library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(tidyr)
library(ggplot2)
library(leaflet)
library(ggspatial)
library(ggOceanMaps)
## Registered S3 methods overwritten by 'stars':
## method from
## st_bbox.SpatRaster sf
## st_crs.SpatRaster sf
library(ggOceanMapsData)
library(gsw)
library(matrixStats)
##
## Attaching package: 'matrixStats'
## The following object is masked from 'package:dplyr':
##
## count
setwd("C:/Work/MAST467/Code/R")
load("C:/Work/MAST467/Code/R/OMG_ENV.RData")
# Quality Control.
# Removes bad Temperature and Salinity data. Removes all data <= 2m. Replaces
# all -99s with R's native missing data "NA". Rebuilds yearly data.frames with
# QA checked data values.
# Thresholds for bad data are, any -99, T <= -2, and S >= 50.
# EDIT SECTION -----------------------------------------------------------------
QA = 1 # SET TO 1 IF QA PROCESSING IS DESIRED.
# ------------------------------------------------------------------------------
if (QA == 1) {
OMGALL["D"][OMGALL["D"] <= 2] <- -99
TOSS_idx = which(OMGALL$D == -99,OMGALL$T <= -2 && OMGALL$T >= -98,OMGALL$S >= 50)
OMGALL <- OMGALL[-c(TOSS_idx), ]
OMGALL["T"][OMGALL["T"] == -99] <- NA
OMGALL["S"][OMGALL["S"] == -99] <- NA
OMG2021 = OMGALL[OMGALL$DATE > "2021-01-01" & OMGALL$DATE < "2021-12-31",]
OMG2020 = OMGALL[OMGALL$DATE > "2020-01-01" & OMGALL$DATE < "2020-12-31",]
OMG2019 = OMGALL[OMGALL$DATE > "2019-01-01" & OMGALL$DATE < "2019-12-31",]
OMG2018 = OMGALL[OMGALL$DATE > "2018-01-01" & OMGALL$DATE < "2018-12-31",]
OMG2017 = OMGALL[OMGALL$DATE > "2017-01-01" & OMGALL$DATE < "2017-12-31",]
rm(TOSS_idx,QA)
}
# Singular Data.
# Records the deepest depth of each profile and re-indexes the OMGALL data set
# to retain useful information. Splits this frame into yearly data sets.
a = diff(OMGALL$D)
b = which(a < 0)
BTMALL_idx = append(b,length(a))
BTMALL = OMGALL[BTMALL_idx,]
BTM2021 = BTMALL[BTMALL$DATE > "2021-01-01" & BTMALL$DATE < "2021-12-31",]
BTM2020 = BTMALL[BTMALL$DATE > "2020-01-01" & BTMALL$DATE < "2020-12-31",]
BTM2019 = BTMALL[BTMALL$DATE > "2019-01-01" & BTMALL$DATE < "2019-12-31",]
BTM2018 = BTMALL[BTMALL$DATE > "2018-01-01" & BTMALL$DATE < "2018-12-31",]
BTM2017 = BTMALL[BTMALL$DATE > "2017-01-01" & BTMALL$DATE < "2017-12-31",]
rm(a,b)
# Freshwater Content.
# For loop that records the freshwater content for each profile. Chunk than adds
# this vector to the BTMALL data set, then splits this frame into yearly data sets.
# TO DO: Binned values might be helpful for other functions. Perhaps make a new
# data.frame of binned values only, and record/append them in this loop. Will
# need to learn how to do this.
fresh = vector()
for (i in BTMALL_idx) {
data = filter(OMGALL,CAST == OMGALL$CAST[i])
Depth <- as.numeric(data[,5])
Temp <- as.numeric(data[,6])
Salt <- as.numeric(data[,7])
maxDepth <- as.integer(tail (Depth,1))
binDepth = seq(2,maxDepth,1)
binSalt <- binMeans(Salt,x=Depth,bx=binDepth,na.rm=TRUE)
binTemp <- binMeans(Temp,x=Depth,bx=binDepth,na.rm=TRUE)
binDepth = head(binDepth,-1)
s_ref = 34.8
s_ref_vec = c(rep(s_ref,length(binDepth)))
fresh[i] = round(sum(((s_ref_vec - binSalt)/s_ref_vec),na.rm = TRUE),digits=4)
rm(data,Depth,Temp,Salt,maxDepth,binDepth,binSalt,binTemp,s_ref_vec,s_ref)
}
BTMALL$FRESH = fresh[BTMALL_idx]
BTM2021 = BTMALL[BTMALL$DATE > "2021-01-01" & BTMALL$DATE < "2021-12-31",]
BTM2020 = BTMALL[BTMALL$DATE > "2020-01-01" & BTMALL$DATE < "2020-12-31",]
BTM2019 = BTMALL[BTMALL$DATE > "2019-01-01" & BTMALL$DATE < "2019-12-31",]
BTM2018 = BTMALL[BTMALL$DATE > "2018-01-01" & BTMALL$DATE < "2018-12-31",]
BTM2017 = BTMALL[BTMALL$DATE > "2017-01-01" & BTMALL$DATE < "2017-12-31",]
fresh2021avg = mean(BTM2021$FRESH)
fresh2020avg = mean(BTM2020$FRESH)
fresh2019avg = mean(BTM2019$FRESH)
fresh2018avg = mean(BTM2018$FRESH)
fresh2017avg = mean(BTM2017$FRESH)
fresh_vec_avg = c(fresh2017avg,fresh2018avg,fresh2019avg,fresh2020avg,fresh2021avg)
freshAVG = data.frame(fresh_vec_avg,c(mean(BTM2017$DATE),mean(BTM2018$DATE),mean(BTM2019$DATE),mean(BTM2020$DATE),mean(BTM2021$DATE)))
colnames(freshAVG) = c("Fresh","Year")
ggplot(NULL) +
geom_path(data = freshAVG,aes(x = Year, y = Fresh), color = "red") +
geom_point(data = freshAVG,aes(x = Year, y = Fresh), color = "red", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$FRESH),alpha = 0.2) +
ggtitle("Annual Average Freshwater Content in Region 3","Background contains all datapoints in chronological order") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Freshwater Content [m]") +
labs(caption = "Freshwater Content from Spall(2013). Caution: Data has not been checked for even spatial distribution yet.")
## Warning: Use of `BTMALL$DATE` is discouraged. Use `DATE` instead.
## Warning: Use of `BTMALL$FRESH` is discouraged. Use `FRESH` instead.
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)
# Statistics Code
# TO DO: Figure out a way to determine even spatial distribution of profiles by year.
TotalCasts = length(unique(OMGALL$CAST))
CastDistALL = as.numeric(format(OMGALL$DATE[BTMALL_idx],'%Y'))
CastHistYEAR = ggplot(BTMALL,aes(x = DATE)) +
geom_histogram(bins = 9, color="darkblue", fill="lightblue") +
xlab("Year") +
ylab("Number of Casts") +
ggtitle("Annual Distribution of Casts in Region 3","Total Number of Casts = 310") +
theme(plot.title = element_text(hjust = 0.5))
CastHistYEAR
![](data:image/png;base64,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)
dt = BTMALL
dt$DATE = as.numeric(format(dt$DATE,'%m'))
CastHistMONTH = ggplot(dt,aes(x = DATE)) +
geom_histogram(bins = 30, color="darkblue", fill="lightblue") +
xlab("Month") +
ylab("Number of Casts") +
ggtitle("Seasonal Distribution of Casts in Region 3 (2017 - 2021)","Total Number of Casts = 310") +
theme(plot.title = element_text(hjust = 0.5))+
xlim(0.5,11.5)
CastHistMONTH
## Warning: Removed 2 rows containing missing values (geom_bar).
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)
BTMALL_vec = OMGALL$D[BTMALL_idx]
DeepDistAll = ggplot(NULL) +
geom_histogram(bins = 40, color="darkblue", fill="lightblue") +
aes(BTMALL_vec) +
xlab("Deepest Depth of CTD") +
ylab("Number of Casts") +
ggtitle("Max Depth Distribution of all Casts","Total Number of Casts = 310") +
theme(plot.title = element_text(hjust = 0.5))
DeepDistAll
![](data:image/png;base64,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)
