",
+ "id": "compact-specific",
"metadata": {},
"outputs": [
{
@@ -206,7 +206,7 @@
"Python 3.9.2 (default, Mar 3 2021, 11:58:52) [Clang 10.0.0 ]\n",
"macOS-10.16-x86_64-i386-64bit\n",
"-----\n",
- "Session information updated at 2021-06-13 20:54\n",
+ "Session information updated at 2021-06-15 11:52\n",
"\n",
""
],
@@ -226,7 +226,7 @@
},
{
"cell_type": "markdown",
- "id": "controlling-visit",
+ "id": "descending-mexican",
"metadata": {},
"source": [
"## Read in the raw daily data"
@@ -235,7 +235,7 @@
{
"cell_type": "code",
"execution_count": 5,
- "id": "suffering-expense",
+ "id": "distinct-activation",
"metadata": {},
"outputs": [],
"source": [
@@ -245,7 +245,7 @@
{
"cell_type": "code",
"execution_count": 6,
- "id": "alternative-parish",
+ "id": "mediterranean-bristol",
"metadata": {},
"outputs": [],
"source": [
@@ -255,7 +255,7 @@
{
"cell_type": "code",
"execution_count": 7,
- "id": "broken-locking",
+ "id": "italic-transmission",
"metadata": {},
"outputs": [],
"source": [
@@ -268,7 +268,7 @@
},
{
"cell_type": "markdown",
- "id": "wound-refund",
+ "id": "valuable-growing",
"metadata": {},
"source": [
"## Reshape the data frame and convert data types to numeric where possible"
@@ -277,7 +277,7 @@
{
"cell_type": "code",
"execution_count": 8,
- "id": "charged-sister",
+ "id": "upper-judge",
"metadata": {},
"outputs": [],
"source": [
@@ -287,7 +287,7 @@
{
"cell_type": "code",
"execution_count": 9,
- "id": "close-poster",
+ "id": "linear-portable",
"metadata": {},
"outputs": [],
"source": [
@@ -297,7 +297,7 @@
{
"cell_type": "code",
"execution_count": 10,
- "id": "promising-blind",
+ "id": "mysterious-strand",
"metadata": {},
"outputs": [
{
@@ -436,7 +436,7 @@
{
"cell_type": "code",
"execution_count": 11,
- "id": "educated-microphone",
+ "id": "strange-warren",
"metadata": {},
"outputs": [
{
@@ -491,7 +491,7 @@
{
"cell_type": "code",
"execution_count": 12,
- "id": "eleven-front",
+ "id": "educated-sauce",
"metadata": {},
"outputs": [
{
@@ -549,7 +549,7 @@
},
{
"cell_type": "markdown",
- "id": "bizarre-pulse",
+ "id": "united-japan",
"metadata": {},
"source": [
"## Count the amount of rows per user and plot\n",
@@ -559,7 +559,7 @@
{
"cell_type": "code",
"execution_count": 13,
- "id": "animated-mirror",
+ "id": "auburn-factor",
"metadata": {},
"outputs": [],
"source": [
@@ -576,7 +576,7 @@
{
"cell_type": "code",
"execution_count": 14,
- "id": "removable-server",
+ "id": "organic-artwork",
"metadata": {},
"outputs": [
{
@@ -631,7 +631,7 @@
{
"cell_type": "code",
"execution_count": 15,
- "id": "italic-glory",
+ "id": "nutritional-sender",
"metadata": {},
"outputs": [
{
@@ -658,7 +658,7 @@
},
{
"cell_type": "markdown",
- "id": "cloudy-battery",
+ "id": "limiting-completion",
"metadata": {},
"source": [
"## Plot the heatmaps of the top 5 users with the highest amount of rows\n",
@@ -668,7 +668,7 @@
{
"cell_type": "code",
"execution_count": 16,
- "id": "prerequisite-workplace",
+ "id": "conventional-variety",
"metadata": {},
"outputs": [
{
@@ -699,7 +699,7 @@
{
"cell_type": "code",
"execution_count": 17,
- "id": "solid-program",
+ "id": "subtle-devices",
"metadata": {},
"outputs": [],
"source": [
@@ -713,12 +713,12 @@
{
"cell_type": "code",
"execution_count": 18,
- "id": "latest-briefs",
+ "id": "descending-bargain",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -737,7 +737,73 @@
{
"cell_type": "code",
"execution_count": 19,
- "id": "sitting-faculty",
+ "id": "blessed-complaint",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "top_users = ['Moti114', 'Moti147', 'Moti149', 'Moti164', 'Moti106', 'Moti121',\n",
+ " 'Moti137', 'Moti138', 'Moti150', 'Moti157', 'Moti148', 'Moti143', 'Moti140',\n",
+ " 'Moti156', 'Moti151']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "descending-potter",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAABIQAAAFNCAYAAABxDbTtAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAhB0lEQVR4nO3dfbDld10f8PeHrCAEkNBsMJDAggYhIChdnsQy2ICgcUjsgA1TaESYqDxo1VYXmUqsjd2pHXwYi21GUoJSICKWaHyARgFby8NC5CHEkBRCWAhkEZCKEEj49I97Fu5vfzds9t5z7+/e/F6vmZ17zvecs/cz72R/95z3/T1UdwcAAACA+bjD1AMAAAAAsLUUQgAAAAAzoxACAAAAmBmFEAAAAMDMKIQAAAAAZkYhBAAAADAzu6YeIElOPPHE3rNnz9RjAAAAANxuvOtd7/pUd+9e67FtUQjt2bMnBw4cmHoMAAAAgNuNqvrIrT3mkDEAAACAmVEIAQAAAMyMQggAAABgZhRCAAAAADOjEAIAAACYGYUQAAAAwMwohAAAAABmRiEEAAAAMDMKIQAAAICZUQgBAAAAzMyuoz2hqi5K8gNJbuzuh65af2GSFyS5Ocll3f2zi/UXJXlOkluS/ER3/9lmDA4AAABbZc++y6YeYdNct//MqUdgAkcthJK8IslvJnnl4YWq+p4kZyV5WHffVFUnLdZPT3JOkockuXeS/1lVD+zuW5Y9OAAAAADrc9RDxrr7rUk+fcTyjyfZ3903LZ5z42L9rCSv6e6buvvDSa5N8qglzgsAAADABq33HEIPTPJPqurtVfWWqnrkYv0+ST666nkHF2sAAAAAbBO35ZCxW3vdCUkek+SRSS6pqgckqTWe22v9BVV1XpLzkuS+973vOscAAAAA4Fitdw+hg0le3yvekeQrSU5crJ+66nmnJPn4Wn9Bd1/Y3Xu7e+/u3bvXOQYAAAAAx2q9hdD/SPJPk6SqHpjkjkk+leTSJOdU1Z2q6v5JTkvyjiXMCQAAAMCS3JbLzr86yROSnFhVB5O8JMlFSS6qqvcn+VKSc7u7k1xZVZck+UBWLkf/fFcYAwAAANhejloIdfczbuWhZ97K8y9IcsFGhgIAAABg86z3kDEAAAAAdiiFEAAAAMDMKIQAAAAAZkYhBAAAADAzCiEAAACAmVEIAQAAAMyMQggAAABgZhRCAAAAADOjEAIAAACYGYUQAAAAwMwohAAAAABmRiEEAAAAMDMKIQAAAICZUQgBAAAAzIxCCAAAAGBmdk09AABDe/ZdNvUIm+a6/WdOPQIAABB7CAEAAADMjkIIAAAAYGYUQgAAAAAzoxACAAAAmBmFEAAAAMDMKIQAAAAAZkYhBAAAADAzRy2Equqiqrqxqt6/xmP/uqq6qk5ctfaiqrq2qq6uqicve2AAAAAANua27CH0iiRPOXKxqk5N8qQk169aOz3JOUkesnjNy6rquKVMCgAAAMBSHLUQ6u63Jvn0Gg/9apKfTdKr1s5K8pruvqm7P5zk2iSPWsagAAAAACzHrvW8qKqemuRj3f2eqlr90H2SvG3V/YOLNQCATbNn32VTj7Bprtt/5tQjAAC3Q8dcCFXVXZK8OMn3rvXwGmu9xlqq6rwk5yXJfe9732MdAwAAAIB1Ws9Vxr4lyf2TvKeqrktySpJ3V9U3Z2WPoFNXPfeUJB9f6y/p7gu7e2937929e/c6xgAAAABgPY65EOru93X3Sd29p7v3ZKUEekR3fyLJpUnOqao7VdX9k5yW5B1LnRgAAACADTnqIWNV9eokT0hyYlUdTPKS7n75Ws/t7iur6pIkH0hyc5Lnd/ctS5wXAABg6ZyLDJiboxZC3f2Mozy+54j7FyS5YGNjAQAAALBZ1nMOIQAAAAB2MIUQAAAAwMwohAAAAABmRiEEAAAAMDMKIQAAAICZUQgBAAAAzIxCCAAAAGBmFEIAAAAAM6MQAgAAAJgZhRAAAADAzCiEAAAAAGZGIQQAAAAwMwohAAAAgJlRCAEAAADMjEIIAAAAYGYUQgAAAAAzoxACAAAAmBmFEAAAAMDMKIQAAAAAZkYhBAAAADAzCiEAAACAmVEIAQAAAMyMQggAAABgZo5aCFXVRVV1Y1W9f9Xar1TV31TVe6vqD6rqHqsee1FVXVtVV1fVkzdpbgAAAADW6bbsIfSKJE85Yu1NSR7a3Q9L8sEkL0qSqjo9yTlJHrJ4zcuq6rilTQsAAADAhu062hO6+61VteeItTeuuvu2JE9b3D4ryWu6+6YkH66qa5M8Ksn/Wc64AADAMuzZd9nUI2yK6/afOfUIADvCMs4h9CNJ/mRx+z5JPrrqsYOLtZGqOq+qDlTVgUOHDi1hDAAAAABuiw0VQlX14iQ3J3nV4aU1ntZrvba7L+zuvd29d/fu3RsZAwAAAIBjcNRDxm5NVZ2b5AeSnNHdh0ufg0lOXfW0U5J8fP3jAQAAALBs69pDqKqekuTnkjy1u/9h1UOXJjmnqu5UVfdPclqSd2x8TAAAAACW5ah7CFXVq5M8IcmJVXUwyUuyclWxOyV5U1Ulydu6+8e6+8qquiTJB7JyKNnzu/uWzRoeAAAAgGN3W64y9ow1ll/+dZ5/QZILNjIUAAAAAJtnGVcZAwAAAGAHUQgBAAAAzMy6rzIGAAAAzNeefZdNPcKmuW7/mVOPsOnsIQQAAAAwMwohAAAAgJlRCAEAAADMjEIIAAAAYGYUQgAAAAAzoxACAAAAmBmFEAAAAMDMKIQAAAAAZkYhBAAAADAzCiEAAACAmdk19QAAwLHZs++yqUfYNNftP3PqEQAAZkEhBAAAwMjt9RcQfvkAKxwyBgAAADAzCiEAAACAmVEIAQAAAMyMQggAAABgZhRCAAAAADOjEAIAAACYGYUQAAAAwMwohAAAAABm5qiFUFVdVFU3VtX7V63ds6reVFXXLL6esOqxF1XVtVV1dVU9ebMGBwAAAGB9bsseQq9I8pQj1vYluby7T0ty+eJ+qur0JOckecjiNS+rquOWNi0AAAAAG3bUQqi735rk00csn5Xk4sXti5OcvWr9Nd19U3d/OMm1SR61nFEBAAAAWIb1nkPoXt19Q5Isvp60WL9Pko+uet7BxdpIVZ1XVQeq6sChQ4fWOQYAAAAAx2rZJ5WuNdZ6rSd294Xdvbe79+7evXvJYwAAAABwa9ZbCH2yqk5OksXXGxfrB5Ocuup5pyT5+PrHAwAAAGDZ1lsIXZrk3MXtc5O8YdX6OVV1p6q6f5LTkrxjYyMCAAAAsEy7jvaEqnp1kickObGqDiZ5SZL9SS6pquckuT7J05Oku6+sqkuSfCDJzUme3923bNLsAAAAAKzDUQuh7n7GrTx0xq08/4IkF2xkKAAAAAA2z7JPKg0AAADANqcQAgAAAJgZhRAAAADAzCiEAAAAAGZGIQQAAAAwMwohAAAAgJlRCAEAAADMjEIIAAAAYGYUQgAAAAAzoxACAAAAmBmFEAAAAMDMKIQAAAAAZkYhBAAAADAzCiEAAACAmVEIAQAAAMyMQggAAABgZhRCAAAAADOjEAIAAACYGYUQAAAAwMwohAAAAABmRiEEAAAAMDO7ph4AAAA22559l009wqa5bv+ZU48AwA6kEIIt5g0pAAAAU9tQIVRVP5XkuUk6yfuSPDvJXZK8NsmeJNcl+aHu/syGpgQA4DbzywcA4GjWXQhV1X2S/ESS07v7C1V1SZJzkpye5PLu3l9V+5LsS/JzS5kWuF3ywQUAAGBrbfSk0ruS3LmqdmVlz6CPJzkrycWLxy9OcvYGvwcAAAAAS7TuQqi7P5bkPyW5PskNSf6uu9+Y5F7dfcPiOTckOWmt11fVeVV1oKoOHDp0aL1jAAAAAHCM1l0IVdUJWdkb6P5J7p3k+Kp65m19fXdf2N17u3vv7t271zsGAAAAAMdoI4eMPTHJh7v7UHd/Ocnrk3xXkk9W1clJsvh648bHBAAAAGBZNlIIXZ/kMVV1l6qqJGckuSrJpUnOXTzn3CRv2NiIAAAAACzTuq8y1t1vr6rXJXl3kpuTXJHkwiR3TXJJVT0nK6XR05cxKAAAAADLse5CKEm6+yVJXnLE8k1Z2VsIAAAAgG1oo5edBwAAAGCHUQgBAAAAzIxCCAAAAGBmFEIAAAAAM6MQAgAAAJgZhRAAAADAzGzosvNwW+zZd9nUI2yK6/afOfUIAAAAsC72EAIAAACYGYUQAAAAwMw4ZGzJbq+HRyUOkQIAAIDbC3sIAQAAAMyMQggAAABgZhRCAAAAADOjEAIAAACYGYUQAAAAwMwohAAAAABmRiEEAAAAMDMKIQAAAICZUQgBAAAAzIxCCAAAAGBmFEIAAAAAM6MQAgAAAJgZhRAAAADAzGyoEKqqe1TV66rqb6rqqqp6bFXds6reVFXXLL6esKxhAQAAANi4je4h9OtJ/rS7H5Tk4UmuSrIvyeXdfVqSyxf3AQAAANgm1l0IVdXdkzw+ycuTpLu/1N2fTXJWkosXT7s4ydkbGxEAAACAZdrIHkIPSHIoyX+rqiuq6rer6vgk9+ruG5Jk8fWktV5cVedV1YGqOnDo0KENjAEAAADAsdhIIbQrySOS/FZ3f2eSz+cYDg/r7gu7e2937929e/cGxgAAAADgWGykEDqY5GB3v31x/3VZKYg+WVUnJ8ni640bGxEAAACAZVp3IdTdn0jy0ar6tsXSGUk+kOTSJOcu1s5N8oYNTQgAAADAUu3a4OtfmORVVXXHJB9K8uyslEyXVNVzklyf5Okb/B4AAAAALNGGCqHu/uske9d46IyN/L0AAAAAbJ6NnEMIAAAAgB1IIQQAAAAwMwohAAAAgJlRCAEAAADMjEIIAAAAYGYUQgAAAAAzoxACAAAAmBmFEAAAAMDMKIQAAAAAZkYhBAAAADAzCiEAAACAmVEIAQAAAMyMQggAAABgZhRCAAAAADOjEAIAAACYGYUQAAAAwMwohAAAAABmRiEEAAAAMDMKIQAAAICZUQgBAAAAzIxCCAAAAGBmFEIAAAAAM6MQAgAAAJiZDRdCVXVcVV1RVX+0uH/PqnpTVV2z+HrCxscEAAAAYFmWsYfQTya5atX9fUku7+7Tkly+uA8AAADANrGhQqiqTklyZpLfXrV8VpKLF7cvTnL2Rr4HAAAAAMu10T2Efi3Jzyb5yqq1e3X3DUmy+HrSWi+sqvOq6kBVHTh06NAGxwAAAADgtlp3IVRVP5Dkxu5+13pe390Xdvfe7t67e/fu9Y4BAAAAwDHatYHXPi7JU6vq+5N8Y5K7V9XvJvlkVZ3c3TdU1clJblzGoAAAAAAsx7r3EOruF3X3Kd29J8k5Sf68u5+Z5NIk5y6edm6SN2x4SgAAAACWZhlXGTvS/iRPqqprkjxpcR8AAACAbWIjh4x9VXe/OcmbF7f/NskZy/h7AQAAAFi+pRRCALCZ9uy7bOoRNs11+8+cegQAAGZoMw4ZAwAAAGAbUwgBAAAAzIxCCAAAAGBmFEIAAAAAM6MQAgAAAJgZhRAAAADAzCiEAAAAAGZGIQQAAAAwMwohAAAAgJlRCAEAAADMjEIIAAAAYGYUQgAAAAAzoxACAAAAmBmFEAAAAMDMKIQAAAAAZkYhBAAAADAzCiEAAACAmVEIAQAAAMyMQggAAABgZhRCAAAAADOjEAIAAACYGYUQAAAAwMysuxCqqlOr6i+q6qqqurKqfnKxfs+qelNVXbP4esLyxgUAAABgozayh9DNSX6mux+c5DFJnl9VpyfZl+Ty7j4tyeWL+wAAAABsE+suhLr7hu5+9+L2/0tyVZL7JDkrycWLp12c5OwNzggAAADAEi3lHEJVtSfJdyZ5e5J7dfcNyUpplOSkW3nNeVV1oKoOHDp0aBljAAAAAHAbbLgQqqq7Jvn9JP+quz93W1/X3Rd2997u3rt79+6NjgEAAADAbbShQqiqviErZdCruvv1i+VPVtXJi8dPTnLjxkYEAAAAYJk2cpWxSvLyJFd190tXPXRpknMXt89N8ob1jwcAAADAsu3awGsfl+RZSd5XVX+9WPv5JPuTXFJVz0lyfZKnb2hCAAAAAJZq3YVQd/+vJHUrD5+x3r8XAAAAgM21lKuMAQAAALBzKIQAAAAAZkYhBAAAADAzCiEAAACAmVEIAQAAAMyMQggAAABgZhRCAAAAADOjEAIAAACYGYUQAAAAwMwohAAAAABmRiEEAAAAMDMKIQAAAICZUQgBAAAAzIxCCAAAAGBmFEIAAAAAM6MQAgAAAJgZhRAAAADAzCiEAAAAAGZGIQQAAAAwMwohAAAAgJlRCAEAAADMjEIIAAAAYGYUQgAAAAAzs2mFUFU9paqurqprq2rfZn0fAAAAAI7NphRCVXVckv+c5PuSnJ7kGVV1+mZ8LwAAAACOzWbtIfSoJNd294e6+0tJXpPkrE36XgAAAAAcg+ru5f+lVU9L8pTufu7i/rOSPLq7X7DqOeclOW9x99uSXL30QW7/TkzyqamH2GZkMiaTIXmMyWRIHmMyGZLHmEyG5DEmkzGZDMljTCZD8lif+3X37rUe2LVJ37DWWBs0T919YZILN+n7z0JVHejuvVPPsZ3IZEwmQ/IYk8mQPMZkMiSPMZkMyWNMJmMyGZLHmEyG5LF8m3XI2MEkp666f0qSj2/S9wIAAADgGGxWIfTOJKdV1f2r6o5Jzkly6SZ9LwAAAACOwaYcMtbdN1fVC5L8WZLjklzU3VduxveaOYfcjclkTCZD8hiTyZA8xmQyJI8xmQzJY0wmYzIZkseYTIbksWSbclJpAAAAALavzTpkDAAAAIBtSiEEAAAAMDMKIQAAAICZUQgBAAAAzIxCaIeoqh+sqnsubu+uqldW1fuq6rVVdcrU820XVfXnU8+wXVXVL0w9w1arqpdW1eOmnmM7qap7VtUvVNVza8WLq+qPqupXquqEqeebQlU9uap+q6ourao3LG4/Zeq5prL4/+KHqurpi9tnVNVvVNXzqmp27xtsR8ZsR8aq6nuq6jcX25Dfr6r9VfWtU881JdvW226m79F8tjmCnzdH57Pe8rnK2A5RVR/o7tMXt1+b5G1Jfi/JE5P8i+5+0pTzTaGq3nvkUpIHJrk6Sbr7YVs+1DZWVdd3932nnmMrVdWhJB9JsjvJa5O8uruvmHaqaVXVHyd5X5K7J3nw4vYlSZ6U5OHdfdaE4225qvq1rGw3Xpnk4GL5lCT/Msk13f2TE402map6WZKTktwxyeeS3CnJHyb5/iSfnFsmtiNjtiNDVbU/yb2SXJ7k7CQfTvLBJM9L8svd/XvTTTcN29ZjM9P3aD7bHMHPmyGf9baGQmiHqKqru/vbFrff1d3/eNVjf93d3zHZcBOpqkuz8mHl3yf5QlY2En+Z5LuTpLs/Mt1006iqz93aQ0nu3N27tnKeqVXVFd39nVV1WpJzFn+OS/LqrPyQ/eCkA07g8PaiqirJwe6+z5GPTTfd1quqD3b3A9dYryQf7O7TJhhrUlX1vu7+9qr6hiSfSHJyd3+pqnYluaK7v33iEbeU7ciY7cjQ4X8zi9u7krylux+32FvqL7v7odNOuPVsW8e8Rxvy2WbMz5shn/W2xux2/d7B3lxV/66q7ry4fXaysotykr+bdLKJdPdTk/x+kguz8hvJ65J8ubs/MuMNxGeTnNbddz/iz92S3DDxbFPoJOnua7r7l7r7IUl+KMk3JvnjSSebzh0WH1JOTXLXqtqTJFX1j7KyR8jcfLGqHrXG+iOTfHGrh9kmbk6S7v5yknd295cW929OcsuUg03EdmTMdmToK4cPfUly76x8gEt3fyYrH2DmyLZ17LPxHm01n23G/LxZxWe9rTGrJnqHe0GSF2exi1ySn6qqz2dlN/5nTTbVxLr7D6rqjUl+qaqem3m+EV3tlUnul+STazz237d4lu1g9Ea8u9+b5L1JXrT142wL/yHJ3yxu/0iS366qTnJ6kl+cbKrp/HCS36qqu+VrhzWcmpXfSP3wRDNN7RNVddfu/vvu/ur5Pqrqm5N8acK5pmI7MrbWdiRZOXxsjtuRX05yRVVdneRBSX48WTkvSpL3TDnYhH44tq1H8h5tyGebMT9vjuCz3uZzyNgOVFXflGRXd//t1LNsJ1X18CSP7e7/MvUsbA+HP9ROPcd2U1XHZWX7f/Pi8IbvSPKx7p7jbyiTfLXsuE9W3owd7O5PTDzStlNVxyc5vrtvnHqWrWQ7sjbbkaHFHkIPSHJtd3924nG2DdtWbgufbVb4efP1+ay3ORwytoPUikcnOSPJ46vq0YtjsUnS3e85vIGoqgdNPc+UFuf+OHLtxClmmVJ3/31V3aEWV0aqqjtW1SNW7do/V53kK4vbd1jcvmm6cabX3Z/o7nd194Ek/2zqebabqnped39+bmVQsrIdOXKtqp43xSzbSXffsjiM8PDhhI+aaxmUJN396e4+cLgM8v/IisPb1qzsUXbvqrrHxCNtG1V118V7kntMPcvUuvvvktw09zyO/Hkz9/9HFu/bV3/WvWeS46vq+6aa6fbIIWM7RFV9b5KXJbkmyccWy6ck+dbFG/U3Tjbc9vTGJLO6WkPy1eOufyfJnarqiiTnLY63TVYyecRUs01hcTz6f83K+R1+LMnPJ/l8kgdW1Y939x9OOd8UZDJUVT+9xvLPV9U3Jkl3v3SLR5rcGplUkhfNNRN5jMlkSB5jVfWy7n7e4vZ3Z+WQqP+blfetP9rdszsfikyG5DEmk5F3JnlCks9U1b9J8oNZOZfST1fV47t7lofRLZtCaOf49SRPXPXhPklSVffPyj+MB08x1JSq6jdu7aEk99jCUbaT/5jkyd19ZVU9LcmbqupZ3f22zPPEli9J8vAkd87KeRwe2d1XV9X9snKSulmVHwsyGfrFrGxDr8zX/o0cl+Ruk000PZkMyWNMJkPyGHvMqtu/lOTs7n53VT0gySWZ4QlyI5MjyWNMJkPHLU7OnyT/PMk/6e4vVNX+JO/OTM+rtGwKoZ1jV752Ur7VPpZkdHjQTDw7yc9k7UNdnrHFs2wXd+zuK5Oku19XVVcleX1V7cviygVzc/h8BVV1fXdfvVj7yOHDyOZIJgMPSfLSJMcn+cXu/oeqOre753hi3MNkMiSPMZkMyePru3t3vztJuvtDi/NPzZ1MhuQxJpPkc1X10O5+f5JPZeVqa1/IyufiOb5n3RQKoZ3joiTvrKrXJPnoYu3UJOckeflkU03rnUne391/deQDVXX+1o+zLXy5qr758Af+xZ5CZyT5oyTfMu1o06iqO3T3V7JyJZzDa8dlxlcpkMnXdPf1SZ5WVWdlZY+6X516pqnJZEgeYzIZkseaHlRV783KHlN7quqE7v7M4hcPc/1FpkyG5DEmk6EfS/KqqnpPkhuTHKiqtyR5WFau7sgSuMrYDlJVD05yVlZdrSHJpd39gUkHm8jixMBf7O5/mHqW7aKqnpjkUHe/54j1b0rygu6+YJrJplFVj0zyvu7+4hHre5J8d3f/7iSDTUgmt66q7pKVQz8e3d2Pn3qe7UAmQ/IYk8mQPFYsDkNe7ePd/eVaucDF47v79VPMNSWZDMljTCZji19Yfm+SB+ZrR8z8mas5Lo9CCAAAAGBmHHt3O1BVfzL1DNuNTMZkMiSPMZkMyWNMJkPyGJPJkDzGZDImkyF5jMlkSB7L4xxCO0RV3drlwivJd2zhKNuGTMZkMiSPMZkMyWNMJkPyGJPJkDzGZDImkyF5jMlkSB5bQyG0c7wzyVuy9qXD77G1o2wbMhmTyZA8xmQyJI8xmQzJY0wmQ/IYk8mYTIbkMSaTIXlsAYXQznFVkh/t7muOfKCqPrrG8+dAJmMyGZLHmEyG5DEmkyF5jMlkSB5jMhmTyZA8xmQyJI8t4BxCO8f5ufX/Xi/cwjm2k/MjkyOdH5msdn7kcaTzI5PVzo88jnR+ZLLa+ZHHkc6PTFY7P/I40vmRyZHOj0xWOz/yONL5kclq50cem85VxgAAAABmxiFjO0RVPbO7f7eqfnqtx7v7pVs909RkMiaTIXmMyWRIHmMyGZLHmEyG5DEmkzGZDMljTCZD8tgaCqGd4/jF17ut8dhcd/OSyZhMhuQxJpMheYzJZEgeYzIZkseYTMZkMiSPMZkMyWMLOGRsh6mqx3X3/z7a2pzIZEwmQ/IYk8mQPMZkMiSPMZkMyWNMJmMyGZLHmEyG5LG5FEI7TFW9u7sfcbS1OZHJmEyG5DEmkyF5jMlkSB5jMhmSx5hMxmQyJI8xmQzJY3M5ZGyHqKrHJvmuJLuPOI7y7kmOm2aqaclkTCZD8hiTyZA8xmQyJI8xmQzJY0wmYzIZkseYTIbksTUUQjvHHZPcNSv/zVYfR/m5JE+bZKLpyWRMJkPyGJPJkDzGZDIkjzGZDMljTCZjMhmSx5hMhuSxBRwytsNU1f26+yNVdbck3d1/P/VMU5PJmEyG5DEmkyF5jMlkSB5jMhmSx5hMxmQyJI8xmQzJY3PZQ2jnuVtVXZHknklSVZ9Kcm53v3/asSYlkzGZDMljTCZD8hiTyZA8xmQyJI8xmYzJZEgeYzIZksdm6m5/dtCfJH+V5HtW3X9Ckr+aei6ZbK8/MpGHTOQhE3nIRB5T/5GJTOQhE3ls7z93uNWmiO3q+O7+i8N3uvvNSY6fbpxtQSZjMhmSx5hMhuQxJpMheYzJZEgeYzIZk8mQPMZkMiSPTeSQsZ3nQ1X1b5P8zuL+M5N8eMJ5tgOZjMlkSB5jMhmSx5hMhuQxJpMheYzJZEwmQ/IYk8mQPDaRPYR2nh9JsjvJ65P8weL2syedaHoyGZPJkDzGZDIkjzGZDMljTCZD8hiTyZhMhuQxJpMheWwiVxkDAAAAmBmHjO0QVXXp13u8u5+6VbNsFzIZk8mQPMZkMiSPMZkMyWNMJkPyGJPJmEyG5DEmkyF5bA2F0M7x2CQfTfLqJG9PUtOOsy3IZEwmQ/IYk8mQPMZkMiSPMZkMyWNMJmMyGZLHmEyG5LEFHDK2Q1TVcUmelOQZSR6W5LIkr+7uKycdbEIyGZPJkDzGZDIkjzGZDMljTCZD8hiTyZhMhuQxJpMheWwNJ5XeIbr7lu7+0+4+N8ljklyb5M1V9cKJR5uMTMZkMiSPMZkMyWNMJkPyGJPJkDzGZDImkyF5jMlkSB5bwyFjO0hV3SnJmVlpSfck+Y2snG19tmQyJpMheYzJZEgeYzIZkseYTIbkMSaTMZkMyWNMJkPy2HwOGdshquriJA9N8idJXtPd7594pMnJZEwmQ/IYk8mQPMZkMiSPMZkMyWNMJmMyGZLHmEyG5LE1FEI7RFV9JcnnF3dX/0erJN3dd9/6qaYlkzGZDMljTCZD8hiTyZA8xmQyJI8xmYzJZEgeYzIZksfWUAgBAAAAzIyTSgMAAADMjEIIAAAAYGYUQgAAAAAzoxACAAAAmBmFEAAAAMDM/H/7SEzUJS1ORAAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "var_plot_df = plot_df[plot_df[\"User\"].isin(top_users)].drop(\"TIME\", axis=1).groupby([\"User\"]).var().reset_index()\n",
+ "# var_plot_df = plot_df.drop(\"TIME\", axis=1).groupby([\"User\"]).var().reset_index()\n",
+ "_ = plt.figure(figsize=(20, 5))\n",
+ "_ = plt.bar(var_plot_df[\"User\"], var_plot_df[\"value\"])\n",
+ "_ = plt.xticks(rotation=90)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "designed-projector",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "_ = plt.figure(figsize=(20, 5))\n",
+ "# _ = plt.bar(plot_df[\"User\"], plot_df[\"value\"])\n",
+ "_ = sns.barplot(data=plot_df[plot_df[\"User\"].isin(top_users)], x=\"User\", y=\"value\")\n",
+ "# _ = sns.barplot(data=plot_df, x=\"User\", y=\"value\")\n",
+ "_ = plt.xticks(rotation=90)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "natural-sharing",
"metadata": {},
"outputs": [],
"source": [
@@ -748,8 +814,8 @@
},
{
"cell_type": "code",
- "execution_count": 20,
- "id": "polished-batman",
+ "execution_count": 23,
+ "id": "twelve-blood",
"metadata": {},
"outputs": [
{
@@ -773,7 +839,7 @@
},
{
"cell_type": "markdown",
- "id": "continuing-auditor",
+ "id": "coupled-status",
"metadata": {},
"source": [
"### Visualize outliers"
@@ -781,8 +847,8 @@
},
{
"cell_type": "code",
- "execution_count": 21,
- "id": "dimensional-brand",
+ "execution_count": 24,
+ "id": "heavy-mainstream",
"metadata": {},
"outputs": [
{
@@ -812,8 +878,8 @@
},
{
"cell_type": "code",
- "execution_count": 22,
- "id": "separate-impression",
+ "execution_count": 25,
+ "id": "included-trunk",
"metadata": {},
"outputs": [
{
@@ -905,7 +971,7 @@
"15 0.5 [80] "
]
},
- "execution_count": 22,
+ "execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
@@ -916,7 +982,7 @@
},
{
"cell_type": "markdown",
- "id": "answering-scheme",
+ "id": "pursuant-jerusalem",
"metadata": {},
"source": [
"### Check the normality using the Kolmogrov-Smirnov test"
@@ -924,8 +990,8 @@
},
{
"cell_type": "code",
- "execution_count": 23,
- "id": "matched-wound",
+ "execution_count": 26,
+ "id": "sporting-lighting",
"metadata": {},
"outputs": [
{
@@ -1113,8 +1179,8 @@
},
{
"cell_type": "code",
- "execution_count": 24,
- "id": "abandoned-census",
+ "execution_count": 27,
+ "id": "clean-austria",
"metadata": {},
"outputs": [
{
@@ -1144,8 +1210,8 @@
},
{
"cell_type": "code",
- "execution_count": 25,
- "id": "solved-oakland",
+ "execution_count": 28,
+ "id": "special-mechanics",
"metadata": {},
"outputs": [
{
@@ -1154,7 +1220,7 @@
"(9, 4, 15, 28)"
]
},
- "execution_count": 25,
+ "execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
@@ -1165,8 +1231,8 @@
},
{
"cell_type": "code",
- "execution_count": 26,
- "id": "several-mention",
+ "execution_count": 29,
+ "id": "african-foster",
"metadata": {},
"outputs": [],
"source": [
@@ -1180,8 +1246,8 @@
},
{
"cell_type": "code",
- "execution_count": 27,
- "id": "exact-owner",
+ "execution_count": 30,
+ "id": "particular-raleigh",
"metadata": {},
"outputs": [
{
@@ -1193,7 +1259,7 @@
"Name: gender, dtype: int64"
]
},
- "execution_count": 27,
+ "execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
@@ -1204,8 +1270,8 @@
},
{
"cell_type": "code",
- "execution_count": 28,
- "id": "champion-citizen",
+ "execution_count": 31,
+ "id": "middle-executive",
"metadata": {},
"outputs": [],
"source": [
@@ -1215,8 +1281,8 @@
},
{
"cell_type": "code",
- "execution_count": 29,
- "id": "fifty-massage",
+ "execution_count": 32,
+ "id": "satisfied-tunisia",
"metadata": {},
"outputs": [
{
@@ -1227,7 +1293,7 @@
"Name: gender, dtype: int64"
]
},
- "execution_count": 29,
+ "execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
@@ -1238,8 +1304,8 @@
},
{
"cell_type": "code",
- "execution_count": 30,
- "id": "southern-textbook",
+ "execution_count": 33,
+ "id": "bored-samba",
"metadata": {},
"outputs": [
{
@@ -1282,8 +1348,8 @@
},
{
"cell_type": "code",
- "execution_count": 31,
- "id": "variable-decline",
+ "execution_count": 34,
+ "id": "architectural-public",
"metadata": {},
"outputs": [
{
@@ -1300,7 +1366,7 @@
" dtype='"
]
@@ -1707,8 +1773,8 @@
},
{
"cell_type": "code",
- "execution_count": 37,
- "id": "photographic-blocking",
+ "execution_count": 40,
+ "id": "olive-prisoner",
"metadata": {},
"outputs": [],
"source": [
@@ -1718,13 +1784,13 @@
},
{
"cell_type": "code",
- "execution_count": 38,
- "id": "alive-deposit",
+ "execution_count": 41,
+ "id": "institutional-lebanon",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -1743,7 +1809,7 @@
},
{
"cell_type": "markdown",
- "id": "whole-crawford",
+ "id": "advisory-northeast",
"metadata": {},
"source": [
"### Run the correlations as sample size increases for the highest correlations"
@@ -1751,8 +1817,8 @@
},
{
"cell_type": "code",
- "execution_count": 39,
- "id": "developmental-fleece",
+ "execution_count": 42,
+ "id": "thrown-stations",
"metadata": {},
"outputs": [],
"source": [
@@ -1763,8 +1829,8 @@
},
{
"cell_type": "code",
- "execution_count": 40,
- "id": "weekly-provision",
+ "execution_count": 43,
+ "id": "daily-crime",
"metadata": {},
"outputs": [],
"source": [
@@ -1776,8 +1842,8 @@
},
{
"cell_type": "code",
- "execution_count": 41,
- "id": "collective-roberts",
+ "execution_count": 44,
+ "id": "worth-teens",
"metadata": {},
"outputs": [],
"source": [
@@ -1800,13 +1866,13 @@
},
{
"cell_type": "code",
- "execution_count": 42,
- "id": "blind-porcelain",
+ "execution_count": 45,
+ "id": "romance-sector",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -1818,7 +1884,7 @@
},
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -1850,7 +1916,7 @@
},
{
"cell_type": "markdown",
- "id": "baking-sandwich",
+ "id": "greek-pakistan",
"metadata": {},
"source": [
"### Level of aggreement between two clinical measurements accounting for multiple data points"
@@ -1858,8 +1924,8 @@
},
{
"cell_type": "code",
- "execution_count": 43,
- "id": "charming-dance",
+ "execution_count": 46,
+ "id": "latest-given",
"metadata": {},
"outputs": [
{
@@ -1898,8 +1964,8 @@
},
{
"cell_type": "code",
- "execution_count": 44,
- "id": "strong-validation",
+ "execution_count": 47,
+ "id": "encouraging-coverage",
"metadata": {},
"outputs": [],
"source": [
@@ -1908,8 +1974,8 @@
},
{
"cell_type": "code",
- "execution_count": 45,
- "id": "national-photographer",
+ "execution_count": 48,
+ "id": "viral-footwear",
"metadata": {},
"outputs": [
{
@@ -1918,7 +1984,7 @@
"'ExternalSocial + ExternalMaterial + AutonomySat + CompetenceSat + RelatedSat + AutonomyFrust + CompetenceFrust + RelatedFrust + Vigor + Dedication + Absorption + WorkEngagement + SelfControl + Congruence + Interest + Control + AutonomousFunctioning + IncStructResources + DecHinderDemands + IncChallengeDemands + IncSocialResources + Resilience + Optimism'"
]
},
- "execution_count": 45,
+ "execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
@@ -1930,8 +1996,8 @@
},
{
"cell_type": "code",
- "execution_count": 46,
- "id": "bearing-swedish",
+ "execution_count": 49,
+ "id": "failing-senior",
"metadata": {},
"outputs": [
{
@@ -2230,7 +2296,7 @@
"[8 rows x 25 columns]"
]
},
- "execution_count": 46,
+ "execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
@@ -2242,8 +2308,8 @@
},
{
"cell_type": "code",
- "execution_count": 47,
- "id": "qualified-programmer",
+ "execution_count": 50,
+ "id": "chemical-helicopter",
"metadata": {},
"outputs": [
{
@@ -2268,7 +2334,7 @@
},
{
"cell_type": "markdown",
- "id": "inappropriate-frame",
+ "id": "satellite-valuation",
"metadata": {},
"source": [
"### Specify the model with the formula_string as the model syntax"
@@ -2276,8 +2342,8 @@
},
{
"cell_type": "code",
- "execution_count": 48,
- "id": "fancy-stream",
+ "execution_count": 51,
+ "id": "renewable-rally",
"metadata": {},
"outputs": [
{
@@ -2352,8 +2418,8 @@
},
{
"cell_type": "code",
- "execution_count": 49,
- "id": "second-wound",
+ "execution_count": 52,
+ "id": "recent-playing",
"metadata": {},
"outputs": [
{
@@ -2381,8 +2447,8 @@
},
{
"cell_type": "code",
- "execution_count": 50,
- "id": "opposite-walnut",
+ "execution_count": 53,
+ "id": "nasty-crime",
"metadata": {},
"outputs": [],
"source": [
@@ -2394,17 +2460,17 @@
},
{
"cell_type": "code",
- "execution_count": 51,
- "id": "happy-distance",
+ "execution_count": 54,
+ "id": "descending-electron",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2429,9 +2495,9 @@
" warnings.warn(msg, ConvergenceWarning)\n",
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2261: ConvergenceWarning: The Hessian matrix at the estimated parameter values is not positive definite.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2450,9 +2516,9 @@
" warnings.warn(msg)\n",
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2469,9 +2535,9 @@
"text": [
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2488,9 +2554,9 @@
"text": [
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2507,9 +2573,9 @@
"text": [
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2534,9 +2600,9 @@
" warnings.warn(msg, ConvergenceWarning)\n",
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2553,9 +2619,9 @@
"text": [
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2572,9 +2638,9 @@
"text": [
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2591,9 +2657,9 @@
"text": [
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2610,9 +2676,9 @@
"text": [
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2629,9 +2695,9 @@
"text": [
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2648,9 +2714,9 @@
"text": [
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2667,9 +2733,9 @@
"text": [
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n",
- ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" feature_to_drop = fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].sort_values(by = \"P>|z|\").tail(drop_amount).index.tolist()\n"
]
},
@@ -2686,7 +2752,7 @@
"text": [
"/opt/miniconda3/envs/general/lib/python3.9/site-packages/statsmodels/regression/mixed_linear_model.py:2237: ConvergenceWarning: The MLE may be on the boundary of the parameter space.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
- ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+ ":1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" while fixed_effect_output_no_empty.drop(\"Intercept\")[fixed_effect_output_no_empty[\"P>|z|\"] > cutoff].shape[0] > 0:\n"
]
}
@@ -2710,8 +2776,8 @@
},
{
"cell_type": "code",
- "execution_count": 52,
- "id": "continued-perry",
+ "execution_count": 55,
+ "id": "military-kennedy",
"metadata": {},
"outputs": [
{
@@ -2753,8 +2819,8 @@
},
{
"cell_type": "code",
- "execution_count": 53,
- "id": "lesbian-universe",
+ "execution_count": 56,
+ "id": "defensive-kingston",
"metadata": {},
"outputs": [],
"source": [
@@ -2764,8 +2830,8 @@
},
{
"cell_type": "code",
- "execution_count": 54,
- "id": "fifty-compression",
+ "execution_count": 57,
+ "id": "separate-spectrum",
"metadata": {},
"outputs": [],
"source": [
@@ -2774,8 +2840,8 @@
},
{
"cell_type": "code",
- "execution_count": 55,
- "id": "funded-doubt",
+ "execution_count": 58,
+ "id": "ranking-subcommittee",
"metadata": {},
"outputs": [
{
@@ -2794,8 +2860,8 @@
},
{
"cell_type": "code",
- "execution_count": 56,
- "id": "unknown-manitoba",
+ "execution_count": 59,
+ "id": "confidential-cartridge",
"metadata": {},
"outputs": [
{
@@ -2829,8 +2895,8 @@
},
{
"cell_type": "code",
- "execution_count": 57,
- "id": "operating-reality",
+ "execution_count": 60,
+ "id": "heard-discipline",
"metadata": {},
"outputs": [
{
@@ -2859,8 +2925,8 @@
},
{
"cell_type": "code",
- "execution_count": 59,
- "id": "laughing-intensity",
+ "execution_count": 61,
+ "id": "fleet-bosnia",
"metadata": {},
"outputs": [],
"source": [
@@ -2871,8 +2937,8 @@
},
{
"cell_type": "code",
- "execution_count": 60,
- "id": "korean-stage",
+ "execution_count": 62,
+ "id": "golden-lightning",
"metadata": {},
"outputs": [
{
@@ -2909,8 +2975,8 @@
},
{
"cell_type": "code",
- "execution_count": 61,
- "id": "cubic-closing",
+ "execution_count": 63,
+ "id": "diverse-registrar",
"metadata": {},
"outputs": [
{
@@ -2919,7 +2985,7 @@
"(0.0, 1.0)"
]
},
- "execution_count": 61,
+ "execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
@@ -2930,8 +2996,8 @@
},
{
"cell_type": "code",
- "execution_count": 62,
- "id": "ready-ratio",
+ "execution_count": 64,
+ "id": "solid-shuttle",
"metadata": {},
"outputs": [
{
@@ -2976,7 +3042,7 @@
"RAI 0.06 0.04 0.0"
]
},
- "execution_count": 62,
+ "execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
@@ -2991,13 +3057,13 @@
},
{
"cell_type": "code",
- "execution_count": 63,
- "id": "prepared-ebony",
+ "execution_count": 65,
+ "id": "super-hurricane",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -3029,13 +3095,13 @@
},
{
"cell_type": "code",
- "execution_count": 64,
- "id": "unavailable-riding",
+ "execution_count": 66,
+ "id": "inclusive-trade",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAo4AAAHVCAYAAAB/r3pJAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3gc1b3w8e+Z2a7dVS9WcZFcsbGxsY1N7z0JIQnpAdIu6fWSN+2md1JvQnq5CSmQAoRiwDTbgDHuvUuymtXLavvOzHn/mJG8kiVbkm1MzPk8jx7tTjlzZmbLb08VUkoURVEURVEU5Xi0050BRVEURVEU5T+DChwVRVEURVGUMVGBo6IoiqIoijImKnBUFEVRFEVRxkQFjoqiKIqiKMqYqMBRURRFURRFGRMVOCqKopwGQohLhRBNWc93CiEuPQXHWSGEuPVkp6soyquTChwVRTnthBD1QoiEECIqhGgVQvxBCBEctk2Os/7RUfa/8hTmb6oQQjrHjwoh2oQQDwshrjpZx5BSzpVSPnsiaQghviyEuGdYutdJKf/vhDKnKIriUIGjoiivFK+RUgaBc4CFwGeHrX8jkAKuFkJMepnzNiDPyeMCYCVwvxDittOUF0VRlJedChwVRXlFkVK2Ao9jB5DZbgV+AWwD3j6WtIQQ5U5JZkHWsoVCiE4hhFsIMV0IsUoI0ecsu3eseZRS/hj4MvAdIYSWdbx/CiE6hBB1QoiPZh3X75Sk9gghdgFLhuV1sNRUCKELIT4nhDgohOgXQmwUQlQ5634shGgUQkSc5Rc5y68FPge82SkV3eosf1YI8V7nsSaE+IIQ4pAQol0I8UchRK6zbqBU9VYhRINzPT4/luuhKMqrhwocFUV5RRFCVALXAQeylk0GLgX+7Py9ayxpSSlbgLXAG7IWvw34h5QyA3wNeALIByqB/x1ndv8FlACznODxIWArUAFcAXxcCHGNs+2XgBrn7xrsQHg0nwTeClwPhIF3A3Fn3XrsoLoA+AvwdyGET0r5GPBN4F4pZVBKuWCEdG9z/i4DqoEg8NNh21wIzHLy/z9CiDnHuwiKorx6qMBRUZRXigeEEP1AI9COHWgNeBewTUq5C/grMFcIsXCM6f4FOwhDCCGAtzjLADLAFKBcSpmUUj43zjy3OP8LsEsQi6WUX5VSpqWUtcCvneMB3AJ8Q0rZLaVsBH5yjHTfC3xBSrlX2rZKKbsApJT3SCm7pJSGlPL7gBc70BuLtwM/kFLWSimj2M0B3iKEcGVt8xUpZUJKuRU7CB4pAFUU5VVKBY6KorxS3CSlDGGXLM4GirLWvQu7pHGgFHEVxy6xy/YPYLkQohy4GJDAGmfdnYAAXnJ6Nb97nHmucP534wSgQojegT/squNSZ5ty7KB4wKFjpFsFHBxphRDiU0KI3U71ei+Qy9BrdSzlw457CHBl5RGgNetxHLtUUlEUBVCBo6IorzBSylXAH4C7AIQQ5wMzgM86Pa5bgfOAtw4rKRstvV7s6uhbsKup/yqllM66Vinl+6SU5cB/AXcLIaaPI7uvxy4d3YsdFNZJKfOy/kJSyuudbQ9jB4QDJh8j3UbsKu0hnPaMn3HOJV9KmQf0YQe/YAfFx9KCHeBm58EA2o6zn6IoCqACR0VRXpl+BFwlhDgHu2RxJXAWdtu+c4B5QAC7LeRY/AW71PINHKmmRgjxJqdNJUAPduBlHi8xIUSpEOLD2NXpn5VSWsBLQEQI8RmnI4wuhJgnhBjoBHMfdvCb7xzzI8c4xG+ArwkhZgjbfCFEIRDCDvQ6AJcQ4n+w20AOaAOmDnTWGcFfgU8IIaY5wx0NtIk0jnfOiqIooAJHRVFegaSUHcAfgS9il679r1M6OPBXB/yJsVdX/xu71LLNabs3YAmwTggRdbb5mJP2aHqFEDFgO3bHlTdJKX/n5NkEXoMd2NYBndgBYK6z71ewq4brsEtA/3SM4/wAO9B8AogAvwX82L3NVwD7nLSSDK3+/rvzv0sIsWmEdH/nHHe1k48kxw5gFUVRhhBOjY2iKIqiKIqiHJMqcVQURVEURVHGRAWOiqIoiqIoypiowFFRFEVRFEUZExU4KoqiKIqiKGOiAkdH9jyxI6y7VAjRdCqPMcK2cmA8OSHEL4QQXzzR449wjLcLIZ44SWkN5vfVxplT+DenIN3bhBDPZT2PCiGqT/ZxjpMHIYT4vTO/8ktj3OcPQoivn+q8nW7Oed52ktMccs9Pp+w5rkdY92UhxD3O48nOa1N/eXOoDDiZn+XD0h3y3ecMkn/pyT7OiTre+R/vO/xUfceeqY47eK5y+kkp7zhF6Q7M+zsuQohngXuklCc9WPpPJKX85st0nNMxg8eFwFVApZQyNnylEzi9V0p54cudMeWVQUrZgJpd5rSa6Gf5BI4z91QfYyKGn78QQgIzpJQHRt9ryP4T/o4VQtRjfwY+mbXsNs7gz0VV4qi8oo1lZpDTmd6rwBSgfqSg8ZVG3dvRvZqvzYmeu/oMUl4JXkmvGxU4DrVECLHLqZb7vRDCN9JGQoj/J4Q4KITod7Z//bD173Pmkh1Yv2iENGYLIeqEEG85Xqayq/4Gityd+WrbhRCHhRC3Z23rFULcJYRoEEK0OUXw/lHSHawWc6okf+ik2SeE2CaEmDfCPt8ALgJ+6lRP/TRr9ZVCiP3O9fuZEEJk7fdu55r0CCEeF0JMGZ62s91Up9r7PUKIBuDp4+0vhLhaCLHXyffdQohVA1Vszjk+75xbN/DlY10jIUSREOJhYc813C2EWCOcWTiEPSNIs3Nf9wohrnCWD1bbOc9f61Tp9Aq7um9O1rp6IcSnnevbJ4S4d7TX2QjXJrv5wh+ca/yIk591QoiarG1nCyFWOuewVwhxyzHSLRdC/NvZ9oAQ4n3O8vdgD2C93LnXXxm23xzgF1nre7NW55+kvE0TQqx20nnSOeeBKtKjXitCCE0I8QUhxCHntfxHIUSus/1R1VUiq/mIcx//4dyTfiHEJiHEgmPelGMQQlwohHjBeR00CqdaWwiR6+Srw8nnF8QoM70IIc4XQqx3XivrhT394lF5z8r/qNfGWX6s99FVQog9zrF+ypFpDI93ngPHcjnPnxVCfE3Y77t+IcQTQoiirO2XZV2XrSKr6lPY79daZ786IcTbRznmUiHEWieNw0KInwohPFnrpRDiQ0KI/cB+Z9mNQogtzj4vCCHmH+OcxrW/EGKREGKzk++/O6+h4Z/ZnxH2dJm/d16nA98jXUKI+4QQBc72PiHEPc7yXue+lx7r+oijm7Uc63VzzPtzLCO8X+5zXsv9wv7MW5y1bbkQ4p/O67xOCPHRYfdvgxAiIuzP4B+McrxVQog3OI8vdO7L9c7zK4UQW4afvxBitbP7VmF/Lr05K73RvjfH/B07Xse5n7lCiN86x2gWQnxdOE0+xAjfXRPNw0knpVR/9iDo9cAO7LlkC4Dnga876y4FmrK2fRNQjh14vxmIAZOy1jVjz0ghgOnAlKxjXAksAhqAG4+RHwlMdx7/YVheDOCrgBt79oo49ry1YE/V9m/nHELAQ8C3RjnGbcBzzuNrgI1AnpPvOQPnNMJ+z2IXww/P78PO/pOxp0S71ll3E3DASdMFfAF4YZS0pzpp/RHIwZ4tY9T9gSLsmTVudtZ9DMgM5M85RwN7dgyXk96o1wj4FnYw5Hb+LnKuxyzsGTrKs/JZ4zz+MnbVPcBM5/VwlbP/nU7ePVmvgZewXz8FwG7gjuPdn1FeE93AUue8/gz8zVmX4+T1dmfdIuxZTOaOcpxVwN2AD3vWkw7gipHycLw8noK8rcWes9qDXW0eybrWUzn6tfJu53pXY1ef/gv400jv4+z3ZNZ9zABvdO7dp7FnV3GPkrc/ALeNsm4y0A+81UmrEDjHWfdH4EHs195U7Flg3jPCe7IAexrEdzrX6q3O88LheR/hdTjStbmJ47+PBs79E9jvm/eOcn4jHcuV9flwEPu94Heef9tZVwF0YX9uadjvky6g2MlnBJjlbDuJ0V8X5wLLnPOYiv0++viw98pK5xr6sV9n7dhznOvYMw7VA95jfP6OaX/s1+Yh7M8eN/ZnUZqjP7O/42zvBz4OvAhUOst+iT2HOthzpj+EPaWm7pxr+FjXh/G9bka9PyNch0sZ+t1Xz9D3S9K5lzr2Z+eLzjoN+/vkf5zrUw3UAtdkva/f6TwOAstGOf5XsWeNAvick+/vZK378fE+K4fdg9G+N/8wwv0acdsR8jh4TUb6XBztfjrrHnDufQ5Qgv3d8F+jfXeN9jn8cv+d9gy8Uv6cm39H1vPrgYNZL6SmY+y7BXid8/hx7GnLRjvGV4Am4LLj5OdYgWMC50PaWdaO/SEqsIOWmqx1y4G6UY6R/eK+HPsLbBmgHSdvzzJy4Hhh1vP7gP/nPF6B88XoPNecN+KUEdKe6qRVnbVs1P2x5x9em7VOYAcm2YFjw7D1o14j7A+LB8n60HGWT3eu85UMCyQY+iX6ReC+YXltBi7Neg28I2v9d4FfHO/+jPKa+M2w1+se5/GbgTXD0vol8KURjlGFPTdzKGvZt4A/jJSH4+XxJOdtMvYHZyBr2T0cHbBkv1aeAj6Y9XwWdjDoYmyB44vD7t1h4KJRzv0PjB44fha4f4TlOpACzspa9l/AsyO8J98JvDRs/7UDx2RsgeN43kfZ5y6wP6cmGjh+IWvbDwKPOY8/gxPIZ61/HDsQywF6secTH9eXJHYgdn/WcwlcnvX858DXhu2zF7hklPTGvD9wMfZ7XGSte46hn9lpwJe1fjfOjzPn+SSOvE7fDbwAzB92vFGvzzhfN6PenxGuw6UcO3B8MmvdWUDCeXweWZ+7We+J3zuPV2N/FxYd575eAWxzHj8GvJcjwekq4Obh5591/4YHjiN+b2a9l4/7HTtKHgevySj3Y7T7WYr9WeDPWvZW4JmsNBpGOubp/lNV1UNlz/l6CLtU6ChCiHdlVVn0AvOwf7GD/UV88BjHuAP7V/4zJ5DPLimlkfU8jv2rrRj7V83GrLw95iw/Jinl08BPgZ8BbUKIXwkhwuPMV+sIeQL7i+nHWXnqxv5iqjhGWtn34lj7l2dvK+133PDec9lpHe8afQ+7VOYJp0ro/znpHsD+cvoy0C6E+JsQYqTXRzn2a2cgP5Zz/OxzHe06jdexrvd5A+fnnOPbgbJR8tstpezPWnaIY9+blztv8axljSNsl71syPV3HruwP6THIvu1ZGG/lkb8HDiO0T4HijhSQpWdx5Gu9/BzOda2ozmR99FI13qsjnX/3zTs/l+IXbsRw/5hcQdwWNhNHWaPlLgQYqawm5S0CiEiwDc58hk8YPi5f2rYcas49r0d6/7lQLNzzUbaF6BDSpkclt79WWntxv4BV4o9l/jjwN+EEC1CiO8KIdzjuD5jed2cqs8gn7CbLEwByoddr89x5H34HuwSzz1O1e2No6S/FpjpVO2eg12CXuVUrS/FDkDHarTvzRPd1sAumczmxv4hAKPcT+xr5Ma+lwPX6JfYJY8DTuQ9eMqowHGoqqzHk4GW4RsIu03Qr4EPYxf952FXcQ+0B2oEaobvl+UOYLIQ4ocnI8PDdGL/Uporpcxz/nLlGHvjSil/IqU8F5iL/ab+79E2HWe+GrGL3/Oy/vxSyheOlZ0x7n8Yu7oHsNtqZj8fIa1jXiMpZb+U8lNSymrgNcAnhdOWUUr5F2n3kpvipPmdEfLd4qzPzk8VdonEy6URWDXsegWllB8YYdsWoEAIEcpaNpmx53cir4Wx5u2wk7dA1rKqEbbLzsOQ68+RUss27JLmwbSctkTDf1RVZa3XsF9LR30OjMFonwOd2F8ow/M40vUefi7Dtx1yPowcfI/nfZR97oKRr/WJasQucczOQ46U8tsAUsrHpZRXYZfA7cH+rB3Jz531M6SUYeygZHibzOHn/o1hxw1IKf96jLyOdf/DQIVzzQYMv3bD3yeNwHXD0vNJKZullBkp5VeklGcB5wM3YpcIj/X6HO9183JoxK7FyT6/kJTyegAp5X4p5Vuxg6TvAP8QQuQMT8T50bgRuxnADillGrv07pPYNYKdL9cJHUMDdql7tmk4wfsx7mcjdoljUdY1CsuhPdfH+/n6slCB41AfEkJUCruR8ueAe0fYJgf7ZnYAOI1mszuR/Ab4tBDiXGGbLoZ2BOkHrgUuFkJ8+2Rm3ikh+TXwQyFEiZO/CiHENcfbVwixRAhxnvNLKIbddsUcZfM27DYrY/UL4LNCiLnOsXKFEG86Sfs/ApwthLjJ+aX7IUb+AgWOf42E3QB+uvMlEMG+BqYQYpYQ4nIhhBf72iQY+frcB9wghLjCuZafwv5wOFaQfLI9jP0r/Z1CCLfzt0RkddIZIKVsdPL2LWE34p6PXRow1qE92oBKkdUx4STm7RCwAbtDk0cIsRw7mD+WvwKfEHanmiB2SdS9TunBPuwSkRuce/MF7PZl2c4VQtzsvJY+jn3vXhzjuWX7M3ZnsVuEEC4hRKEQ4hwppYn9GvmGECLkfDZ8ErsKfrhHsa/V25w03oxdHfiws34L8BbnGi7Gbp94LMd7H83NOvePcoz30Qm4B3iNEOIaIYTuvOYudT53S4XdsSwH+7pHGf0zKIT9/ow6pW4j/fDI9mvgDuczTgghcpzXQeg4+41l/7VOPj/s3KfXYZeGHcsvsF8DUwCEEMXOfgghLhNCnO38sIlg/9Awx3F9jve6eTm8BESE3SHI79zreUKIJQBCiHcIIYqdz+NeZ5/R7vUq7IKaVc7zZ4c9H8l4v6NOxL3Ax4Xd6U8478V3A3+D0e+nlPIw8ATwfSFEWNgdpmqEEJe8TPmeMBU4DvUX7BtZ6/wdNYixlHIX8H3sD4s24GzsjjQD6/8OfMNJqx+78WvBsDR6sRuFXyeE+NpJPofPYFe1vijsKpwnsdt5HU8Y+8OxB/uXUhd2p4SR/Bh4o7B7Zv7keAlLKe/H/lX5NydPO4DrxpCn4+7v/OJ8E3ZbwS7sD8gN2B+soznWNZrhPI9i3+O7pZTPYgcY38YuMWrF/qX8uRHyuhd4B/C/zravAV7j/FJ+WTjVzlcDb8EufWjlSMP8kbwV+xdzC3A/dnvDlWM83NPATqBVCHHcX/8TyNvbsdugdmG/H+/l2Pf2d9hVQ6uxO7YksRuXI6Xsw27P9Rvs0pcYRzdreBC7OrAHu63YzVLKDOMk7bENr8f+4dCNHeQtcFZ/xDl2LXZbuL84+R6eRhd26cSnsM//TuwOdQPX+YvYpZo92O3F/nKcPI3lffRt51gzyPpcO1mcHyqvw37vdGCXuvw39neRhn2uLdjX7BLs+zWSTwNvw/6M/TUj/8jPPu4G4H3YzXF6sN//t40j36Pu77y3b8b+wdWL/f5/mGO/Tn+M3UHvCSFEP/aPk/OcdWXAP7CDjN3YAdI9jPH6jOF1c8o5P5Beg129XIf9WfgbINfZ5FpgpxAiin0t3jKsKj/bKuwfCqtHeT6SLwP/J+wq4FFHbThJfg38HrsDTB92dfrnpZSPOetHu59glzx6gF3Yr6t/YJcmv6IJKV+RJaGKMiHCrl5sAt4uT6wdqfIKJIS4F7ujzZdOQdpfxm5Q/44xbv8H7E4tfzjZeVH+swkh1mF3evv96c6LopxsqsRR+Y/nVHvlOdXIA22dJlK9qLzCONXYNU41zrXYpVUPnOZsKcoQQohLhBBlTtXwrcB87E53inLGecWMRK4oJ2A5djXdQJH/TVLKxOnNknKSlGGPxViIXZL8ASnl5tObpUEPYA/FoSizsNuuBrF707/RacOmKGccVVWtKIqiKIqijImqqlYURVEURVHG5D+uqvraa6+Vjz2mmo4oiqIoiqKcgDHNRz/cf1yJY2fnK2G8T0VRFEVRlFef/7jAUVEURVEURTk9VOCoKIqiKIqijIkKHBVFURRFUZQxUYGjoiiKoiiKMiYqcFQURVEURVHGRAWOiqIoiqIoypiowFFRFEVRFEUZExU4KoqiKIqiKGOiAkdFURRFURRlTFTgqCiKoiiKooyJChwVRVEURVGUMXGd7gwoiqIoiqIop15bPM6KhgaebGpkf19f7bo3vLF6vGmowFFRFEVRFOUMt62rk29s3EjGsvDpLoDuiaRzyqqqhRC/E0K0CyF2jLJeCCF+IoQ4IITYJoRYdKryoiiKoiiK8mrVFo/zjY0bAQi5PVixGLHaWt9E0jqVbRz/AFx7jPXXATOcv/cDPz+FeVEURVEURXlVWtHQMFjS2PTSS6z4xCfYf9f3ayaS1ikLHKWUqzl2MejrgD9K24tAnhBi0qnKj6IoiqIoyqvRk02N+HQXqf5+9jz3HDO+8mV0r8eaSFqns1d1BdCY9bzJWXYUIcT7hRAbhBAbOjo6XpbMKYqiKIqinAmimQwuIUh0dxM+dxF6Ts6E0zqdgaMYYZkcaUMp5a+klIullIuLi4tPcbYURVEURVHOHEG3G0NKvPn5BM8664TSOp2BYxNQlfW8Emg5TXlRFEVRFEU5I11ZWUXSNEh5vWhuN1Y6jZlKTygGPJ2B47+Bdzm9q5cBfVLKw6cxP4qiKIqiKGec6yZPxq1p9KZTAIS8XmZ8+lMHJ5LWqRyO56/AWmCWEKJJCPEeIcQdQog7nE0eBWqBA8CvgQ+eqrwoiqIoiqK8WpUGAnxo3jySpglAyOcnp7o6OZG0TtkA4FLKtx5nvQQ+dKqOryiKoiiKothaYnEAvLpO0O2CBAUTSUfNHKMoiqIoinKGe7yxAYBrqybzuXPPBRj3dINwets4KoqiKIqiKKdYQ38/u3p6ALh28uQTSksFjoqiKIqiKGewJ5rsYbOL/X7OKSo6obRU4KgoiqIoinKGklLyRIMdOF5TVYUmRhpGe+xU4KgoiqIoinKG2tPby6FoPwBXV1UdZ+vjU4GjoiiKoijKGeoJp1PM1FCImbl5J5yeChwVRVEURVHOQKaUrGy0q6mvrqpCnGA1NajAUVEURVEU5Yy0uaODjqQ9zvc1VSfWm3qAChwVRVEURVHOQANjN84tKKAyGDwpaaoBwBVFURRFUc4wadPk6eZmwO5NDdAeT7CioYknGw+zvy9S++Ibbxz3IOAqcFQURVEURTnDrG1tJZrJoAFXVlaxrbObb27cRsay8Ll0gO6JpKuqqhVFURRFUc4wjznV1ItLSjAtyTc3bkNaBv5MH8nGnYRrN86fSLqqxFFRFEVRFOUMEs1keO7wYcCeYnBFQxOpdAJvvI3GLdvY/Me/IaXl4s4vjTttVeKoKIqiKIpyBlnV0kzasvBqGpeUV7DyUAN6vIN0NMbmP/4NACE0OZG0VYmjoiiKoijKGeSxBrua+oJJkwi63UTiUfyYxPsiGMkkqf4oICdUeKhKHBVFURRFUc4QXckkG9rbgSNjN/oyfVi40N0eUpEIUkqEmFgIqAJHRVEURVGUM8STTY1YQNDt5vyyMgCWpvaTEi7MTBpPOIwQIC1rQumrwFFRFEVRFOUM8bgzxeDlFRV4dB2Ai0QzLkz0vELcPh85JcUESoonFDmqwFFRFEVRFOUM0BSNsrPbHp4xe4rBaTMv5PbEKtzBHObc+i6QIC1rQhNXq84xiqIoiqIoZ4AnnNLGYp+PhcXFg8vz59zArN2PcmfycV6YP5PVX/sfOrsixkSOoUocFUVRFEVR/sNJKQfnpr6qqgpdHClQdIdKqbjqiyB1rLQLr7+KUMVCNRyPoiiKoijKq9H+vj7q+/sBuDqrmnrAQU8NPyr8GKlUDFe6j4AVm9BxVImjoiiKoijKf7iBsRunBEPMzssbsq49nuZb6+sRmou8UD5uTz77Gvv3T+Q4qsRRURRFURTlP5glJSub7PaNV0+uQoih/V5W1HeRMS1CHhdN659j/S+/TTKZquGz7xz3sVSJo6IoiqIoyn+wzZ0dtCcSwNDe1AOeauzG59JI9fex/pffRmg6mtc3oeF4VImjoiiKorxKtMdTrKhv56mmTqJpg6DHxRWVRVw3tYSSgPd0Z0+ZoMcb7NLGs/LzqQoGj1ofzZiE3Tpdne0YlkS4XQhN+idyLFXiqCiKoiivAts6I3xs1Q4eqmvDkpKwx4UlJQ/VtfGxVTvY1hk53VlUJiBtmjzT3ASMXNoIEHTr9GcMurwBLCmxMmm7G/YEqMBRURRFUc5w7fEU31pv94UIeVxYsSh9DbVYsSghj135+K31+2mPp05nNpUJWNvWRiSTQcMehmcky8pCtMdTuINham7/BJaRwYhG1ADgiqIoiqIcbUV9OxlLOp0jnmf9L+4aXLfkjk9TueQC+tMGjx1q511zRg4+lJG1Jfp4tHETK5u3EzWSBF0+rqo4m+urFlHqzz3lx3/CGbtxcUkJhT7fiNtIkQAhkTixopTAhOJGVeKoKIqiKGe6p5o6nc4REdb/4i6EpuPy+RGazvpf3EWqP4LPpfFkY+fpzup/lK3dh/jwC7/lgUMb7Op/lx9LSh44tIEPv/BbtnYfOqXHj2UyrDl8GBh57MYBL7a1UZKTxohGOPj7H6K5PbiCIVVVrSiKoijK0aJpA5cQJLo7ANA9nsH/UkKiuwOXEETTE5qF7lWpLdHH1zf/ExCE3X6sWIq+Q61YsRRhtx8QfH3zP2lL9J2yPKxqaSFlmng0jcsqKkbdLprJEPRIwukWhJAItwchtAnFgKqqWlEURVHOcEGPC0NK/AX2/MVmOo3u8WCm0wgB/oJiDCkJelRYMFaPNm4ibZmE3X5aXtrFhp/9C83vxkpkWPyhmylfehaRTIJHGzdz+8xLT0keBqqpL5g0iaDbPep2QbebaMagz+fFkhYiE0NzeyZ0TFXiqCiKoihnuCsqi0gaFt5QmCV3fBppmWQSCaRlsuSOT+MNhUkaFldWFZ3urP7HWNm8Hb/uIdUfZ8tfHqfs9kuZ/Jmb0LwuNvzsX6T64/h1Dyubt52S43cnk7zU3g6M3pt6wLKyIlrjcUTAw7TbbsPKGGT6J9aLXv20UBRFUZQz3HVTS3jsUDvRTBrf2fM46+vfIdXdhbegEF9+KdFMGremc+2UktOd1f8YUSNJUPfSGuthyudvRnNKa8PnzaB31S4SXX3kBsuIGIlTcvynmpowpSTodnN+Wdkxt02l41jSpDjhYX5LHv1xnYw5ofG/VeCoKIqiKGe6koCXN80K8MPNDVhS4MoJ484JIRF0p1JoIsknFk5Wg4CPkZQSS0pqo+0YftBwYfTF6X50M5GX9oMQ+AtzMaRF0DVyT+cT9bhTTX1peQVeXT/mts+1NLKoR3DruiJu+vtddCa60MTEKp1V4KgoiqIoZ7i2RA9/rf87RWEv6Uw5PZ0+Ul0RvIVh8ouSeNwt/LV+HRdM+gil/vzTnd1XtD29zdy1/WFaE72APaiNpyvJgW/9E5nKgBAs/tDNeEMBIpkEN01ZctLz0ByNsr27G4BrJx9/+CR3n8Wntsxhb8duOhNdCASWVCWOiqIoiqKM4NHGdaQtg4AeomntTnb+8q+D6+b+11uZfmEpcSvGo40vcfvMa05jTl+5ulNR7t79BA8e2oDEHskmoHso8IYI5fqo+MFHSXT14S/MxRsKkDQzeDSd66sWnvS8PNFkTzFY5POxqPj4zQuury8kN+1HCoFpGVhMaCQeQHWOURRFUZQz3sqWTQirhPqG6ez85V8Ruobu8yF0jZ2//Cv1DdMRVgkrWzae7qy+4mQsg3sOrOH1T97FA4fWI5FUh0r52fL38L/nvxu3phHJJNByvOROKUPL8RLJJADJFxa+4aQPAi6lHJyb+srKSnRx/IG8r2gpRgqBR/eeUNAIqsRRURRFUc54fSlJf/880j31gERoOlY6hdBdSNMk3dNFd3AemdDzpzurryjPt+3lBzse4VDUHv8y7PZzx+yruHnqUlya3a7wp+e/h0cbN7OyeRsRI0HQ5eOmKUu4vmrhKZk5Zn9fH3VOj+hrJx/dm1pKuzzUkvZjU4LL9BLVLXbGatFzQgihYUQnNr6kChwVRVEU5QwnM9OQUuAryMdIJjA6WkHTEYArNx9vQQGWJbAyNUTSBlKCJSWWBAs5+HwgIDnyWB55LsFioOOIsy7ruSRruWTI/gPrpHO8IWkOO+7Q7e1jZB9/cJthxz+SH2d/K/vchp5nJJNke3cj7Yk+YAo6U6kKFlETKmXLYRebD9cN5teUEqigVCun2G2ns7EZ1jcdRnJ4aL6H5zcrT0dfr2HX13meNEyENRkNwQeeqkNSdyRtZ7+jXO78v3Q5S25/GoB1b1k6odeSChwVRVEU5QynmdVIYgB4Cko49+4VQ9ZLwJTQG5vONfdvefkz+IqUj8aRjkLNEWiO9J/G/Bwh0JBAyjyRaueJ7asCR0VRFEU5w+nChxAxEj1d6BOcMeTk5QWEEAhAEwJN2P8FIARo2Mt0IUDYnTEGthNCoA1sJ8TgfpoAgUAXgLPvQPoiK33deT782CBpS/RxsL+VtJkBJH6Xh7PyypkUyEfPOv7A8QbaFg4cYyBtO39Dz2vwWFnrBvI70rXQnDwObDtwrEP9EX61axcg+czCRZQG/EOvgXN9BtLAOefeZ/vwvhBDCIsXWzfxo013UxYondD9U4GjoiiKopzhcr1uXFo+Lfn9GNE+Dt79PwhdxzIySMNgxh2foCi3DL/Lw9fPrxkWwAwETUcCmOz/dmB2ZLujgqUhaRy/I8fLbUtXPd/f/jC7482gg9/j4bYZl/KO6Rfi1Uefxu90+PametDizMnP5+bpk8a8X+bKAC3bOsk93M+MwHncsHQWrXPbJzQejwocFUVRFOUMd0VVAQ/VdlBTWoP17o+w/dc/HFx39vs+QU3JZJKG5MZpRczMD5zGnL582hJ9/GTnCh5v3jq47LrKc/jIWddSMo5OLVa3gbE2ivlSFBIS/AJ9aRDX8iBawckLszKWxVPNTQBcU3X8sRuzufM0it9dyOF73Pi6ouTF8ihw500oileBo6IoiqKc4a6bWshjh7owLTjr/GuoOXsZie4O/AXFeEO5JA0Lty64dmrh6c7qKZc0M9xzYA1/2P8sSTMDwFl5FXz67Ncwv2DKuNIyDyRJ/74TDAkeAQEBJpir+zFfiOK5vQh9+smZOebF1lYi6TQCuKpyfIEjQGCqzuQP59K3KYfurQapFlk/kT7fKnBUFEVRlDNcScDDZ5dM5Vvr6+lPG/hyQuQGwxhS0p82cOsan10ylZLA6W3/eCpJKXnq8A5+vONRDjuzvhR6g3xozjXcOHnRuKfgs7oNO2hEIgIaPYleWrvbKQuVkB/IQ6Yt0r/vxPupspNS8vh4oz124+LiEor8/gmlYSR3E+v+GUltC9akVBWMf9xOFTgqiqIoyqvA/KIgP75kJo/Vd/FkYzeRjEnQrfPa6mKunVp4RgeN+/sOc9eOh9nYWQuAS+i8teYC3jPzMoLuiZUIGmujYNhB4xP7n8XqzNCfibI2s44Lpi5jZkk10rBIP9CD5/IwBDREjgZ+DaGNr5Y4bhisPtwCwNVjmGJwJD1b/0nLs99DSgshdID0RNJRgaOiKIqivEqUBDy866xJvOussXes+E/Wm4rx8z0rub/+pcEZUy4qnc0n5t3A5GDRCaVtvhQFj6An0ctXn/oOq697cMh62W0CYD0XJflc9MgKgR08BjTIsf+LHN0OKp3g0l6nO+s01vUexp0E6dG4rLxi3HlNtO6k5dnvgZRompvGriR7G3u1sydw3ipwVBRFUZRXifZ4ihX1nTzV1EU0bRL06FxRWch1U4soCXhPd/ZOGsMy+Uf9On6150ln+j+YGizmU2ffyPKSmSfnIAkJAUFrdzsSwQMNKwi5Q4TcQXJ0PzMKqvEItz0qeTYJxC1k3ILOsY2meB7wEOcgkYhnDpMIZAeeIwSdQR3hd0o4czQ6nvkN0pJouotfPN7ILx5vQoLvo78b/2kLKU9szsKX2+LFi+WGDRtOdzYURVEU5T/Kts5+vrW+loxl4XNpuITAkNLuGKNpfHZJNfOLQqc7mydsXfsBvr/jIWr72wEIuny8f/YV3DJt+eA0gSdD4ktNYEFvpo/Lfvs6dOHC5/KSNFKY0uCZ9zxInjsXKST+/1eBjJmDAaOMWfbjmGkHkDF7mYyb9uOsbU5waulBEgtDi9HU101vKsKVj91EIm2Nu2e1KnFUFEVRlDNcezzFt9bb7fuCbp1kf4RoTyeBgmJCoTBJw+Jb62v58SWz/2NLHptiXfxwx6Osat0F2GNH3jRlCR+ccxX53uBJP56+NIi5up/8QB7fveYr3Pn4l4imDYSA717zFfL9eci4hevikF3lHBhf5xsAaUke2H2Q32/aRYnl5afnXogrCTgB52AAGrWQCTMrAD066BRouK0Q00IhCEFaTKxNqwocFUVRFOUMt6K+k4xlEfK4aNy4llj1WcicfKxIP65ECo/Ph5Tw0VU7mVOQQ47bRdCtE3S7yHHrQ54Hs577Xboz88rpE8uk+N2+Z/hL7XNkLLtd4cLCqXz67NcwK7f8lB3XtTyI+UIUmba4esalLKl8kNZ+p1e13+5VjUvgWj7xoFVogkc7GmkLpFk8ZRK+eTlj3ldaEpISGTM5+JtbaRHTeC5+PrV//wv5nlzccvyBLKjAUVEURVHOeE81deFzaaT6I2y993dM/+xdCF1HDwSdOY/thniH+uMc6o+POV0B5GQFmNn/g8MCzuHLc9w6IbeLgHtiwaclLR5t3ML/7nqMrpQ9h3SpP5ePz72eK8vPPuWz1GgFLjy3F5H4dStmT4JA2k2NVYVMWaQ8MfSQB//7TmwonpZYjG1dXQBcWzV5XPsKzR5XUgQ0equL+Fv/1VzZPpudFWv4v2e+j1RzVSuKoiiKMpJo2iTs0enr7sDo66bh599C9/nRfH6kpjPrdW/Bk1tAwrS4rLKAWMakP2MQy5hEnf+xjEHaGhpsSCCaMYlmzAnnTQB+lz5qgDkkAPXY69sTXfy9bg0Hos2AgUf3cNuMi3jX9IvxuV6+YYUO9x5ExFL4DB9u3NixqiBjZIjGovT2xqhk7oTTf8IZu7HA62VRcfGE01nvvpwr2ucAFqawsCxrwk0nVeCoKIqiKGe4oEfHkBJ/QTHSMIjX7UX3eDHTKaRlUfT296H5vBQIwReWjt7rOGVaxLICyqgTUEaHBZj9Wcuz10czJmlzaDdjCcQNk7hh0p4Yz9CCs3AzazCNe3fpPLx/y7hLPrMfu8YxvmJvcyvyj0mkBtFgP419zeztrGVWUTVVwQo0wwV/TNI7qZW8irJxnJdNSsnjjQ0AXFlZhUubWNUyQN/hGsqloKGvjn889X0kFnbIPn4qcFQURVGUM9wVlYU8VNdOKBRmyR3/zfpffI9MIo4QgiV3/DfeUJj+tMFrq0uOmY5X1/DqHgpOYBa9jGkRM5xAMu0EnM7zWProgDSWMYhkMhyORelNp5FSR4wQvgwEnx2JiefNp2tZgaUdUAZGCUB71uyhOBTEoxn8Y+M/+P0Lf8CMx5CmwUeXvZuPnPdu3Ckvh5/YQ97t4w8cD0T6qI1EALh28viqqYer7i8hoxnsP7QZS9qB+0Qr8lXgqCiKoihnuOumFvHYoU6ShkXlkgspnj0/a67q8OCQPNdOObFBscfCrWvk6Rp5Xvdxt5VSsqp1Fz/c8SQddIMH8j05/Nesq7i8/ByShhwMNKPDqtaPVSIazdhB5nBJ0yJpWnQlM8c/EZ8LFiTtx2ffxILbbgLASqd4Nh5jnztBSBoEMm6KX9htt+t0quSHVr0f3fHIq2s80WBXU1fm5HBWfv6Yr++IWTV14pok5Leru4tz3XT0jeEcR6ACR0VRFEU5w5UEvHx2STVfe+kAzdEUKQvM3CJ0C7zRBLleN19cOv0VNRTPwUgb39/xMC91HABAFxpvrl7O+2ZdQcg9sbmas5mWJGYMBJJHgsu402azP23Y1fKGOWIA2h9JkdBBDiu60zxeNI+XDqBjoCVhU9e48ubWBIY0EbKIVNrLR1btOKqafaQe79nrvbp2pIOQHiWQDnOhayYXz8vjy++awuV3bp3QdVOBo6IoiqK8Gog0ltaF1FxI040QGhKJ1OJYmgHixKpDT5ZIOsEv96zkH/XrMJ1q1fNLZvLJeTcyNTTxDiLD6Zog7HER9kwsFGr4xHosKdmXaOP1938A3R/AE8wFvw/dn8OnrvgE/pwwMRfoFxcPBp/DS0NjhsmwPkdkLAloCDS6kiZdyb7xn58QgwFlsipBUTwHd0kd8y/8Ao+RBFTgqCiKoijKCNriCb6xcRMuTVAelKT6u0h0d+EvKMQbDJE04RsbN/GTCy+kNHDipXkTYVgmDxxaz8/3rKQvbQ8JNDmnkE/Ou5ELy2afljwdS2x+lPCGEqZ6zuF91W/l7vU/JoHddvCDSz7GTV1nkdMeIbKkgznnTh81HSklccMcElD+Yfdenm9toyyQw5tqZozY7nP4f3NY8GlKSV/aoC9tgFvQlRsHSp2/iVOBo6IoiqKc4VY0NJCxJCG3i+aXXmL9z+/G7ossWPKBD1KxdCn96TSPNTRw6+xZL3v+NnQc5K4dD3Mg0gpAjsvLe2ddzluqz8etvTJDlZyLziK9Po3LhA8u+QiXTrmcza0bWFi2mLNK5uIyIU2YnIuO3W5UCOGMa+miBC+GZbGj9zBoaW6ZMZO3z6w8bl6klCRN66j2ndGMQV+0lwOr/0XcHSWp+TjQpbGrbeLn/cq8G4qiKIqinDRPNjXh03VS/f2s//ndaLqG7vFgptOs//ndFM2Zgy8nh5VNzS9r4NgS7+FHOx7l6cM7AHuawBsnL+JDc66hyPfKnjd7Ryyfg2dHuHF7nBdrV/GVF74CwD3b/o8vnf8lLppyCQ/PCzA9FmY8jQBebGujL51GAFdVVY1pHyEEfpc9k09xVoFxrH03+1Z+kqp0O6QE3Xsv4Lt3/8TeRw3HoyiKoijKSKIZg7DbTV93FyDRPfYg2brHg5VIkOjuIjcYJJKZWE/b8UoYaf6w/1n+dGANacsAYH7BFD4970bOyj9+CdsrwYZaA1ka4B5XlF/9/Sv4hY5P95I0U3z+pa/w/puexCoMsL7W4LoFYx+UfGDsxoXFxZT4J95soGv/E9Q9+WUsI4Vm+ils/ASdzRk08VMsab0yZ44RQlwL/BjQgd9IKb89bH0ucA8w2cnLXVLK35/KPCmKoijKq03Q7XIGAC8EBGY6PVjiCAJ/QSGGlATdxx8i50RIKXm8eSs/2bmC9qQ9RmGJL8xH517HNRULTvk0gSdTIg05XuhIdZP06li+HGIAuEgnY3SmuinWSoilxpGmYbC6pQUY/xSDA6S0aF73S1rW/wYAb7iC4NaPkxsroir0PBqcwPDfMPFhyI9DCKEDPwOuA84C3iqEOGvYZh8CdkkpFwCXAt8XQrx8cwUpiqIoyqvAlZWVJE0TbyjEkg98EMu0yCQSWKbFkg98EG8oRNIwuKqy4pTlYXdvM+957pd8YeO9tCcjeDQX7515Of+84lNcW3nOf1TQCOD3gGlBKN8e3NtIJ4f8D+WXYVr2dmO1+nALSdPErWlcVjH+e2Gm4xxY8ZnBoDFUuZizbvkjW0skXvcBUmaaEn8eHs2FrunjTh9ObYnjUuCAlLIWQAjxN+B1wK6sbSQQEvarJQh0A8YpzJOiKIqivOpcN3kyKxoaSJomFUuXUjRnzpFe1aGQHazo2gnPUDKSrmQ/P9v9BA81bBysHr180jw+Pu96ygMnNrD16bS42sVzew2Cvjxe85bv8Mg9nyGTjiIQvOYd3yHgyyNqwEWzxh5qDQz6vby0jLBnfOVoqchh9j/ySeKd+wAoOfuNTL7o02i6G8PfhinclAYKAbAsCyYYqJ/KwLECaMx63gScN2ybnwL/BlqAEPBmKaU1bBuEEO8H3g8w+RS8qBVFURTlTFYa8PP5cxfxlfUbaU4mSUkLKy8fTVp4YzFyPR6+tOTckzoUT8Yy+FvtC/xm79PEDLu+dnq4jE/Pu5HFxTXH3V/2pDBe7MDc2AUJE/w6+rmFuJYVI/JP/0Dly6e72LArg68Lzq65ipr/Xkwk0ko4XEYgkI9slxh5sGz62EKt3lSKtW12r/JrJo+tU8yA/pYt7H/00xiJHhA6Uy7+NKXzbxlcv6gL2v0p3EmLpJnBwEJMrInjKQ0cRwplh2fzGmALcDlQA6wUQqyRUkaG7CTlr4BfASxevHiCp6ooiqIor3YDX6EC4QzHM3T5STiClDzXtocf7niEhpg9Y0qu288dc67i9VOW4hpDFal5sJ/Mnw6CYSE9GgR0MCXm8+2Y6zpxv7MGveb09rp2SahMCXqcctSBKyix2xCCvd41xkv7dHMTppQEXC4unFQ+5nx07Po39c98A2kZ6N4wM677DuGqpUO28aQsul0muxMH6c/E8eruV+Rc1U1AdshciV2ymO124NtSSgkcEELUAbOBl05hvhRFURTlVeXIAOA6FTkeUv39JHq67arqnBySpnlSBgCv7+/gBzse5oV2u7pUFxpvnHoe7599JbmewJjSkD0pMn86aIe1ARe9iQit3R2UhYrJD4SRaYvMnw6ifWzOaS153LPHQBdQmitYt2El9/3lToKhYqL9Hdzytu9y3uKrMDOwd4/B4sXHr3Z+rMHuTX1peQU+/fjBtbQMGp7/CW1b/gyAL38aM2/8Ib68o0srY25JrqFRlLHDRQETblN6KgPH9cAMIcQ0oBl4C/C2Yds0AFcAa4QQpcAsoPYU5klRFEVRXnUGBgB3CZ0tz77Evt/dPbhu5rs/yKwLl2BYmQkPAN6fSfDrvU9xb+3awWkClxZP51PzbqQmPL6ZSowXO8CwEAEXT+x7njsf+e5g2eh3b7iTq2deAHEDY10H7mtP39A9+/cbuNwQj/eyY/Nj3Hbb7ykqqubnP7+Rf917JwvmPoPfn8e+/ccPHA/HYmztsktnx1JNbaT6OfjY5+hreAGA3CkXUHPNN3B5Ry6F3VUKVx8QaPnlFAdyaY/1TThwPGW9qqWUBvBh4HFgN3CflHKnEOIOIcQdzmZfA84XQmwHngI+I6XsPFV5UhRFUZRXoyebmkgbOnXNCfb97m6ErqH7fAhdY9/v7qauOUHadLGyqXlc6ZrS4v76l7j5ye/zl4PPY0qLikABdy19Jz9b/u5xB40A5sYupEejJxHhzke+i67pBD0BdE3nzke+S08igvRomBu6xp32yZRKSlIpSTzu5/U330VFxQK83hBz5lyFlNDb24qmQTp9/LRWNtldQvK9XhYXlxxz22RvA7vuu3UwaCxb+E5m3vjDUYNGgCmhAiSQ68vhtnmXIQRIjupSMiandBxHKeWjwKPDlv0i63ELcPWpzIOiKIqivNp1J0x6Ej7SvU32AikwYlE0t13Vm+7tpCs4DUsmx5zm5q467tr+MHv77FZoft3De2ZexltrLsCrn8B4kAkTAjqt3R1IwOey8+hzeYmm47T2d5BXHIK4OfFjnIBYzGLrNoNoDKSEgVEEDx5cw+bN91FX9yJCQF5eGZYFY+kc/XijHTheVVmFSxu9TK+vYR0HHvsMZqofobmZevnnKZ7zmuOmP73FoN1r4ook+fveF5gcLsKSr8ABwBVFURRFOf0SGTuQ8+YVko70YkWP9EHVgmG8eYVDtjuW1kQvP965gpXN2waX3VC1kA/PuZZif/jEM+u3O8KUhYoRQNJI4XN5SRopBFAWKgZT2tu9jLq6LDZvzrBnr4GVVVjn80FDw1r+8fePOYEkvPNd3yMYzCeVlMyde+xQ62BfHwf6+gC4epQpBqWUtG27l4Y1PwBp4vIXMOOG7xOaNH9MeU/HEkRdJjsDB6i6ykvhHDcPfq1ubCc+jAocFUVRFOUMlzF1QJKJ9WPFY8z+wreIN9TR+sj9pHu6ycT60YMhZ7uRJY00fzywmv87sJqUaU9NODevkv8++zXMKzh5Q+Xp5xZiPt9OfiDMd2+4kzsf+S7RdHywjWO+PwxxA/3CY1fpngxSShob7YDxUMOREk6fD2bPdlFXZ6DrgnnzLuArX32G3t5W8vLKCAbzMQyJpsOs2ccOtQamGKzMyWFeQcFR6y0zw6FV36Vj578ACBTPYsYN38cbmnTc/EeSnexre5GXpj5Ic6iBpDvBOdhjZ2asiZXYqsBRURRFUc5wEgFYxBtrCc+ZR+78ReTOX0Tpta+je+1qUp2H8ZVOQo7Q9UFKyZMt2/nRzkdpS9glY4XeEB856xqur1qIJk5udwnXsmLMdZ3ItMXVMy9gSdWfaO13elX77V7VwqXhOq/4pB43m2lK9u032LzZoLPzSPFiXp5g4UI3s2e5cLsFM6a7ePKpFKmkxO/PIycnD8uy2z9qOlx5hZdQcPTrI6XkiYFq6qqqozqsZBI9HFjxGfqbNwKQP/0Kqq/8Crp75J7vGTNFXdcW9rW9yN62tbT02b3byYpHI+1p6rZEXplzVSuKoiiKcvppmEgs/FXVxA7V0fDn31J23U14CgopuuhyAKTMABZSysEAZm9fC3dtf4jNXfUAuDWdt9dcyO0zLiPHfWqGwhH5XtzvrLHHcYwb5HmCdptGU0LcQLg03O+sOSVD8aRSku07MmzdahCLHQmsyss1Fi10M22aPiS4mzRJ56abfOzdY7Bvv0EqZbdpnDvXxazZrmMGjQDburo4HI8DcM2wuanjXQfY//AnSUXsDkvlS99PxdL3IbICdSkl7f117G1by962FznYuZGMObSdqkf305su4oqm6fTvg/f9+keY1sQ6xoAKHBVFURTljFcqGmmWk3Hn5CCBww/eR+sj91N44WWUv+4W/BVVICQmBu9a+SI3VZexq38L/25YP1gydUnZWXxi3vVU5hSe8vzqNSG0j83BWNdh956OOzPHXFiC67yTP3NMJGKxZUuGnbsMMnYtPELA9Ok6ixa6KS0dvQo/riXYEarjyZJDRDNpgm4P6dAUqrRphMg55nEHOsXMzM1jWvhI+9CeutUcfPzzWJk4mstL9VVfpWD6lfbx0n3sa1/HXqdUsS/RhoWGgQ+DAAYF5OVMpyh8FqGcGjzuEn6/eyu1kzQm+dPM/NIX0YMBdn7qMxO6VipwVBRFUZQzXK7YQjNVpHu70D0eLN2FlBada56mb/tm5n71R3iLikFI9vf1873N/Uh00CuZGs7w6fnXs6xkxsuaZ1PvJR5+gkTZSqxUFM0bxB++ihz9BlyMf5ifkbS2mmzanOHgQZOBTsZut11ieM4CN+Hw8UoMO/jGprVkLAuf7iLs9mBIyb/rD7CioZbPL1rO/MKRq9QNy+IpZxieq6uqMCyLvlSK2i33Urv1n8S1UjJ5pfjn3cKzfRmanv4DbbFO+tIJMvgwyMfgZgx8WAzruh1z/uh0/tz0eqC3xE+oZA7AmGbwGYkKHBVFURTlDHfYJfGzhaS7FCPSC0KgaTqWZWH09YAp8Lg2kRIZpDUFYZUg8KGb0+mNutjQKqkJJSn2+16W/KaattL9yNeQZhrh9iN8YaRlENvyAPHtj1JwwxfxVi6YUNqWJamrN9m8KUPL4SNVtjk5gnMWuJg3z43Xe/zBsdviMb6xaS0AIbc9G09vVw/egnw8OTkkDIPPr3uOd86cixCC/nSa/kyaSDpDfyZNUzRKrzPI4292b+enO7Y4Kfuh+B1HDlTbemQ5Y5vD2q1phD0eQm43IbeHA309JAwTKyPoeHolRjyGOM54kaNRgaOiKIqinOFMVw4+WY9P1uEO55Lp7x9sy5hTU4mraBNx3Q4JNG03V5eH8YtqnmhoI5oxuGdvPX/bd4hrpkzibTOnUJN76uaJNiJtdD/yNTsvvjC9sRRtfRFKc33k5YSRmSTdj3yN4rf+DNc4BhjPZCS79xhs2ZKht/dI+8WiIrv94owZOrouMCyL7mSKaCZDJJMmkk7Tn04TyaSHBH87uztpiSURQpBORjBMEz03H0wgEhtM//tbN4+SI4E9D4skaR7d5lBg4iI5+Jfj0ijy51IWLKEyXE6eN0DI7bEDRI+HsNvt/Pfg1Ye2xfyvVY+ztR00lyTTn+bwP/6hOscoiqIoijKyPF8eXRmJmVeE5nfj9eejB7wUXXU2BZefhXTZ1ZZ+3c1vL/oAM3PtoV4+dPYs/nmwib8fOERPKsMj9S08Ut/C8rIi3jFrKouK8yc8dd1oYjseQZppNF+YbXsPsb/hMPXdaeq70rz54tlcMLcCmeontuNRcs+/fcQ0DMuyA790ms5ImtrdgraDbsz0karnTF4/fSWt7Pb18EhTiv5auyQwbhjjzLEEtxvdPfIYmLoQVOYEswI8Dz5d46FDDZgSprnq8WfWo4uBIDGFiyRBdw6zSs9jVukyZpUuJ9c/8eGHavtiSHIwov10PLkC6fSznwgVOCqKoijKGe7CsgX8NdKAnmMy5ba30rvrJUpvOhd3bsDeQLpwySLeVHPWYNAIkOv18O6zqnnbrCk8dugwf9lbT0M0ztrWTta2djI7P8zbZ07hssrSY854Mh6JXSsRbj9dsTTbW/u4aNFUZus+YpqPmO7j4ZSfmLuI2N79pCP3EnMHiGleIqZFf/pI8BfOBJkTq2ZavAIdOzA2MakLNLM7p5aIOwpR7L9jcAmNkMdN2G0HfiG3h1yPh9WHG/HrOunePvbd/28wDaxEEiuRINXTy/mf+DB5kyvpNzLcd8319CXand7Pa1nV2I0pr0ZgUmLcj1skERKqQjXMnXIts0qXU5E3+6QNdRRN+xBY0NCG0dMDljXB8kYVOCqKoijKGU/IPJAtWPjR89xU3noRAFYqQ6ZDx182G02Y6M7g0MP5dJ2bqit57bQKnmvp4J699Wzr6mVPT4QvrtvOpO37ecvMKbxmWgUB15HQIrvkr9+p9j1S5XtkuV0VnKE/naY3fCVRzUtCuOG1cN+xTiwGEHf+AAml6UKWRqupSB2pxk6JNI3hJroKW/EFBHPdIcKeAqcdoGfwf3aV78By37Bq3wHveKoLS0qsUID16zeg6Rq6x4OZTmOZFsGCIK7MfsrMg3xv5V9ojRwc3LeZNwJQbB1kTiJJlV7EhVf9kLySuWO4m+MnpU55MoeKw8Vscgb+nmhJsZATnKvwdFm8eLHcsGHD6c6GoiiKovzHePPKh2jsj5Pqj7D7S1/jrG/9P8xEnP69DaTbuii56grcfj9lAT9/uuJ6clzuwcBiePDXn07Tl0mztzvCC6091EeOjBuoCwh7JbqWJmZMpNp3dNI00ZJxyjwWQStJ0EwSEhaBZA85RpqAORusi7E4Mh6iz2qmhoeZnX8Af0kV7qJq+694OnrOyEHyWP1h7w7+XX+AUitI5sn9rPjTD8ibpFE6V2feFTW48toQDD1/nytIRcES/tR+HhYat3ffz6VFIWqu/TZuf94J5WeAlBIzDZmYJB2TZOKSbz+9k0VdpfT3ttFQt4G8QBF33nMTUspxR4+qxFFRFEVRznAd8QSmtMj09KAHg+ieXHRPLoVLywe3sSS0xBJc8e9/IhBoQiCd5cckNJA+wIMpBT1JgRwYHkZY9p9DFyKrdG9o9W/Yaf/naliH+9CLuPV8nt+jc88DD2HGk5BO8dE3vYFbFiTwpRvIOef1+M69je3bEmzdmiGWORLSFLKX6Yk/Mcl4DoGFFYNY07oh2db8ebiLa3AXVeMqqsZdXI27qGbMAeV1VdPYtKOeua2d9M2tpfAnVRjuXmetPWi3RFCeO4d5ky5gZukyylxF/O6xu7HcGl4rxWXTFzDj4k+g6aPPET4kEIxLMjE59HFcko6R9Vgih80meCPT7QehELPmTx/T+Y1GBY6K8iqUirbRtvcROg6sxEhHcXmCFE+/itJZN+ANnpzx0RRFeeWwe+1KNI8HmclwvK9/iT1Ry+hrbboQ+FyCgMvErxukTTfdSchYAvCC9LKwMI83zajivNJCAlklmaMxyvLYvX8XG4xbmV7p5rPvvpG+vlZyc8vwBopZlcgwT/8n8cRN7Pp93Bmw24UQUFOjs3Chm0lli7DSczC66sl0HiTTWUumo5ZMZy1mrx3UWYleUg0bSTVsHHJ8LZA/WDI5PKA0rAz1XVvZ27aWPS1rcbOHfWVD8+9KF5CfWER+dDE11lIuvGoyvrBGf8tm9jxwO2v91+PVXFzh81M24y10H5BkYplxBYLjIXSLuJHBtEwy6Rh7gi2kCkYPVI9HBY6K8irTd3gr+5/9GpaZRnP5cXnt8dFadz9A+75HmXHpF8mdNLHx0RRFeWWSWIAg09tHqrUdyzAwYzGMaAwzFsNXPglX0O4oc+OUaiQS07JImSZxM0Msk6YvnaI7lSSWMRjokmsCMTNDbHhgI/wgAwh0Nnf2srmzl4BLUpPnZU5BDqWBHIp9AYr9fop9AYr8fnzOcEAJrZjNvjsh2oFHRslgIARoGGgyTYIC1pofgV12JtxuOOsse8Du3NwjnUk0jx/PpDl4Js0ZkjUrnTgSUHbUOoFlHWZvi32l4j2DAaVE0uuGQznQEHbT6DPJiKFD5+iWF9Fexf61PcQO5eBOFHLjstcxp2Q6QrrYcU8MtG7inWDK33CbLMAt7c46mzcPnR5wLDQ3uAMCT47AnSPQfRa4M5haCktPo/lMNK+F5rPs/y7Jv37bSV84wtPzDiHdJ9bhRgWOivIqkoq2sf/ZryEBlzdMJJqiszdCUZ6PcDCMaSTZ/+zXOPs1P1Mlj4pyBhHCBGl/5ZvxOBvfmTWMjbSY85UvEpw1E10z+OLi846ZVsIw6EjEaU/G6UjE6Uwm6Egk6EjG6UwkaHeWGVYCiResAAI3cUOwvTPNts44iAYQCbLHhAm7PRT7A3jSPmTASzjHS0/dXl548q9MCc7h3Jk3MbmycnB7txuWLHYzb54bn2/sTfWOHVDWEWnbyf7WtRzo30Ot7CCiD0TFmcFti5IwJQ5TYlAc97KzsY3rZjwKWZPrDFTxRzsAioAiBDC8rG94IDj4OADunIHH9jpPQKB7BKlUiv7+fqLRKGlnEPHRyhA700nWzjzE4YIooJHu7CbZ0Tjm6zWcChwV5VWkbe8jWGYalzfMC5tb+P7/Hami+dSt53L+wnKMVIS2vY8y+dyRx0dTFOU/T643RW9Sx19RjiscxohEBte5wrn4K8rRhCTXmzpuWn6Xi8mhMJND4VG3saSkN5WiMxmnLR5jc2cva1q6aOxPI3CBDCFkDpZIgIiDkPZg2xk7CBqIgqrLp3D7zb8j1zgy4HifK0JTTjNRXz8xV5Cdh/wU+wMU+wb+B8gZZUzFkZiWQWPPzsG5nxu6d9gltFkFc0F3mBrfVKaauVT1p/H2NmH2tThr+zm3UqfW6QcjSKLTg6Afy9UHWhdC68EX8vFwaA51ZpTzJhdz+6LZg4HgWCSTSbr77GAxk8kcd3spJWt62/hT6wESBXbwW7A3QUs4Q96MG4CfjfkaZVOBo6K8inQcWInm8hOJpvj+/21E1wUet046Y/L9/9vIvBmFBP1+Og48oQJHRTmDXD9lKn/ddxhv2E/NB99L3W/+iDQNhO5i2nvfhTfsR2Jy/ZRpJ+V4mhAU+HwU+HzMzCvgovIqPjof6iJR/rrvECsOtZCxNITMwSNCLCvLZ1FxGInBMxsiJF0JutLdlETC5Fp20NjibWN38ACt3vbBksoDtSMfP+ByHwkknerw7Gpxj9VPR98mDnasY3/7SyQy/UP21zU30wrPYVbpcmaVLmdS7oyjxlR8+mv1mFo7vd1PsWXX3cwuv5bq/ASTCySGgG4/mM500Dlp6I0XsaL0fQC8p/VhkuuKMLPaUeqBozvlxONxotEo0WgUY5Qe6mkrTcSM0u/8Rc0Ybekoz/eatKbsAFqzMngzbfTUzCeHE2uKpAJHRXkVMdJRXN4wnb12aYPHrQ/+j5sGnb1JQjlhjFTkWMkoivIf5pbqJaxs+hNd8TwKFy0g77tfJt3Tiyc/Dz0YQmJRFOjjlurXntJ8TAsH+dziufzXvOnct7+B+w82EskYrG7uYk1zFxdXlDCLKZRlwiSSvfz0N+8nvuQdbN3zbzqSzYhQgDfc9jUyHo2oliCvMjNYXd6VTAx224kbGQ5FMxyKHuOzTErcTMdDGV6i5LoFlaFiZhRM5azi2UzKyaPYHyDs9ozYoac+4KcsPote4eXbj38BSzYhEFwwN8RXb51Gjq6D1NDSU8j3p3jYbfdmLkn3MLX+aaL1Q9PTAgVQNJVIXhk9/jw63X56PT4imjkYFNp/MaJmdDBYTMn0kHSEVYlmLkFgzyue7NpH/6ZmIptbKDxfo3DZpViiYaK3UAWOivJq4vIEkZZBUZ79gZLOmIMljgIoyvMhLQOXJ3h6M6ooyklV6s/la0tew5c33k8k5SMVDOILhhBYeN0Rwt4kXz739ZT6c1+W/BT6vHzg7BncOmcaD9U189d9h2iNJ1nV3A6udsrMMEuClVxz7fu554//jZQgBLzzXd/jHM9cUknJ3LkuFi/2DKZpWBZdyQQdyQTt8RgHeuo50FNPY38n3ak0KRkgTRBTeO0dhCBDDhlyiFFKtwF1PbCmpwsOPj+YrlfXKfb5KXJKK0uc0st1xSYLOgNEoxEK8ivp7WvljRcV8JHXTcKlC5JGiI7MZ3mhpJS33gjPvFgLKYuyvBT3LFpET6KLXiNCRKaJ6BoRl0FCPwgchAT233hIN5q5GNKV9O85QGTzDvq37CJa3zS4idAkQtTR9ND9E753agBwRXkVadj4O1p3PzCkjaPErvXJbuNYNuf1qqpaUc5AbYk+Hm3czMrmbUSNJEGXj6sq5nN91cKXLWgciWFZPNPUxj1769nbe6TaOF/6mZvMp7gjRWHeJILBfAxDIiXcdJOPUPBI9XEk0cG+9nXsbVvLvvZ1RFPdQ46hCZ3JBWcztXgZRbkL0T3ldCVTgx172gc7+tj/zXHGR8JK4BJxfGI1cdFFMqv3srBKcWXeAEDG/VfQeo6fnpQETUnIlIQMSdiUhA1JriEJmRYhfAS9hYT9ZTT5p3GfmcvOvz1E6wOPYyWHtlXV/QFy58/m5uLZiOZefrt5hTNGp6UGAFcUZXSls26gfd+jmEaS8xeWM29GIZ29SadXtRfTSKLpHkpnXX+6s6ooyilQ6s/l9pmXcvvMS093VoZwaRpXTZ7ElVVlbOro4bfb6tjU00WPSPCcP0HeJMn17R1Ud5XRXVjFBdfn4fNn2Ne2hb1tL7C3/UUO9+0/Kt2CQAWzSpcxs3QZM4qX4veEkFISNWL0pPvwuZPkeCPkpfsoTvfRl47Qm+6jO9VHZzJOTypFJGORyICUfgQ5zjBDAee/b/BYUvOTwU/cBQybt1uYdndrXetlajCfoKggpAeP/Gk5g4/Dzv+g1NH7W9AizYhIE1qsyf4f7ySZsXixroMXDx8g581v4HFXGJB4fYHBoDFn2kxyFywmd1E1wZke3rtJMK3Bwzv2fBNNCDXloKIoYzN8HEehuZCWgWUk0HSPGsdRUZTTzqztZM/fN/DXXHg2X2BodpDjsSwWJQ9TVbqVjuRLpM0kJpBBIyME6D7yw9WEgpX4vEWkkfQ6wWBvpo9eJzg0TmREbSCg+wm5w6SjPvIzPfgtF0LmEDErcKeKyPOW43JXoFs5vGNRgC/u3kPEMHhzWRk3FpeM+3hSSurq6lizZg2rVz3L+vUbSDnD8Cz41XfwFBaTl86hswciu7aSO38xgTyDpPsQfqufzzesZWYkSl+/n4f37Gdve4I/v9Q1oRJHFTgqyquQPXPMo3QceCJr5pirKZ11vRq/UVHGKRFto+XAIxw+eGQmpkk1V1E+/Qb8r7D3U1uig0eaVvLE4WeIZmIE3TlcPekybqi8ilJ/8enOHgkzSU9HKx1/XkWvnqDDH2GTp5mt/jK69bnIwRI+C7Q9GK51WHrbCR3Tq3nI8+Rm/YXJ8+SS6w6T780j35NHridMvrMsz5OLV/fQU7uK/Y99DswkBl42eO6gVV9IIpUmkUxjZWLcON8gXVrM9+rrAPjRrNkUejzHydERPT09/OhHP2LNmjU0NzcPXakJcmZUU/2eOwhPW4zpTDtdpiXpEfuI6X0ETIP/OfQcMxNHV41P+fxmFTgqiqIoysupp20rG1d9iQ6zl16SGEhcCPLwUaznce4lXyG/9JVRgr+1ewdf3XYXacvAr3txCReGNEiYKTyai/+Z/2kWFMw7acdLm2n6MhF60nZJ32DJ30h/mQi96QhJ8xgzqUgPmrEA3VyCkEfGkLS0Q5iul5DaQVyaa0gAmD8kIMwdDAiz1/td/nGdl5SSwxt/T9PauwGJJdzs1m/k+c759HR3EwoFmB2sZ6rYQIA+np7/UdZGE8zKyeEL1TXHTHfv3r0EAgEmT55sX8N0mqVLl5JI2D1l8gsLCZ1zFq4Fs8k9ewmBYA2mMwtNrkvjkkKNx/ueJ2alCeoe/l/VJUxz+ej96R8JuFJ0mw3Ux3Yxo8TH+XftREqp2jgqiqIoysshEW3jhVWfp97sQALJqEWkN004z4MZTNBtJkit+jyXX//b017y2Jbo4Kvb7gLTJJhOkuxoJtKdwF/gJ1hcSNrj56vb7uLu8743YsljxjKIZCJDAsCeowLAoYFh3Bxvt+ChNCmQSQO/B0TCwuhJkGp9ipsrJf3uaezwltPh8qNZU9DSU5gS8vP2mdO4dko5Hv3EptUbjWUkqXvqa3TtewyAjKXTaxXSsP1hHn/g24OdDafdNI/g7BKSGcmmaAzQOD8376j0ent7eeGFF1izZg1r1qyho6ODd73rXXz+858HwOPxcOutt+IPBJBnz2BtSMMSfjSzBIEPU4JbwDXFOcwJp/lR0xoSVoaw7uWzky9hss8+ZiY+j5Tsoqs/l9seeBiJZGItHFXgqCiKoigTcnD3vdSb7cQJ8ex2P9v+uYGgFxo6TC69/TwuPTtBvdnOwd33MW/JR05rXh9pWkk6HcMT7Wf/lj6sbU2UTPWz6v4oU15XTXG1n7TXy+c2fZ3KnPKjgsKoETuh4wsEYXdosAQw1xMeLAHMH/Y88PPN5LpzaWxt4533fRXN5cNyJkqJpZNc985ZzC6ZDPE02z6wiHv21rO+vZtD/Qm+uXEXv9p5kFtmTOam6krCnrHPIHMsUkp6Ow5x6InPku7ZB0DC8tFnhIklTX7zwA6EJvC6dNKG/XzmRy/kUMEMUmjowJJcu9f6vn37WLlyJWvWrGHr1q1Y1tC5r/ft2zfk+Zs/+F/8snkPB+MJhFWEbh0pbV2a6+OW8hCdRg93Na4haRnku/x8bvIllHuzZ/aZDHSTMtMUB8J0J/oREwwdVeCoKIqiKBOws/ZhWkUZa5LLWPvL7/K2y4Lcck0ptU0JVm3dzrMz3sUi/1Z21j102gPHZw89QllfB+FMhlkzUzy2dAbtwNQr7fWdmGDG2dyznc0924+bXsgdJM99JODLH6z6zctaduRx2B1EF/qY8prUmpEZKA8VYqUgnknjc3lIGmkEUBYqAFMi/B7OKyvivLIi9vVG+PPeQzzZ2EpnMsXd2/fzh921vHZaJW+ZOZmywPiqowFM0yQWixGNRulr2UZ0013IVA8g8M16G4c3/RvN66KnP4oEvC5nQgWXTjJl0NOfYufkGsx4nHNKSwm57JDr4Ycf5pe//OXgcTweD0uXLuWiiy7ioosuorq6GrCnbVzZ3czfWusxzHw0WYpw5kGc5nfztoowM3M87Ii18f3G50hLk0JXgM9NuYQyz5EpGnVdJxwII+TZLPYGcGk6QggVOCqKoijKy6nByvCi+zpizfVkIlFmTrF7y1ZX+qmu9GNlHuUQ5fTpcUwjgT7OtnQnQkqLtu49HGxZxcGm1Szo3WuvEJB0DQ0YzISJ5nKhuVy4hcWVFZcNaROYP6TNYB5hdxiXNrYgcCL0RVWYL9SRHwjx3Rs/wJ0P/5xoOokAvnvjB8gPhCCeRj//yPSIM/PCfOW8s/nA2dO5d38DD9Y2ETdM/rb/EH8/0MAVVaW8Y9ZUZuaNPr822G0Ko9EosVhssF1h+vALxHf8AqwMuPzkzP8I7uKF6DuewrJM8kNeBJA2TDwunVTGIJ0xWbGumWf+/jPijY2874knBo9x0UUX8fjjj3PRRRdx4YUXsnTpUgKBwJB8dKaT/LJ5L3uiFsKaguaEa/lujTeVhVie70cTgi3Rw/yo6Xky0qLEncPnplxKiSeI3+8nEAgQCATw+Xy0lz2P1X4BLbiQUkcgmOBoPCpwVBRFUZSJ2K/PwkRHxwRL8rkf7GfWtABXLCvk4iX5hIMuphktYMBT91zDpGlXUj7zBgrKFiLEyW+DlzESNLS9xMHm1dS2rCGW6ByyPoVGS8bHc7/YSX2XSawrhdmXQVqShb94La6SEEEZ5+sLP3fS8zYeriVTMF86hEwbXD17CUsmz6a1v5uyUAH5gRAybSBcGq4lU47atyzg52MLZvHuOdXcX9vEffsb6EymeKKhlScaWllSUsA7Zk1laWkhQgiklCQSicFgMZPJDKYlpUXywN9J1T4AgOYvJWfRf6MHKwDInXIB3QeexAoUMO/K83j6oXUY6QRWOgNS8vCzR8aVTO3aBeXlACxevJjHH398xHOXUrKmt40/tDRjGAVoTi9yt4AbSoJcX5yD12m/uT7SxP82v4iJRbk3zHfOfi2T80vw+/1HjdFohJ9C67iEjkgAvyePan8JGWvkua+Pe38mtJeiKIqivMo1uGbhsjJ4845UC+6tj7O3Ls6v/9nCrT98F/MDXUzLtEAmRtO+B2na9yD+4CTKp19PxYwbyMk7OvgZj2iig9rmNRxsWU1D60sYw3ol54emUFNxMT+tXU2Dy090bxe71vWBJe1eHBLQBKmeJK7SIMJ6+UpFRyPyA7jftpjMXzZAPE2eJ4e8kiCYEuJphEvD/bbFiPzAqGmEPG7eNXsab505hccbDvOXvfXURmKsb+9mfXs31aEAr5lUyKIcN2JYG0MAaSSJb/8ZmXZ7FBdXwVwCCz6OljUda371pWyt38LfU1NZ/de7YNgoNf7KCnIXLWLZ+cu4/OKLj5zfKEV9fUaauxsPsLvfjZDlgxXJF+T7eeOkEAXuI6W862Mt/KR5LRaSmlAxPzv/7RT6Rp8qNhHMYeNkixmJUoSEdCaNpk3sx4sKHBVFURRlIly5iHQXVjqDJy9IJhJ3eqsKRDDAnlQBDSVz8Lty+PGMIpr3P0xfx04S0cMc3PJbDm75LXklZ1M+4wYmVV+Nx3f8Kf+klLT37KW2ZTUHm1fT1r1ryHohdCqKFlBTcQnVFRdTELYD02/VbwGRwUIiNEDXGIwcpbSXI9E5OZ1JTpReXYT2oYsx1h/C3NQE8TT4PejnT8O1ZMoxg8Zsbk3jxqkVXFNRwrOHWrj3YBM7IjFq++P8uD9OgVvnmqIwlxaG8DsleWaig9im72FFGwHwVF2Nf/Y7aWo+zJo1/2b16tUsX76cG255Ew+HL8Ad7yZcVUasrYu8qZWUzJ1B0TlnkZqzHITghkmT8Bxn7MY1Pe38obmbjJk32PawOuDinRW5VAc8uN3uwernZ7oP8pPdz2MhmZVbxk+Xv40877Gvx6G8W2hPZUjMTXLhwRtZ1fgiDXXrx3QNh1OBo6IoiqJMQL4/j24jgjc/hMvnRfd7EUJDSgshwZsfAs2NP6eMKXNvZsrcW4j21tGy/1GaDzxKMtpKb/t2etu3s3vt9ymZfBEVM66nuOpCNP1IAGeYKRrbNnCweTUHW1YTjQ8d8NrrDjJ10vnUVFzM1EkX4PceHYAGPQFSmR4ylWFceT4yvUknbJS483z4K8MELIuQJ+dUX7YxE/kB3FfPwX31nAntn0qlBju3JJNJpgB3TiumNh7m0fY+1vfF6c6Y/PVwDw+09XJpYYgr3e14dvwQmY6QzAh2pJby4r+aWbPmBurr6wfT7u/vJ3TRckzNRTC3lKmXXciBR58i0dNLw3MbCJ53gd0BxbLo6OuGopEHV48Yab5f30hdzIsgFwGEdHj31CIuqygiEAjg9/txOR1r/lW/iW9tfRSAuXnl/GT5Wwl7jl9KfDBSjaSXdssguPhG7rjla/zPR/IndF1V4KgoiqIoE3DN5On882AKS8Ds21/Hnt8/aAeN2M+9ublo3lKumTx9cJ9g3jRmLvkQMxZ/gO7Dm2je/zCtdU9hZuK01T9NW/3TuL25FEy9BCNczOH+gxxqfZGMMXRMxNxgJTUVF1NTfjEVJQvRtWOXFJ6dk88zvX0U+V1MurqGxnt3DZaOTrq6hiK/izQa83LyTsGVenlIKYnH44PtFQ1j5DZ81QEvH55aQkcqw2OdEVZ1R0lYkhUdER6Xbhb7ryH61F/4y4N7SaU3Dtk3Ly+PCy+8kEsvvZRVbS14dReZeJyDj69G93jR3W7MTIakJ4gf8Bpp1rb38oaaWUfl9d/tnTzQFseSAQSgCcmbppbw/vkzCIwwjNC9teu5a7vdNvKcgip+uOwtBN3e414Xy5JEU24sKrECXqqqnRUT7B2jAkdFURRFmYDrqmp4tKEWqVcy5fw8CmbVkOjuwV+QT6iwDE0PIjQX11UdPVuIEBqF5YspLF/MWed/hrb6Z9i/5z4aurcT1XpJND1I9mgpAo1JRfPtYLHiYgrC00ZtKzeSongtLs1Nui9F16pD+MtyEJpAWpKuVYdIXzsTV26Aonjtybg0J0VvvI2NDY+wpekJkpkoPneQcyqv5tzJN5AXsAdUz2QyxGIxYrEY8Xic8cyGV+x18/pcL3nbXuJfK/+N/23/RdSdx0v+RXRVRkmlv4GmaSxYsGBwqJy5c+ei63ZbwxWrVxJ0u+nr6QFpgSYwjTSeslL8VVUA5Bhp4lkdbgBq4yn+91AH3Wkd8ACS+UV+vrnsHAr9IweCf9q/lp/segqAxUVT+cF5t+B3Hbv6O2NItu82eGlLhjRhnJF8OLDnGZ5d+QPSZnrM1yqbChwVRVEUZQJKAzl8YdH5fH3TC1gyROGkfFzlGoa0SBoGuqbzhUXnUxoYufrXNDM0tm8cbK8YibXYcYRDk5BjQsiAoCEpCbkpdxWQ6y8dV9AI4DGiXOXK5YGIgUSg+/TBvjFG0iQVMbiu0MJjRCd+QU6iuq6t3Lfxq5hWGrfux+8OY0qDdfX3s/bAv7lu5scp9EwlnR5f8DMwrd/q1atZs2YNmzZtGiyZ/NXsVhJL3s4zvvMw5i9i+sc/R+78hUwvLmJRcZi5eTnoWdc94HaTTiexXHGkNLEyEs3tInzOInuDTAqZjBLw+PB6vRguDz8/2MLzbf2AHXzmuA2+snQeF5SPPLOQlJLf7FvDr/asBmB5SQ3fXfpGfProJczJpGTTjgwbt2eIJwYTYnIkTqhpL5+9+7VIJj7dtAocFUVRFGWC5heW8L8XXMWKxoM82VRPfyZN0O3mddNmcF1VzVFBYyLVS23Lc9Q2r6b+8FrSw2ZkCedMorr8YqrLLyLXFaLt4BO0HHyMtNFN9+ENdB/ewK7nv0Pp1Mson3EDReVLEWMYU9HrDlJGhjeWeNgrIJ2RaAE3VjyDT8AbSzwUiQzCPXrP3JdLb7yN+zZ+FQC/O0y0L0V3aze+gBtNF6Qycf7a/k3ecu6XCfuLxpRmIpHgq1/96uC0ftl0DRZUB3GXLOPic27magRbIoWsKClkbyxFfSLNzxs6ue9wD9cUh7m0IIRP11hakMsT9YfxBvzMesM17PnHY5hpg/DiJQD4zBgZv8VrzzqLVQn4zc59ZCywi5LTXDs1n8+fu3DUMTGllNy9+xn+sP8FAC4um8m3Ft+MRx85dOuPWqzfmmHrLoN05si5zZ3lovSxjeTHw2xsbxwchmiiVOCoKIqiKCegNJDDbbPmc9us+Uetk1LSHalzxlZcTUvnNqTMHv5FMKlwLtUVF1NTcQlFudOHlCYWlJzNrPM+SmfTOpr3P0z7oVWYRpKWAytoObACb6CY8unXUTHjBkIF0486/oBZk69me+39FITC3PD/LmJTv4m7PEz7/zzO2+9YRGnYQzId4eyam0/mpZmQjQ2PkEol8cfLOPCkm3/9czUDPcBf+7qrKT0/SZQWdrasYnnNG47a3zRNdu7cia7rzJ07FwCfz8e6desGg8bysmKWzdBZNivA4ln5FC/+AJ7yi8A50qLcAItyAxyIJXm0I8LGvjhdGZO/tPTwQFsfVxSGmJRuQMPEEDpC00BoBKqn4C22O8L4vWBRwIP1SfrMegAkJkWBJN+/YCmz8kYPeqWU/Gjnk/zl4DoAriyfw9fOvWnEILOrx+KlLRl27DUYGFnI44aF89ycO99FKEej7n5JRotiJBNY0prwrDGgAkdFURRFOalMK0NzxxZqm+0q6F5nWJcBLt3H1EnLqS6/iOryi8jxFx4zPU1zUzL5QkomX0gm1U9r3Uqa9z9KT+tmUvEO6rb9kbptfyRcOIvyGTdQXnMt3sCRNA3LJBqewdOEqc24yUwudoaVhnd//1pmB3UyRhJd83DW1OtP9uUYk4GOLbFYjKfW/wtvbyWBvVfzr39+HE3TcOtuMmaGfz/4BF/I+RH6rCfY3fbcYODY2dnJc889x5o1a3juuefo7e3lmmuu4Sc/+Qlgj5347ne/G8MwWDYdSqOPIwQITx45Cz+JK2/GiPmanuPjozk+2lIZVnREWNMdJW5aPNTehy7nMbWojsZkml33PwVeP3kX2sFnqq2b/oJJWHoYTLv3utD6eOuMcj447xLcxygltqTku9se45/1dsec6yrn8T8LX4tr2LiLLW0m6zZn2FdrDi4L+GHxfDcL57nxeY8Eh0mXJC8VJOjx4xI6hjTVlIOKoiiKcrok0xHqWp7nYPNq6g8/TyoztK1g0F9CTcXFVFdczOTSJbj04/eGHYnbG6Jq9s1Uzb6ZeKSJ5v2P0nLgEeKRJiJde4l07WXvuh9TWLGMRNVy1kmDlYc30JWKMNCAUkhJnoyQZ/XQIfoh6qbCXcBrl3+TUGDktnanQiqVGgwWE4nEYPWpGXExtf4NNPcfAkDXdDJmGl1zYVomff3dTK1/A6u83+aH637ImjVr2Llz51Hpt7a2IqUcLMF9+9veQmLX70g3PwMC9PA0chZ+Cs137MAdoMzn4YMzq3iv7uLxtl4ePHSY3jQcdE2HIEx97yfofOFpcs9ZhLCC+IqKsJzjShGlLJjkG0svYm5ByTGPY0qLb2x5hIcatgLwuinn8NkF16M7Mw1JKalrtAPGhuYjJdd5YcHSc9zMm+3C7To6IGwq0ChpgvnBKYQ9QbpTfRNu56gCR0VRFEWZgJ7+Bg42r2Z/45Mc7tx+1BdxUe4MZlRdTk3FxZTkzx53h5bjCYQrmXHu+5m+6H30tm2lef8j7Kx/ho26m63JDjrrnhiy/Qx/Plb/TsKyBxdHhqrpFGkiRgfn9e2nonjBSc1jNsuyBgPFYw2XU9q3HKROOBwilUnQ0deKEALLssjNySMcDoHU6d0R5v6HfjG4XyAQYNmyZYM9oKucns0AVjpCbMsPMXv2AOAuW0Zg3h2IUQJ4IQQ+n29wHMXsafw+MKmM2+fN4IsPfJ01cjHgJnfeOeTOOxew54FGgCSFpXUwX+zlp1f9D75R2iYOMCyLL29+kMeb7CD4lmmL+dTZ16AJgWVJ9hw0eWlzhrbOIwFjaZHGeQvdzKrR0bTRX18BfTIes4eYBJ/uw0UUVImjoiiKopw6lmXQ0rmNg82rONi8hp7++mFbCHyuAD5XABc6HtOgumwZpQUTG8B6rPoyMZ5K9vCoEGzNqxqyrthIsiDRw4JEL14y1Hn8vOhbzoGOcuINbQQml1Jc1kuV3Mj/bfseZXmzKS+ad9Lylk6nBwPF7FLFY5nUv5yE6CdjZsgYGSzLHAzKTdOuljVFkovL38zOmbu5+OKLueiii1i0aNGIM7SY/YeIbroLmbTn7vZNfxPe6tcPCeSFEHi9XgKBwGCweKxA3+fS6dZMMFvQyMU0CtCcQbolEkkKSTeaTIDguEFjxjL54sYHeKplNwBvr1nGx+ZegWHC1j0ZXtqSoTdy5NpNqbADxqlV+ph+kJREIaVDW6IDkGiaDqrEUVEURVFOrlS6n/rWtRxsXk1dywsk071D1mtCx6f7yfHmYSbc9HanyMn3kxPyYBhJnnnxq7zmirsJnuQq4KSZZk3bVlY0vcBz7dsx5ZF2bkXePK6pOI8ri84i1L6dlgMriMTsTiFzkwnmJp9j56EYT6/rZs3dvXTc8Boib3wbk1nByh0/59ZLfzbhfGW3VYzFYmSGjWF4PA0NDTy18Uk2HHyaXQ1byRhDh9uRAnpj3QS8QaryZvHQQw8dM71M+wZi234KZgp0L4F5H8BTdh4AHo+HQCBATk4Ofr9/3HM37zWrEZQiCaC5cILbDAxMO0khyDx2mUF6UmnyvSOPu5gyDf7f+n/yXNt+AN498wJum3YJL27KsGFb1pA6wMxqnfMWuikvPX5P+mwFkSiGDobXS0eyB2Cw+nu8VOCoKIqiKFn6os329H7Nq2lq34glh1apFufNoKbiEjLJPhpbnsfvzWXzhhb+8KtNTJ7mpaUxzTvevZCFi8tJpiPsq3uURXNvP+F8WdJiY9deVjSt5cnDG4hlzSYT0H1cNmkR11eez5KiOUeCgtL5TDv77XzivqsIpKZydmI3uSLB3Ok5zJ2eQ3N7iu3/eJCii5bRUHodz3Xfy63jzFc6nR4MFsc7CHe2TCbDTTfdRCw2dIgit+4m4A3icrlxaS5yc/IJe4txu0YPnqSUpOoeJLn/XgCEr4jcxXcSnjR3sFRxYBq/8WqLJ/n59jpMph05HlEskQQsGv70RwJlNRRfdjVCd2FRwE0Pr+b6qeW8deYUJoeODNGUNDL89/q/82K7PfD6+6ddyfSeRfziucTgkDqaBnNnujhvoZvC/IkFe5pIgdTJWClCnhx6kn2M3FDg+FTgqCiKoryqWZZJa/cODjbZc0F39R0csl7X3FSVLHaGzLmIcE45APc98hY87gCtEQ//emA/b7itijmzPax4LMEvfrmbr8ycSnHQz4FDj59Q4Lg/0siKprWsaH6Rdqe0CEAXOsuL53Fd5TIuKV2I3zV6h5ttrnOJ6mfxj11eAg/+kSuWFTBjSoDteyJICYnGBnylpdRy/DaOJ1KqKKWktrZ2cADuWbNm8ZnPfAYAt9vN8uXL2fDSJhZULeec6ctIZyzuX/s7u1ZVwDsu+xgVebMQhk7ezFHGPzTTxHf8kkyrPf6hr3guNdd+l5y8sjHncyRxw+TPexv5895GUqbdzlCSxNI6QEsgOIhL201k00ramh4mb2YY3+S5WIRJWXB/bRMP1DZxcUUJb585lel5AT657l42dh4imMnjZvdr6XuhkJcs+3p63LDgLBdLFrgJBScWMA7m3d2F2yzGp3vpT8dwaS40VeKoKIqiKGOTzsQ55FRB17Y8RyLVM2S935tPdfmF1FRczJSyZXjcR8/+ks5E6aKGxkgPH/548WDnhOpqN08/5eUfTZfz+hnbKbR2jTt/rYkuHm9ex6NNaznQ3zRk3by8aq6vXM7V5UvJ94bHlF5UzgQMtECALbv72bK7HyFgoHBQD/gBw9nuaIZhDM4BPd5SxWg0ytq1a1mzZg1r1qyhpaVlcF1DQwN33nnnYDu9b3zjG/hEkP3/ypCMSywBCyZfSm+8g7xAMQFvmEQEfAEomD00hNF1HQ9xujd8i0zXXgCK5ryGqZd9Dk0/9vR8x2JJyYpDbfxiex2dSbvqXBcGGdGJFBEQKVz6GjSxn0RzEk++m2D1AkJTyjBEP+e62rj4rNfxt32HOBxPsqq5nVXN7fjdadwpF8tiN1KZnE7c6awS8MO5Z7tZNM+Nz3dyOlTVVmxkVv0FJM00Rb4CulM9qDaOiqIoinIMkdhhalvWcLB5NY1t6zGtoSVlhbk11JRfTE3lxZQVzHM6EIwsk4kTy0i09DpqAmlA0NFhsuKxODt2pOzOFnmFrEy8htfn9I4pf/2ZOE8d3sCjTWvZ1LV3SC/tqpwSrq9YznWVy6nKmUh7SQ+QItN1JC/ZsZ+9XAJHSi3T6TTRaJRoNEoymZzAMeHvf/87X/7yl4/qQV1cXDzYqSV7yJy8vDxiUYu2gCQ3Drq0+/4K578u7Vy2BSTTdY2cnJzBqudM7wH2P/LfZGIdIDSqzv8oZQvfcUK92bd09PLjrQfZ02MPryQwMUUHptYPQiJEAy5tHZpVRqJxGX1bOql+5+sITavCREdg8sGFVzB38hTeUFPFM83t/HFXLb2dOjN7KynJ5A0eKxwSnHeOm7PnjDykzolonLaP6U3nUhJyE/T4CbkDqsRRURRFUbJJadHavWtwIO6O3n1D1muai8ric6mpuJiaiovJDVYcN03LMthz8EHWb/slVroTF5AmyAvbc3n0vv1UvvHTyH3/S9XSpQRCfhKWRkfO0bObDEibGZ5v386K5rWsadtC2joSYOV7QlxdvpTrKpczL6/6hAIgIdJIKXCFR5432xXOQVoSmemnvb193FXQPT09vPDCC6xZs4bPf/7zhEIhAGpqajAMA7fbzbnnnjs4VM7MmTNHPZ+GWoOUW9A9SVK3ZycpTWfrrgc5WPsit1z3ORadfx1BTwCZCVJRYZckdu17jNonv4o0U+ieHGqu+RZ5Uy8Y51U6ojma4Cdb97O65UhJtNQaMUUGhAFkWFQUZ7Yo4R9tN2Phwj/JIDDJQqJhCBcCk09OqWDuZHv2Gg1BfjREdVMVgVTBYLq9epT9gWbi4T68+mRqzCpyXRMvIR3J1FnL2dm4jvN23Mh3zruT//fid4d0qBoPFTgqiqIoZ4yMkeBQ60vUtqymtnkNMWcIlgE+Ty7Tyi+gpuJippYtx+sJjSldKSWHmtfw4uYf0xOpA8DETZ24mH2JZexPNHD2176D0HTcgSB1v/4c1Ve9FndOHjvj1UeltbXnAI82rWVly0tEMkc6g3g1D5eWLeS6yuUsK56LWzs5X9