# Single Plot Values.
# For the T(S) profile, I used the code structure provided by Dr. Muenchow in his
# TEST document. Additional code converts cc1 values to Pressure, Absolute
# Salinity, and Potential Temperature.
# TO DO: Adapt oceanographic values to OMGALL data set.
cc1_idx = which(OMG2021$CAST == 186.1)
cc1 = OMG2021[cc1_idx,]
ggplot(cc1,aes(x=T,y=-D)) +
geom_path() +
ggtitle("Temperature Profile",cc1$CAST) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Temp, C") +
ylab("Depth, m")
![](data:image/png;base64,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)
ggplot(cc1,aes(x=S,y=-D)) +
geom_path() +
ggtitle("Salinity Profile",cc1$CAST) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Salinity, psu") +
ylab("Depth, m")
![](data:image/png;base64,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)
ggplot(cc1,mapping=aes(x=S,y=T,color=D)) +
geom_point() +
ggtitle("T(S) Profile",cc1$CAST) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Salinity, psu") +
ylab("Temperature, C") +
scale_color_viridis_c(guide=guide_colorbar(barheight=15))
![](data:image/png;base64,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)
cc1_Convert = cc1
cc1_Convert$D = gsw_p_from_z(cc1_Convert$D*-1,latitude = cc1_Convert$LAT)
cc1_Convert$S = gsw_SA_from_SP(cc1_Convert$S, cc1_Convert$D, cc1_Convert$LON, cc1_Convert$LAT)
cc1_Convert$T = gsw_pt_from_t(cc1_Convert$S,cc1_Convert$T,cc1_Convert$D,0)
newnames = c("CAST","DATE","LAT","LON","P","PT","SA")
colnames(cc1_Convert) = newnames
rm(newnames)
cc1_CT = gsw_CT_from_t(cc1_Convert$SA,cc1$T,cc1_Convert$P)
cc1_r0 = gsw_sigma0(cc1_Convert$SA,cc1_CT)
cc1_r1 = gsw_sigma1(cc1_Convert$SA,cc1_CT)
# cc1_tf = gsw_CT_freezing_poly(cc1_Convert$SA,cc1_Convert$P,1)
ggplot(NULL) +
geom_path(data = cc1, aes(x = T, color = "Insitu Temp")) +
geom_path(data = cc1_Convert, aes(x = PT, color = "Potential Temp")) +
aes(y = cc1$D*-1) +
ggtitle("In-situ Temp vs Potential Temperature",cc1$CAST) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("T and PT, C") +
ylab("Depth, m") +
labs(colour = "Unit")
## Warning: Use of `cc1$D` is discouraged. Use `D` instead.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAABa1BMVEUAAAAAADoAAGYAOjoAOmYAOpAAZrYAv8QzMzM6AAA6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kJA6kLY6kNtNTU1NTW5NTY5Nbm5Nbo5NbqtNjshmAABmADpmOgBmOjpmZjpmZmZmZpBmkGZmkJBmkLZmkNtmtrZmtttmtv9uTU1ubk1ubm5ubo5ujqtujshuq+SOTU2Obk2Obm6Oq6uOq8iOq+SOyOSOyP+QOgCQOjqQZjqQZmaQkDqQkGaQkLaQtraQttuQ29uQ2/+rbk2rbm6rjm6ryOSr5P+2ZgC2Zjq2Zma2kDq2kGa2kJC2tma2tpC2tra2ttu229u22/+2///Ijk3Ijm7Iq27IyKvI5P/I///bkDrbkGbbtmbbtpDbtrbb27bb29vb2//b/7bb///kq27kyI7kyKvk///r6+vy8vL4dm3/tmb/yI7/25D/27b/29v/5Kv/5Mj/5OT//7b//8j//9v//+T///+qadjuAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO29/4Mj9ZWup+Zbe4Br5noax5iA2dgOM8nFZu9N1gTn7nLNZd2Oca5tGCe4DYudYZcOMwNMoKf//KhKJalKqtI5qnO69Uqf5/nBjLrVb799SvW4SvVFk0sAABjFZNcFAAD2FQQKADASBAoAMBIECgAwEgQKADASBAoAMBIECgAwEgQKADASBAoAMBIECgAwEgQKADASBAoAMBIECgAwEgQKADASBAoAMBIE6uXhjcnT98b84DcvT45+5X3y/ck6t8f81iQ6fZ574Y/pv2BwOqvfUJsMwCUC9ZMg0E9eNUWqponVPk99MPhUx1/X8/R9FOiWfykcMAjUS1igF285tkSFNNHf54kP+5/o+ut6nr5/At3yL4WDBoF6GS3QOVvtyk9/25CqrpWptpZ/9aevTKX1TP8Tt/rrPE8fesbOJ7PlXwoHDQL1gkDrja+hvwGBQokgUC8I9LKuNbDfjEChRBCoFwR6Wf8Nk1u9T0SgUCII1MtCoKfVRtiXb0+3xZ78Sa9Rv3z72cn0m/NzfmYrXLXtVlGte6dLC50NvKm4ron6Nx69MD8Kflol1V97/p3q8SevTsOfn/3Kak97WrH1lSWdXzgvstK4xYpAq+Sm+qevtvq0/7q+risTaz29paNPqmdMn/K31tiuZzIrCdMZ3b74zY3J0fO/WutlLMeVH10JhoMDgXrpCPQ3k44w2lzMvzc/5ydFoMvUmzOfVZo4a750a/ntOrfWxPyo9QtdyU/bLIIbR601bjG0BVr9ilafjkB7uq5MrE+gX74y/6mj261y1zCZtYTKgqfzsiu9HAJd/OhaMBwcCNRLW6DPLYyzvld/OllSr+kZAl36av78qSb+8+JLry9+6fyEqcmPbwxUPF2+i9nYca1xixWBVu65PfubOiNo/3V9XVcm1iPQduL8Cx6BxieznnA27zt9wmovW6CLH10PhoMDgXppC3S69fJBs22yekilWsFuVjt7X/12Mlu/WopojLC9QKstqir1q980ocsWn1R7xpOj16cr7G+bNXW25j71x+bEo+6blveXv3Hm0vXG3WevHIWva502v3yZv/zrNnRdTmzx9Pk/ps+p/obLi/dvdMd25ZNZT6i3X7937/Krv/X02rwc2z+6HgwHBwL10hHobHXoO6TSMmLzzwSBVr+oMfX9lsJuzb/SCq461pp4ZrZ5dbq6Vbms0ezNrzdu0RboV5VD6l/6cC6TZX7biMNdFxNbFWj3p6pf6RNofDI9CWdL4a33sgXa+6MShwQhHQTqpS3Q+dpwuq6/6Rr0VHddSRBo+1nNLviyRUvj95eamP90azVeht1qp643brF2/U89g9OlVuf5i79uY9fFxFYFer+T6BdofDI9CWfLN7fXe5kCnf9oTzAcHAjUS1ugw1tsM+N895/+tvxKgkDb69/92Q8vW7QU2fxU61h555d1/5DZEem+xqt/Toub7Z+c57e3szd3Xfy9a7vwnXk1W4YOgcYn05Nw1vfe9uLwmyXQ+Y/2BMPBgUC9tAXaXW2WBwumK9jiwfP/uNxyCQq0fTRifkTitL2rODdNSxOLdXftN8yv5W6LtNu4RVugR8/3nWG0sse9uasl0Iu//rdf3pj4BRqfTF/C+kJp9TIF+sxwNTg4EKgXp0DbK85T9XmI+QJtDp1v0kRHcOvvazbbWbdW42eNu89d3xjbRqDdrpsE+ml9MupijqMEuv1k+hK6C2Wl11iBxq7CAFEQqBevQKuzpxdrTc5R+JAm1n/D7M289pNWGre4NoEuT7e8NoH2boGuCnStFwKFFgjUy7BAe/jqd6/W5ws2B5gTBLp6DGL8Lnxzrc7Klmm7cQtboCvnGmzuOijQ5nTL57774z/8P1u8BxqfTF9Ca2TrvbYRKAeODh4E6mUrgVZcNKdVbhRoz3H8+W/rHipZPQZhaWL4IFKzD99zYPhi/UTQXoFaB5GGuw4K9Kw53fJy+4NIwcn0JHRP7FrptXk5tn60JxgODgTqxSfQVbcMCbS1meI7jWmhsbPFseaNmpg/f/qlNQ9Nv//0fHuqr3GLXoG2+/SdxjTcdVCgrafc32IXPmEyPQn9Frzftwu/uhy77l0NhoMDgXpxboG2Vptmc2ddoGeLkxGr864dAl2euL4QoqWJ1gGidQOe1Vc73hpq3KJfoJtOpN/YdUigrV/8cJuj8AmT6Uno7oev9Nq8HFuviJ5gODgQqBenQKvV5ql3qidWFwu2TbBcGatzg576L/NjN55LOaura6oLEOsLCp/pthjQxPJSy/V34uoLuls/tNK4Rb9Aey7lXP51m7ouJrZ4+nILtN5Vri973EKgCZNZT+huga702rwcV86eXwmGgwOBevG+B3rWPvTaPgrfHJa93TlA++MbW99MZPZ1SxPPdTqscjrp7l9Ohp49INBvWrfY6NyS4/bmrh2B1k9v2s/v0TGjfeztyieznrCyGdnttXk5tl8R68FwcCBQL+6DSH9ZrHNHr1ePF6vx/aVTm3Njjm4/9An08mJxolFzxznzWHNzK7Wjn/bFz++q1N+4+8Te82++WZzdM79T2/Kv29B1ObH50+ftFxY/+h9nb8o6BZowmbWE9mJd67V5OXZeEWvBcHAgUC/+o/BfvV9v5