N5riZ6MtMITp+GFgxgReOD60SOH09BPqm2HsJ6I729vcdNzzRNduzYMdhWcdu2bYPV11dccQVXXXUVAPPnz+fnP/855513Hjk5IwetwzXUm0jNQ1oGmbPwJgBy8ydxoGULf33quxSdewnTgrnU7jNYsNhF04s/5/CG3wHgza1k5o0/wl8w7RhHGF1vKsH3Nq/n2UYTC6dETrRgar0g7HsxLeTn2+fdzLSQPXD4VQ07+eWWJ9mS9mAILy6Z5lx3jP8650rmTp6LYUh27DVYuzlFJCIIYAeNwcIk55zt5eloB60NXRhpya92HuSPe+q4cWoFb5k5hcpgYELnMdy83Bvo39dOv0tyYfVy/p53N7u790+orloFjoqiKMp/tP54uxMorqahbT2GmRqyPj80lZqKi6ipuITyovlo4wzG2rt2sXbzj2hp2+AsEcyqvpFft15PxMylV1oULrPHPkx2NNG14XEsKYn3dlNZMouEaVd51/UfZkXzC6xoepGWxJGAVkOwpOgsrq9czmWTFpHj8k/8Yozipsml/L7WQvOFqP7Auzj0+/uQ6QzC7aLylteA7kVicWV58THTsSyLO++8kzVr1hwVYHq9XpYuXUowGBxc5nK5uPzyy8eURymhtyuAx1WMTxwpcevsqmfLjkfQdQ3LkkT62mgL5DHJLdj/yBforVsFQLhyKdOv+zYuX+4Yr4pzTtJia9dWfrNrM5vby5AyB9CAHtD3YpIPwoVb07hjzmLeNuPsIUPZzJ08l584pYrZUinJi5vSbNhqEEs4vXuAw76DXHleiBvn2sHtBczjjrOnc9/+Bu6vbSKaMfjHwUb+dbCRSytLecesqZxVML5zGs63KQRuSa9s5sn65/nq6h8iLYs389Fxp6UCR0VRFOU/ipSS9p49TseW1bR17x6yXgidyuKFTi/oi8kPTZ7QcSLRFl7a+jP2168YXFY1aRlLFnyMtT2lNB9qw5SAppOJ9tL25J/p3vQkViqBFIJUwSSixMnoW3nH6j+xu69+SPqzc6dwfcVyrq44j2Jf3oTyeDxSShKJBFcUXsTjW75FbXQe/qppzPj0hzD6Irhyw+iBIEJIpnq3ct20Dw/um8lk2Lp1K5lMhuXLlwOgaRpNTU2DQeO0adMGq5+XLl2Kz+cbKRujsmdoCdDVFmT/Lhe9PTAwAUraSvK3f93Jiy/9FSwTKSXBYCHhUD5eq42KxFforbNLf0vOvoXJF30STXeP+boc7N/Pk82P8cihPXRGLwJZ46xNUZRzEBMvnU6V8qzcQr68+FJqwgWjJ+qIxiw2bDPYvDND2hmG0sKkIbCHuvBmvnjBFVxQOrREtNjv40PzZ3LbnGr+XdfM3/Ydoi2R5OmmNp5uamNhUT5vnzWV8ycVoU2gyYKxLo3L70Wkcvn6mh+jCx2PZ3z3aoAKHBVFUZRXPMNM0dC23m6v2LKGaLxtyHqvO8jUSXYV9LTyC/B5xtbbeCSpVISNO3/L9r1/w3I60BTmzWDZwo/TIM/mky92UB8ZOL5EEwmSDS/RsfoBpGmgBbzM+MStGPnP0yBbwJIc7rO3nuQv5LqK5VxfuZxpofIJ5/FYssdVTCQSWJYFuPjAnDfx6+2/py41mXSgHD0QBkw8WjPTvA287+zbiXeneXzNvaxZs4a1a9cSjUZZuHDhYOAIcOutt/K6172OCy+8cMi0fmPl9XrJycnB4/ZzqNbNhjUG0f4jtaZxdwJhQJ/ZyuHpPhZ95D4yPT2kOzuw+iLU5dfi4VkOmB4KZDkLlt3GlPk3j6kNaEusiSdbHmNl82PURaJYmdcirTc7ayWzC6LMKgjz4CE3pjTRheDWmefwntkLcR+jsxRAT5/Fus0ZduwxcEbrweWS1OfsZKt/LdKT4gfn3cKS4tGr0XPcLt46cwpvml7Fk41t/HlvPfv7+tnc2cPmzh6mhnJ426wpXDu5HI8+js4tcQk50BHvRAidHE8OyXgicfwdj6YCR0VRFOUVKZbopLblOQ42r+ZQ64sY5tCevXnBSqdU8RIqis9B18ZW2jQa00yzY999bNzxG1LpCAA5/hKWLvggVu4VfHdrF5vbmwG70nFqfj/1faY9DI9lkHNWPrnLyggtLEXzNjLQ9cCjebixcjnXV57PgoLpE+7NOprsOaDj8fionVqSIoBpzuCKtsnM7ZiBz/SS1FOskhFWH2zivd/8KI11h47aL5VKkclkcLvt63vdddeNK3+aZvd+HugBbWR0dm7NsHNrhlTSzqsQMG2GzoJz3Xxw1fMsbzubaG8X7oIChKbjKSzCU1gEwC5gF1cdOcB+CNStpDTgp9Tvs/8HfJQ5z716gp29a3jm8GPs7N2OlAGszDVI8wLADgZn53t55+zJ/OnAS/yr3h7KZ0owly+feylzC0qOeX67GuKsfClOot1nz1MNCLfFtJkp/hj9O61GFzkuDz9a9lbOKRxb6bdL07h2yiSumVzG+vZu/ry3nnVtXdT3x/jmhl38cscBbpk+mdfXVBH2jOF1HxBgSsqC9liWSSN1nB1GJyY6wvvpsnjxYrlhw4bjb6goiqL8R5FS0tm7n4Mtdi/o1q4dQ9YLoVFeNJ/qcrsKuiA87YR6Gh85rsXBQyt5cetP6Y/agaHblcPCubdRXHULv9vZz8pD/YPbn1cW4APnFPM/275JIlVIR/NcNn/hfUz+2AJy/j97Zx4eV1337fsssy+ZyWRrkq5pm+7p3tKNtYCggPCiqCigomzuovIoKuKOy6OPgAsuqKiIIggU2rKU7lvapvveNPs6mUxmn3PO7/3jJNOmSdskbQlo7uvK1WbOmXN+M5nlc77L5zvRD4CRNlCNkfhdCn6HxtOXPHzO6zyZRCKREYuJROKsvootiXaeWLWcK/ctojlUj8VuJ5wM4nfkcqhmN4+s+GpmX6/Xy4IFC1iyZAmLFi0iP7//9j92uz0jFO12O5IkEekw2LUtzf7dGl3uPIoC4yepTJtpweszBfXNf38KbyqbYUf8/OSxG7ENK8KZl8+CBSMpHDOMNsVHi5JNm5KF6LMIN0BEzNeLCNAVN8u2WXj/+ELSIsTvD2wj1dlpfEvJFO6ZPOe0M6bNZimDVzfFaG08sYaYHOeo6zj17mo65AMYpPFY7Px8/geYkn32rv0zcSjUwVMHKllZ3YDe+fd2KArXjyni/eNGMsx1+trY1AsxtDeTSE6JFYdf5X/CjxJddTRRGTne74LaoYjjEEMMMcQQg4amp6hpKs/UK4aj9d22W1UXo4ZdZHZBFy7EafOf1/PXNZazYfv/0tS6BwBZUpk07kbGl36cZ44Y/OOVetKG+SU91mfjnum5zBtmdgdH0nG8tjaSvIwspQiXtyKpCuGtzXRsqWTh/9xMdq6HcHpgHogno+t6JqIYjUbR9b5bqcRiMX77zF+o/Xcln616nMZwHX5XAFVSkRWFWy76OOPyJzGleBaF/28U91x3S7/H8XXNfe76OXnuc7DVYGd5isMHNITRtT9MnGZhynQLTld38T8zfYB1tik0u/ajpDSko3t4YFGYuYF6aIeDehHPDruZ61Kb+ORNX6UxlqAhHqc20sGOlqMcbK+nJZHGMLIAT6fPtQrkgTDX1TVXujUZ47Hd7Z23FWCRDMZmZRFPufnT/mMUOM0IZoHTQZ7TjlWSOXRMZ+O2NA3NBnR2XofVDg6qB6iM7EbxONClRkBHRuXbM//fOYtGgHE+D9+cN5W7p47j6UPHee5oDTFN52+HqnjmcDWXF+fzwdJRTPD3LNNQF9rQ1iUxUgaVF8s4hs3gV+LBI72c5qwMCcchhhhiiCHeUmKJNo7VreVI3Woq6zeQ1mLdtntdhZQULWFM4RKG581C6WPDQ39oaz/Gxh0/p7Lmzcxto4dfyqypn+K1Ri/fWdlKR8pUObkOlTun5XD1KC+KfELkuC0ONKHjzrOgKCliWw6QrDiCntKQdIE7z2Jut/S/S1oI0SOq2J/7Hj58ODOpZcuWLT3S1+2xNhRJQSD445pH+cEHnsAvB9idPtgn0SjLMk6nMxNV7Epjn0xjvU7F1jTHj54QuU6XxJTpKhOnWrDaeo8WL5Rr2SQmkg64GV5s4+GbhjE8YK7pbxsiHLziWlRJZaFci9eqcCi8h/XNy1nd8DoxzbQ2UqzglO1M9V1DQ8ciKsOdKWRghMdGtl3ieESjNXFC/ElI6ELhQCjCgVCk++MVEiMS+ZTGh+PUTvw9WywhjrgqOXJ8PUef/B2qz8roz16HItlAKCjGGLY3x1hwbtMOu5HvtPPpslI+OmkMzx2t4emDVTQnkqyobmBFdQOz87L5UOko5ucHMhF5OVvB+lEXP3vtef46bAMAMwJlA7qiGRKOQwwxxBBDXFCEEATDxzjSacRd37oT0RV6AkBiWGCKKRaLlpCTNfa8pKB7IxZvZcuuX7Hv8L8QnWnJ/JypzJv+WfYlSrh7TQv10WYAnKrMrZOyeX+pH7vaMyW6tHAuz1WtxutxMeu+qyj/xXK0uDlFZtZ9V2HzOAino7x3xMV9WlvvTS19wzCMTJRPkiTuueceqqqqMttlSWZcwSSKskeyas8rZi2eJIGAcKydurYqXPlexjaMOu05uppaXC5XJv18KkIIqitNwdhQd2L9Xp9E2SwL4yaoKGeZijJ23EI+vO91/uy6lIduH8twa5iUJvjRshD1c25hmMfD5el/s7rAxo9evZq2VDBzX0VSmZM7n4tyr2ZfyyiWVTbTtYq5+X4+XVZClk3ie9vX0NxWBTL4bE4+On42hS6fGb2MxWmMJWiMx2mJpPAEsxkTL8JhnJiqU29t5aCrmqDFrIV1jJvC5G//BCEMDPUQ6bYGHNZSJLuFZceruXfqpDM+5oHgtli4tXQ07x83khVV9fzlwHGOhCNsbQqytSlIidfNB0tHcuWIYaiSxP+lXuavRaZoXNAwgSZ7qmwgbpdDwnGIIYYYYojzjm6kqW3anqlXbI90n7dsUR2MLJhvdkEPW4TLEbig60lrcSr2/Zkde5/MRDi97mLmT/8UYfsCvrGjhX1BM02uSHDDWB93TAngt5/+a/La4gUsq1lPQk9ROG8cgUnFJFo7sAc82DwOEnoKq6xyTfFFvd5f0zRisVjm59SxfGfCMAz27duXiSoGAgF+/vOfZ7YvWbKElStXZqxysraNRXFaOVy/izf3Ls/M1TbnVQuErmMIA7t+QhwpipKJKrpcLhTl9F3Fhi44ckhn59YUwdYT9ZY5eTJlsy2MKlEy5zwbOROuZdz+ZXw2/Qq7hs3DFdzCX5hP+sMeJnkqaFFe4++ONJwUqJ6WPZ0rCt/FwrzLWFEV5bEdVUQ18wJghMfBp6aVsHBYNq/XHeP7a9fSnjKbQy4rGs1Xpi/CZ+tuTRONCbbuTLP9SJpkp6WOJAl8RWnkwjDIHWw6GgJA6AKp87mRJJlUW5ADX/8dEz71RTzjsmnv8uS5QFhkmWtHFXHNyEI2NLTwl4PH2doU5Eg4wsNb9vDL3YcZ5ulgW2gdSOCShtMycjIf8O+q2Miwfp9vSDgOMcQQQwxxXogn26msX8eR2tVU1q8nme6e7nM78ykpNI24h+fPRlVspznS+cMwdA4cfYHNOx8j1mm6bbNmMXvqnbjzr+dXu0KsrT0hai8udnNXWS4jvGcf+ZbvyObBsjt4uOL3hNNRHC4bXncumtAJp6NYZZUHy+4g35HduRaDeDyeqVVM9VNQdI31W716NWvXrqWl5YSJuNPpJJVKYbWa6/7iF7/I1772tUxUcP/hJiLJOIW+4XidPsKxkDkAWoDX6afQNxxZF7hcdrKzs3G5XDgcZ0+xa2nBgb0aO8vT3Sx1iobLlM22Ujhc7nf02OrOZ/TlD9L2+jdoUSt5eXiMqPwyugThk/Yb6x3PFYVXc3nhleQ7hrGqtoV7Vh2mNmpmYD0WlTsnj+K9JcOIaWm+vvUNltcc6dxm5f6yhVxVXNJtfW3tBpt3pNm1X6OrjNSiwrRJKnPLLHg9MmDW2b5QeRgZifCRA+z90Q8Z/9U7UL1+Dn3zN6QazCioBAj6fkFwLkiSxIJhuSwYlsv+tjBPHajk9ZpGmuNJmuNWFC7GLnfwgdrJzNgj096ansbN/T/PkHAcYoghhhhiwATDxzu9FVdT27wjk/7tIj97UqZeMc9fesFS0KcihKCqbj0bt/+MYPthABTZyrQJH2RkyUf484EEL+yoMQ28gckBO/fNyGVabv9GvJVlj+Oh6Xfx+L7X2N5SjyYEqmRlRs4Y7ppwGSWOPFpbW4lGoySTybN2P5+O5cuX85nPfKbH/YuLi1myZAmLFy/u9tyeKvrc2W0kaz04bR4um3gNz5U/hRCmsLlyyvUUZY/GJ/spGhMlJyfnrOtJJAR7Oy11Ep1ugJIEo8aaljq5+Wf2PDwTbckgfw6+ynP+BlJGd3GtIOFSPXxmype4svgaAPa3dfDQpgp2tJhNLookcVNJIR+dPJIsq4UNjdV8e9tqmhNmiPKi/GK+OmMJeY4TIxAbm3U2bk9z4IhO11PssMPMqRZmTbXgsPd83XptCcJJJ86iIiQB+7/xOIrDRqo1jNXnw1lUhIGE1zZw65uBMsHv5aF5UxDqQVZUBZH0YiQsJI1s/phfxy8rN9P+9B/UY/S/P2ZIOA4xxBBDDNFnDEOjtqXC7IKuXU1bR3ffP1WxMSJ/bkYsup1nHmF3IWgO7mfD9v+ltmFz5rbxo65h2pR7eKHayteWNxHXTHVQ5LZwd1kulwx3D0jUVrTW8J3ty0kJnRHufKS0TjKR4NDxRr506M/cNWExE/x974xoampi3bp1rF69ms997nOMGGH6/k2ePBkhBHa7nXnz5rFo0SKWLFnCyJEj+7Tu7MhOUsZC2tNxNhx+g/ysIlRFwTAEGw6/we0X3UuOrJIb3gxMPe1xIh0Gu7en2bdbQ+vst1EUGDfRtNTJ8g/MozKajrC64Q1W1r1MectmjJNqYD1JJ5OOj2J+cDLpHJ31JQf44+HfMtw1jX8cirDs+Akz+EXDAtxXNoaRHicxLc33tq/hX5X7AXAoKp+ZOp/3jpqAJEmdFxcGm7alOVZ94oLH65aYM93CtIkqVsvpn9t3jSzibweDKC4P4++5l8NP/Aah69hzcxn78TtRXB4MIbhm5Ll3VPcXQxh8p+IZXqnbBCrkSgaXH5rPisIWwjYD+0XzSPzuqQFdxQ0JxyGGGGKIIc5IMtXBsfr1HK1dzbH69SRS7d22u+w5jClaTEnREkbkz8VyAWYt94WOaD2bKx7j4LGXMrcV5c9h7vTPsaW9gI+90UJr3PRjzLIq3D4lwHvH+rAoA4uCNsbDPLz1RfRkCjVtEG5tIB5sx+7z4HA5SSJ4fN9qHpx5DTl2d6/HSKfTbN++PVOruG/fifGJs2bN4tZbbwXMyOKf/vQnpk2bNqCxfm45xsSio6Qri7DKVmxWBwKBhEQyFYdQGwXjD6FowV6P0RY02Fme5vB+ja6eHYsVJk61MHWGitPVf8GY1JNsbFrLq3XLWd+4ult0UREKC+qn4tqRxW+f/hf7RA3PspYHL76Lu2v/H9+edZxPtB5CM8zzjvG6+Mz0Eubmm2nkHS0NPLRtFbVR8+9dFsjnGzMvodjtRQjBwaMaG7elqW86IVBzsiXmTbcwcZyK0ofXxPtKyni19p+0RrPxTZ/F9B+MJ9XWhtXvR3V5EEKQ4wpyc8ml/X5uzgVdGDy842lerN5irnP0IgKvlHLl0QAzt0S5K/J/OK9aSmVH5YCOf0GFoyRJVwM/w7Rmf0II8f1e9rkE+F/AArQIIfrWfjbEEEMMmESkkbpDL9F4dCVaKoJqdZM/ZimF467F7u6/2e8Q/3mEIjVmCrr2TWqatmOI7nVaef4JjCk0xWJ+9kSk8zwNBaA91sj24y+xq3oFyXQEm8XN1OFXMmPktWQ5T7xOk6kOtu/5PTv3/wW9U3z4s0qYP/2z1EnT+OLmFo61m1EpqyLxvvF+bp2Ujcfa/3SqECLTzPLHXWsI1TXiVm3U7jzArqdepKuqbeqH3k3+tFIi6SSr6w9x4+gZPY71wAMPsHz5cqLRaLfbXS4XCxYsyEQbu5g7d26f12mxWDJNLQ6Hg3R+AcKIMKPkEBY5jUgr2FQ7SS2BRU4zZdRebKqBJHcXpY31OhXlaY4fORGRczhNS51J005vqXM6NENje+tWXq17hTfrXyeqnaiDtco2FuQvprr+EF9afTvhqJUP/O1uDEM3Ra4k88N4BaOmzSOklIEBfpuFOyeP4j2jh6HKEkld41f7ynnq0E4EZuPI3ZPm8IGxU8CQqNibZvOONMHQSfWYBTLzZ1ooGan0K+qc7/DyrTlX8FD5K4QTDnB7UFxeJMnApobx2uN8Y9bV5DsGPv6yv+jC4Jvb/8rLNeUAfGDMEj4/+XoO/boeR9pCjuGkcsWzsOJfKAMsG7lgwlGSJAV4FFgK1ABbJEn6txBi70n7+IDHgKuFEFWSJJ15rs8QQwxxzoQaKti7+mEMPYWsOlCtXoShUbf/ORoOLWPSkgfxFZQN9jKHeIsxDJ361l2ZFHRr+Gi37YpsZUT+HMYULWFM4WK8rvNoTNcLx1sq+NOmH3EkNoE6/SNoOFCJs619O2uPfpEPz/sixf5J7Dn0D8p3/4ZEMgSA05HD3Gn3gG8pP9kZpLyxDjDl3FWjvNw5LYcCV/98IZPJZDebnK46w9XV+7HJKqlojF1PvYgkyygWC3o6za6nXsRfMhybw8bqqv3k1Ubp6OjoNq6v65gAEyZMyNQqTp8+PdPk0lckSerWAX2qr6I8fSr6pq04vQHue+99/OD5X9FhRJEU+PL19+H0uiDegjxvDkIIao6bljr1tSdZ6mRJTJtlYdxEFfUsljonI4Rgb2gXr9Yu5/X6FQSTrZltiqQwK2cuS4vexeL8S3BZ3Pz2Jz/FquVQFz9OWyxEe7Id97hJjLztPjzjJxECVAMmRRr48Uduwm0xpcz+UAsPla/iSLgNgNKsAN+cfQnFdj9bd2hs3ZkmEj0hGEtGKsyfaaF42MDrMcuyh/P4ovfzcvUuVtbuJaIlcKt2lhZN4l3Dp76lolEzdL6x/S8sr90OwIdLLuHTk96DJEkEklZUDeJ6HJ81i+G5E9hWvXZA57lgIwclSboI+KYQ4qrO3x8AEEJ876R97gEKhRBf6+txh0YODjHEwElEGtm27F4EoKh2wpEkrW0JAn47XrcNXUsgATOveXQo8vhfQCodpbJhI0drV3O0bg3xTvHVhdOWzejCRZQULWFkwXyslv41jgyU9lgj33/1IbbGbsBAwYi0kgq1YPXlILsDyEJjsfV3jFYiRDonzVhUJ9MnfYSCkR/gd3siLK880X87O9/JvdNzGZ/dtxSvYRjdprSczibn7rV/wa3a6KhrYvPPn0K1mWJPCEE6Gqf4ojLaj9fRsv8oRkqjsLCQ119/PRPV2rRpE3V1dSxcuJC8vP7HTRRFweVy4Xa7e0xrORURaqfm1y+xwbIEXVJIxFpoDzeS5c3H7sxBETrz0mtIXXEtO/dZCLacEIyBXNNSZ/TYvlvqABzrOMqrtS/zat1y6mLd7Zim+MtYWnQ1lw5bit+W3W3bni++jjAcbIhU8eDhFxj2rluxD88HxfybjquL8tEGHznpBFN+dBmaYfDkwR08sX8buhAoksQdpTO4ZcR0duzW2bY7TbKzP0WSYNI4hXkzrOQGzn+UfLDQDJ2vbfszr9ZVAHDb2Mu4b+K1mdda28eCJGWoV+O0WBLkuAuY9T0PhjD6HXa8kKnqIqD6pN9rgHmn7DMesEiStArwAD8TQvzx1ANJkvQJ4BNAj9D9EEMM0XfqDr2EoadQbV427qjlz8/upC2soRvwmTtmcdGMQrRkmPpDyxg9447BXu4QF4COWCN7j73Eln1Pkkx39NiekzU2U684LDD1gqSgz8aKfc+xNXYDIAhVrGXf736Jnk6jWCxcct/NLBhznECimgggSQoTx76XiaV38o9j8MzL9aQ6RwSOybJyz/Rc5g9znTUFmUgkMmKxL7OfAZyKFU0Y2H0eQJCOxdHiSdKxOEI3OPTCqsy+kiSRk5NDOBwmKysLgHnzTv1KPDtdJtxut7tftY5RxcPGwLWI9nasRpiUFgK9HVmzYdFV4nI2r9rfg7FGgk7L7MJi01KnaETfLXUaYnW8VreClbUvc6TjULdtYzxjWVr0Li4vvIphzsLM7UIIGmMGB1o19gd1dowu4ZjTTsQynrFLrjD3MdoJH9/C8T/8gqXDr8E/9TqcupXKjhDfLF/F3jbTs3GkO4svT7iM4DEPv1mdQOvMsKsqlE1UmTPdQpbnP0cwAqQNjf8p/xNv1O8C4GPjl3JX6dUgIFKp07ZLI5hjxVAkwMbZe+bPzIUUjr29yk59J6rALOBywAFskCRpoxDiYLc7CfFr4NdgRhwvwFqHGOK/gsajK5FVB+FIkhdW7uV7nx6FIQQdEZ3WcCPhoIbFYqFqz9O4fCOxuQtwuAuw2P1vmY3KEBeO2uYKVmz+FrqR6pzVa6IqNqwWF5fN+gqlI64YxBWaLD/WhsFYiDaz8xc/Rot0kFdg44b3FzJ9zIn0Wkgu5GNX/4xVTdn84NVW2lOmSshxqHx8aoBrRmd1GxF4Mul0ulv6uT+zn8EUO2MSVir0ID6Pl6kfejc7fv8vUh0n6hVtXjf+KSVcvHgJn73hg2RnZ5/hiL0jy3Im/ex0Ovs9Q7qLw/s1dGFgkUJs27eGP/z7R9htHubMuoVLFn0CRXZkvqFHj1Uom913S522ZBur6leysvYVdrXt6LZtmKOQK4quZmnRuxjtKcmIxDerkuwP6hxo1TgY1AglT/pqzzrRSGSkEyAnCW5dwYGf3wNCII24GlkYPDe8jX+9/ixJw/zbvT9/NmMiE3j9RQPRWZNrt52w1HE6/vM+w1K6xlfKn2R1gzlr/c6xV/Ih21JqXkgR2qOjdXlrdjb7pGMd/Grzj3lj/7+xyAN7LV1I4VgDDD/p92Kgrpd9WoQQUSAqSdJqoAw4yBBDDHHeMRthvLS2hQl4zbe/LElkeVSyPCoYUbTOlE7Fyvsz95MVG3Z3PnZ3AXZXgfmvu6DztmHY3fkoav86PYd4a+mINbJi87eI6n4q0xdT264gog3EHDMYn13DKOVN1u96nMKcqXicg1umUK1NQyFFy+Ej2KU413ykmMWX5WRG1TXF/Oxz30Qzk9m+VqI20gSAQ5X40MRsbpmQjeOUEYGaphGPxzONLafObu4L4XCYDRs2sHr1atasWUNjYyNld78Px7yp5E8r5ZJvfYotP3+KQOkohs2ejL04F0mS+fTMa8g+TVd1b9jt9ky94ulG+/WXI/sSKB11hKNB/vHaH7jysi8ya8bN2GydXobCwEoUR5aTK651nflgQEyLsrrhDV6tfYWtLZvQT/Lv9FuzubRwKVcUXk2udTIHgjorjugcaA33FIknYVVgnF8lVdnOkpYwUksVH/2/60GWEJ3ePxIS40tn8uOpx9nri4EOpfJILjbm0rrDwsHOaKnHZVrqlE06s6XOO5mknubLW59kXcM+xnWM5HbjWgqfL+RQR/cR1I5CGSo1XB0GRnuU57f9ntaT6kz7y4UUjluAcZIkjQZqgVuAD56yz/PALyRJUgErZir7pxdwTUMM8V+NanUjDI2A3075vgjHf3GcvIANj1PC71W5/opRqJKOEBqSpKBrprOvoSeJtVcRa6867bEtdt9JgtL8cZz0f6sjMChpzyFM9h57ifrUKDbF7qJ+xzr2PfWNzLaGD32dQ9O/zDznL9lbuYx5kwa3TEHDgSR0omGFMeNcXHKl6QXZ0pzk33+vJ3bxXfinzUdgozaSRpHgPSVZfGxKDtkO82tN13VisVhGLPZ3SksXe/fu5c0332TNmjXs2LGjR2RyRNAgLSCSTmJz2Vn4P3eiCYOkriFJMndPXHJaK54uVFXNRBSdTucZR/sNlGRHDFUkaeloweb0sWD+7QDEE2E2bf0rM8aOY0RuEVq8EOi9oSOlp9jYvI7Xal9hXeMaksYJgeJU3MwNvIeRzqvR0qM52GjwwD6NULK912NZFRjrV5mQrVAaUCnNVhmVpaDKEt94PshFB8NIso9Pzf8oj274LUgyIHHznV/iV4ujJBSDwkQx89IzkSNuumRQwC8xb4aFSX201Hmnkkin+PGKlxh+eDQ/DF6LL23+zbTOsLGjUMY3VcE/VcWWLfPH71VzeYePkF3tlm0YCBdMOAohNEmS7gOWY9rx/E4IsUeSpLs6t/9SCLFPkqRXgJ2YRRVPCCF2X6g1DTHEfzv5Y5ZSt/85vG4v9902i5/9vpyG1jSSZNY4ev1mjWPRhPcyavrtaKkOEpGGHj/xSAPJSAOJWDN0GvWmEyHSiRAdLft7Pbckq9hd+T3EZebHlY9qPXukY4iBse3YFjbGPk86GmLfU98CSSBJCkLo7HvqWwTGPc1G7sJ/9CeDLhwt6ETIxzOujPJfRtixNcThA1E273JRdPO3CEy7OPPVt7jIzd3TcyhyKsRiMRrDceLx+ICF4slj+wC++93vsmXLlhNrs1iYM2dOZgb02LFjaU1GWV1/iLUNR4hoSZyKlSuKJrBk2LheRWNXB3RXVLG/HdQDwZJqISarBF1O9ux7g83bnqG2bi+r1v2aZDLCiG/8m1xZxZlsBk50zOtCN+1zapfzZsNrRNId5mQVkYtqzKPQdik2MZWmiJc3MkGs7pNSukRiabbChFNEYm+8f2EBv62BTx1q5Muzbuem0qsojx6j4pIA+/J1RsRHURqZhEc/IXAL801LnbGj+mep805CGILocYOWXSlqtke4Jnllt+0ZsThFxXZK489Lw4LMqnNxpOkQHekOrLJ1wPLxgvo4CiGWActOue2Xp/z+CPDIhVzHEEMMYVI47loaDi1D1xJcNKOQyeMCPbqqZcXKsHHXIEkSFpsXi82LJzC+1+MZhkYy2mwKymhPgZmINKKlzAYMYWjEO2qJd9Sedn2qzduruOyKXFqdOcgDrMv5b2d/bCaGUNFC9aQTMdKRtsw2i9uHFqpHceawPzZzEFdpUuC0cSgq4cgvJGfBu/jdb9cx/Kb7mPrB9yMp5t9fCINhUiOfK51IrLWOow39Tz2DmcLeuXNnxoBblmX+/ve/Z7YvWbKEhoYGFi9ezJIlS5g7dy4uV/cLnBy7mxtHz0By21kTqmKcM4Df6SMlCYQQSJKE1Wrt5qv4VoubLH0ltbYbCLXLCCF44o930OU5KUkyoXaZNr+HYcnnEGIK+0J7eLXuZV6tXUkwIYE2DvQbQS9FFRPRdDcaUNV9HHm/RWJvFNttFLpz+OsYN5PagjRmN/JiaTb52hiubpqI0zjR3T9mhGmpM7zw/Edp3w50icXQbo3QHp102JR7LsznIB6IMma2r1exeDLN9ig/mVTLJQ0ahhDoIo3UayvK2Rn6BB5iiP8i7O58Ji15kL2rH0ZLhnE7HHhcpo+jlgwjK1YmLXmwz1Y8sqzi8AzD4Rl22n20VCQjIrtFLTuFZjLSmJlvrCXDRJJhIsFDvR5LkhRsrtxMhNLuGXaS0ByG3V2Aah3Y6Lj/dKrSi1CkBLLVSiocBAlkWcEwdFLhNmSrFUVKUJVeNNhLJSkXIJNAi3SgWB3M+tmrKHZTrCVb65GMNEJLkHDZaG/vPRV6JhobG1m7di1r1qxh/fr13Y4hSRLBYDDTyPLRj36UT3ziE2c8Xks8xur6Kl7oOETKotHYHmVNZ1mHV7VTFihiRs4IypRiJtqzB+X1uduzBT19G7Kgc9wedHXDSJKELKDV2s5T2Zt4dNk3aY1lgz4F9PeC8Hc7Vpc5kVWGsdmmSCzNVpkQ6L9I7I09BzScioKcq/CYdRv5ztFcElqCVdgy+1gsMHWCytLFtjMc6Z3J6cRiF8eddWwN7GbGRYXcNL1vnfmGepgDvilUzU1i/NM4+x3OwJBwHGKI/zJ8BWXMvOZR6g8to+HoCrRUGNXqpmjCexk27prz7t+oWt24s8fizh7b63Zh6CTjrb2mxBPRRhId9aQ766SE0DPbTodicZ1o3HH1jFzaXHnISv8MoP8TEEo2It2MhpMR7/4stpzRuIon0/DmH2jbuQwjlUISaYQ6+P6dmq4z0naIZPsqRl5RT61NQRYRql76Kw2v/5MxH/4ixSPHoBn9jzJt3LiR2267rcftJSUlLFmyhEWLFuF2n0gvn62LeX9bK4/v3YZmGHjsTgwZEopGkgQGBmEtwZrGI6xpPAKATVaZ5B9GWaCY6dnFTMsuwmO98I1lb3hnYEs0M86bl7EasmYX4ps2i9yF89g90Y6OG8Sj0Nbz/qeKxNKAyujzIBJ7Y/9hjXpLHavU9cxRFpMTMT0uNS3Jnh3PsWDhu3C6sqip618n/NsZYQiiVQahXb2LRdswWOXdyguONTTbg3xl6k3cNLrvdk6qvRItPZFWElj8OaTCbW/PVPUQQwzx9sTuzmf0jDveFl6Nkqxgd+Vhd+VB/rRu24xWA22dRnJThKTWSNLViDa+hXRRM0m98US9ZbQRQzdr2vR0lGjbEaJtR053RmzOnFPS4d3T4xab7x0dtUzpgqp2gyNtBkdDgqNtBuG0C124IXs0I2+cldk30XSE8IE3sPoCCCxkO976OdNpPUFVy04ON2zmWFM5Y5N7kaU0BIAA+I2f4JGOcvxgLZKRZviwAmxWK/IZUm01NTWZ9PPHPvYxZs0yH/PUqVOxWCxYrVYWLFjA4sWLWbRoEUVFRf1ed0s8xq8P78GWlUW2y4WWSBJvDeIP5GF1u+jQYiT1OGU5Pg62N1IdbSNpaGxvrWZ7q2lzLAEl3tyMkJweKKbAmTWQp/GMdIhLiVrCvGnswl06jUmf/xuq44Sjn36SipAlnVFZgml5LiZkm+nm0b4LIxJPJaaleV3axAHLYQAOWffiibnYtfUZdm//J6G2WqZMnY7bk0UieZaDvc05m1h0FMr4pihYJ+h88dBv2NlWCcBXy27mvSMv6te5Ak4rTekVWP3zUexOHHZHZ8NR/xkSjkMMMcTbEv2gTvKJJGig2Ow4LSNxxkfCZkAF28dtKOPNiJMQBulEiHhHfY9opVl72Ugq3lW5L0jGmknGmmlv2tXruWXV3qPW0uEuwHZSI4+iDn6KTAhBY1RwNNQpEjt/qsOimxAwOfGlbyTDtB/eQrz+AB1Ht1D6oS9gOB3I1gCXj7nw0a+kFuN48w5TKDaX0xA+0G0Wdpc+Sep5NDbY2bViNbUHU0Q7DCb9v4/jcHuJ63DZiBO1holEgs2bN2fE4rFjxzLbSkpKMsLR5XLxj3/8g5KSkh5j+fpCV2OLx+Nhbc0RLDl+PBYbtZvL2frYE5jpX4nZ93ycormz6BAqE7LG8P25N9CaiFLRWk1FsJbtrdUcbG9EF4LD4WYOh5v55zFzVFyew8P07GJTTAaKKfHmopyrI4HkQRAkKWsojuaTRGMKgyOgt6KqWSAV8fotY98SkXgq21vqeaj8TeosZl10QcpPxSMPs69dQ9YNknoCFch15WMYYLvwPUXnnbOKxWEndUMHZDrScT698dfsajuOhMTXpr+P60f03zj+6uLZ/CO9GlVewdjb38vhPzyLMAaWsh4SjkMMMcTbDqPVMEWjBJJLoi3eRkNbAwXuAvwuPyIlSD6RxP5lO3JARpJkrI5srI5ssvIm93pMXUuSjDaRiNR3i1TGO+oz/xq6GcIwtASx9uPE2o+fdo1WR6DXdPgJ+yH/ebUfiqQEx0KmMMyIxJBB9Aw9IV4rjPHLjPHLuNUoT+9tRyaN4ooj50tY0iqF0z+Mu2AEhrCTSIeYNwyg/+PvzkQiHeF4SwWHGzZxrKmcxo6DGKJnmtFvH0G+ayJO63j+sNtNKJ5CltK4F13J6LJ2rJ4sFKeTlkgTbns2i4vMlPI3v/lNnn32WZLJ7iEon8/HggULmDmze8PPhAkT+rX+LhNut9uNy+XKjPZ7rb4au6KS7Iiw9bEnkBQZxWpFT6XY+tgT5Ewsxe5y8GpNJbeXTiNgd3FZ0QQuKzLPH9NS7G6ro6K1horWGna11RHTUjTFO1hRu48VtfsAcKk2pmYXMr0zKjnZX4hd7Z/ozbJZaE/acBWOIn48TSLyTWI1h2h4dRuxIxJzv/MnZKuXLNtbE1k8maSu8au95Tx1eKc5DhWZiyJl3HS0lM3TVX62/MuZJqPPX/UDptT7OIpgzKx3RsmJMATR6k6xuPv0YtE3RcWec+IzI5yKcd/GX7E3VI2ExDdm3MK7h88Z0BquGT6bZTXl2BUb7iUxcqdcQUdz+4A6yoaE4xBDDPG2Q1unIdICySax5cgWnt31LHn2PMqD5dw27zaWlixFRATaOg3rdX0LOyiqDWfWcJxZw3vdLoQgnWzvtTO8S2wmYy10NRSk4q2k4q2Em/f2ejxZsWJz5Z3e29JVgGLpmRbWDEF1WGSEYZdIbIyeviLJIsPILFMgjvFJGbGY45AyKfdXDjzFxKw9HOq4i4bt5Rx46mEUC+hpKP3Qg+TPWMw4zy852jqFcTnnVsIQT4WpbNnO0catHG3aSmP4EIJToxsS2Y6R5LsmUuCeRJ5rAnbVA0BHvIVi6deEuBJdOBAkEYCWTNN6ZA/p9haWLhVY+QSQg9VqJZlMIkkS06ZNy3RAT5kyZcCeiKqq4na7cbvdp+2CjqTTeC1WRF0LrpROtqwgJ9IYkkTQ0LHUtSCNH0lHundrIKdqZW7uKObmjgJAMwyOhJvY3ikkK4I1NCciRLUkG5uOsbHJjKIqksxEXwHTsouYHjAjk9m2M1tZXT3azdP7k6hZASbc+VX2PvQjhK4hKXYmfOyLqFkBDMPB1aP7blR+PtgfauGbW1dxtMMsrJzgy+GzwxeTeMqBAOaWLuWHuWM51rSX0XmTKMoejWHA6HooHfb27aTOiMWdZ44snioWu2hPRbl3w6/Y316DjMRDMz/Iu4pn9divr+Q7fHxt+vv49o6/o+Ekt2A87a6GnQM51pBwHGKIId5yREogguaPETTM/7eedFu1AQYIBLPkWcwqMz8wHzv0GPevuJ83bn8Dn92HtrHvwvFsSJKE1e7Davfhzek9ImUY6RP2Q6d4WsY7f9fT5sg5Q08RD9cQD9f0/hwACdto2uwzaLFMoIlR1GkF1CW9aOL0kcp8l8QYn5wRh2N8MiOypLNGibbVrCCgxjCS97HuqR0UT/Mz//0O3vhNlMNPPcCCSdMJ+G2U19RyVWn/hGM02UZly3aONZV3CsXDnDphVkIm2zGaAvdE8t0TyXdNwKr0Lnb21q0iSz7OfM/zvPFaBxUvrMVIJTE6BZjFquC8bAH76t5kbslN3HjjjUybNo2FCxfi9/t7PWZfsNlsmahiX+ZAuy0WRrUmuPGwwUZNkJLTWFULKS2N0xB84bDBs4EExwJ9K2tQZZlSXwGlvgJuKZmNEIL6WDs7OkVkRbCWI+FmdGGwu62O3W11/OWI6TE5wp1NWUZIDmeEq/uY0JvGB3it0qAlmcY/YwGzx/2RVHsr1qwAituNISzk2P3cND4wsCevn2iGwZMHd/DE/m3oQqBIEneUzuCjpTNoWa3RaEvTkYZNB1fy81e+nLnfp6/+AfPGL8VtgdRBHd5GNjwDjSyeSigZ4Z4Nv+JguBZFknl45oe4smjGOa+vLHs0v7jokyyr3srKuh0A/Z+ByZBwHGKIIc4zItGLKAx2v43I2Y9zMsFUkOZEM3HDnGTTEGnAl+OD6Jnvd76RZQsOTyEOT+Fp90n3YpreHm6lMqxQHXNSl8qlURpNkzyGuOQzvZJ7KfK3iQi5opJCtZ4iW4hR7gSjfTLZWdndIpeqtW8RoliyHREPkgrFsVrCzL85D2eWxNWfcbLpzyFSoXqSXgepPnyXRBKtHGsu51hzOUebymnuONpjHwmFHOcY8t2TKHBNJM9VikXpW+PNpp0rWfvSYY7s2kAk1PPJyR/hJRWROdiwlrklNzFhwoR+p5/BTEF3mXC7XK5+z4G+zjeMWa9XIDlcfPmqW/j2y38hlkqhyDJfe9cH8Tpc3FbRTvmNZf1eG5gXM4UuH4UuH9eMmAJAeyrOrmBtJiq5N1RP2tCpigSpigR5ocqs2/VbnZQFiijLLmZ6YDilvny+sSjAd9artKdiJN0WZJcbWbJgk/1kWZ18dUEWea4LL8QqO0J8s3wVe9uaARjl9vHN2ZcwyW9OCGrbpWF1SiixNn6x/MsosoJVtZPSEvxi+ZdZMHkOVqef0C6NgksGt9BRGIKaQ3H2be7AftSKJ9l9PX0Vi120JSPcvf5xDnfUo0gy35n1Ya4oHNjrpzfyHT7uGH8Fd4y/AmDMQI4xJByHGGKIPiPiZxaEolVArB8HlEDySkjZElKg81+/RPrVNMgQFmGWPrUUQzKwq3YSmjnirMBdADrw1jcAnxHdEDQkXBztGM2RtpEc7axJrOs4acjXKZ+6MgZ5lhDD5BryjCNkp3YRSO4ii0aznSWF+Zy2QVM1NJ1yTtXqPuFr6S4wvS1Pmiluc+UiyyqKrpMydJxeSEY0XnjoMFd/eQxZw2wsuKMYJa6jGxp2rWftYXu8icqThGJrpGftpyyp5DrHdUYTJ5LrHIdFOXvUzjAM9uzZQ0FBAbm5pnAwSFCx5kSkVlYkbA4LNoeKJMG7b5+GP9dNMt3PKxDMyS9dUcVzNeK+stEgbAhiVvMYkoT5mu48ZEoBZ0pwZeO5+eadTJbVwaKCsSwqMO2tkrrGvlA9Fa21VARr2NlaQ3s6QVsqxqr6Q6yqNz1RbYrKFH8hc0YVEU/kcbC5gHjaitsqcdlIK1eNtl1w0WgIwdNHdvPYni0kDR0JuKVkCndPnoNdOfHGMBIgO6A10ogkg7PTrkhV7MRSUVojjfjcfvT4BV3uaTk5sti8Mw0RiVxOXMA1uaPsCbRyKK+NuxdPoCCnb4G91kQHd294nKMdDSiSzPdnf4RLh007+x3fYoaE4xBDDGH6usUxBWDraURh0Nynz0gg+TrFYOePnC2bAtHfKRR9EpLayxe3AG2Vhs/t47tLv8v9K+4nmjLDi49c+Qh+hx8REaiXDt5HWCghMo0qRzrrEStDBskzWMsFHBIlnenl0X7z/yOzZKyKBxgOmBYbWjrWu69lV7d4pBFhmHXtWipCJHiYSPBw7yeVZGzOXGYnQrTJBjFD5ur5AWrrEmx/9DgTPlRIwUQ3ukMhaghGxdOEYvWdEcVtHGvaSjDaM92uSFZyXeMocE0i3z2RXOdYFLlv0Z9gMJgx4F67di3BYJAHHniA22+/3XyecrOZcXExWdkutq+pQrXIWKwqWlpHGAKPz44hdGyWvo2o7EpBu91ubLbz1w3v3F2N5HFTH2rme8v/hkVRcdssJLU031v+N/5S9ADDfLk49lTDNf3vhO0LNkVlemA40wNm7a4hBJUdrexoraYiWMOO1hrqYu0kdY3ylirKW0xjcgkYm5XHxEAxeb5iDKmY082oPh/URTt4eNublLfUAzDM6eYbsy5hZk7P4QGyHTAgN8scfZhMJ7BZ7CTT5oVjblYBGNCH65LzRkYs7u5MQ7d3XQqan1/N7hj7fA1UyAeJF9iweTwkNJ3vlu/g54svIs955qvclkSYu9Y/RmWkCVVS+MGc27i4YMoFflQDY0g4DjHEfzhCCIiCaDtJFLYK8/eTIock+nFQGVP8dUYIu4nCrtv8EpIywJFWC1W0tRoiJVhaspQ3bn+DhkhnV7XD7KrGYu53oUnqguMhIxM97PJGDMZP36xiV2G0T+5Ri+iz9+35UC1O3P4xuP29Z5KEMEhlTNMbiUfqezT0pBOdLs7CIBltxA4M0yVAoeT6E56F6ypCbA6HGDXPhy7DPtr5wUvXcmpSTZVt5DlLyXebzSwBRwlKP8Y/7ty5k9dff501a9awZ8+ejAl1F/v3n5hxPn7YQtIfimG1uBk2OosVf9lDOmna9Vz5wcnYXRaS6QhTi7vP6u1CkiQcDkdGLPY3Bd1XRCKF3WlFNXRkScKmWhCATbWQSKdQDR271YKIDWxu9kCQJYkx3hzGeHO4cbRZF9cc76AiWMuO1mp2Bms5EGrEQHAo3MShcBPPHNsGQIHDm7EAmp5dzBhvLvI5+pkKIfj38QP8766NRDXzYuf6kaV8dup8XJbeLzT8U1Vat2pkOf08cOMjfO/Z+4l1Xjg+cOMjZDn96DFBYM6Fff8LQxCrMWjbdapYNIn702z01lNV2M6e3avZ9/I6nKNLaPzuP5l7970UzZ1HRzLNy1XV3Dah97GtAE3xEHetf5yqaDMWWeGROXewKH/SBX1s58KQcBxiiHcwQgiI0HuDSddtbaLXGrrTonRGCgOnRAq70sn+zkjhBbTskAMyto/bSD6RREQEPrvPrGnUQURM0Wj7uA35DLNZ+4shBI0RkYkeHm0zOBIyqO3VE9FEAoo8ZhdzVyRxjF+m0COd8xfumZA6o4g2Zy5ZeVN73UfXEifGPEYb2bvqIdKSIK0LhCLRboWQCvoCD9OtMkkD4hKkZegQ4MNGoWuS2czimkjAORpZ6vtXRiQS6TaB5cknn+TFF1/M/O5wOJg/fz6LFi1iyZIljBgxIrNtUuEl7KtdhaYlGTs1j+Kv+ekIJfD47NhdFjQtiSJZmFh48UnPidTNMmeg3dT9QbJbEbpBcVY2qiwhDAO7xUIinUaVJYqzskE3kByDW4eX6/BwRdEErui0AYqmk+xuq2dnsIbtrdXsDtYR19M0xMM01OxleY3pFOBWbUwLFJkTbgLFTPYPw96PqUstiRjf3b6GtQ1mlDNgc/A/MxazeNjIM94ve4ZKcLuGkRYsnryUaaPfoLm9gdysArKcfoy0QFLN/c43ZxOL9gIZ/xQF31SVO3dswUCgRSJUtbRSfNvHAEhUVbL58Ue5ZuIk7C4Xr1bXnVY4NsTbuHv941RHW7DKKj+aewcL8iae98d1PhkSjkMM8TZFGAI66FFP2FVLmBGF/XHiUjiROg6cJAj9J6WUsy6sKOzzUscr2L9sR1unoW3UzEYYB6iXqqgL1XMSjR1JcUoE0eBYyCB2hucyy4YpDk8SiKN9MvbOVHtLvJFV1S/xr20riKUjOC1uFhZeySXDryXH8daP8VNUOzZHNtGG3dQceYVmiyBogaBFItlNU5nzV+SUwGNAxA6GLNEhS5TkLmW0Z+ZpztCdVCrFtm3bWL16NWvWrCEUCrF69epMDeHixYs5cOAAixcvZvHixcyePRurtXdB5XHksHTqfazc9QuS6QhWh51cpxtD6CTTERTJwtKp9+Fz53cTi2/1tB95Rgn6xn34nW4eue4O7v/374kkdSQJHrnuDvxONyKWRJ7/9hICLouNeXmjmJc3CjA7nA+Fm9jRWm12cLfW0JqMEtGSrG88yvpGs/lJ7bQB6opKlmUX47M5ez3Hypoj/GDHOsJp86r1iqIxfKlsIT7b2fPL1iyZETfaqHo2iR4TeG0+vAU+MECPmaJxxI02rFnn58Kxz2JxWvcGl0g6jVWRqUlp+C9aCEDs0AGS1VWAIB5sJcvtJpzS6I36WJC71j9ObawVm6zy47kfY35e6Xl5TBcS6dR0wdud2bNni61btw72MoYY4pwQhkC0n1RH2HYaUdj7503vWE5KH58sCk+KGuLhbSEK3yrSuqCqyxPxpEhiU+z0n3tWGUZ2pplNoWhGFLPt0mmFyf5gBY/u+BZpI4VdcaBIKrrQSOhxLLKVe6d/nQnZ568z8kwkOho4tP8ZDlW/Tm2siqBFkOrl+zUR0Ti+N0LVvgjH90UY8eFp2HOcXJcI0Tw+m4gWREJiccGHmRF4V6+Pvbq6OjOpZePGjcRi3Tujnn/++Uy3c5eBc3/oiLewr+5NDjasJZmOYrO4mFR8MXPGX0th3hgcgzAe8WREKELq8ZfMWTFWlbZYhIZwGwVevykaUxoSYL37WiTfW+uPeC4IIaiNhahorem0AqrlWEdLr/uOcge6dW97LHYeqVjPylpTbHotNr40fSFXFpf0ex2pdoPgdo3QLg09YdY0+qaqZM9Qz1k09ieyaM/teS4hBNe9tJLmhFnjIzSN5pdfJLxpPXoyiaEbXPPzR5FdLmQk/rT0km73r4sFuWv9Y9TFgtgVKz+d+zHm5I47p8c0AAb0ZTAkHIcY4jwjDIEIidM2mGRE4RmaKHpgo3st4UlRQ8kvmdE3N+/o+crnghCC5lhP0+yqsEA7Q0NrgVui5JQ6xGLv2T0RT6Yl3shDG+4BwKbYSXSkiLbGcQUc2D1Wkrr5xfKNix67IJFHQ+hUVq1i3+HnqQxW0Gx0kO7lO1UyJFpSKu0phe3/PM6BV+oyVot5c/KY/OFJJGSZ+YqXDy/+Cv+u+hGNcXPe91T/FVxSeDvKSanqgwcP8p73vKfHeSZNmsSSJUtYvHgxZWVlAxrrdyoXqrnlfGAcayD9tzcRmg5WFRQZdANSGpKqYLnlYuTRBYO9zHMmlIxREaxlZ7CGitbajA1QN4QFGQ+iU49Mzc7l27MvZ5jLMwgr7snZxaKEf4p6WrHYRSiZ5Ntbd7C2vhEAiyxjqTxK+f/+mK6RkyfXOF43ZkS3VHVNtJW71j9GQ7wNh2Llf+d9nFk5Yy/EQz4bQ8JxiCEuNEI/RRS2dq8lFK3m9h5DMs6EjRNRQr/cM5UckMD53ysKTyWWPpFmPjmK2HGG/gO3lUx6+eRaRKfl3J/Tfxz8Ha9W/Qu3xcvRTbVUHqskHdepfSPMpffOZPS8QiLpMEtH3MhN489tIguAbmjUte3lwLGXOVK/jvp4HWmp5wvOjpU8+2gKs+dT4JnG17c/QayjHiOaYttPtmGIztepbDZUzPz8TGSXFaenkJ9d9HU0I8Ur1Y+yZf+bVG0P07xT8MlbP8N7rrkBMG10Fi9ejKZpLFq0iMWLF7No0SJycnJ6rGUg2O32jFg8XUr77YIIRdC2HMLYcQQRTyE5rMjTS1DnjHtHRRr7Q1LX2NtWT0WwhvLmaspbWtAM8yLBNJ+KAknsqoUp/s5xiYFipvgLcVneOvEvhCBWfe5isYvypha+uXlbJtLoUlUCdhtOi0qyo4N4sBVHdiDTVQ1066quijRz9/rHaUyEcCo2fj7/TqYHBmSneD4Y0AfgUI3jEEN0IrQTKePTGliHxKkDMc6M04wUnpo2PjlyOCQKe0czBLUd3dPMR9oM6iOn/wMoEozIkjJp5q6axFzn6dPM58q6uhXYFQexcJyWdD0j35WNMASRyhRvPLqNYZNysLscrK1bPiDhqBlpaoN7Odq0mcM1b1ITPogmTqph6HxYDkMmVy2gIGsGhbmX4rUXdXvMCSFw2nNoqz+OAFT7iY9/PamTDqfxBwqJxJK8+uqrmRR0bW1tZr8/eH/O4svn47MVIMsyf/vb3ygsLDwvjSiSJOF0OjP1iheqE/pCIPncWJbOgKXnPt3jnYJNUZmRMxxQee7Y8YxoLHa5GeO1cyisUxdLktDTbG05ztYW0/tTRmJcVl5mVGJZdjF5jvMbkcyIxd0aoV1nEItTVOx5fUt5a4bBb/Ye4I/7DyEAp6pw/4xpFLlcfLd8Bx3JNHaXiyy3G00IOpJpLIrM/8yanhGNlZEm7l7/GM2JMC7Vxv/N/yTTsked18f+VvDOeWcOMcQ5INLdRWG3WsKun/AARGEvtYTd0smOt6cgbIoarDiq8UalRiRlRuQuHaVy5RiVPNf561TuC0IIggnB0bbukcTKdoPUGdL5uU6J0b4T4rDELzPCK2EZoAXQQImlI1hlG41aNYGppq9g44YOEo0aCEG0NU6220tEC/fpeGk9SU1wt+mh2LiZqtadaKJn145Th4DhJN81gcLcy/AFZp1RHDtVO0IReItGIkl7MNIGsipjaAaSJOMtGsmBZ/dSuWIfa/V/dLuvPyeLgmkWhs+z8bejX+PdIz5PsWsSw4f3Pve7r6iqmmlucTqdQxdQ7yCSusav9pbz1OGdCMAqK9w9aTa3jJ2CIpmfIY3xsDlzu7WGHcEaDrc3YyA40N7IgfZGnj5aDkChM6uzRtIUk6M9Of12JegmFnfrpEPnLha7qItG+fqmbewOmhZXE/0+Hp43i2K3+X7/+eKLeLmqmler6winNNwWlevGjOBdI4ZnROOxjkbuWv8YrckO3KqdX1z0Sab4z9xd/nZlKFU9xDsekTopTdxLlNAIGtC37+wTuE1LmIxRdW/1hX305Hu7sbtJ54cbkqR1029QlUEzIKGBRYEvXWRjSt6FsTJJaoLK9hM1iF0dzaEzeEhKgFU5sVYAhwoPLLRfsHX2h0+ufDfN8XoEAiMtOPxMC63bY2gpHcMQfPDRK1FdEpIk89NL/tbj/iktTnXrTo41b6OyZRtVrTvRjZ5C0aVBdhpy1XyG+S/CX3AxiqunefLp+EflCl6t34BbdVC36Ri7/7QBQzOweuxMuXU+eWXF7H1hG0ee3o6qqsycOTPTAT1hwgTq4wd54fiPiethZEnh8sKPM9l/ab+fr/7Og34n0BhvZ1l1BStr9xDRErhVO0uLJnPN8DLyHVmDvbzzzv5QC9/Y+gbHOkIATPDl8M1ZlzDGe+Y54ZF0kt1tdaY5eWsNu9vqSeg9X+tei51p2UWZ7u2JvmHYlJ5xLiFOqVk8VSzmS/inDkwsdrGiqoYfbNtJVDOj/B8aX8JdUyZikft+vCPhBu5e/xjBVASPxcGjF93FJN+5XXSdJ4ZqHIf4z0MkTohCI2j0mkqmo58H9dLdhuakBpOMKLS+M0Xh2WiKGnzxVVOl2VWJZKSNWLABZ3YBNrefhGZ+HvzoCvs5RR4NIajv8kQ8KdVc2yEwTvORI0tQ7DXTzPkuidcrNSwKuC0SqWjogqzzXDCEwd8P/JqnD/4aAEVSMY7ZWPXjnSAESFKvNY5JLUZVSwXHmsupbN5GTXA3uujZPu/WIDsFAU0m3zUBb+5FWHNnodj7Nr6s21oNg3XbNvC9f/6M1p11hI60mGsELvnhjXgK/ST1FPHWKNdI87hyyRXdPBi7aE818e/jP6Q1aU6SmZXzHhblfwBJOv3f4FzMuNtijWyqfoltNSuIpyM4LG5mFl/JvOHX4ne+9RZHvVERrOLb258nZeg4FCuqJKMJg7iewiorfG3G9ZRljzj7gd4BaIbBHw7u4Lf7t6ELgSJJ3FE6g4+WzkDth5A6cTydA+1NVLRWdxqU1xBM9hxAb5EVJvmGmd3b/mLGJ4rQ9yu0nUYs+qao+KcOXCwCxDSNn+zYxYuV1QAE7Da+PmcG8/Lz+nWcQ+113LPhl7SlImRZnDx60V1M8BUPeF3nmSHhOMQ7C5HopcHk1BF3PT9DzoiUJfVMG/tPmWjyHyoK+8Kfd6V46ZCGxyZRXb6SDb+5P7PtojsfYfispYSTgnePU7l1at8aEtoTolsn87FOT8T4GayE/HZ6NKqMypKxdXoiXoh1nk+i6Q5+tu1BtjSuBsAq2wjY83Ba3D27qtMxVC3BkrzFNLbtp7ZtH4Y4tRsVPBoE0mZUMaDbcQemY82dgzVnBrKld6+8s9HU1MQPfvAD1q1bR1tbW7dtskUme0IBEz44F8swJxZJ4d4JH2CC78y2KUk9xsvVP6cysgOAMZ7ZXF18H9aT5r/JstzNX1EegKg40lrBU9u+hWaksJ5kcZTS46iylQ/N/DolgbfG4uh0NMbbuW/9HwEJu2Ih2REl3tqOI5CFzePqjKYJfrHgI+/4yOOxcBvfLF/FvpBpyzPK7eObsy9hkj/3vJ1DCEFNNMT21mp2do5LPB4JgoDR0XxmBccyMziWnFT30YhKriB3mvWcxWIXB9raeXDTVqoi5hfQRQV5PDh7Btn2/jX1HGiv5Z4Nv6Q9FSXL6uKxi+6iNKvo7He8gMSjjdQceom6oysJBw8ee8/Hy/vdmTMkHIe4IIjYaZpLWgVGW6cojJ39OBm65h73FiE8OZ3c29zjITJ87IUYhgAjHuL5L16KLCsoVjt6KoFh6Fz/ozeQHT5kCX77nu5iJaULqtpPjNzriiS2nGH0nlXpPnqvSyj6z1L7eS7rvNDUdBzj+1u+QG2kEoCrR93MwsIr+dXO75o+jpIVi5ZCSkWQ0jEUPd3zsl6At0sopkyxaFOzsObNwpY7G0v2FCSlf4JY0zR27NhBTk4Oo0aNAiCRSDB37lySSdOEedSoUcy+aA7OSQEqR4SIedP44y4uDczh4oI55NjPnGrswhA6qxv+zI7WlwHItY/ivWO+wjD/yPNSr9gWa+T/1pkWR1bFTrwjRbg1jjfgwOGxkuq0OPrUwscGNfL4+4Oree74NorTASzLmnjub48jCQkhCW645W7S1+RRY2nlhpGzuGP84kFb57lgCMHTR3bz2J4tJA0dCXh/yRTumTwHey/p4/PNsdeiBDdryB3dz1XraKU8+zBbsw/R4Ggjx+6mLJPeHs44b16/o6BCCJ4+fJRHd+0jbRioksR90ybxvrFjzlhz2RgPsax6KyvrdhBJJ3Bb7EzPHs2ymnIiWgK/1c3jC+5irLdwQM/B+SLYWEHFmocx9BSK6qCj7XD5ez5ePru/xxlqjhmiXwhhCr7eGkwGPPe4SxT2NuKu68c3JArPB5EUeG0QCjYAoFjtmX+NRJRYsIGs4ixCCdhQo3Gksw7xWMigqv3Mo/cKPWazyhi/zNjOhpVCt4QyAMPxvqzTN9xHuD+jFM8Dmxve5H+3fY24FkWVLXxy6gNcVHAxlc3bWOKZxoGGdcQStT2EooREliaRnTTI7owqWoSE7MjDNmwO1rw5qFnjzpjy7Y2GhoZM9/P69evp6Ojgox/9KF/+8pcB09LmE5/4BH6/nyVLljB8+HB2RQ/z1+blRJJmbVlh3jBuGt77zOfTIUsKlwy7jXzXSFZW/ZrmRCVPH/0an5z/U/Jd5y7kNlW/hGakcFq8HNhcx0uPbaPLH+/ae2ZSOreQWCrM5uplXFV67hZHA2Vl7R4mhoq4et0k7vjrDaiygsViI60lef6vv+T36nO8snAvK9XdbxvhaLQ3kqp4idTulYhEBMnuxjplKdaya5Gzuv/t6qIdfGvbm2xrqQdgmNPNN2ZdwsycvtfWnitqVEXuLEey50m4p8g0DW+liRpaW1uIBGOgQUsiwmt1B3it7gAATtXKZP8wpmcXUxYYztTsQpzq6S/Ggokk3966nfUNTQCMcLv41rxZTPD7zri+iuAxvr3j76QMDYdiwWtxENESPFO5HoHAa3Hyq4X3MMYzuF6e8WgjFWseBsBi89IRSXL4eGxARcZDwnGIDD3mHp/GlmZAc497G3N38oi7t7gT9r8Vt9VshHFmmx9iQlJwFk3CGhiBLX8M7e4SWtpMe7+vvN77H9prpZthdtfovfPhiXi6deqpRCbiCObtmmHu91ZgCINnDv6Gvx34FQAei5eLfbPZs/8p3tj8rW77SoCMjA8n/licQErHnxaowtyqeEZiK56DNW82intEvyNzFRUVvPLKK6xdu5aDBw/22F5TU9Pt9/vuuw+Ao4lavlP9O3bHDme2zXZP4v05S/t1fqfTicfjweVyMV4dz/jh03hi85doT7Tw09Uf57bZ32Jmcf+OeSrbalZgVRzEO1K89Ng2ZEVCtapoKZ2XHtvGiIk5WF0OymuWD6pwVDsU3le+gKORgwhJIMsqSS2BKlvQRJKWSBPvK1/A/y54adDWeDJaVQWx5x9GaCkkqwPJ4QVDI1n+HKmKZTivfxB1RBlCCF44fpCf7tpAVDMvMK4fWcpnp87HZXlrS0MCM1VUl9QtDT2cImZhpnx1YXA03EJFZ2p7R2sNjfEwMS3FlubjbGk2bYAUSWJ8Vn637u0cu1nHu6mhiYe2bCfYGZl/96jhfH76VJxnqcdtjIf49o6/AwKvxUGyI0ZzqJ2g10AgUCQZj8WBSx38JrCaQy9h6CksNi+bttXxi9+Vk0gkSj73cP+PNSQc/0sQQkC4F1HY1j1yOOC5x9mnpI7fZnOPhzC5dJRq1g66/cz57J9I5U7utj15UkRRlWFUlsxov3TS+D2ZHMeF80TsbZ0X3fkIG35zP0ais97ozkewuf2ZGscLTUP4KP+77WscCO8HwGFAQSTM0cjrmX1kSSWg5JCdMvCFW/CnDJRMga6MxT8Ra+4srHlzUBz9qwlraWnpZqr9yiuv8Lvf/S7zu9vtZuHChZkO6IKC7pGN+lQLf29ZycaOXZnbJjhG8YHcqxnvOHvTRldzi8fjwe129/BsnJg/n/sveZLH13+G5mgNT2z+Mu+JHOfq0o8N+HUST0dwWry0toYBgWo1/86qVSEZTxNujZPn9hJL99cu4fyyuHYiiiGT5Q0QS0Woi1UhISEQ+JzZZHkDKLrMotrBn1VttDcSe95UCbLDS1s0SWM4TL7Xjt/lRaQTxJ5/mOT7f8z3juxnbUMVAAGbg6/OXMKigsFp8HEWKziLT++eoEgy47LyGJeVx/8bbc5Vb4i1Z5ptKlprOBxuQheCfaEG9oUa+NtRs9yt0OHDIRdS2W4ey6WqfGVWGUuH960OcVn1VlKGhtfioG7TPnYv20Dh3ZeiYEFKG4z055M0NJZVb+WO8Vec2xNxjtQdXWmmpyNJfvG7chRZwm6T+zOqIsMZP3UlSbrxTNuFEM8O5KT/yRitBto6DW2jBnHAAep8FXWhao6FuwAIQ0CHee4zmVcPeO7xacbcSd4hUfhO48oxKiuOaiQ0QUHJFKrCplJUMLBbZBTZnNX8P4tslOUr/Rq9d6HWOXzWUvJK3+jRVW1VzP3ON23ROiqbt3GsuZw9TRvZnW7MzHr261CggSpZybGPIMdw4AsH8bTXotB44iCyFWtgGtbc2VhzZyJbvb2frBfi8TibN2/OpKDr6urYvHlzZi7zxRdfzKZNmzJC8XRj/dq0MM+2vM7r7VsxOkcZjbAVcEvOVUx3jT+jqDvZjLs3sXgqBZ7R3H/JH/n1pi9yuGUbL+x9jMaOSj4080EsSv+nhDgsbnSh4Q04AAktpaNaFbSUjoSEN+BAFxoOy+BOZVnUMIGwHEMXKSSkrmw6CLM8QRcpEkqKxQ0TBnWdAKmKlxBailZXDj89GOXJv67uGhzEbR+4hM+N97JbWPi/9Svo8su+omgMXypbiM82+BGz/lDgzKLAmcVVxZMAiKQT7AzWmZ6SwRp2t9WR1CQaOvyZshJBDKG08HJtjPqEaUw+0VeA9Qx1nCvrduBQLCQ7Yux6cR3Fn7oc2WYh3Ral9uevMvqhO3C4rKys2zHowjGdimCxeWltMy+2rFaFeHxgxzrbp27PQaQnEMCQcDwJ/aBO8omkKdBsgAvQQVuloa3VsH3chjK+f75zwhCIdtGzweTkMXfBfs49tpKJDPZoMOlMJf83zz3+TybPJfOli2z8cEOSlC4odJueiAKFuGY2s1xIH8eBrDOcFDgcPnzDfWgGhJMis85zteIRQhCM1mSscY41lxOKmfVcHTLUqmDIIAkoVYuY4ZiIP57A3XoU0XjkpCNJSKoLa+5MrHlzsAamIil9+7IVQnD06NGMUNy8eTOpVPf5iZs3b+biiy8GYP78+Tz77Ok/eqN6nBeDa1jWto5Up3F4rsXPzYErWOgtQz5NHaWiKN3MuPvbCe22+fj0osf56/bvsOH4v9lcvYyWaC2fnP9jPP20EJpZfCXrK/+F0+Pl2ntm8tJj20jG00idNY4Oj5VYKszC0WeMbVxwPJqVICFaIs3YLU6GB7wk0wlsFjuartESacZjy8Kj+QZ1nQCp3SvZ6yrge5ZRvPHXnyErEjaLBS2d5o/Pb6Li218gYbWbjVsWG1+avpAri8/cYf9OwW2xsyB/DAvyzQbiFyuP88j2XSQxAIFVbScu6ujQYU3DYdY0mOUcVllhkn9YJr09LbsYr/XE+zqSTuC1OGhvDZNuCpNujqC4rDT88k3SzR3EW8NkufMJawNUaOcRi9WNMDQCfnP9qTNNVzgLZxSOQojTFo9IkvT2MNF6m2C0GiSfSKIJQbuSpCbYRGO0kXxXPsXePLKEDZ5IYv+yPRN5zMw9PoN5tQj1UxSebu7xSelkXEOi8L+ZKXkKP7rC3mNyzLvHDc7kmNNx6jrDyXNfpxCClsjxbkIxHG/qvg8QVFUaFTNE75Kc3GxMIr/+KEbytcw+ALItG2vebKy5c7D4JyDJ/Y+ABoNBrrnmmm63ybJMWVlZJqo4ZcqUsx4nZaRZEdrI862riBjmF5VXcXFD4BKuyJqHpZe1qaqaiSo6HI5z/lxQZQu3zvwG+Z5RPL/7/zgarOCHqz7C3Rf9L4VZY/t8nHnDr2Vz1Uuk9ASlcwsZMTGnR1e1qliZO/yasx/sAqIrHWSldQLuXBLpGG2hViRJQgiB3xUg4M4ly9DRrR3A4NrxNKU1fpw7iWR1AzIgywp6Ko17cin5t1xnikagLN7Md6/+DLkO16Cu90IQTWv8aPtOXq4y64Bz7Xa+OXcmM3MDHI8E2RmsYXtrDTtba6iKtpEy9Ezd5JOHzGOUeHMz3ds22Uba0HAEvBjxNLWPvobF7SDZ1A6ShCPgRRM67rdBjWPhmKVUHXgOj9vLfR+dZdY4Jo0Bfdj361NOkqQs4Cbgg8BEYHANid5GaOs0kkmdOiKsrnyDn659mFxbLvmOfO6cfi9TAlPJMmwkHkkg2aSBzT12cCJK2BUhHJp7PMQAyHPJ3DrVOigeiP3hXNcphKApfLRTKJZzrHkbkWRrj/2siot810T8zhK2xnfQmDA7M4tSMtc1x3Ab5XQVAymuIjOqmDsb1TumT+83IQT79+/PRBUvv/xybr/9dgACgQCTJk2iubk5IxQXLFiAz+fr02M0hMHq8Hb+0fIqrZpZrGWXrFybvYhrsxfjkLuniq1Wa0YsXojJLZIkceX428lzj+QPW75Ka6yOH715Bx+b+30mFyzs0zH8znw+NPPrPLXtW8RSYawuB3luL7rQiKXCqIrp4zjYJuANgdfIqV5MNulO0/fODRIgBNmkcRg2GgKvMZLbBnOpvOYrIS0kvD436USSdDhC8UduIvcKs9tbEgZePc2sdPt/pGjcG2zj65vKqYmaPnCLhxXw1dll+Gzm+2OUJ8AoT4DrRpreoMFkNFMjuaO1hgPtjejC4Ei4mSPhZp6t3AGALAlcqpVpX72VA39YTqK2GYDZ916HzeMknI5zw4h5b/0DPoXicddSc3gZrZpOZOY0Jo2fTbClY0CppbMKR0mSHMB1mGJxJuABbgBWD+SE/6kk1qdp1KO0p0PUVu2n/OrN3VNCnZ6FokYgelOLTnqvJey6zS8hOYcE4RBDnAlDGDS2H+4mFGOpUI/9bIqHfPdEClwTyXdPIkv2Ut+0ir+0Pk+rbHZul0Xg8jYDBQk1axzWvNnYcuf0ecxfKBRi/fr1rF69mrVr19Lc3JzZJstyRjgC/Pa3v8Xv9/frok8IQXlkH39rWUFtyoyaKihc4ZvLewOXkqWeqP87eXJLb/WQF4LphZfy+SW/5ZcbPkco0cRj6z/D/5v2BS4puaVPj7MkUManFj7G5upllNcsJ5YO47C4WTj6RuYOv2bQRSNAY+5rBGoXEAy24bY6yXb6SBsaFlklqSUJtrcRyMmhMfc1GGTh+Ka/BFusHQE4RhYx7hO3Yss3m66iB44wrsCL1W5ltX8sdw3qSk/QGA+zrHoPr9bsI6Ilcas2riieyDXDJ5Pv6FvdsCEEfzl4hMd370MXAqss86lpk/l/JaPO+DrMtrm4rLCUywpLAUhoafa01bG9s05yV7CWqJbCEBIdaQPychn5pVuRhMAmC6w2C23JFDZF4Zrh/bZKPO84XPmo0+/jiV1voBlgdUG2XelPO2yGszXHPAUsAVYAvwBeBw4LIVYN5GT/ycQ70qRlQUu0iZZEczfRGEqFUKxWFNWCRZZxvsfe05bmHTr3eIghBhND6NSHDnCsM+18vHk78V46be1qVkYk5rsn4rMVYcSbSTVvJVn5B7Ym9vNiQJCSQRFweUhmtm0q1gmzseXNRrb1zRi7i1/84hc8+uijGEb3psWioiIWL17MpZd2n/Gcnd2/GsB9sWP8tXk5hxJm56uExAJPGTfnXEG+NbvfzS0XihH+iXzp0j/xyw2fpSq0j2d2PkJDRyXvK/siinx2Aet35nNV6R2DarlzJoQ3ReWU35O39UYQErquY7fYSKVTSEImz51H5ZTfI7ypsx/sAhO1OHBL7YTb2pE0HUuWByOdJrjsdVpfXcOYz30ES3E+kQFOKTrfVLTW8J3tL5MSeqc/oh1NGDx/vIKXq3bz1Rnvoixw5tF9LfEE39qync1N5kXbKI+bh+fNYpyv/2UDdtXCrNyRzModCZg2QIfbm1hWvZPnjm8joQsMISEkiYSQSCTMGjNFkvjSpucpCxRlPCUD9rc+otsYD/N/lYdwuAqQtSjR1kaiLW0Duoo8W8RxCtAG7AP2CyF0SZLeWaNm3iLa5CQWIWNT7axyH+TTM5Zz9MAWtv3hMeJ6nBc+vIaR7lEIGSa+t+8dlkMMMcQJdCNNbdu+zvrEbRxv2UFSi/TYz2nJpsA1iXz3BPJdk/DazCihHqkiWbuJUNMW9EgVAsFGL6zNASRwCwsfcN/AmLHv6tOYv5aWFtauXUt5eTkPPfRQpqFk1KhRGIaBzWZjzpw5LF68mCVLljB69OhzKiWpSjbwt+blbI8eyNw23TWeW3KuYrSz6JzH/F0IfI5cPr/kCZ7c+nW2173GmmPP0Byt5uNzf4DT6jnjfaMdBkf3ahw/qJFKgtUGI8erjJmk4vIM/uMbPfJKDqb/hbaknU+nbuTnz/yTeDIBkuDT77uJ5iW/J6JUMX7k4DbxALitDgxvPnZfjHRrkPo//xO9LUSiph6EwO7zYHjz8dgcg71UGuNhvrP9ZRxxF7PqxjPiuItoeyuurABVI6PsLTzId7a/zP8tfP9pI4/r6xt5eOt22pKmaL9+9Eg+VzYZez9mpZ8JRZIp9RVQ6ivgg2Pn8lLVFl6u3UEomUIIFUWy05aMowvB3lA9e0P1/PWIaQM03OU3J9xkm36SI93ZF7zEbFn1HlJCx62oHN+4nx2/fg4hhMrnnuj3sc46clCSpAmYaer3A03ABGCqEKJhAGs/Z96uIwd/+6MKLj46jF8M38iGUvOLTItE2f/5r+FOyPzmhr8xzTOZ10pq+NgXpw/uYt9hpDoaCe5/ibaDKzFSEWSrG//4pWRPuBarZ/DTVUNcODQ9RU3bnkwzS1VLBSm9Z4eiy5JDgXsS+a6J5Lsn4rHmdzYpGGihAySbtpBq2oqROJEuTkqCl3NUDtnNJpgR9rF8uPgLeNXTRxe7xvp11Sru2bMns+3ZZ59l8mTTF7O9vZ2Kigrmzp17XuoIm9NtPNPyKmvDOzKlLmPtw/lQ/ruYmzctIxbfzvXNhjB4Ye9jLD9gelDme0Zxz0U/I9c9vNf9m+p0Nq5IouugWkCSQRigpUFRYP6VNvIKB7f7PxptZMVr9xAWKnulHLZ3WAi3xfD6nczwpJkkWvBKGlde/hiu8zBR51z4w4EdPH98Px5ZpnbtOrb+5m8IIZAkidl33kLRooV06AbXj5rA7aXTB3Wtvz+4gU3bG7n+wEVsO7iKXy7/GgKBhMRdV32bmeMv4fnxG5g/M5/bx1/U7b4pXefx3fv466GjAHgsFh6YVcZlxW/9uL9wKsHOYA0VwVoqWqvZ01ZPyujZ7eqzOijrFJHTA8VM8BVgkc/va/tDr/+OVDpGtKmSNQ/8AUmWkVTZaD/a0O8T9WtWtSRJszFF5P8DaoQQC/p7wnPl7Soc73x+OdFgmiNZZposfaSayG/+idbcBhL8/b0vkWX38bOrdvKL6wbXz+mdRKSugqrXHkboKWTVAbIKhoahxZEUKyMufxB3YdlgL3OI80RaT1IT3M2x5nKONZdT3bqLtN5zfqXHmt9Zo2imnt3WE6baQk+RCu4i1bSFVPM2RLqj231lRx6R3In8Xd5Ns94CwFzf5Vyffweq1Hs0IhKJ8MADD7BhwwY6Orofz+l0Mn/+fO69994+dT/3h7AW4V/BVbwa2oQmzC+cImsed4y8gSuHLzznmdCDwaaqF3lq28NoRhqX1ccn5/+IsTkzu+0T7TB47Z8JBKBaJCLRNoKhBrJ9BbhdfrS0QAIuv8k+6JHHVUde53u7l6MLCatkICNhIEgJGUUSPDDlKi4puWxQ1wjQGI/wqbUvgwR2RSXZESHe2oYj4MfmcZPQNRDwf4veRb5jcP0xP/7i09y07RLC8Ta+8MR7MAwdIQwkSUaWFX788RfwOvz8c+Yqnnj3+zP3q+qI8OCmcg6EzCaxaYFsHpo7k2Gut0f6PaVr7G9vZEdrtekp2VpDe7rn55tNVpnkH5aZcDPNX4THem4XoO955RfI8UY6qpvZ8sN/IFtV9JRmRGpa+i0c+xWzFUJsBbZKkvQV4H39Pdl/Kq/VVLFftJHKMpAETN8psfLR32EYOjISX7/oO/jsPn4zfx9zSt+6GZ/vdFIdjVS9Zk46UGxe2iNJmkNhcn12stxeDC1B1WsPM/aGR4cij/0kGWmkef9LtBxeiZ6KoFjd5IxdSu6Ea7G537rnMqXFqW7dmalRrAnuRjN61oN5bYWdNYpmnaLL0r0m0EhHSLVsJ9W0lVRrBejdxyUqnlHYcmdjzZvDIZr5W/2jJPQYCgrX5d/BfP+Ji7lUKsXWrVtxu91MmzYNAJfLRUVFRUY0lpaWZjqgZ86cidV6frvT40aSZcG1vBhcQ0KYz0eO1c/Hx97Ee0cvRT2HaES6o5HwnpcIH1iJkYwg29x4S5finXwtlrfgfTRvxLsJOIv49cYvEEmF+Nmau/jQzAeZP/KEbfDRvRq6Dla7RHnFSn7z5/sz2+689RFmlS0llRAc3acxde7gOQM0xtt5tHIPbucw0KJEgk1Eg2Hs2V6ysvNAdfFo5R4mFs4i3zG4djz5Djdfm7mER9euY95xJwtq83GmFWIWnfVFHWwaGeXeRQsHXTQCjKoehWLINEcbaI+0EEm0Z7a57Vk0Rxvw2wKMqh4FmI1iy45X86Ptu4jrOjJw+8TxfHTieNS3SckGgFVRmZZdxLTsIhhnrvt4JNhp+VPNzmAt1dE2kobG9tZqtrdWA2aT/lhvLtM609vTA8UUOPv3erLpCZICHNletESaZGMbknQaU9ezcLbmGC9wL6btzr+BlZ2/fxGoAP48kJP+p5DQNX5asY3nKk2zUFmSGC15WewbyR03/puO9lY8WQEOT0zzo9EVtLmSfH74nEFe9TuH4P6XEHoKxeZlTUUd3/9TOW6HTEfc4IEPz2JxWSF6Mkxw/zIK5rw9i+ffjoTrKzjyxsMYnVFcxeZFGBqN+56j+eAySi59EO+wCxPFTWoxqlp2dEYUt1Eb3IMueo408tmLyXdNosA9kXzXRBwWX4999ESQVPNWUk1bSLftA3FyCkhC9U/A1mmbozhyMYTBG63PsbLlGQQCj+Lj1qLPMcpZSlVVVSb9vHHjRuLxONdeey0/+clPzKNJEvfccw+qqrJ48WLy8y+MwNKExmuhLTzb+jph3RxZ6FFdfHT8jbxv1NXYBzCF5WRitRU0LO+M4FscyHZzVnFo13O0711GwVUP4iy68BH8sTkz+NKlf+Lx9Z+hvuMofyz/Bg0dlVw3+V5kSeb4QQ3VApFoG7/58/3IioLVYieVTvCbP99P6dg3cNp9HD8wuMJxWXUFKUM3R85tP8LWR5/JbJt9780Uzp1COB1nWfVO7hi/eNDW2cXkkIsflY8jlkgRIklY1bAIiWtrcri5pRDnFBcEBnuVUNYygpSskdaSRBIhgIw/ZiQRIq0lSckaZS0jiKTT/HDbTlZU1wKQ57Dz0NxZzMh9GzyQsyBJUsYG6IZR5vuuJRFhZ2tNpnv7YHsjuhAcCjdzKNzMP49tByDf4e00JS9ieqCYEm8uyhl04KRkNZulbBSSZolC16SjAXC2iOOfMJtjNgAfB+4HrMANQogdAzvlfwZHwyG+unkdR8PmldC8vALeVzKe/9u9g39OPIp9qooqSWgiRELTsCgyX505j3zn2yNk/k6g7eBKJMVOuD1Ec/1xfnX3KBpDab75dB3f+1M500oCeB0OQgdXDAnHPpKMNHLkDTOKq9q8hE+K4no7o7hH3niYSdc9el4ij4l0B5UtOzjWtJXKlu3Ute3DEKfW+Ej47SM6RaLZ0GJXey941yK1pJrNekUtfKT7RtlijvnLm4M1Z0a3MX9JPc7T9Y+xJ7IFgBH2ccwMXsmff/IMq1ev5vjx4z3O1d7e3u33W265pf9PQB8xhMGGjl38o/VVGlKmz6RNtvKBMddy+9gb8FjOvQsz3dFoikYhkBQr0XAbqUQUizMLT1Y2RjpBw/KHGX7zo29J5DHHVcQXL/k9v930FfY2bWDFwd/TGKnk9tnfNhth7BAMmaX0Vos9829CjxIMNeAq9JHqmeV7S1lZuweHYiXZEWXro88gyTKK1YKeSrP10We4auJoHC47K2t3D7pwNNpSpP54HFWSycpyYsTTNHQ0E/DkkuVwIlIGqT8ex/bZccj+wfV3deoWIkqKlnA9sqwgDCMzxlGSZVrC9YwZNpWgNclHXn2Tuk5vxosLC/if2dPJOs8ZgLeSHLuby4omcFmROaYypqXY3VaX8ZPc3VZHTEvRGA+zvGYvy2v2AuBSbRkRWZZdxGR/IXb1RNN0WaqGcpufjrYoFocVm9eJntbO/6xqYIwQYiqAJElPAC3ACCFEx5nv9p+LEILnK4/wk4pykoaOIkncNamMW8dPRJYkxmVl80r1MVbWHCecTuG2WLh+dAlXDx89JBr7iJGOE67aSKq9GkNLYhEG75rpA8DvUsh2W2huT9EcSuB1edGTPe1Xhuid5v0vYegpVJuXdTvqeOTJ8sy2+2+bxcLphWjJMM0HllE8q/9iPJZqp7J5e6eHYjn1oYMIun82SUhkO0abaWfXRPJdE7CpvafHhDDQwkfNesWmreixuu7H6hrzlzsba860Xsf8taTq+UP1jzhWdRT3MBtzsy7j+vw7+POqp/jTn/6U2S87O5tFixaxePFiFi5cSCDw1kQs9mtVPNXwEoejZlpKkWSuH345nyi9mdx+jurrDWHoJJsP0rz2cdLheoSeAmGgAqoML21sJGfYCC6eVoieCBPes4zA/LfmQsxh8XD3gp/xj50/5s2jT1NR9wY/efNjjLN/D2Hkku0rACCVTmQijgDZvgKEYXZZDyYRLYFXddDeal5kKFZL5l8tniTe2k6W2/m2GDmnbWwFzUByqqw4uIYvLft+ZrT2D6/5CleOX4yIaWgbW7G+a3BLqtIWA0WXGJk73rS2U2QkSUaIzpnruePYmF3PqrxaRBRsssynyyZz45gzezO+E3GqVubmjmJu7igANMPgcLjJNCcPmmKyJREhqiXZ0HSUDU1mU5AiyUzw5VOWXcyMwHDsVgc3G1X8xZ+LQMLQDRTrwDrMz3avjDlkpxXPsf9m0RhJp/jets28Wmt6pw1zunh47kKmZudk9sl3OrmtdDK3lU4erGW+I9GSHYSPrSF0+HU6jm/A0LqHEg7WJdhyOMqOY3GCkTRIkOuzg6GhWAe/JuedQsvhlciqg3AkySNPlqMoEjaLQjKt88iT5UwdG8DtcNByeEWfhGM02cax5m0ZodjYfriHwb2ETMA5JuOjmOcqxaqc/iJKGBrptr2dzS3lGMm2btv7OuYvEonwzOtP8cyrT1G3LUi8Oc1P//1trhl2MwBLlixh+fLlLFq0iCVLljB58uS3xMJGkiRcLhdVRiO/O/4c5cETndmXD5vPPRM+wCj3wIdyCUMj0XiAWE05sepy4rU7MJI9LYtaIxp76xLsqomz9vVyppcE8NodhA+seMuEI4Aiq7x/+pcp8IzimZ0/orp9P63uO5kS+j65ronceesj/ObP95PoTN3feesjuF1+UgnB2Knnx1ploLhV01vQETDrzfRUOhNxRAJHIAtNGG+LkXP61jawyrTF2/nSsu+jyAp21UZCS/KlZd9nzvBp+Kwec79BFo7G6Bj2Aw7ys0fyvos/y9Or/hchdEDipmu+xOvTUxx3mZH5Eq+Hb82bRUnWf4fNnSrLTPAVMMFXwC0lsxFCUBdrN5ttOoXk0Y4WdGGwp62ePW31/OXIFpCnkGPEGelOYv3iDax/8g0STaEBqeyzvevKJEnqCudIgKPzd3OgkhD/HX8pYE+wha9tXkddzPzwuqxoOP8zYx6ed3BIfLBJR5sJHVlF+5E36KjZCifbFEgKVu8w9GQHFlcu4fpmnt1YTtcl8gMfnkWW24aeDBOY/N5Bewwn0x4xqDioseeIRiIFditMLlEpG6+S5X57FGjrqQiKzUtzyHxb2yxK5t+YrtEcSuA5QxS3I9GSqU+sbC6nKXy0xz6ypJDjGNvZyDKRPGcpll4igScjtASp1gpTLLZsR2ixbtuDssphWabG5mFEwcXMK7wUtz2n+zE6x/qtXr2a1atXs237Ngy9e7Qztc8C5iAIxowZw1//+tczrut8oapqxmOxyWjjp/uf4vWGTZntc3Km8KmJtzLZ1/d5zl0IPU2icT+x6k6hWFeBkYr23FFSkG0uWqISX35yJ+3xEwJfAE2hBN5CL0ZicCL4F5e8n1z3cJ7Y9BViWgtbPfcyNf4gs8qWUjr2jR5d1YoCYyYOrnBcWjSZ545vw+kMMOGOz7D7N78hlZSQJIUpd96J4gwQ09u4YeSsQV0nAHEdnAr1zQ0Iw8Amq4h0CpskETV06kMN+Aq8EOtpF/NWM9W9jWOMx5lu512jA+REJ3C8PU5F3jjqbplN2mbGr65UBP9z+RLsg2Rw/3ZAkiSKXD6KXD6uGWG6OrSn4uwK1ppzt4M17GmrJ23otMgOWnDAKB8l3yjhg+VP7h3IOc/4rhNC/Pf+NToxhOCpQ/t4fE8FuhDYZIXPTpvJe0eP/Y8Lib8VJNqqaD/yBqEjbxBr2NVtm6Ta8I6YT1bJpWSNWYKRTnD4uXsRQmdxWSHTSgI0hxKdXdU2DC2BpFjJnnDNID2aE1Q16Dy/yvScs1rAYQPDgG37NCoOalx/iY0RBYP/dlKsboShmdFaIJnWMxFHMKO4wtBQbGYUtz3WmLHGqWzeRkukZy2gLFnIdY7N+CjmusahymfPIRqpdlLN20g2bSEd3A3GydOvJDRXEZvTQQ4rEnHVhSIp6EKnpuFVNje+yYcm3seYrNLM+zCdTvOBD3yAePxEWlBSJYqm5HLjZTdz+cVXUlpaOtCnrt+cOhO6Kd7KTw7+kX9XvYHRmb4v9Y7mUxM/xPzcsj5/nhhaikTDHmI12zqF4k5Eumcq1JJVhHP4LJzFM3EMn0Xtc18wU9SSh6rgfoTkwqI6SGtxJBEly5MPRgeybfAi+JPyF3D/JX/gsfWfoTVWS4Xza0Tjn2Ss/VaGF/oQBqQSIuPjONhWPNcML+O5I9XUtc/CMUFmxrcuJRVqwurLQ3VlU9ds4Msq55rh0wZ1nQA4FEQiQX5KB8MgoaWwq1YSWgoMQX5KRyQSSI7zHx0VQkAqDh0hRKQNEQlBJIToOOn/kbbMbXnJGHmd950VgOsuGc4DWXNoGDeTNGDXZD7S1sityXKsyvXnfb3vdLKsDhYVjGVRgXkhmtQ19oXq2XB8CxsqN3NcchGTLIwd6RxQlfDgXq69zQkmEjy0dQMbm+oBGO3J4jtzF1KS5Rvchb2DEEIQbz6QEYuJ1u4NDYrNg3f0Ynwll+IZeRGK5aSpBfYsRlz+IFWvPYyeDON1OPC6zC5QPRnO+DgOthVPe8Tg+VVJJAkcdolopI32tgay/AW43H7SmuD5VUk+8m77oEcec8YupXHfc3jdXu6/bRaPPFlOTDe7mu+/bRaKW+JYuoWor4BXl72Htmhtj2MokpU81/jOGsVJ5DpLUOS+Rd71eBOppi0km7aihQ7Qra1PUrBkT8aaN4e4dzS/3vNTsDqwKjb0aJqOUAS710a0Mc3xiipe+dZHWLrgah568FuAKdRmzp3Ozv07yJnpIm+Gl6sWXcv7R38StQ/j7c4HVqsVj8eD2+3GZjPFc3uqg1/tfYanj71MstNqqNhZwD0TbmFp4YLuM+17wdCSJOp3n4go1u9CaMke+1l8w02h2CkWLd6Cbtu9pUup2rGHKu0uPnT9Ip587mH0VAcgc9sN36VKW4gl8UtGTD+/XpT9ZZh3DF++9I/8auMXONK6g8OOXxFPH6e040vYbVbGTlUZM/HtMTlGEm4syUuQ6EBIKZAMJAmQDISUQhKquV0MfjmNMtmG9loTfruHH158N19Y9SgxLYkqKfz4knvx2z3QFka5om82L0IIiEcQHW0Q6S4ARUcoc1vX7aR7vmb7wiFLFg+XXMlxj+nVmjh4mLnpKSzKDiISvUTWh+iBTVGZHhjO9MBwbi9dSNXBl9hxbDXAgIqoh4TjadjS1MA3tqynNWkK8utHlfD5abPO27ii/2SEoROt30no8Ou0H11FKty9oUF15eAbczFZJZfiKZ6NpJz+S91dWMbYGx4luH8ZoYMr0JNhFKubwOT3kj3hmkEXjQAVB03POYddYvf2lTzz+/txuLKJR4PcfMcjTJmxlHhCsPOgxuKZg1vakDvhWpoPLsPQEiyYPozHx11KVSpM2qPRpkZ5SQqZvgmRE3WFqmwnz1Wa8VEMOEpQTlNXeCpCCPTIcZJNpm2OHqnqtl1S7FhypmPLm4MlMD0z5u/NY/9AE2mcqpsj62vY/Je9aEkdPalz8syC11OvZYTj/sh2Cu4V5FhLUSWV6/JvZ75/6Tk9X33BZrNlxOLJfo5xLcnTlcv4w+Hn6EibX3ABm487x9/MDSMuw3IaMWuk48TrdplCsWYbifrdZkPLKVizR3WLKFrcub0c7QTqyHdzZOMiwGDO5LmMKHiMqvpDjBg2jvzAcHTD4Ejik4wZ6Rvwc3G+cNv8fHrRL/nLpq+xqeFVai2vYHWs5mOtE/FGLkfRLwfO/HjfCl45GkOWVEZ6fBzc+DI7f/dwZsLJtI8+yPj57yKuSSw/FuPDk888XvGCY90HkgPEaT5vhQWkNIKtGHXSCRF4GkFIJNS9vKg/2JzgzkJy+5HcPvCY/0puP7h9tL/8NH93fJCWpOAflGP35CJ0nbaXl9O+/FX89z/Ds5Yb+Zgj+DZ4FbyzcLjyKZ3xUUpnfBRgzECOMaSCTkEzDH6zbxdPHtiDAFyqhQdmzmVp8cjBXtrbGkNL0VG9mfYjb9B+dDVaPNhtuy1rOFljL8VXcinOgin0x3fU6smnYM4db1vLnT1HNKwWiEbaeOb39zNrySeYOu9DvPjnT/LM7+9n9Lg3sDt87D4yuMJRCEHYiNExYRF7D/2TZuIk3D3dGFTJZqad3ZM6heJoZKnvaXYhDLS2/SSbt/YY8wcgWb1Yc2ebYtE/CUnp+Zxsa1qHTbaz89+HKX9mf4/t3gIXRdNyKCrLwzAMVgWfZ0XL3xE205/xw0WfZ5TzwqWl7XZ7RixaLN2/iDVD59/Vr/Prg8/QnDDfBy7VwUdKrudDY96N45RGCSMVJ15X0SkUy4nX7wGjp7elNVCCc/hMnMUzcQ6fierK6bHPmaiq8iE7LJCoZdueNTyz8neoig0hDN531SeZPG4u2As4csTJZJ8ACaTOHySzsF2ST7oNLmi5jlJ9mFs2BAl4CliW00CVPU6zEsO15RWM7a+h3vQ55FGTLtj5+8Lrx+PYVQk9GmbfH76HVbWhWG3oqST7/vA9SqYuwu7K4vXj8UETjkJLQaQdsXcFUo6NaHMO+0PP8MCCQvJcVrJsEtmO5Uj2zUhyHDZCeuPv+38ipycj/CS3H8nj6/y/D9xdwtBnikTLmUtZth6009qcg9OaJHddA00WleO/eozIwQNccc09ZLmcxITCjuKbuPCXhkOcypBwPIn6WJSvb17HzqA5hmyyP8DDcxdS5Br8NMPbET0VJVy5jtCRNwhXrutRkO/ILcVXcilZJZdgD/zn1oQmUmZNY3tbA/Mu/wzTF9wGwLR5t/L6c1+jva0Bp8tHfGCZmgFjCIPm8NGTmlm2EUmanYicpNsVXcKTspLvnMCooqvJyy47a/r0VISeItW60zTk7nXMX75pxp03GzVrXI8Lh7q6OtasWcO6dev43ve+R1yL4lLdOP2dXzASWBwqVoeKJElc/tnZ+ArdRPQO/lL/M3Z1mI0mw+0lfLjoC2RZzt3G5lQcDgdutxuPx4PaS+ZBCMHr9Zt4dP9fOB41o+wWWeV9o67mjrE34reZvYR6MkK8bmcm9Zxo3Ntr5MaWO65TJM7GUTwD1Xn6Gdp94fhBDYvDRtTw8Pvnf8xHbvwZE8dektkeN4AY7NmssWdzT+F6OiSpU1BCN7GZEZyZH6nnbV33kU/8LkmSKZxbZSQ+jxSRuDiaQjM0XOknkZwCkU6i/fOnWD72XSTf4MWcommBxyoRamsEBEqnP5BitaElosTaGvG5s+hIDdBp+TSIZLx7RLDj5LTwyVHCEMRPdNTLgMcNn52X18tRT6mTlWVwZZ0i/DqFYWeEsOv/uLKQlPMnJ3bppVippz3SzvaVf8N4VUaWZLy5I9i65QXmXfxB3C4fO43SIeE4CAwJx07eqK3mO9s20pE2C/RvHTeRuyeXva3GFb0dSMfaCB99k9CRN+io3oTQuzc0uAqnm2Jx7KXYvG/9UPnBwG4FXRdYXaOYvsCMch3b9xpvvmSmULP8BRiGud+FxBAGDe2HMtY4lc3biaVCPfazKZ6TzLYn4rcP71cEOHO+voz565rc4h7e7cIhmUyydevWzLSWw4cPZ7bdcMMNOFwudKFTXJaHM9uOxa6gWlX0tI5hCJw+O2kpiZ4Vz4jGOVmXckP+R89bPaMkSRmx6Ha7exWLXWxp2c3/7fsze0Lm45CQuLb4Yu4qfT95sp14zXaaqsuJVW8j0bQfxKmRXglb3vhM6tlZPBPlPI+o6zLVbutoRZIVFPX8vCCFOGVoz+n37OsRARmk4d1vkuA9v3yRh6+ewpWTRiLiHejbX0e99P2nO9AFx2WR0AQ4/fmAhJ5KZiKOIOH056MJcFvPfNGcqRc8Vfid0jzSJRIHWi8okBCSwt7mdtoSadpTBk3RJC3xNPdcMh+XzY4kW7De+y1weJAG6fsvoSvgyeZwcw06Eharw7RyAdLJGIdjESYVjAF98BsO/xv5rxeOCV3j57u288+jhwDw22x8Y9ZFXFTw3yF6+kIqXE/oyBu0H1lFpG57ty89SbHgKZ5L1thLyBpzCRbn+Y/0vN2ZOEZh3XaNlG5GG/bveJ7VLz6MEAY33/EILrefeEIw6zxbh+iGRn3o4Amh2LKdRLqnzapD9Z0w23ZPxGcrHnD0V0+0kmou733MnyRj8U0wJ7fkzkZx9Eyl6rrOvffemxnrdzJZWVksWLAAn8/HTP9C1tevxOl1s/Cj09j01B7SCQ0kmPehyUhenYijFWSQUbgu/zbm+5aec1RbkiScTmdGLCpnsfnY336UX+z7Cxuad2RuKwGWRtoZv/1fBLe8QHu4lR6iSZKx503obGaZiaNoBor9wqYyrTbzrdtlqv3PV76Jy+FD01MIQ/CVT/8Zu9WDJMGSdzsQQpiiUJjLFyf9ZH6n81/D/CXzey/3EZ0bexwHc12Z2wDtzX9iCIhr8Ku1u1FkGYuqYugJvvivNbw5Kh+fzY5R8SYMonC8bKSDF4/E8Hh8zPvEw2z69YNoiSggcdGdDxGwSSjtVVyVm0TfvruzkSTUs24wGgK971Heblgd4PEhuTqjf12pYneWGSn0+MGdhbZtA2LbWmSnm7rQUe5/8dVMPeYj770Ct68AEY8iz7kMyTW4c7VVVVATNXBmFyEhkU7GkCUZQxhISDizi2hIGxTbzm8kd4i+8V8tHI+F2/na5nUcDocAmJObzzdnLyDH4TjzHf/DEUKQCB7NdELHm7rXmMkWJ95RC/GVXIp31MKMdct/I5ouqGk0SHV+5rvsMHf+JUyYMKFbV7WiwLTx5/Z20400tW37qGzexrHmco637CCp9ewqdFqyKeiMJua7J+K1DjsnQXX2MX9lpiF3zkxk6wnxE4vF2LRpExaLhUWLFgGgKAqtra3E43EkSWLq1KksXryYxYsXM3Xq1ExUry0xgs0Nq0jpSYrL8sgb6ycWSuDw2TD8SSK2VpDAJXv4cPEXGO2cMODH12XI3SUW+2ICXh1t4PH9f2V53brMbaNTaW5uCTKtI0aPZ1tSsBdM6qxRnIWjqOwtf9+MHK9yeLeG2+XPmGp3RMyynDtvfQSPJ4tUQlAyRcWfO7iZluSKl8HhYX9LGxs2LcNlM6PIqgQJoCEcw5fvR8Tf2nkUQktnhJ+IhHhPuBW5rg5vqh2/swPXJ9+FJ9lGlhHHE/0j8vonM/ftlyx0uM20sOek9HBXqvhUkWjtm32OZZ6T1K7NiHSKpRNGs/beRcSSCayuCfhdTkQ6haRaUGcs+v/t3Xd4XOWZ9/Hvc86ZXlQt2ZLl3gHb2MYGXOg9wBJCAgQCpEBom74ku4HsG7KbZJPNplBSCSUECCGUBCfUgG0MGNtgcO+9qmv6nHOe94+Rx5JtsFykUbk/1+XL0szR6LbGkn7zlPs5vC9KJ1DFTagWL8FwCaNPvZwFz/4kf9/US79KMFyCdgyMoibg6I/jFIenTwZHrTV/27SeHy9ZSMrJHRt449jxfGb0OIxeug7vULR2SexaRuPaf9K07p+kG9vvfrUCxUSHnkbx8NOJDJqGYRX4rK9uIGtrnnghzZotuRHYgA88Fvi8xYTCxbguJFt7zl16uu+wW/HYToatDcvyPRQ31y4h4xzYry/s7dc6mjiOytAYIt7KowqKWrvYTety6xU/6pi/ipPwlp2QP+ZPa82aNWuYO3cuc+bMYeHChWSzWaZMmZIPjgA33ngjqVSK6dOnU1p68BHqEn85nx57G4+uuIeEHcMX8FMUDBILNGB7c9N0/TzVfH7Qv1PsOfyjAQ3DyIfFUCjU4RNjalMN/Gb5ozy97XWc1lHEgekMn9pTz4nxZD4wukCLz08yGqLZb9ES8HHJ2T8kEixcF4Bh4yw2rLCxs7pbN9UGUP4Q2rXpH83tsk9lbfwei1TWRkHudtdG+Y8+NOhMar9p4Ybc2/Gm/NrB/PRxsv0JPEHgig79gwwIRfetF8wHwtZNJKHifbeFilDWsW8fpYrL8HziRjJP/ops8wdY9g6iJniMCnRSoywPnk/ciCrumqM2P8oyewPFxihSLU2sevMpiioGo5SJ1g6r3nyK8Wd8Dn+4mKX2BkBmB7ta4X9CdLFYNssP313Ai1tzjYz7B4LcPXU648v63qZ+7WRp2ba4dSf062Rju9vd74n0b93ccgbhqokoQ9aT7JXOaP74jxQbt+dC49nTPNRUm/x9YYbt2120m/tdUVVlcMEUL4MqDv21yzppttYvZf3uhWzcs4jNdR9guweuZYp4+7euUcyFxbD38HbXHswhj/nzl+HtNxlvxUl4itsf8/fBBx/wxBNPMHfuXHbu3Nnu40zTxDAMHMfJT/uec07HlrMPLx7D7Sf+Jwt2vM6C2tdoCdShrdzXe3z4FD5ZdTOeDvaPhFxY3DuqGAqFOhyusy272bP5TR7d9BJP2ztIt35cWdbmitoGpjfHQEE8GGBts8Mjz25gxc4kaRuuvWkSE6f0w840s2rDbKYcV7jOAKGIwcnn+njrxTSZlCboLybUDZtqAxjjZ+G88w98gWpuv/RWfvDsYzSmFIbSfPPSq/AFNKS2YUy94ICP1VpDKt5unWC+p2BLA8Sb2oVEMkfUAxlMT76lTCZYxFY3zKpMiFojSiZQxLCaCiYPr6SsX1lux3E3+Pmpaobh1Hhwlud6ExtmP0xvf8wTp2OdOKNbhEaAZp3AKt9EelsaNHjavEDIpuLEm3ZjD2miWRf+DPC+qE8FxxUNdXx7wRtsjedeNZ5eVcN/TJpGtA8dG+hmkzRvfovGtf+kecPcA46W85cOy7fNCfQb02t3Qh+NZFrzh+dTbN2dCzEXTPdSUmnw0zfS2A74yhWmAY4LyxKaVW+kuXm6j9H7hceMnWRz3futI4qL2FK/FKfd6Sk5Rb6q1tHE3NRz6BjtGM4d8/debnPLQY75M0PV+fWKVnQYSilc12X5ihWMGTMmHwS3bt3Kk08+mf+4ysrK/PTzqaeeSjR65CeTlvjLOX3wRSywX0Q77mGvZzRNMx8Wg8Fghz4m27yDxJbFJLYuomnLYv6umnimtJiYZYJShG2HyxpjXBwaRtHxFzJ/29+IBbwkkorvfP9FDFPh8VoY2uGRXy1mxOhyAqEAqze9UNDgCFBRZXLW5X7Wr7DZtMomk8qtfexOTbUBzElnsfvddSywr2TAGIsf1lxKsmUTlaEgEa/BqlgTI90GIk17yD75kzbBsDHXX9A58PuoQ7z+1h3ERe2niNusHcxPH/v3vfjwAmNa/3RX2s6Q+PN/kF3+KgDeqZ8kcOE3CrYB5qOEPR5StMDoNNpwsbNpLMuHbefe16NbSPkyhPtWhOk2+sRX3dWax9eu5N6lS7C1i9cw+NIJk7h82Mg+EYzsVDPNG+bmdkJvehPXbv8KO9j/+PzIor9E+lV+lFhS8/DfUuyqy50QcclpXgbXmNz9Yu5rGvIpUrEGGut3Ei7NrXFM25r730hzx5kOLcn38+c8b61fjqsPXPlU7K+hMjS29Qi/MQQ8xZ3yb0ntmEN8Zdt+bQqraATeiin4+p2EGRoAQH19PW/87W/MnTuXefPmUVdXx5NPPsn48blj1E499VROOeWUfFgcOfLYfl/5DD9nl1/Oy7VPcU31Vw65ntGyrHZh8VAyTdtJtrbGSWxdTLZpGy4wLxrmz+Ul1LVOhfs0XB4azrUj/oXy6skYrbuS6599Dp/ppbG+GdB4vLkfqx6vSSqZpbE+SSgcJZ0pzBnQ+wtFDE6Y6uWEqd33BXPCLOOd6C3QXEd5egUnxX6OoVxIkPvTyn3zwLPSDxAI5zZ7REr3tZAJ77+RpDjXX7CD6wV7Gp1JEn/s69jr3gLAN+uz+M+6pdv+/ju7pornNmwmUhJgym03seD+e7HdOBiKqTffiqckQEs6yyXDBhW61D6p1wfHhnSK7y58i/m7cuu0hkSifG/qdEYWHV1PtO4uG9uT2wm9/jVati5s3ydOmYQHTs73WPSGD9bTS+yvKeby8N9S1DZqDAMuP9PH8SMs/vJ+BtvJhcb1i17i1d99A3Rus+N5N32eAcPAdd7jnhdXA/v3LVGU+gfnN7JUhsbgt458hO5wePtNJr7qkdZj/qbg6zcZw1eC1polS5YwZ86TzJ07lw8++CA3/dfGokWL8sGxqKiIBx98sFNqbEjV8vaO11i0ex5px+Wx+l8xqWI60wacTol/3xS9ZVn5htyBj9jcprUm27iVxNZca5zElkXYLfum1zXwbijAnyrK2dIaAE1l8PFBZ/P5UVdQ7j/w54bXE8bVNsWlAUCRzTh4vCbZjINCUVwawNU2Xk/f3UR2uNYvt3ENH97SMt5dMJtp0X2dHLSGrBUlZZZgFhUTqS7dF/xCxa0jgm02lXTCesGeRKdaiP3hyzib3wPAf87t+GdeX9CaDuWCQTX8fdNWUrZD9dRpXDh2HMn6OgKlZfgiEVK2g8c0uGBQzaEfTBxzav9fCN3dlClT9MKFCzt07cI9u/jOO/OpTeXWQXxs8DC+PmEKgV56bGCqYXN+J3Ri5wft7lOWj+jgUykafjpFQ2di+QvbbqGnqW92eeivKRpbNJYJnzzXx+jBuf9H33g2gavBTm5m3sMfp2qERdVwi7IBGmW0f0WvUJQGhlIZHkv/0DgqQqPxWYULFNpJoUw/tm3ndzRrrTnrrLPYtm3fOdV+v5+pU6cya9YsZs6cyeDBgzt9tGJd40oeXXEPts7iM/yYysTRDmk3haU8XD/+y0ysmUo4HMbvP/hIkdaaTP1GElsX50YVty7Gju054DrDF2bjwHE8GnBYmt136tF51TO4efSV1IT6H/Axe72z7AGWr3sajxlk4Vtr+eMDy/N9B6/+7DimnDyCrJPguOEfL/hUdU/xt0cS6HSKpp3r+Pa9VzFlQJgm22JnS4KGZIYf3PYYRf2Ho3x+PnbtoUeV+yo33kD84VtxdqwCpQhcdAe+qR3azlNw79fW89+L3iPruPg9JpZS2FqTyuZC479Pnsj48r7X/u0YO6If4r0yQdmuy+9WLuX3K5eigaBl8c0Tp3JezZBCl3ZMaa1J7llF47pXaVr3Gqm69q1STF+E6NCZFA8/g8jgUzA9fbvN0JHa05ALjS0JjceCq8/3M2ygSTzdwIY9i3Azb+NT7+G31nH+Z9sGGIXjaDLpgbhMIJYazZdnnYDXLPwvumw2y7vvvptvwD148GB+9rOfAbn2NDNmzGDhwoX56ecpU6Z8aDjrDA2pWh5dcQ8AQStMJp6lpTFGuF+QsvIytNfm2YbfMXHM5HZ1aa3J1K3PTzsntizGSdQd8PiGP0pw4IkEB05mZ1k1v9rzFnN2LYTWpXEn95vA7WM/zZiiQx/lOmboRSxb8xRNsQ2MGmfxb//veJoasxQVewiGDJqaNhAI9mP00AuPzRenD8gkHexYPcsTSZKu4q3dWRwniWlaZLVieSLJxOZ6rHDhz6rvrtzm3cQeugV3zwYwTIKX/SfeCT3n/+D48lJ+PvMU/r55Cy9v2U5zO06vIAAAWUdJREFUxibssbhk2CAuGFRDRVB+nxVKrwuOuxJx7nxnPkvqcqMKY4pL+d7U6dSEC3zA/DGiXYf4jiW5tjnrXyPT3L5VihUqp3jY6RQNP4PIwMkos29P0xytHbUOD/8tRSIFPo/mlCnv88Gu13hu6SL2tGwAwA/5/s5OVrNrs8PODbB1dZqd6zJc8OWfY/miKAVes3A/7LZt28a8efOYO3cu8+fPJx7f1wNy69at7UYd77zzzgPOYO5Kb+94DVtnCVphdiyv5c1HlqGURimDM26dxNBpVcSyzby++XkuKp1JYssiklsWk9i6GCfZcMDjmYHiXP/EmkkEaybjKx/OzmQdP1v1BM8vfQbd+gQeVzyC28dew0nlx3e4VlNDxIakUvkG2PlG1wBKEbFz14mOUXaM3WaU4qhDOh2nrm4TtJ4dEg6XUxytZLcZpdqOAb3jZ/ux5NRvJf7QLbgN28D0EPzk9/GOPaPQZR02r+tjYGoIE5sHksrkTt8amLLwur0uuvQoveqr//r2rXxv0Vs0ZzMAXD1iDLccPwFPN2iDcDRcO0PLlgU0rXuVpvVzsPf7xegrqsnvhA72P/6Ijo8TB1qxaQ9PveQla1soo4V48Mu8vHp1u2sM5cFiBLubR6HdMWz4YDdvPvGT/FTlyVf8G75gEcmM5pQhXfv/UGudn05+5plnuOOOOw64ZuzYsflRxbZTz4UMjUop3m9+i5KyYpRr8Pajy7EsA8tr4mYdtv1pGef39zAwk2LAB/ez0bn3gMcwg2WtzbZzZz17y4bm/30N6WbuW/4wf9r4D7JubnPS4FAVt465mjMHTDusKXitNetWP4PlulR5+/P+ii3Mm7MVn89gweImrrt+HDOnDkdnk2xcN5tx42WquiOa3HWYeiwKsO00jpNlb3C07TQKMLVJk7sKGFDQWrsbZ/c6Yg/dgm6pBY+f0NU/wTN8WqHLOmwbdjn8aU4ax8n1xw34cp0q3l5ps3CNzSdn+Rha2bN/t/dUvSI4ph2HX3zwLk+uz/1SL/b6uHPyycwYUF3gyo6ck4nTvPENGtf9k+aNb+Bm2p8QEug3et9O6LLh3XZ3XE+htaYhsT1/fN+aLWkSu7+GwkKrWuzIV8DaiGX46Bcc1bpGcSzlweE0pyzueyPXb3Hg2LFc8m8TSTTWEiwuxxcsIuPkeuRNGdS5325aazZu3Jiffr7rrruoqcktHp80aRIAxcXFTJ8+nYknT8UdVsUH2RbW2hm2O3vYumk5s6qGUX4Mmiofrr1H/UUiEUKhEOZGl6AnTMPGJsZWeJkyOMyEAX7G9/cT9hmwu/30sxXuR3DgJAI1kwnWTMZbcuAazISd5I/rn+fhdc8Rb2091M9fyo2jruDigWeAmyYR30Em3Uw63UQm3ZR7O5P7O/9+upFMpjl/m9umhdLIgTDy6oEALF2a4rGH13LS8cMIBQJs3vCCBMcOmheymdzssnvnelKpFqw2Bw6kUi3s3rme8NBS5oUcri9cmd2OvW058YdvQyebwB8mfM3PsQZNKHRZh60x5vKnObmfqQGfIhFroLlhJ9GS/gTDJWRszZ/mpLnpAj/Fh3mwgjh6PS44rm1u5JpXZnP2wMFcUDOUlGPz7QVvsLopNwo3qbyC7550Kv0ChV9HdriyiQaa1r9G07p/0rJlAbptLzJlEK6aSFHrTmhfVLrlHw2tNXWxLfkeihtrF9OYyO2uVZlTMVq+i8IHxk7KB/yS6uJTqAzfQFlgOKbR/tumJAhXTfLy2OIMyYzG64tSPCCaOzkmkwuNV03yUhI89j/g4vE4b7/9dv60lq1bt+bvmzdvHldddRUAgwYN4qmnnmLs2LGsaa7j/uVvYafq8ZomYcuLjcsr29fx+o4N3DzuZMaUdP5O+71H/e0Ni4ZhoJ0sqV3LOaU2Q1XLFvrHkng/dWDLjRbLZEc0wI5IkBvO/jWe4tz521prstkY8dh2Mukm0ukmEqlG/rHnXZ6qW0qTm5uN8KM4XXk5KVaLfvOH/CX9H+iDtEY6XK6rSaVdkkmXcMiioTFDfX2ScE2UbDdpx9MT1HsNVkTW4muT/ZUy0Lp1d7WCFZG11HslNOxlb1xM7NEvQzqOCpUQ+sy9WANGF7qsI7JorY3j5ELjisUv8ezvv5G/79IbfsTYSeeQTGsWrbU5a2L3bSvVW/W44Ggqhavh2Q1reXLdKloyWdKug4Hi82OP5/oxx2EWcKo207KL+pXP07D6JdxMDMMbpmTUOZSOuQhv5MCF3JnmHbm2Oev+SWz7e6D3tZ1QpodIzdRcWBx2Gp6g7CA7Ulpr9rRsyPdQ3LBnES2p2gOus7LnQcu3AJOgP8E5JzqEA1845OMPKzO5ZbqPhZttFmz3kHQ0AZXhlCEGUwZZnRIab7vtNl577TWy2fbNjsvLy5kxYwYjRoxod/vxxx9PbSrO/cvfQrsOXjtBak8dqcZm/MVR/MVlOFaQ+5e/xZ2Tz+qUkcf9j/pT2iG5cxn1yxaT3LqIxLYl6GySaWgcBY6ChAW7Eg4bmjJsi9sEx5QRHhBCOykGeAO8Pv/O3Ohf68ig1rmWRxpY6Q0xL1hKY+taX0u7nJhqZlqykYB2+bAzQ5Qy8HijeL0RfL4ivL4oXl8RPl8xHm8En78Yrzd32+K3/wdQJNMGd3zzFZRSeL0mmYyDUorS0gDatfFIO54OC/u87NBNJMbF8EdKSLU0Ai5aa/yREpaPixH0GoSlOwQA2dVvEH/8G2CnUdFKwtffh1k+pNBlHbH31tl4LEjEGnj2999AGSYer59sJsWzv/8Gg0f9E2+gmPfWS3AshB4XHJ10BjsWI2Ya+bWM5f4A35s6nRPLC9uPMLZ9CZtfuRvtZDCsAIYvCq5N3bJnqF85m0Fn3UlowHhS9etpWvsqjev+SXLPqnaPYXiCRIdMp3jEmUQHn4rpk182TYldvLvpeT7Y8iLpbAyfJ8wJNedy4uCLKPqQs39d7bK7eV3+nOcNexYTT9cfcJ3PDFMRGkv/8Fiy8dNYtn4kGkVxOMuZE5sIHMbPpJKgwTljvGzIlrOpxUcLsDjmsGVDloqATb+gTb9A7u2QJ9dAvCOam5uZP38+2WyWiy++uN192WwW0zSZOHEis2bNYtasWYwZM+ZDz16es309GTuFlWpg57L1rHr69b3LMRl92WmUHzeMrL+EOds38PFhHd8g8mG0dtFuCo/HxutxUTpG85YV7NizkkTDBtLxXdjawTZyIdEJg90aGNs1iig2Ka0KkHvplIGW3Pe+Tmxk/z3TGtjoCTA3WMqu1ilOpTVTlIcLA2VUlByH11eE1xvF5yvC48v9vTcI5sJhqMNrhRvqL2X96qeJRkLc+NlJ/Op3i0kmsyiluOlzk4iEvWTSzQwf9fGj+2L2IacOCvLk+hY8ES9jbrqZ5b//FU4mg+n1MuaGm3AiXuox+GRNz5tZOtYyy14m8ef/AMfGKK0hfP39GMU9e91nKpNb09jckJsF8rQ2Zvd4/aSTcZobdlIZKiaZKWSVfVePC47x2lrW7NqJt1+u+a/fNLlk8LCCh8ZMyy42v3I3AKYvSlMszZ7GZvoV+4mGIjjpJtb/9SuY3tCBO6EDxRQNOy23E7pmWv5ECgGbapfw9MLv4rgZPFYAvzeKq20WbXia9zY9z2VT7mJw+QRc7bCzcQ0baxe3hsV3SWQaD3g8vxXNH93XPzSOYv9AlDJYtTXEu+uLASiLZDhjYi0+z5Ftg03Y+wJHc8akOWOyrqn9NQHLpSKQpV9roNz7dpHPAe2yfPny/PTzkiVLcByHmpoaPvaxj+XX7l133XVccsklnHLKKUQiHdtZOm/HOlSqgWwitS80tk7xrnr6dYqGVmHQwLwd69oFR60dbDuOY8ew7RhOtvVvO9bm9hYcO56/3XHi2Nk4+S3nB+P78LvacgHHMLENg4yhcAyT4f0m0S8yuDXsFeH1FrHJSfDQ9vm817wh/7Fn9J/KrWOuZmhkYMc+2WEaOvwiNq17HttOMWVyFaNHl1Nfn6S0NEAk7MW2U5imlyHDe04rlEIrDSxBGRVoJ4zlVGCoAMryopSJ5VSgdRhl2pQG3gfGF7rcgkkvfo7ks3eDdjEqhhO+7l6MSL9Cl3XU/N7cRphoSa5/ajaTyo84KpW73XFz14mu1+OCo7eyAm+/clzbptzjpTgYZu7Obdx0XGEXANevfB7tZDB9UeYu2c7/PLqI42oCTBsV5szxxXhbe3E4qVyC8EYGUDT8DIpHnEFowARUD9/53RmaErt4euF3AfB7oyRaMjTVN1NUGiAQjpDMNPPo/K/Rv2gk2xqWk8q2HPAYAau49USW3BF+Rb7qAzZNLNsU5r11uSmviuI0p4+vw2Mdee+UL5+4m0RWsSfpYXfSYk/CYnfSw56kRWM69y2XtA02tfjY1LIvOTVu/oC1L/yMXcteIdnUvkm1x+OhpqaGeDxOOJwbhT7ppJMOu7ZEqpkwKdxEHUOqTPyGTShkEg6ZFJX4GOJbTdhv4HE/YOWSt9uEwMShH7wDlM61pfEoD15fEf5QBYGiGnyhijajfrmRP68vSlxneXv3m7yx61USTpygFWZG1XmcVnMh5YF9o82bYtu5b+VjvLzjzfxtk8uO4/axn+aEklHHpPYPEwxVMnX6XSx447tk0s2EAgHCNVG0a5NJN2OaXqZOv4tgSHoOdtTa3c8zxjeVjdsuZtmjN2NYXsyADyebZtmjP+W0oc8zsvqvrNm9ALim0OUWRPrNP5L8+/8CYFYfR+jaX2AEe8fU/cThFm+vtAmGS7j0hh/x7O+/QToZR6ncGsdguIRkWjNtTI+LML1Cp37VlVLnAz8DTOC3WusffMh1JwFvAZ/SWv/5EA9KZk8t2x58lKovfBZPtCg/ZV1IDatfwrACNMXSLP5gDQ/cOpRwYG8YzIUQZXoxvWGG/8vPCfQbIzuhD+HdTc/juBn83ijL3tnGvNnL6T/cT/9hQQaODrJ3JnHd7rfzHxPylLUGxXH0D48l4u3/oV9nrWHJ+gjLNuWO+BtQmmLWCfVYx6DhXtCjGezJMDja/v9mxlHsSVrsbIGFS5birTyBJoqpS1nY6Tgb5z++799SMYz+J5yT+zN2BpVFPp7batMvmKXcn6bM20yxVY/hNrcbBdw3Erj/33FuDOROUSICfOlgx3Xtm/hNxA9cA7qXMrxYVgiPFcZjmHgcF5WOQbwBy9WYLlitIdF0IVgylEj1JMKDphGqmYwV7NiRn6VATfl4PjHupoPevydVz29WP8kzm1/BaV0fPCo6hNvHfppT+k3ssu+x8ooJnH7ufWxcN5vNG14gm2nG4wkzfNTHGTL8QgmNh6k55aWx5WJoWYfCxTC9ONk0hmnhukloWUdjy8WErfcKXWqX01qTfv23pF79JQDWkMmEPv1/KF/Xd0PoLJNHWCxcY5OxNWMnncPgUf88YFe1aeauE12v077qSikTuBc4B9gKvKOUek5rvfwg1/0QeKEjj+vGE2z6yT04ySSBslJsrQkXsOdcvq5MDMMXZU9jM/G0mw+Na3akeHNljPOmj2NwdSluuplgxdgCV9szfLDlRTxWgERLhjUrN3Dxvx5kqtE1UY6XU4ddR2VoHGFvvw6FBa1h0ZoiVm3Njd7V9Esy/bh6zE7cV7Vr1652Dbibmpr4+c9/yqfPmEYmnWDn4CzxubMYOHYS/Y87HV12Ao3ZUmxy/793J2F30gP1e5uI9wOGEmQnUTYRIUGEhta3N+Ildsia0mmXWNwmFndIpDXeyv6kfWGKnQwnjTkP0wphWeHWvyMYKAKJPXhbNuLsWUZ6x8p2G7pyDHwVowi2tsYJVp+IGTi2IyEt2TgPrn2Gx9Y/T7p1p3R1sIKbR1/FedXTMQqwQS4YqmTc+Buk5c4xkEifhdYm4dIoTjpGbM/m/JKKQLSUcGkUrS0S6bMKXWqX0lqTeuGnpOf/AQBr1ExCn/oBytN1pzp1heKwwSdn+fjTnDTJtMYbKKYyVIzjQjKdC42fnOWTVjwF0plxfSqwVmu9HkAp9ThwKbB8v+tuB54COjTvlqmrx+vxcNItN+GLRGjJZLh06PBjWfcRMbxhcG36FftZvC7Bb1/ew/sbU+xszOC4misvyt1vemWzS0elszEsFWLH5jq2rW4BymjanWbH+iRbV8WZNH0E/fqXkM7GGFF6eocf19WwYGUx63bkXqEP7Z/g5DENfMh+kkPSWqPdzEFH+xYtep/5899nwcI1rN9w4BnJr738A/pF9i1k/+pnAV7P/cmCRpGgkhYG08wQWhjS+vZgskQBgwRVJKhiJ6e0e+yg0UKJ1UCpt5lyf4J+/gyNKx/iHypKPOHy1k+fwrY1KNV63AlM+uo5WPi43l5HZfXF6EwM6lZi7F6Cql+JXb8OW7u0a1yjDPwVYwjWtPZRrD4R0985p3mknDR/2vgPfr/maZqzuWBc6i3i86M+wccHn43HKPyLSHH00vZZKJVb1qN16z6p1r9b/6uiSJC2+05w1K5D8q/fJ7PoaQA8J5xH8OP/77BPB3ObdpFZ8jyZpS+hUzGUP4z3+HPwTrgIo6j7jIwPrTS56QI/i9bavLfeJtl6csy0MRaTR1gSGguoM4NjNbClzftbgXbt65VS1cBlwJl8RHBUSt0I3AgQKCvlgl/8BF8kQsqx8ZgG59cMPebFH66SUedQt+wZisJRvvSpE/n+I4vyp4d869rJFIV9OOlmyo67rNCldmu2bZNIJEgkErTUQia9h1RiN7s2xnnk26tJJ1wc28V1NZOnN5HN+vB5Oj5F47owf3kJm3bndmOOrI5x0qim1uykcd10++nd7L5p3tzmj9hBN4lonWuJk0o7+H371qvee99qVq3Z17w9EDA4YVyE8SdEmXB8lPKy9qu7DTPQOsIXzo/09bPCWJ4IpuXFspoxrfWY5m5SlNCQLaEuE6U25WNPMreWsiWT+/wJN0IiE2FbBvKDj+EZeNw4AX89J33pMna8M4f47rW07F7DgNNHUhwwuCr9PqOjJejXv4lu2gxonPZF4q8c13oqy2QC1RM6ffe/7Tr8betr/HrVn9iVyk2nB00/1w6/hE8Pv5iQJefW9iaKIhSNJBr24PEH8UeKcR0bw7RwsmkSDXsoqoqi6B1r+g5FO1kST91FdumLAHgnX0bg4m8d9tp4e/MSEs/ejbYzKG8AFch1/kgveobMktkEL72zWzUMLw4bnDXRKy13upnODI4Hmy/cf/HYT4E7tNbOR00vaq1/DfwaoGz0SG2EQrRkMnhMg/+YNI3KYOFbMpSOuYj6lbNx7RQzJ1QxfngZexpT9Cv2UxT24doplOmldIzsrGxrb1BMJpMkEol2PQmHlEzkvQ3P4Q+azLp0IK89tQXHAdOE0y+vwR80SSRrmdj/knaPmQuAqTahL/d3OpNkyZYZ1MZz/18GhF4lmv4jK97buxO4Jd8DsKMyGZcVq2K890Ez73/QTChk8d1vj8I0g5hWmCmTM9jODqZMHsLUk8Yw/oSR+PxFWFakzTRwGKv1bWV0/FsyQm6yGlKtf3JStmrdlONpDZO5txvSJhqFY4SwCFFcUUPxRbPyH2fqNP2czazxbaIxu4l+zkb6mYoyvZPIgNEEB07OjSpWTcDwds33nNaaf+5cwH0rH2NDLNfc3GNYfGLweXxu5Mcp8fWN4NDXRHwmHnMAmeImQOO6NpbXh51tPU2kuJziwAD8Vu/fVKizKeJP3IG9eh4AvlM/jf+8rxz2+l23aReJZ3OdP4xAlIZ4ml3NzVRG/ZSEouhsisSzdxP+zL3dauRRdD+dGRy3Am1X3w8Etu93zRTg8dZvgHLgQqWUrbV+5sMe1NEaQ8GlQ4dzfs3QbhEaAbyRSgaddSebX7kbJ91MNBAgGsq9mnPSzSjTy6Cz7jxoE/C+xLbtfEhMJpNkMh++sSli5159uIDfoxg7KkzAn9sBPK7aR7lfYSlFsHkhqz5Y2xr+ciGQ/QKgq/1syX6fhJsbnS63fkeR/SCJj1wGqDCtYLsRQMMMsnNXloWLt7Fw0XrefW8dmcy+sGsYWYaOvY+SklzHweMm6S7fBOW3NIMiWQZF2jcGzzqwpynB9s1r2F5bT7M5kDpzEHVmDY7y4CgfO62R7LRGtmuTYyio9CkGZg0G1hlUO4qBRQ5VRQYBT+f92xbVLuMXKx/lg4bcUaIKxYUDZ/LF0VdSFSxs+y3RuU4ZavHq6gA1lScw4/rvMu/B75B1EoBixvXfpabyBFJZi1OH9u7NETodJ/7Hr2JvWAiA/4yb8J3+hSP6mZJZ8jzazmAEory8bDvffHJRvofrD66YzNnHVeEmm8ksmY1/lqzTFR9OaX30O0gP+sBKWcBq4CxgG/AOcLXWetmHXP8g8LdD7aqeMmWKXrhw4TGu9tjJnRwzm8bVL+JkYpjeMMWjzqV0zIV9MjQeTlDc35yXv0KLm2B1bA8bX9/NdZ86sj58jg6zNfu/JNxxAAyK/IWBRe9gecIHTAvvGwmMYFrBA5pAv/7669x4443tblNKMWHCBGbOnMnMmTM5/vjjMc3uMRKik3VQuxxdtwLqVkB85wHX2JjU+YfSXD6TWMWZ1FpD2Nas2NbokjrEKXxlIcXAIoOBxYrqIoOBxQbVRQZR/5EHyjXNG/nFikd5Y/e7+dumV0zi9rFXMzI65IgfV/QcdXGXu1/MjaL7LEUq1kCsfifh0v74wyWk7dzvrTvP9VMW6p1r3dxEE/FHbsfZlvuVGbjga/hOufqIH6/5vqtAuzSmXM750YuYhsLvMUllHRxX89I3zqXYb4AyiN7y2LH6Z4ju7Yh+UHfayzWtta2Uuo3cbmkTeEBrvUwp9cXW+3/ZWZ+7kLyRSvqfdAP9T+qbr9g+aur58B8rTsQTpl/CZkViF46jSSQdEimHeNyhX3kEv8+L6zgMGXHpvtDnCWOaYSxPCFsX8foHg0ikvYBm6uhGRlZPY7/ltu1orVm1ahVz585l7ty5fOUrX+HEE08EYPLkyViWRUlJST4onnLKKZSUdKy9TGfTiT3tg2Ji9wHXKMtPoPJ4/E4lvp0m3lSUkQQxyo/DmjQQVZwbxddaU5fQbGt02dq092+XrY0uLbkZQ+rimrq4w5L95hIiPhhYbDCwyKC62GBgkWJgsUFpUH3oaMm2xC7uX/k4/9g2D926qmV8yShuH3sNk8rGHbsvkuj2ykIGN0/3cf8baeJpjS9QTFlNbldtPK2xTLh5uq/3hsaWWmIP34q7ay0og8Cl38Y36dKjekydiqECUXY1N6MBvyf34tbvMYmlbXY1pygORtFJOVNdfLROHefXWs8GZu9320EDo9b6+s6sRXSOtiOKRxsU92dZIbTrUF4cYvXqJP9251o8HpNs1sF1Nd/6txmAQimDATWXH/DxibTBP5eU0xT3oJTmlLENDO2fPOjnampqYv78+fmwuHv3vsD1+uuv54NjOBxm9uzZ1NTUfOixfl1Faw3xXVC3Yl9QTB7Ye1F5AgSqJhIaNIVgzWS8yTD2n/+Otm3weCFgoB0X5+3FuIvex/PJizGG1qCUojykKA8ZTKhu/5jNKc221hC5tdFlW5Nma5NLXTwX+FrSsGKXy4pd7Vv1BDxQVdQaKFvDZDgY57kdT/GXTS9i69wQ57DwQG4dezWnVZ4k/U77qNEVJnee62fOOpv5G2ziGQh64KxRFrOGW703NDbuIPbgzbj1W8C0CF7+PbzHn3PUj6v8uc4elVE/CkhlnfyIowIqo35w7dx1QnyETpuq7izdfaq6t3McJx8SD3fq+XCtWflntmx8CY83zNJlu3n8yWW51hwKrrziOI4/roJsJsagIecyYkz74BhLmrzyXjmxpIWhNDOOr6emX+qgn+drX/sas2fPxnXbh5wBAwYwa9YsLrroIqZN+/ARyq6SC4o7oLZNUEwdeP42niC+/uOJDJlKaNAU/JWj85tudGMzmV/9Ifd19HpoSMTZ2dxE/2gRJcEQOpNFKfDedA2qOHrYNSazmu17A2WbUcqdLZqP+lGjyZI1d2J465hUWc7pg4ZSU2xSFTXwWhIcRd/g1G4k9uAt6OZdYPkIXfkjPKOmH5PHTs15gPSiZw65xtE3+TJZ49h3dK+patE77A2Ke0cVOzMo7m/goNPZvuU1HCfN8cdV8K2hJTQ1pigq9hMKenCcNKbpoXrQae0+rjlu8cp7ZSTSFqbhMuuEeqrK0tTX1zN37lwaGhq4/vrr89cXFxfjui4ej4epU6fmp6CHDx9e0NEurTXEtrUPiunGAy/0hLAqTyBUM5miYScTqBz9oW067IXvo22bPRHFjze+zu+feAFXaQytuOFT5/H1ITPo16KxF76P5+wZh11zwKMYXm4yvLz95886mh3NuVHKTQ02b2/fwcaGLIbdDwMvCg9epwaSNby/Ed7fmAVyIbYivHcd5b5Ryqoig5BXAqXoPewdq4g/fCs63gC+EOGr/w9r6ORj9vjeCReRWTIbnU1x9nFVvDSkjF3NqdZd1T50NoWyvHgnSOcP8dFkxFG04zhOu6nnrgyKB9NQt5L3F9+D42QxTT/KMNGug+OkME0P4yfdRknZmH3XxyxefbecVNZEkaHCeIWl773K3LlzWbZsGVprgsEgb7/9Nl5vrjfYqlWr2LFjB1OnTiVYwF36WrvQvKXN1PNKyBxkvZE3giofR6D6RKJDpxEdeBxGB/u5pX/8K973NfDdyHu89h9/xzANLI+JnXVwHZfT/+sC7mqZyPh0Cb6vH/yYvyPlapd/bJvH/SsfZ3sytxTAp3xcVv0JTi4+l/q4h22NunW00iV5iFUPJUGVXztZ3Tr9PbDYIOpHprdFj2Jvfp/YH26HVAwVKCL0mXuwqo/9ut79+zhiWODa6EwSZXm7XR9H0elkxFEcvrZBMZlMkk6nC11SOyVlY5g6/T/Ztvl1tm+dh52NYVkhBg05l+pBpxEIluevrWv28Op75WzfuobX/3Y3m1a9QizW0u7xAoEAU6dOpbGxkYqKXEuX0aNHM3r06C79d8HeoLipzYjiSsgepD+QrwjKxmJVnkB40BSKBh5HIHBkDa93Oc38YMAKUluSKBSGoXAyNoZpoB1INST5Qc0K/m/d8Qw6yn/fXlpr3tj9LvesfJQ1zZsAMJXBvww6iy+M+iT9/AduLNJa05DUuSDZ5LZZT6lpSuVe7DYkNA0JzQc72i8xCPvIB8m9G3OqiwzKwwpDAqXoZrLr3ib+x69CNoWKlBO+7j7Mis45Dc0aNIHwZ+4ls2Q2maUvopPNKH8Y3+TL8E64UPo3ig6R4NjH7N3MsvdPdwuKBxMIljNizOUHrGMEyGQyLF68mGj5WD7YNgbbMQgFvSxb9Ez+mpEjRzJz5kxmzZrF5MmT8yONXU27DjRvbB8U7cSBF/pLoGwsqmwsvqqJRAaMJhKJHJO6XyivJaNciovD2Kks8d2p1nPcwBf1U1wcJqVcXiiv4wtH/dng/fpV/GLFoyyu33fS6DlVp3LL6KsYFB7woR+nlKI0qCgNwglV7UdTY+k2G3Oa3Hy43BPTrffDqt0uq3a3D5Q+a+/GnPatg/pHFZYhgVJ0veyK14j/6ZvgZDGKqwhdfx9mac2hP/AoGEWV+GfdIOsYxRGT4NjLZbPZ/GhiMpk8prueC2XLli353c9vvfUWiUSCC6/8MVNOG0fQZ3PxuUF2Lr2W0aNHM2PGDAYM+PCA0pm0a0PTxn3tcepXgX2QXd3+UigfhyobC2XjCJQPIRqNEg6Hsaxj+y36SmUT/kQuJCmVPxUz93drdvI7ilcqG48qOG5o2co9K//IazsX5G+bVj6e28d+mrHFRzeaEvYpRleYjK5oHyjTduvGnCbdutM7Fy53NmscDWkbNtS5bKgD2hyiaCroH20z5d06SllVZOCTjTmik2SWzCbx9H+C62CUDyF8/f0YUWlsL7o/CY69TNugmEgksO1DdHDuAbKxWl5/5gFeefUVFqzcxda6A8NX7c61hAM2Z02sJRxw+Pa3v93ldWrXhsb1ULccXdsaFJ2DjOgGK/IjipSNRYUqCAaDRCIRwuFwpzYPj3shkjBoamjB9HkorvbjOi6GaWBnbRINCYpCRbQc4eDmzmQtv171J/665TVcciN+Y4uGcfvYa5jWb/yx+4cchM9SDC0zGVrW/nbb1exs3jdKua1p347vjAOOhm1Nmm1NDm0DpQLKWzfmVBe33aBjEPZJoBRHLv3On0n+7QegNeaA0YQ+cy9GqHv0ghXiUCQ49nCZTCY/mthbgqLWmvr6esrKykjuWknt3Ht54i/vMmfZnvw10aCH40ePpWL8LQwbdw7VA0o5c+Iegj73Ix75GNfpZKBx3b6p54Y1HxIUK9uMKI5FBctRShEMBgmHw50eFtsK+8I4xRbBWIbcGcAuptfEyeYCU7A4gFMcJuzzH9bjNmVa+P3ap3liw9/JuLlR7ZpQf24ZczVnDzgZQxWu555lKAYW50YUpw3ed7urNbUxnQ+SbUcp45ncKOyemGZPzOHdbe0fs8iv2p2WszdclgQ+vMG5EACpuQ+SeukXAJiDJhC+5mcof6TAVQnRcRIce5i9QXHvqGJvCIoAsViMt956izlz5jBv3jy01rzw3J+onXsvCV3EkDFnsqbxXfpXj2PMmKlMPO444pEzQBmUBBOceWItfm/nhkbtZKBhTW40cW9QdA8y9R+uaj+iGMidW62UIhQK5cNiIRqIn1N1Ks9sfoXo0AFMvnEmi389j6ydRSnF5Btn4hs6gGY3xWVVp3bo8ZJ2msc2PM9Da58h1rpes8xXzE2jPsklg87EY3TfHzGGUlREFBURgxPbnGaptaYpRb4H5b6RSk19IreOsimladqpWbaz/f+5oIfWDTn7Rimriwz6hRWmrKPs07TWpF65j/ScBwCwhp9M6Kof53Y3C9GDdN+f6gLovUFx77F+c+bMYe7cuSxevPiAf9vS159EOdW8p68k4V9MOvUGm9YtpKTyeOLRswAIZNcxxfsSfu/Fx75GOwX1q/f1UGxcB+5Bvv7haigfiyobB2VjUG12CRuGkQ+LoVCo4KfNXDTwNGZvfZ0UNtVnjKN8yjBSdTH8ZWF8ET8pJ43XsLhw4Gkf+ThZ1+a5za/y69VPUptuACBkBbl+xKVcNfQiAtbhjVh2J0opigNQHDA5bkD7keB4Zl+D821N+1oH7Y7lGpwnsrBmj8uaPe0DpceEquiBZ3oPiCo8pgTK3k67LsnZPyKz4E8AeMadSfAT/4WyCrNRT4ijIcGxm+mtQXF/y5Yt4/LL2++StiyLSZMm5XdAq2WPMV/fQDLZwqsv3IsCTjrzVqaeeTsA2WQtmZbdNMYXUTHp6IOjtpNQv2rfiGLjetDOgRdGatoHRV9Ru7sNw8iPKoZCoW41dVkZKOPOCTdz95L7ac7GCYR8RMNl2NqhORvHa1jcOeFmKgNlB/14rTUv73iT+1Y+xub4DgC8hocrhpzPZ0d+nGJv755yC3kVI/uZjOzXPlBm7FyD89wu731neu9o1tguZB3Y1OCyqQHarqM0FFRGVPvWQa2hMuDpPv9vxJHTjk3i2e+Sfe95ADwTLyJ46V0oU379ip5J/ucWWCaTabfruTcFRdd1Wbp0aX4H9PXXX8/5558PwLhx4ygpKSEYDOZPajn55JMJh/edk/rSu8fhKJNkbDfZTIqTz/laPjSuXfYiYbWbovIRbEqPY9QR1KezCahfuS8oNm0Avf90t4KiwW2mnsegDhKOTNMkFAoRiUQIBoPdKizub0LpGO49+S5mb32dF7fPpzkbJ+wJctmgs7hw4GkfGhoX7Hmfn6/4Ayua1gNgYHBRzWncNOqTDAj265RadyXreH7r67y0fT6xbIKwJ8g5Vady0UfUWQheSzG4VDG4tP2IsuNqdsf0AWd6b2t0SdngatjRrNnR7PDOlvYvUspCqt2Z3tX5Bufd9/+WaE/bGRJP/jvZFf8EwDvtUwQu+DqqwDMPQhwNOTmmi6XT6XabWRznICNaPVhtbS3z5s1j7ty5vPHGGzQ0NOTv+/jHP873v//9dteWlZV9aMh68PF1aA0tjdtZvm4zMy/8NwCWLfwzzz70RW667R4ixVUoBddfeegWLzoT2y8obiS3BaItBcVD9wXF0tEob/ggj5YLi+FwmEgkQiAQ6NZh8WisaFzHL1Y8ytu17+dvO63yJG4dezXDI53Xc25J/UruXnI/GdcmYPqwlImtHZKt0+l3TriZCaVjDv1A3ZDWmrrE3rO8dbtRypZDtFaN+DigdVB1sUFZUDbmdCc6kyT+2New170NgG/W5/CfdbM8R6I7kZNjuqNUKtWu4XZvC4pt3XXXXTzxxBMH3D5kyBBmzpzJOeec0+728vLyA65ty7WKMLN1ZO0Ma5Y+z4nTP8PaZS8y+7Gv4PeHyNoZDGwc60OmVdPNULdy3xrF5s0cEBSVAcXD2gdFz4cfO2hZVn4aupDHE3aFLfEd3LfyMV7cPj9/24mlY7l97Kc7PbDtStZx95L7AYh6QqRbUjTXNeIvCxONhEg5ae5ecj/3nnxXtxp57CilFOUhRXnIYEJ1+/uaU20anLcZpayL5/7vtqRhxS6XFbvaj477Ldqsn9w3SlkZkY05Xc1NthB/9Es4m5cA4D/nX/HPvK7AVQlxbEhwPIa01vmgmEgkSKVSuG7XtYfpKjt37mTu3Lls2rSJr3/96/nbBw7MbU0NBoNMmzaNWbNmMXPmTGpqjmxUyhfwk8lahMPFJFp28eQvP0kyvodoUT9QEA4X42LhC+Q2YuhUY/sRxZYtBz6oMqFkRJugOAp1iI0clmXleywe6VF/PUltqoHfrP4zT29+Gad1jeeIyCBuHXs1Mysmd8mIyfNbXyfj2kQ9Iba/vYFF97yav2/ybWdSNW0ozdk4s7e+zg0jP97p9XSlqF8R9ZuMrWy/jjKZ3dvgfN9pOdsaXXa2aFwNKRvW1bmsq2v/M8cyYEC0/Zne1cWKqqiBVxqcH3NuvIH4w7fi7FgFShH42DfxnfSJQpclxDEjU9VHwXXddqOJqVSKnvb17IhMJsOiRYvyrXJWr14N5EZN5s+fT2lprt3M9u3b2bRp0zE71u+dZRmWrklipnaxdvVCXvrH79h71sk553+OE0aPop+vkbHF6+nnroLY9gMfxLBag2JrH8WSkSjLd8jP7fF48mHR7++5O4QPR0s2ziPrnuPR9X8j1dqPsipQwRdHf4rzB87AVF3TaxLgqte/jqtd3LjNi7c8ijIVptfCydhoR3PufZ/GCFkYyuCx037cZXV1R1kn1+B8/zO9tze7ZD9igkMBFftvzGl9O+SVQHkk3KZdxB66Bbd2Ixgmwcv+E++ECwtdlhAfRqaqO9veoLh3M0sqlSp0SZ1q+/btfPe73+Xtt98mkWh/pnIkEuHUU08lFovlg2NVVRVVVVXH7POPGWKxcqMXzCpGnXAGowZXUWKvYGikkSrfW0TVX3MXNrf5IMMDpSPzx/dRMgJldizEer3e/JpFn+/Q4bK3SDsZntz4Ag+seYqmbAyAYm+Uz428nE8MPhev6enymmLZBFFPiOa6RgBMr5X/205mSdXFiIbLaM7Gu7y27sZjKmpKFDUlB27MqY3rA1oHbWt0SWRzL8F2tWh2tTgs2to+YZYE1AGtg6qLFMXS4PxDOfVbiD94C27jdjA9hD75AzxjTy90WUIccxIcP4LjOO2CYjp9iFXrPVgymWTBggXU1NQwbNgwAIqLi5k3b17+fOvjjjsu3ypnwoQJx/wc5f2FVR0XDVlK3frlVJiriJTsOeAa1/BhlI5ElbcGxeLhqMMIOj6fLx8Wj8UoaU/iaIfnt87hV6ueYGeyFoCA6eea4RdzzbCLCX/EWs/OFvYEsbWDvyy3McnJ2PkRRwB/WRhbOwWtsbszDUVlRFEZMZjcZrWI1prGpGZroz6gwXljMjdj0pDUNCQ1H+xoP+0d8tJuyntvuCwPK4w+HCid3euIPXQLuqUWPH5CV/8Ez/BphS5LiE4hwbEN27bbBcVMJlPokjqN1pr169fnW+UsWLCATCbDjTfeyNe+9jUgt1bx9ttvp7KykpkzZ1JW1nmbELTWkNi975znuhWQrKUYKG5zXRYfe9RIdMlYSocdR7D/cNRhnk7i9/vzG1z6Wlhs66G1z3Lvyj8CYCmLywefw+dGXU6Zr7iwhdHmhJtIiMm3ncmie17FTuZewEy+7Ux8ET/N2TiXDTqrwJX2PEopSoKKkiCcUNV++UEsvd+Z3q3hsjam0UA8A6t2u6za3T5Q+qxcg/P9z/TuH1VYvXxjjr1tGfGHb0cnm1D+CKFrfo41qHPPZReikPp0cMxms+16KO4dWevN3nzzTf7+978zd+5ctm9vvybQMAzq6ura3XbTTTd1Sh1aa4jv2HfOc90KSNUfeKEVyPVObJ169hYNYaBx+Gvt/H5/fs2ix9P1U6/d0WWDzuahtc8wo3ISN4++ioGhykKXlJc/4cZJUzVtKGXjPn1EJ9yIwxP2KUZXmIyuaP89lrb3npiz92zvXLDc0aRxNKRt2FDvsqEe2jY4NxX0j+5bO7l3lLIqauDvBQ3O7Q2LiD36ZcgkUKFSwtfdi9n/SLrKCtFz9KnNMW17KPa2ZtsHo7Vm69at7XY1f//73+fBBx/Mv19RUZFvwH3qqadSVFR0kEc6NrUQ29Y+KKYbD7zQE2oXFCkajFJH1iw3EAjkw2JnT6v3VI2Zlm572ktv7uPYW9iuZtf+G3OaciEzfYgfr/1CrTu925zpXV1sEPH1jECZXT2P+OP/BnYaVVRJ+Lr7McsHF7osIQ7HEX2z9drgqLU+ICj25h6KezU2NjJ//vz8DuhYLMbbb7+d3+zx5ptvcv/99+fD4ujRoztlsbvWLrRshboV+6aeM80HXugNt+54HgNlYyE66IiDIuwLi5FIBNPsul3AonPsStblT7jZe3LMuVWnfuQJN6LwXK2pi+t8kNzb4Hxbk0vsEEvFi/z7+lG23ZhT2o0anGeWvkjiz98G18EoG0T4uvswigcUuiwhDlffDo59pYfi/hzHYdmyZcyZM4e5c+fy/vvvH/Dvfuihhzj55JM7tQ6t3VyD7b1BsX4FZGIHXuiNtjnneSxEqo8qKIKMLArRU2itaUrRLkju3ZhTn/jo30UBD3z/ogDVxYU9ri+96BmSz/0XaBejckQuNIblRYzokfpWO56+0kPxYLTW+VfetbW1XHHFFe3u9/l8TJ06NT+qOHTo0GNfg+tA88Z9U8/1q+BgrVF8xe2DYrjqqEcNlFIEAoH8BhcJi0L0DEopigNQHDA5bkD7GYFEJrd+su2mnK2NLrtjGq0hmc2d311Iqfl/JPWP/wXAHHg8oWt+jhHsnOU9QnRXPe43rm3bbNq0qVe3xtlfNptlyZIl+R3Ql1xyCddffz0AlZWVjB49mkwmkw+KU6dOPeZNq7Vr5852rl2+LyjayQMv9JfmTmXZ2x4n1P+YTC8ppQiFQoTDYUKhkExDC9HLBL2Kkf1MRvZr/72dsTU7mjW7Y27BNtRorUm/9htS//wVANbQKYSu/gnKFypIPUIUUo8Ljq7r9onQuGPHjnxQnD9/PrHYvmnfkpKSfHAE+OMf/0g4HD6mn1+7NjSu39cep34VOAf5ugf77Tu+r2wsBCuO2TokwzDahUXDKOwUlRCi63ktxeBSxeDSwnz/a61JvfB/pOc/CoA1aiahT/0A5ekbJ0oJsb8eFxz7gh/+8Ic88MADB9w+evRoZs6cyemnn97u9mMRGrWThca1+6aeG9Z8SFCsbJ16zo0oqmD5UX/utkzTJBQKEYlECAaD3WYxvBCi79GuQ/Kv/01m0TMAeE44j+DH/99hHTIgRG8jwbGANm/ezJw5c3jvvff40Y9+lA9Jo0ePBiAajXLKKacwa9YsZs6cSWXlse2zp50ses2zuR3PDWvAPUgfy9CANmsUx6A6YSeraZr501sCgYCERSFEwWk7S+Ivd5Fd+iIA3smXEbj4W6gj6CMrRG8iwbELJRIJFixYkJ+C3rRpU/6+z3/+84wZk+tJd8YZZ/DYY48xfvz4zt34YViw6ZX2/RTD1W3WKI5F+Us65VNblpXf3BIMyrFxQojuQ2dTxB//N+w1bwDgm34t/nO/JC9qhUCCY5dobGzkK1/5Cu+8884Bp9OUlpYyY8aMdps9ioqKmDRpUqfWlI3VElv7GkYyi3I9pFUIz6DphEafjyd8bKef97IsK982JxAIdMrnEEKIo6HTcWKPfgVn4yIA/GfejO+0z0loFKKVBMdjrKWlhTfffJPKykomTJgA5ILgmjVryGazGIbBxIkTmTlzJrNmzWLcuHFdvukjuWsltXPvRbtZlBUGwwTXIbluHi0b3qZ85q0EKo/NiRwejyc/DX2sd3oLIcSx5CaaiD9yO862ZQAELvw6vpOvKnBVQnQvEhyPktaaFStW5Kef3333XWzb5tJLL80HR6UUX/7ylwmHw5xyyimddqxfR2RjtdTOvRcAwxsmlsxQ15ykLOojHAij7TS1c++l//nfOeKRR6/Xmw+Le0+sEUKI7sxtqSX20C24u9eBMghceie+SZcUuiwhuh0Jjkfo7bff5umnn2bevHns2bOn3X0ej+eAKelPfOITXVneh4qtfQ3tZjG8Yd5ZtZt7/7o0f9+tFx/PSaMrcDMxYmtfp2Ti5R1+XJ/Plw+LXq+3M0oXQohO4TRsJ/7Qzbj1W8G0CH7iv/Aed3ahyxKiW5Lg2AGO47BmzZr85hWAZcuW8fTTT+ffHzhwYH7387Rp0wiFumdj2NiGN1CWn1gyw71/XYqpFF6PSSbrcO9fl3LPoBmEfH5iG+YdMjj6/f78BhcJi0KInsjZs4HYQ7eim3eBx0foyh/jGXlqocsSotuS4Pgh9uzZw7x585g7dy5vvPEGjY2NzJ07l4qKCgBmzZrFm2++mT+tZciQIT1i8bTOJFC+MHXNuVNfvB4z/3ciY1PXnCZUGUanD3LONLmwuHeDi8cjvcyEED2XvWMV8YdvRccbwBci/OmfYQ05sdBlCdGtSXBsZds2ixcvzofF5cuXH3DNokWLuOCCCwAYMWIEv/nNb7q6zKOmvEFwHcqiubWHmayTH3FUkLvddXLXtQoEAvmwKOdCCyF6A3vzEmJ/+FdIxVDBIkKfuReramyhyxKi2+vTKcC2bSzLQmuNbdt84QtfIJVK5e8PBoOceuqpzJw5kxkzZjBw4MACVntshIdOp2X1y4QDYW69+Hju/etSEhkbRW6NYzjgRWdiVIy/iIqKCiKRiJwLLYToVbJr3yL+2Ncgm0JFyglfdz9mxbBClyVEj9CngmM6neadd97J74A+7bTTuOOOO1BK4ff7mTp1Krt27cqvVTzxxBN73dq98IjTia19HW2nOWl0BfcMmkFdc5qyIh8VRUECpkOwtIQhZ1yDJ1Jc6HIBSMV2sXP18+xe9xJ2JoblDVMx/Bz6j7oIf/jYnqYjhOjdMstfJfHkv4OTxSipJnTdfZilPX9QQIiuorTWha7hsIwfP17/+c9/7tC1Wms2bdqUD4pvv/12uxHFkSNH8re//S3/fiaT6XVB8WD29nHEzRIKhQkG/YQ8gJNCmV76n3cnweoJhS4TgKadS1jx2t24TgbTE0AZFtq1cbJJDNPL2NPvpKh/96hVCNG9Zd57nsQz/w9cB6PfUMLX3YcRrSh0WUIUyhFtzOjVI46//OUv+elPf9ruNqUUJ5xwAjNmzGDWrFnt7usLodEwDCpGnETN8PtwNr5GbM3LuOkYhhkmOu4yosddiCfSPUbxUrFdrHjtblDg8UdpjqWpbWimvMRPNBzFsVOseO1uJn7sXhl5FAW3Kxnj75tX89LWtcTsDGHLyzkDR3DBoFFUBsKFLq/PSy/4E8m//RAAs2osoWt/gRHqnCNVhejNenxw1Fqzdu1a5s6dy/z58/nFL36RP85u4sSJAJSVlTFjxgxmzpzJ9OnTKS0tLWDFXc8wDEKhEJFIhFAotG/3d9Vw+p36ucIW9xF2rn4e18ng8Ud5893t/OT3i/L3ffWGyZxyYhXZVDM7V89myKQbClip6Over9vJ9xb/k6x28Jseoh4ftnZ5dtNyZm9exbcnncH4sv6FLrPPSs35PamX7wHAHDSR8DU/RfkjBa5KiJ6pR05VP/DAA7z55pv5KeidO3fm7//1r3/NaaedBuSmnlevXl2QY/0KzTTNfFgMBoM9olXQ/hY8eRVau8SSLp/79xcxzX09Jx1H87v/PpdwwEApg6lXPFbockUftSsZ4/Z5fwWl8JsW6ZYYyboGAmUl+CJhUo4NWvOLGRfLyGMX01qTevke0nMfBMAafjKhq36M8gYKW5gQ3UPfmKpet24dJ598Mo7jtLu9f//+zJgxg379+uVv83q9HH/88V1dYsGYpplvyN1Tw2JbdiaG5YtS29AMtO85mXRsahtSREJR7HRzIcsUfdzfN68mqx0ilp9tC95l4X0PggYUTLnleqqnnkhLJsXfN6/m+tGTCl1un6Fdl+Ts/yGz4EkAPOPOIviJ76Gs3r8kSYjO1OOCo+u6OI6Dx+PhpJNOyjfgHjFiRI8PSkfCsqx2YbE3sbxhtGtTXuIH2vecBCgv8aNdG8sroziicF7auha/6SHdEmPhfQ+iDBPT68HJZFl434OUjx2JPxTg5W1rJTh2Ee3YJJ75LtklzwPgmfgxgpfeiTJ73K88IbqdHvddVFlZybe+9S2mTZvW64JSR1mWlW/IvXc9Z29UMfwctq94hmg4yldvmMxPfr+IpGMDuTWO0bCPbKqZqrGXFbhS0ZfF7AxRj4+mugbQYHpzJyqZXg920iFZ10BROERLNl3gSvsGbWdIPPktsiteA8A77VMELvg6qo8tVxKis/S44BiNRjnjjDMKXUaX83g8hMNhIpEIfr+/0OV0if6jLmLn6tk4dopTTqzidyPLqG1Ite6q9uHYKQzTS/9RFxa6VNGHhS0vtnYJlJWAAieTzY84oiBQVoKtXcIemSLtbDqTJP7Y17DXvQ2Ab9bn8J91c5+cjRKis8hLsG7M6/VSWlrK4MGDGTp0KP369eszoRHAH65k7Ol3goZsqplwwGDowCjhgEE21Qwaxp5+p7TiEQV1zsARpJwsvkiYKbdcj3Yd7GQK7TpMueX63AYZO8vZ1SMKXWqv5iZbiD10az40+s/9EoGzb5HQKMQx1uNGHHs7n8+XX7Po8/kKXU7BFfWfwMSP3cvO1bPZve5F7HQzljdM1djL6D/qQgmNouAuGDSK2ZtXkXJsqqeeSPnYkQfsqvYYJhcMGlXoUnstN1ZP/OHbcHauAqUIfOxb+E66vNBlCdEr9ch2PB09Oaan8Pl8+TWLfaEJuSi8eHwXG9Y9z6aNL5LJxvB6wgweci5Dh19EKCRh/HDl+zi6Dn7Lg6UMbO2SsrN4DLNb9XGsi7u8vs7mzQ028SyEPHDKUIvThluUhXreJJTbtIvYQzfj1m4CwyT48f+Hd/wFhS5LiJ7giIbjJTgWiN/vz4dFj8dT6HJEH7Jn9xLenP9dXCeDZe07xtG2c8c4nnLqXfSrkGMcD9fek2Ne3raWWDZD2OPl7OrudXLMqt0O97+RxnbAZ4FpgONC2gbLhJun+xhdYRa6zA5z6rYQe+hmdOMOsLyEPvlDPGNmHfoDhRAgwbH7CwQC+Q0uliWrBETXi8d38cpLtwBgWX5aYhka6pOUlAaIhL3Ydu4s97POuU9GHnuZurjL3S/mnl+fpUjFGojV7yRc2h9/uIS0nftdcOe5/h4x8ujsWkvsoVvQsTrwBghd/RM8w6YWuiwhepK+0QC8pwkGg/k1ixIWRaFtWJc7xtHri7Jw0XZ+89vFoDUoxRc+P4kpk6vIpJvZsG42x4+XYxx7k9fX2dgOhHyK9Yte4tXffSPfqPzMz/2IYZPPIZ7WzFlnc9n47r1kxt66lPgj/4pONqH8EULX/gKr5oRClyVEn9D9X1b2MEopQqEQlZWVDB8+nIEDB1JcXCyhUXQLmza+iGUFaIll+M1vF2MYCn/Ag2EofvPbxbTEctPXmza+UOhSxTH25gYbnwWpWAOv/u4bKMPEEwihDJNXf/cNUrEGfBbM32AXutSPlN2wkNiDN+dCY6iU8Gd/I6FRiC4kaeYY2BsW944s9rVzsUXPkcnG8HqjNNQ3g9Z4vbkfAV6vSSqZpaE+SbgmSiYjxzj2NvEshL3QWL8TNFjeXGsvy+snm4wTq99JWU0x8UyBC/0I2VVziD9xB9gZVFEl4evuxywfXOiyhOhTJDgeob1hMRKJEAqFJCyKHsHryR3jWFIaAKXIZBy8XpNMxgGlKCkNoF0br6d7bOYQx07Ik9sIEy7tDwrsTArL68fOpEDlbndcCHbTvXqZD14k8dS3wXUwygYRvu4+jOIBhS5LiD5H0s5hMAyDSCRCVVUVI0aMoKqqikgkIqFR9BiDh5yLbSeJhL184fOTcF1NKpnFdTVf+Pyk1g0ySQYPOa/QpYpj7JShFmkb/OESzvzcj9CuQzYZR7sOZ37uR60bZODUod1vPCG96GkSf/73XGisHEn4c7+V0ChEgXS/nxDdjGma+ZHFYDAopxCIHm3o8ItYv/55bDvFlMlVjB5dfsCuasP0MnS4HOPY25w23GLOOpu0rRk2+RyqRv/zgF3VlgmzhnevXwup+Y+S+sdPADAHHk/o2l9gBKIFrkqIvkuGyg7CNE2Kioqorq5m2LBh9O/fn1AoJKFR9HihUCWnnHoXAJl0M6GAoqYmSiigyKRz6xpPOfUuacXTC5WFDG6enjuNKp7WWIFiymrGYAWKiadzrXhunu7rNq14tNYkX/1VPjRaQ0/KTU9LaBSioKSPYyvLsvKbW4LB4DF/fCG6k9zJMbPZtPGFNifHnMfQ4RdKaOzl6uIuc9bZzN9gk8jm1jSeOtRiVjc6OUZrTeof/0f6zUcBsEbPIvTJH6A8cgyrEMeQNAA/XJZl5U9vCQQCx+QxhRBCHDntOiSf+y8yi58FwDP+fIKX/SfK7Ka7doTouaQBeEd4PJ786S1+v7/Q5QghhGil7SyJv9xJdulLAHinXE7gY99EyQZEIbqNPhEcvV5vPiz6fDLVIYQQ3Y3Opog//m/Ya94AwDf9M/jP/VdZWy5EN9OpwVEpdT7wM8AEfqu1/sF+938auKP13Rhws9Z6ybH43D6fL79mUcKiEEJ0XzoVI/bHr+JsXASA/6xb8c26QUKjEN1QpwVHpZQJ3AucA2wF3lFKPae1Xt7msg3AaVrrBqXUBcCvgWlH+jl9Pl9+zaLX273PWhVCCAFuopH4w7fjbM/9aghc+A18J19Z4KqEEB+mM0ccpwJrtdbrAZRSjwOXAvngqLWe3+b6t4CBh/tJ/H5/Pix6PLJ4Wgghegq3ZQ+xh27F3b0OlEHgX+7Ed+IlhS5LCPEROjM4VgNb2ry/lY8eTfwc8PeD3aGUuhG4EaC6uppAIJBfs2hZfWKZphBC9CpOwzbiD96M27ANTIvgJ/4b73FnFbosIcQhdGbqOtjilIP2/lFKnUEuOM442P1a61+Tm8ZmypQpuqam5ljVKIQQoos5ezYQe+gWdPNu8PgIXfljPCNPLXRZQogO6MzguBVom/AGAtv3v0gpNR74LXCB1rquE+sRQghRYPb2FcQfvg2daARfiPA1P8MafGKhyxJCdFBnNsd6BxiplBqqlPICVwLPtb1AKTUI+AtwrdZ6dSfWIoQQosDsTe8S+/1N6EQjKlhM+IZfSWgUoofptBFHrbWtlLoNeIFcO54HtNbLlFJfbL3/l8BdQBlwX2vbBVtrPaWzahJCCFEY2bVvEn/sa5BNoyL9CF93H2bFsEKXJYQ4TD3uyMEpU6bohQsXFroMIYQQHZRZ/iqJJ/8dnCxGSTWh6+/HLKkudFlC9HVy5KAQQojuJfPe8ySe+X/gOhj9hhG+7j6MaL9ClyWEOEISHIUQQnSK9II/kfzbDwEwq8YSuvYXGKGSAlclhDgaEhyFEEIcc6k5D5B6+V4AzMEnEv70/6H8kQJXJYQ4WhIcheiDdGML9sKVuO+uRqcyKL8X48RRWFPGoIrll7s4clprUi/9gvS8hwCwRpxK6Mr/QXkDBa5MCHEsSHAUoo9xN2wn+8QraNsBjwUBH9pxcd5ahrtwJZ5PnYUxtKrQZYoeSLsuyed/QOadpwDwHHc2wcu/h7LkOFgheovO7OMohOhmdGNLLjRqUAEfjZkkK3dtozGTRAV8aE3u/saWQpcqehjt2CSe/k4+NHpPvITgFf8toVGIXkZGHIXoQ+yFK9G2gwr4eHHlEr7x3CO5g0AV/OiSazl3zAR0Mo29cCWes08qdLmih9B2hsST3yK74jUAvCdfSeD8r6EMGZsQoreR72oh+hD33dXgsWhIxPjGc49gKoOQz4epDL7x3CM0JGLgsXLXCdEBOp0g/ocv5UOj7/QvELjg6xIaheil5DtbiD5EpzJgGuxsbgQNfk9uGtHv8aC1zt1uGrnrhDgEN9lM7OFbsdcvAMB/7pcInPlFWk8CE0L0QjJVLUQfovxetOPSP1oMClLZLH6Ph1Q2i1Iqd7vjovzeQpcqujk3Vk/s4Vtxd64GpQhc/O/4pny80GUJITqZjDgK0YcYJ46CrE1JMMyPLrkWR7vE0ikc7fKjS66lJBiGrJ27TogP4TbtJPa7z+dCo2ES/MR/SWgUoo+QEUch+hBryhjchSvRGZtzx0zgpEHD2dncSP9oMSXBMDpjoywTa8qYQpcquimnbguxB7+IbtoJlpfQp36IZ/SsQpclhOgiMuIoRB+iiiN4PnUWSoFOpin2BhhTWU2xN4BOplGK3P3SBFwchLNrDbHffS4XGr1BQtf8XEKjEH2MjDgK0ccYQ6vwfvFf9p0ck0znTo45+Tg5OUZ8KHvLB8T/8K/oZDMqECV0zc+xak4odFlCiC4mwVGIPkgVR3J9GqVXo+iA7Pp3iP/xK5BJosJlhK+7F7NyZKHLEkIUgARHIYQQHyq7ag7xJ+4AO4Mq6k/4+vsxywYVuiwhRIFIcBRCCHFQmQ9eJPHUt8F1MMoGE77uXoziAYUuSwhRQBIchRBCHCC98C8k//rfoDVG/1GEP3MPRris0GUJIQpMgqMQQoh2Um88QuqFnwJgDjyB0LU/xwhEC1uUEKJbkOAohBACAK01qX/+ivRrvwHAGjaV0FX/i/IFC1yZEKK7kOAohBAC7bok//ETMm89BoA15jRCV3wf5fEVuDIhRHciwVEIIfo47Tokn/svMoufBcAz/gKCl30HZXoKXJkQoruR4CiEEH2YtrMknvo22WUvA+A96XICF30TZcjBYkKIA0lwFEKIPkpnksSfuAN7zRsA+GZch/+c21FKFbgyIUR3JcFRCCH6IJ2KEXv0KzibFgPgP+tW/Kd9tsBVCSG6OwmOQgjRx7jxBuKP3I6zfQUAgYvuwDftkwWuSgjRE0hwFEKIPsRt3kPsoVtw96wHZRC87Dt4J36s0GUJIXoICY5CCNFHOA3biD94M27DNjAtgld8H++4MwtdlhCiB5HgKIQQfYCzez2xh25Bt+wBj4/QVf+LZ8QphS5LCNHDSHAUQohezt6+gvjDt6ETjeALEb7mZ1iDTyx0WUKIHkiCoxBC9GL2pneJ/eFLkI6jgsWErrsXa8CYQpclhOihJDgKIUQvlV0zn/jjX4dsGhXpR/j6+zH7DS10WUKIHkyCoxBC9EKZ5a+SePJb4NgYJdWErr8fs6S60GUJIXo4CY5CCNHLZN79K4lnvgvaxeg3jPB192FE+xW6LCFELyDBUQghepH020+QfP5/ADCrxhG69ucYoZICVyWE6C0kOAohRC+gtSY95/ekXrkXAHPwJMKf/j+UP1zgyoQQvYkERyGE6OG01qRe+gXpeQ8BYI2cTujK/0F5/AWuTAjR20hwFEKIHky7Lsnnf0DmnacA8Bx3NsHLv4eyPAWuTAjRG0lwFEKIHko7WRJP/yfZ9/8BgHfSpQQu+Q+UYRa4MiFEbyXBUQgheiCdTRN/8lvYK18HwHfK1fjP+wrKMApcmRCiN5PgKIQQPYxOJ4j/8avYG94BwHf6F/CfcRNKqQJXJoTo7SQ4CiFED+Imm4k/8q84Wz8AwH/eV/BPv6bAVQkh+goJjkII0UO4sTpiD9+Gu3M1KEXgkv/AN/myQpclhOhDJDgKIUQP4DbuIPbQrbh1m8AwCV5+N94Tzit0WUKIPkaCoxBCdHNO3WZiD96MbtoJlpfQp/4Hz+iZhS5LCNEHSXAUQohuzNm5htjDt6JjdeANErr6J3iGnVTosoQQfZQERyGE6KbsLR8Qf+R2dKoFFYgSuvYXWAOPL3RZQog+TIKjEEJ0Q9n17xD/41chk0CFywhfdy9m5chClyWE6OMkOAohRDeTXTWH+BN3gJ1BFfUnfP39mGWDCl2WEEJIcBRCiO4k8/4/SPzlLnAdjLLBhK+/D6Oof6HLEkIIQIKjEEJ0G+mFfyH51/8GrTH6jyL8mXsxwqWFLksIIfIkOAohRDeQmvcwqRd/BoBZM4HQNT/DCEQKXJUQQrQnwVEIIQpIa03q1ftJv/47AKzh0whd9b8ob6DAlQkhxIEkOAohRIFo1yX5j/8l89bjAHjGnk7wiu+jLG+BKxNCiIOT4CiEEAWgHZvkc98j8+5fAfBMuJDgv3wHZcqPZSFE9yU/oYQQootpO0Piz98mu/wVALwnfYLARXegDKPAlQkhxEeT4CiEEF1IZ5LEH/8G9to3AfDNvB7/2behlCpwZUIIcWgSHIUQoovoVAuxR7+Cs+ldAPxn34Z/1g0FrkoIITpOgqMQQnQBN95A/JHbcbavACDwsTvwTf1kgasSQojDI8FRCCE6mdu8m9hDt+LuWQ+GSfBfvoN34kWFLksIIQ6bBEchhOhETv1W4g/dgtuwDUwPwSv+G++4MwtdlhBCHBEJjkIIcQy4TbvILHmezNKX0KkYyh/GGjKZ7NIX0bE68PgIXfW/eEacUuhShRDiiElwFEKIo2RvXkLi2bvRdgblDaACUXQ6RubtJ0C74A0QvvYerMETC12qEEIclU5tGqaUOl8ptUoptVYp9c2D3K+UUj9vvf99pdSkzqxHCCGONbdpF4ln7wbACERpTLls2rEHt35bLjQqAxUswSgeUOBKhRDi6HVacFRKmcC9wAXAOOAqpdS4/S67ABjZ+udG4P7OqkcIITpDZsnzuZFGj5+Xl23nzsfm0c/eg0KTchVG+RBQisyS2YUuVQghjlpnjjhOBdZqrddrrTPA48Cl+11zKfCwznkLKFZKyctyIUSPkVn6EsoboCGeZvaClfz4vAH4LYOtTVmufHwDjRlQ3gCZpS8WulQhhDhqnRkcq4Etbd7f2nrb4V6DUupGpdRCpdTCPXv2HPNChRDiSOlUDAyLXc0ptjZnSdou6xsyfPmFnWyP2exqToFh5a4TQogerjM3xxzs/Cx9BNegtf418GuAKVOmHHC/EEIUivKHwbWpjPpZ35Dh9ue305TR7I5lUUBl1A+unbtOCCF6uM4ccdwK1LR5fyCw/QiuEUKIbst7/DnoTJKSkI8fXDGZlbVptjdncFzND66YTEnIh84k8R5/bqFLFUKIo9aZI47vACOVUkOBbcCVwNX7XfMccJtS6nFgGtCktd7RiTUJIcQx5Z1wEZkls9HZFGcfV8VLQ8rY1ZyiMurPhcZsCmV58U64sNClCiHEUeu0EUettQ3cBrwArAD+pLVeppT6olLqi62XzQbWA2uB3wC3dFY9QgjRGYyiSoKX3gmAm2ym2G8wun+UYr+Bm2wGIHjpnRhFlYUsUwghjgmldc9aMjhlyhS9cOHCQpchhBDt5E6OmU1m6Yv5k2O8x5+Ld8KFEhqFEN3RwfaZHPqDJDgKIYQQQvQ5RxQcO/XkGCGEEEII0XtIcBRCCCGEEB0iwVEIIYQQQnSIBEchhBBCCNEhEhyFEEIIIUSHSHAUQgghhBAdIsFRCCGEEEJ0iARHIYQQQgjRIRIchRBCCCFEh0hwFEIIIYQQHSLBUQghhBBCdEiPO6taKdUCrCp0HaJTlAO1hS5CdAp5bnsveW57N3l+ey+/1vr4w/0gqzMq6WSrtNZTCl2EOPaUUgvlue2d5LntveS57d3k+e29lFILj+TjZKpaCCGEEEJ0iARHIYQQQgjRIT0xOP660AWITiPPbe8lz23vJc9t7ybPb+91RM9tj9scI4QQQgghCqMnjjgKIYQQQogCkOAohBBCCCE6pNsGR6XU+UqpVUqptUqpbx7kfqWU+nnr/e8rpSYVok5x+Drw3H669Tl9Xyk1Xyk1oRB1isN3qOe2zXUnKaUcpdQnurI+ceQ68twqpU5XSr2nlFqmlHq9q2sUR6YDP5OLlFJ/VUotaX1ubyhEneLwKaUeUErtVkot/ZD7DztLdcvgqJQygXuBC4BxwFVKqXH7XXYBMLL1z43A/V1apDgiHXxuNwCnaa3HA3cji7N7hA4+t3uv+yHwQtdWKI5UR55bpVQxcB9widb6OOCKrq5THL4Oft/eCizXWk8ATgf+Vynl7dJCxZF6EDj/I+4/7CzVLYMjMBVYq7Ver7XOAI8Dl+53zaXAwzrnLaBYKTWgqwsVh+2Qz63Wer7WuqH13beAgV1cozgyHfm+BbgdeArY3ZXFiaPSkef2auAvWuvNAFpreX57ho48txqIKKUUEAbqAbtryxRHQms9h9zz9WEOO0t11+BYDWxp8/7W1tsO9xrR/Rzu8/Y54O+dWpE4Vg753CqlqoHLgF92YV3i6HXk+3YUUKKUek0ptUgp9Zkuq04cjY48t/cAY4HtwAfAl7TWbteUJzrZYWep7nrkoDrIbfv3DerINaL76fDzppQ6g1xwnNGpFYljpSPP7U+BO7TWTm7wQvQQHXluLWAycBYQAN5USr2ltV7d2cWJo9KR5/Y84D3gTGA48JJSaq7WurmTaxOd77CzVHcNjluBmjbvDyT3SudwrxHdT4eeN6XUeOC3wAVa67ouqk0cnY48t1OAx1tDYzlwoVLK1lo/0yUViiPV0Z/JtVrrOBBXSs0BJgASHLu3jjy3NwA/0LnGz2uVUhuAMcCCrilRdKLDzlLddar6HWCkUmpo6wLcK4Hn9rvmOeAzrTuCTgaatNY7urpQcdgO+dwqpQYBfwGuldGKHuWQz63WeqjWeojWegjwZ+AWCY09Qkd+Jj8LzFRKWUqpIDANWNHFdYrD15HndjO5kWSUUpXAaGB9l1YpOsthZ6luOeKotbaVUreR23VpAg9orZcppb7Yev8vgdnAhcBaIEHuFZHo5jr43N4FlAH3tY5M2VrrKYWqWXRMB59b0QN15LnVWq9QSv0DeB9wgd9qrQ/aAkR0Hx38vr0beFAp9QG5qc07tNa1BStadJhS6jFyO+HLlVJbge8AHjjyLCVHDgohhBBCiA7prlPVQgghhBCim5HgKIQQQgghOkSCoxBCCCGE6BAJjkIIIYQQokMkOAohhBBCiA6R4CiE6DOUUo5S6j2l1DKl1BKl1FeVUof1c1Ap9aBS6hOtb/9WKTXuCOqYqJS6sM37lyilvnm4jyOEEF2tW/ZxFEKITpLUWk8EUEpVAH8Eisj1NjtsWuvPH2EdE8mdojO79XGe48Cmy0II0e3IiKMQok/SWu8GbgRuaz01wVRK/Ugp9Y5S6n2l1E0Arffdo5RarpR6HqjY+xhKqdeUUlNa3z5fKbW4dSTzldbbpiql5iul3m39e3Tr6RzfBT7VOvr5KaXU9Uqpe1o/ZrBS6pXWGl5pPUlp70jnz1sfZ/3eUU8hhOhKMuIohOiztNbrW6eqK4BLyR23dZJSyge8oZR6ETiR3BFrJwCVwHLggbaPo5TqB/wGmKW13qCUKm29a2XrbbZS6mzgv7XWlyul7gKmaK1va/3469s83D3Aw1rrh5RSnwV+DvxL630DgBnkzgl+jtyxjUII0WUkOAoh+jrV+ve5wPg2I3lFwEhgFvCY1toBtiulXj3IY5wMzNFabwDQWte3eYyHlFIjAU3rUV+HcArw8da3HwH+p819z2itXWB565nBQgjRpSQ4CiH6LKXUMMABdpMLkLdrrV/Y75oLyYW+j3yoD7nmbuCfWuvLlFJDgNeOoMy2j5ve73MKIUSXkjWOQog+qXV6+ZfAPVprDbwA3KyU8rTeP0opFQLmAFe2roEcAJxxkId7EzhNKTW09WP3TlUXAdta376+zfUtQORDSpsPXNn69qeBeUfwzxNCiE4hI45CiL4koJR6j9yUsU1uKvgnrff9FhgCLFZKKWAPubWFTwNnAh8Aq4HX939QrfUepdSNwF9a10zuBs4hN838kFLqq0DbKe5/At9sreX7+z3cvwIPKKW+0VrDDUf1LxZCiGNI5V5oCyGEEEII8dFkqloIIYQQQnSIBEchhBBCCNEhEhyFEEIIIUSHSHAUQgghhBAdIsFRCCGEEEJ0iARHIYQQQgjRIRIchRBCCCFEh/x/CtBQIqSUmY4AAAAASUVORK5CYII=\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAo4AAAHVCAYAAAB/r3pJAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3gc1b3w8e+Z2a7dVS9WcZFcsTHY2Mam956EkIT0AMlNLun1JTftpt80Um9CerkJKZAChGLANNuAce/dsmQ1q5fV9p2Z8/4xI3klS7Yk2xjM+TyPHu1OOXNmZstvTxVSShRFURRFURTleLTTnQFFURRFURTl1UEFjoqiKIqiKMqYqMBRURRFURRFGRMVOCqKoiiKoihjogJHRVEURVEUZUxU4KgoiqIoiqKMiQocFUVRTgMhxGVCiKas5zuFEJedguMsF0LcdrLTVRTltUkFjoqinHZCiHohREIIERVCtAoh/iCECA7bJsdZ/9go+191CvM3VQghneNHhRBtQohHhBBXn6xjSCnnSimfO5E0hBBfEULcOyzd66WU/3dCmVMURXGowFFRlFeK10kpg8C5wALgc8PWvxlIAdcIISa9zHkbkOfk8RxgBfCAEOL205QXRVGUl50KHBVFeUWRUrYCT2AHkNluA34BbAPeOZa0hBDlTklmQdayBUKITiGEWwgxXQixUgjR5yy7b6x5lFL+GPgK8B0hhJZ1vH8KITqEEHVCiI9lHdfvlKT2CCF2AYuH5XWw1FQIoQshPi+EqBVC9AshNgohqpx1PxZCNAohIs7yi53l1wGfB97qlIpudZY/J4T4D+exJoT4ohDikBCiXQjxRyFErrNuoFT1NiFEg3M9vjCW66EoymuHChwVRXlFEUJUAtcDB7KWTQYuA/7s/L1nLGlJKVuANcCbsha/A/iHlDIDfB14EsgHKoH/HWd2/wWUALOc4PFhYCtQAVwJfEIIca2z7ZeBGufvWuxAeDSfAt4O3ACEgfcCcWfdeuygugD4C/B3IYRPSvk48D/AfVLKoJTynBHSvd35uxyoBoLAT4dtcxEwy8n/fwsh5hzvIiiK8tqhAkdFUV4pHhRC9AONQDt2oDXgPcA2KeUu4K/AXCHEgjGm+xfsIAwhhADe5iwDyABTgHIpZVJK+fw489zi/C/ALkEsllJ+TUqZllIeBH7tHA/gVuCbUspuKWUj8JNjpPsfwBellHulbauUsgtASnmvlLJLSmlIKb8PeLEDvbF4J/ADKeVBKWUUuznA24QQrqxtviqlTEgpt2IHwSMFoIqivEapwFFRlFeKm6WUIeySxdlAUda692CXNA6UIq7k2CV22f4BLBNClAOXABJY7ay7CxDAOqdX83vHmecK5383TgAqhOgd+MOuOi51tinHDooHHDpGulVA7UgrhBCfFkLsdqrXe4Fchl6rYykfdtxDgCsrjwCtWY/j2KWSiqIogAocFUV5hZFSrgT+ANwNIIS4AJgBfM7pcd0KnA+8fVhJ2Wjp9WJXR9+KXU39VymldNa1SinfL6UsB/4TuEcIMX0c2X0jdunoXuygsE5KmZf1F5JS3uBsexg7IBww+RjpNmJXaQ/htGf8rHMu+VLKPKAPO/gFOyg+lhbsADc7DwbQdpz9FEVRABU4KoryyvQj4GohxLnYJYsrgLOw2/adC8wDAthtIcfiL9illm/iSDU1Qoi3OG0qAXqwAy/zeIkJIUqFEB/Brk7/nJTSAtYBESHEZ52OMLoQYp4QYqATzP3YwW++c8yPHuMQvwG+LoSYIWzzhRCFQAg70OsAXEKI/8ZuAzmgDZg60FlnBH8FPimEmOYMdzTQJtI43jkriqKAChwVRXkFklJ2AH8EvoRduva/TungwF8d8CfGXl39b+xSyzan7d6AxcBaIUTU2ebjTtqj6RVCxIDt2B1X3iKl/J2TZxN4HXZgWwd0YgeAuc6+X8WuGq7DLgH90zGO8wPsQPNJIAL8FvBj9zZfDuxz0koytPr7787/LiHEphHS/Z1z3FVOPpIcO4BVFEUZQjg1NoqiKIqiKIpyTKrEUVEURVEURRkTFTgqiqIoiqIoY6ICR0VRFEVRFGVMVOCoKIqiKIqijIkKHB3Z88SOsO4yIUTTqTzGCNvKgfHkhBC/EEJ86USPP8Ix3imEePIkpTWY39caZ07h35yCdG8XQjyf9TwqhKg+2cc5Th6EEOL3zvzK68a4zx+EEN841Xk73ZzzvP0kpznknp9O2XNcj7DuK0KIe53Hk53Xpv7y5lAZcDI/y4elO+S7zxkk/7KTfZwTdbzzP953+Kn6jj1THXfwXOX0k1LeeYrSHZj3d1yEEM8B90opT3qw9Gokpfyfl+k4p2MGj4uAq4FKKWVs+EoncPoPKeVFL3fGlFcGKWUDanaZ02qin+UTOM7cU32MiRh+/kIICcyQUh4Yfa8h+0/4O1YIUY/9GfhU1rLbOYM/F1WJo/KKNpaZQU5neq8BU4D6kYLGVxp1b0f3Wr42J3ru6jNIeSV4Jb1uVOA41GIhxC6nWu73QgjfSBsJIf5LCFErhOh3tn/jsPXvd+aSHVi/cIQ0Zgsh6oQQbzteprKr/gaK3J35atuFEIeFEHdkbesVQtwthGgQQrQ5RfD+UdIdrBZzqiR/6KTZJ4TYJoSYN8I+3wQuBn7qVE/9NGv1VUKI/c71+5kQQmTt917nmvQIIZ4QQkwZnraz3VSn2vt9QogG4Jnj7S+EuEYIsdfJ9z1CiJUDVWzOOb7gnFs38JVjXSMhRJEQ4hFhzzXcLYRYLZxZOIQ9I0izc1/3CiGudJYPVts5z1/vVOn0Cru6b07WunohxGec69snhLhvtNfZCNcmu/nCH5xr/KiTn7VCiJqsbWcLIVY457BXCHHrMdItF0L829n2gBDi/c7y92EPYL3MuddfHbbfHOAXWet7s1bnn6S8TRNCrHLSeco554Eq0qNeK0IITQjxRSHEIee1/EchRK6z/VHVVSKr+YhzH//h3JN+IcQmIcQ5x7wpxyCEuEgI8aLzOmgUTrW2ECLXyVeHk88vilFmehFCXCCEWO+8VtYLe/rFo/Kelf9Rr42z/Fjvo6uFEHucY/2UI9MYHu88B47lcp4/J4T4urDfd/1CiCeFEEVZ2y/Nui5bRVbVp7Dfrwed/eqEEO8c5ZhLhBBrnDQOCyF+KoTwZK2XQogPCyH2A/udZTcJIbY4+7wohJh/jHMa1/5CiIVCiM1Ovv/uvIaGf2Z/VtjTZf7eeZ0OfI90CSHuF0IUONv7hBD3Ost7nfteeqzrI45u1nKs180x78+xjPB+ud95LfcL+zNvUda25UKIfzqv8zohxMeG3b8NQoiIsD+DfzDK8VYKId7kPL7IuS83OM+vEkJsGX7+QohVzu5bhf259Nas9Eb73hzzd+x4Hed+5gohfusco1kI8Q3hNPkQI3x3TTQPJ52UUv3Zg6DXAzuw55ItAF4AvuGsuwxoytr2LUA5duD9ViAGTMpa14w9I4UApgNTso5xFbAQaABuOkZ+JDDdefyHYXkxgK8BbuzZK+LY89aCPVXbv51zCAEPA98a5Ri3A887j68FNgJ5Tr7nDJzTCPs9h10MPzy/jzj7T8aeEu06Z93NwAEnTRfwReDFUdKe6qT1RyAHe7aMUfcHirBn1rjFWfdxIDOQP+ccDezZMVxOeqNeI+Bb2MGQ2/m72Lkes7Bn6CjPymeN8/gr2FX3ADOd18PVzv53OXn3ZL0G1mG/fgqA3cCdx7s/o7wmuoElznn9Gfibsy7HyesdzrqF2LOYzB3lOCuBewAf9qwnHcCVI+XheHk8BXlbgz1ntQe72jySda2ncvRr5b3O9a7Grj79F/Cnkd7H2e/JrPuYAd7s3LvPYM+u4h4lb38Abh9l3WSgH3i7k1YhcK6z7o/AQ9ivvanYs8C8b4T3ZAH2NIjvdq7V253nhcPzPsLrcKRrczPHfx8NnPsnsd83/zHK+Y10LFfW50Mt9nvB7zz/trOuAujC/tzSsN8nXUCxk88IMMvZdhKjvy7OA5Y65zEV+330iWHvlRXONfRjv87asec417FnHKoHvMf4/B3T/tivzUPYnz1u7M+iNEd/Zn/H2d4PfAJ4Cah0lv0Sew51sOdMfxh7Sk3dOdfwsa4P43vdjHp/RrgOlzH0u6+eoe+XpHMvdezPzpecdRr298l/O9enGjgIXJv1vn638zgILB3l+F/DnjUK4PNOvr+Tte7Hx/usHHYPRvve/MMI92vEbUfI4+A1GelzcbT76ax70Ln3OUAJ9nfDf4723TXa5/DL/XfaM/BK+XNu/p1Zz28AarNeSE3H2HcL8Abn8RPY05aNdoyvAk3A5cfJz7ECxwTOh7SzrB37Q1RgBy01WeuWAXWjHCP7xX0F9hfYUkA7Tt6eY+TA8aKs5/cD/+U8Xo7zxeg815w34pQR0p7qpFWdtWzU/bHnH16TtU5gBybZgWPDsPWjXiPsD4uHyPrQcZZPd67zVQwLJBj6Jfol4P5heW0GLst6Dbwra/13gV8c7/6M8pr4zbDX6x7n8VuB1cPS+iXw5RGOUYU9N3Moa9m3gD+MlIfj5fEk520y9gdnIGvZvRwdsGS/Vp4GPpT1fBZ2MOhibIHjS8Pu3WHg4lHO/Q+MHjh+DnhghOU6kALOylr2n8BzI7wn3w2sG7b/moFjMrbAcTzvo+xzF9ifUxMNHL+Yte2HgMedx5/FCeSz1j+BHYjlAL3Y84mP60sSOxB7IOu5BK7Iev5z4OvD9tkLXDpKemPeH7gE+z0ustY9z9DP7DTgy1q/G+fHmfN8Ekdep+8FXgTmDzveqNdnnK+bUe/PCNfhMo4dOD6Vte4sIOE8Pp+sz92s98TvncersL8Li45zX68EtjmPHwf+gyPB6UrgluHnn3X/hgeOI35vZr2Xj/sdO0oeB6/JKPdjtPtZiv1Z4M9a9nbg2aw0GkY65un+U1XVQ2XP+XoIu1ToKEKI92RVWfQC87B/sYP9RVx7jGPcif0r/9kTyGeXlNLIeh7H/tVWjP2rZmNW3h53lh+TlPIZ4KfAz4A2IcSvhBDhceardYQ8gf3F9OOsPHVjfzFVHCOt7HtxrP3Ls7eV9jtueO+57LSOd42+h10q86RTJfRfTroHsL+cvgK0CyH+JoQY6fVRjv3aGciP5Rw/+1xHu07jdazrff7A+Tnn+E6gbJT8dksp+7OWHeLY9+blzls8a1njCNtlLxty/Z3HLuwP6bHIfi1Z2K+lET8HjmO0z4EijpRQZedxpOs9/FyOte1oTuR9NNK1Hqtj3f+3DLv/F2HXbsSwf1jcCRwWdlOH2SMlLoSYKewmJa1CiAjwPxz5DB4w/Nw/Pey4VRz73o51/3Kg2blmI+0L0CGlTA5L74GstHZj/4ArxZ5L/Angb0KIFiHEd4UQ7nFcn7G8bk7VZ5BP2E0WpgDlw67X5znyPnwfdonnHqfq9qZR0l8DzHSqds/FLkGvcqrWl2AHoGM12vfmiW5rYJdMZnNj/xCAUe4n9jVyY9/LgWv0S+ySxwEn8h48ZVTgOFRV1uPJQMvwDYTdJujXwEewi/7zsKu4B9oDNQI1w/fLcicwWQjxw5OR4WE6sX8pzZVS5jl/uXKMvXGllD+RUp4HzMV+U/+/0TYdZ74asYvf87L+/FLKF4+VnTHufxi7ugew22pmPx8hrWNeIyllv5Ty01LKauB1wKeE05ZRSvkXafeSm+Kk+Z0R8t3irM/OTxV2icTLpRFYOex6BaWUHxxh2xagQAgRylo2mbHndyKvhbHm7bCTt0DWsqoRtsvOw5Drz5FSyzbskubBtJy2RMN/VFVlrdewX0tHfQ6MwWifA53YXyjD8zjS9R5+LsO3HXI+jBx8j+d9lH3ugpGv9YlqxC5xzM5DjpTy2wBSyieklFdjl8Dtwf6sHcnPnfUzpJRh7KBkeJvM4ef+zWHHDUgp/3qMvI51/8NAhXPNBgy/dsPfJ43A9cPS80kpm6WUGSnlV6WUZwEXADdhlwiP9foc73XzcmjErsXJPr+QlPIGACnlfinl27GDpO8A/xBC5AxPxPnRuBG7GcAOKWUau/TuU9g1gp0v1wkdQwN2qXu2aTjB+zHuZyN2iWNR1jUKy6E918f7+fqyUIHjUB8WQlQKu5Hy54H7RtgmB/tmdgA4jWazO5H8BviMEOI8YZsuhnYE6QeuAy4RQnz7ZGbeKSH5NfBDIUSJk78KIcS1x9tXCLFYCHG+80soht12xRxl8zbsNitj9Qvgc0KIuc6xcoUQbzlJ+z8KnC2EuNn5pfthRv4CBY5/jYTdAH668yUQwb4GphBilhDiCiGEF/vaJBj5+twP3CiEuNK5lp/G/nA4VpB8sj2C/Sv93UIIt/O3WGR10hkgpWx08vYtYTfino9dGjDWoT3agEqR1THhJObtELABu0OTRwixDDuYP5a/Ap8UdqeaIHZJ1H1O6cE+7BKRG51780Xs9mXZzhNC3OK8lj6Bfe9eGuO5ZfszdmexW4UQLiFEoRDiXCmlif0a+aYQIuR8NnwKuwp+uMewr9U7nDTeil0d+IizfgvwNucaLsJun3gsx3sfzc06949xjPfRCbgXeJ0Q4lohhO685i5zPndLhd2xLAf7ukcZ/TMohP3+jDqlbiP98Mj2a+BO5zNOCCFynNdB6Dj7jWX/NU4+P+Lcpzdgl4Ydyy+wXwNTAIQQxc5+CCEuF0Kc7fywiWD/0DDHcX2O97p5OawDIsLuEOR37vU8IcRiACHEu4QQxc7nca+zz2j3eiV2Qc1K5/lzw56PZLzfUSfiPuATwu70J5z34nuBv8Ho91NKeRh4Evi+ECIs7A5TNUKIS1+mfE+YChyH+gv2jTzo/B01iLGUchfwfewPizbgbOyONAPr/w5800mrH7vxa8GwNHqxG4VfL4T4+kk+h89iV7W+JOwqnKew23kdTxj7w7EH+5dSF3anhJH8GHizsHtm/uR4CUspH8D+Vfk3J087gOvHkKfj7u/84nwLdlvBLuwPyA3YH6yjOdY1muE8j2Lf43uklM9hBxjfxi4xasX+pfz5EfK6F3gX8L/Otq8DXuf8Un5ZONXO1wBvwy59aOVIw/yRvB37F3ML8AB2e8MVYzzcM8BOoFUIcdxf/xPI2zux26B2Yb8f7+PY9/Z32FVDq7A7tiSxG5cjpezDbs/1G+zSlxhHN2t4CLs6sAe7rdgtUsoM4yTtsQ1vwP7h0I0d5J3jrP6oc+yD2G3h/uLke3gaXdilE5/GPv+7sDvUDVznL2GXavZgtxf7y3HyNJb30bedY80g63PtZHF+qLwB+73TgV3q8v+wv4s07HNtwb5ml2Lfr5F8BngH9mfsrxn5R372cTcA78dujtOD/f6/fRz5HnV/5719C/YPrl7s9/8jHPt1+mPsDnpPCiH6sX+cnO+sKwP+gR1k7MYOkO5ljNdnDK+bU875gfQ67OrlOuzPwt8Auc4m1wE7hRBR7GvxtmFV+dlWYv9QWDXK85F8Bfg/YVcBjzpqw0nya+D32B1g+rCr078gpXzcWT/a/QS75NED7MJ+Xf0DuzT5FU1I+YosCVWUCRF29WIT8E55Yu1IlVcgIcR92B1tvnwK0v4KdoP6d41x+z9gd2r5w8nOi/LqJoRYi93p7fenOy+KcrKpEkflVc+p9spzqpEH2jpNpHpReYVxqrFrnGqc67BLqx48zdlSlCGEEJcKIcqcquHbgPnYne4U5YzzihmJXFFOwDLsarqBIv+bpZSJ05sl5SQpwx6LsRC7JPmDUsrNpzdLgx7EHopDUWZht10NYvemf7PThk1RzjiqqlpRFEVRFEUZE1VVrSiKoiiKoozJq66q+rrrrpOPP66ajiiKoiiKopyAMc1HP9yrrsSxs/OVMN6noiiKoijKa8+rLnBUFEVRFEVRTg8VOCqKoiiKoihjogJHRVEURVEUZUxU4KgoiqIoiqKMiQocFUVRFEVRlDFRgaOiKIqiKIoyJipwVBRFURRFUcZEBY6KoiiKoijKmKjAUVEURVEURRkTFTgqiqIoiqIoY6ICR0VRFEVRFGVMXKc7A4qiKIqiKMqp1xaPs7yhgaeaGtnf13dw7ZveXD3eNFTgqCiKoiiKcobb1tXJNzduJGNZ+HQXQPdE0jllVdVCiN8JIdqFEDtGWS+EED8RQhwQQmwTQiw8VXlRFEVRFEV5rWqLx/nmxo0AhNwerFiM2MGDvomkdSrbOP4BuO4Y668HZjh/HwB+fgrzoiiKoiiK8pq0vKFhsKSxad06ln/yk+y/+/s1E0nrlAWOUspVHLsY9A3AH6XtJSBPCDHpVOVHURRFURTlteippkZ8uotUfz97nn+eGV/9CrrXY00krdPZq7oCaMx63uQsO4oQ4gNCiA1CiA0dHR0vS+YURVEURVHOBNFMBpcQJLq7CZ+3ED0nZ8Jpnc7AUYywTI60oZTyV1LKRVLKRcXFxac4W4qiKIqiKGeOoNuNISXe/HyCZ511QmmdzsCxCajKel4JtJymvCiKoiiKopyRrqqsImkapLxeNLcbK53GTKUnFAOezsDx38B7nN7VS4E+KeXh05gfRVEURVGUM871kyfj1jR60ykAQl4vMz7z6dqJpHUqh+P5K7AGmCWEaBJCvE8IcacQ4k5nk8eAg8AB4NfAh05VXhRFURRFUV6rSgMBPjxvHknTBCDk85NTXZ2cSFqnbABwKeXbj7NeAh8+VcdXFEVRFEVRbC2xOABeXSfodkGCgomko2aOURRFURRFOcM90dgAwHVVk/n8eecBjHu6QTi9bRwVRVEURVGUU6yhv59dPT0AXDd58gmlpQJHRVEURVGUM9iTTfaw2cV+P+cWFZ1QWipwVBRFURRFOUNJKXmywQ4cr62qQhMjDaM9dipwVBRFURRFOUPt6e3lULQfgGuqqo6z9fGpwFFRFEVRFOUM9aTTKWZqKMTM3LwTTk8FjoqiKIqiKGcgU0pWNNrV1NdUVSFOsJoaVOCoKIqiKIpyRtrc0UFH0h7n+9qqE+tNPUAFjoqiKIqiKGeggbEb5xYUUBkMnpQ01QDgiqIoiqIoZ5i0afJMczNg96YGaI8nWN7QxFONh9nfFzn40ptvGvcg4CpwVBRFURRFOcOsaW0lmsmgAVdVVrGts5v/2biNjGXhc+kA3RNJV1VVK4qiKIqinGEed6qpF5WUYFqS/9m4DWkZ+DN9JBt3Ej64cf5E0lUljoqiKIqiKGeQaCbD84cPA/YUg8sbmkilE3jjbTRu2cbmP/4NKS0Xd3153GmrEkdFURRFUZQzyMqWZtKWhVfTuLS8ghWHGtDjHaSjMTb/8W8ACKHJiaStShwVRVEURVHOII832NXUF06aRNDtJhKP4sck3hfBSCZJ9UcBOaHCQ1XiqCiKoiiKcoboSibZ0N4OHBm70Zfpw8KF7vaQikSQUiLExEJAFTgqiqIoiqKcIZ5qasQCgm43F5SVAbAktZ+UcGFm0njCYYQAaVkTSl8FjoqiKIqiKGeIJ5wpBq+oqMCj6wBcLJpxYaLnFeL2+cgpKSZQUjyhyFEFjoqiKIqiKGeApmiUnd328IzZUwxOm3kRdyRW4g7mMOe294AEaVkTmrhadY5RFEVRFEU5AzzplDYW+3wsKC4eXJ4/50Zm7X6Mu5JP8OL8maz6+n/T2RUxJnIMVeKoKIqiKIryKielHJyb+uqqKnRxpEDRHSql4uovgdSx0i68/ipCFQvUcDyKoiiKoiivRfv7+qjv7wfgmqxq6gG1nhp+VPhxUqkYrnQfASs2oeOoEkdFURRFUZRXuYGxG6cEQ8zOyxuyrj2e5lvr6xGai7xQPm5PPvsa+/dP5DiqxFFRFEVRFOVVzJKSFU12+8ZrJlchxNB+L8vru8iYFiGPi6b1z7P+l98mmUzV8Ll3j/tYqsRRURRFURTlVWxzZwftiQQwtDf1gKcbu/G5NFL9faz/5bcRmo7m9U1oOB5V4qgoiqIorxHt8RTL69t5uqmTaNog6HFxZWUR108toSTgPd3ZUyboiQa7tPGs/HyqgsGj1kczJmG3TldnO4YlEW4XQpP+iRxLlTgqiqIoymvAts4IH1+5g4fr2rCkJOxxYUnJw3VtfHzlDrZ1Rk53FpUJSJsmzzY3ASOXNgIE3Tr9GYMubwBLSqxM2u6GPQEqcFQURVGUM1x7PMW31tt9IUIeF1YsSl/DQaxYlJDHrnz81vr9tMdTpzObygSsaWsjksmgYQ/DM5KlZSHa4yncwTA1d3wSy8hgRCNqAHBFURRFUY62vL6djCWdzhEvsP4Xdw+uW3znZ6hcfCH9aYPHD7XznjkjBx/KyNoSfTzWuIkVzduJGkmCLh9XV5zNDVULKfXnnvLjP+mM3biopIRCn2/EbaRIgJBInFhRSmBCcaMqcVQURVGUM93TTZ1O54gI639xN0LTcfn8CE1n/S/uJtUfwefSeKqx83Rn9VVla/chPvLib3nw0Aa7+t/lx5KSBw9t4CMv/pat3YdO6fFjmQyrDx8GRh67ccBLbW2U5KQxohFqf/9DNLcHVzCkqqoVRVEURTlaNG3gEoJEdwcAuscz+F9KSHR34BKCaHpCs9C9JrUl+vjG5n8CgrDbjxVL0XeoFSuWIuz2A4JvbP4nbYm+U5aHlS0tpEwTj6ZxeUXFqNtFMxmCHkk43YIQEuH2IIQ2oRhQVVUriqIoyhku6HFhSIm/wJ6/2Eyn0T0ezHQaIcBfUIwhJUGPCgvG6rHGTaQtk7DbT8u6XWz42b/Q/G6sRIZFH76F8iVnEckkeKxxM3fMvOyU5GGgmvrCSZMIut2jbhd0u4lmDPp8XixpITIxNLdnQsdUJY6KoiiKcoa7srKIpGHhDYVZfOdnkJZJJpFAWiaL7/wM3lCYpGFxVVXR6c7qq8aK5u34dQ+p/jhb/vIEZXdcxuTP3ozmdbHhZ/8i1R/Hr3tY0bztlBy/O5lkXXs7MHpv6gFLy4pojccRAQ/Tbr8dK2OQ6Z9YL3r100JRFEVRznDXTy3h8UPtRDNpfGfP46xvfIdUdxfegkJ8+aVEM2ncms51U0pOd1ZfNaJGkqDupTXWw5Qv3ILmlNaGz59B78pdJLr6yA2WETESp+T4Tzc1YUpJ0O3mgrKyY26bSsexpElxwsP8ljz64zoZc0Ljf6vAUVEURVHOdCUBL2+ZFeCHmxuwpMCVE8adE0Ii6E6l0ESSTy6YrAYBHyMpJZaUHIy2Y/hBw4XRF6f7sc1E1u0HIfAX5mJIi6Br5J7OJ+oJp5r6svIKvLp+zG2fb2lkYY/gtrVF3Pz3u+lMdKGJiVU6q8BRURRFUc5wbYke/lr/d4rCXtKZcno6faS6IngLw+QXJfG4W/hr/VounPRRSv35pzu7r2h7epu5e/sjtCZ6AXtQG09XkgPf+icylQEhWPThW/CGAkQyCW6esvik56E5GmV7dzcA100+/vBJ7j6LT2+Zw96O3XQmuhAILKlKHBVFURRFGcFjjWtJWwYBPUTTmp3s/OVfB9fN/c+3M/2iUuJWjMca13HHzGtPY05fubpTUe7Z/SQPHdqAxB7JJqB7KPCGCOX6qPjBx0h09eEvzMUbCpA0M3g0nRuqFpz0vDzZZE8xWOTzsbD4+M0LbqgvJDftRwqBaRlYTGgkHkB1jlEURVGUM96Klk0Iq4T6huns/OVfEbqG7vMhdI2dv/wr9Q3TEVYJK1o2nu6svuJkLIN7D6zmjU/dzYOH1iORVIdK+dmy9/G/F7wXt6YRySTQcrzkTilDy/ESySQAyRcXvOmkDwIupRycm/qqykp0cfyBvK9sKUYKgUf3nlDQCKrEUVEURVHOeH0pSX//PNI99YBEaDpWOoXQXUjTJN3TRXdwHpnQC6c7q68oL7Tt5Qc7HuVQ1B7/Muz2c+fsq7ll6hJcmt2u8KcXvI/HGjezonkbESNB0OXj5imLuaFqwSmZOWZ/Xx91To/o6yYf3ZtaSrs81JL2Y1OCy/QS1S12xg6i54QQQsOITmx8SRU4KoqiKMoZTmamIaXAV5CPkUxgdLSCpiMAV24+3oICLEtgZWqIpA2kBEtKLAkWcvD5QEBy5LE88lyCxUDHEWdd1nNJ1nLJkP0H1knneEPSHHbcodvbx8g+/uA2w45/JD/O/lb2uQ09z0gmyfbuRtoTfcAUdKZSFSyiJlTKlsMuNh+uG8yvKSVQQalWTrHbTmdjM6xvOozk8NB8D89vVp6Ovl7Drq/zPGmYCGsyGoIPPl2HpO5I2s5+R7nC+X/ZMhbf8QwAa9+2ZEKvJRU4KoqiKMoZTjOrkcQA8BSUcN49y4esl4ApoTc2nWsf2PLyZ/AVKR+NIx2FmiPQHOk/jfk5QqAhgZR5ItXOE9tXBY6KoiiKcobThQ8hYiR6utAnOGPIycsLCCEQgCYEmrD/C0AI0LCX6UKAsDtjDGwnhEAb2E6Iwf00AQKBLgBn34H0RVb6uvN8+LFB0pboo7a/lbSZASR+l4ez8sqZFMhHzzr+wPEG2hYOHGMgbTt/Q89r8FhZ6wbyO9K10Jw8Dmw7cKxD/RF+tWsXIPnsgoWUBvxDr4FzfQbSwDnn3uf68L4YQwiLl1o38aNN91AWKJ3Q/VOBo6IoiqKc4XK9blxaPi35/RjRPmrv+W+ErmMZGaRhMOPOT1KUW4bf5eEbF9QMC2AGgqYjAUz2fzswO7LdUcHSkDSO35Hj5balq57vb3+E3fFm0MHv8XD7jMt41/SL8OqjT+N3Onx7Uz1ocebk53PL9Elj3i9zVYCWbZ3kHu5nRuB8blwyi9a57RMaj0cFjoqiKIpyhruyqoCHD3ZQU1qD9d6Psv3XPxxcd/b7P0lNyWSShuSmaUXMzA+cxpy+fNoSffxk53KeaN46uOz6ynP56FnXUTKOTi1Wt4GxJoq5LgoJCX6BviSIa1kQreDkhVkZy+Lp5iYArq06/tiN2dx5GsXvLeTwvW58XVHyYnkUuPMmFMWrwFFRFEVRznDXTy3k8UNdmBacdcG11Jy9lER3B/6CYryhXJKGhVsXXDe18HRn9ZRLmhnuPbCaP+x/jqSZAeCsvAo+c/brmF8wZVxpmQeSpH/fCYYEj4CAABPMVf2YL0bx3FGEPv3kzBzzUmsrkXQaAVxdOb7AESAwVWfyR3Lp25RD91aDVIusn0ifbxU4KoqiKMoZriTg4XOLp/Kt9fX0pw18OSFyg2EMKelPG7h1jc8tnkpJ4PS2fzyVpJQ8fXgHP97xGIedWV8KvUE+POdabpq8cNxT8Fndhh00IhEBjZ5EL63d7ZSFSsgP5CHTFunfd+L9dNlJKXl8otEeu3FRcQlFfv+E0jCSu4l1/4yktgVrUqoKxj9upwocFUVRFOU1YH5RkB9fOpPH67t4qrGbSMYk6NZ5fXUx100tPKODxv19h7l7xyNs7DwIgEvovL3mQt4383KC7omVCBpromDYQeOT+5/D6szQn4myJrOWC6cuZWZJNdKwSD/Yg+eKMAQ0RI4Gfg2hja+WOG4YrDrcAsA1Y5hicCQ9W/9Jy3PfQ0oLIXSA9ETSUYGjoiiKorxGlAQ8vOesSbznrLF3rHg1603F+PmeFTxQv25wxpSLS2fzyXk3MjlYdEJpm+ui4BH0JHr52tPfYdX1Dw1ZL7tNAKznoySfjx5ZIbCDx4AGOfZ/kaPbQaUTXNrrdGedxtrew7iTID0al5dXjDuvidadtDz3PZASTXPT2JVkb2OvdvYEzlsFjoqiKIryGtEeT7G8vpOnm7qIpk2CHp0rKwu5fmoRJQHv6c7eSWNYJv+oX8uv9jzlTP8HU4PFfPrsm1hWMvPkHCQhISBo7W5HIniwYTkhd4iQO0iO7mdGQTUe4bZHJc8mgbiFjFvQObbRFM8HHuZcJBLx7GESgezAc4SgM6gj/E4JZ45Gx7O/QVoSTXfxiyca+cUTTUjwfex34z9tIeWJzVn4clu0aJHcsGHD6c6GoiiKoryqbOvs51vrD5KxLHwuDZcQGFLaHWM0jc8trmZ+Ueh0Z/OErW0/wPd3PMzB/nYAgi4fH5h9JbdOWzY4TeDJkPhyE1jQm+nj8t++AV248Lm8JI0UpjR49n0PkefORQqJ/78qkDFzMGCUMct+HDPtADJmL5Nx036ctc0JTi09SGJhaDGa+rrpTUW46vGbSaStcfesViWOiqIoinKGa4+n+NZ6u31f0K2T7I8Q7ekkUFBMKBQmaVh8a/1Bfnzp7FdtyWNTrIsf7niMla27AHvsyJunLOZDc64m3xs86cfTlwQxV/WTH8jju9d+lbue+DLRtIEQ8N1rv0q+Pw8Zt3BdErKrnAPj63wDIC3Jg7tr+f2mXZRYXn563kW4koATcA4GoFELmTCzAtCjg06BhtsKMS0UghCkxcTatKrAUVEURVHOcMvrO8lYFiGPi8aNa4hVn4XMyceK9ONKpPD4fEgJH1u5kzkFOeS4XQTdOkG3ixy3PuR5MOu536U7M6+cPrFMit/te5a/HHyejGW3K1xQOJXPnP06ZuWWn7LjupYFMV+MItMW18y4jMWVD9Ha7/Sq9tu9qnEJXMsmHrQKTfBYRyNtgTSLpkzCNy9nzPtKS0JSImMmtb+5jRYxjefjF3Dw738h35OLW44/kAUVOCqKoijKGe/ppi58Lo1Uf4St9/2O6Z+7G6Hr6IGgM+ex3RDvUH+cQ/3xMacrgJysADP7f3BYwDl8eY5bJ+R2EXBPLPi0pMVjjVv4312P05Wy55Au9efyibk3cFX52ad8lhqtwIXnjiISv27F7EkQSLupsaqQKYuUJ4Ye8uB//4kNxdMSi7GtqwuA66omj2tfodnjSoqARm91EX/rv4ar2mezs2I1//fs95FqrmpFURRFUUYSTZuEPTp93R0Yfd00/Pxb6D4/ms+P1HRmveFteHILSJgWl1cWEMuY9GcMYhmTqPM/ljFIW0ODDQlEMybRjDnhvAnA79JHDTCHBKAee317oou/163mQLQZMPDoHm6fcTHvmX4JPtfLN6zQ4d5aRCyFz/Dhxo0dqwoyRoZoLEpvb4xK5k44/SedsRsLvF4WFhdPOJ317iu4sn0OYGEKC8uyJtx0UgWOiqIoinKGC3p0DCnxFxQjDYN43V50jxcznUJaFkXvfD+az0uBEHxxyei9jlOmRSwroIw6AWV0WIDZn7U8e300Y5I2h3YzlkDcMIkbJu2J8QwtOAs3swbTuG+XziP7t4y75DP7sWsc4yv2Nrci/5hEahAN9tPY18zezoPMKqqmKliBZrjgj0l6J7WSV1E2jvOySSl5orEBgKsqq3BpE6taBug7XEO5FDT01fGPp7+PxMIO2cdPBY6KoiiKcoa7srKQh+vaCYXCLL7z/7H+F98jk4gjhGDxnf8PbyhMf9rg9dUlx0zHq2t4dQ8FJzCLXsa0iBlOIJl2Ak7neSx9dEAayxhEMhkOx6L0ptNIqSNGCF8Ggs+OxMTz5tO1rMDSDigDowSgPav3UBwK4tEM/rHxH/z+xT9gxmNI0+BjS9/LR89/L+6Ul8NP7iHvjvEHjgcifRyMRAC4bvL4qqmHq+4vIaMZ7D+0GUvagftEK/JV4KgoiqIoZ7jrpxbx+KFOkoZF5eKLKJ49P2uu6vDgkDzXTTmxQbHHwq1r5OkaeV73cbeVUrKydRc/3PEUHXSDB/I9OfznrKu5ovxckoYcDDSjw6rWj1UiGs3YQeZwSdMiaVp0JTPHPxGfC85J2o/Pvplzbr8ZACud4rl4jH3uBCFpEMi4KX5xt92u06mSH1r1fnTHI6+u8WSDXU1dmZPDWfn5Y76+I2bV1IlrkpDfru4uznXT0TeGcxyBChwVRVEU5QxXEvDyucXVfH3dAZqjKVIWmLlF6BZ4owlyvW6+tGT6K2oontpIG9/f8QjrOg4AoAuNt1Yv4/2zriTknthczdlMSxIzBgLJI8Fl3Gmz2Z827Gp5wxwxAO2PpEjoIIcV3WkeL5rHSwfQMdCSsKlrXHlzawJDmghZRCrt5aMrdxxVzT5Sj/fs9V5dO9JBSI8SSIe5yDWTS+bl8ZX3TOGKu7ZO6LqpwFFRFEVRXgtEGkvrQmoupOlGCA2JRGpxLM0AcWLVoSdLJJ3gl3tW8I/6tZhOteoFJTP51LybmBqaeAeR4XRNEPa4CHsmFgo1fHI9lpTsS7Txxgc+iO4P4Anmgt+H7s/h01d+En9OmJgL9EuKB4PP4aWhMcNkWJ8jMpYENAQaXUmTrmTf+M9PiMGAMlmVoCieg7ukjvkXfZHHSQIqcFQURVEUZQRt8QTf3LgJlyYoD0pS/V0kurvwFxTiDYZImvDNjZv4yUUXURo48dK8iTAskwcPrefne1bQl7aHBJqcU8in5t3ERWWzT0uejiU2P0p4QwlTPefy/uq3c8/6H5PAbjv4ocUf5+aus8hpjxBZ3MGc86aPmo6UkrhhDgko/7B7Ly+0tlEWyOEtNTNGbPc5/L85LPg0paQvbdCXNsAt6MqNA6XO38SpwFFRFEVRznDLGxrIWJKQ20XzunWs//k92H2RBYs/+CEqliyhP53m8YYGbps962XP34aOWu7e8QgHIq0A5Li8/MesK3hb9QW4tVdmqJJz8Vmk16dxmfChxR/lsilXsLl1AwvKFnFWyVxcJqQJk3PxsduNCiGccS1dlODFsCx29B4GLc2tM2byzpmVx82LlJKkaR3VvjOaMeiL9nJg1b+Iu6MkNR8HujR2tU38vF+Zd0NRFEVRlJPmqaYmfLpOqr+f9T+/B03X0D0ezHSa9T+/h6I5c/Dl5LCiqfllDRxb4j38aMdjPHN4B2BPE3jT5IV8eM61FPle2fNm74jlU3t2hJu2x3np4Eq++uJXAbh32//x5Qu+zMVTLuWReQGmx8KMpxHAS21t9KXTCODqqqox7SOEwO+yZ/IpziowjrXvZt+KT1GVboeUoHvvhXz3np/Y+6jheBRFURRFGUk0YxB2u+nr7gIkusceJFv3eLASCRLdXeQGg0QyE+tpO14JI80f9j/Hnw6sJm0ZAMwvmMJn5t3EWfnHL2F7Jdhw0ECWBrjXFeVXf/8qfqHj070kzRRfWPdVPnDzU1iFAdYfNLj+nLEPSj4wduOC4mJK/BNvNtC1/0nqnvoKlpFCM/0UNn6SzuYMmvgplrRemTPHCCGuA34M6MBvpJTfHrY+F7gXmOzk5W4p5e9PZZ4URVEU5bUm6HY5A4AXAgIznR4scQSBv6AQQ0qC7uMPkXMipJQ80byVn+xcTnvSHqOwxBfmY3Ov59qKc075NIEnUyINOV7oSHWT9OpYvhxiALhIJ2N0prop1kqIpcaRpmGwqqUFGP8UgwOktGhe+0ta1v8GAG+4guDWT5AbK6Iq9AIanMDw3zDxYciPQwihAz8DrgfOAt4uhDhr2GYfBnZJKc8BLgO+L4R4+eYKUhRFUZTXgKsqK0maJt5QiMUf/BCWaZFJJLBMi8Uf/BDeUIikYXB1ZcUpy8Pu3mbe9/wv+eLG+2hPRvBoLv5j5hX888pPc13lua+qoBHA7wHTglC+Pbi3kU4O+R/KL8O07O3GatXhFpKmiVvTuLxi/PfCTMc5sPyzg0FjqHIRZ936R7aWSLzuA6TMNCX+PDyaC13Tx50+nNoSxyXAASnlQQAhxN+ANwC7sraRQEjYr5Yg0A0YpzBPiqIoivKac/3kySxvaCBpmlQsWULRnDlHelWHQnawomsnPEPJSLqS/fxs95M83LBxsHr0iknz+MS8GygPnNjA1qfTomoXz+81CPryeN3bvsOj936WTDqKQPC6d32HgC+PqAEXzxp7qDUw6Pey0jLCnvGVo6Uih9n/6KeId+4DoOTsNzP54s+g6W4MfxumcFMaKATAsiyYYKB+KgPHCqAx63kTcP6wbX4K/BtoAULAW6WU1rBtEEJ8APgAwORT8KJWFEVRlDNZacDPF85byFfXb6Q5mSQlLay8fDRp4Y3FyPV4+PLi807qUDwZy+BvB1/kN3ufIWbY9bXTw2V8Zt5NLCquOe7+sieF8VIH5sYuSJjg19HPK8S1tBiRf/oHKl823cWGXRl8XXB2zdXU/L9FRCKthMNlBAL5yHaJkQdLp48t1OpNpVjTZvcqv3by2DrFDOhv2cL+xz6DkegBoTPlks9QOv/WwfULu6Ddn8KdtEiaGQwsxMSaOJ7SwHGkUHZ4Nq8FtgBXADXACiHEaillZMhOUv4K+BXAokWLJniqiqIoivJaN/AVKhDOcDxDl5+EI0jJ8217+OGOR2mI2TOm5Lr93Dnnat44ZQmuMVSRmrX9ZP5UC4aF9GgQ0MGUmC+0Y67txP3uGvSa09vr2iWhMiXoccpRB66gxG5DCPZ61xgv7TPNTZhSEnC5uGhS+Zjz0bHr39Q/+02kZaB7w8y4/juEq5YM2caTsuh2mexO1NKfiePV3a/IuaqbgOyQuRK7ZDHbHcC3pZQSOCCEqANmA+tOYb4URVEU5TXlyADgOhU5HlL9/SR6uu2q6pwckqZ5UgYAr+/v4Ac7HuHFdru6VBcab556Ph+YfRW5nsCY0pA9KTJ/qrXD2oCL3kSE1u4OykLF5AfCyLRF5k+1aB+fc1pLHvfsMdAFlOYK1m5Ywf1/uYtgqJhofwe3vuO7nL/oaswM7N1jsGjR8audH2+we1NfVl6BTz9+cC0tg4YXfkLblj8D4Mufxsybfogv7+jSyphbkmtoFGXscFHAhNuUnsrAcT0wQwgxDWgG3ga8Y9g2DcCVwGohRCkwCzh4CvOkKIqiKK85AwOAu4TOlufWse939wyum/neDzHrosUYVmbCA4D3ZxL8eu/T3HdwzeA0gUuKp/PpeTdREx7fTCXGSx1gWIiAiyf3vcBdj353sGz0uzfexTUzL4S4gbG2A/d1p2/onv37DVxuiMd72bH5cW6//fcUFVXz85/fxL/uu4tz5j6L35/Hvv3HDxwPx2Js7bJLZ8dSTW2k+ql9/PP0NbwIQO6UC6m59pu4vCOXwu4qhWsOCLT8cooDubTH+iYcOJ6yXtVSSgP4CPAEsBu4X0q5UwhxpxDiTmezrwMXCCG2A08Dn5VSdp6qPCmKoijKa9FTTU2kDZ265gT7fncPQtfQfT6ErrHvd/dQ15wgbbpY0dQ8rnRNafFA/Tpueer7/KX2BUxpUREo4O4l7+Zny9477qARwNzYhfRo9CQi3PXod9E1naAngK7p3PXod+lJRJAeDXND17jTPplSSUkqJYnH/bzxlrupqDgHrzfEnDlXIyX09raiaZBOHz+tFU12l5B8r5dFxSXH3DbZ28Cu+28bDBrLFrybmTf9cNSgEWBKqAAJ5PpyuH3e5QgBkqO6lIzJKR3HUUr5GPDYsGW/yHrcAlxzKvOgKIqiKK913QmTnoSPdG+TvUAKjFgUzW1X9aZ7O+kKTsOSyTGnubmrjru3P8LePrsVml/38L6Zl/P2mgvx6icwHmTChIBOa3cHEvC57Dz6XF6i6Tit/R3kFYcgbk78GCcgFrPYus0gGgMpYWAUwdra1WzefD91dS8hBOTllWFZMJbO0U802oHj1ZVVuLTRy/T6GtZy4PHPYqb6EZqbqVd8geI5rztu+tNbDNq9Jq5Ikr/vfZHJ4SIs+QocAFxRFEVRlNMvkbEDOW9eIelIL1b0SB9ULRjGm1c4ZLtjaU308uOdy1nRvG1w2Y1VC/jInOso9odPPLN+uyNMWagYASSNFD6Xl6SRQgBloWIwpb3dy6iry2Lz5gx79hpYWYV1Ph80NKzhH3//uBNIwrvf8z2CwXxSScncuccOtWr7+jjQ1wfANaNMMSilpG3bfTSs/gFIE5e/gBk3fp/QpPljyns6liDqMtkZOEDV1V4K57h56Ot1YzvxYVTgqCiKoihnuIypA5JMrB8rHmP2F79FvKGO1kcfIN3TTSbWjx4MOduNLGmk+eOBVfzfgVWkTHtqwrl5lfy/s1/HvIKTN1Sefl4h5gvt5AfCfPfGu7jr0e8STccH2zjm+8MQN9AvOnaV7skgpaSx0Q4YDzUcKeH0+WD2bBd1dQa6Lpg370K++rVn6e1tJS+vjGAwH8OQaDrMmn3sUGtgisHKnBzmFRQctd4yMxxa+V06dv4LgEDxLGbc+H28oUnHzX8k2cm+tpdYN/UhmkMNJN0JzsUeOzNjTazEVgWOiqIoinKGkwjAIt54kPCceeTOX0ju/IWUXvcGutesItV5GF/pJOQIXR+klDzVsp0f7XyMtoRdMlboDfHRs67lhqoFaOLkdpdwLS3GXNuJTFtcM/NCFlf9idZ+p1e13+5VLVwarvOLT+pxs5mmZN9+g82bDTo7jxQv5uUJFixwM3uWC7dbMGO6i6eeTpFKSvz+PHJy8rAsu/2jpsNVV3oJBUe/PlJKnhyopq6qOqrDSibRw4Hln6W/eSMA+dOvpPqqr6K7R+75njFT1HVtYV/bS+xtW0NLn927nax4NNKepm5L5JU5V7WiKIqiKKefhonEwl9VTexQHQ1//i1l19+Mp6CQoouvAEDKDGAhpRwMYPb2tXD39ofZ3FUPgFvTeWfNRdwx43Jy3KdmKByR78X97hp7HMe4QZ4naLdpNCXEDYRLw/3umlMyFE8qJdm+I8PWrQax2JHAqrxcY+ECN9Om6UOCu0mTdG6+2cfePQb79hukUnabxrlzXcya7Tpm0AiwrauLw/E4ANcOm5s63nWA/Y98ilTE7rBUvuQDVCx5PyIrUJdS0t5fx962Nexte4nazo1kzKHtVD26n950EVc2Tad/H7z/1z/CtCbWMQZU4KgoiqIoZ7xS0UiznIw7JwcJHH7ofloffYDCiy6n/A234q+oAiExMXjPipe4ubqMXf1b+HfD+sGSqUvLzuKT826gMqfwlOdXrwmhfXwOxtoOu/d03Jk55qISXOef/JljIhGLLVsy7NxlkLFr4RECpk/XWbjATWnp6FX4cS3BjlAdT5UcIppJE3R7SIemUKVNI0TOMY870ClmZm4e08JH2of21K2i9okvYGXiaC4v1Vd/jYLpV9nHS/exr30te51Sxb5EGxYaBj4MAhgUkJcznaLwWYRyavC4S/j97q0cnKQxyZ9m5pe/hB4MsPPTn53QtVKBo6IoiqKc4XLFFpqpIt3bhe7xYOkupLToXP0Mfds3M/drP8JbVAxCsr+vn+9t7keig17J1HCGz8y/gaUlM17WPJt6L/HwkyTKVmClomjeIP7w1eToN+Ji/MP8jKS11WTT5gy1tSYDnYzdbrvE8Nxz3ITDxysx7OCbm9aQsSx8uouw24MhJf+uP8DyhoN8YeEy5heOXKVuWBZPO8PwXFNVhWFZ9KVSHNxyHwe3/pO4VkomrxT/vFt5ri9D0zN/oC3WSV86QQYfBvkY3IKBD4thXbdjzh+dzp+bXg/0lvgJlcwBGNMMPiNRgaOiKIqinOEOuyR+tpB0l2JEekEINE3HsiyMvh4wBR7XJlIig7SmIKwSBD50czq9URcbWiU1oSTFft/Lkt9U01a6H/060kwj3H6EL4y0DGJbHiS+/TEKbvwS3spzJpS2ZUnq6k02b8rQcvhIlW1OjuDcc1zMm+fG6z3+4Nht8Rjf3LQGgJDbno2nt6sHb0E+npwcEobBF9Y+z7tnzkUIQX86TX8mTSSdoT+TpikapdcZ5PE3u7fz0x1bnJT9UPyuIwc62HpkOWObw9qtaYQ9HkJuNyG3hwN9PSQMEysj6HhmBUY8hjjOeJGjUYGjoiiKopzhTFcOPlmPT9bhDueS6e8fbMuYU1OJq2gTcd0OCTRtN9eUh/GLap5saCOaMbh3bz1/23eIa6dM4h0zp1CTe+rmiTYibXQ/+nU7L74wvbEUbX0RSnN95OWEkZkk3Y9+neK3/wzXOAYYz2Qku/cYbNmSobf3SPvFoiK7/eKMGTq6LjAsi+5kimgmQySTJpJO059OE8mkhwR/O7s7aYklEUKQTkYwTBM9Nx9MIBIbTP/7WzePkiOBPQ+LJGke3eZQYOIiOfiX49Io8udSFiyhMlxOnjdAyO2xA0SPh7Db7fz34NWHtsX8z5VPsLUdNJck05/m8D/+oTrHKIqiKIoysjxfHl0ZiZlXhOZ34/Xnowe8FF19NgVXnIV02dWWft3Nby/+IDNz7aFePnz2LP5Z28TfDxyiJ5Xh0foWHq1vYVlZEe+aNZWFxfkTnrpuNLEdjyLNNJovzLa9h9jfcJj67jT1XWneeslsLpxbgUz1E9vxGLkX3DFiGoZl2YFfOk1nJM3B3YK2Wjdm+kjVcyavn76SVnb7eni0KUX/QbskMG4Y48yxBLcb3T3yGJi6EFTmBLMCPA8+XePhQw2YEqa56vFn1qOLgSAxhYskQXcOs0rPZ1bpUmaVLiPXP/Hhhw72xZDkYET76XhqOdLpZz8RKnBUFEVRlDPcRWXn8NdIA3qOyZTb307vrnWU3nwe7tyAvYF04ZJFvKXmrMGgESDX6+G9Z1XzjllTePzQYf6yt56GaJw1rZ2sae1kdn6Yd86cwuWVpcec8WQ8ErtWINx+umJptrf2cfHCqczWfcQ0HzHdxyMpPzF3EbG9+0lH7iPmDhDTvERMi/70keAvnAkyJ1bNtHgFOnZgbGJSF2hmd85BIu4oRLH/jsElNEIeN2G3HfiF3B5yPR5WHW7Er+uke/vY98C/wTSwEkmsRIJUTy8XfPIj5E2upN/IcP+1N9CXaHd6P69hZWM3prwGgUmJ8QBukURIqArVMHfKdcwqXUZF3uyTNtRRNO1DYEFDG0ZPD1jWBMsbVeCoKIqiKGc8IfNAtmDhR89zU3nbxQBYqQyZDh1/2Ww0YaI7g0MP59N1bq6u5PXTKni+pYN799azrauXPT0RvrR2O5O27+dtM6fwumkVBFxHQovskr9+p9r3SJXvkeV2VXCG/nSa3vBVRDUvCeGG18P9xzqxGEDc+QMklKYLWRKtpiJ1pBo7JdI0hpvoKmzFFxDMdYcIewqcdoCewf/ZVb4Dy33Dqn0HvOvpLiwpsUIB1q/fgKZr6B4PZjqNZVoEC4K4MvspM2v53oq/0BqpHdy3mTcDUGzVMieRpEov4qKrf0heydwx3M3xk1KnPJlDxeFiNjkDf0+0pFjICc5VeLosWrRIbtiw4XRnQ1EURVFeNd664mEa++Ok+iPs/vLXOetb/4WZiNO/t4F0WxclV1+J2++nLODnT1feQI7LPRhYDA/++tNp+jJp9nZHeLG1h/rIkXEDdQFhr0TX0sSMiVT7jk6aJloyTpnHImglCZpJQsIikOwhx0gTMGeDdQkWR8ZD9FnN1PAIs/MP4C+pwl1Ubf8VT0fPGTlIHqs/7N3Bv+sPUGoFyTy1n+V/+gF5kzRK5+rMu7IGV14bgqHn73MFqShYzJ/az8dC447uB7isKETNdd/G7c87ofwMkFJipiETk6Rjkkxc8p1nd7Gop5L+nhbqateSFyjirntvRko57uhRlTgqiqIoyhmuI57AlBaZnh70YBDdk4vuyaVwSfngNpaElliCK//9TwQCTQiks/yYhAbSB3gwpaAnKZADw8MIy/5z6EJkle4Nrf4NO+3/XA1rcR96Cbeezwt7dO598GHMeBLSKT72ljdx6zkJfOkGcs59I77zbmf7tgRbt2aIZY6ENIXsZXriT0wynkdgYcUg1rR2SLY1fx7u4hrcRdW4iqpxF1fjLqoZc0B5fdU0Nu2oZ25rJ31zD1L4kyoMd6+z1h60WyIoz53DvEkXMrN0KWWuIn73+D1Ybg2vleLy6ecw45JPoumjzxE+JBCMSzIxOfRxXJKOkfVYIofNJngjNQCU5kxj+vxpYzq/0ajAUVFeg1LRNtr2PkrHgRUY6SguT5Di6VdTOutGvMGTMz6aoiivHHavXYnm8SAzGY739S+xJ2oZfa1NFwKfSxBwmfh1g7TppjsJGUsAXpBeFhTm8ZYZVZxfWkggqyRzNEZZHrv372KDcRvTK9187r030dfXSm5uGd5AMSsTGebp/ySeuJldv487A3a7EAJqanQWLHAzqWwhVnoORlc9mc5aMp0HyXQcJNN5ELPXDuqsRC+pho2kGjYOOb4WyB8smRweUBpWhvqurextW8OeljW42cO+sqH5d6ULyE8sJD+6iBprCRddPRlfWKO/ZTN7HryDNf4b8GourvT5KZvxNroPSDKxzLgCwfEQukXcyGBaJpl0jD3BFlIFoweqx6MCR0V5jek7vJX9z30dy0yjufy4vPb4aK27H6R932PMuOxL5E6a2PhoiqK8MkksQJDp7SPV2o5lGJixGEY0hhmL4SufhCtod5S5aUo1EolpWaRMk7iZIZZJ05dO0Z1KEssYDHTJNYGYmSE2PLARfpABBDqbO3vZ3NlLwCWpyfMypyCH0kAOxb4AxX4/xb4ARX4/Pmc4oIRWzGbfXRDtwCOjZDAQAjQMNJkmQQFrzI/CLjsTbjecdZY9YHdu7pHOJJrHj2fSHDyT5gzJmpVOHAkoOw46gWUdZm+LfaXiPYMBpUTS64ZDOdAQdtPoM8mIoUPn6JYX0V7F/jU9xA7l4E4UctPSNzCnZDpCuthxbwy0buKdYMrfcLsswC3tzjqbNw+dHnAsNDe4AwJPjsCdI3AHQHhMLD2NqSWR7jSa10LzWfZ/l+Rfv+2kLxzhmXmHkO4T63CjAkdFeQ1JRdvY/9zXkYDLGyYSTdHZG6Eoz0c4GMY0kux/7uuc/bqfqZJHRTmDCGGCtL/yzXicje/OGsZGWsz56pcIzpqJrhl8adH5x0wrYRh0JOK0J+N0JOJ0JhN0JBJ0JON0JhK0O8sMK4HEC1YAgZu4IdjemWZbZxxEA4gE2WPChN0eiv0BPGkfMuAlnOOlp24vLz71V6YE53DezJuZXFk5uL3bDYsXuZk3z43PN/amescOKOuItO1kf+saDvTv4aDsIKIPRMWZwW2LkjAlDlNiUBz3srOxjetnPAZZk+sMVPFHOwCKgCIEMLys7+hA0HkcAHfOwGN7nScg0D0CKSWxWIxoNEosFsM0TTRGDuo600nWzDzE4YIooJHu7CbZ0Tjm6zWcChwV5TWkbe+jWGYalzfMi5tb+P7/Hami+fRt53HBgnKMVIS2vY8x+byRx0dTFOXVJ9ebojep468oxxUOY0Qig+tc4Vz8FeVoQpLrTR03Lb/LxeRQmMmh8KjbWFLSm0rRmYzTFo+xubOX1S1dNPanEbhAhhAyB0skQMRBSHuw7Yw9k8pAdFVdPoU7bvkducaRAcf7XBGacpqJ+vqJuYLsPOSn2B+g2DfwP0DOKGMqjsS0DBp7dg7O/dzQvcMuoc0qmAu6w9T4pjLVzKWqP423twmzr8VZ2895lToHnX4wgiQ6PQj6sVx9oHUhtB58IR+PhOZQZ0Y5f3IxdyycPRgIjimfpkksFiXaaQeLx+vcLKVkdW8bf2o9QKLADn4L9iZoCWfIm3Ej8LMxX6NsKnBUlNeQjgMr0Fx+ItEU3/+/jei6wOPWSWdMvv9/G5k3o5Cg30/HgSdV4KgoZ5Abpkzlr/sO4w37qfnQf1D3mz8iTQOhu5j2H+/BG/YjMblhyol1nBigCUGBz0eBz8fMvAIuLq/iY/OhLhLlr/sOsfxQCxlLQ8gcPCLE0rJ8FhaHkRg8uyFC0pWgK91NSSRMrmUHjS3eNnYHD9DqbR8sqTxwcOTjB1zuI4GkUx2eXS3usfrp6NtEbcda9revI5HpH7K/rrmZVngus0qXMat0GZNyZxw1puIzX6/H1Nrp7X6aLbvuYXb5dVTnJ5hcIDEEdPvBdKaDzklDb7yI5aXvB+B9rY+QXFuEmdWOUg8c3SnHNE2i0Sj9/f0kEokRg8W0lSZiRul3/qJmjLZ0lBd6TVpTdgCtWRm8mTZ6auaTw4k1RVKBo6K8hhjpKC5vmM5eu7TB49YH/8dNg87eJKGcMEYqcqxkFEV5lbm1ejErmv5EVzyPwoXnkPfdr5Du6cWTn4ceDCGxKAr0cWv1609pPqaFg3x+0Vz+c9507t/fwAO1jUQyBquau1jd3MUlFSXMYgplmTCJZC8//c0HiC9+F1v3/JuOZDMiFOBNt3+djEcjqiXIq8wMVpd3JROD3XbiRoZD0QyHosf4LJMSN9PxUIaXKLluQWWomBkFUzmreDaTcvIo9gcIuz0jduipD/gpi8+iV3j59hNfxJJNCAQXzg3xtdumkaPrIDW09BTy/SkecU8HoCTdw9T6Z4jWD01PCxRA0VSiBeX0BvLpdPvp0t1ENHMwKLT/YkTN6GCwmJLpIekIqxLNXIzAnlc82bWP/k3NRDa3UHiBRuHSy7BEw0RvoQocFeW1xOUJIi2Dojz7AyWdMQdLHAVQlOdDWgYuT/D0ZlRRlJOq1J/L1xe/jq9sfIBIykcqGMQXDCGw8LojhL1JvnLeGyn1574s+Sn0efng2TO4bc40Hq5r5q/7DtEaT7KyuR1c7ZSZYRYHK7n2ug9w7x//H1KCEPDu93yPcz1zSSUlc+e6WLTIM5imYVl0JRN0JBO0x2Mc6KnnQE89jf2ddKfSpGSANEFM4bV3EIIMOWTIIUYp3QbU9cDqni6ofWEwXa+uU+zzU+SUVpY4pZdri03O6QwQjUYoyK+kt6+VN19cwEffMAmXLkgaIToyn+PFklLefhM8+9JBSFmU5aW4d+FCehJd9BoRIjJNRNeIuAwSei1YtcedzWZE0o1mLoJ0Jf17DhDZvIP+LbuI1jcNbiI0iRB1ND38wERvnRoAXFFeSxo2/o7W3Q8OaeMosWt9sts4ls15o6qqVpQzUFuij8caN7OieRtRI0nQ5ePqivncULXgZQsaR2JYFs82tXHv3nr29h6pNs6XfuYm8ynuSFGYN4lgMB/DkEgJN9/sIxQ8Un0cSXSwr30te9vWsK99LdFU95BjaEJncsHZTC1eSlHuAnRPOV3J1GDHnvbBjj72f3Oc8ZGwErhEHJ9YRVx0kczqvSysUlyZNwGQcf8VtJ7jpyclQVMSMiUhQxI2JWFDkmtIQqZFCB9BbyFhfxlN/mncb+ay828P0/rgE1jJoW1VdX+A3PmzuaV4NqK5l99uXu6M0WmpAcAVRRld6awbad/3GKaR5IIF5cybUUhnb9LpVe3FNJJouofSWTec7qwqinIKlPpzuWPmZdwx87LTnZUhXJrG1ZMncVVVGZs6evjttjo29XTRIxI870+QN0lyQ3sH1V1ldBdWceENefj8Gfa1bWFv24vsbX+Jw337j0q3IFDBrNKlzCxdyoziJfg9IaSURI0YPek+fO4kOd4Ieek+itN99KUj9Kb76E710ZmM05NKEclYJDIgpR9BjjPMUMD57xs8ltT8ZPATdwHD5u0Wpt3dWtd6mRYsIEdUENKDR/60nMHHYed/UOro/S1okWZEpAkt1mT/j3eSzFi8VNfBS4cPkPPWN/GEKwxIvL7AYNCYM20muecsIndhNcGZHv5jk2Bag4d37fkfNCHUlIOKoozN8HEcheZCWgaWkUDTPWocR0VRTjvzYCd7/r6Bv+bCc/kCQ7ODHI9lsTB5mKrSrXQk15E2k5hABo2MEKD7yA9XEwpW4vMWkUbS6wSDvZk+ep3g0DiREbWBgO4n5A6TjvrIz/Tgt1wImUPErMCdKiLPW47bU4lLhnjXeQG+sGMnEcPgrWVl3FRcMu7jSSmpq6tj9erVrFr5HOvXbyCVtts2nvOr7+ApLCYvnUNnD0R2bSV3/iICeQZJ9yH8Vj9faFjDzEiUvn4/j+zZz972BH9e1zWhEkcVOCrKa5A9c8xjdBx4MmvmmGsonXWDGr9RUcYpEW2j5cCjHK49MhPTpJqrKZ9+I/5X2PupLdHBo00rePLws0QzMYLuHK6ZdDk3Vl5Nqb/4dGePhJmkp6OVjj+vpFdP0OGPsMnTzFZ/Gd36XORgCZ8F2h4M11osve2EjunVPOR5crP+wuR5csl1h8n35pHvySPXEybfWZbnycWre+g5uJL9j38ezCQGXjZ47qTVtZBkKk0yZWCm+7nx7Azp0mK+V18HwI9mzabQ4zlOjo7o6enhRz/6EatXr6a5uXnoSk2QM6Oa6vfdSXjaIkxn2ukyLUmP2EdM7yNgGvz3oeeZmTi6anzKFzarwFFRFEVRXk49bVvZuPLLdJi99JLEQOJCkIePYj2P8y79Kvmlr4wS/K3dO/jatrtJWwZ+3YtLuDCkQcJM4dFc/Pf8z3BOwbyTdry0maYvE6EnbZf0DZb8jfSXidCbjpA0jzGTivSgGeegm4sR8sgYkpZ2CNO1DqnV4tJcQwLA/CEBYe5gQJi93u/yj+u8pJQc3vh7mtbcA0ikcLNLfx0vds+nu7ObUMjP7GA9U8UGAvTxzPyPsSaaYFZODl+srjlmunv37iUQCDB58mT7GqbTLFmyhEQiAUB+YSGhc8/Cdc5scs9eTCBYg+nMQpPr0ri0UOOJvheIWWmCuof/qrqUaS4fvT/9IwFXim6zgfrYLmaU+Ljg7p1IKVUbR0VRFEV5OSSibby48gvUmx1IIBm1iPSmCed5MIMJus0EqZVf4IobfnvaSx7bEh18bdvdYJoE00mSHc1EuhP4C/wEiwtJe/x8bdvd3HP+90YsecxYBpFMZEgA2HNUADg0MIybiRPKsyYFMmng94BIWBg9CVKtT3NLpaTfPY0d3nI6XH40awpaegpTQn7eOXMa100px6Of2LR6o7GMJHVPf52ufY8DkLF0eq1CGrY/zOMPfmuws+G0m+cRnF1CMiPZFI0BGhfk5h2VXm9vLy+++CKrV69m9erVdHR08J73vIcvfOELAHg8Hm677Tb8gQDy7BmsCWlYwo9mliDwYUpwC7i2OIc54TQ/alpNwsoQ1r18bvKlTPbZx8zE55GSXXT153L7g48gkUyshaMKHBVFURRlQmp330e92U6cEM9t97PtnxsIeqGhw+SyO87nsrMT1Jvt1O6+n3mLP3pa8/po0wrS6RieaD/7t/RhbWuiZKqflQ9EmfKGaoqr/aS9Xj6/6RtU5pQfFRRGjdgJHV8gCLtDgyWAuZ7wYAlg/rDngZ9vJtedS2NrG+++/2toLh+WM9tfLJ3k+nfPYnbJZIin2fbBhdy7t5717d0c6k/wPxt38audtdw6YzI3V1cS9ox9BpljsSyLvs4GDj35OdI9+wBIWD76jDCxpMlvHtyB0ARel07asJ/P/NhFHCqYQQoNHVica/da37dvHytWrGD16tVs3boVyxo69/W+ffuGPH/rh/6TXzbvoTaeQFhF6NaR0tYluT5uLQ/RafRwd+NqkpZBvsvP5ydfSrk3e2afyUA3KTNNcSBMd6IfMcHQUQWOiqIoijIBOw8+QqsoY3VyKWt++V3ecXmQW68t5WBTgpVbt/PcjPew0L+VnXUPn/bA8blDj1LW10E4k2HWzBSPL5lBOzD1Knt9JyaYcTb3bGdzz/bjphdyB8lzHwn48gerfvOylh15HHYH0YU+prwmtWZkBspDhVgpiGfS+FwekkYaAZSFCsCUCL+H88uKOL+siH29Ef689xBPNbbSmUxxz/b9/GH3QV4/rZK3zZxMWWB81dEAhmEQjUbtmVtadxDddDcy1QMIfLPeweFN/0bzuujpjyIBr8uZUMGlk0wZ9PSn2Dm5BjMe59zSUkIuO+R65JFH+OUvfzl4HI/Hw5IlS7j44ou5+OKLqa6uBuxpG1d0N/O31noMMx9NliKceRCn+d28oyLMzBwPO2JtfL/xedLSpNAV4PNTLqXMExqSfl5OHkLOZ4k3iEvTEUKowFFRFEVRXk4NVoaX3NcTa64nE4kyc4rdW7a60k91pR8r8xiHKKdPj2MaCfRxtqU7EVJatHXvobZlJbVNqzind6+9QkDSNTRgMBMmmsuF5nLhFhZXVVw+pE1g/pA2g3mE3WFc2tiCwInQF1ZhvlhHfiDEd2/6IHc98nOi6SQC+O5NHyQ/EIJ4Gv2CI9MjzswL89Xzz+aDZ0/nvv0NPHSwibhh8rf9h/j7gQaurCrlXbOmMjNv9Pm1AVKp1GCwmErZw9qkD79IfMcvwMqAy0/O/I/iLl6AvuNpLMskP+RFAGnDxOPSSWUM0hmT5WubefbvPyPe2Mj7n3xy8BgXX3wxTzzxBBdffDEXXXQRS5YsIRAIDMlHZzrJL5v3sidqIawpaE64lu/WeEtZiGX5fjQh2BI9zI+aXiAjLUrcOXx+ymVM8ucSCAQG/1wuF+2lq7DaL6RF15FSRyCY4Gg8KnBUFEVRlInYr8/CREfHBEvy+R/sZ9a0AFcuLeSSxfmEgy6mGS1gwNP3XsukaVdRPvNGCsoWIMTJb4OXMRI0tK2jtnkVB1tWE0t0DlmfQqMl4+P5X+ykvssk1pXC7MsgLcmCX7weV0mIoIzzjQWfP+l5Gw/X4imY6w4h0wbXzF7M4smzae3vpixUQH4ghEwbCJeGa/GUo/YtC/j5+DmzeO+cah442MT9+xvoTKZ4sqGVJxtaWVxSwLtmTWVJaeHgOIbxeJxYLEY0GiWTyQymJaVF8sDfSR18EADNX0rOwv+HHqwAIHfKhXQfeAorUMC8q87nmYfXYqQTWOkMSMkjzx0ZVzK1axeUlwOwaNEinnjiiRHPXUrJ6t42/tDSjGEUoDm9yN0CbiwJckNxDl6n/eb6SBP/2/wSJhbl3jB3n/tGJueX4PV6j0rXCD+N1nEpHZEAfk8e1f4SMpYx3lsDqMBRURRFUSakwTULl5XBm3ekWnBvfZy9dXF+/c8Wbvvhe5gf6GJapgUyMZr2PUTTvofwBydRPv0GKmbcSE7e0cHPeEQTHRxsXk1tyyoaWtdhDOuVnB+aQk3FJfz04CoaXH6ie7vYtbYPLGn34pCAJkj1JHGVBhHWy1cqOhqRH8D9jkVk/rIB4mnyPDnklQTBlBBPI1wa7ncsQuQHRk0j5HHzntnTePvMKTzRcJi/7K3nYCTG+vZu1rd3Ux0K8LpJhSzMcSOGtTEEkEaS+PafkWm3R3FxFcwlcM4n0LKmY82vvoyt9Vv4e2oqq/56NwwbpcZfWUHuwoUsvWApV1xyyZHzG6Wor89Ic0/jAXb3uxGyfLAi+cJ8P2+eFKLArQ/uvyFxmJ80r8FCUhMq5mcXvJNC3+hTxSaCOWycbDEjUYqQkM6k0bSJ/XhRgaOiKIqiTIQrF5Huwkpn8OQFyUTiTm9VgQgG2JMqoKFkDn5XDj+eUUTz/kfo69hJInqY2i2/pXbLb8krOZvyGTcyqfoaPL7jT/knpaS9Zy8HW1ZR27yKtu5dQ9YLoVNRdA41FZdSXXEJBWE7MP1W/RYQGSwkQgN0jcHIUUp7ORKdk9OZ5ETp1UVoH74EY/0hzE1NEE+D34N+wTRci6ccM2jM5tY0bppawbUVJTx3qIW/1TayMxLnYH+cH/fHKXDrXFsU5rLCEH6nJM9MdBDb9D2saCMAnqpr8M9+N03Nh1m9+t+sWrWKZcuWceOtb+GR8IW4492Eq8qItXWRN7WSkrkzKDr3LFJzloEQ3DhpEp7jjN24uqedPzR3kzHzBtseVgdcvLsil+lBHz6fj0AggN/v56n2ffxo12osJLNyy/jpsneQ5z329TiUdyvtqQyJuUkuqr2JlY0v0VC3fkzXcDgVOCqKoijKBOT78+g2InjzQ7h8XnS/FyE0pLQQErz5IdDc+HPKmDL3FqbMvZVobx0t+x+j+cBjJKOt9LZvp7d9O7vXfJ+SyRdTMeMGiqsuQtOPBHCGmaKxbQO1zauobVlFND50wGuvO8jUSRdQU3EJUyddiN97dAAa9ARIZXrIVIZx5fnI9CadsFHizvPhrwwTsCxCnpxTfdnGTOQHcF8zB/c1c8a9r5SSRCJBLBYjFouRTqeZAnx2WgkH4ykea+9jfV+c7ozJXw/38GBbL5cVhrjK3Y5nxw+R6QjJjGBHagkv/auZ1atvpL6+fjD9/v5+Qhcvw9RcBHNLmXr5RRx47GkSPb00PL+B4PkX2h1QLIuOvm4oGnlw9YiR5vv1jdTFvAhyEUDIBe+vLuWKymJycnLwer2DpZT/qt/Et7Y+BsDcvHJ+suzthD3HLyWujVQj6aXdMgguuok7b/06//3R/HFfV1CBo6IoiqJMyLWTp/PP2hSWgNl3vIE9v3/IDhqxn3tzc9G8pVw7efrgPsG8acxc/GFmLPog3Yc30bz/EVrrnsbMxGmrf4a2+mdwe3MpmHopRriYw/21HGp9iYwxdEzE3GAlNRWXUFN+CRUlC9C1Y5cUnp2Tz7O9fRT5XUy6pobG+3YNlo5OuqaGIr+LNBrzcvJOwZV6eViWNdhWMRaLHTXMzYDqgJePTC2hI5Xh8c4IK7ujJCzJ8o4IT0g3i/zXEn36L/zlob2k0huH7JuXl8dFF13EZZddxsq2Fry6i0w8Tu0Tq9A9XnS3GzOTIekJ4ge8Rpo17b28qWbWkHSklPy7vZMH2+JYMoAANCF5W00ZH5g/c7AdY7b7Dq7n7u1228hzC6r44dK3EXQf3Z7x6OsiiabcWFRiBbxUVTsrJtg7RgWOiqIoijIB11fV8FjDQaReyZQL8iiYVUOiuwd/QT6hwjI0PYjQXFxfdfRsIUJoFJYvorB8EWdd8Fna6p9l/577aejeTlTrJdH0ENmjpQg0JhXNt4PFiksoCE8bta3cSIriB3FpbtJ9KbpWHsJfloPQBNKSdK08RPq6mbhyAxTFD56MS3NS9Mbb2NjwKFuaniSZieJzBzm38hrOm3wjeQF7QPVMJjMYKCYSCcYzG16x180bc73kbVvHv1b8G/87/pOoO491/oV0VUZJpb+Jpmmcc845g0PlzJ07F1232xouX7WCoNtNX08PSAs0gWmk8ZSV4q+qAiDHSBPP6nADUJdI87+H2ulK6YAHkMwv8vM/S8+l0D9yIPin/Wv4ya6nAVhUNJUfnH8rftexq78zhmT7boN1WzKkCeOM5MOBPc/y3IofkDbTY75W2VTgqCiKoigTUBrI4YsLL+Abm17EkiEKJ+XjKtcwpEXSMNA1nS8uvIDSwMjVv6aZobF942B7xUisxY4jHJqEHBNCBgQNSUnITbmrgFx/6biCRgCPEeVqVy4PRgwkAt2nD/aNMZImqYjB9YUWHiM68QtyEtV1beX+jV/DtNK4dT9+dxhTGqyp/Rcv7HmQ62Z9gmLftCG9oMdiYFq/VatWsXr1ajZt2oRh2L2LfzW7lcTid/Ks73yM+QuZ/onPkzt/AdOLi1hYHGZuXg561nUPuN2k00ksVxwpTayMRHO7CJ+70N4gk0ImowQ8PtxuN6bHyy9qD/NCWz9gB585boOvLpnHheUjzywkpeQ3+1bzqz2rAFhWUsN3l7wZnz56CXMyKdm0I8PG7RniicGEmByJE2ray+fueT2SiU83rQJHRVEURZmg+YUl/O+FV7O8sZanmurpz6QJut28YdoMrq+qOSpoTKR6OdjyPAebV1F/eA3pYTOyhHMmUV1+CdXlF5PrCtFW+yQttY+TNrrpPryB7sMb2PXCdyidejnlM26kqHwJYgxjKnrdQcrI8OYSD3sFpDMSLeDGimfwCXhziYcikUG4R++Z+3Lpjbdx/8avAeBzhejrStDd2oPX78bt1cmYSe5f823edt5XCPuLxpRmIpHga1/72uC0ftl0Dc6pDuIuWcol597CNQi2RApZXlLI3liK+kSanzd0cv/hHq4tDnNZQQifrrGkIJcn6w/jDfiZ9aZr2fOPxzHTBuFFi+28G1HSXpOb5s5hdUrjN5v2k7HALkpOc93UfL5w3oJRx8SUUnLP7mf5w/4XAbikbCbfWnQLHn3k0K0/arF+a4atuwzSmSPnNneWi9LHN5IfD7OxvREhxLhKZodTgaOiKIqinIDSQA63z5rP7bPmH7VOSkl3pM4ZW3EVLZ3bkDK77Z1gUuFcqisuoabiUopypw8pTSwoOZtZ53+Mzqa1NO9/hPZDKzGNJC0HltNyYDneQDHl06+nYsaNhAqmH3X8AbMmX8P2gw9QEApz439dzKZ+E3d5mPb/foJ33rmQ0rCHZDrC2TW3nMxLMyHr6h4m1h/Dlyij7hkXDz24moEe4K9/wzWUXpAkSgs7W1ayrOZNR+1vmiY7d+5E13Xmzp0LgM/nY+3atYNBY3lZMUtn6CydFWDRrHyKF30QT/nF4BxpYW6AhbkBDsSSPNYRYWNfnK6MyV9aeniwrY8rC0NMSjegYWII3d5JCALV0/AW2x1h/D6BRSEPH0rRZ9YDIDEpCiT5/oVLmJU3etArpeRHO5/iL7VrAbiqfA5fP+/mEYPMrh6LdVsy7NhrMNCs0+OGBfPcnDffRShHo+4BSUaLYiQTWNKa8KwxoAJHRVEURTmpTCtDc8cWDjbbVdC9zrAuA1y6j6mTllFdfjHV5ReT4y88Znqa5qZk8kWUTL6ITKqf1roVNO9/jJ7WzaTiHdRt+yN12/5IuHAW5TNupLzmOryBI2kalkk0PINnCHMw4yYzudgZVhre+/3rmB3UyRhJdM3DWVNvONmXY0xSqdRgD+hn1j+Av38KuXuv4aEHP4Gmabh1Nxkzw78fepIv5vwIfdaT7G57fjBw7Ozs5Pnnn2f16tU8//zz9Pb2cu211/KTn/wEsMc+fO9734thGCydDqXRJxAChCePnAWfwpU3Y8R8Tc/x8bEcH22pDMs7IqzujhI3LR5u70OX85haVEdDPM2uB55BeAPkXWQHn6m2bvoLJmHpYTDt3utC6+PtM8r50LxLcR+jlNiSku9ue5x/1tsdc66vnMd/L3g9rmHjLra0mazdnGHfQXNwWcAPi+a7WTDPjc97JDhMuiR5qSBBjx+X0DGkqaYcVBRFUZTTJZmOUNfyArXNq6g//AKpzNC2gkF/CTUVl1BdcQmTSxfj0o/fG3Ykbm+Iqtm3UDX7FuKRJpr3P0bLgUeJR5qIdO0l0rWXvWt/TGHFUhJVy1grDVYc3kBXKsJAA0ohJXkyQp7VQ4foh6ibCncBr1/2P4QCI7e1O9kGekDHYjHi8fhgO0MAGXMztf5NNPcfAkDXdDJmGl1zYVomff3dTK1/Eyu93+aHa3/I6tWr2blz51HHaG1tRUo5WIL7zne8jcSu35FufhYE6OFp5Cz4NJrv2IE7QKnXzX/WlPPeWW6e7Ojj34da6U1DrWs6hGHa+z9F54vPkHvuQoQVxFdUhOUcV4ooZcEk31xyMXMLSo55HFNafHPLozzcsBWAN0w5l8+dcwO6M9OQlJK6RjtgbGg+UnKdFxYsOdfNvNku3K6jA8KmAo2SJpgfnELYE6Q71Tfhdo4qcFQURVGUCejpb6C2eRX7G5/icOf2o76Ii3JnMKPqCmoqLqEkf/a4O7QcTyBcyYzzPsD0he+nt20rzfsfZWf9s2zU3WxNdtBZ9+SQ7Wf487H6dxKWPbg4Eqh1ijQRo4Pz+/ZTUXzOSc1jtmQyORgsJpPJUbcr7VsGUiccDpHKJOjoa0UIgWVZ5ObkEQ6HQOr07gjzwMO/GNwvEAiwdOnSwR7QVU7PZgArHSG25YeYPXsAcJctJTDvTsQxAniXy0VOTs7gnM8DvamnV5Tz3nkz+dKD32C1XAS4yZ13LrnzzgPseaARIElhaR3MF3v56dX/jW+UtokDDMviK5sf4okmOwi+ddoiPn32tWhCYFmSPbUm6zZnaOs8EjCWFmmcv8DNrBodTRv99RXQJ+Mxe4hJ8Ok+XERBlTgqiqIoyqljWQYtnduobV5JbfNqevrrh20h8LkC+FwBXOh4TIPqsqWUFox/AOvx6MvEeDrZw2NCsDWvasi6YiPJOYkezkn04iVDncfPS75lHOgoJ97QRmByKcVlvVTJjfzftu9Rljeb8qJ5JyVfhmEMlijG43FM0zz+TsCk/mUkRD8ZM0PGyGBZ5mBQPpCGKZJcUv5Wds7czSWXXMLFF1/MwoULR5yhxew/RHTT3cikPXe3b/pb8Fa/8ahAXtO0wSAxEAgcc7YXn0unWzPBbEEjF9MoQHPZIZVEIkkh6UaTCRAcN2jMWCZf2vggT7fsBuCdNUv5+NwrMUzYuifDui0ZeiNHfphMqbADxqlV+ph+kJREIaVDW6IDkGiaDqrEUVEURVFOrlS6n/rWNdQ2r6Ku5UWS6d4h6zWh49P95HjzMBNuertT5OT7yQl5MIwkz770NV535T0ET3IVcNJMs7ptK8ubXuT59u2Y8khQVuTN49qK87mq6CxC7dtpObCcSMzuFDI3mWBu8nl2HorxzNpuVt/TS8eNryPy5ncwmeWs2PFzbrvsZxPKk5RySKliKpUadxoNDQ08vfEpNtQ+w66GrWSMoWMNSgG9sW4C3iBVebN4+OGHj5lepn0DsW0/BTMFupfAvA/iKTsfsAPFgan8AoEAPp/vmGkNt9esRlCKJIDmwgluMzAw7SSFIPPYZQbpSaXJ944ciKZMg/9a/0+eb9sPwHtnXsjt0y7lpU0ZNmzLGlIHmFmtc/4CN+Wlx+9Jn60gEsXQwfB66Uj2AAxWf4+XChwVRVEUJUtftNme3q95FU3tG7GkMWR9cd4MaiouJZPso7HlBfzeXDZvaOEPv9rE5GleWhrTvOu9C1iwqJxkOsK+usdYOPeOE86XJS02du1ledManjq8gVjWbDIB3cflkxZyQ+UFLC6acyQoKJ3PtLPfySfvv5pAaipnJ3aTKxLMnZ7D3Ok5NLen2P6Phyi6eCkNpdfzfPd93DaOPJmmOThbSzweH3W2lrHIZDLcfPPNxGJDhyhy624C3iAulxuX5iI3J5+wtxi3a/TgSUpJqu4hkvvvA0D4iggu/Ayh0jmDcz77fL4JNR9oiyf5+fY6TKYdOR5RLJEELBr+9EcCZTUUX34NQndhUcDNj6zihqnlvH3mFCaHjgzRlDQy/L/1f+eldnvg9Q9Mu4rpPQv5xfOJwSF1NA3mznRx/gI3hfkTC/Y0kQKpk7FShDw59CT7MI6/24hU4KgoiqK8plmWSWv3Dmqb7Lmgu/pqh6zXNTdVJYucIXMuJpxTDsD9j74NjztAa8TDvx7cz5tur2LObA/LH0/wi1/u5qszp1Ic9HPg0BMnFDjujzSyvGkNy5tfot0pLQLQhc6y4nlcX7mUS0sX4HeN3l5vm+s8ovpZ/GOXl8BDf+TKpQXMmBJg+54IUkKisQFfaSkHOX4bx4Ee0NFo9JhtFUcipeTgwYODA3DPmjWLz372swC43W6WLVvGhnWbOKdqGedOX0o6Y/HAmt/ZtaoC3nX5x6nIm4UwdPJmjjL+oZkmvuOXZFrt8Q99RWcx9ZpvEyooP6F2pnHD5M97G/nz3kZSph0gS5JYWgdoCQS1uLTdRDatoK3pEfJmhvFNnotFmJQFDxxs4sGDTVxSUcI7Z05lel6AT629j42dhwhm8rjF/Xr6XixknWVHjB43nHOWi8XnuAkFJxYwDubd3YXbLMane+lPx3BpLjRV4qgoiqIoY5POxDnkVEEfbHmeRKpnyHq/N5/q8ouoqbiEKWVL8biPnv0lnYnSRQ2NkR4+8oniwc4J1dVunnnayz+aruCNM7ZTaO0ad/5aE1080byWx5rWcKC/aci6eXnV3FC5jGvKl5DvDY8pvaicCRhogQBbdvezZXc/QsDAONB6wA8YznZDSSmJx+ODU/tl94Ae07GjUdasWcPq1atZvXo1LS0tg+saGhq46667BgO6b37zm/hEkP3/ypCMSywB50y+jN54B3mBYgLeMIkI+AJQMPvoEMYt40Q2fYdM9z4Aiua8jqmXfx5NP/b0fMdiScnyQ238YnsdnUm76lwXBhnRiRQREClc+mo0sZ9EcxJPvptg9TmEppRhiH7Oc7VxyVlv4G/7DnE4nmRlczsrm9vxu9O4Uy6Wxm6iMjmduNNZJeCH8852s3CeG5/v5HSoOlixkVn1F5I00xT5CuhO9aDaOCqKoijKMURihznYspra5lU0tq3HtIZOV1eYW0NN+SXUVF5CWcE8pwPByDKZOLGMREuvpSaQBgQdHSbLH4+zY0cKIQTevEJWJF7HG3N6x5S//kycpw9v4LGmNWzq2jukl3ZVTgk3VCzj+splVOVMpL2kB0iR6TqSl+zJQ+zlEvA655cZMlzORGca+fvf/85XvvKVo4LN4uLiwU4t2UPm5OXlEYtatAUkuXHQpTO2tvNfl3Yu2wKSagF+XScQCJCTkwPRQ9Q+/l9kYh0gNKou+BhlC951QqWMWzp6+fHWWvb02MMrCUxM0YGp9YOQCNGAS1uLZpWRaFxK35ZOqt/9BkLTqjDREZh8aMGVzJ08hTfVVPFsczt/3HWQ3k6dmb2VlGTyBo8VDgnOP9fN2XNGHlLnRDRO28f0pvMoCbkJevyE3AFV4qgoiqIo2aS0aO3eNTgQd0fvviHrNc1FZfF51FRcQk3FJeQGK46bpmUZ7Kl9iPXbfomV7sQFpAny4vZcHrt/P5Vv/gxy3/9StWQJgZCfhKXRkXP07CYD0maGF9q3s7x5DavbtpC2jgRY+Z4Q15Qv4frKZczLqz6hAEiINFIKXOGR5812hXOw0gZWKsqhQ4fG3bGlp6eHF198kdWrV/OFL3yBUCgEQE1NDYZh4Ha7Oe+88waHypk5c+ao59Nw0CDlFnRPktTt2UlK09m66yFqD77ELVd/hnOWXoPHEyCTCFOz0D5O177HOfjU15BmCt2TQ8213yJv6oXjOodszdEEP9m6n1UtR0qipdaIKTIgDCDDwqI4s0UJ/2i7BQsX/kkGgUkWEg1DuBCYfGpKBXMn27PXaAjyoyGqm6oIpAoG0+3Vo+wPNBMP9+HVJ1NjVpHrmngJ6UimzlrGzsa1nL/jJr5z/l3810vfHdKhajxU4KgoiqKcMTJGgkOt6zjYsoqDzauJOUOwDPB5cplWfiE1FZcwtWwZXk9oTOlKKTnUvJqXNv+YnkgdACZu6sQl7EssZX+igbO//h2EpuMOBKn79eepvvr1uHPy2BmvPiqtrT0HeKxpDSta1hHJHOkM4tU8XFa2gOsrl7G0eC5u7eR8Tee5mujJTCM4fRpaMIAVjQ+uEwE/7nCIVGcfua6mMQWNpmmyY8eOwbaK27ZtGyyVvPLKK7n66qsBmD9/Pj//+c85//zz7VLBMWioN5Gah7QMMmfBzQCE8yaxv3kT9z/3Q8rOv5ppwTBN9TqLL7BoeunnHN7wOwC8uZXMvOlH+AumHeMIo+tNJfje5vU812hi4ZTIiRZMrReEfS+mhfx8+/xbmBayBw6/umEnv9zyFFvSHgzhxSXTnOeO8Z/nXsXcyXMxDMmOvQZrNqeIRAQB7KAxWJjk3LO9PBPtoLWhCyMt+dXOWv64p46bplbwtplTqAwGJnQew83LvZH+fe30uyQXVS/j73n3sLt7/4SKkVXgqCiKoryq9cfbnUBxFQ1t6zHMoYFPfmgqNRUXU1NxKeVF89HGGYy1d+1izeYf0dK2wVkimFV9E79uvYGImUuvtChcao99mOxoomvDE1hSEu/tprJkFgnTrvKu6z/M8uYXWd70Ei2JIwGthmBx0VncULmMyyctJMfln/jFGMXNk0v5/UEL4QlQ/Z/v5tD/3Y9MGwi3i8pbX4fw5oCQXFVefMx0LMvirrvuYvXq1fT29g5Z5/V6WbJkCcFgcHCZy+XiiiuuGFMepYTuDh9urRCf+8jQOJ1d9Wzd+Sgul4tMxiTS10ZbII9JbsH+R79Ib91KAMKVS5h+/bdx+XLHeFWcc5IWW7u28ptdm9ncXoaUOYAG9IC+F5N8EC7cmsadcxbxjhlnDxnKZu7kufzEKVXMlkpJXtqUZsNWg1jC6d0DHPbVctX5IW6aawe3FzKPO8+ezv37G3jgYBPRjME/ahv5V20jl1WW8q5ZUzmrYHznNJxvUwjckl7ZzFP1L/C1VT9EWhZv5WPjTksFjoqiKMqripSS9p49TseWVbR17x6yXgidyuIFTi/oS8gPTZ7QcSLRFtZt/Rn765cPLquatJTF53ycNT2lNB9qw5SAppOJ9tL21J/p3vQUViqBFIJUwSSixMnoW3nXqj+xu69+SPqzc6dwQ8Uyrqk4n2Jf3oTyeDyGYRCPx7k09wIe7/k2dYn5+KdUM+MzH8Hoi+DKDaMHggghmerdyvXTPjK4byaTYevWrWQyGZYtWwbYYx82NTUNBo3Tpk0brH5esmTJuMdCtGn0doap2x8g0itwJmghbSX527/u4qV1fwXLREpJMFhIOJSP12qjIvFVeuvs0t+Ss29l8sWfQtPdYzqilJLa/v081fw4jx7aQ2f0YpA1ztoURTm1mHjpdKqUZ+UW8pVFl1ETLhg9UUc0ZrFhm8HmnRnSzjCUFiYNgT3UhTfzpQuv5MLSoSWixX4fH54/k9vnVPPvumb+tu8QbYkkzzS18UxTGwuK8nnnrKlcMKkIbQJNFoy1aVx+LyKVyzdW/xhd6Hg8E7lXKnBUFEVRXgUMM0VD23q7vWLLaqLxtiHrve4gUyfZVdDTyi/E5xlbb+ORpFIRNu78Ldv3/g3L6UBTmDeDpQs+QYM8m0+91EF9ZOD4Ek0kSDaso2PVg0jTQAt4mfHJ2zDyX6BBtoAlOdxnbz3JX8j1Fcu4oXIZ00LlE87jaEzTHJypJZFIkHYiFx0vH5r3Vn69/ffUpSaTDpSjB8KAiUdrZpq3gfeffQfx7jRPrL6P1atXs2bNGqLRKAsWLBgMHAFuu+023vCGN3DRRRcNmdZvPHw+Hx5PgJYGP3t3CKL9R2pN4+4EwoA+s5XD030s/Oj9ZHp6SHd2YPVFqMs/iIfnOGB6KJDlnLP0dqbMv2VMbUBbYk081fI4K5ofpy4Sxcq8Hmm91VkrmV0QZVZBmIcOuTGliS4Et808l/fNXoD7GJ2lAHr6LNZuzrBjj4EzWg8ul6Q+Zydb/WuQnhQ/OP9WFhePXo2e43bx9plTeMv0Kp5qbOPPe+vZ39fP5s4eNnf2MDWUwztmTeG6yeV49HF0bolLyIGOeCdC6OR4ckjGE4nj73g0FTgqiqIor0ixRCcHW56ntnkVh1pfwjCHjhmYF6x0ShUvpaL4XHRtbKVNozHNNDv23c/GHb8hlY4AkOMvYck5H8LKvZLvbu1ic3szYFc6Ts3vp77PtIfhsQxyzsond2kZoQWlaN5GBroeeDQPN1Uu44bKCzinYPqEe7OOREpJIpEgHo8fd7aWpAhgmjO4sm0ycztm4DO9JPUUK2WEVbVN/Mf/fIzGukNH7ZdKpchkMrjd9vW9/vrrx51Pl8s12PtZE3727LDYuTVDKgkgEQKmzdA55zw3H1r5Asvaziba24W7oACh6XgKi/AUFgGwC9jF1UcS3w+BuhWUBvyU+n32/4CPMue5V0+ws3c1zx5+nJ2925EygJW5FmleCNjB4Ox8L++ePZk/HVjHv+r3AjAlmMtXzruMuQUlxzy3XQ1xVqyLk2j32fNUA8JtMW1mij9G/06r0UWOy8OPlr6dcwvHVvrt0jSumzKJayeXsb69mz/vrWdtWxf1/TH+Z8MufrnjALdOn8wba6oIe8bwug8IMCVlwTIAksb4Z/UZICbaxf50WbRokdywYcPxN1QURVFeVaSUdPbup7bF7gXd2rVjyHohNMqL5lNdbldBF4SnnVBP4yPHtag9tIKXtv6U/qgdGLpdOSyYezvFVbfyu//P3nnH11XX//95xt0j9+ZmNUlnule6W7qYBQQFhB+KigIqynKLyldRETfq9+sAHDhQURBFECm0ZZTulbbpXmnT7Hlzc3P3Ped8fn+c5DZp0pG0JaB5Ph55tLnn3HM+9+aO13mP13tvB6uOd2T2n1/g5O4ZuXx913eJJwM0105hx9fuZMRnSnFN8gNgpA1UYyR+l4LfofHMJQ+f8zq7SKVSGaEYj8fPalpLS6KdJ1av4Mr9i2kO1WOx2wkng/gduRyu2cMjK7+a2dfr9bJw4UKWLl3K4sWLyc/vv/2PJEmZUX4ulwur1Uqkw2D39jQH9mh0ufMoCoyfrDJ9lgWvzxTUN//tKbypbIZV+PnJYzdiG1aEMy+fhQtHUjhmGG2KjxYlmzYlC3HWItwAETFfLyJAV9ws22bh/eMLSYsQvz+4nVRnp/EtJVO5Z8rcU86YNpulDF7dHKO18cQaYnKco67j1Lur6ZAPYpDGY7HzswUfYGr2mbv2T8fhUAdPHaxkVXUDeqd2cygK148p4v3jRjLMdera2NSLMbQ3k0hOiZVHXuV/wo8SXX00URk53u+C2qGI4xBDDDHEEIOGpqeoaSrL1CuGo/U9tltVF6OGXWR2QRcuwmnzn9fz1zWWsXHH/9HUuhcAWVKZPO5Gxk/4OM9WGPz9lXrShvklPdZn454ZucwfZnYHR9JxvLY2kryMLKUIl7UiqQrhbc10bK1k0f/cTHauh3C6f9NVTqarTrHrp78G3LFYjN8++xdq/1XJZ6sepzFch98VQJVUZEXhlos+zrj8yUwtnk3h/xvFPdfdgqr2Xx50n/vscDgyoj7YarCrLMmRgxqiU+NarTBpuoWpMyw4XT3F/6z0QdbbptLsOoCS0pCO7uWBxWHmBeqhHQ7pRTw37GauS23mkzd9lcZYgoZ4nNpIBztbjnKovZ6WRBrDyAI8nT7XKpAHwhR5XXOlW5MxHtvT3nlbARbJYGxWFvGUmz8dOEaB04xgFjgd5DntWCWZw8d0Nm1P09BsQGfndVjt4JB6kMrIHhSPA11qBHRkVL496/+ds2gEGOfz8M3507h72jieOXyc54/WENN0nj5cxbNHqrm8OJ8PThjFRH/vMg11kQ1tfRIjZVB5sYxj2Ex+JR6s6OM0Z2RIOA4xxBBDDPGWEku0caxuHRV1a6is30hai/XY7nUVUlK0lDGFSxmeNxvlLBse+kNb+zE27fwZlTVvZm4bPfxSZk/7FK81evnOqlY6UqbKyXWo3Dk9h6tHeVHkEyLHbXGgCR13ngVFSRHbepBkeQV6SkPSBe48i7nd0r+gjqZpmfRz9zrFs0UIwZEjRzKTWrZu3Uo63dPsvD3WhiIpCAR/XPsoP/jAE/jlAHvSh85aNHZPPzudThSlZw1gY71O+bY0x4+e8At0uiSmzlCZNM2C1dZ3tHiRXMtmMYl0wM3wYhsP3zSM4QFzTU9vjHDoimtRJZVFci1eq8Lh8F42NK9gTcPrxDTT2kixglO2M813DQ0di6kMd6aQgREeG9l2ieMRjdbECfEnIaELhYOhCAdDkR5rkoXEiEQ+E+LDcWon/p4tlhAVrkoqjm/g6JO/Q/VZGf3Z61AkGwgFxRjDjuYYCwvO6ik9K/Kddj5dOoGPTh7D80dreOZQFc2JJCurG1hZ3cCcvGw+NGEUC/IDGfEuZytYP+rip6+9wF+HbQRgZqB0QFc0Q8JxiCGGGGKIC4oQgmD4GBWdRtz1rbsQont6VWJYYKopFouWkpM19rykoPsiFm9l6+5fsf/IPxGdacn8nGnMn/FZ9idKuHttC/XRZgCcqsytk7N5/wQ/drV3SnRZ4Tyer1qD1+Ni9n1XUfaLFWhxc4rM7PuuwuZxEE5Hee+Ii0+7Jl3XM2nnWCzWS+SdDYZhIMudAkiSuOeee6iqqspslyWZcQWTKcoeyeq9r5i1eJIEAsKxduraqnDlexnbMOqU55AkCYfDkRGLNlvv2dhCCKorTcHYUHfib+z1SZTOtjBuoopyhqkoY8ct4sP7X+fPrkt56PaxDLeGSWmCHy0PUT/3FoZ5PFye/hdrCmz86NWraUsFM/dVJJW5uQu4KPdq9reMYnllM12rmJfv59OlJWTZJL63Yy3NbVUgg8/m5KPj51Do8pnRy1icxliCxniclkgKTzCbMfEiHMaJx1tvbeWQq5qgxayFdYybypRv/wQhDAz1MOm2BhzWCUh2C8uPV3PvtMmnfcwDwW2xcOuE0bx/3EhWVtXzl4PHqQhH2NYUZFtTkBKvmw9OGMmVI4ahShI/T73MX4tM0biwYSJN9lTpQNwuh4TjEEMMMcQQ5x3dSFPbtCNTr9ge6Tlv2aI6GFmwwOyCHrYYlyNwQdeT1uKU7/8zO/c9mYlwet3FLJjxKcL2hXxjZwv7g2aaXJHghrE+7pgawG8/9dfktcULWV6zgYSeonD+OAKTi0m0dmAPeLB5HCT0FFZZ5Zrii3rdN5FIZEb6JRL9D/wYhsH+/fszUcVAIMDPfvazzPalS5eyatWqjFVO1vaxKE4rR+p38+a+FZm52ua8aoHQdQxhYNd7ikFFUXC5XJmfLnHaaz26oOKwzq5tKYKtJ3oncvJkSudYGFWiZM55JnImXsu4A8v5bPoVdg+bjyu4lb+wgPSHPUz2lNOivMbfHGnoFqienj2DKwrfxaK8y1hZFeWxnVVENfMCYITHwaeml7BoWDav1x3j++vW0Z4ym0MuKxrNV2YsxmfraU0TjQm27UqzoyJNsjPgK0kCX1EauTAMcgebj4YAELpA6oy2SpJMqi3Iwa//jomf+iKecdm09zNi3F8sssy1o4q4ZmQhGxta+Muh42xrClIRjvDw1r38cs8Rhnk62B5aDxK4pOG0jJzCB/y7yzcxrN/nGxKOQwwxxBBDnBfiyXYq69dTUbuGyvoNJNM9031uZz4lhaYR9/D8OahK74jV+cYwdA4efZEtux4j1mm6bbNmMWfanbjzr+dXu0Osqz0hai8udnNXaS4jvGce+ZbvyObB0jt4uPz3hNNRHC4bXncumtAJp6NYZZUHS+8g35GNYRiZhpZoNNrvOkU4MdZvzZo1rFu3jpaWEybiTqeTVCqF1Wqu+4tf/CJf+9rXMpHbA0eaiCTjFPqG43X6CMdC5gBoAV6nn0LfcGRdYLVJmVpFt9t9Rl9GLS04uE9jV1m6h6VO0XCZ0jlWCofL/Y4eW935jL78Qdpe/wYtaiUvD48RlV9GlyDcbb+x3vFcUXg1lxdeSb5jGKtrW7hn9RFqo6YQ91hU7pwyiveWDCOmpfn6tjdYUVPRuc3K/aWLuKq4pMf62toNtuxMs/uAht6ZYbeoMH2yyrxSC16PDJh1ti9WHkFGIlxxkH0/+iHjv3oHqtfP4W/+hlSDGQWVAEH//9YDQZIkFg7LZeGwXA60hXnqYCWv1zTSHE/SHLeicDF2uYMP1E5h5l6Z9tb0dG7u/3mGhOMQQwwxxBADJhg+3umtuIba5p2Z9G8X+dmTM/WKef4JFywFfTJCCKrqNrBpx08Jth8BQJGtTJ/4QUaWfIQ/H0zw4s4a08AbmBKwc9/MXKbn9m/EW2n2OB6acReP73+NHS31aEKgSlZm5ozh4yVLGCEFqKmpIR6Pcy4uJitWrOAzn/lMr2MUFxezdOlSlixZ0uO5dTh61lW6s9tI1npw2jxcNukani97CiFMYXP55GvJ8Rbgk/yMHJdmxIgzW8YkEoJ95Wn2lqdJdLoBShKMGmta6uTmn97z8HS0JYP8Ofgqz/sbSBk9o3UKEi7Vw2emfokri68B4EBbBw9tLmdni9nkokgSN5UU8tEpI8myWtjYWM23t6+hOWGGKC/KL+arM5eS5zgxArGxWWfTjjQHK3S6nmKHHWZNszB7mgWHvffr1mtLEE46cRYVIQk48I3HURw2Uq1hrD4fzqIiDCS8toFb3wyUiX4vD82filAPsbIqiKQXI2EhaWTzx/w6flm5hfZn/qAeo//9MUPCcYghhhhiiLPGMDRqW8rNLujaNbR19PT9UxUbI/LnZcSi23n6EXYXgubgATbu+D9qG7Zkbhs/6hqmT72HF6utfG1FE3HNVAdFbgt3l+ZyyXD3gERteWsN39mxgpTQGe7KQ0pqJOJxDh6p5YFDT3P3pKVM9J99Z0RTUxPr169nzZo1fO5zn8uIuClTpiCEwG63M3/+fBYvXszSpUsZOXLkWa07O7KLlLGI9nScDUdeJ89biKooCCHYcnQtH1v0GYpUDwWRVcCMUx4n0mGwZ0ea/Xs0tM5STEWBcZNMS50s/8A8KqPpCGsa3mBV3cuUtWzB6FYD60k6mXx8FAuCU0jn6GwoOcgfj/yW4a7p/P1whOXHT5jBLx4W4L7SMYz0OIlpab63Yy3/rDwAgENR+cy0Bbx31EQkSeq8uDDYvD3NseoTFzxet8TcGRamT1KxWk793L5rZBFPHwqiuDyMv+dejjzxG4SuY8/NZezH70RxeTCE4JqR595R3V8MYfCd8md5pW4zqJArGVx+eAErC1sI2wzsF80n8bunBnQVNyQchxhiiCGGOC3JVAfH6jdwtHYNx+o3kEi199jusucwpmgJJUVLGZE/D8sFmLV8NnRE69lS/hiHjr2Uua0ofy7zZnyOre0FfOyNFlrjph9jllXh9qkB3jvWh0UZWBS0MR7m4S0voiWTKGmDcLCdRFsYu8+Dy+UkKWk8vn8ND866hhy7u89jpNNpduzYkalV3L//xPjE2bNnc+uttwJmZPFPf/oT06dPH9BYP5voYEz+IWJVhVglK3a7E4FAQiKZikOojYLxh1G0YJ/3bwsa7CpLc+SARpdtpMUKk6ZZmDZTxenqv2BM6kk2Na3j1boVbGhc0yO6qAiFhfXTcO3M4rfP/JP9oobnWMeDF9/F3bX/j2/PPs4nWg+jGeZ5x3hdfGZGCfPyzTTyzpYGHtq+mtqo+fcuDeTzjVmXUOz2IoTg0FGNTdvT1DedEKg52RLzZ1iYNE5FOYvXxPtKSnm19h+0RrPxzZjNjB+MJ9XWhtXvR3V5EEKQ4wpyc8ml/X5uzgVdGDy88xn+Xb3VXOfoxQRemcCVRwPM2hrlrsjPcV61jMqOygEd/4IKR0mSrgZ+imnN/oQQ4vt97HMJ8H+ABWgRQpy+/WyIIYY4ZxKRRuoOv0Tj0VVoqQiq1U3+mGUUjrsWu7v/Zr9D/OcRitSYKejaN6lp2oEhetZp5fknMqbQFIv52ZOQzuM0lC7aY43sOP4Su6tXkkxHsFncTBt+JTNHXkuW88TrNJnqYMfe37PrwF/QO8WHP6uEBTM+S500nS9uaeFYuxmVsioS7xvv59bJ2Xis/U+nplKpTPfzH/etJ9TQhFu1UbfrILuf+jddVW3TPvRu8qdPIJJOsqb+MDeOntnrWA888AArVqwgGo32uN3lcrFw4cJeKeN58+b1a60OhyPT1EJhEcJI4LRVYlU0RDqFTbWT1BJY5DRTR+3DphpIck9R2livU16W5njFiYicw2la6kyefmpLnVOhGRo7Wrfxat0rvFn/OlHtRB2sVbaxMH8J1fWH+dKa2wlHrXzg6bsxDN0UuZLMD+PljJo+n5BSCgb4bRbunDKK94wehipLJHWNX+0v46nDuxCYjSN3T57LB8ZOBUOifF+aLTvTBEPd6jELZBbMslAyUulX1Dnf4eVbc6/gobJXCCcc4PaguLxIkoFNDeO1x/nG7KvJdwx8/GV/0YXBN3f8lZdrygD4wJilfH7K9Rz+dT2OtIUcw0nlyudg5T9RBlg2csGEoyRJCvAosAyoAbZKkvQvIcS+bvv4gMeAq4UQVZIknX6uzxBDDHHOhBrK2bfmYQw9haw6UK1ehKFRd+B5Gg4vZ/LSB/EVlA72Mod4izEMnfrW3ZkUdGv4aI/timxlRP5cxhQtZUzhEryu82hM1wfHW8r50+YfURGbSJ3+ETQcqMTZ3r6DdUe/yIfnf5Fi/2T2Hv47ZXt+QyIZAsDpyGHe9HvAt4yf7ApS1lgHmHLuqlFe7pyeQ4Hr7H0hT2e+va7mEDZZJRWNsfupfyPJMorFgp5Os/upf+MvGY7NYWNN1QHyaqN0dHT0GNfX1SwDMHHixEyt4owZMzJNLv2hewf0yb6K6RnT0Ddvw+kNcN977+MHL/yKDiOKpMCXr78Pp9cF8Rbk+XMRQlBz3LTUqa/tZqmTJTF9toVxk1TUM1jqdEcIwb7Qbl6tXcHr9SsJJltPrFlSmJ0zj2VF72JJ/iW4LG5++5P/xarlUBc/TlssRHuyHfe4yYy87T484ycTAlQDJkca+PFHbsJtMaXMgVALD5WtpiLcBsCErADfnHMJxXY/23ZqbNuVJhI9IRhLRiosmGWheNjA6zFLs4fz+OL383L1blbV7iOiJXCrdpYVTeZdw6e9paJRM3S+seMvrKjdAcCHSy7h05PfgyRJBJJWVA3iehyfNYvhuRPZXr1uQOe5YCMHJUm6CPimEOKqzt8fABBCfK/bPvcAhUKIr53tcYdGDg4xxMBJRBrZvvxeBKCodsKRJK1tCQJ+O163DV1LIAGzrnl0KPL4X0AqHaWyYRNHa9dwtG4t8U7x1YXTls3owsWUFC1lZMECrJb+NY4MlPZYI99/9SG2xW7AQMGItJIKtWD15SC7A8hCY4n1d4xWIkQ6J81YVCczJn+EgpEf4Hd7I6yoPNF/Oyffyb0zchmffeYUr2EYxONxotEosVjstObbd6/7C27VRkddE1t+9hSqzRR7QgjS0TjFF5XSfryOlgNHMVIahYWFvP7665mo1ubNm6mrq2PRokXk5Q0sbmKxWHC73bjd7l4NMd0RoXZqfv0SGy1L0SWFRKyF9nAjWd587M4cFKEzP72W1BXXsmu/hWDLCcEYyDUtdUaPPXtLHYBjHUd5tfZlXq1bQV2spx3TVH8py4qu5tJhy/Dbsnts2/vF1xGGg42RKh488iLD3nUr9uH5oJh/03F1UT7a4CMnnWDqjy5DMwyePLSTJw5sRxcCRZK4Y8JMbhkxg517dLbvSdM1wluSYPI4hfkzreQGzn+UfLDQDJ2vbf8zr9aVA3Db2Mu4b9K1mdda28eCJGWoV+O0WBLkuAuY/T0PhjD6HXa8kKnqIqC62+81wPyT9hkPWCRJWg14gJ8KIf548oEkSfoE8AngrLq9hhhiiL6pO/wShp5CtXnZtLOWPz+3i7awhm7AZ+6YzUUzC9GSYeoPL2f0zDsGe7lDXAA6Yo3sO/YSW/c/STLd0Wt7TtbYTL3isMC0C5KCPhMr9z/PttgNgCBUvo79v/slejqNYrFwyX03s3DMcQKJaiKAJClMGvteJk24k78fg2dfrifVOSJwTJaVe2bksmCY67QpyC5PxVgsRiKROOvuZ6diRRMGdp8HEKRjcbR4knQsjtANDr+4OrOvJEnk5OQQDofJysoCYP78k78Szw6bzZYRi32ZcPdFVPGwKXAtor0dqxEmpYVAb0fWbFh0lbiczav292CslaDTMruw2LTUKRpx9pY6DbE6Xqtbyaral6noONxj2xjPWJYVvYvLC69imLMwc7sQgsaYwcFWjQNBnZ2jSzjmtBOxjGfs0ivMfYx2wse3cvwPv2DZ8GvwT7sOp26lsiPEN8tWs6/N9Gwc6c7iyxMvI3jMw2/WJNA6M+yqCqWTVObOsJDl+c8RjABpQ+N/yv7EG/W7AfjY+GXcNeFqEBCp1GnbrRHMsWIoEmAj5xzPdyGFY1+vspPfjSowG7gccAAbJUnaJIQ41ONOQvwa+DWYEccLsNYhhvivoPHoKmTVQTiS5MVV+/jep0dhCEFHRKc13Eg4qGGxWKja+wwu30hs7gIc7gIsdv9bZqMyxIWjtrmclVu+hW6kOmf1mqiKDavFxWWzv8KEEVcM4gpNVhxrw2AsRJvZ9Ysfo0U6yCuwccP7C5kx5kR6LSQX8rGrf8rqpmx+8Gor7SlTJeQ4VD4+LcA1o7N6jAjsIp1OZ9LE8XgcXdd77XMmhBCMSVgp14P4PF6mfejd7Pz9P0l1nKhXtHnd+KeWcPGSpXz2hg+SnZ19miOenq5pLW63G4ul/yMYjxzQ0IWBRQqxff9a/vCvH2G3eZg7+xYuWfwJFNmR+YYePVahdM7ZW+q0JdtYXb+KVbWvsLttZ49twxyFXFF0NcuK3sVoT0lGJL5ZleRAUOdgq8ahoEYo2e2rPetEI5GRToCcJLhtJQd/dg8IgTTiamRh8PzwNv75+nMkDfPv9/78OYyJTOT1fxuIzppcu+2EpY7T8Z/3GZbSNb5S9iRrGsxZ63eOvZIP2ZZR82KK0F4drctbs7PZJx3r4FdbfswbB/6FRR6YBLyQwrEGGN7t92Kgro99WoQQUSAqSdIaoBQ4xBBDDHHeMRthvLS2hQl4zbe/LElkeVSyPCoYUbTOlE75qvsz95MVG3Z3PnZ3AXZXgfmvu6DztmHY3fkoav87PYd46+iINbJyy7eI6n4q0xdT264gog3EHDMZn13DKOVNNux+nMKcaXicg1umUK1NRyFFy5EK7FKcaz5SzJLLcjKj6ppifva7b6KZKexYJ1EbaQLAoUp8aFI2t0zMxtFtRKCu6z3qFAcy0g8gHA6zceNG1qxZw9q1a2lsbKT07vfhmD+N/OkTuORbn2Lrz54iMGEUw+ZMwV6ciyTJfHrWNWSfoqv6VCiKkhGLLper1xzo/lKxP4HSUUc4GuTvr/2BKy/7IrNn3ozN1ullKAysRHFkObniWtfpDwbEtChrGt7g1dpX2NayGb2bf6ffms2lhcu4ovBqcq1TOBjUWVmhc7A13FskdsOqwDi/SqqynaUtYaSWKj768+tBlhCd3j8SEuMnzOLH046zzxcDHSbII7nYmEfrTguHOqOlHpdpqVM6+fSWOu9kknqaL297kvUN+xnXMZLbjWspfKGQwx09JxE5CmWo1HB1GBjtUV7Y/ntau9WZ9pcLKRy3AuMkSRoN1AK3AB88aZ8XgF9IkqQCVsxU9v9ewDUNMcR/NarVjTA0An47ZfsjHP/FcfICNjxOCb9X5forRqFKOkJoSJKCrpnOvoaeJNZeRay96pTHtth93QSl+ePo9n+rIzAoac8hTPYde4n61Cg2x+6ifud69j/1jcy2hg99ncMzvsx85y/ZV7mc+ZMHt0xBw4EkdKJhhTHjXFxypekF2dKc5F9/qyd28V34py9AYKM2kkaR4D0lWXxsag7ZDhUhRCb1HIvFSCYHbsC8b98+3nzzTdauXcvOnTt7RSdHBA3SAiLpJDaXnUX/cyeaMEjqGpIkc/ekpae04jmZ7nOgB2K5czqSHTFUkaSlowWb08fCBbcDEE+E2bztr8wcO44RuUVo8UKg74aOlJ5iU/N6Xqt9hfWNa0kaJwSKU3EzL/AeRjqvRkuP5lCjwQP7NULJ9j6PZVVgrF9lYrbChIDKhGyVUVkKqizxjReCXHQojCT7+NSCj/Loxt+CJAMSN9/5JX61JEpCMShMFDM/PQs54qZLBgX8EvNnWph8lpY671QS6RQ/XvkSw4+M5ofBa/Glzb+Z1hk2dhTK+KYp+Kep2LJl/vi9ai7v8BGyqz2yDQPhgglHIYQmSdJ9wApMO57fCSH2SpJ0V+f2Xwoh9kuS9AqwC7Oo4gkhxJ4LtaYhhvhvJ3/MMuoOPI/X7eW+22bz09+X0dCaRpLMGkev36xxLJr4XkbNuB0t1UEi0tDrJx5pIBlpIBFrhk6j3nQiRDoRoqPlQJ/nlmQVuyu/l7jM/LjyUa1njnQMMTC2H9vKptjnSUdD7H/qWyAJJElBCJ39T32LwLhn2MRd+I/+ZNCFowWdCPl4xpVS9ssIO7eFOHIwypbdLopu/haB6RdnvvqWFLm5e0YO+VZBLBampjV2TlNauo/tA/jud7/L1q1bT6zNYmHu3LmZGdBjx46lNRllTf1h1jVUENGSOBUrVxRNZOmwcacVjZIkZdLP5yOqeDosqRZiskrQ5WTv/jfYsv1Zauv2sXr9r0kmI4z4xr/IlVWcyWbgRMe8LnTTPqd2BW82vEYk3WFOVhG5qMZ8Cm2XYhPTaIp4eSMTxOop1LtE4oRshYknicS+eP+iAn5bA5863MiXZ9/OTROuoix6jPJLAuzP1xkRH8WEyGQ8+gmBW5hvWuqMHdU/S513EsIQRI8btOxOUbMjwjXJK3tsz4jFqSq2kxp/XhoWZHadi4qmw3SkO7DK1gHLxwvq4yiEWA4sP+m2X570+yPAIxdyHUMMMYRJ4bhraTi8HF1LcNHMQqaMC/TqqpYVK8PGXYMkSVhsXiw2L57A+D6PZxgayWizKSijvQVmItKIljIbMIShEe+oJd5Re8r1qTZvn+KyK3JpdeYgD7Au57+dA7FZGEJFC9WTTsRIR9oy2yxuH1qoHsWZw4HYrEFcpUmB08bhqIQjv5Cche/id79dz/Cb7mPaB9+PpJh/fyF0Cmjg02MnEm+uoWoAdYpg2u3s2rUrY8AtyzJ/+9vfMtuXLl1KQ0MDS5YsYenSpcybN8/0RexGjt3NjaNnIrntrA1VMc4ZwO/0kZIEQogeQkaWZVwuFx6PB5fr9E0755MsfRW1thsItcsIIXjij3fQ5TkpSTKhdpk2v4dhyecRYir7Q3t5te5lXq1dRTAhgTYO9BtBn4AqJqHpbjSgquc48n6LxL4ottsodOfw1zFuJrcFacxu5N8TssnXxnB10yScxonu/jEjTEud4YUXTnQPJl1iMbRHI7RXJx025Z4L8zmIB6KMmePrUyx2p9ke5SeTa7mkQcMQAl2kkfpsRTkzQ5/AQwzxX4Tdnc/kpQ+yb83DaMkwbocDj8v0cdSSYWTFyuSlD561FY8sqzg8w3B4hp1yHy0VyYjIHlHLTqGZjDRm5htryTCRZJhI8HCfx5IkBZsrNxOhtHuGdROaw7C7C1CtAxsd959OVXoxipRAtlpJhYMggSwrGIZOKtyGbLWiSAmq0osHe6kk5QJkEmiRDhSrg9k/fRXFboq1ZGs96CnQkyRdNiKRyBmO1pvGxkbWrVvH2rVr2bBhA+3tJ9KpkiQRDAYzjSwf/ehH+cQnPnHa47XEY6ypr+LFjsOkLBqN7VHWdpZ1uBUrE125lGYXMStvJDPyR2JV3vqv3j2erejp25AFneP2oKsbRpIkZAGt1naeyt7Mo8u/SWssG/SpoL8XhL/HsbqcLK0yjM02ReKEbJWJgf6LxL7Ye1DDqSjIuQqPWbeT7xzNJaGlWMWJDnKLBaZNVFm25Oy6yt9JnEosdnHcWce2wB5mXlTITTPOrjPfUI9w0DeVqnlJjH8YZ77DaRgSjkMM8V+Gr6CUWdc8Sv3h5TQcXYmWCqNa3RRNfC/Dxl1z3v0bVasbd/ZY3Nlj+9wuDJ1kvLXPlHgi2kiio550Z52UEHpm26lQLK4TjTuu3pFLmysPWel/V+o7HaFkI9LNaDgZ8e7PYssZjat4Cg1v/oG2XcsxUikkkUaog+/fqek6I9QDJNNrGHlFPbU2BVlEqHrprzS8/g/GfPiLFI8cg2b0P8q0adMmbrvttl63l5SUsHTpUhYvXozbfSK9rKqn/5o80NbK4/u2oxkGLqsNu6aSVDVSqo6QBBE9xbZwLdvCtfy2cgs2WWWyfxilgWJmZBczPbsIj/XCN5a94Z2JLdHMOG9eJo1vzS7EN302uYvms2eSHR03iEehrff9TxaJEwIqo8+DSOyLA0c06i11rFY3MFdZQk7E9LjUtCR7dz7PwkXvwunKoqZuYFHmtyPCEESrDEK7+xaLtmGw2ruNFx1rabYH+cq0m7hp9NnbOan2SrT0JFpJYPHnkAq3vT1T1UMMMcTbE7s7n9Ez73hbeDVKsoLdlYfdlQf503tsM1oNtPUayc0RklojSVcj2vgW0kXNJPXGE/WW0UYM3TRq1tNRom0VRNsqTnVGbM6ck9LhPdPjFpvvHR21TOmCqnaDijaDoyHB0TaDcNqFLtyQPZqRN87O7JtoqiB88A2svgACC9mnMZG+UKT1BMcad3CkYQuVLTsYm9yPLKUhF8gFv/ETPNJRjh+qRTLSDB9WgM1qRT5Nqq2mpiaTfv7Yxz7G7NnmY542bRoWiwWr1crChQtZsmQJixcvpqioqN/rbonHeHzfdgDcNju6pqOF0wQKC7F5PXRoMZJ6nNIcH4faG6mOtpE0NHa0VrOj1bQ5loASb25GSM4IFFPgzOr3Ws5Eh7iUqCXMm8Zu3BOmM/nzT6M6Tjj66d1UhCzpjMoSTM9zMTHbTDeP9l0YkXgyMS3N69JmDlqOAHDYug9PzMXubc+yZ8c/CLXVMnXaDNyeLBID73l6W3AmsegolPFNVbBO1Pni4d+wq60SgK+W3sx7R17Ur3MFnFaa0iux+heg2J047I7OhqP+MyQchxhiiLcl+iGd5BNJ0ECx2XFaRuKMj4QtgAq2j9tQxpsRJyEM0okQ8Y76XtFKs/aykVS8q3JfkIw1k4w10960u89zy6q9V62lw12ArVsjj6IOfopMCEFjVHA01CkSO3+qw6KHEDA58aVvJMO0H9lKvP4gHUe3MuFDX8BwOpCtAS4fc+GjX0ktxrHG7Z1CcTuNHYd6zMLu0idJPY/GBju7V66h9lCKaIfB5P/3cRxuL3EdLhtxotYwkUiwZcuWjFg8duxYZltJSUlGOLpcLv7+979TUlIyID/E7mxobUB2u/B5vDTs3M22x57ATP9KzLnn4xTNm02HUJmYNYbvz7uB1kSU8tZqyoO17Git5lB7I7oQHAk3cyTczD+OmaPi8hweZmQXm2IyUEyJNxflXB0JJA+CIElZQ3E0dxONKQwqQG9FVbNAKuL1W8a+JSLxZHa01PNQ2ZvUWcy66IKUn/JHHmZ/u4asGyT1BCqQ68rHMMDW/6mMg84ZxeKwbt3QAZmOdJxPb/o1u9uOIyHxtRnv4/oR/TeOv7p4Dn9Pr0GVVzL29vdy5A/PIYyBpayHhOMQQwzxtsNoNUzRKIHkkmiLt9HQ1kCBuwC/y49ICZJPJLF/2Y4ckJEkGasjG6sjm6y8KX0eU9eSJKNNJCL1PSKV8Y76zL+GboYwDC1BrP04sfbjp1yj1RHoMx1+wn7If17thyIpwbGQKQwzIjFkED2NJaHXCmP8MmP8Mm41yjP72pFJo7jiyPkSlrRK4YwP4y4YgSHsJNIh5g8DGNj4u1ORSEc41ridww2bOd6yg8bI4Uxda3f89hHkuybhtI7nD3vchOIpZCmNe/GVjC5tx+rJQnE6aYk04bZns6TITCl/85vf5Lnnnutlu+Pz+Vi4cCGzZvVs+Jk4ceKAHocsyz28FXdUH8Dr96NF42x77AkkRUaxWtFTKbY99gQ5kyZgdzl4taaS2ydMJ2B3cVnRRC4rMs8f01LsaaujvLWG8tYadrfVEdNSNMU7WFm7n5W1+wFwqTamZRcyozMqOcVfiF3tn+jNslloT9pwFY4ifjxNIvJNYjWHaXh1O7EKiXnf+ROy1UuW7a2JLHYnqWv8al8ZTx3ZZY5DReaiSCk3HZ3AlhkqP13x5UyT0eev+gFT630cRTBm9juj5EQYgmh1p1jcc2qx6JuqYs858ZkRTsW4b9Ov2BeqRkLiGzNv4d3D5w5oDdcMn8PymjLsig330hi5U6+go7l9QIamQ8JxiCGGeNuhrdcQaYFkk9hasZXndj9Hnj2PsmAZt82/jWUlyxARgbZew3rd2YUdFNWGM2s4zqzhfW4XQpBOtvfZGd4lNpOxFroaClLxVlLxVsLN+/o8nqxYsbnyTu1t6SpAsfROC2uGoDosMsKwSyQ2Rk9dkWSRYWSWKRDH+KSMWMxxSJmU+ysHn2JS1l4Od9xFw44yDj71MIoF9DRM+NCD5M9cwjjPLznaOpVxOedWwhBPhalo3MaRhi0cb9lBc6QCwcnRDYlsx0jyXZMocE8mzzURu+oBoCPeQrH0a0JciS4cCJIIQEumaa3YS7q9hWXLBFY+AeRgtVpJJpNIksT06dMzHdBTp049Z4sbi8WSEYpOp7NHCUMkncZrsSLqWnCldLJlBTmRxpAkgoaOpa4FafxIOtJ9z7t2qlbm5Y5iXu4oADTDoCLcxI5OIVkerKE5ESGqJdnUdIxNTWYUVZFkJvkKmJ5dxIyAGZnMtp3eyurq0W6eOZBEzQow8c6vsu+hHyF0DUmxM/FjX0TNCmAYDq4e3T+j8nPlQKiFb25bzdEOs7Byoi+Hzw5fQuIpBwKYN2EZP8wdy7GmfYzOm0xR9mgMA0bXw4Rhb99O6oxY3HX6yOLJYrGL9lSUezf+igPtNchIPDTrg7yreHav/c6WfIePr814H9/e+Tc0nOQWjKfd1bBrIMcaEo5DDDHEW45ICUTQ/DGChvn/1m63VRtggEAwW57N7FLzA/Oxw49x/8r7eeP2N/DZfWibzl44nglJkrDafVjtPrw5fUekDCN9wn7oJE/LeOfvetocOWfoKeLhGuLhmr6fAyBhG02bfSYtlok0MYo6rYC6pBdNnDpSme+SGOOTM+JwjE9mRJZ0xijR9pqVBNQYRvI+1j+1k+Lpfha838Ebv4ly5KkHWDh5BgG/jbKaWq6a0D/hGE22cbSxLJN6boke4+QJsxIy2Y7RFLgnke+eRL5rIlalb7Gzr241WfJxFnhe4I3XOih/cR1GKonRKcAsVgXnZQvZX/cm80pu4sYbb2T69OksWrQIv9/f5zHPFkmScDgcGbHY3dPxZNwWC6NaE9x4xGCTJkjJaayqhZSWxmkIvnDE4LlAgmOBsytrUGWZCb4CJvgKuKVkDkII6mPt7OwUkeXBWirCzejCYE9bHXva6vhLhekxOcKdTWlGSA5nhKvnmNCbxgd4rdKgJZnGP3Mhc8b9kVR7K9asAIrbjSEs5Nj93DQ+cE7P39miGQZPHtrJEwe2owuBIkncMWEmH50wk5Y1Go22NB1p2HxoFT975cuZ+3366h8wf/wy3BZIHdLhbWTDM9DI4smEkhHu2fgrDoVrUSSZh2d9iCuLZp7z+kqzR/OLiz7J8uptrKrbCTCgGZhDwnGIIYY4r4hEH6Iw2PM2+umgEkwFaU40EzfMSTYNkQZ8OT6Inv5+5xtZtuDwFOLwFJ5yn3Qfpunt4VYqwwrVMSd1qVwapdE0yWOISz7TK7mPIn+biJArKilU6ymyhRjlTjDaJ5Odld0jcqlazy5CFEu2I+JBUqE4VkuYBTfn4cySuPozTjb/OUQqVE/S6yB1Ft8lkUQrFU3bOFJvpp5bY71T+hIKOc4x5LsnU+CaRJ5rAhbl7BpvNu9axbqXjlCxeyORUO8nJ3+El1RE5lDDOuaV3MTEiRMHnH4Gc7xfdyPus22Mus43jNmvlyM5XHz5qlv49st/IZZKocgyX3vXB/E6XNxW3k7ZjaUDWpckSRS6fBS6fFwzYioA7ak4u4O1majkvlA9aUOnKhKkKhLkxSqzbtdvdVIaKKI0u5gZgeFM8OXzjcUBvrNBpT0VI+m2ILvcyJIFm+wny+rkqwuzyHNdeCFW2RHim2Wr2dfWDMAot49vzrmEyX5zQlDbbg2rU0KJtfGLFV9GkRWsqp2UluAXK77MwilzsTr9hHZrFFwyuIWOwhDUHI6zf0sH9qNWPMme6zlbsdhFWzLC3Rse50hHPYok853ZH+aKwoG9fvoi3+HjjvFXcMf4KwDGDOQYQ8JxiCGGOGtE/PSCULQKiPXjgBJIXgkpW0IKdP7rl0i/mgYZwiLMsqeWYUgGdtVOQjNHnBW4C0AH3voG4NOiG4KGhIujHaOpaBvJ0c6axLqObkO+TvrUlTHIs4QYJteQZ1SQndpNILmbLBrNdpYU5nPaBk3V0HTSOVWr+4SvpbvA9LbsNlPc5spFllUUXSdl6Di9kIxovPjQEa7+8hiyhtlYeEcxSlxHNzTsWu/aw/Z4E8eatmUiim2x3lFUWVLJdY7rjCZOItc5Doty5kYbwzDYu3cvBQUF5OaawsEgQfnaE+eQFQmbw4LNoSJJ8O7bp+PPdZNM99/DMfO8qSputxu3243D4RhQF/2VjQZhQxCzmveVJMzXdOehUgo4U4IrG8/NN687WVYHiwvGsrjAtLdK6hr7Q/WUt9ZSHqxhV2sN7ekEbakYq+sPs7re9ES1KSpT/YXMHVVEPJHHoeYC4mkrbqvEZSOtXDXadsFFoyEEz1Ts4bG9W0kaOhJwS8lU7p4yF3s3b0sjAbIDWiONSDI4O+2KVMVOLBWlNdKIz+1Hj1/Q5Z6S7pHF5l1piEjkcuICrskdZW+glcN5bdy9ZCIFOWcX2GtNdHD3xsc52tGAIsl8f85HuHTY9DPf8S1mSDgOMcQQpq9bHFMAtp5CFAbNfc4aCSRfpxjs/JGzZVMg+juFok9CUvv4whagrdbwuX18d9l3uX/l/URTZnjxkSsfwe/wIyIC9dLB+wgLJUSmUaWisx6xMmSQPI21XMAhUdKZXh7tN/8/MkvGqniA4YBpsaGlY337WnZ1i0caEYZZ166lIkSCR4gEj/R9UknG5sxlTiJEm2wQM2SuXhCgti7BjkePM/FDhRRMcqM7FKKGYFQ8TShWz9GmMio6hWIoXtfrsIpkJdc1jgLXZPLdk8h1jkWRzy76EwwGMwbc69atIxgM8sADD3D77bebz1NuNjMvLiYr28WOtVWoFhmLVUVL6whD4PHZMYSOzdK/EZUWiwWPx4Pb7T4vs6Cde6qRPG7qQ818b8XTWBQVt81CUkvzvRVP85eiBxjmy8Wxtxqu6X8n7NlgU1RmBIYzI2DW7hpCUNnRys7WasqDNexsraEu1k5S1yhrqaKsxTQml4CxWXlMChST5yvGkIo51Yzq80FdtIOHt79JWUs9AMOcbr4x+xJm5fQeHiDbAQNys8zRh8l0ApvFTjJtXjjmZhWAAWdxXXLeyIjFPZ1p6PauS0Hz86vZHWO/r4Fy+RDxAhs2j4eEpvPdsp38bMlF5DlPf5Xbkghz14bHqIw0oUoKP5h7GxcXTL3Aj2pgDAnHIYb4D0cIAVEQbd1EYaswf+8WOSTRj4PKmOKvM0LYQxR23eaXkJQBjrRapKKt0xApwbKSZbxx+xs0RDq7qh1mVzUWc78LTVIXHA8ZmehhlzdiMH7qZhW7CqN9cq9aRJ/97J4P1eLE7R+D2993JkkIg1TGNL2ReKS+V0NPOtHp4iwMktFG7MAwXQIUSq4/4Vm4vjzElnCIUfN96DLso50fvHQtJyfVVNlGnnMC+W6zmSXgKEHpx/jHXbt28frrr7N27Vr27t3ba5b0gQMnZpyPH7aI9IdiWC1uho3OYuVf9pJOmnY9V35wCnaXhWQ6wrTinrN6+8Jms2Uiizbb+bVQEokUdqcV1dCRJQmbakEANtVCIp1CNXTsVgsi1ndzzIVAliTGeHMY483hxtFmXVxzvIPyYC07W6vZFazlYKgRA8HhcBOHw008e8z0oixweDMWQDOyixnjzUU+Rz9TIQT/On6Q/9u9iahmXuxcP3ICn522AJel7wsN/zSV1m0aWU4/D9z4CN977n5inReOD9z4CFlOP3pMEJh7Yd//whDEagzadp8sFk3i/jSbvPVUFbazd88a9r+8HufoEhq/+w/m3X0vRfPm05FM83JVNbdN7HtsK0BTPMRdGx6nKtqMRVZ4ZO4dLM6ffEEf27kwJByHGOIdjBACIvTdYNJ1W5vos4bulCidkcLASZHCrnSyvzNSeAEtO+SAjO3jNpJPJBERgc/uM2sadRARUzTaPm5DPs1s1v5iCEFjRGSih0fbDCpCBrV9eiKaSECRx+xi7ookjvHLFHqkc/7CPR1SZxTR5swlK29an/voWuLEmMdoI/tWP0RaEqR1gVAk2q0QUkFf6GGGVSZpQFwCTYYOAT5sFLomm80srkkEnKORpbP/yohEIj0msDz55JP8+9//zvzucDhYsGABixcvZunSpYwYMSKzbXLhJeyvXY2mJRk7LY/ir/npCCXw+OzYXRY0LYkiWZhUeHEfz43Z3NJVr3iuXo2nQ7JbEbpBcVY2qiwhDAO7xUIinUaVJYqzskE3kByDW4eX6/BwRdFErui0AYqmk+xpq2dXsIYdrdXsCdYR19M0xMM01OxjRY3pFOBWbUwPFJkTbgLFTPEPw96PqUstiRjf3bGWdQ1mlDNgc/A/M5ewZNjI094ve6ZKcIeGkRYsmbKM6aPfoLm9gdysArKcfoy0QFLN/c43ZxKL9gIZ/1QF3zSVO3duxUCgRSJUtbRSfNvHAEhUVbLl8Ue5ZtJk7C4Xr1bXnVI4NsTbuHvD41RHW7DKKj+adwcL8yad98d1PhkSjkMM8TZFGAI66FVP2FVLmBGF/XHiUjiROg50E4T+binlrAsrCs96qeMV7F+2o63X0DZpZiOMA9RLVdRF6jmJxo6kOCmCaHAsZBA7zXOZZcMUh90E4mifjL0z1d4Sb2R19Uv8c/tKYukIToubRYVXcsnwa8lxvPVj/BTVjs2RTbRhDzUVr9BsEQQtELRIJHuUspnzV+SUwGNAxA6GLNEhS5TkLmO0Z9YpztCTVCrF9u3bWbNmDWvXriUUCrFmzZpM7eCSJUs4ePAgS5YsYcmSJcyZM+eUHcseRw7Lpt3Hqt2/IJmOYHXYyXW6MYROMh1BkSwsm3Yfnk4T6+7NLU6nE1k+fxcUp0OeWYK+aT9+p5tHrruD+//1eyJJHUmCR667A7/TjYglkRe8vYSAy2Jjft4o5ueNAswO58PhJna2Vpsd3K01tCajRLQkGxqPsqHxKABqpw1QV1SyNLsYn83Z5zlW1VTwg53rCafNq9YrisbwpdJF+Gxnzi9bs2RG3Gij6rkkekzgtfnwFvjAAD1misYRN9qwZp2fv/NZi8XpPRtcIuk0VkWmJqXhv2gRALHDB0lWVwGCeLCVLLebcEqjL+pjQe7a8Di1sVZsssqP532MBXkTzstjupBIJ6cL3u7MmTNHbNu2bbCXMcQQ54QwBKK9Wx1h2ylEYd+fN31j6ZY+7i4Ku0UN8fC2EIVvFWldUNXlidgtktgUO/XnnlWGkZ1pZlMomhHFbLt0ygaKA8FyHt35LdJGCrviQJFUdKGR0ONYZCv3zvg6E7PPX2fk6Uh0NHD4wLMcrn6d2lgVQYsg1cf3ayKicXxfhKr9EY7vjzDiw9Ox5zi5LhGieXw2ES2IhMSSgg8zM/CuPh97dXV1ZlLLpk2biMV6dka98MILmW7nLgPn/tARb2F/3ZscalhHMh3FZnExvmAxkwovJpBVmBGLjkEYkwggQhFSj79kzoqxqrTFIjSE2yjw+k3RmNKQAOvd1yL53lp/xHNBCEFtLER5a02nFVAtxzpa+tx3lDvQo3vbY7HzSPkGVtWaYtNrsfGlGYu4srik3+tItRsEd2iEdmvoCbOm0TdNJXumes6isT+RRXtu73MJIbjupVU0J8waH6FpNL/8b8KbN6Ankxi6wTU/exTZ5UJG4k/LLulx/7pYkLs2PEZdLIhdsfK/8z7G3Nxx5/SYBsCAvgyGhOMQQ5xnhCEQIXHKBpOMKDxNE0UvbPSsJewWNZT8khl9c/OOnq98LgghaI71Ns2uCgu00zS0FrglSk6qQyz2ntkTsTst8UYe2ngPADbFTqIjRbQ1jivgwO6xktTNL5ZvXPTYBYk8GkKnsmo1+4+8QGXrTppFhHQf36mSIdGSUmlPKez4x3EOvlKXsVrMm5vHlA9PJiHLLFC8fHjJV/hX1Y9ojJvzvqf5r+CSwttRuqWqDx06xHve855e55k8eTJLly5lyZIllJaWntdUsd1ux+PxnNFf8a3EONZA+uk3EZoOVhUUGXQDUhqSqmC55WLk0QWDvcxzJpSMUR6sZVewhvLW2owNUA+EBRkPolOPTMvO5dtzLmeYyzMIK+7NmcWihH+qekqx2EUomeTb23ayrr4RAIssY6k8Stn//ZiukZPdaxyvGzOiR6q6JtrKXRseoyHehkOx8n/zP87snLEX4iGfiSHhOMQQFxqhnyQKW3vWEopWc3uvIRmnw8aJKKFf7p1KDkjg/O8VhScTS59IM3ePInacpv/AbSWTXu5ei+i0nPtz+vdDv+PVqn/itng5urmWymOVpOM6tW+EufTeWYyeX0gkHWbZiBu5afy5TWQB0A2NurZ9HDj2MhV162hI1JGWen+O27GSZx9NYfYCCjzT+fqOJ4h11GNEU2z/yXYM0fk6lc2Gilmfn4XssuL0FPLTi76OZqR4pfpRth54k6odYZp3CT5562d4zzU3AKaNzpIlS9A0jcWLF7NkyRIWL15MTk5Or7WcCzabDY/Hg8fjuaD1iueCCEXQth7G2FmBiKeQHFbkGSWoc8e9oyKN/SGpa+xrq6c8WENZczVlLS1ohvn3Mc2nokASu2phqr9zXGKgmKn+QlyWt27OuxCCWPW5i8Uuyppa+OaW7ZlIo0tVCdhtOC0qyY4O4sFWHNmBTFc10KOruirSzN0bHqcxEcKp2PjZgjuZERiQneL5YEAfgEM1jkMM0YnQTqSMT2lgHRInD8Q4PU4zUnhy2rh75HBIFPaNZghqO3qmmSvaDOojp/4DKBKMyJIyaeaumsRc56nTzOfK+rqV2BUHsXCclnQ9I9+VjTAEkcoUbzy6nWGTc7C7HKyrWzEg4agZaWqD+zjauIVD1W9Q13EYrXu4uvNhOQyZXLWAgqyZFOZeitde1OMxJ4TAac+hrf44AlDtJz7+9aROOpzGHygkEkvy6quvZlLQtbW1mf3+4P0ZSy5fgM9WgCzLPP300xQWFp7zWL+T6eqE9ng8b5vI4umQfG4sy2bCsnOf7vFOwaaozMwZDqg8f+x4RjQWu9yM8do5HNapiyVJ6Gm2tRxnW4tpEi8jMS4rLzMqsTS7mDzH+Y1IZsTiHo3Q7tOIxakq9ryzS3lrhsFv9h3kjwcOIwCnqnD/zOkUuVx8t2wnHck0dpeLLLcbTQg6kmksisz/zJ6REY2VkSbu3vAYzYkwLtXGzxd8kunZo87rY38rGBKOQ/xXINI9RWGPWsKun/AARGEftYQ90smOt6cgbIoarDyq8UalRiRlRuQuHaVy5RiVPNdb01jQhRCCYEJwtK1nJLGy3SB1mnR+rlNitO+EOCzxy4zwSlgGaAE0UGLpCFbZRqNWTWCa6SvYuLGDRKMGQhBtjZPt9hLRwmd1vLSepCa4h2PN26lo2Ex1cBe66F3s6tQhYDjJd02kMPcyfIHZpxXHTtWOUATeopFI0l6MtIGsyhiagSTJeItGcvC5fVSu3M86/e897uvPyaJguoXh8208ffRrvHvE5yl2TWb48L7nfvcXSZJwOp2ZTmhVHfpqeruT1DV+ta+Mp47sQgBWWeHuyXO4ZexUFMn8DGmMh82Z26017AzWcKS9GQPBwfZGDrY38szRMgAKnVmdNZKmmBztyem3K0EPsbhHJx06d7HYRV00ytc3b2dP0LS4muT38fD82RS7zff7z5ZcxMtV1bxaXUc4peG2qFw3ZgTvGjE8IxqPdTRy14bHaE124Fbt/OKiTzLVf/ru8rcrQ6nqId7xiFS3NHEfUUIjaMDZfWefwG1awmSMqvuqLzxLT763G3uadH64MUlaN/0GVRk0AxIaWBT40kU2puZdmAkSSU1Q2X6iBrGrozl0Gg9JCbAqJ9YK4FDhgUX2C7bO/vDJVe+mOV6PQGCkBUeebaF1RwwtpWMYgg8+eiWqS0KSZP73kqd73T+lxalu3cWx5u0cay6junU3uujd3u3SIDsNuWo+w/wX4S+4GMXV2zz5VPy9ciWv1m/ErTqo23yMPX/aiKEZWD12pt66gLzSYva9uJ2KZ3agqiqzZs3KdEBPnDiR+vghXjz+Y+J6GFlSuLzw40zxXzrg501V1R6d0O/kqHtjvJ3l1eWsqt1LREvgVu0sK5rCNcNLyXdkDfbyzjsHQi18Y9sbHOsIATDRl8M3Z1/CGO/p54RH0kn2tNWZ5uStNexpqyeh936tey12pmcXZbq3J/mGYVN6X0wIcVLN4sliMV/CP21gYrGLlVU1/GD7LqKaefH2ofEl3DV1EpZ+dO5XhBu4e8NjBFMRPBYHj150F5N95+ei6xwZqnEc4j8PkTghCo2g0WcqmY5+HtRLTxuabg0mGVFofed+iZ2OpqjBF181VZpdlUhG2ogFG3BmF2Bz+0lo5ufBj66wn1Pk0RCC+i5PxG6p5toOgXGKjxxZgmKvmWbOd0m8XqlhUcBtkUhFQxdkneeCIQz+dvDXPHPo1wAokopxzMbqH+8CIUCS+qxxTGoxqlrKOdZcxrHmMmqCezH6iCi6NchOQUCTyXdNxJt7Edbc2Sj2sxtf1mOthsH67Rv53j9+SuuuOkIVLeYagUt+eCOeQj9JPUW8Nco10nyuXHpFDw/GLtpTTfzr+A9pTZrjAGfnvIfF+R9Aks7ub9BfM+62WCObq19ie81K4ukIDoubWcVXMn/4tfidb73FUV+UB6v49o4XSBk6DsWKKslowiCup7DKCl+beT2l2SPOfKB3AJph8IdDO/ntge3oQqBIEndMmMlHJ8xEHYAFkmboHGxvory1utOgvIZgsvcAeousMNk3zOze9hczPlGEfkCh7RRi0TdVxT9t4GIRIKZp/GTnbv5dWQ1AwG7j63NnMj8/r1/HOdxexz0bf0lbKkKWxcmjF93FRF/xgNd1nhkSjkO8sxCJPhpMTh5x1/sz5LRIWVLvtLH/pIkm/6Gi8Gz48+4ULx3W8NgkqstWsfE392e2XXTnIwyfvYxwUvDucSq3Tju72rL2hOjRyXys0xMxfhorIb+dXo0qo7JkbJ2eiBdineeTaLqDn25/kK2NawCwyjYC9jycFnfvrup0DFVLsDRvCQ1tB6ht248QJ3ejgkeDQNqMKgZ0O+7ADKy5c7HmzES29O2Vdyaampr4wQ9+wPr162lra+uxTbbIZE8sYOIH52EZ5sQiKdw78QNM9J3eNiWpx3i5+mdURnYCMMYzh6uL78Pax/y3c0lBV7SW89T2b6EZKazdLI5SehxVtvKhWV+nJPDWWBydisZ4O/dt+CMgYVcsJDuixFvbcQSysHlcndE0wS8WfuQdH3k8Fm7jm2Wr2R8ybXlGuX18c84lTPbnnrdzCCGoiYbY0VrNrs5xiccjQRAwOprP7OBYZgXHkpPqORpRyRXkTrees1js4mBbOw9u3kZVxPwCuqggjwfnzCTb3r+mnoPttdyz8Ze0p6JkWV08dtFdTMgqOvMdLyDxaCM1h1+i7ugqwsFDx97z8bJ+d+YMCcchLggidormklaB0dYpCmNnPk6GrrnHfUUIu6eT+5p7PESGj70YwxBgxEO88MVLkWUFxWpHTyUwDJ3rf/QGssOHLMFv39NTrKR0QVX7iZF7XZHEltOM3rMqPUfvdQlF/xlqP89lnReamo5jfH/rF6iNVAJw9aibWVR4Jb/a9V3Tx1GyYtFSSKkIUiqGYqR7X9YL8HYJxZQpFm1qFta82dhy52DJnoqk9E8Qa5rGzp07ycnJYdSoUQAkEgnmzZtHMmmaMI8aNYo5F83FOTlA5YgQMW8af9zFpYG5XFwwlxz76VONXRhCZ03Dn9nZ+jIAufZRXDfii3isOSiKkhGKLpdrQCnotlgjP19vWhxZFTvxjhTh1jjegAOHx0qq0+LoU4seG9TI4+8PreH549spTgewLG/i+acfRxISQhLccMvdpK/Jo8bSyg0jZ3PH+CWDts5zwRCCZyr28NjerSQNHQl4f8lU7pkyF3sf6ePzzbHXogS3aMgdPc9V62ilLPsI27IP0+BoI8fupjST3h7OOG9ev6OgQgieOXKUR3fvJ20YqJLEfdMn876xY05bc9kYD7G8ehur6nYSSSdwW+zMyB7N8poyIloCv9XN4wvvYqy3cEDPwfki2FhO+dqHMfQUiuqgo+1I2Xs+Xjanv8cZqkAeol8IYQq+vhpMBjz3uEsU9jXiruvHNyQKzweRFHhtEAo2AKBY7Zl/jUSUWLCBrOIsQgnYWKNR0VmHeCxkUNV++tF7hR6zWWWMX2ZsZ8NKoVtCGYDh+Nms0zfcR7g/oxTPA1sa3uT/tn+NuBZFlS18ctoDXFRwMZXN21nqmc6BhnXEE7W9hKKERJYmkZ00yO6MKlqEhOzIwzZsLta8uahZ48465dtFQ0NDpvt5w4YNdHR08NGPfpQvf/nLgOl7+IlPfAK/38/SpUsZPnw4u6NH+GvzCiJJs7asMG8YNw0/88zn7siSwiXDbiPbVsgbdb+nOVHJ3yq/zsfm/JCSgrObNHM6Nle/hGakcFq8HNxSx0uPbafLH+/ae2YxYV4hsVSYLdXLuWrCuVscDZRVtXuZFCri6vWTueOvN6DKChaLjbSW5IW//pLfq8/zyqJ9rFL3vG2Eo9HeSKr8JVJ7ViESESS7G+vUZVhLr0XO6inC66IdfGv7m2xvqQdgmNPNN2Zfwqycs6+tPVfUqIrcWY5kz5NwT5VpGt5KEzW0trYQCcZAg5ZEhNfqDvJa3UEAnKqVKf5hzMgupjQwnGnZhTjVU1+MBRNJvr1tBxsamgAY4Xbxrfmzmej3nXZ95cFjfHvn30gZGg7FgtfiIKIleLZyAwKB1+LkV4vuYYxncL0849FGytc+DIDF5qUjkuTI8diZx/j0wZBwHCJDr7nHp7ClGdDc477G3HUfcfcWd8L+t+K2mo0wzmzzQ0xICs6iyVgDI7Dlj6HdXUJLm2nv95XX+/5De630MMzuGr13PjwRT7VOPZXIRBzBvF0zzP3eCgxh8Oyh3/D0wV8B4LF4udg3h70H/swbW77VY18JkJHx4cQfixNI6fjTAlWYWxXPSGzFc7HmzUFxj+h3RK68vJxXXnmFdevWcejQoV7ba2pqevx+3333AXA0Uct3qn/HntiRzLY57sm8P2dZv84PJ+ZBX5H3ISaMKOUPZf9DRyrIo5vu5bY532JWcf+P2Z3tNSuxKg7iHSleemw7siKhWlW0lM5Lj21nxKQcrC4HZTUrBlU4qh0K7ytbyNHIIYQkkGWVpJZAlS1oIklLpIn3lS3k/xa+NGhr7I5WVU7shYcRWgrJ6kByeMHQSJY9T6p8Oc7rH0QdUYoQghePH+J/d28kqpkXGNePnMBnpy3AZXlrS0MCs1RUl9QjDT2cImZjpnx1YXA03EJ5Z2p7Z2sNjfEwMS3F1ubjbG02bYAUSWJ8Vn6P7u0cu1nHu7mhiYe27iDYGZl/96jhfH7GNJxnKK1ojIf49s6/AQKvxUGyI0ZzqJ2g10AgUCQZj8WBSx2QPjuv1Bx+CUNPYbF52by9jl/8roxEIlHyuYf7f6wh4fhfghACwn2IwraekcMBzz3OPil1/DabezyEyaWjVLN20O1n7mf/RCp3So/tyW4RRVWGUVkyo/1St/F7MjmOC+eJ2Nc6L7rzETb+5n6MRGe90Z2PYHP7MzWOF5qG8FH+b/vXOBg+AIDDgIJImKOR1zP7yJJKQMkhO2XgC7fgTxkomQJdGYt/Etbc2Vjz5qI4+lcT1tLS0sNU+5VXXuF3v/td5ne3282iRYsyHdAFBT0jG/WpFv7WsopNHbszt010jOIDuVcz3nH2TRtd86C7frrmQft8i7nf8ySPb/gMzdEantjyZd4TOc7VEz424NdJPB3BafHS2hoGBKrV/DurVoVkPE24NU6e20ss3V+7hPPLktpJKIZMljdALBWhLlaFhIRA4HNmk+UNoOgyi2sHf1a10d5I7AVTJcgOL23RJI3hMPleO36XF5FOEHvhYZLv/zHfqzjAuoYqAAI2B1+dtZTFBYPT4OMsVnAWn9o9QZFkxmXlMS4rj/832ox2N8TaM8025a01HAk3oQvB/lAD+0MNPH3ULHcrdPhwyIVUtpvHcqkqX5ldyrLhZ1eHuLx6GylDw2txULd5P3uWb6Tw7ktRsCClDUb680kaGsurt3HH+CvO7Yk4R+qOrjLT05Ekv/hdGYosYbfJ/RlVkeG0n7qSJN14uu1CiOcGctL/ZIxWA229hrZJgzjgAHWBirpINcfCXQCEIaDDPPfpzKsHPPf4FGPuJO+QKHynceUYlZVHNRKaoKBkKlVhUykqGNgtMopszmr+n8U2SvOVfo3eu1DrHD57GXkT3ujVVW1VzP3ON23ROio7rXH2Nm1iT7oxM+vZr0OBBqpkJcc+ghzDgS8cxNNei0LjiYPIVqyB6Vhz52DNnYVs9fZ9sj6Ix+Ns2bIlk4Kuq6tjy5YtmXnMF198MZs3b84IxVON9WvTwjzX8jqvt2/D6BxlNMJWwC05VzHDNf6sRJ3Vas3UK55uHnSBZzT3X/JHfr35ixxp2c6L+x6jsaOSD816EIvS/ykhDosbXWh4Aw5AQkvpqFYFLaUjIeENONCFhsMyuFNZFjdMJCzH0EUKCakrmw7CLE/QRYqEkmJJw8RBXSdAqvwlhJai1ZXD/x6K8uRf13QNDuK2D1zC58Z72SMs/HzDSrr8sq8oGsOXShfhsw1+xKw/FDizKHBmcVXxZAAi6QS7gnWmp2Swhj1tdSQ1iYYOf6asRBBDKC28XBujPmEak0/yFWA9TR3nqrqdOBQLyY4Yu/+9nuJPXY5ss5Bui1L7s1cZ/dAdOFxWVtXtHHThmE5FsNi8tLaZF1tWq0I8PrBjnelTt/cg0hMIYEg4dkM/pJN8ImkKNBvgAnTQVmto6zRsH7ehjO+f75wwBKJd9G4w6T7mLtjPucdWMpHBXg0mnank/+a5x//J5LlkvnSRjR9uTJLSBYVu0xNRoBDXzGaWC+njOJB1hpMCh8OHb7gPzYBwUmTWea5WPEIIgtEajjWXZcRiKGbWc3XIUKuCIYMkYIJaxEzHJPzxBO7Wo4jGim5HkpBUF9bcWVjz5mINTEPqo8v4VGs4evRoRihu2bKFVKrn/MQtW7Zw8cUXA7BgwQKee+7UH71RPc6/g2tZ3raeVKcfZK7Fz82BK1jkLUU+TR1lVwq6y1+xPyP+3DYfn178OH/d8R02Hv8XW6qX0xKt5ZMLfoynnxZCs4qvZEPlP3F6vFx7zyxeemw7yXgaqbPG0eGxEkuFWTT6tLGNC45HsxIkREukGbvFyfCAl2Q6gc1iR9M1WiLNeGxZeDTfoK4TILVnFftcBXzPMoo3/vpTZEXCZrGgpdP88YXNlH/7CySsdrNxy2LjSzMWcWXx6Tvs3ym4LXYW5o9hYb7ZQPzvyuM8smM3SQxAYFXbiYs6OnRY23CEtQ1mOYdVVpjsH5ZJb0/PLsZrPfG+jqQTeC0O2lvDpJvCpJsjKC4rDb98k3RzB/HWMFnufMLaABXaecRidSMMjYDfXH/qdNMVzsBphaMQ4pTFI5IkvT1MtN4mGK0GySeSaELQriSpCTbRGG0k35VPsTePLGGDJ5LYv2zPRB4zc49PY14tQv0Uhaeae9wtnYxrSBT+NzM1T+FHV9h7TY5597jBmRxzKk5eZzh57usUQtASOX5CKDaVEU409dwHCKoqjYoZondJTm42JpNffxQj+VpmHwDZlo01bw7W3LlY/BOR5P5HQIPBINdcc02P22RZprS0NBNVnDp16hmPkzLSrAxt4oXW1UQM84vKq7i4IXAJV2TNx3KKtcmynBGK3VPQA0GVLdw66xvke0bxwp6fczRYzg9Xf4S7L/o/CrPGnvVx5g+/li1VL5HSE0yYV8iISTm9uqpVxcq84dec+WAXEF3pICutE3DnkkjHaAu1IkkSQgj8rgABdy5Zho5u7QAG146nKa3x49zJJKsbkAFZVtBTadxTJpB/y3WmaARK48189+rPkOtwDep6LwTRtMaPduzi5SqzDjjXbueb82YxKzfA8UiQXcEadrTWsKu1hqpoGylDz9RNPnnYPEaJNzfTvW2TbaQNDUfAixFPU/voa1jcDpJN7SBJOAJeNKHjfhvUOBaOWUbVwefxuL3c99HZZo1j0hjQm71fn3KSJGUBNwEfBCYBg2tI9DZCW6+RTOrUEWFN5Rv877qHybXlku/I584Z9zI1MI0sw0bikQSSTRrY3GMHJ6KEXRHCobnHQwyAPJfMrdOsg+KB2B/OdZ1CCJrCRzuFYhlHm8uIJoO99rMqLvJdk/A7S9gW30ljwuzMLErJXNccw22U0VUMpLiKzKhi7hxU75izer8JIThw4EAmqnj55Zdz++23AxAIBJg8eTLNzc0Zobhw4UJ8Pt9ZPUZDGKwJ7+DvLa/SqpnFWnbJyrXZi7k2ewkOuXeqWJbljBH3QC1zToUkSVw5/nby3CP5w9av0hqr40dv3sHH5n2fKQWLzuoYfmc+H5r1dZ7a/i1iqTBWl4M8txddaMRSYVTF9HEcbBPwhsBr5FQvIZt0p+l75wYJEIJs0jgMGw2B1xjJbYO5VF7zlZAWEl6fm3QiSTocofgjN5F7hdntLQkDr55mdrr9P1I07gu28fXNZdRETR+4JcMK+OqcUnydRvSjPAFGeQJcN9L0Bg0mo5kayZ2tNRxsb0QXBhXhZirCzTxXuRMAWRK4VCvTv3orB/+wgkRtMwBz7r0Om8dJOB3nhhHz3/oHfBLF466l5shyWjWdyKzpTB4/h2BLx4BSS2cUjpIkOYDrMMXiLMAD3ACsGcgJ/1NJbEjTqEdpT4eorTpA2dVbeqaEOj0LRY1A9KUWnfRdS9h1m19Ccg4JwiGGOB2GMGhsP5IRiseatxNLhXrtZ1M85LsnUeCaRL57Mlmyl/qm1fyl9QVaZbNzuzQCl7cZKEioWeOw5s3Bljv3rMf8hUIhNmzYwJo1a1i3bh3Nzc2ZbbIsZ4QjwG9/+1v8fn+/BJwQgrLIfp5uWUltyoyaKihc4ZvHewOXkqX2rP/rEosej+ctGfE3o/BSPr/0t/xy4+cIJZp4bMNn+H/Tv8AlJbec1blLAqV8atFjbKleTlnNCmLpMA6Lm0Wjb2Te8GsGXTQCNOa+RqB2IcFgG26rk2ynj7ShYZFVklqSYHsbgZwcGnNfg0EWjm/6S7DF2hGAY2QR4z5xK7Z8s+kqerCCcQVerHYra/xjuWtQV3qCxniY5dV7ebVmPxEtiVu1cUXxJK4ZPoV8x9nVDRtC8JdDFTy+Zz+6EFhlmU9Nn8L/Kxl12tdhts3FZYUTuKxwAgAJLc3etjp2dNZJ7g7WEtVSGEKiI21AXi4jv3QrkhDYZIHVZqEtmcKmKFwzvN9WiecdhysfdcZ9PLH7DTQDrC7Itiv9aYfNcKbmmKeApcBK4BfA68ARIcTqgZzsP5l4R5q0LGiJNtGSaO4hGkOpEIrViqJasMgyzvfYe9vSvEPnHg8xxGBiCJ360EFzznNTGZUt20mke8+gtKtZGZGY756Ez1aEEW8m1byNZOUf2JY4wL8DgpQMioDLQzJzbNOwTpyDLW8Osu3sjLG7+MUvfsGjjz6KYfRsWiwqKmLJkiVcemnPGc/Z2f2rAdwfO8Zfm1dwOGF2vkpILPSUcnPOFeRbTxxLkqSMWDzfkcWzYYR/El+69E/8cuNnqQrt59ldj9DQUcn7Sr+IIp+5ftLvzOeqCXcMquXO6RDeFJVTf0/ethtBSOi6jt1iI5VOIQmZPHcelVN/j/CmznywC0zU4sAttRNua0fSdCxZHox0muDy12l9dS1jPvcRLMX5RAY4peh8U95aw3d2vExK6J3+iHY0YfDC8XJertrDV2e+i9LA6Uf3tcQTfGvrDrY0mRdtozxuHp4/m3G+/pcN2FULs3NHMjt3JGDaAB1pb2J59S6eP76dhC4whISQJBJCIpEwa8wUSeJLm1+gNFCU8ZQM2N/6iG5jPMzPKw/jcBUga1GirY1EW9rOvoi5G2eKOE4F2oD9wAEhhC5J0jtr1MxbRJucxCJkbKqd1e5DfHrmCo4e3Mr2PzxGXI/z4ofXMtI9CiHDpPeefYflEEMMcQLdSFPbtj/TyHK8ZSdJrfdcSqclmwLXZPLdE8l3TcZrM6OEeqSKZO1mQk1b0SNVCASbvLAuB5DALSx8wH0DY8a+66zG/LW0tLBu3TrKysp46KGHMvWBo0aNwjAMbDYbc+fOZcmSJSxdupTRo0efk3irSjbwdPMKdkQPZm6b4RrPLTlXMdJuPkZJknC5XBmxeC41i+cDnyOXzy99gie3fZ0dda+x9tizNEer+fi8H+C0ek5732iHwdF9GscPaaSSYLXByPEqYyaruDyDX4s7euSVHEr/E21pO59O3cjPnv0H8WQCJMGn33cTzUt/T0SpYvzIwW3iAXBbHRjefOy+GOnWIPV//gd6W4hETT0Igd3nwfDm47Gdunv+raIxHuY7O17GEXcxu248I467iLa34soKUDUyyr7CQ3xnx8v8fNH7Txl53FDfyMPbdtCWNEX79aNH8rnSKdj7MfbydCiSzARfARN8BXxw7DxeqtrKy7U7CSVTCKGiSHbaknF0IdgXqmdfqJ6/Vpg2QMNdfnPCTbbpJznSnX3BL+qWV+8lJXTcisrxTQfY+evnEUKofO6Jfh/rjCMHJUmaiJmmfj/QBEwEpgkhGgaw9nPm7Tpy8Lc/Kufio8P4xfBNbJwQAUCLRDnw+a/hTsj85oanme6ZwmslNXzsizMGd7HvMFIdjQQPvETboVUYqQiy1Y1//DKyJ16L1TP46aohLhyanqKmbS/Hmss41lRGVesu0nrvDkWXJYcC92TyXZPId0/CY83vbFIw0EIHSTZtJdW0DSNxIl2clAQv56gctptNMCPsY/lw8RfwqqeOLnaN9euqVdy7d29m23PPPceUKaYvZnt7O+Xl5cybNw+7/dwL45vTbTzb8irrwjszpS5j7cP5QO5VTHaOycyE9ng8uN3uQReLfWEIgxf3PcaKg6YHZb5nFPdc9FNy3cP73L+pTmfTyiS6DqoFJBmEAVoaFAUWXGkjr3Bwu/+j0UZWvnYPYaGyT8phR4eFcFsMr9/JTE+ayaIFr6Rx5eWP4XIN7mfVHw7u5IXjB/DIMrXr1rPtN08jhECSJObceQtFixfRoRtcP2oit0+YMahr/f2hjWze0cj1By9i+6HV/HLF1xAIJCTuuurbzBp/CS+M38iCWfncPv6iHvdN6TqP79nPXw8fBcBjsfDA7FIuK37rx/2FUwl2BWsoD9ZS3lrN3rZ6Ukbvblef1UFpp4icEShmoq8Ai3x+X9sfev13pNIxok2VrH3gD0iyjKTKRvvRhn6fqF+zqiVJmoMpIv8fUCOEWNjfE54rb1fheOcLK4gG01RkmR5J6YpqIr/5B1pzG0jwt/e+RJbdx0+v2sUvrhtcP6d3EpG6cqpeexihp5BVB8gqGBqGFkdSrIy4/EHchaWDvcwhzhNpPUlNcE8PoagZvSfYeKz5nTWKZurZbT1hqi30FKngblJNW0k1b0eclLqWHXlEcifxN3kPzXoLAPN8l3N9/h2oUt/RiEgkwgMPPMDGjRvp6Oh5PKfTyYIFC7j33nvPqvu5P4S1CP8MrubV0GY0YX7hFFpzuSXnSuZ6pvQQi4oyuCLqbNlc9W+e2v4wmpHGZfXxyQU/YmxOzzGF0Q6D1/6RQACqRSISbSMYaiDbV4Db5UdLCyTg8pvsgx55XF3xOt/bswJdSFglAxkJA0FKyCiS4IGpV3FJyWWDukaAxniET617GSSwKyrJjgjx1jYcAT82j5uEroGAny9+F/mOwfXH/Pi/n+Gm7ZcQjrfxhSfeg2HoCGEgSTKyrPDjj7+I1+HnH7NW88S735+5X1VHhAc3l3EwZDaJTQ9k89C8WQxzvT3S7yld40B7Iztbq01PydYa2tO95/PaZJXJ/mGZCTfT/UV4rOd2AfqeV36BHG+ko7qZrT/8O7JVRU9pRqSmpd8fHP2K2QohtgHbJEn6CvC+/p7sP5XXaqo4INpIZRlIAmbsklj16O8wDB0Zia9f9B18dh+/WbCfuRPeuhmf73RSHY1UvWZOOlBsXtojSZpDYXJ9drLcXgwtQdVrDzP2hkeHIo/9JBlppPnAS7QcWYWeiqBY3eSMXUbuxGuxud+65zKlxalu3WXWKDaXUR3cg270rgfz2go7axTNOkWXpWdNoJGOkGrZQappG6nWctB7ik3FMwpb7hyseXM5TDNP1z9KQo+hoHBd/h0s8J+4mEulUmzbtg2328306dMBcLlclJeXZ0TjhAkTMh3Qs2bNwmo9v93pcSPJ8uA6/h1cS0KYz0e2msXNuVdwTeESsjxZA05DpzsaCe99ifDBVRjJCLLNjXfCMrxTrsXyFryP5o94NwFnEb/e9AUiqRA/XXsXH5r1IAtGnrANPrpPQ9fBapcoK1/Fb/58f2bbnbc+wuzSZaQSgqP7NabNGzxngMZ4O49W7sXtHAZalEiwiWgwjD3bS1Z2HqguHq3cy6TC2eQ7BteOJ9/h5muzlvLouvXMP+5kYW0+zrRCzKKzoaiDzSOj3Lt40aCLRoBR1aNQDJnmaAPtkRYiifbMNrc9i+ZoA35bgFHVowCzUWz58Wp+tGM3cV1HBm6fNJ6PThqP+jaKvlsVlenZRUzPLoJx5rqPR4Kdlj/V7ArWUh1tI2lo7GitZkdrNWA26Y/15jK9M709I1BMgbN/ryebniApwJHtRUukSTa2IUmnMXU9DWdqjvEC92La7vwLWNX5+xeBcuDPAznpfwoJXeN/y7fzfKVpFipLEqMlL0t8I7njxn/R0d6KJyvAkUlpfjS6nDZXks8PnzvIq37nEDzwEkJPodi8rC2v4/t/KsPtkOmIGzzw4dksKS1ET4YJHlhOwdy3Z/H825FwfTkVbzyM0RnFVWxehKHRuP95mg8tp+TSB/EOuzBR3KQWo6plpxlRbN5OTXAvhug90shnLybfNZkC9yTyXZNwWHy99tETQVLN20g1bSXdth9E9xSQhOqfiK3TNkdx5GIIgzdan2dVy7MIBB7Fx61Fn2OUcwJVVVWZ9POmTZuIx+Nce+21/OQnPzGPJkncc889qKrKkiVLyM+/MAJLExqvhbbyXOvrhHWzdtOlOLil6Go+MOZafO6sc6qFitWW07CiM4JvcSDbzVnFod3P075vOQVXPYiz6MJH8MfmzORLl/6Jxzd8hvqOo/yx7Bs0dFRy3ZR7kSWZ44c0VAtEom385s/3IysKVoudVDrBb/58PxPGvoHT7uP4wcEVjsury0kZujlybkcF2x59NrNtzr03UzhvKuF0nOXVu7hj/JJBW2cXU0IuflQ2jlgiRYgkYVXDIiSurcnh5pZCnFNdEBjsVUJpywhSskZaSxJJhAAy/piRRIi0liQla5S2jCCSTvPD7btYWV0LQJ7DzkPzZjMz923wQM6AJEkZG6AbRpnvu5ZEhF2tNZnu7UPtjehCcDjczOFwM/84tgOAfIe305S8iBmBYkq8uSin0YGTk9VskbJRSJolCl2TjgbAmSKOf8JsjtkIfBy4H7ACNwghdg7slP8ZHA2H+OqW9RwNm1dC8/MKeF/JeH6+Zyf/mHQU+zQVVZLQRIiEpmFRZL46az75zrdHyPydQNuhVUiKnXB7iOb64/zq7lE0htJ885k6vvenMqaXBPA6HIQOrRwSjmdJMtJIxRtmFFe1eQl3i+J6O6O4FW88zOTrHj0vkcdEuoPKlp0ca9pGZcsOatv2I8TJNT4SfvuITpFoNrTY1b4L3rVILalms15RC1f03ChbzDF/eXOx5szsMeYvqcd5pv4x9ka2AjDCPo5ZwSv580+eZc2aNRw/frzXudrb23v8fsstt/T/CThLDGGwsWMXf2t5laa06TNpky3cPOJqPj7x/+GxnHsXZrqj0RSNQiApVqLhNlKJKBZnFp6sbIx0goYVDzP85kffkshjjquIL17ye367+Svsa9rIykO/pzFSye1zvm02wtghGDJL6a0We+bfhB4lGGrAVegj1TvL95ayqnYvDsVKsiPKtkefRZJlFKsFPZVm26PPctWk0ThcdlbV7hl04Wi0pUj98TiqJJOV5cSIp2noaCbgySXL4USkDFJ/PI7ts+OQ/YPr7+rULUSUFC3hemRZQRhGZoyjJMu0hOsZM2waQWuSj7z6JnWd3owXFxbwP3NmkHWeMwBvJTl2N5cVTeSyInNMZUxLsaetLuMnuaetjpiWojEeZkXNPlbU7APApdoyIrI0u4gp/kLs6omm6dJUDWU2Px1tUSwOKzavEz2tnf9Z1cAYIcQ0AEmSngBagBFCiN5+F/8lCCF4obKCn5SXkTR0FEnirsml3Dp+ErIkMS4rm1eqj7Gq5jjhdAq3xcL1o0u4evjoIdF4lhjpOOGqTaTaqzG0JBZh8K5ZPgD8LoVst4Xm9hTNoQRelxc9GR7cBb+DaD7wEoaeQrV5Wb+zjkeeLMtsu/+22SyaUYiWDNN8cDnFs/svxmOpdiqbd3R6KJZRHzqEoOdnk4REtmO0mXZ2TSLfNRGb2nd6TAgDLXzUrFds2oYeq+t5rK4xf7lzsOZM73PMX0uqnj9U/4hjVUdxD7MxL+syrs+/gz+vfoo//elPmf2ys7NZvHgxS5YsYdGiRQQCFz5iIYSgPHaYp5tXcDxpjjpUJJnrh1/OJybcTG4/R/X1eQ5DJ9l8iOZ1j5MO1yP0FAgDFVBleGlTIznDRnDx9EL0RJjw3uUEFrw1F2IOi4e7F/6Uv+/6MW8efYbyujf4yZsfY5z9ewgjl2xfAQCpdCITcQTI9hUgDLPLejCJaAm8qoP2VvMiQ7FaMv9q8STx1nay3M63xcg5bVMraAaSU2XlobV8afn3M6O1f3jNV7hy/BJETEPb1Ir1XYNbUpW2GCi6xMjc8aa1nSIjSTJCdM5czx3Hpux6VufVIqJgk2U+XTqFG8ec3pvxnYhTtTIvdxTzckcBoBkGR8JNpjl50BSTLYkIUS3JxqajbGwym4IUSWaiL5/S7GJmBoZjtzq42ajiL/5cBBKGbqBYB9ZhfqZ7ZcwhO614jv03i8ZIOsX3tm/h1VrTO22Y08XD8xYxLTsns0++08ltE6Zw24Qpg7XMdyRasoPwsbWEjrxOx/GNGFrPUMKhugRbj0TZeSxOMJIGCXJ9djA0FOvg1+S8U2g5sgpZdRCOJHnkyTIURcJmUUimdR55soxpYwO4HQ5ajqw8K+EYTbZxrHl7Rig2tB/h5PyHhEzAOSbjo5jnmoBVOfVFlDA00m37OptbyjCSbT22n+2Yv0gkwrOvP8Wzrz5F3fYg8eY0//uvb3PNsJsBWLp0KStWrGDx4sUsXbqUKVOmvKXdyBXJGp5pWcnuyJHMbZcPW8A9Ez/AKPfAh3IJQyPReJBYTRmx6jLitTsxkpFe+7VGNPbVJdhdE2fd62XMKAngtTsIH1z5lglHAEVWef+ML1PgGcWzu35EdfsBWt13MjX0fXJdk7jz1kf4zZ/vJ9GZur/z1kdwu/ykEoKx086PtcpAcaumt6AjYNab6al0JuKIBI5AFpow3hYj5/RtbWCVaYu386Xl30eRFeyqjYSW5EvLv8/c4dPxWT3mfoMsHI3RMewHHeRnj+R9F3+WZ1b/X2emQuKma77E6zNSHHe1AlDi9fCt+bMpyfrvsLlTZZmJvgIm+gq4pWQOQgjqYu1ms02nkDza0YIuDPa21bO3rZ6/VGwFeSo5RpyR7iTWL97AhiffINEUGpDKPtO7rlSSpK5wjgQ4On83ByoJ8d/xlwL2Blv42pb11MXMD6/LiobzPzPn43kHh8QHm3S0mVDFator3qCjZht0tymQFKzeYejJDiyuXML1zTy3qYyuS+QHPjybLLcNPRkmMOW9g/YYutMeMSg/pLG3QiORArsVppSolI5XyXK/PQq09VQExealOWS+rW0WJfNvTNdoDiXwnCaK25FoydQnVjaX0RQ+2msfWVLIcYztbGSZRJ5zApY+IoHdEVqCVGu5KRZbdiC0WI/tQVnliCxTY/MwouBi5hdeitue0/MYnWP91qxZw5o1a9i+YzuG3jPamdpvAXMQBGPGjOGvf/3radd1vlFVlaDcwVMNL7Om+YQ7xNycqXxq0q1M8Z39POcuhJ4m0XiAWHWnUKwrx0j19rZEUpBtLlqiEl9+chft8RMCXwBNoQTeQi9GYnAi+BeXvJ9c93Ce2PwVYloL2zz3Mi3+ILNLlzFh7Bu9uqoVBcZMGlzhuKxoCs8f347TGWDiHZ9hz29+QyopIUkKU++8E8UZIKa3ccPI2YO6TgDiOjgV6psbEIaBTVYR6RQ2SSJq6NSHGvAVeCHW2y7mrWaaezvHGI8z3c67RgfIiU7keHuc8rxx1N0yh7TNjF9dqQj+5/Kl2N8hjgIXAkmSKHL5KHL5uGaE6erQnoqzO1hrzt0O1rC3rZ60odMiO2jBAaN8lHyjhA+WPblvIOc87btOCPHf+9foxBCCpw7v5/G95ehCYJMVPjt9Fu8dPfY/LiT+VpBoq6K94g1CFW8Qa9jdY5uk2vCOWEBWyaVkjVmKkU5w5Pl7EUJnSWkh00sCNIcSnV3VNgwtgaRYyZ54zSA9mhNUNei8sNr0nLNawGEDw4Dt+zXKD2lcf4mNEQWD/3ZSrG6EoZnRWiCZ1jMRRzCjuMLQUGxmFLc91tgpFMuobN5OS6R3LaAsWch1js34KOa6xqH2MR/5ZIxUO6nm7SSbtpIO7gGj+/QrCc1VxJZ0kCOKRFx1oUgKutCpaXiVLY1v8qFJ9zEma0LmfZhOp/nABz5APH4iLSipEkVTc7nxspu5/OIrmTBhwkCfugFjs9lwu93ElCR/OP4C/6p6A6MzfT/BO5pPTfoQC3JLz/rzxNBSJBr2EqvZ3ikUdyHSvVOhlqwinMNn4yyehWP4bGqf/4KZopY8VAUPICQXFtVBWosjiShZnnwwOpBtgxfBn5y/kPsv+QOPbfgMrbFayp1fIxr/JGPttzK80IcwIJUQGR/HwbbiuWZ4Kc9XVFPXPhvHRJmZ37qUVKgJqy8P1ZVNXbOBL6uMa4ZPH9R1AuBQEIkE+SkdDIOElsKuWkloKTAE+SkdkUggOc5/dFQIAak4dIQQkTZEJASREKKj2/8jbZnb8pIx8jrvOzsA110ynAey5tIwbhZpwK7JfKStkVuTZViV68/7et/pZFkdLC4Yy+IC80I0qWvsD9Wz8fhWNlZu4bjkIiZZGDvSOaAq4cG9XHubE0wkeGjbRjY1mbVHoz1ZfGfeIkqyfIO7sHcQQgjizQczYjHR2rOhQbF58I5egq/kUjwjL0KxdJtaYM9ixOUPUvXaw+jJMF6HA6/L7ALVk+GMj+NgW/G0RwxeWJ1EksBhl4hG2mhvayDLX4DL7SetCV5YneQj77YPeuQxZ+wyGvc/j9ft5f7bZvPIk2XEdLOr+f7bZqO4JY6lW4j6Cnh1+Xtoi9b2OoYiWclzje+sUZxMrrMERT67yLsebyLVtJVk0za00EF6pLUlBUv2FKx5c4l7R/Prvf8LVgdWxYYeTdMRimD32og2pjleXsUr3/oIyxZezUMPfgsAq9XKrHkz2HVgJzmzXOTN9HLV4mt5/+hPop7FeLvzicPhyIz6ixpx/nDkeZ459jLJTquhYmcB90y8hWWFC3vOtO8DQ0uSqN9zIqJYvxuh9fa2tPiGm0KxUyxavAU9tnsnLKNq516qtLv40PWLefL5h9FTHYDMbTd8lyptEZbELxkx4/x6UfaXYd4xfPnSP/KrTV+gonUnRxy/Ip4+zoSOL2G3WRk7TWXMpLfH5BhJuLEkL0GiAyGlQDKQJEAyEFIKSajmdjH45TTKFBvaa0347R5+ePHdfGH1o8S0JKqk8ONL7sVv90BbGOWKs7N5EUJAPILoaINITwEoOkKZ27puJ937NXs2HLZk8XDJlRz3mF6tiUNHmJeeyuLsICLRR2R9iF7YFJUZgeHMCAzn9gmLqDr0EjuPrQEYUBH1kHA8BVubGvjG1g20Jk1Bfv2oEj4/ffZ5G1f0n4wwdKL1uwgdeZ32o6tJhXs2NKiuHHxjLiar5FI8xXOQlFN/qbsLSxl7w6MEDywndGglejKMYnUTmPJesideM+iiEaD8kOk557BL7Nmximd/fz8OVzbxaJCb73iEqTOXEU8Idh3SWDJrcEsbcideS/Oh5RhagoUzhvH4uEupSoVJezTa1AgvSSHTNyFyoq5Qle3kuSZkfBQDjhKUU9QVnowQAj1ynGSTaZujR6p6bJcUO5acGdjy5mIJzMiM+Xvz2N/RRBqn6qZiQw1b/rIPLamjJ3W6zyx4PfVaRjgeiOyg4F5BjnUCqqRyXf7tLPAvO6fn62yRJAmHw5EZ86eqKnEtyZ8rX+QPR56nI21+wQVsPu4cfzM3jLgMyynErJGOE6/bbQrFmu0k6veYDS0nYc0e1SOiaHHn9nG0E6gj303FpsWAwdwp8xhR8BhV9YcZMWwc+YHh6IZBReKTjBnpO9en45xx2/x8evEv+cvmr7G54VVqLa9gdazhY62T8EYuR9EvB07/eN8KXjkaQ5ZURnp8HNr0Mrt+93Bmwsn0jz7I+AXvIq5JrDgW48NTTj9e8YJj3Q+SA8QpPm+FBaQ0gm0YddIJEXgKQUgk1LO8qD/YnODOQnL7kdw+8Jj/Sm4/uH20v/wMf3N8kJak4O+UYffkInSdtpdX0L7iVfz3P8tzlhv5mCP4NngVvLNwuPKZMPOjTJj5UYAxAznGkAo6Cc0w+M3+3Tx5cC8CcKkWHpg1j2XFIwd7aW9rDC1FR/UW2iveoP3oGrR4sMd2W9ZwssZeiq/kUpwFU+mP76jVk0/B3DvetpY7eys0rBaIRtp49vf3M3vpJ5g2/0P8+8+f5Nnf38/ocW9gd/jYUzG4wlEIQdiI0TFxMfsO/4Nm4iTcvd0YVMlmpp3dkzuF4mhk6ezT7EIYaG0HSDZv6zXmD0CyerHmzjHFon8yktL7OdnetB6bbGfXv45Q9uyBXtu9BS6KpudQVJqHYRisDr7Aypa/IWymP+OHiz7PKOeFT0v3NblFM3SeO76KXx96luaE+T5wqQ4+UnI9HxrzbhwnNUoYqTjxuvJOoVhGvH4vGL29La2BEpzDZ+EsnoVz+CxUV06vfU5HVZUP2WGBRC3b967l2VW/Q1VsCGHwvqs+yZRx88BeQEWFkyk+ARJInT9IZmG7JHe7DS5ouY5SfYRbNgYJeApYntNAlT1OsxLDtfUVjB2vod70OeRRky/Y+c+G14/HsasSejTM/j98D6tqQ7Ha0FNJ9v/he5RMW4zdlcXrx+ODJhyFloJIO2LfSqQcG9HmHA6EnuWBhYXkuaxk2SSyHSuQ7FuQ5DhsgvSm3/f/RE5PRvhJbj+Sx9f5fx+4u4ShzxSJltOXsmw7ZKe1OQenNUnu+gaaLCrHf/UYkUMHueKae8hyOYkJhZ3FN/HWXBoO0Z0h4diN+liUr29Zz66gOYZsij/Aw/MWUeQa/DTD2xE9FSVcuZ5QxRuEK9f3Ksh35E7AV3IpWSWXYA/859aEJlJmTWN7WwPzL/8MMxbeBsD0+bfy+vNfo72tAafLR3xgmZoBYwiD5vDRHs0skWSnoO+m2xVdwpOyku+cyKiiq8nLLj1j+vRkhJ4i1brLNOTuc8xfvmnGnTcHNWtcrwuHuro61q5dy/r16/ne975HXIviUt04/Z1fMBJYHCpWh4okSVz+2Tn4Ct1E9A7+Uv9TdndsBmC4vYQPF32BLMu529iciq7IotvtRu2WgRBC8Hr9Zh498BeOR80ou0VWed+oq7lj7I34bWYvoZ6MEK/blUk9Jxr39Rm5seWO6xSJc3AUz0R1nnqG9tlw/JCGxWEjanj4/Qs/5iM3/pRJYy/JbI8bQAz2btHYu6W3cD0VktQpKKGH2MwIzsyP1Pu2rvvIJ36XJMkUzq0yEp9HikhcHE2hGRqu9JNIToFIJ9H+8b9YPvZdJN/gxZyiaYHHKhFqawQESqc/kGK1oSWixNoa8bmz6EgN0Gn5FIhkvGdEsKN7Wrh7lDAE8RMd9TLgccNn5+f1cdST6mRlGVxZJwm/TmHYGSHs+j+uLCTl/MmJ3foErNTTHmlnx6qnMV6VkSUZb+4Itm19kfkXfxC3y8cuY8KQcBwEhoRjJ2/UVvOd7ZvoSJsF+reOm8TdU0rfVuOK3g6kY22Ej75JqOINOqo3I/SeDQ2uwhmmWBx7KTbvWz9UfjCwW0HXBVbXKGYsNKNcx/a/xpsvmSnULH8BhmHudyExhEFD++GMNc6x5u3EU+299rMpnm5m25Pw24f3KwKcOd/ZjPnrmtziHt7jwiGZTLJt27bMtJYjR05Y0txwww04XC50oVNcmocz247FrqBaVfS0jmEInD47aSmJnhXPiMa5WZdyQ/5HL0g9o91ux+Px4PF4eojFLra27OHn+//M3pD5OCQkri2+mLsmvJ882U68ZgdN1WXEqreTaDoA4uRIr4Qtb3wm9ewsnoVynkfUdZlqt3W0IskKinp+XpBCnDS059R7nu0RARmk4T1vkuA9v/w3D189lSsnj0TEO9B3vI566ftPdaALjssioQlw+vMBCT2VzEQcQcLpz0cT4Lae/qI5Uy94svA7qXmkSyQOtF5QICEkhX3N7bQl0rSnDJqiSVriae65ZAEumx1JtmC991vg8CAN0vdfQlfAk82R5hp0JCxWh2nlAqSTMY7EIkwuGAP64Dcc/jfyXy8cE7rGz3bv4B9HDwPgt9n4xuyLuKjgv0P0nA2pcD2hijdor1hNpG5Hjy89SbHgKZ5H1thLyBpzCRbnhYv0vF2ZNEZh/Q6NlG5GGw7sfIE1/34YIQxuvuMRXG4/8YRg9nm2DtENjfrQoYxQrGzZQSLd22bVofpOmG27J+GzFQ84+qsnWkk1l/U95k+SsfgmmpNbcuegOHqnUnVd5957782M9etOVlYWCxcuxOfzMcu/iA31q3B63Sz66HQ2P7WXdEIDCeZ/aAqSVyfiaAUZZBSuy7+NBb5l5zWqbbPZMmLRYulbjB5oP8ov9v+Fjc07M7eVAMsi7Yzf8U+CW1+kPdxKL9EkydjzJnY2s8zCUTQTxX5hU5lWm/nW7TLV/scr38Tl8KHpKYQh+Mqn/4zd6kGSYOm7HQghTFEozOWLbj+Z3+n81zB/yfzex31E58Zex8FcV+Y2QHvzHxgC4hr8at0eFFnGoqoYeoIv/nMtb47Kx2ezY5S/CYMoHC8b6eDfFTE8Hh/zP/Ewm3/9IFoiCkhcdOdDBGwSSnsVV+Um0Xfs6WwkCfWuG4yGQD/7KG8PrA7w+JBcndG/rlSxO8uMFHr84M5C274RsX0dstNNXego9//71Uw95iPvvQK3rwARjyLPvQzJNbhztVVVUBM1cGYXISGRTsaQJRlDGEhIOLOLaEgbFNvObyR3iLPjv1o4Hgu387Ut6zkSDgEwNzefb85ZSI7Dcfo7/ocjhCARPJrphI439awxky1OvKMW4Su5FO+oRRnrlv9GNF1Q02iQ6vzMd9lh3oJLmDhxYo+uakWB6ePP7e2mG2lq2/ZT2bw9IxRTJ/kdAjgt2RR0RhPz3ZPwWoedk6A685i/UtOQO2cWsvWE+InFYmzevBmLxcLixYsBUBSF1tZW4vE4kiQxbdo0lixZwpIlS5g2bVommteWGMGWhtWk9CTFpXnkjfUTCyVw+GwY/iQRWytI4JI9fLj4C4x2Thzw4+tOl1h0u91YT+PRWh1t4PEDf2VF3frMbaNTaW5uCTK9I0avZ1tSsBdM7qxRnI2jqPQtf9+MHK9yZI+G2+XPmGp3RMyynDtvfQSPJ4tUQlAyVcWfO7iZluTKl8Hh4UBLGxs3L8dlM4W7KkECaAjH8OX7EfG3dh6F0NIZ4SciId4TbkWuq8Obasfv7MD1yXfhSbaR9f/bu+/wuMoz7+Pf55wzfTQaFVu2Zbl3wB0bcKGaGmAJIQECAVIgtE1fkt1A9g3ZlE02m0LZNEIJAUIIJeAECARsY7CxDQb33m3ZVp8+55zn/WPksWTZWC7yqNyf6/JlaeZodMtjSb95yv24SYrij2LMfyT/sUcUCwPh3LRwUYvp4X1TxQeGRG/72ud4pgbJfLgQnc0wa9Rg5t0+nUQ6hTc0ipJQEJ3NoCwP1oTpR/aP0gFUtAHV5CUYLmHkGVey8Pmf5u+bcvlXCYZL0I6BUdwAHPtxnOLI9MjgqLXmxc0b+MnSRaSc3LGBN48ey2dGjsHopuvwDkdrl0T1curX/ZOG9f8kXd9696sViBIZfCbRoWdRNGAqhlXgs746gayteerlNGu35kZgAz7wWODzRgmFo7guJJt7zl1+lu+IW/HYToZtdcvzPRQ3711K1mnbry/s7dU8mjiGitAoirwVxxQUtXaxG9bn1it+1DF/vU/FW3ZK/pg/rTVr165l7ty5zJkzh0WLFpHNZpk8eXI+OALcfPPNpFIppk2bRmnpwUeoS/zlfHr0HTy+8j4SdgxfwE9xMEgsUIftzU3T9fJU8vkB/07Uc2xHA3q93vzI4keFRYC9qTp+s+Jxnt3+Jk7zKGL/dIZP7allQjyZD4wu0OTzk4yEaPRbNAV8XHbejygKFq4LwJAxFhtX2thZ3ambagMofwjt2vSJ5HbZp7I2fo9FKmujIHe7a6P8xx4adCZ1wLRwXe7teEN+7WB++jjZ+gSeIHBVu74gA0KR/esF84GweRNJKLr/tlAxyjr+yy1UtAzPJ24m8/SvyDZ+iGXvJGKCx+iNTmqU5cHziZtR0Y4/avNwltsbiRojSDU1sPrtZyjuPRClTLR2WP32M4w9+3P4w1GW2RsBmR080Qr/E+IEi2Wz/Oi9hbyyLdfIuE8gyL1TpjG2rOdt6tdOlqbtS5p3Qr9JNra71f2eoj7Nm1vOJtxvPMqQ9ST7pDOaP/49xaYdudB43lQPVZUmf1uUYccOF+3mflf062dw0WQvA3of/t8u66TZVruMDbsXsWnPYrbUfIjttl3LVOTt07xGMRcWw94j2117MIc95s9fhrfXJLy9T8UTbX3M34cffshTTz3F3Llz2bVrV6uPM00TwzBwHCe/63jWrPYtZx8aHcWdE/6ThTvfZOHeN2gK1KCt3L/32PDpfLLfrXja2T/yQF6vN99n0ef76BdB2abd7NnyNo9vfpVn7Z2km0N5Wdbmqr11TGuMgYJ4MMC6RofHnt/Iyl1J0jZcf8tExk/uhZ1pZPXG2Uw+qXCdAUJFBqed7+OdV9JkUpqgP0qoEzbVBjDGzsR59+/4ApXcefnt/PD5J6hPKQyl+ebl1+ALaEhtx5hyUZuP1VpDKt5qnWC+p2BTHcQbWoVEMkfVAxlMT76lTCZYzDY3zOpMiL1GhEygmCFVvZk0tIKyXmW5Hced4OenqhqCU+XBWZHrTWyYvTC9fTAnTMOaML1ThEaARp3AKt9MensaNHhavEDIpuLEG3ZjD2qgURf+DPCeqEcFx5V1NXx74Vtsi+deNZ7Vr4r/mDiVSA86NtDNJmnc8g716/5J48a5bY6W85cOybfNCfQa1W13Qh+LZFrzh5dSbNudCzEXTfNSUmHws7fS2A74yhWmAY4LyxOa1W+luXWaj5EHhMeMnWRLzQfNI4qL2Vq7DKfV6Sk5xb5+zaOJuann0HHaMZw75u/93OaWgxzzZ4Yq8+sVrcgQlFK4rsuKlSsZNWpUPghu27aNp59+Ov9xFRUV+ennM844g0jk6E8mLfGXc9bAS1hov4J23GNaz+jxePIjix8VFrONO0lsXUJi22Iati7hb6qB50qjxCwTlCJsO1xRH+PS0BCKT76Y+dtfJBbwkkgqvvODVzBMhcdrYWiHx361hGEjywmEAqzZ/HJBgyNA734m517pZ8NKm82rbTKp3NrHztRUG8CceC6731vPQvtq+o6y+FHV5SSbNlMRClLkNVgda2C4W0dRwx6yT/+0RTCsz/UXdNp+H7WL19+8g7i49RRxi7WD+eljfyj/f9ALjGr+01lpO0Piz/9BdsXrAHinfJLAxd8o2AaYjxL2eEjRBCPTaMPFzqaxLB+2nXtfj2wi5csQ7lkRptPoEf/qrtY8uW4V9y9biq1dvIbBl06ZyJVDhveIYGSnGmncODe3E3rz27h261fYwT4n50cW/SXSr/KjxJKaR19MUV2TOyHisjO9DKwyufeV3L9pyKdIxeqor91FuDS3xjFtax58K81d5zg0JT/It8bZVrsc9yDbUaP+KipCo5uP8BtFwBPtkK8ltXMO8VUt+7UprOJheHtPxtfrVMxQXwBqa2t568UXmTt3LvPmzaOmpoann36asWNzx6idccYZnH766fmwOHz48f2+8hl+ziu/kn/sfYbrKr9yROsZ2zOymGnYQbK5NU5i2xKyDdtxgXmRMH8uL6GmeSrcp+HK0FCuH/YvlFdOwmjelVz7/Av4TC/1tY2AxuPN/Vj1eE1SySz1tUlC4QjpTGHOgD5QqMjglCleTpnSeV8wJ8wy3o3cBo01lKdXcmrsFxjKhQS5P83ct9ueld5GIJzb7FFUur+FTPjAjSTRXH/Bdq4X7Gp0Jkn8ia9jr38HAN/Mz+I/97ZO+/vvvKp+vLBxC0UlASbfcQsLH7wf242DoZhy6+14SgI0pbNcNmRAoUvtkbp9cKxLp/juoneYX51bpzWoKML3pkxjePGx9UTr7LKxPbmd0BveoGnbotZ94pRJuP+kfI9Fb/hgPb3EgRpiLo++mGJvvcYw4MpzfJw8zOIvH2SwnVxo3LD4VV7/3TdA5zY7XnDL5+k7BFznfe57ZQ1wYFBUlPoH5jeyVIRG4beOfoTuSHh7TSK++rHmY/4m4+s1CcNXgtaapUuXMmfO08ydO5cPP/wwN/3XwuLFi/PBsbi4mIcffrhDaqxL7WXBzjdYvHseacflidpfMbH3NKb2PYsS/8Gn6PetWQyHw23CotaabP02EttyrXESWxdjN+2fXtfAe6EAf+pdztbmAGgqg48POI/Pj7iKcn/bnxteTxhX20RLA4Aim3HweE2yGQeFIloawNU2Xk/P3UR2pDassHENH97SMt5bOJupkf2dHLSGrBUhZZZgFkcpqizdH/xC0eYRwRabSjpgvWBXolNNxP7wZZwt7wPgn3Un/hk3FrSmw7loQBV/27yNlO1QOWUqF48eQ7K2hkBpGb6iIlK2g8c0uGhA1eEfTBx36sBfCJ3d5MmT9aJFi9p17aI91Xzn3fnsTeXWQXxs4BC+Pm4ygW56bGCqbkt+J3Ri14et7lOWj8jAMygeehbFg2dg+QvbbqGrqW10eeSvKeqbNJYJnzzfx8iBuf9H33g+gavBTm5h3qMfp98wi35DLcr6apTR+hW9QlEaGExFeDR9QmPoHRqJzypcoNBOCmX6sW07v6NZa825557L9u37z6n2+/1MmTKFmTNnMmPGDAYOHNjhoxXr61fx+Mr7sHUWn+HHVCaOdki7KSzl4dOj72BoNDf6eKjd0FprMrWbSGxbkhtV3LYEO7anzecyfGE29R/D4wGHZdn9px5dUDmdW0deTVWoT5uP2efd5Q+xYv2zeMwgi95Zxx8fWpHvO3jtZ8cw+bRhZJ0EJw39eMGnqruKFx9LoNMpGnat59v3X8PkvmEabItdTQnqkhl+eMcTFPcZivL5+dj1wUKX22m58Trij96Os3M1KEXgkrvwTWnXdp6C+2BvLd9f/D5Zx8XvMbGUwtaaVDYXGv990njGlve89m/H2VH9EO+WCcp2XX63ahm/X7UMDQQti29OmMIFVYMKXdpxpbUmuWc19etfp2H9G6RqWrdKMX1FRAbPIDr0bIoGno7p6dltho7WnrpcaGxKaDwWXHuhnyH9TeLpOjbuWYybWYBXvYff2sCFn2051aVwHE0m3R+XccRSI/nyzFPwmoX/RZfNZnnvvffyDbgHDhzIz3/+cyB3csf06dNZtGhRfvp58uTJ+P0nbhqvLrWXx1feB0DQCpOJZ2mqjxGM+gmGwmScNE+tf5D/mPm/DOo9NN9nUWtNeu/6/LRzYusSnERNm8c3/BGC/ScQ7D+JXWWV/GrPO8ypXgTNS+NO6zWOO0d/mlHFhz/KddTgS1i+9hkaYhsZMcbi3/7fyTTUZymOegiGDBoaNhII9mLk4IuP3z9QN5dJOtixWlYkkiRdxTu7szhOEtO0yGrFikSS8Y21WOHCn1XfWbmNu4k9chvuno1gmASv/7DiXwAAWRNJREFU+E+847rO/8Gx5aX8Ysbp/G3LVv6xdQeNGZuwx+KyIQO4aEAVvYPy+6xQul1wrE7Eufvd+SytyY0qjIqW8r0p06gKF/iA+eNEuw7xnUtzbXM2vEGmsXWrFCtUTnTIWRQPPZui/pNQZs+epjlWO/c6PPpiikQKfB7N6ZM/4MPqN3hh2WL2NG0EwA/5/s5OVlO9xWHXRti2Js2u9Rku+vIvsHwRlAKvWbgfdtu3b2fevHnMnTuX+fPnE4/vPyJy27ZtrUYd77777kM2vT4RFux8A1tnCVphti3dzYLHlwO5UDvjC+MYNqOKpI7xQWw+VV6Tpq2LSW5dQmLbEpxkXZvHMwPRXP/EqokEqybhKx/KrmQNP1/9FC8tew7d/ASeFB3GnaOv49Tyk9tdq6mhyIakUvkG2PlG17miKbJz14n2UXaM3WaEaMQhnY5TU7MZms8OCYfLiUYq2G1GqLRjQPf42X48ObXbiD9yG27ddjA9BD/5A7yjzy50WUfM6/ronxrE+Mb+pDK507f6pyy8breLLl1Kt/rXf3PHNr63+B0asxkArh02ittOHoenE7RBOBaunaFp60Ia1r9Ow4Y52Af8YvQVV+V3Qgf7nHxUx8eJtlZu3sMzr3rJ2hbKaCIe/DL/WLOm1TWG8mAxjN2NI9DuKDZ+uJu3n/ppfqrytKv+DV+wmGRGc/qgE/v/UGudn05+7rnnuOuuu9pcM3r06PyoYsup50KGRoAlu9/CZ/jJxLMs/OMKTMvE4zfRtsueF9dw2ZAg/TMp+n74IJuc+9t8vBksa262nTvr2Vs2OP/11aUbeWDFo/xp09/Jurm2zAND/bh91LWc03fqEU3Ba61Zv+Y5LNeln7cPH6zcyrw52/D5DBYuaeCGG8cwY8pQdDbJpvWzGTNWpqrbo8Fdj6lHowDbTuM4WfYFR9tOowBTmzS4q4G+Ba21s3F2ryf2yG3opr3g8RO69qd4hk4tdFlHbGO1w5/mpHGcXH/cgC/XqWLBKptFa20+OdPH4Iqu/bu9q+oWwTHtOPzyw/d4ekPul3rU6+PuSacxvW9lgSs7ek4mTuOmt6hf/08aN72Fm4m3uj/Qa+T+ndBlQzvt7riuQmtNXWIHm/YsZsPuxazdmiK55+soLLTai130FbA2YRk+egVHNK9RHE15cCiNKYsH3sr1W+w/ejSX/dt4EvV7CUbL8QWLyTi5HnmTB3Tst5vWmk2bNuWnn++55x6qqnKLxydOnAhANBpl2rRpjD9tCu6QfnyYbWKdnWGHs4dtm1cws98Qyo9DU+VjlTVTRCMlxKvjnNTPz+SBYcb19TO2j5+wz4DdraefrXAvgv0nEqiaRLBqEt6StmswE3aSP254iUfXv0C8ufVQL38pN4+4ikv7nw1umkR8J5l0I+l0A5l0Q+7tTO7v/PvpejKZxvxtbosWSsP7w/Br+wOwbFmKJx5dx6knDyEUCLBl48sSHNtpXshmUqPL7l0bSKWasFocOJBKNbF71wbCg0uZF3K4sXBldjr29hXEH70DnWwAf5jwdb/AGjCu0GUdsfqYy5/m5H6mBnyKRKyOxrpdREr6EAyXkLE1f5qT5paL/ESP8GAFcey6XHBc11jPda/N5rz+A7moajApx+bbC99iTUNuFG5ieW++e+oZ9AoUfh3Zkcom6mjY8AYN6/9J09aF6Ja9yJRBuN94ipt3Qvsi0i3/WGitqYltZeOexc0Nt5fQmKoGQGXOwGj6LgofGLso7/t/VEZPpyJ8E2WBoZhG62+bkiBcM9HLE0syJDMary9CtG8kd3JMJhcar5nopSR4/H/AxeNxFixYkD+tZdu2bfn75s2bxzXXXAPAgAEDeOaZZxg9ejRrG2t4cMU72KlavKZJ2PJi4/LajvW8uXMjt445jVElJ3anvVKKYDBIKOjHim9lljLpt6OaPrEk3k+1bbnRZJnsjATYWRTkpvN+jSeaO39ba002GyMe20Em3UA63UAiVc/f97zHMzXLaHBzsxF+FGcpL6fG9qLf/hF/Sf8HWh/lWcEtuK4mlXZJJl3CIYu6+gy1tUnCVRGynaQdT1dQ6zVYWbQOX4vsr5SB1s27qxWsLFpHrVdCwz72piXEHv8ypOOoUAmhz9yP1Xdkocs6KovX2ThOLjSuXPIqz//+G/n7Lr/px4yeOItkWrN4nc254ztvW6nuqssFR1MpXA3Pb1zH0+tX05TJknYdDBSfH30yN446CbOAU7WZpmpqV71E3ZpXcTMxDG+YkhGzKB11Cd6itgu5M407c21z1v+T2I73Qe9vO6FMD0VVU3JhcciZeIKyg+xoaa3Z07SRjbsXs776XTbtfY94pu2mCSt7ATR9CzAJ+hPMmuAQDnzhsI8/pMzktmk+Fm2xWbjDQ9LRBFSG0wcZTB5gdUhovOOOO3jjjTfIZls3Oy4vL2f69OkMGzas1e0nn3wye1NxHlzxDtp18NoJUntqSNU34o9G8EfLcKwgD654h7snndvhI49KKQI+D77Udti7ktT296jevhSdTTIVjaPAUZCwoDrhsLEhw/a4TXBUGeG+IbSToq83wJvz786N/jWPDOrm3pgaWOUNMS9YSn3zWl9Lu0xINTI1WU9AuxzqzBClDDzeCF5vET5fMV5fBK+vGJ8visdbhM8fxevN3bZkwX8DimTa4K5vvoZSCq/XJJNxUEpRWhpAuzYeacfTbmGfl526gcSYGP6iElJN9YCL1hp/UQkrxsQIeg3C0h0CgOyat4g/+Q2w06hIBeEbH8AsH1Toso7a++ttPBYkYnU8//tvoAwTj9dPNpPi+d9/g4Ej/ok3EOX9DRIcC6HLBUcnncGOxYiZRn4tY7k/wPemTGNCeWH7EcZ2LGXLa/einQyGFcDwRcC1qVn+HLWrZjPg3LsJ9R1LqnYDDetep379P0nuWd3qMQxPkMigaUSHnUNk4BmYPvll05Co5r3NL/Hh1ldIZ2P4PGFOqTqfCQMvofgQZ/+62mV343o2VC9iffW7bKl5n0S2vs11PjNM79Bo+oRHk42fyfINw9EoouEs54xvIHAEP5NKggazRnnZmC1nc5OPJmBJzGHrxiy9Aza9gja9Arm3Q55cA/H2aGxsZP78+WSzWS699NJW92WzWUzTZPz48cycOZOZM2cyatQojEOcBjFnxwYydgorVceu5RtY/eyb+5ZjMvKKMyk/aQhZfwlzdmzk40Pav0HkULR2cewEtt2EY8ewM/UYya04sc1kGreSjldjawfbyIVEJwx2c2Bs1SgialLaL0DupVMGmnLf+zqxiQPjvwY2eQLMDZZS3TzFqbRmsvJwcaCM3iUn4fUV4/VG8PmK8fhyf+8LgrlwGGr3WuG62svZsOZZIkUhbv7sRH71uyUkk1mUUtzyuYkUhb1k0o0MHfHxY/vH7EHOGBDk6Q1NeIq8jLrlVlb8/lc4mQym18uom27BKfJSi8Enq7rezNLxlln+DxJ//g9wbIzSKsI3PogR7drrPlOZ3JrGxrpcj1VPc2N2j9dPOhmnsW4XFaEoyUwhq+y5ulxwjO/dy9rqXXh75Zr/+k2TywYOKXhozDRVs+W1ewEwfREaYmn21DfSK+onEirCSTew4a9fwfSG2u6EDkQpHnJmbid01dT8iRQCNu9dyrOLvovjZvBYAfzeCK62WbzxWd7f/BJXTL6HgeXjcLXDrvq1rK9exIbqd9lSu5SU3XZq0G9F8kf39QmNIervj1IGq7eFeG9DFICyogxnj9+Lz3N022AT9v7A0ZgxacyYrG9ofU3AcukdyNKrOVDue7vY54B2WbFiRX76eenSpTiOQ1VVFR/72Mfya/duuOEGLrvsMk4//XSKitq3s3TezvWoVB3ZRGp/aGye4l397JsUD+6HQR3zdq5vFRy1drDteC782TGcbPPfdqzF7U04drzF7TEcO0F+y/nBfPQx0Xku4BgmtmGQMRSOYTK010R6FQ1sDnvFeL3FbHYSPLJjPu83bsx/7Nl9pnD7qGsZXNS/fZ/sCA0eegmb17+EbaeYPKkfI0eWU1ubpLQ0QFHYi22nME0vg4Z2nVYohVYaWIoyeqOdMJbTG0MFUJYXpUwspzdah1GmTWngA2BsocstmPSSF0g+fy9oF6P3UMI33I9R1KvQZR0zvze3ESZSkuufms2k8iOOSuVud9zcdeLE63LB0VvRG2+vclzbptzjJRoMM3fXdm45qbALgGtXvYR2Mpi+CHOX7uC/H1/MSVUBpo4Ic87YKN7mXhxOKpcgvEV9KR56NtFhZxPqOw7VxXd+d4SGRDXPLvouAH5vhERThobaRopLAwTCRSQzjTw296v0jgxhV+Nq0naszWMErGjziSy5I/yKfZVtNk0s3xzm/fW5Ka/e0TRnja3BYx1975QvT9hNIqvYk/SwO2mxJ2GxO+lhT9KiPp37lkvaBpubfGxu2p+c6rd8yLqXf0718tdINrRuUu3xeKiqqiIejxMO50ahTz311COuLZFqJEwKN1HDoH4mfsMmFDIJh0yKS3wM8q0h7DfwuB+yaumCfAh0nMThH7wdlM61pfEoD15fMf5QbwLFVfhCvVuM+uVG/ry+CHGdZcHut3mr+nUSTpygFWZ6vws4s+piygP7R5s3x3bwwKon+MfOt/O3TSo7iTtHf5pTSkYcl9oPJRiqYMq0e1j41nfJpBsJBQKEqyJo1yaTbsQ0vUyZdg/BkPQcbK91u19ilG8Km7ZfyvLHb8WwvJgBH042zfLHf8aZg19ieOVfWbt7IXBdocstiPTbfyT5t/8BwKw8idD1v8QIdo+p+/FDLRassgmGS7j8ph/z/O+/QToZR6ncGsdguIRkWjN1VJeLMN1Ch/6rK6UuBH4OmMBvtdY/PMR1pwLvAJ/SWv/5MA9KZs9etj/8OP2+8Fk8keL8lHUh1a15FcMK0BBLs+TDtTx0+2DCgX1hMBdClOnF9IYZ+i+/INBrlOyEPoz3Nr+E42bweyMsf3c782avoGKIn75DA1SOCLEva2+uXZz/mJCnrDkojqFPeDRF3j6H/HfWGpZuKGL55twRf31LU8w8pRbrODTcC3o0Az0ZBkZa/9/MOIo9SYtdTbBo6TK8FafQQJSalIWdjrNp/pP7v5beQ+hzyqzcn9HTqSj28cI2m17BLOX+NGXeRqJWLYbb2GoUsPWIX+uRwZsDuVOUKAK+dLDjuvZP/Cbiew/59SnDi2WFMM0QllaYjo2ZSWCmGrFcjemC1RwSTReCJYMpqpxIeMBUQlWTsILtO/KzFKgqH8snxtxy0Pv3pGr5zZqneW7LazjN64NHRAZx5+hPc3qv8Sfse6y89zjOOv8BNq2fzZaNL5PNNOLxhBk64uMMGnqxhMYj1JjyUt90KTStR+FimF6cbBrDtHDdJDStp77pUsLW+4Uu9YTTWpN+87ekXv8/AKxBkwh9+n9RvsJ3QzheJg2zWLTWJmNrRk+cxcAR/2yzq9o0c9eJE6/D/tWVUiZwPzAL2Aa8q5R6QWu94iDX/Qh4uT2P68YTbP7pfTjJJIGyUmytCRe45xyQ2wjji7CnvpF42s2HxrU7U7y9KsYF08YwsLIUN91IsPfoAlfbNXy49RWU9lGzK86aFRu49F8PMtXomijHyxlDbqAiNIawt1e7woLWsHhtMau35UbvqnolmXZSLWYH7quqrq5u1YC7oaGBX/ziZ3z67Klk0gl2DcwSnzuT/qMn0ueks9Blp1CfLcUm9/97dxJ2Jz1Qu6+JeC9gMEF2EWEzRSQooq757U14aTsCe6B02iUWt4nFHRJpjbeiD2lfmKiT4dRRF2BaISwr3Px3EQYKq2EHqm4d1KyEho2tNnTlGPh6jyDY3BonWDkBM3B8R0KasnEeXvccT2x4iXTzTunKYG9uHXkNF1ROwyjABrlgqIIxY2+SljvHQSJ9LlqbhEsjOOkYsT1b8ksqApFSwqURtLZIpM8tdKknlNaa1Ms/Iz3/DwBYI2YQ+tQPUZ4Td6rTiRANG3xypo8/zUmTTGu8gSgVoSiOC8l0LjR+cqZPWvEUSEfG9SnAOq31BgCl1JPA5cCKA667E3gGaNe8W6amFq/Hw6m33YKvqIimTIbLBw89nnUfFcMbBtemV9TPkvUJfvuPPXywKcWu+gyOq7n6ktz9plc2u3yUdDpNMpkkmUyyY+tuPEaQ6m0NbF8bA8pp2J1m54Yk21bHmThtGL36lJDOxhhWela7P4erYeGqKOt35l6hD+6T4LRRdRxiP8lhaa3Rbuago32LF3/A/PkfsHDRWjZsbHtG8hv/+CG9ivYvZP/qZwHezP3JgkaRoIImBtLIIJoY1Pz2QLJEAIME/UjQj12c3uqxg0YTJVYdpd5Gyv0Jevkz1K96hL+rCPGEyzs/ewbb1qBU83EnMPGrs7DwcaO9norKS9GZGNSsQu9c0hwUN9FmzaIy8PceRbCquY9i5QRMf8ec5pFy0vxp09/5/dpnaczmgnGpt5jPj/gEHx94Hh6j8C8ixbFL2+eiVG5Zj9bN+6Sa/27+r4oiQdruOcFRuw7Jv/6AzOJnAfCccgHBj/+/Iz4dzG2oJrP0JTLLXkWnYih/GO/Js/COuwSjuPOMjA+uMLnlIj+L19m8v8Em2XxyzNRRFpOGWRIaC6gjg2MlsLXF+9uAVu3rlVKVwBXAOXxEcFRK3QzcDBAoK+WiX/4UX1ERKcfGYxpcWDX4uBd/pEpGzKJm+XMUhyN86VMT+MFji/Onh3zr+kkUh3046UbKTrqi0KV2GlrrfEhMJpOkUilcd//olaUCZLMJTKuO3ZvjPPbtNaQTLo7t4rqaSdMayGZ9+Dztn6JxXZi/ooTNu3O7MYdXxjh1RENzdtK4brr19G52/zRvfmfwQTaJaJ1riZNKO/h9+9er3v/AGlav3d+8PRAwOGVMEWNPiTDu5AjlZa1XdxtmoHmEL5wf6etlhbE8RZiWF8tqxLQ2YJq7SVFCXbaEmkyEvSkfe5K5tZRNmdznT7hFJDJFbM9AfvAxPB2PGyfgr+XUL13BznfnEN+9jqbda+l71nCiAYNr0h8wMlKC+8Zd0LiVNkHRMPFXjGk+lWUSgcpxHb7733YdXtz2Br9e/SeqU7np9KDp5/qhl/HpoZcSsuTc2u5EUYyinkTdHjz+IP6iKK5jY5gWTjZNom4Pxf0iKLrHmr7D0U6WxDP3kF32CgDeSVcQuPRbR7w23t6ylMTz96LtDMobQAVynT/Si58js3Q2wcvv7lQNw6Nhg3PHe6XlTifTkcHxYPOFBy4e+xlwl9ba+ajpRa31r4FfA5SNHK6NUIimTAaPafAfE6dSESx8S4bSUZdQu2o2rp1ixrh+jB1axp76FL2iforDPlw7hTK9lI7quTsrHcdpFRTT6TRaH3o94ZDyCby/8QX8QZOZl/fnjWe24jhgmnDWlVX4gyaJ5F7G97ms1cflAmCqRejL/Z3OJFm6dTp747n/L31DrxNJ/5GV7+/bCdyU7wHYXpmMy8rVMd7/sJEPPmwkFLL47rdHYJpBTCvM5EkZbGcnkycNYsqpoxh7ynB8/mIsq6jFNHAYq/ltZbT/W7KI3GQ1pJr/5KRs1bwpx9McJnNv16VNNArHCGERItq7iuglM/MfZ+o0vZwtrPVtpj67mV7OJnqZBmV6F0V9RxLsPyk3qthvHIb3xHzPaa35566FPLDqCTbGcs3NPYbFJwZewOeGf5wSX88IDj1Nkc/EY/YlE20ANK5rY3l92Nnm00Si5UQDffFb3X9Toc6miD91F/aaeQD4zvg0/gu+csTrd92GahLP5zp/GIEIdfE01Y2NVET8lIQi6GyKxPP3Ev7M/Z1q5FF0Ph0ZHLcBLVff9wd2HHDNZODJ5m+AcuBipZSttX7uUA/qaI2h4PLBQ7mwanCnCI0A3qIKBpx7N1teuxcn3UgkECASyr2ac9KNKNPLgHPvPmgT8O4qm822CoqZzJFtYiqyc68+XMDvUYweESbgz+0AHlPpo9yvsJQi2LiI1R+uaw5/uRDIAQHQ1X62Zn9Aws2NTpdbv6PYfpjERy4DVJhWsNUIoGEG2VWdZdGS7SxavIH33l9PJrO/AbdhZBk8+gFKSnIdB0+aqE/4Jii/pRlQlGVAUevG4FkH9jQk2LFlLTv21tJo9qfGHECNWYWjPDjKxy5rOLus4a3a5BgKKnyK/lmD/jUGlY6if7FDv2KDgKfjvrbFe5fzy1WP82Fd7ihRheLi/jP44sir6RcsbPst0bFOH2zx+poAVRWnMP3G7zLv4e+QdRKAYvqN36Wq4hRSWYszBnfvzRE6HSf+x69ib1wEgP/sW/Cd9YWj+pmSWfoS2s5gBCL8Y/kOvvn04nwP1x9eNYnzTuqHm2wks3Q2/pmyTlccmvqoEZ9jemClLGANcC6wHXgXuFZrvfwQ1z8MvHi4XdWTJ0/WixYtOs7VHj+5k2NmU7/mFZxMDNMbJjrifEpHXdytQ6PWutX6xGQyieMc2ejdgeb84ys0uQnWxPaw6c3d3PCpo+vD5+gw27L/Q8IdA8CAor/Qv/hdLE+4zbTw/pHAIkwr2KYJ9JtvvsnNN9/c6jalFOPGjWPGjBnMmDGDk08+GdPsHCMhOlkDe1ega1bm1ijGd7W5xsakxj+IxvKZxHqfw15rENsbFdvrXVKHOYWvLKToX2zQP6qoLDboHzWoLDaI+I8+UK5t3MQvVz7OW7vfy982rfdE7hx9LcMjg476cUXXURN3ufeV3Ci6z1KkYnXEancRLu2DP1xC2s793rr7fD9loe651s1NNBB/7E6c7blfmYGLvobv9GuP+vEaH7gGtEt9ymXWj1/BNBR+j0kq6+C4mle/cT5RvwHKIHLbE8fryxCd21H9oO6wl2taa1spdQe53dIm8JDWerlS6ovN9/9fR33uQvIWVdDn1Jvoc2r3fsXmui6pVOqQ6xOPB9uOU+QJ0ythszJRjeNoEkmHRMohHnfoVV6E3+fFdRwGDbt8f+jzhDHNMJYnhK2LefPDASTSXkAzZWQ9wyuncsBy21a01qxevZq5c+cyd+5cvvKVrzBhwgQAJk2ahGVZlJSU5IPi6aefTklJ+9rLdDSd2NM6KCZ2t73I9OEpG0WQvgR3e/GmIgwniFF+EtbE/qhobhRfa01NQrO93mVbw76/XbbVuzTlZgypiWtq4g5LD5hLKPJB/6hB/2KDyqhB/2JF/6hBaVAdcrRke6KaB1c9yd+3z0M3r2oZWzKCO0dfx8SyMcft30h0fmUhg1un+XjwrTTxtMYXiFJWldtVG09rLBNunebrvqGxaS+xR2/HrV4HyiBw+bfxTbz8mB5Tp2KoQITqxkY04PfkXtz6PSaxtE11Y4poMIJOypnq4qN16Di/1no2MPuA2w4aGLXWN3ZkLeLY2LadD4iJRIJ0Ot3hn9OyQmjXoTwaYs2aJP929zo8HpNs1sF1Nd/6t+mAQimDvlVXtvn4RNrgn0vLaYh7UEpz+ug6BvdJHvRzNTQ0MH/+/HxY3L17f+B6880388ExHA4ze/ZsqqqqDnms34mitYZ4NdSs3B8UkwfpvWj6MXqNJth/EsVDTiOYjWL/+W9o2waPFwIG2nFxFizBXfwBnk9eijG4CqUU5SFFechgXGXrh2xMabY3h8ht9S7bGzTbGlxq4rnA15SGldUuK6tbv5gIeKBfcXOgbA6T4WCcF3Y+w182v4Ktc0OcQ8L9uX30tZxZcar0O+2hRvY2uft8P3PW28zfaBPPQNAD546wmDnU6r6hsX4nsYdvxa3dCqZF8Mrv4T151jE/rvLnOntURPwoIJV18iOOCqiI+MG1c9cJ8RE6bKq6o3T2qeruIpPJtJp2zmazh/+g42ztqj+zddOreLxhli3fzZNPL8+15lBw9VUncfJJvclmYgwYdD7DRrUOjrGkyWvvlxNLWhhKM/3kWqp6pQ76eb72ta8xe/bsNiOmffv2ZebMmVxyySVMnXroEcoTJRcUd8LeFkExVdv2QisAZaPw9hlHeOBkSgZNyJ/1qusbyfzqD7l/R6+HukScXY0N9IkUUxIMoTNZlALvLdehopEjrjGZ1ezYFyhbjFLuatJ81I8aTZasuQvDW8PEinLOGjCYqqhJv4iB15LgKHoGZ+8mYg/fhm6sBstH6Oof4xkx7bg8dmrOQ6QXP3fYNY6+SVfIGseeo3NNVYuuoyPWJx4P/QecxY6tb+A4aU4+qTffGlxCQ32K4qifUNCD46QxTQ+VA85s9XGNcYvX3i8jkbYwDZeZp9TSryxNbW0tc+fOpa6ujhtvvDF/fTQaxXVdPB4PU6ZMyU9BDx06tKCjXVpriG1vHRTT9W0v9ISgbDSqbDS+fuMprjqFokgxltX229te9AHattlTpPjJpjf5/VMv4yqNoRU3feoCvj5oOr2aNPaiD/CcN/2Iaw54FEPLTYaWt17jmXU0Oxtzo5Sb62wW7NjJprosht0LAy8KD16nCpJVfLAJPtiUBXIhtnd43zrK/aOU/YoNQl4JlKL7sHeuJv7o7eh4HfhChK/9X6zBk47b43vHXUJm6Wx0NsV5J/Xj1UFlVDemmndV+9DZFMry4h3Xczt/iPaREcceyHXdNv0TO+v/g7qaVXyw5D4cJ4tp+lGGiXYdHCeFaXoYO/EOSspG7b8+ZvH6e+WksiaKDL2N11j2/uvMnTuX5cuXo7UmGAyyYMECvN5cb7DVq1ezc+dOpkyZQrCAu/S1dnN9E/NTz6sgc5D1Rt6ifFBU5WMI9hlJUVGEcDh82E056Z/8ig98dXy36H3e+I+/YZgGlsfEzjq4jstZ/3UR9zSNZ2y6BN/XD37M39Fytcvft8/jwVVPsiOZWwrgUz6uqPwEp0XPpzbuYXu9bh6tdEkeZpC7JKjyaycrm6e/+0cNIn5kelt0KfaWD4j94U5IxVCBYkKfuQ+r8viv6z2wjyOGBa6NziRRlrfT9XEUHU5GHMXB7Vuf2LJ/YldRUjaKKdP+k+1b3mTHtnnY2RiWFWLAoPOpHHAmgWB5/tqaRg+vv1/Ojm1refPFe9m8+jVisaZWjxcIBJgyZQr19fX07p1r6TJy5EhGjhx5Qr8u2BcUN7cYUVwF2YP0B/IV54MiZaMxigcQCoUIh8OEw+EjWmtZ7TTyw74rSW1NolAYhsLJ2BimgXYgVZfkh1Ur+d/1JzPguH2dmrd2v8d9qx5nbeNmAExl8C8DzuULIz5JL3/bjUVaa+qSOhckG9wW6yk1Danci5y6hKYuoflwZ+slBmEf+SC5b2NOZbFBeVhhSKAUnUx2/QLif/wqZFOoonLCNzyA2btjTkOzBowj/Jn7ySydTWbZK+hkI8ofxjfpCrzjLpb+jaJdJDh2Q+l0Or/jOZFIYNuH6anSyQWC5QwbdWWbdYyQW4u5ZMkSIuWj+XD7KGzHIBT0snzxc/lrhg8fzowZM5g5cyaTJk3KjzSeaNp1oHFT66BoJ9pe6C9pFRQJ98OyrHxYDIVCRz2i9nL5XjLKJRoNY6eyxHenms9xA1/ETzQaJqVcXi6v4QvH9NXmfFC7ml+ufJwltftPGp3V7wxuG3kNA8J9D/lxSilKg4rSIJzSr/UoaizdYmNOg5sPl3tiuvl+WL3bZfXu1oHSZ+3bmNO6dVCfiMIyJFCKEy+78g3if/omOFmMaD9CNz6AWVp1+A88BkZxBf6ZN8k6RnHUJDh2cVrrNm1xOsP6xI60devW/O7nd955h0QiwcVX/4TJZ44h6LO59Pwgu5Zdz8iRI5k+fTp9+x46oHQk7dq5s533tcepXQ32QXZ1+0uhfExzUBwDoQqUUliWlR9VDAQCx2X69bWKBvyJ3OMolT8VM/d388P7HcVrFfXHFBw3Nm3jvlV/5I1dC/O3TS0fy52jP83o6LGNpoR9ipG9TUb2bh0o03bzxpwG3bzTOxcudzVqHA1pGzbWuGysAdj/PWIq6BNpMeXdPErZr9jAJxtzRAfJLJ1N4tn/BNfBKB9E+MYHMSLS2F50fhIcu5iutD7xeMnG9vLmcw/x2uuvsXBVNdtq2oavvbvWEQ7YnDt+L+GAw7e//e0TXqd2bajfADUr0Hubg6JzkGUBwd6tRxSDvfKh0LIsioqK8mHxeIt7oShh0FDXhOnzEK304zouhmlgZ20SdQmKQ8U0HeWg7K7kXn69+k/8desbuORG/EYXD+HO0dcxtdfY4/eFHITPUgwuMxlc1vp229Xsatw/Srm9Yf+O74wDjobtDZrtDQ4tA6UCyps35lRGW27QMQj7JFCKo5d+988kX/whaI3ZdyShz9yPEeocvWCFOBwJjp1cy6C4r39idw+KWmtqa2spKysjWb2KvXPv56m/vMec5Xvy10SCHk4eOZreY29jyJhZVPYt5Zzxewj6jm8T8o+s08lA/fr9U891aw8RFCtajCiORrVYlwng8XjyYdHv93dozWFfGCdqEYxlyJ0B7GJ6TZxsLjAFowGcaJiw78jqaMg08ft1z/LUxr+RcXO7WqpCfbht1LWc1/c0DFW4nnuWoegfzY0oTh24/3ZXa/bGdD5IthyljGdyo7B7Ypo9MYf3trd+zGK/anVazr5wWRI4dINzIQBScx8m9eovATAHjCN83c9R/qICVyVE+0lw7GQcx2mzkaW7B0WAWCzGO++8w5w5c5g3bx5aa15+4U/snXs/CV3MoFHnsLb+PfpUjmHUqCmMP+kk4kVngzIoCSY4Z8Je/N6ODY3ayUDd2txo4r6g6B5k62+4X6sRRRUobXOJ1+slHA5TVFSEz+dr+xgdZFa/M3huy2tEBvdl0s0zWPLreWTtLEopJt08A9/gvjS6Ka7od0a7Hi9pp3li40s8su45Ys3rNct8UW4Z8UkuG3AOHqPz/ogxlKJ3kaJ3kcGEFqdZaq1pSJHvQbl/pFJTm8h9LzakNA27NMt3tf4/F/TQvCFn/yhlZbFBr7DClHWUPZrWmtRrD5Ce8xAA1tDTCF3zk9zuZiG6kM77U72HyGQyrdYoZjKZQpd0Quw71m/OnDnMnTuXJUuWtNnEs+zNp1FOJe/rq0n4l5BOvcXm9YsoqTiZeORcAALZ9Uz2vorfe+nxr9FOQe2a/T0U69eDe5CNRuFKKB+NKhsDZaNQB9klDLmwuG9k8USGxZYu6X8ms7e9SQqbyrPHUD55CKmaGP6yML4iPyknjdewuLj/mR/5OFnX5oUtr/PrNU+zN10HQMgKcuOwy7lm8CUErI4dOe1ISimiAYgGTE7q23odZTyzv8H59ob9rYN2x3INzhNZWLvHZe2e1oHSY0K/SNszvftGFB5TAmV3p12X5Owfk1n4JwA8Y84h+In/QlmF2agnxLGQ4HgCddZG24WwfPlyrryy9S5py7KYOHFifge0Wv4E8/VNJJNNvP7y/Sjg1HNuZ8o5dwKQTe4l07Sb+vhiek889uCo7STUrt4/oli/AfRBnp+iqtZB0Vd8yMf0+Xz5sFio3dwtVQTKuHvcrdy79EEas3ECIR+RcBm2dmjMxvEaFnePu5WKQNlBP15rzT92vs0Dq55gS3wnAF7Dw1WDLuSzwz9O1Nu9p9xCXsXwXibDe7UOlBk71+A8t8t7/5neOxs1tgtZBzbXuWyug5brKA0FFUWqdeug5lAZ8Eig7A60Y5N4/rtk338JAM/4Swhefg/KlF+/omuS/7kdyHGcNjuee8K08z6u67Js2bL8Dugbb7yRCy+8EIAxY8ZQUlJCMBjMn9Ry2mmnEQ7vPyf11fdOwlEmydhuspkUp836Wj40rlv+CmG1m+LyYWxOj2HEUdSnswmoXbU/KDZsBH3gdLeC4oEtpp5HoQ4Tjvx+f34a2uPxHEVlHWtc6SjuP+0eZm97k1d2zKcxGyfsCXLFgHO5uP+ZhwyNC/d8wC9W/oGVDRsAMDC4pOpMbhnxSfoGe3VIrdXJGl7a9iav7phPLJsg7Akyq98ZXPIRdRaC11IMLFUMLG29ltNxNbtjus2Z3tvrXVI2uBp2Nmp2Njq8u7X1i5SykGp1pndlvsG5BMquQtsZEk//O9mV/wTAO/VTBC76OqrA59wLcSzk5JjjqKdOO7e0d+9e5s2bx9y5c3nrrbeoq6vL3/fxj3+cH/zgB62uLSsrO+RmgoefXI/W0FS/gxXrtzDj4n8DYPmiP/P8I1/kljvuoyjaD6XgxqsP3+JFZ2IHBMVN5LZAtKQgOnh/UCwdifKGD/Jorfn9/vzIYmcMi8diZf16frnycRbs/SB/25kVp3L76GsZWtRxPeeW1q7i3qUPknFtAqYPS5nY2iHZPJ1+97hbGVc66vAP1AlpralJ7DvLW7capWw6TH/+Ih9tWgdVRg3KgrIxpzPRmSTxJ76GvX4BAL6Zn8N/7q3yHInORE6OOZH29U9sGRR76rTzPvfccw9PPfVUm9sHDRrEjBkzmDVrVqvby8vL21zbkmsVY2ZryNoZ1i57iQnTPsO65a8w+4mv4PeHyNoZDGwc6xDTqulGqFm1f41i4xbaBEVlQHRI66Doad+xg4FAIB8WD3YudFe3Nb6TB1Y9wSs75udvm1A6mjtHf7rDA1t1soZ7lz4IQMQTIt2UorGmHn9ZmEhRiJST5t6lD3L/afd0qpHH9lJKUR5SlIcMxlW2vq8x1aLBeYtRypp47v9uUxpWVrusrG49Ou63aLF+cv8oZUWRbMw50dxkE/HHv4SzZSkA/ln/in/GDQWuSojjo/v9tusgPX3auaVdu3Yxd+5cNm/ezNe//vX87f3757amBoNBpk6dysyZM5kxYwZVVUc3KuUL+MlkLcLhKImmap7+v0+SjO8hUtwLFITDUVwsfIHcRgydqm89oti0te2DKhNKhrUIiiNQR7CRIxgM5ptyd8ewCLA3Vcdv1vyZZ7f8A6d5jeewogHcPvpaZvSedEJGTF7a9iYZ1ybiCbFjwUYW3/d6/r5Jd5xDv6mDaczGmb3tTW4a/vEOr+dEivgVEb/J6IrW6yiT2X0NzveflrO93mVXk8bVkLJhfY3L+prWgdIyoG+k9ZnelVFFv4iBVxqcH3duvI74o7fj7FwNShH42DfxnfqJQpclxHEjU9WHsO9850Qi0WOnnffJZDIsXrw43ypnzZo1QG7UZP78+ZSW5trN7Nixg82bNx+3Y/3eXZ5h2dokZqqadWsW8erff8e+s05mXfg5Thk5gl6+ekZHN9DLXQ2xHW0fxLCag2JzH8WS4Sir/TualVKtRhZN0zz8B3VRTdk4j61/gcc3vEiquR9lv0BvvjjyU1zYfzqmOnFf+zVvfh1Xu7hxm1duexxlKkyvhZOx0Y7m/Ac+jRGyMJTBE2f+5ITV1RllnVyD8wPP9N7R6JL9iEkQBfQ+cGNO89shrwTKo+E2VBN75DbcvZvAMAle8Z94x11c6LKEOBSZqj4WmUym1W7nbPYg/fl6mB07dvDd736XBQsWkEi0PlO5qKiIM844g1gslg+O/fr1o1+/fsft848aZLFqkxfMfow45WxGDOxHib2SwUX19PO9Q0T9NXdhY4sPMjxQOnz/8X0lw1DmkYVYpRTBYJCioiJCoVC3DosAaSfD05te5qG1z9CQjQEQ9Ub43PAr+cTA8/GaJ37NZiybIOIJ0VhTD4DptfJ/28ksqZoYkXAZjdn4Ca+ts/GYiqoSRVVJ2405e+O6Teug7fUuiWzuJVh1k6a6yWHxttYJsySg2rQOqixWRKXB+SE5tVuJP3wbbv0OMD2EPvlDPKPPKnRZQhx3PTY4tmyLk0gkevz6xGQyycKFC6mqqmLIkCEARKNR5s2blw/RJ510Ur5Vzrhx4zp8qjasarhk0DJqNqygt7maopI9ba5xDR9G6XBUeXNQjA5FHUXQUUoRCoXyYdHoAbseHe3w0rY5/Gr1U+xK7gUgYPq5builXDfkUsLtXOvZEcKeILZ28JflNiY5GTs/4gjgLwtja6egNXZ2pqGoKFJUFBlMarFaRGtNfVKzrV63aXBen8zNQNUlNXVJzYc7W097h7y0mvLeFy7LwwqjBwdKZ/d6Yo/chm7aCx4/oWt/imfo1EKXJUSH6BHBsWX/xEQiQSqV6vFBUWvNhg0b8q1yFi5cSCaT4eabb+ZrX/sakFvPd+edd1JRUcGMGTMoK+u4TQhaa0js3n/Oc81KSO4lCkRbXJfFxx41HF0ymtIhJxHsMxR1lKeTmKZJKBQiHA4TCoV63EjKI+ue5/5VfwTAUhZXDpzF50ZcSZkvWtjCaHHCTVGISXecw+L7XsdO5l7ATLrjHHxFfhqzca4YcG6BK+16lFKUBBUlQTilX+vR9Fj6gDO9m8Pl3phGA/EMrN7tsnp360Dps3INzg8807tPRGF184059vblxB+9E51sQPmLCF33C6wBHXsuuxCF1C2D474dzy2DouueuDOMO7O3336bv/3tb8ydO5cdO1qvCTQMg5qamla33XLLLR1Sh9Ya4jv3n/NcsxJStW0vtAK53onNU8/e4kH0N45+6tjj8eSDYjDYs0errhhwHo+se47pFRO5deQ19A9VFLqkvPwJN06aflMHUzbm00d1wo04MmGfYmRvk5G9W3+Ppe19J+bsO9s7Fyx3NmgcDWkbNta6bKyFlg3OTQV9IvvXTu4bpewXMfB3gwbn9sbFxB7/MmQSqFAp4Rvux+xzNF1lheg6usXmGNd1SaVS+Y0sPXnHc0taa7Zt29ZqV/MPfvADHn744fz7vXv3zjfgPuOMMyguPvQpKMdaC7HtrYNiur7thZ5Qq6BI8UCUOrZpY5/Pl98JXaij/jqr+kxTpz3tpTv3cewubFdTfeDGnIZcyEwf5HTOlnqFmnd6tzjTuzJqUOTrGoEyu2Ye8Sf/Dew0qriC8A0PYpYPLHRZQhyJo/pm65LBccGCBa02sqTTaQmKzerr65k/f35+B3QsFmPBggX5wPT222/z4IMP5sPiyJEjO2SKVmsXmrZBzcr9U8+ZxrYXesPNO55HQdloiAw45qAIuR6L+8Jid2vI3ZNUJ2vyJ9zsOznm/H5nfOQJN6LwXK2piet8kNzX4Hx7g0vsMA3Oi/37+1G23JhT2okanGeWvULiz98G18EoG0D4hgcwon0LXZYQR6pnBMdx48bpp59+utBldBqO47B8+XLmzJnD3Llz+eCDD9pMyz/yyCOcdtppHVqH1m6uwfa+oFi7EjKxthd6Iy3OeR4NRZXHJSj2tJ3QQnRFWmsaUrQKkvs25tQmPvp3UcADP7gkQGW0sBvX0oufI/nCf4F2MSqG5UJjWF7EiC6pZ7Tj6WpBtyNorfOvvPfu3ctVV13V6n6fz8eUKVPyo4qDBw8+/jW4DjRu2j/1XLsaDtYaxRdtHRTD/Y7bqEHLzS3BYLBH7IQWoitTShENQDRgclLf1i/uEpnc+smWm3K21bvsjmm0hmQ2d353IaXm/5HU3/8HALP/yYSu+wVGsGOW9wjRWXW54NgTZbNZli5dmt8Bfdlll3HjjTcCUFFRwciRI8lkMvmgOGXKFPz+9p+G0h7atXNnO+9dsT8o2sm2F/pLc6ey7GuPE+pzXKeXLMvKT0EHAoFOM3UlhDg2Qa9ieC+T4b1aB8qMrdnZqNkdcwu2oUZrTfqN35D6568AsAZPJnTtT1G+UEHqEaKQJDh2Ujt37swHxfnz5xOL7Z/2LSkpyQdHgD/+8Y+Ew+Hj+vm1a0P9hv3tcWpXg3OQxUnBXvuP7ysbDcHexz3M+Xy+/Mji8Q7EQojOzWspBpYqBpYWZkZBa03q5f8lPf9xAKwRMwh96ocoj/wsEj2TBMdO6Ec/+hEPPfRQm9tHjhzJjBkzOOuss1rdfjxCo3ayUL9u/9Rz3dpDBMWK5qnn3IiiCpYf8+c+GNncIoQoNO06JP/6fTKLnwPAc8oFBD/+/47qkAEhugsJjgW0ZcsW5syZw/vvv8+Pf/zj/EjdyJEjAYhEIpx++unMnDmTGTNmUFFxfPvsaSeLXvt8bsdz3VpwD3LMYqhvizWKo1AdtJN13+aWfWFRNrcIIQpJ21kSf7mH7LJXAPBOuoLApd9CHUMfWSG6AwmOJ1AikWDhwoX5KejNmzfn7/v85z/PqFG5nnRnn302TzzxBGPHju3YY/0MCza/1rqfYriyxRrF0Sh/Scd9esNodXKLbG4RQnQGOpsi/uS/Ya99CwDftOvxn/8lWVMtBBIcT4j6+nq+8pWv8O677+bPfd6ntLSU6dOntxphKy4uZuLEiR1aUza2l9i6NzCSWZTrIa1CeAZMIzTyQjzhjpl+hv07oYuKiggGg/KDWAjRqeh0nNjjX8HZtBgA/zm34jvzc/KzSohmEhyPs6amJt5++20qKioYN24ckAuCa9euJZvNYhgG48ePZ8aMGcycOZMxY8ac8JG2ZPUq9s69H+1mUVYYDBNch+T6eTRtXED5jNsJVBy/EzkkLAohugI30UD8sTtxti8HIHDx1/Gddk2BqxKic5HgeIy01qxcuTI//fzee+9h2zaXX355Pjgqpfjyl79MOBzm9NNP77Bj/dojG9vL3rn3A2B4w8SSGWoak5RFfIQDYbSdZu/c++lz4XeOaeRRwqIQoitxm/YSe+Q23N3rQRkELr8b38TLCl2WEJ2OBMejtGDBAp599lnmzZvHnj17Wt3n8XjaTEl/4hOfOJHlHVJs3RtoN4vhDfPu6t3c/9dl+ftuv/RkTh3ZGzcTI7buTUrGX3lEjy1hUQjRFTl1O4g/citu7TYwLYKf+C+8J51X6LKE6JQkOLaD4zisXbs2v3kFYPny5Tz77LP59/v375/f/Tx16lRCoc7ZGDa28S2U5SeWzHD/X5dhKoXXY5LJOtz/12XcN2A6IZ+f2MZ57QqOEhaFEF2Zs2cjsUduRzdWg8dH6Oqf4Bl+RqHLEqLTkuB4CHv27GHevHnMnTuXt956i/r6eubOnUvv3r0BmDlzJm+//Xb+tJZBgwZ1idCkMwmUL0xNY+7UF6/HzP+dyNjUNKYJVYTR6YOcM91MwqIQojuwd64m/ujt6Hgd+EKEP/1zrEETCl2WEJ2aBMdmtm2zZMmSfFhcsWJFm2sWL17MRRddBMCwYcP4zW9+c6LLPGbKGwTXoSziAyCTdfIjjgpyt7tO7roWTNPM91iUsCiE6OrsLUuJ/eFfIRVDBYsJfeZ+rH6jC12WEJ1ejw6Otm1jWRZaa2zb5gtf+AKpVCp/fzAY5IwzzmDGjBlMnz6d/v37F7Da4yM8eBpNa/5BOBDm9ktP5v6/LiORsVHk1jiGA17cTIyiEbOwLIuioqL8udBCCNEdZNe9Q/yJr0E2hSoqJ3zDg5i9hxS6LCG6hB4VHNPpNO+++25+B/SZZ57JXXfdhVIKv9/PlClTqK6uzq9VnDBhAl6vt9BlH1fhYWcRW/cm2k5z6sje3DdgOjWN6eZd1V4ssgSLQow8+1qKeg0sdLkApGLV7FrzErvXv4qdiWF5w/QeOos+Iy7BHz6+p+kIIbq3zIrXSTz97+BkMUoqCd3wAGZp1x8UEOJEUVrrQtdwRMaOHav//Oc/t+tarTWbN2/OB8UFCxa0GlEcPnw4L774Yv79TCbT7YLiwbTu4+jH5/MS8oDftPH5/PS54G6CleMKXSYADbuWsvKNe3GdDKYngDIstGvjZJMYppfRZ91NcZ/OUasQonPLvP8Sief+H7gORq/BhG94ACPSu9BlCVEoR7XmrFsHxwcffJCf/exnrW5TSnHKKacwffp0Zs6cyYQJPW8htFIKy4mht87H2ToHw05g+MJERp5P5KSL8RR1jlG8VKya91+8HRSYlp/GWJq9dSnKS/xEwj4cOwUaxn/sfhl5FAVXnYzxty1reHXbOmJ2hrDlZVb/YVw0YAQVgXChy+vx0gv/RPLFHwFg9htN6PpfYoQ67khVIbqAowqOXX6qWmvNunXrmDt3LvPnz+eXv/xlfj3e+PHjASgrK2P69OnMmDGDadOmUVpaWsCKC0MplT8XOhwO506rGTUBuL3QpR3SrjUv4ToZPP4Ib7+3g5/+fnH+vq/eNInTJ/Qjm2pk15rZDJp4UwErFT3dBzW7+N6Sf5LVDn7TQ8Tjw9Yuz29ewewtq/n2xLMZW9an0GX2WKk5vyf1j/sAMAeMJ3zdz1D+ogJXJUTX1CVHHB966CHefvvt/BT0rl278vf/+te/5swzzwRyU89r1qwpyLF+ncG+tjnhcJhQKNTldkIvfPoatHaJJV0+9++vYJr7e046juZ33z+fcMBAKYMpVz1R6HJFD1WdjHHnvL+CUvhNi3RTjGRNHYGyEnxFYVKODVrzy+mXysjjCaa1JvWP+0jPfRgAa+hphK75Ccorm/2EoKeMOK5fv57TTjsNx3Fa3d6nTx+mT59Or1698rd5vV5OPvnkE11iQVmWlR9VDAQCXS4stmRnYli+CHvrGoHWPSeTjs3euhRFoQh2urGQZYoe7m9b1pDVDkWWn+0L32PRAw+DBhRMvu1GKqdMoCmT4m9b1nDjyImFLrfH0K5LcvZ/k1n4NACeMecS/MT3UFb3X8cuREfqcsHRdV0cx8Hj8XDqqafmG3APGzasS4ekY+HxeAiHwxQVFeH3+wtdznFjecNo16a8JPc1tew5CVBe4ke7NpZXRnFE4by6bR1+00O6KcaiBx5GGSam14OTybLogYcpHz0cfyjAP7avk+B4gmjHJvHcd8kufQkAz/iPEbz8bpTZ5X7lCdHpdLnvooqKCr71rW8xdepUgsHg4T+gm/J6vfmw6PP5Cl1Oh+g9dBY7Vj5HJBzhqzdN4qe/X0zSsYHcGsdI2Ec21Ui/0VcUuFLRk8XsDBGPj4aaOtBgej1A7m876ZCsqaM4HKIpmy5wpT2DtjMknv4W2ZVvAOCd+ikCF30d1QOXKwnREbpccIxEIpx99tmFLqMgfD5fPiz2hLZBfUZcwq41s3HsFKdP6Mfvhpe12VVtmF76jLi40KWKHixsebG1S6CsBBQ4mWx+xBEFgbISbO0S9nT/79lC05kk8Se+hr1+AQC+mZ/Df+6tPXY2SoiOIC/BOjmfz0d5eTmDBg1i4MCBlJWV9YjQCOAPVzD6rLtBQzbVSDhgMLh/hHDAIJtqBA2jz7pbWvGIgprVfxgpJ4uvKMzk225Euw52MoV2HSbfdmNug4yd5bzKYYUutVtzk03EHrk9Hxr953+JwHm3SWgU4jjrciOOPYHf788f9efxeApdTkEV9xnH+I/dz641s9m9/hXsdCOWN0y/0VfQZ8TFEhpFwV00YASzt6wm5dhUTplA+ejhbXZVewyTiwaMKHSp3ZYbqyX+6B04u1aDUgQ+9i18p15Z6LKE6Ja6ZDue9jYA70oCgUB+GtqyJM+LjhWPV7Nx/Uts3vQKmWwMryfMwEHnM3joJYRCEsaPVL6Po+vgtzxYysDWLik7i8cwO1Ufx5q4y5vrbd7eaBPPQsgDpw+2OHOoRVmo601CuQ3VxB65FXfvZjBMgh//f3jHXlTosoToCuTkmK4mGAzmW+dIWBQnyp7dS3l7/ndxnQyWtf8YR9vOHeN4+hn30Ku3HON4pPadHPOP7euIZTOEPV7Oq+xcJ8es3u3w4FtpbAd8FpgGOC6kbbBMuHWaj5G9zUKX2W5OzVZij9yKrt8JlpfQJ3+EZ9TMQpclRFchwbGzU0oRCATy09Cm2XV+QIvuIR6v5rVXbwPAsvw0xTLU1SYpKQ1QFPZi27mz3M+d9YCMPHYzNXGXe1/JPb8+S5GK1RGr3UW4tA/+cAlpO/e74O7z/V1i5NGpXkfskdvQsRrwBghd+1M8Q6YUuiwhupKe0QC8q1FKEQwGKSoqIhQKSVgUBbVxfe4YR68vwqLFO/jNb5eA1qAUX/j8RCZP6kcm3cjG9bM5eawc49idvLnexnYg5FNsWPwqr//uG/lG5ed87scMmTSLeFozZ73NFWM79wY8e9sy4o/9KzrZgPIXEbr+l1hVpxS6LCF6hM7/srILUkoRDofp06cPQ4cOpbKykkgkIqFRFNzmTa9gWQGaYhl+89slGIbCH/BgGIrf/HYJTbHc9PXmTS8XulRxnL290cZnQSpWx+u/+wbKMPEEQijD5PXffYNUrA6fBfM32oUu9SNlNy4i9vCtudAYKiX82d9IaBTiBJIRx+PEMIxW50L3xLOxReeXycbweiPU1TaC1ni9uR8BXq9JKpmlrjZJuCpCJiPHOHY38SyEvVBfuws0WN7ciUyW1082GSdWu4uyqijxTIEL/QjZ1XOIP3UX2BlUcQXhGx7ELB9Y6LKE6FEkOB6DfWFx3zS09AsTnZ3XkzvGsaQ0AEqRyTh4vSaZjANKUVIaQLs2Xk/n2Mwhjp+QJ7cRJlzaBxTYmRSW14+dSYHK3e64EOykHcAyH75C4plvg+tglA0gfMMDGNG+hS5LiB5HhsWOkGmaRCIRKisrGTp0KH379iUcDktoFF3CwEHnY9tJisJevvD5ibiuJpXM4rqaL3x+YvMGmSQDB11Q6FLFcXb6YIu0Df5wCed87sdo1yGbjKNdh3M+9+PmDTJwxuDON56QXvwsiT//ey40Vgwn/LnfSmgUokA630+ITsg0zXzbnGAwKCFRdFmDh17Chg0vYdspJk/qx8iR5W12VRuml8FD5RjH7ubMoRZz1tukbc2QSbPoN/KfbXZVWybMHNq5fi2k5j9O6u8/BcDsfzKh63+JEYgUuCohei4ZcTwEy7KIRqP079+foUOHUlFRIdPRossLhSo4/Yx7AMikGwkFFFVVEUIBRSadW9d4+hn3SCuebqgsZHDrNB8A8bTGCkQpqxqFFYgST+da8dw6zddpWvForUm+/qt8aLQGn5qbnpbQKERBSR/HFizLyp/eEggEOuRzCNEZ5E6Omc3mTS+3ODnmAgYPvVhCYzdXE3eZs95m/kabRDa3pvGMwRYzO9HJMVprUn//X9JvPw6ANXImoU/+EOXxFbgyIboVaQB+NDweTz4s+v3+4/a4Qgghjpx2HZIv/BeZJc8D4Bl7IcEr/hNldtJdO0J0XdIAvL08Hk/+9BYJi0II0TloO0viL3eTXfYqAN7JVxL42DdR0t5MiE6jxwRHr9ebD4s+n0x3CCFEZ6KzKeJP/hv22rcA8E37DP7z/1XWlQvRyXRocFRKXQj8HDCB32qtf3jA/Z8G7mp+NwbcqrVeerw+v8/ny09De72d+wgtIYToqXQqRuyPX8XZtBgA/7m345t5k4RGITqhDguOSikTuB+YBWwD3lVKvaC1XtHiso3AmVrrOqXURcCvganH8nn9fn++dY6ERSGE6NzcRD3xR+/E2ZH71RC4+Bv4Tru6wFUJIQ6lI0ccpwDrtNYbAJRSTwKXA/ngqLWe3+L6d4D+R/OJ/H5/fhra45EF1EII0RW4TXuIPXI77u71oAwC/3I3vgmXFbosIcRH6MjgWAlsbfH+Nj56NPFzwN8OdodS6mbgZoDKykoAAoFAPixaVo9ZqimEEN2CU7ed+MO34tZtB9Mi+Inv4z3p3EKXJYQ4jI5MXAdbnHLQ3j9KqbPJBcfpB7tfa/1rctPYTJw4UQ8ZMkTCohBCdFHOno3EHrkN3bgbPD5CV/8Ez/AzCl2WEKIdOjJ9bQOqWrzfH9hx4EVKqbHAb4GLtNY1h3tQwzAkNAohRBdl71hJ/NE70Il68IUIX/dzrIETCl2WEKKdOrI51rvAcKXUYKWUF7gaeKHlBUqpAcBfgOu11ms6sBYhhBAFZm9+j9jvb0En6lHBKOGbfiWhUYgupsOG7rTWtlLqDuBlcu14HtJaL1dKfbH5/v8D7gHKgAea2y7YWuvJHVWTEEKIwsiue5v4E1+DbBpV1IvwDQ9g9h5S6LKEEEeoyx05OHnyZL1o0aJClyGEEKKdMiteJ/H0v4OTxSipJHTjg5gllYUuS4ieTo4cFEII0blk3n+JxHP/D1wHo9cQwjc8gBHpVeiyhBBHSYKjEEKIDpFe+CeSL/4IALPfaELX/xIjVFLgqoQQx0KCoxBCiOMuNechUv+4HwBz4ATCn/5flL+owFUJIY6VBEcheiBd34S9aBXue2vQqQzK78WYMAJr8ihUVH65i6OntSb16i9Jz3sEAGvYGYSu/m+UN1DgyoQQx4MERyF6GHfjDrJPvYa2HfBYEPChHRfnneW4i1bh+dS5GIP7FbpM0QVp1yX50g/JvPsMAJ6TziN45fdQlhwFK0R30ZF9HIUQnYyub8qFRg0q4KM+k2RV9XbqM0lUwIfW5O6vbyp0qaKL0Y5N4tnv5EOjd8JlBK/6voRGIboZGXEUogexF61C2w4q4OOVVUv5xguP5Q4CVfDjy67n/FHj0Mk09qJVeM47tdDlii5C2xkST3+L7Mo3APCedjWBC7+GMmRsQojuRr6rhehB3PfWgMeiLhHjGy88hqkMQj4fpjL4xguPUZeIgcfKXSdEO+h0gvgfvpQPjb6zvkDgoq9LaBSim5LvbCF6EJ3KgGmwq7EeNPg9uWlEv8eD1jp3u2nkrhPiMNxkI7FHb8fesBAA//lfInDOF2k+CUwI0Q3JVLUQPYjye9GOS59IFBSksln8Hg+pbBalVO52x0X5vYUuVXRybqyW2KO34+5aA0oRuPTf8U3+eKHLEkJ0MBlxFKIHMSaMgKxNSTDMjy+7Hke7xNIpHO3y48uupyQYhqydu06IQ3AbdhH73edzodEwCX7ivyQ0CtFDyIijED2INXkU7qJV6IzN+aPGceqAoexqrKdPJEpJMIzO2CjLxJo8qtClik7KqdlK7OEvoht2geUl9Kkf4Rk5s9BlCSFOEBlxFKIHUdEiPJ86F6VAJ9NEvQFGVVQS9QbQyTRKkbtfmoCLg3Cq1xL73edyodEbJHTdLyQ0CtHDyIijED2MMbgf3i/+y/6TY5Lp3Mkxp50kJ8eIQ7K3fkj8D/+KTjaiAhFC1/0Cq+qUQpclhDjBJDgK0QOpaFGuT6P0ahTtkN3wLvE/fgUySVS4jPAN92NWDC90WUKIApDgKIQQ4pCyq+cQf+ousDOo4j6Eb3wQs2xAocsSQhSIBEchhBAHlfnwFRLPfBtcB6NsIOEb7seI9i10WUKIApLgKIQQoo30or+Q/Ov3QWuMPiMIf+Y+jHBZocsSQhSYBEchhBCtpN56jNTLPwPA7H8Koet/gRGIFLYoIUSnIMFRCCEEAFprUv/8Fek3fgOANWQKoWv+B+ULFrgyIURnIcFRCCEE2nVJ/v2nZN55AgBr1JmErvoByuMrcGVCiM5EgqMQQvRw2nVIvvBfZJY8D4Bn7EUEr/gOyvQUuDIhRGcjwVEIIXowbWdJPPNtssv/AYD31CsJXPJNlCEHiwkh2pLgKIQQPZTOJIk/dRf22rcA8E2/Af+sO1FKFbgyIURnJcFRCCF6IJ2KEXv8KziblwDgP/d2/Gd+tsBVCSE6OwmOQgjRw7jxOuKP3YmzYyUAgUvuwjf1kwWuSgjRFUhwFEKIHsRt3EPskdtw92wAZRC84jt4x3+s0GUJIboICY5CCNFDOHXbiT98K27ddjAtglf9AO+YcwpdlhCiC5HgKIQQPYCzewOxR25DN+0Bj4/QNf+DZ9jphS5LCNHFSHAUQohuzt6xkvijd6AT9eALEb7u51gDJxS6LCFEFyTBUQghujF783vE/vAlSMdRwSihG+7H6juq0GUJIbooCY5CCNFNZdfOJ/7k1yGbRhX1Inzjg5i9Bhe6LCFEFybBUQghuqHMitdJPP0tcGyMkkpCNz6IWVJZ6LKEEF2cBEchhOhmMu/9lcRz3wXtYvQaQviGBzAivQpdlhCiG5DgKIQQ3Uh6wVMkX/pvAMx+Ywhd/wuMUEmBqxJCdBcSHIUQohvQWpOe83tSr90PgDlwIuFP/y/KHy5wZUKI7kSCoxBCdHFaa1Kv/pL0vEcAsIZPI3T1f6M8/gJXJoTobiQ4CiFEF6Zdl+RLPyTz7jMAeE46j+CV30NZngJXJoTojiQ4CiFEF6WdLIln/5PsB38HwDvxcgKX/QfKMAtcmRCiu5LgKIQQXZDOpok//S3sVW8C4Dv9WvwXfAVlGAWuTAjRnUlwFEKILkanE8T/+FXsje8C4DvrC/jPvgWlVIErE0J0dxIchRCiC3GTjcQf+1ecbR8C4L/gK/inXVfgqoQQPYUERyGE6CLcWA2xR+/A3bUGlCJw2X/gm3RFocsSQvQgEhyFEKILcOt3EnvkdtyazWCYBK+8F+8pFxS6LCFEDyPBUQghOjmnZguxh29FN+wCy0voU/+NZ+SMQpclhOiBJDgKIUQn5uxaS+zR29GxGvAGCV37UzxDTi10WUKIHkqCoxBCdFL21g+JP3YnOtWECkQIXf9LrP4nF7osIUQPJsFRCCE6oeyGd4n/8auQSaDCZYRvuB+zYnihyxJC9HASHIUQopPJrp5D/Km7wM6givsQvvFBzLIBhS5LCCEkOAohRGeS+eDvJP5yD7gORtlAwjc+gFHcp9BlCSEEIMFRCCE6jfSiv5D86/dBa4w+Iwh/5n6McGmhyxJCiDwJjkII0Qmk5j1K6pWfA2BWjSN03c8xAkUFrkoIIVqT4CiEEAWktSb1+oOk3/wdANbQqYSu+R+UN1DgyoQQoi0JjkIIUSDadUn+/X/IvPMkAJ7RZxG86gcoy1vgyoQQ4uAkOAohRAFoxyb5wvfIvPdXADzjLib4L99BmfJjWQjReclPKCGEOMG0nSHx52+TXfEaAN5TP0HgkrtQhlHgyoQQ4qNJcBRCiBNIZ5LEn/wG9rq3AfDNuBH/eXeglCpwZUIIcXgSHIUQ4gTRqSZij38FZ/N7APjPuwP/zJsKXJUQQrSfBEchhDgB3Hgd8cfuxNmxEoDAx+7CN+WTBa5KCCGOjARHIYToYG7jbmKP3I67ZwMYJsF/+Q7e8ZcUuiwhhDhiEhyFEKIDObXbiD9yG27ddjA9BK/6Pt4x5xS6LCGEOCoSHIUQ4jhwG6rJLH2JzLJX0akYyh/GGjSJ7LJX0LEa8PgIXfM/eIadXuhShRDiqElwFEKIY2RvWUri+XvRdgblDaACEXQ6RmbBU6Bd8AYIX38f1sDxhS5VCCGOSYc2DVNKXaiUWq2UWqeU+uZB7ldKqV803/+BUmpiR9YjhBDHm9tQTeL5ewEwAhHqUy6bd+7Brd2eC43KQAVLMKJ9C1ypEEIcuw4LjkopE7gfuAgYA1yjlBpzwGUXAcOb/9wMPNhR9QghREfILH0pN9Lo8fOP5Tu4+4l59LL3oNCkXIVRPgiUIrN0dqFLFUKIY9aRI45TgHVa6w1a6wzwJHD5AddcDjyqc94BokopeVkuhOgyMsteRXkD1MXTzF64ip9c0Be/ZbCtIcvVT26kPgPKGyCz7JVClyqEEMesI4NjJbC1xfvbmm870mtQSt2slFqklFq0Z8+e416oEEIcLZ2KgWFR3ZhiW2OWpO2yoS7Dl1/exY6YTXVjCgwrd50QQnRxHbk55mDnZ+mjuAat9a+BXwNMnjy5zf1CCFEoyh8G16Yi4mdDXYY7X9pBQ0azO5ZFARURP7h27johhOjiOnLEcRtQ1eL9/sCOo7hGCCE6Le/Js9CZJCUhHz+8ahKr9qbZ0ZjBcTU/vGoSJSEfOpPEe/L5hS5VCCGOWUeOOL4LDFdKDQa2A1cD1x5wzQvAHUqpJ4GpQIPWemcH1iSEEMeVd9wlZJbORmdTnHdSP14dVEZ1Y4qKiD8XGrMplOXFO+7iQpcqhBDHrMNGHLXWNnAH8DKwEviT1nq5UuqLSqkvNl82G9gArAN+A9zWUfUIIURHMIorCF5+NwBuspGo32BknwhRv4GbbAQgePndGMUVhSxTCCGOC6V111oyOHnyZL1o0aJClyGEEK3kTo6ZTWbZK/mTY7wnn4933MUSGoUQndHB9pkc/oMkOAohhBBC9DhHFRw79OQYIYQQQgjRfUhwFEIIIYQQ7SLBUQghhBBCtIsERyGEEEII0S4SHIUQQgghRLtIcBRCCCGEEO0iwVEIIYQQQrSLBEchhBBCCNEuEhyFEEIIIUS7SHAUQgghhBDtIsFRCCGEEEK0S5c7q1op1QSsLnQdokOUA3sLXYToEPLcdl/y3HZv8vx2X36t9clH+kFWR1TSwVZrrScXughx/CmlFslz2z3Jc9t9yXPbvcnz230ppRYdzcfJVLUQQgghhGgXCY5CCCGEEKJdumJw/HWhCxAdRp7b7kue2+5LntvuTZ7f7uuontsutzlGCCGEEEIURlcccRRCCCGEEAUgwVEIIYQQQrRLpw2OSqkLlVKrlVLrlFLfPMj9Sin1i+b7P1BKTSxEneLIteO5/XTzc/qBUmq+UmpcIeoUR+5wz22L605VSjlKqU+cyPrE0WvPc6uUOksp9b5SarlS6s0TXaM4Ou34mVyslPqrUmpp83N7UyHqFEdOKfWQUmq3UmrZIe4/4izVKYOjUsoE7gcuAsYA1yilxhxw2UXA8OY/NwMPntAixVFp53O7EThTaz0WuBdZnN0ltPO53Xfdj4CXT2yF4mi157lVSkWBB4DLtNYnAVed6DrFkWvn9+3twAqt9TjgLOB/lFLeE1qoOFoPAxd+xP1HnKU6ZXAEpgDrtNYbtNYZ4Eng8gOuuRx4VOe8A0SVUn1PdKHiiB32udVaz9da1zW/+w7Q/wTXKI5Oe75vAe4EngF2n8jixDFpz3N7LfAXrfUWAK21PL9dQ3ueWw0UKaUUEAZqAfvElimOhtZ6Drnn61COOEt11uBYCWxt8f625tuO9BrR+Rzp8/Y54G8dWpE4Xg773CqlKoErgP87gXWJY9ee79sRQIlS6g2l1GKl1GdOWHXiWLTnub0PGA3sAD4EvqS1dk9MeaKDHXGW6qxHDqqD3HZg36D2XCM6n3Y/b0qps8kFx+kdWpE4Xtrz3P4MuEtr7eQGL0QX0Z7n1gImAecCAeBtpdQ7Wus1HV2cOCbteW4vAN4HzgGGAq8qpeZqrRs7uDbR8Y44S3XW4LgNqGrxfn9yr3SO9BrR+bTreVNKjQV+C1ykta45QbWJY9Oe53Yy8GRzaCwHLlZK2Vrr505IheJotfdn8l6tdRyIK6XmAOMACY6dW3ue25uAH+pc4+d1SqmNwChg4YkpUXSgI85SnXWq+l1guFJqcPMC3KuBFw645gXgM807gk4DGrTWO090oeKIHfa5VUoNAP4CXC+jFV3KYZ9brfVgrfUgrfUg4M/AbRIau4T2/Ex+HpihlLKUUkFgKrDyBNcpjlx7ntst5EaSUUpVACOBDSe0StFRjjhLdcoRR621rZS6g9yuSxN4SGu9XCn1xeb7/w+YDVwMrAMS5F4RiU6unc/tPUAZ8EDzyJSttZ5cqJpF+7TzuRVdUHueW631SqXU34EPABf4rdb6oC1AROfRzu/be4GHlVIfkpvavEtrvbdgRYt2U0o9QW4nfLlSahvwHcADR5+l5MhBIYQQQgjRLp11qloIIYQQQnQyEhyFEEIIIUS7SHAUQgghhBDtIsFRCCGEEEK0iwRHIYQQQgjRLhIchRA9hlLKUUq9r5RarpRaqpT6qlLqiH4OKqUeVkp9ovnt3yqlxhxFHeOVUhe3eP8ypdQ3j/RxhBDiROuUfRyFEKKDJLXW4wGUUr2BPwLF5HqbHTGt9eePso7x5E7Rmd38OC/QtumyEEJ0OjLiKITokbTWu4GbgTuaT00wlVI/Vkq9q5T6QCl1C0DzffcppVYopV4Ceu97DKXUG0qpyc1vX6iUWtI8kvla821TlFLzlVLvNf89svl0ju8Cn2oe/fyUUupGpdR9zR8zUCn1WnMNrzWfpLRvpPMXzY+zYd+opxBCnEgy4iiE6LG01huap6p7A5eTO27rVKWUD3hLKfUKMIHcEWunABXACuChlo+jlOoF/AaYqbXeqJQqbb5rVfNttlLqPOD7WusrlVL3AJO11nc0f/yNLR7uPuBRrfUjSqnPAr8A/qX5vr7AdHLnBL9A7thGIYQ4YSQ4CiF6OtX89/nA2BYjecXAcGAm8ITW2gF2KKVeP8hjnAbM0VpvBNBa17Z4jEeUUsMBTfNRX4dxOvDx5rcfA/67xX3Paa1dYEXzmcFCCHFCSXAUQvRYSqkhgAPsJhcg79Rav3zANReTC30f+VCHuOZe4J9a6yuUUoOAN46izJaPmz7gcwohxAklaxyFED1S8/Ty/wH3aa018DJwq1LK03z/CKVUCJgDXN28BrIvcPZBHu5t4Eyl1ODmj903VV0MbG9++8YW1zcBRYcobT5wdfPbnwbmHcWXJ4QQHUJGHIUQPUlAKfU+uSljm9xU8E+b7/stMAhYopRSwB5yawufBc4BPgTWAG8e+KBa6z1KqZuBvzSvmdwNzCI3zfyIUuqrQMsp7n8C32yu5QcHPNy/Ag8ppb7RXMNNx/QVCyHEcaRyL7SFEEIIIYT4aDJVLYQQQggh2kWCoxBCCCGEaBcJjkIIIYQQol0kOAohhBBCiHaR4CiEEEIIIdpFgqMQQgghhGgXCY5CCCGEEKJd/j/yG096SnaADwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
@@ -3067,7 +3133,7 @@
},
{
"cell_type": "markdown",
- "id": "controlling-tennis",
+ "id": "painful-vegetarian",
"metadata": {},
"source": [
"# Create a train and test set, use a fitted model to predict previously unseen rows (this is not controlled for user)"
@@ -3075,8 +3141,8 @@
},
{
"cell_type": "code",
- "execution_count": 65,
- "id": "executed-bruce",
+ "execution_count": 67,
+ "id": "actual-settle",
"metadata": {},
"outputs": [],
"source": [
@@ -3089,8 +3155,8 @@
},
{
"cell_type": "code",
- "execution_count": 66,
- "id": "passive-moses",
+ "execution_count": 68,
+ "id": "cleared-detection",
"metadata": {},
"outputs": [
{
@@ -3115,8 +3181,8 @@
},
{
"cell_type": "code",
- "execution_count": 67,
- "id": "dense-light",
+ "execution_count": 69,
+ "id": "amazing-louis",
"metadata": {},
"outputs": [
{
@@ -3150,8 +3216,8 @@
},
{
"cell_type": "code",
- "execution_count": 68,
- "id": "early-oracle",
+ "execution_count": 70,
+ "id": "adaptive-grade",
"metadata": {},
"outputs": [],
"source": [
@@ -3162,8 +3228,8 @@
},
{
"cell_type": "code",
- "execution_count": 69,
- "id": "paperback-principle",
+ "execution_count": 71,
+ "id": "joined-jenny",
"metadata": {},
"outputs": [
{
@@ -3200,8 +3266,8 @@
},
{
"cell_type": "code",
- "execution_count": 70,
- "id": "handled-cannon",
+ "execution_count": 72,
+ "id": "looking-reward",
"metadata": {},
"outputs": [
{
@@ -3246,7 +3312,7 @@
"RAI 0.14 0.1 0.01"
]
},
- "execution_count": 70,
+ "execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
@@ -3261,7 +3327,7 @@
},
{
"cell_type": "markdown",
- "id": "modular-kidney",
+ "id": "sexual-perception",
"metadata": {},
"source": [
"# Users included in the training set"
@@ -3269,8 +3335,8 @@
},
{
"cell_type": "code",
- "execution_count": 84,
- "id": "chronic-brooklyn",
+ "execution_count": 73,
+ "id": "august-language",
"metadata": {},
"outputs": [
{
@@ -3296,7 +3362,7 @@
" 'Moti217', 'Moti218'], dtype=object)"
]
},
- "execution_count": 84,
+ "execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
@@ -3307,7 +3373,7 @@
},
{
"cell_type": "markdown",
- "id": "oriental-tsunami",
+ "id": "front-messaging",
"metadata": {},
"source": [
"# Users included in the test set"
@@ -3315,8 +3381,8 @@
},
{
"cell_type": "code",
- "execution_count": 85,
- "id": "protected-blast",
+ "execution_count": 74,
+ "id": "emotional-convertible",
"metadata": {},
"outputs": [
{
@@ -3331,7 +3397,7 @@
" 'Moti207', 'Moti210', 'Moti211', 'Moti218'], dtype=object)"
]
},
- "execution_count": 85,
+ "execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
@@ -3342,7 +3408,7 @@
},
{
"cell_type": "markdown",
- "id": "metallic-modeling",
+ "id": "daily-amplifier",
"metadata": {},
"source": [
"# Users in the test set that were not included in the training set"
@@ -3350,8 +3416,8 @@
},
{
"cell_type": "code",
- "execution_count": 89,
- "id": "sealed-oxide",
+ "execution_count": 75,
+ "id": "compliant-belly",
"metadata": {},
"outputs": [
{
@@ -3367,7 +3433,7 @@
" 'Moti211'}"
]
},
- "execution_count": 89,
+ "execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
@@ -3379,8 +3445,8 @@
},
{
"cell_type": "code",
- "execution_count": 90,
- "id": "virtual-pearl",
+ "execution_count": 76,
+ "id": "ordered-praise",
"metadata": {},
"outputs": [
{
@@ -3389,7 +3455,7 @@
"0.08000000000000002"
]
},
- "execution_count": 90,
+ "execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}