Dz/zuLobbMaf1ydkf296l8XHz83u9GuV6DV+dw3JvN7BF86NHH5ySvLuxOv8s3LnfiVxi2GBFrdp7i62VHrXsHLv264a2tizdMX7Wf3Hq4qzJ7jFWjGZFYSOot1tdflxuW48opYCYaDA4EeIJyCOASTgVwQ6AGCJoZgMpALAj1A0MQQTAZyQaAHCJoYgslALgj0AEETQzAZyAWBHiBoYggmA7kg0AMETQzBZCAXBAoAMBIECgAwEgQKADASBAoAMBIECgAwEgQKADASBAoAMBIECgAwEgQKADASBAoAMBIECgAwEgQKADASBAoAMBIECgAwEgQKADASBAoAMJIdCfThjZUP3n7y5vLTxz95dfCztNs/BwCwW3Yj0Iu3JgsR3p/qs+LoV4vvzbi5+ecAAHbMTgRaOXIuwoeNPyeTJz6cf6/h1qafAwDYNbsQ6JevTJYiPJ1Mnv5g9rX6S2fTbdHXp658/0Zj1IGfAwDYNdcv0EqNSxF+8/Lk6Xutf0w3Mp/4oP7O2WKnvu/nAAB2zrULtNoNP/ovb7UE2vzrtBbodI++/1MTV34OAGDn7EKgN+8tDwZN/zXbAm3+cba2497/cwAAO+f6Bfq7DzpH0+8v3wOtNj2r7dCvfjPdWX/+j5t/DgBg1+z+NKaz9kH36hvz85rWDsIjUACQYvcCvfxLLcyjnzbfePLG4GlMCBQAlNi5QL95Ze7L5iD8ZPLUH6vLkyY974YiUAAQYtcCrYx5828zYT4zezg7qFTt2q8dj0egACDErgV6f7GnfloJsxJoo83lCU59PwcAsHN2LdDTxY76VJi36vPoP1x9Tt/PAQDsnN0LtNljb7Y4T9s3FUGgAKDM7gXa2gJ9pt6lb3bhH97ovZsIAgUAFXYt0LPFe6Czg0YPF/cQOeUgEgBos2uBTrc7Jy980DptaerNo3dmj5++N/xzAAA7Z9cCXV6I1GxwVkZtP+6czYRAAUCInQu0eynnZXPXz8nsrqCXCBQAdNm9QGefiXT0wgeLb77/bOsxAgUAVfhUTgCAkSBQAICRIFAAgJEgUACAkSBQAICRIFAAgJEgUACAkSBQAICRIFAAgJEgUACAkSBQAICRIFAAgJEgUACAkSBQAICRIFAAgJEgUACAkSBQAICRIFAAgJEgUACAkVyzQM9jhAOWSVk5aY0EK+k1EqyUFyRXad7oeh2xXyDQYA5ucOQwJE+QXCUEaoNAgzm4wZHDkDxBcpUQqA0CDebgBkcOQ/IEyVVCoDYINJiDGxw5DMkTJFcJgdog0GAObnDkMCRPkFwlBGqDQIM5uMGRw5A8QXKVEKgNAg3m4AZHDkPyBMlVQqA2CDSYgxscOQzJEyRXCYHaINBgDm5w5DAkT5BcJQRqg0CDObjBkcOQPEFylRCoDQIN5uAGRw5D8gTJVUKgNgg0mIMbHDkMyRMkVwmB2iDQYA5ucOQwJE+QXCUEaoNAgzm4wZHDkDxBcpUQqA0CDebgBkcOQ/IEyVVCoDYINJiDGxw5DMkTJFcJgdog0GAObnDkMCRPkFwlBGqDQIM5uMGRw5A8QXKVEKgNAg3m4AZHDkPyBMlVQqA2CDSYgxscOQzJEyRXCYHaINBgDm5w5DAkT5BcJQRqg0CDObjBkcOQPEFylRCoDQIN5uAGRw5D8gTJVUKgNgg0mIMbHDkMyRMkVwmB2iDQYA5ucOQwJE+QXCUEanNFAn383p2Tkzc+Wvt60hKNo7ciClbSayRYCYEWzdUI9Ns3Tyq+/+fVbyQt0Th6K6JgJb1GgpUQaNFcjUDvnrz00eWjd09e+nzlG0lLNI7eiihYSa+RYCUEWjRXItCv79Tbnt+++eKvV76TtETj6K2IgpX0GglWQqBFcyUC/ezkh81/f77ynaQlGkdvRRSspNdIsBICLZorEejdk1/U/33QiHRJ0hKNo7ciClbSayRYCYEWzVUI9PG7za7713fmb4J+p+EKfhsAwI5AoAAAI7liga6eyJS0TxFHb1dQsJJeI8FK7MIXzTVtgc5JWqJx9FZEwUp6jeKVjo9nOXJDEqyEQG0QaDBHyA3zHIa0AQS6RQ4CNeEofDBHyA3zHIa0ieMavSEJL7ercMShcEXngf68898lSUs0zkG6oclhSBs57iLQqAmSXW5X4YhDgSuRgjlSbpjlMCSbPIki0KK5EoE+fvfkB1wLv3VUVg5DcuQsgqIORaBFczU3E3nE3ZhGRGXlMCRHTjso5FAEWjRXdD/QR+9N/fnG6vYnAt0YlZXDkBw5q0HH47mqSuOTsnIQqAl3pA/m7IEbxidl5ezHkAIOzVCt7nK7XkfsFwg0mLMfbhiZlJVz2EO6NsX6K+WAQG0QaDDnsN2QlMOQaq5LpQj0+kCgwRzc4MhhSJ6gKinFpgj0+kCgwRzc4MhhSJ6gTlLEoAj0+kCgwRzc4MhhSJ6g4aQtN0oR6PWBQIM5uMGRw5A8QRuStnuzFIFeHwg0mIMbHDkMyRM0/nDUFVVCoDYINJiDGxw5DMkT5E0yt0IR6PWBQIM5uMGRw5A8Qc6kTbvzkWP3w42u1xH7BQIN5uAGRw5D8gSlC3SYL7ZqdL2O2C8QaDAHNzhyGJInKLtSWKEI1AaBBnNwgyOHIXmCrrrS1gZFoDYINJiDGxw5DMkTdHWVxuy/nyNQDwg0mIMbHDkMyROUXKl3z31Uo+t1xH6BQIM5uMGRw5AGiRwK8uPe6Oz+aQjUBIEGc3CDI6egIV2PEF3E/zQEaoJAgzkFuWF8zp4NaTeW011u1+uI/QKBBnP2zA3bJWXlyA7pWg3pq5Txx2XlIFATBBrMkXVDRlJWzuigaxBcxHn1Hzf2b1sLkl1u1+uI/QKBBnMQ6BC7kd927HxI7SCR5dbKQaAmCDSYc9AC3bXfKroHkAWHlBYkVwmB2iDQYM7hCDTbfPFGPex6SD1JaUFylRCoDQIN5hyGG1xbf9faaCgqK0fulSRYCYHaINBgzp67YcN2I0PyJaUFyVVCoDYINJizv24Y9ObOGnmisnLkXkmClRCoDQIN5uyHG1xvVV5ro7FRWTlyryTBSgjUBoEGc67JDeOP5YxSp6PRNn8ZAvUEyVVCoDYINJiT6YarsKRXlv2Nkv4yBOoJkquEQG0QaDAnJyjTgAc7pDoqK0duSIKVEKgNAg3mxINSNhZzK82TsnIQqCdIrhICtUGgwZwtg4Y2ML84ZDcgUFeQXCUEaoNAY8Temexsch6uGxCoK0iuEgK1QaARRsvy6irpDQmBOoPkKiFQGwQaoDIibnDkMCRPkFwlBGqDQANMNyhxgyeHIXmC5CohUBsEOoLWHjlu8OQwJE+QXCUEaoNAt2H9HU3c4MlhSJ4guUoI1AaBbsFCnMvbvOEGTw5D8gTJVUKgNgh0C3oOo+MGTw5D8gTJVUKgNgh0AOeJSLjBk8OQPEFylRCoDQLtZVCfq/doxw2eHIbkCZKrhEBtEGgPvaocyMENjhyG5AmSq4RAbRBoG9cVQ1fU6IDdwJBcQXKVEKgNAl3gu+DyyhodsBsYkitIrhICtSlPoKOvVb+yRvOorBzZFTEjKitHbkiClRCoTWECTZVnSqNWVFaO7IqYEZWVIzckwUoI1KYIgfZ4Um9FFKyk10iwEgItmoMW6IatTL0VUbCSXiPBSgi0aA5QoK6dc70VUbCSXiPBSgi0aA5KoGviHD6XU29FFKyk10iwEgItmkMUqCsp2GSRgxscOQzJEyRXCYHaHJRA+4+y9ycFm7gbbRGVlSO7ImZEZeXIDUmwEgK1OTCBnvc5tG9HXm9FFKyk10iwEgItmsMTaAMCTUjKymFIniC5SgjU5sAE2nuCPAIdm5SVw5A8QXKVEKjNIQnU8dbnMinYxNdou6isHNkVMSMqK0duSIKVEKjNAQl0i2PwiiuiYCW9RoKVEGjRHJBAtzKo3oooWEmvkWAlBFo0ByhQ10683oooWEmvkWAlBFo0hyzQTTeV11sRBSvpNRKshECL5jAE2nvwfaNB9VZEwUp6jQQrIdCiOTCB+pOCTaxGY6KycmRXxIyorBy5IQlWQqA2hyHQGdsYVG9FFKyk10iwEgItmkMS6PkWB+L1VkTBSnqNBCsh0KI5MIG6Daq3IgpW0mskWAmBFs2hCfTcuSevtyIKVtJrJFgJgRbN4QmULVDZFTEjKitHbkiClRCozYEJ1H00Xm9FFKyk10iwEgItmkMS6DbnMumtiIKV9BoJVkKgRXNoAnUnBZsscnCDI4cheYLkKiFQm8MRqHHt5mpSsMkiBzc4chiSJ0iuEgK1ORiBbnUdkuKKKFhJr5FgJQRaNAci0C0v5FRcEQUr6TUSrIRAi+YwBGrde6knKdhkkYMbHDkMyRMkVwmB2uyzQJ13rutPCjbpbxSLysqRXREzorJy5IYkWAmB2uydQPvvW7d9UrBJq1EWepX0GglWQqBFs28CjWmzlRRssmyUFKRYSa+RYCUEWjT7JdAxO+v96K2IgpX0GglWQqBFs0cCDW91ttFbEQUr6TUSrIRAi2ZvBJqw295Gb0UUrKTXSLASAi2afRHobOdd9zWWEZWVw5AcOXJDEqyEQG32SKBfKL/GMqKychiSI0duSIKVEKjNvgi0OVde9jWWEZWVw5AcOXJDEqyEQG32S6Bpb4EKroiClfQaCVZCoEVzzQIdRefcz12XAQCYI78F2jlrXvf/pDOisnIYkiNHbkiCldgCtVEXaHfHXfc1lhGVlcOQHDlyQxKshEBt9kOgc4PqvsYyorJyGJIjR25IgpUQqI22QFePHOm+xjKisnIYkiNHbkiClRCozV4IlF34rXIYkiNHbkiClRCozX4IlF34bXIYkiNHbkiClRCojbZAz1du/8mJ9J4chuTIkRuSYCUEaqMu0PPYjeeHXxtZObjBkcOQPEFylRCojbxAO/bUfY1lRGXlMCRHjtyQBCshUBt1gXbfBNV9jWVEZeUwJEeO3JAEKyFQmz0QaM8SjaO3IgpW0mskWAmBFo26QLsG1X2NZURl5TAkR47ckAQrIVAbBBrMwQ2OHIbkCZKrhEBtEGgwBzc4chiSJ0iuEgK1kRdopdC1JRpHb0UUrKTXSLASAi0aBBrMwQ2OHIbkCZKrhEBt9kKgXMq5VQ5DcuTIDUmwEgK12QOBnnMe6HY5DMmRIzckwUoI1GYPBMqJ9FvmMCRHjtyQBCshUJs9EOj58ip43ddYRlRWDkNy5MgNSbASArXZB4HOL+jkWnhfDkNy5MgNSbASArXZB4FyM5HtchiSI0duSIKVEKiNtEDXbmSn+xrLiMrKYUiOHLkhCVZCoDbCAu25DajuaywjKiuHITly5IYkWAmB2ugKtPNpcitLNI7eiihYSa+RYCUEWjTKAl2//bzuaywjKiuHITly5IYkWAmB2iDQYA5ucOQwJE+QXCUEaiMr0L49eOHXWEZUVg5DcuTIDUmwEgK1kRUo74GOzmFIjhy5IQlWQqA2ugJtX8K5ukQTXhtZObjBkcOQPEFylRCojbBA2ycyrSzRhNdGVg5ucOQwJE+QXCUEaiMt0M6Z9GvEXhuhn27l4AZHDkPyBMlVQqA22gJdsNGk3ZPtna+NsU1Wc3CDI4cheYLkKiFQmz0R6MoSrYjZVG9FFKyk10iwEgItmv0V6CrbaVRvRRSspNdIsBICLZrDEWgH06F6K6JgJb1GgpUQaNEcqEBrNhlUb0UUrKTXSLASAi2aQxbo+cyhvQrVWxEFK+k1EqyEQIumAIH2nvGktyIKVtJrJFgJgRbNgQu0oteheiuiYCW9RoKVEGjRFCDQ877DSXoromAlvUaClRBo0ZQg0JoVh+qtiIKV9BoJVkKgRVOUQFsG1VsRBSvpNRKshECLpiyBLt8J1VsRBSvpNRKshECLphiBrrwTqrciClbSayRYCYEWTTkCrVkYVG9FFKyk10iwEgItmsIE2rpifru7Nw2BGzw5DMkTJFcJgdqUK9Acg+IGTw5D8gTJVUKgNqUJ9HzpUARqJmXlMCRPkFwlBGpTnkAzd+Bxgy+HIXmC5CohUJvSBDqXp96KKFhJr5FgJQRaNIUJ9BiBbpOUlcOQPEFylRCoTXEC5TSmLZKychiSJ0iuEgK1KUqgrTc/9VZEwUp6jQQrIdCiKUmg7Ws59VZEwUp6jQQrIdCiKUmgbIFum5SVw5A8QXKVEKhNUQLNP48eN7hyGJInSK4SArUpTKA9H36860bLqKwc2RUxIyorR25IgpUQqE1pAl0k9X2O/IjNU9zgyWFIniC5SgjUplyBzolpFDd4chiSJ0iuEgK1QaAdtjYobvDkMCRPkFwlBGqDQFuM2IfHDZ4chuQJkquEQG0QaIsRb4PiBk8OQ/IEyVVCoDYIdJXtduJxgyeHIXmC5CohUBsEOoDToLjBk8OQPEFylRCoDQLdCAJNyWFIniC5SgjUBoFugC3QpByG5AmSq4RAbRDoBngPNCmHIXmC5CohUBsEugG2QJNyGJInSK4SArVBoBtwHEbCDZ4chuQJkquEQG0Q6GasY/G4wZPDkDxBcpUQqA0Ctdh8PhNu8OQwJE+QXCUEaoNAPQyfV48bPDkMyRMkVwmB2iBQL/0GxQ2eHIbkCZKrhEBtEOgW9BgUN3hyGJInSK4SArVBoFuxZlDc4MlhSJ4guUoI1AaBbseqQXGDJ4cheYLkKiFQGwS6HQh0TA5D8gTJVUKgNgh0O1ZvdIcbPDkMyRMkVwmB2iDQrencLhQ3eHIYkidIrhICtUGgIxnxAXRXXWmeozOkeQ4C9QTJVUKgNgg0wKpEYx49XDcgUFeQXCUEaoNAgzlNUIJFD9cNCNQVJFcJgdog0GBONyhi0MN1AwJ1BclVQqA2CDSY0xOEQFdzEKgnSK4SArVBoMGcvqBxBj1cNyBQV5BcJQRqg0CDOf0CHaPQw3UDAnUFyVVCoDYhgf7bfzw5efGNj2YPHr935+Sk90GLpCUa52pXxNbxJL9ID9cNCNQVJFcJgdpEBPqnk5oXf109+PbN+sH3/7z2oE3SEo1z5Svi9gY9XDcgUFeQXCUEahMQ6IOTF//h8vLRuzNP3j156aPqwUufrz5ok7RE41zPiohAZzkI1BMkVwmB2owX6ON3T35R/Xe6tTn979d3ao1++2a1Pdp50CFpica5phURgdY5CNQTJFcJgdqMF+i3bzZ76HdPfn55+dnJD+sHn6096JC0RONcm0D9R5MO1w0I1BUkVwmB2iQcha8Fene2OTrdr//hyoMOSUs0znWtiFsY9HDdgEBdQXKVEKhNXKD1jvrjd5u99a/vvPR558HsSd9pCP+2PaO5YxMAHCRxgdb76wi0l+6N7wDgwAgL9EF9GlPLmd//c+dB99lJ+xRxru89UPc9Rg5375RdeFeQXCV24W2iAn1w58Xq/U5rC3RO0hKNc90rosOhh+sGBOoKkquEQG22F+iD2enzs8NEnzWn0SNQB4ZDD9cNCNQVJFcJgdrEBPqnk/mZnhyF97Dx2qTDdQMCdQXJVUKgNpFd+Md3T34wf49zfspncx7ozztfXJK0ROPsbkUcNOjhugGBuoLkKiFQm4hA77Yu1eRKJC+De/GH6wYE6gqSq4RAbQIC/ax9qfvjd09+sLj8vfOgQ9ISjbPDFXHIoIfrBgTqCpKrhEBtIpdynsyp3ul81L4B0yPuxrSBgUNJh+sGBOoKkquEQG3GC/TBSUegl4/em/7rjWaTs/OgRdISjbPTFbHfoIfrBgTqCpKrhEBtuCN9MGdkUI9Bd12pJykrB4F6guQqIVAbBBrMGS3QNYXuulJPUlYOAvUEyVVCoDYINJgzNmj9rPqdV1pPyspBoJ4guUoI1AaBBnMCQSsGVai0kpSVg0A9QXKVEKgNAg3mhIIQ6NZRWTlyQxKshEBtEGgwB4E6chCoJ0iuEgK1QaDBHATqyEGgniC5SgjUBoEGc4ICbRlUo1InKSsHgXqC5CohUBsEGsyJBbUNKlKpnZSVg0A9QXKVEKgNAg3mRIOWBpWptEzKykGgniC5SgjUBoEGc+ICnd/eTqbSMikrB4F6guQqIVAbBBrMCQch0K2isnLkhiRYCYHaINBgDgJ15CBQT5BcJQRqg0CDOQjUkYNAPUFylRCoDQIN5iBQRw4C9QTJVUKgNgg0mJMg0GME6o/KypEbkmAlBGqDQIM58aC5QYUqzZOychCoJ0iuEgK1QaDBHATqyEGgniC5SgjUBoEGcxCoIweBeoLkKiFQGwQazEGgjhwE6gmSq4RAbRBoMCcjaHYgXqrSLCkrB4F6guQqIVAbBBrMyRFopVCpSrOkrBwE6gmSq5bkUykAACAASURBVIRAbRBoMCclqPmApJ4Pix/BoQ5pFpWVIzckwUoI1AaBBnOygvIMesBDUqyEQIsGgQZz8tyw/kHH4zjoIelVQqBFg0CDOYluWPug45E5Bz2krBy5IQlWQqA2CDSYk+qGlLdCD31IOTlyQxKshEBtEGgwJ9sNcYcWMKSEHLkhCVZCoDYINJiT74bonnwRQwrnyA1JsBICtUGgwZwrcUPIoKUMKZYjNyTBSgjUBoEGc65MoKMNWsqQYjlyQxKshEBtEGgw54rcENgGLWdIkRy5IQlWQqA2CDSYc1VuGL8RWtCQAjlyQxKshEBtEGgw5+rcMNagRQ1pdI7ckAQrIVAbBBrMuUqBjtuLL2pIo3PkhiRYCYHaINBgzhW6YeRefFlDGpsjNyTBSgjUBoEGc67UDaPOqi9tSONy5IYkWAmB2iDQYM7VuuF4xFn1xQ1pVI7ckAQrIVAbBBrMuXI3bL0VWuKQts+RG5JgJQRqg0CDOdfhhu22Qgsd0pY5ckMSrIRAbRBoMOda3IBAF1FZOXJDEqyEQG0QaDDn2gTqNmipQ9ouR25IgpUQqA0CDeZckxu2eCO03CFtkyM3JMFKCNQGgQZzrssNfoMWPKQtcuSGJFgJgdog0GDO9bkBgZ4rVkKgRYNAgznXKVDfkaSih+TOkRuSYCUEaoNAgznX6AanQcsekjdHbkiClRCoDQIN5lynG3w78YUPyZkjNyTBSgjUBoEGc67VDa6rkkofki9HbkiClRCoDQIN5ly/QI8NjZY+JF+O3JAEKyFQGwQazLl+N1gOZUieHLkhCVZCoDYINJizIzdsuE0TQ/LkyA1JsBICtUGgwZzduWFoI5QheXLkhiRYCYHaINBgzk7d0LsRypA8OXJDEqyEQG0QaDBnt27o2whlSJ4cuSEJVkKgNgg0mLNrN6wblCF5cuSGJFgJgdog0GDOzt2wthHKkDw5ckMSrIRAbRBoMGfnblg7lsSQPDlyQxKshEBtEGgwZ/duQKBjcuSGJFgJgdog0GDO7t2AQMfkyA1JsBICtUGgwRwFN3QVypA8OXJDEqyEQG0QaDBHwg2d90EZkidHbkiClRCoDQIN5oi4oaVQhuTJkRuSYCUEaoNAgzkqbkCg2+XIDUmwEgK1QaDBHBU3INDtcuSGJFgJgdog0GCOihsQ6HY5ckMSrIRAbRBoMEfFDQh0uxy5IQlWQqA2CDSYo+OG+Q1CGZInR25IgpUQqA0CDeYIucH8sI9tOcQhzXPkXkmClRCoDQIN5ki5wfWZSdfaaJYjNaRZjtwrSbASArVBoMEcOTckOvRwhyT4ShKshEBtEGgwR9UNGQY9+CGlJKUFyVVCoDYINJij64a4QQsYUkJSWpBcJQRqg0CDOcJuCBu0hCHFk9KC5CohUBsEGswRdkP4ndAShhRPSguSq4RAbRBoMEfaDUGDljGkaFJakFwlBGqDQIM56m6IbIYWM6RQUlqQXCUEaoNAgzn6bhh/VlNBQwokpQXJVUKgNgg0mLMXbhhp0LKGNDYpLUiuEgK1QaDBnH1xwxiFFjekUUlpQXKVEKgNAg3m7IsbxmyEFjekUUlpQXKVEKgNAg3m7JUbtlRomUPaNiktSK4SArVBoMGc/XLDdgYtdEhbJqUFyVVCoDYINJizV27Yci++zCFtm5QWJFcJgdpcs0Bht9QC3XUJgIOBLdBgzr5tXDXHklybocUOaauktCC5SmyB2iDQYM7euWELg5Y7pG2S0oLkKiFQGwQazNlHN3jfCS16SO6ktCC5SgjUBoEGc/bSDU6Dlj0kb1JakFwlBGqDQIM5++cG/yn1BQ9pi6S0ILlK4wR6Onniw8WDb16ePNP/pKfvhUyiAgIN5uyfGxDoueIrSbDSNQj043+35x5FoMGc/XMDR+HPFV9JgpWuXqD7vyGKQIM5++gGjsILvpIEK12hQBfPRaBbkbRE4+itiAjUFZWVI/dKEqyEQG0QaDBnD93AeaCKryTBSgjUZlig//L7BX9I+yOTlmgcvRXxOgXKe6B6ryTBSnkCnf7n1sX7z04mT/7kXvOkqTnPJjW3suyyC4YE+pcbkyWtgQRJWqJx9FZETqR3RWXlyL2SBCulCvTfvzKTyVMfzp502AK9P5kgUFfOXrqB05j0XkmClVIFOjn66b3LL99qfHngR+Ev3pocvfPXBX9L+3VJSzSO3oqIQF1RWTlyryTBSrkCvd2YpW3OQxXo9O+9fSW/LmmJxtFbEa+3kuts+tKH5EtKC5KrlCrQp++1v3vwAs3ba++QtETj6K2I11xp/mHHmyRa/JBcSWlBcpVSBdocjD8rQqAXbyFQZ85eu8FwKEPyJKUFyVXKPQo/+0IZAp3+mezC+3L23g0Lia5blCF5ktKC5CqNE+jZikBvXRYo0G9ePvrVVfy6pCUaR29F3GGlIYcyJE9SWpBcpbECbbnj4Y0yBXr55cuTp16b83ecSD+Ycyhu6NuXZ0iepLQguUrjBHq/fWbn2ezoe3kC/Q3ngfpyDsgNawbdeaOeqKwcuVeSYKVxAp3KcrEJOt0AreVRnEDPOJHemXNAbljbk995o56orBy5V5JgpXECnVpxcnSzOnf8r+/fmMyOvpcm0PpE+qv4y5KWaBy9FVGh0opBBRqtRWXlyL2SBCuNFGh11vyC2ZWbQwKt3i+9yLtOZwcMnQd6NceQEOimqKycWFDrvVCRRp2orBy5V5JgpZECvfzylYU/mw3MIYHWl4xvul2TPJxIH8w5ODcg0C2T0oLkKo0V6OXlp28/OzXjky/8sXk8JNDLj6ud/H3ei+dE+mDOwbnh+PicXfhtktKC5CqNF2g5DB5Eupp7TCUt0Th6K6JKpdaxeJFGnaisHLlXkmAlBGozINCLt45ev4pfl7RE4+itiDKVlkeSVBq1o7Jy5F5JgpUQqM3ALvwvfzSZHH2XE+ntnEN0w9ygOo2WUVk5cq8kwUoI1GbwdnacB+rLOUg3INAtktKC5CohUBsEGsw5SDcg0C2S0oLkKiFQGz6VM5hzkG5oDiQJNVpEZeXIvZIEKyFQGwQazDlINyDQLZLSguQqIVAbBBrMOUw3IFB/UlqQXCUEaoNAgzmH6QZOY/InpQXJVUKgNgg0mHOgbnB96JyXQx3SLCktSK4SArVBoMGcQ3XD8Ad9bM/BDqlOSguSq4RAbRBoMOeg3ZC0EXrYQ0oLkquEQG0QaDDnsN2QY9ADH1JWkFwlBGqDQIM5h+0GBGonpQXJVUKgNgg0mHPYbsh5G/TAh5QVJFcJgdog0GDOgbshxaCHPqSkILlKCNQGgQZzDt0Nrfsrj8859CHlBMlVGiPQ/3crrsoz14ct0ItfvvZ3//SHpF+XtETj6K2IgpXqoASDHv6QUoLkKiFQG1ugszszJX3IXNISjaO3IgpWagQaPo50+ENKCZKrhEBtXAJ94sMv38r5/OakJRpHb0UUrDQLihu0gCFlBMlVQqA2jl34f/n9H+5dJn14c9ISjaO3IgpWaoLCx5FKGFJCkFwlBGrDQaRgTgluiF7VWcSQ4kFylRCoDQIN5pTghuPgrUWKGFI8SK4SArVBoMGcUtyAQIeS0oLkKiFQm00C/eucnPc/K5KWaBy9FVGwEgL1JKUFyVVCoDZDAr14mw+Vc+UU44bAu6DlDCkUJFcJgdoMCLT7sZwIdDinHDeM3wYtaEiRILlKCNRmQKBnk8mTP/79nD+knANakbRE4+itiIKVVoJG32O5pCEFguQqIVCbfoFevDV55kp+XdISjaO3IgpWWgs6brGFSMsa0ugguUoI1KZfoN+8nHTp5ipJSzSO3oooWKk36HgFh0jLG9KoILlKCNRmSKB5b3t2SFqicfRWRMFKm4K2cWixQ9ouSK4SArUZ2oVnC9SZU7wbHBJlSK4guUoI1GbwINKtK/l1SUs0jt6KKFjJG2QplCG5guQqXbtAH97YtOdbS+ni/Zv932txNe7qZ/A0pqPXr+LXJS3ROHoromClLYI2GpQhuYLkKikK9H7/4W0ZgV788rWaVyeTo+++1vB3nMY0mIMbZiDQcJBcJTGB1gwItObKDt1sYFWg3TPoOZHezMENMxBoOEiuEgK1QaDBHNxgH0diSK4guUo7Eujp5PbHz04mL3xQfenL6b7w5Ln6/cTpLvzFW5WPnpk+5dbsKx2btgX65ds3JpPn64hp3sNXJkc/vbz8y43Jk+8sv/KThD1r7sYUzCneDY5zmRiSK0iu0s4E+txiu+3hjdk2XCXKbQTa/NzR7csq78f1o1un8w8nmn8l4WohBBrMKd4NjhNBGZIrSK7SWIF+4WGTQCfP3Lv8+MbkdnVJ5Pemm4mf3Ki01zqIZAl0uiN9897lxW8nTd7Ne9N/T45ev/yyvsZy+pWnP5j9higD54H+snXc6OGP/h0HkQZzcINtUIbkCpKrtDOB1h/AVkmyc0nkFgKdf6P+kVnedJu0+pn71YPT2buSZ5P4J705rkTKfGs2aYnG0VsRBSv5d+ERaEKQXKWd7cLX9qskON0CfeqP8+/6Bbq4EOjhjVqXty4Xl6c3Ar3VeX4Ah0Adh8bcJC3ROHoromClLd4D3WhQhuQKkqu0M4Eu7Vif3/nUP96bfcEv0PYB8D6B3p49LX7B5ZpA+w7D53ykcUXSEo2jtyIKVtrmKDyXcoaD5CoJCPSyOh4/qd7E3EagLYnVAr19eX0Cnf6GNeJvtc5JWqJx9FZEwUpbBHEpZzxIrpKCQKea+92rs6uLthFo24zXLNCL/+O11350Y3kZ0ms//mPPz40kaYnG0VsRBStxIr0nKS1IrpKGQKdc/LbS3la78K2Nvj6B3lr+uhjczi6Ygxs4kT4pSK7S7gU6V1x9MKgl0Jk5V+/73j4KP3vbsbW92RVo/e2zhBNBHacxZZK0ROPorYiClbY6kR6BRoPkKu1eoFNFPv3BZXP2ZiPQyn33J5P6nM4N54FWPzc707NPoIszTaNsPpH+r+H8FZKWaBy9FVGwkh3ku6Ny4UPyBslV2r1AF1ciPfVhI9DqC0/fmx1mf+L/HLwS6X7zc9W97/oE+lrWbZuGBfrJq/WFT7MrUrNIWqJx9FZEwUo+gdqf6VH4kLxBcpUEBDq7pv3Jn8z2uKuv/+VGpcDqY9ef+uD+oECba+GrC9/7DyJNNz+fzLhj5+Dnwi/PpLqZuDeftETj6K2IgpXMIOdny5U9JHeQXKVrF+h1cZp3YtGAQCt/Hn33n37/ux/dSLnkfk7SEo2jtyIKVmIX3pOUFiRXCYHaDH8u/PdmG57VRficBzqcU7gbXJ8rV/qQnEFylRCozeDnwi/fXz1N3ARNWqJx9FZEwUruIK5EygiSq4RAbRyfC8+18JtycEPN8fE59wMNBslVQqA23I0pmIMbKrihckKQXKWDFWgijs+Fr68CSCJpicbRWxEFK22zC49Aw0FylRCozeBBpGd6/x0laYnG0VsRBSt5g7gbU0qQXCUEajN8GtP89M+zxM+UQ6CborJydiFQjsLHg+QqIVCboWvhq/M/v/uT3/+36r/P5306fNISjaO3IgpWYgvUk5QWJFcJgdoMHUS6og83TlqicfRWRMFKfoFuOAR/zpCcQXKVEKgNAg3m4Ab7gk6G5AqSq4RAbcIfa/z1nZc+r//x+L07JydvfHS5/qBF0hKNo7ciClZyC3TzBihD8gXJVUKgNlGBPn73ZCbQb988qfj+n9cetElaonH0VkTBSuzCe5LSguQqIVCbjQK9+Jv585+dNAK9e/LSR5ePGp12HrRJWqJx9FZEwUoI1JOUFiRXCYHabL4f6BMffvPf/2TTwfev7zQC/fpOvbn57Zsv/nrlQYekJRpHb0UUrIRAPUlpQXKVEKjN4P1AfzM7bvTNy/XNoAeY7sD/p9l7oJ+d/LD+ymcnP1950CFpicbRWxEFKyFQT1JakFwlBGozJNDTyeSp/+HGEx9e/G+bPhb+7skPm4NId09+UX/lQeXOzoMOSUs0jt6KKFgJgXqS0oLkKiFQmwGB1h/aNLuLyIaPXnow3X2fCfTxu83eevWw82D2zO80JLcHAZrT6HddAyRAoDX1x5I0t2EavBa+fo8TgRYO/oQWCLRidjemRqCD9wO9W73FuSbQ7/+586D7I0n7FHH0dgUFK3mCPB+LVPyQfEFyldiFt9l0P9BGoEP3A/2sPv7u2wKdk7RE4+itiIKVXEHmafQMyRkkVwmB2mwv0Af1OfInv/j6Tq1JBJqFXiWnQM1NUIbkCpKrhEBtBj8T6fbCnPe7h+HnAv3sZMF0R52j8PGorJxrFyifypkSJFcJgdpsuqHyTKBTmfYeROoKdH7KZ3MeaOtBh6QlGkdvRRSsxC68JyktSK4SArUZEOjDG5Ob92qBfvnKpPXxHus0u+lciRSPyspBoI4cuVeSYCUEajN0Iv3ZZDJ57sbRd5+d/vfWwHNqGoE+fvfkB4vL3zsPOiQt0Th6K6JgJQTqSUoLkquEQG0Gr4X/y435fUA3+nNxoOhR+wZMj7gb04iorJwdCJSDSAlBcpUQqM3wzUS+ev+5qT2ffOGDzQGLI+2P3psq841mk7PzoEXSEo2jtyIKVvIFcRApKUiuEgK1Cd9QeTuSlmgcvRVRsJIz6Jhr4VOC5Cpdu0Afznd7n1y/B9zF+zc3/d7Zt89W95eX52CetT9dY/Ne9TYg0GAObrDPY2JIriC5SrsTaM8djO5v/nT12bd1BHrx6e9///u/JnwOZ5ekJRpHb0UUrMQWqCcpLUiu0g4E2njzkxtrjnMJdI2Vq4CGrqocT69Av3x7/v8ERz+xb0q/DUlLNI7eiihYyS9QPtY4IUiu0u4EOvXhqun2R6Czeykv+F7mZmjSEo2jtyIKVtpGoJsMypBcQXKVdijQxnRfvj01UHUc++KtykXPXDZbd8/Xh7ZPJ7c/frb+/vzbzS589Wkas/dRNwi0G/TwlcnRT+uTj558Z/mVjR/HUbMu0FmXJ1+b8qMbve9GBEhaonH0VkTBSrwH6klKC5KrtHOB3p/tCR/dXgr04eJLleWeaz5wvSvQ+RbgM5sE2g36cf3o1mn9pV8tv7Jxq7diXaBVxgvzHff6/wHMED9JSzSO3oooWMl5HigCzQmSqzRWoMcerF346b+mjpuaaLpHXCltto/+zcuTm/cuL35b7+FPVfXMveaO762DSPcnR9VG5MfVjw0KdDXo5r3pvydHr19+WV+6Pv3K0x9supn8nDWBVmJuv397Ntl8Ked2JC3ROHoromAlT5B5BOmcITmD5CrtTKAXH9cHkea3cj+t/js35OxLtSlPZ3vHpzNrPrP8ci2w+o5IgwLtCXo4O3JVu/t00txM3tr/XhPo6eoW52nmQf+kJRpHb0UUrOQIctyLiSE5g+Qq7fg0ptk94S4bpdWGnN3p/bJR7elMVWdtvzau+upf/vMrkw0CXQ26VX+z/loj0Fud5w+yKtDqzYTuVuv9zHdBk5ZoHL0VUbCSS6DmhZwMyRkkV2l3An2+2gdvhNZorBHowrDTLzWWWxPol680z9kk0PWgrkBvz55m7X6vCvSbl1f32Kd/FAIdzinbDbPtTwSaEiRXaYcHkSoWtlsKdKonW6CVho+e//EfN+3CrwbdvswT6MpG6/pXAiQt0Th6K6JgJY9AHRugpQ/JGyRXaecCXdsCXXyppl+g1Q2Mq5SN74GuBiHQbZOycgp3A7vwCLRDokB73wNtv8HYL9C5G6fi2rgL3wlaF+itWaFt3wNFoFvmFO4GBIpAOyQKtP8o/OwZbcsNCPT+pH4weBS+E7Qu0Prbgx/pvgCBBnMKdwMCRaAdMgU6Ow/0q7eb80Cfrq8sqs7PbE7Q7Aq0+vZyF746q3OTQFeC1gW6PMV0Iwg0mFO4GxAoAu2QKdDWlUizQ0PVnnxzoL66eV1boLNvNyfSz06E+u3068NXInWD1gX6mu+2TQg0mFO0G445Co9Au6QKdHkt/GV9mXr13dkl7NVpTh2Bzr49O43pk1cmkydfr01oXgvfBPUcRJpufk5DLHoEug4CHc4p2g3HHIVHoF1CAtXh1Nx3b0CgwZyy3cAWKALtUrpAL3752jp/x4n0gzllu8FxIfx58UPyBslVQqA2fKRHMKdsNyBQBNoFgV4pSUs0jt6KKFjJ+R6onVP0kNxBcpUQqA0CDeYU7QYEikBXOBCBukGgwZyi3YBAEegKCPRKSVqicfRWRMFKVpDrZqDnhQ/JHyRXCYHaINBgTslu8J0FWviQ/EFylRCoDQIN5pTsBucGaNlD8gfJVUKgNgg0mFO0G3gPFIGugECvlKQlGkdvRRSshEA9SWlBcpUQqA0CDeaU7QYEikC7INArJWmJxtFbEQUreQTqeRu08CF5g+QqjRFoaSDQYE7hbuBjjRFo0SDQYE7xbnDsxTMkV5BcJQRqg0CDOcW7AYFmBclVQqA2CDSYU7wbEGhWkFwlBGqDQIM5xbsBgWYFyVVCoDYINJhTuhs8p4IWPyRfkFwlBGqDQIM5hbuBo/AItGgQaDCnbDfwmUgItGwQaDCnbDcgUARaNgg0mFO2GxAoAi0bBBrMKdsNCBSBlg0CDeaU7QbfLZULH5I3SK4SArVBoMGcwt3gMmjpQ3IGyVVCoDYINJhTuBsQKAItGgQazCnbDbwHikDLBoEGc8p2A++BItCyQaDBnMLdwC48Ai0aBBrMKdoNx+zCI9CyQaDBnKLdwIfKIdDCQaDBnKLdgEARaOEg0GBO0W5AoAi0cBBoMKdoNyBQBFo4CDSYU7QbECgCLRwEGswp2g0IFIEWDgIN5pTsBtft6M8LH5I/SK4SArVBoMGckt0w3f70bICWPSR/kFwlBGqDQIM5JbsBgZ4j0MJBoMGckt2AQM8RaOEg0GBOyW7w3Uqk8CH5g+QqIVAbBBrMKdkNCPQcgRYOAg3mlOwGBHqOQAsHgQZzSnYD74GeI9DCQaDBnJLdgEDPEWjhINBgTsluQKDnCLRwEGgwp2Q3INBzBFo4CDSYU7IbEOg5Ai0cBBrMKdkNHIU/R6CFg0CDOSW7AYGeI9DCQaDBnJLdgEDPEWjhINBgTsFuOEag5wi0cBBoMKdgNyDQOiktSK4SArVBoMGcgt2AQOuktCC5SgjUBoEGcwp2AwKtk9KC5CohUBsEGswp2A0ItE5KC5KrhEBtEGgwp2A3INA6KS1IrhICtUGgwZyC3YBA66S0ILlKCNQGgQZzCnYDAq2T0oLkKiFQGwQazCnYDQi0TkoLkquEQG0QaDCnXDc0nwqPQLOC5CohUBsEGswp2A1sgdZJaUFylRCoDQIN5hTsBgRaJ6UFyVVCoDYINJhTrhvYhZ8lpQXJVUKgNgg0mFOuG7y3Uy56SNsEyVVCoDbXLFA4HI6PLy+/+GLXLQB2CVugwZxyN67YAp0lpQXJVWIL1AaBBnPKdQMCnSWlBclVQqA2CDSYU64bEOgsKS1IrhICtUGgwZxy3YBAZ0lpQXKVEKgNAg3mlOsGBDpLSguSq4RAbRBoMKdcNyDQWVJakFwlBGqDQIM55boBgc6S0oLkKiFQGwQazCnWDe4LOUse0lZBcpUQqA0CDeYU6wb/BmjBQ9oqSK4SArVBoMGcYt2AQJuktCC5SgjUBoEGc4p1AwJtktKC5CohUBsEGswp1g0ItElKC5KrhEBtEGgwp1g3INAmKS1IrhICtUGgwZxi3YBAm6S0ILlKCNQGgQZzinUDAm2S0oLkKiFQGwQazCnWDQi0SUoLkquEQG0QaDCnVDdscR59uUPaLkiuEgK1QaDBnFLdgEDnSWlBcpUQqA0CDeaU6gYEOk9KC5KrhEBtEGgwp1Q3INB5UlqQXCUEaoNAgzmFusH/mcbn5Q5pyyC5SgjUBoEGcwp1AwJdJKUFyVVCoDYINJhTqhvYhZ8npQXJVUKgNgg0mFOoG9gCXSSlBclVQqA2CDSYU6gbEOgiKS1IrhICtUGgwZxC3YBAF0lpQXKVEKgNAg3mFOqGLS7kLHdIWwbJVUKgNgg0mFOoG7Y5hlTskLYMkquEQG0QaDCnUDewC79ISguSq4RAbRBoMKdQN7ALv0hKC5KrhEBtEGgwp1A3INBFUlqQXCUEaoNAgzmFugGBLpLSguQqIVAbBBrMKdQNCHSRlBYkVwmB2iDQYE6hbkCgi6S0ILlKCNQGgQZzCnUDAl0kpQXJVUKgNgg0mFOoGxDoIiktSK4SArVBoMGcQt2AQBdJaUFylRCoDQIN5hTqBgS6SEoLkquEQG0QaDCnUDcg0EVSWpBcJQRqg0CDOWW6YatL4Usd0rZBcpUQqA0CDeaU6YatNkBLHdK2QXKVEKgNAg3mlOkGBLpMSguSq4RAbRBoMKdMNyDQZVJakFwlBGqDQIM5ZboBgS6T0oLkKiFQGwQazCnTDQh0mZQWJFcJgdog0GBOmW5AoMuktCC5SgjUBoEGc8p0AwJdJqUFyVVCoDYINJhTphsQ6DIpLUiuEgK1QaDBnDLdgECXSWlBcpUQqA0CDeYU6YbtLkQqdEhbB8lVQqA2CDSYU6QbEGgrKS1IrhICtUGgwZwi3YBAW0lpQXKVEKgNAg3mFOkGBNpKSguSq4RAbRBoMKdINyDQVlJakFwlBGqDQIM5RboBgbaS0oLkKiFQGwQazCnSDbOzmBBonZQWJFcJgdog0GBOiW5oNkARaJ2UFiRXCYHaINBgTpFuYAu0lZQWJFcJgdog0GBOkW5AoK2ktCC5SgjUBoEGc4p0AwJtJaUFyVVCoDYINJhToht4D7SdlBYkVwmB2iDQYE6JbtjuViKFDmn7ILlKCNQGgQZzSnQDAm0npQXJVUKgNgg0mFOiGxBoOyktSK4SArVBoMGcEt2AQNtJaUFylRCoDQIN5pToBgTaTkoLkquEQG0QaDCnRDcg0HZSWpBcJQRqg0CDOSW6AYG2k9KC5CohUBsEGswp0Q0IwLSgAwAAFSNJREFUtJ2UFiRXCYHaINBgToluQKDtpLQguUoI1AaBBnMKdMMxAm0npQXJVUKgNgg0mFOgGxBoJyktSK4SArVBoMGcAt2AQDtJaUFylRCoDQIN5hToBgTaSUoLkquEQG0QaDCnQDcg0E5SWpBcJQRqg0CDOQW6AYF2ktKC5CohUBsEGswp0A0ItJOUFiRXCYHaINBgToFuQKCdpLQguUoI1AaBBnMKdAMC7SSlBclVQqA2CDSYU6AbEGgnKS1IrhICtUGgwZzy3HDcfCTSFjnlDWlMkFwlBGqDQIM55bmh2v7cagO0xCGNCZKrhEBtEGgwpzw3INBuUlqQXCUEaoNAgznluQGBdpPSguQqIVAbBBrMKc8NCLSblBYkVwmB2iDQYE55bkCg3aS0ILlKCNQGgQZzynMDAu0mpQXJVUKgNiGBPv7TnZOT/+4fmgfvTR+88VHPgxZJSzSO3oooWAmBepLSguQqIVCbiEAfvXlS87PqwbezB9//89qDNklLNI7eiihYCYF6ktKC5CohUJuAQB+/e/KDjy4f/18nL/56+ujuyUsfXT569+Slz1cftElaonH0VkTBSgjUk5QWJFcJgdoEBPqg2cL87OSHl5df36kffPtmZdPOgw5JSzSO3oooWAmBepLSguQqIVCb8QKdboD+Yvmotmj935+vPOiQtETj6K2IgpUQqCcpLUiuEgK1GS/Qb99sv8V5t7Hpg8qdnQcdkpZoHL0VUbASAvUkpQXJVUKgNuMF+vWdlz7/1//p5OQH/3xZbY42e+vVVzsPZk/+TkO0Luyc4+Pjy8svvvhi1z0ABAgJ9L3ZUfifI9CCQKAAC8YL9EF1AtPnl4//VB2Fbznz+3/uPOj+UNI+RRy9XUHBSr1Bzd1A2YWfJ6UFyVViF94mJNDZIaK7Jz80t0DnJC3ROHoromClAYGeb/kWaIFDGhUkVwmB2mwv0Aez/fZffH1nyJkIdFxUVg4CdeTIvZIEKyFQm4hAm/3z+h8chY9HZeUgUEeO3CtJsBICtYmcB9psZz6oLjian/LZnAfaetAhaYnG0VsRBSshUE9SWpBcJQRqE7gS6W6zfXm30iRXIsWjsnKudEgjjiGVN6RxQXKVEKhNQKBf36nutzQ7Ct9cGN9c/t550CFpicbRWxEFKyFQT1JakFwlBGoTuRvTgzv1u6Ev1m94PmrfgOkRd2MaEZWVwy68I0fulSRYCYHahO4H+qi66+d/+Gj+YKrMNz7vedAiaYnG0VsRBSshUE9SWpBcJQRqwx3pgznFuQGBriSlBclVQqA2CDSYU5obeA90NSktSK4SArVBoMGc0tyAQFeT0oLkKiFQGwQazCnNDQh0NSktSK4SArVBoMGc0tyAQFeT0oLkKiFQGwQazCnNDQh0NSktSK4SArVBoMGc0tyAQFeT0oLkKiFQGwQazCnMDceVQL9AoK2ktCC5SgjUBoEGcwpzw4izQMsb0sgguUoI1AaBBnMKcwMCXUtKC5KrhEBtEGgwpzA3INC1pLQguUoI1AaBBnMKcwMCXUtKC5KrhEBtEGgwpzA3INC1pLQguUoI1AaBBnMKcwMCXUtKC5KrhEBtEGgwpzA3INC1pLQguUoI1AaBBnMKcwMCXUtKC5KrhEBtEGgwpzA3INC1pLQguUoI1AaBBnMKcwMCXUtKC5KrhEBtEGgwpzA3INC1pLQguUoI1AaBBnMKcwMCXUtKC5KrhEBtEGgwpzA3INC1pLQguUoI1AaBBnPKcsOYm9kVN6SxQXKVEKgNAg3mlOUGBLqelBYkVwmB2iDQYE5Zbhi1B1/akMYGyVVCoDYINJhTlhsQ6HpSWpBcJQRqg0CDOUW54RiBrielBclVQqA2CDSYU5Qban8i0G5SWpBcJQRqg0CDOUW5odkARaDtpLQguUoI1AaBBnOKcgMC7UlKC5KrhEBtEGgwpyg3INCepLQguUoI1AaBBnNKcsP8LFAE2k5KC5KrhEBtEGgwpyQ3jDsGX9iQxgfJVUKgNgg0mFOSGxBoX1JakFwlBGqDQIM5JbkBgfYlpQXJVUKgNgg0mFOSGxBoX1JakFwlBGqDQIM5JbkBgfYlpQXJVUKgNgg0mFOOG46rg/AjjsEXNaRIkFwlBGqDQIM55bgBgfYnpQXJVUKgNgg0mFOOGxBof1JakFwlBGqDQIM5JbmB90D7ktKC5CohUBsEGswpyQ0ItC8pLUiuEgK1QaDBnJLcgED7ktKC5CohUBsEGswpyQ0ItC8pLUiuEgK1QaDBnJLcgED7ktKC5CohUBsEGswpxw0che9PSguSq4RAbRBoMKccNyDQ/qS0ILlKCNQGgQZzinFD5c/jLxDoWlJakFwlBGqDQIM5xbgBgQ4kpQXJVUKgNgg0mFOMG8YeQTovaUihILlKCNQGgQZzinEDAh1ISguSq4RAbRBoMKcYNyDQgaS0ILlKCNQGgQZzinEDAh1ISguSq4RAbRBoMKcYNyDQgaS0ILlKCNQGgQZzinEDAh1ISguSq4RAbRBoMKcYNyDQgaS0ILlKCNQGgQZzinEDAh1ISguSq4RAbRBoMKcYNyDQgaS0ILlKCNQGgQZzinEDAh1ISguSq4RAbRBoMKcYNyDQgaS0ILlKCNQGgQZzinEDAh1ISguSq4RAbRBoMKcYN4y/m11BQwoFyVVCoDYINJhTjBu4G9NAUlqQXCUEaoNAgznFuIFd+IGktCC5SgjUBoEGc4pxAwIdSEoLkquEQG0QaDCnGDcg0IGktCC5SgjUBoEGc4pxAwIdSEoLkquEQG0QaDCnGDcg0IGktCC5SgjUBoEGc4pxAwIdSEoLkquEQG0QaDCnGDcg0IGktCC5SgjUBoEGc0pxwzECHUhKC5KrhEBtEGgwpxQ3INChpLQguUoI1AaBBnNKcQMCHUpKC5KrhEBtEGgwpxA31FfCn4+6Er6cIQWD5CohUBsEGswpxA319ufIDdBihhQMkquEQG0QaDCnEDcg0MGktCC5SgjUBoEGcwpxAwIdTEoLkquEQG0QaDCnEDc0h5AQ6HpSWpBcJQRqg0CDOYW4AYEOJqUFyVVCoDYINJhTiBsQ6GBSWpBcJQRqg0CDOWW4YX4SEwJdT0oLkquEQG0QaDCnEDewBTqYlBYkVwmB2iDQYE4hbkCgg0lpQXKVEKgNAg3mlOEGduGHk9KC5CohUBsEGswpww2BC+HPixlSNEiuEgK1uWaBwn5yfDz9ny++2HUNADHYAg3mlLFxxRbocFJakFwltkBtEGgwpww3INDhpLQguUoI1AaBBnPKcAMCHU5KC5KrhEBtEGgwpww3INDhpLQguUoI1AaBBnPKcAMCHU5KC5KrhEBtEGgwpww3INDhpLQguUoI1AaBBnOKcEPkA5HOSxlSOEiuEgK1QaDBnCLcgEA3JKUFyVVCoDYINJhThBsQ6IaktCC5SgjUBoEGc4pwAwLdkJQWJFcJgdog0GBOEW5AoBuS0oLkKiFQGwQazCnCDQh0Q1JakFwlBGqDQIM5RbgBgW5ISguSq4RAbRBoMKcINyDQDUlpQXKVEKgNAg3mFOEGBLohKS1IrhICtUGgwZwS3HA8vyH9zhsJDykeJFcJgdog0GBOEW6oN0DZAu1PSguSq4RAbRBoMKcINyDQDUlpQXKVEKgNAg3mlOCG49BnchYypHiQXCUEaoNAgzkluAGBbkpKC5KrhEBtEGgwpwQ3BPfgyxhSPEiuEgK1QaDBnBLcgEA3JaUFyVVCoDYINJhTghsQ6KaktCC5SgjUBoEGcwpwQ/Qt0CKGlBAkVwmB2iDQYE4BbkCgG5PSguQqIVAbBBrMKcANCHRjUlqQXCUEaoNAgzkFuAGBbkxKC5KrhEBtEGgw5/DdsLgSHoH2JqUFyVVCoDYINJhz+G5AoJuT0oLkKiFQGwQazDl8N0RPYipiSBlBcpUQqA0CDeYcvhsQ6OaktCC5SgjUBoEGcw7fDQh0c1JakFwlBGqDQIM5B++G8DH4EoaUEiRXCYHaINBgzsG7AYEaSWlBcpUQqA0CDeYcvBvie/AFDCklSK4SArVBoMGcg3cDAjWS0oLkKiFQGwQazDl4NyBQIyktSK4SArVBoMGcg3cDAjWS0oLkKiFQGwQazMENjhyG5AmSq4RAbRBoMAc3OHIYkidIrhICtUGgwRzc4MhhSJ4guUoI1AaBBnNwgyOHIXmC5CohUBsEGszBDY4chuQJkquEQG0QaDAHNzhyGJInSK4SArVBoMEc3ODIYUieILlKCNQGgQZzcIMjhyF5guQqIVAbBBrMwQ2OHIbkCZKrhEBtEGgwBzc4chiSJ0iuEgK1QaDBHNzgyGFIniC5SgjUBoEGc3CDI4cheYLkKiFQGwQazMENjhyG5AmSq4RAbRBoMAc3OHIYkidIrhICtUGgwRzc4MhhSJ4guUoI1AaBBnNwgyOHIXmC5CohUBsEGszBDY4chuQJkquEQG0QaDAHNzhyGJInSK4SArVBoMEc3ODIYUieILlKCNQGgQZzcIMjhyF5guQqIVAbBBrMwQ2OHIbkCZKrhEBtEGgwBzc4chiSJ0iuEgK1QaDBHNzgyGFIniC5SgjUBoEGc3CDI4cheYLkKiFQGwQazMENjhyG5AmSq4RAbRBoMAc3OHIYkidIrhICtUGgwRzc4MhhSJ4guUoI1AaBBnNwgyOHIXmC5CohUBsEGszBDY4chuQJkquEQG0QaDAHNzhyGJInSK4SArVBoMEc3ODIYUieILlKCNQGgQZzcIMjhyF5guQqIVAbBBrMwQ2OHIbkCZKrhEBtEGgwBzc4chiSJ0iuEgK1QaDBHNzgyGFIniC5SgjU5poFGuQ739l1g1X0GglW0mtEJQ96jfRAoDH0GglW0mtEJQ96jfRAoDH0GglW0mtEJQ96jfRAoDH0GglW0mtEJQ96jfRAoDH0GglW0mtEJQ96jfRAoDH0GglW0mtEJQ96jfRAoDH0GglW0mtEJQ96jfRAoDH0GglW0mtEJQ96jfTYL4ECAAiBQAEARoJAAQBGgkABAEaCQAEARoJAAQBGgkABAEaCQAEARrJ/Av32zR/uusKcx+/dOTl546Nd11hBaEAV//YfT05e1BrSv/39tNL/8vmua6zy9Z2XdDp9++ZJzff/vOsm2uyfQO+eqPiheY2pvcR0BlTxp9l6+OKvd11kyWezSj8QW26P3z0REujXdxCoh30T6OO7JzJ+uHvy0keXj6Re9loDmvLg5MV/uKyGpLMifn2nrvT3SmOqmHpd6JX0QG08ouyZQKudL5Ul+/WdWgrfvqm0daU0oMt6q+oX1X+nG+u/2HWXOXdPfl79p1l8MlSbfEICbaYEBvsl0On/Sf/sX1X88FlT5DOhl5rUgC4rcTaW0lsfF9U0mP5fzX8Seg/08btKmwXC7JlAf/DPOvsWd5uNKplCl2IDaqMnUKlDNvU710qNvn3zpf97ujPzH6QO/imyXwKtUPHD4v+jlV73FSoDaqP1PkfFv97ReVPhslpoL32u9EKaH0OSGpIiCHQsCHQLPhPrdPfk5MV/3nWJFvX/wSi9kB6cnPzs88v/7z2p0ycUQaBjaQlU6s00mQG1eCC2Hj7+r//znZMX/9dd11hSv8OhJND5/+PpvfUiBgIdC1ugbh7ceVFvT/DfhPbhP6uPv6u9kCoeKJ0ZoMg+CPRB590YFT8gUC+fiW1/Nui44es79YDUXkgVartXciDQ0Sgeha9Q6/MnTX8K+aq5NErxwh+dIYmyDwLtIuOH+fmfSueBVsgMqObxXbFrJufn9gu5QU+giyFpvZgEQaCjkbwS6VJoQDV3ZXaU59xdHB9RmtOlktEXw1mIFAZAoKOZvrh+oHctvNCAKj5Tm059iuPPPr98rPfOgpJAZ0N69Pd6i08MBDqeR5p3Y9IZ0PKmaFIX6DfvqcudGaAk0PnbCt/nUqTNINAAj96bvsTe0HnRzxAa0NxVWgK9fKR3i9IKKYHOhvQzoUKa7J9AAQBEQKAAACNBoAAAI0GgAAAjQaAAACNBoAAAI0GgAAAjQaAAACNBoAAAI0GgAAAjQaAAACNBoAAAI0GgAAAjQaDlcjrpcmtMyNnkiQ97M4+ef2e73/LJ2zem337+nXtjagDsBARaLlcr0ClP3/P/lk+eXZj39TE9AHYBAi2XKxdobVDfbzkLFwHYAQi0dC7emjwT+PE1gT7d7IJf/HaqwtvO31L588mf/G36r09fnW6D/ipQCOAaQaClc1UCra24SN78Wx7emExuzn/ubNLKAJAGgZbO1Ql0qsXFg82/5XTS/u4pm6CwLyDQ0hlS26f1QfHnflIr8JuXJ7cu3n+22s+eK/GTal/75r0NAp3+kE+g0ye2lfnw+R9/MO5vAbhmEGjp9Kvt4jfzIzpPVX6cKu7fv9J6XP1UzRNvb9wC9e3C35+ENoIBdgYCLZ1+tZ3N3pT88pWZ26YCnRz99N7ll281x8hP6+/Xmt30HujiePpGgZ5x4B32FARaOr1qmwrzmfk/KiNWAr3dPLt6PN24nCnvbFCgn77dPpxuCfT24DcBhEGgpdOrtvtz902/Wwly+Xbmaf34dK7N6Tc2nAe6DEagcJAg0NIxjsKfzgXaPKk+aNT6mdMNAr25PBsJgcJBgkBLZ1htX336+18+O5kLtHmXshbo0qfDVyI9+UL7ULp1EIn3QGEvQaClM6C2jxfXpvcLdG68DacxOX7LjPYJoxV/+ce/bfUnAOwKBFo6vWqbnaX03Gv/+LfTbbdARwh05TzQ9vmjANIg0NLpVdvZ4g3MXoFueg90hEA7F31yVhPsEQi0dPrU1pysdLk4yr4i0OV2Z3OUfsE4gXauhf945cwoAF0QaOlsFuhZ73ugy4uMhs8DtX9Li+puTEfV3ZguqitE2QCFfQGBls6mXfhPq8s3q7cnVwVaPeGFD4wrkYZ/y/pO+m86pz8F/ySA6wKBlk7/lUjNhe+TF35bn6O5JtC58Z7633MEevmXG3N9Hv009PcAXCMItHQGbiZS3Xrp6IU/Ngfc1wU6u/PxxrsxDf+WvsNEF797tXX7J4C9AIHCDvjmZd7mhEMAgcIOeHiDazfhEECgcP1cvMWJSnAQIFC4fh4+zy3n4SBAoAAAI0GgAAAjQaAAACNBoAAAI0GgAAAjQaAAACNBoAAAI0GgAAAjQaAAACNBoAAAI0GgAAAjQaAAACNBoAAAI0GgAAAjQaAAACNBoAAAI/n/AfkySORWlfaeAAAAAElFTkSuQmCC)
ggplot(NULL) +
geom_path(data = cc1_Convert, aes(x = SA, y = cc1_r0)) +
ggtitle("Absolute Salinity and Potential Density Profile",cc1$CAST) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("SA g/kg") +
ylab("Potential Density kg/m^3, ref = 0")
![](data:image/png;base64,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)
# rm(cc1,cc1_idx)
# Multi-Plot +- 300m
# Updated (10/28) from 2021 data, to all data (2017-2021).
# TO DO: Establish a way to average all profiles into a single "Generic Region 3" profile.
a1 = BTMALL
b1 = which(a1$D <= 300)
c1 = a1$CAST[b1]
SHALLOW_idx = which(OMGALL$CAST == c1)
## Warning in OMGALL$CAST == c1: longer object length is not a multiple of shorter
## object length
SHALLOW = OMGALL[SHALLOW_idx,]
ggplot(SHALLOW,aes(x=T,y=-D)) +
xlim(-2,6) +
geom_path(group = SHALLOW$CAST) +
ggtitle("2017 - 2021 Shallow Temperature Profiles (<300m)") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Temp, C") +
ylab("Depth, m")
## Warning: Removed 6 row(s) containing missing values (geom_path).
![](data:image/png;base64,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)
ggplot(SHALLOW,aes(x=S,y=-D)) +
xlim(26,35) +
geom_path(group = SHALLOW$CAST) +
ggtitle("2017 - 2021 Shallow Salinity Profiles (<300m)") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Salinity, PSU") +
ylab("Depth, m")
![](data:image/png;base64,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)
a1 = BTM2021
b2 = which(a1$D >= 300)
c2 = a1$CAST[b2]
DEEP_idx = which(OMGALL$CAST == c2)
## Warning in OMGALL$CAST == c2: longer object length is not a multiple of shorter
## object length
DEEP = OMGALL[DEEP_idx,]
ggplot(DEEP,aes(x=T,y=-D)) +
#xlim(-2,6) +
geom_path(group = DEEP$CAST) +
ggtitle("2017 - 2021 Deep Temperature Profiles (>300m)") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Temp, C") +
ylab("Depth, m")
## Warning: Removed 14 row(s) containing missing values (geom_path).
![](data:image/png;base64,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)
ggplot(DEEP,aes(x=S,y=-D)) +
xlim(26,35) +
geom_path(group = DEEP$CAST) +
ggtitle("2017 - 2021 Deep Salinity Profiles (>300m)") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Salinity, PSU") +
ylab("Depth, m")
## Warning: Removed 14 row(s) containing missing values (geom_path).
![](data:image/png;base64,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)
ggplot(SHALLOW,mapping=aes(x=S,y=T,color=D)) +
xlim(26,35) +
ylim(-2,6) +
geom_point() +
ggtitle("2017 - 2021 Shallow T(S) Profiles (<300m)") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Salinity, psu") +
ylab("Temperature, C") +
scale_color_viridis_c(guide=guide_colorbar(barheight=15))
## Warning: Removed 22 rows containing missing values (geom_point).
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)
ggplot(DEEP,mapping=aes(x=S,y=T,color=D)) +
xlim(26,35) +
ylim(-2,6) +
geom_point() +
ggtitle("2017 - 2021 Deep T(S) Profiles (>300m)") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Salinity, psu") +
ylab("Temperature, C") +
scale_color_viridis_c(guide=guide_colorbar(barheight=15))
## Warning: Removed 119 rows containing missing values (geom_point).
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)
rm(a1,b1,c1,b2,c2)
#MAPS. I am using the ggOceanMaps package, which requires the ggOceanMapsData package to run.
# I recommend making Bathymetry and Glaciers = "FALSE" when experimenting as they take up
# a lot of computing resources.
study_region = data.frame(lon = c(-90, -90, -50, -50), lat = c(76, 72, 72, 76))
GREENLAND = basemap(limits = c(-70,-20,58,85),rotate = TRUE, bathymetry = TRUE ,glaciers = TRUE) +
ggtitle("Greenland","Disko Island to Melville Bay (Region 3)") +
theme(plot.title = element_text(hjust = 0.5)) +
geom_spatial_polygon(data = study_region, aes(x = lon, y = lat), alpha = 0.5, fill = "red", color = "red")
## Warning in sp::proj4string(shapefiles$land): CRS object has comment, which is
## lost in output
## Using lon and lat as longitude and latitude columns, respectively.
## projection transformed from +init=epsg:4326 to +proj=stere +lat_0=90 +lat_ts=71 +lon_0=-45 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs
GREENLAND
## Assuming `crs = 4326` in stat_spatial_identity()
![](data:image/png;base64,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)
OMGALL_SINGULAR = OMGALL[BTMALL_idx,]
REGION3 = basemap(limits = c(-71,-51,71,77),rotate = TRUE, bathymetry = TRUE, glaciers = TRUE) +
ggtitle("Spatial Distribution of CTD Measurements in Region 3 (2017 - 2021)") +
theme(plot.title = element_text(hjust = 0.5)) +
geom_spatial_point(data = OMGALL_SINGULAR, aes(x = LON, y = LAT, color = D))
## Warning in sp::proj4string(shapefiles$land): CRS object has comment, which is
## lost in output
## Using lon and lat as longitude and latitude columns, respectively.
## projection transformed from +init=epsg:4326 to +proj=stere +lat_0=90 +lat_ts=71 +lon_0=-61 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs
REGION3
## Assuming `crs = 4326` in stat_spatial_identity()
![](data:image/png;base64,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)
# Binned Value Graphs.
# Retained code for future use. Will need to make a new data.frame containing only
# binned values before this can be re-adapted.
#ggplot(NULL) +
# geom_path(aes(binTemp,-binDepth)) +
# ggtitle("Binned Temperature Profile") +
# theme(plot.title = element_text(hjust = 0.5)) +
# xlab("binTemp, C") +
# ylab("Depth, m")
#ggplot(NULL) +
# geom_path(aes(binSalt,-binDepth)) +
# ggtitle("Binned Salinity Profile w/ Freshwater Content Reference Line") +
# theme(plot.title = element_text(hjust = 0.5)) +
# xlab("binSalt, g/kg") +
# ylab("Depth, m") +
# geom_hline(aes(yintercept = -fresh,color = fresh))+
# labs(colour = "Freshwater Content")