##
## 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
## Registered S3 methods overwritten by 'stars':
## method from
## st_bbox.SpatRaster sf
## st_crs.SpatRaster sf
##
## 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.
# TO DO: Make thresholds in to variables in the Edit Section.
# 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. New data set is a placeholder for any value unique to one cast that doesn't change with depth.
a = diff(OMGALL$D)
b = which(a < 0)
BTMALL_idx = append(b,length(a))
BTMALL = OMGALL[BTMALL_idx,]
rm(a,b)
#MAPS. I am using the ggOceanMaps package, which requires the ggOceanMapsData package to run.
# I recommend making Bathymetry and Glaciers = "FALSE" when experimenting as they take up
# a lot of computing resources.
study_region = data.frame(lon = c(-90, -90, -50, -50), lat = c(76, 72, 72, 76))
GREENLAND = basemap(limits = c(-70,-20,58,85),rotate = TRUE, bathymetry = TRUE ,glaciers = TRUE) +
ggtitle("Greenland","Disko Island to Melville Bay (Region 3)") +
theme(plot.title = element_text(hjust = 0.5)) +
geom_spatial_polygon(data = study_region, aes(x = lon, y = lat), alpha = 0.5, fill = "red", color = "red")
## Using lon and lat as longitude and latitude columns, respectively.
## projection transformed from +init=epsg:4326 to +proj=stere +lat_0=90 +lat_ts=71 +lon_0=-45 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs
GREENLAND
## Assuming `crs = 4326` in stat_spatial_identity()
![](data:image/png;base64,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)
REGION3 = basemap(limits = c(-71,-51,71,77),rotate = TRUE, bathymetry = TRUE, glaciers = TRUE) +
ggtitle("Spatial Distribution of CTD Measurements in Region 3 (2017 - 2021)") +
theme(plot.title = element_text(hjust = 0.5)) +
geom_spatial_point(data = BTMALL, aes(x = LON, y = LAT, color = D))
## Using lon and lat as longitude and latitude columns, respectively.
## projection transformed from +init=epsg:4326 to +proj=stere +lat_0=90 +lat_ts=71 +lon_0=-61 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs
REGION3
## Assuming `crs = 4326` in stat_spatial_identity()
![](data:image/png;base64,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)
# Statistics Code
# TO DO: Figure out a way to determine even spatial distribution of profiles by year.
TotalCasts = length(unique(OMGALL$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
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CrDQgh6+SEBZqd8fgq3VW7XEqiEuVh8Z5idnbkTPP+MplAM8fkdy4XaL6RzGOnknP3JuPPil94emn6gzNlsWzX8tHNwqD5MfEnk+OPl7c5cwh/uPB8zcwM6Q7hS5nqPmuPNHt3mS6BZs02ak6p7jcFutZbG4SQoTlZgdYnOqpTH/stJ04fsEig2TuPVycrBXqh3Ea5teLXstsXygdmHkwVVu+9ZbezX2wba67NeYHOK252hnrXcL816uzdvZLtv+40j/mbAq1IrX63mRASPicr0MPZN+zKl38tqBmxVilkk/5OKcQlAq3VVG6tKJc+sPxB8ZvTg96it+kvLm2zj0BnZ5g9p1MLVHCq57OzZ5vn/REoIZuRkxXo3PHm3Knp/RUCzcR1ZpVAX/qx+ejKaY1D22yzzYbyMtNfXNpmH4HO/vpRdhLqq+a95b8V7bt75/ZuAyQCJWQTcqICbaiq/GtTlI/ufvHRK8kqgRYH26vOwjcf3RDohcZ2nl5qvtuYPnJOPPNtzgj0aOma9eYMxTmlYrl9Y6SZu6eb7DiJ1FrNz3ughGxCTlqg7Z2/qShvv9JQ2jKBFgfxAoFW4jnsK9CZNmcEmp0Iarb3/W/vLZihWEqVnW7/eLqlubvL9BBoU5CchSdkE7IZe6DF57nPXvntvZWH8MVB/PA90OW+XNLmjEBn1oEWZ43mZshy96NXKiE2R2rcXaaHQBf/U9RaB7rqjQVCSPBsxnugh/UZkg6BZpb6u1mB7q8h0Pw90PZbnvPvHXa9B1q+Gdu4dWHBDNXmy9VUMyNVd3dl8SH6tGc+iUSIXU76LHy1k1S+jVhYZeq06oz5MoHmn0JPKoGeqSp0CXS69QvNT14WdecFOtfmys/C367eCGjN0NhqtQirHLV9d1ema06bF0WdbobPwhNil41YBzqVz+Hq90An5Ud6zkwav3SUdAq09OF+tQ603HhxWmZeoF3rQMuFmdl5oHH+juaFBTMcNpY1NfZAZ+/uStb9+XvF+vypcBs9HxZLRLkaEyEnH7tPIl0obu98Mr5XHf5mdxd+WS7Q/K3G6gNFL31dXiu+S6DJz36cHH9YF81P4FQH0QuW/8y2OSfQ+irHec6Xv9OaoboO3XG5Tr8cdfbuzhwuemu00fP0pBg7oISccEw/C1+eOzkzeXq5vPvcZ/NnXCbto93s8Lm+LFHujc86BfofLjVM13BSdQZrbvnPXJtzby9+v5u0HzM3w8P6ERcao87e3Z26l8aV75s9VxvkivSEnHSMrsZ0vloFeTvT4Y/F1/pkC8wXL7BvvV1Yn8EpvgvovT5n4YurMdXr148/zM6ClxdEWrgAvd3mAoFOxr9/q3XtpbkZ0jvOpg84VW2kHHX27u7kvbQXjrZ65juRCDEK38pJCCHCIFBCCBEGgRJCiDAIlBBChEGghBAiDAIlhBBhECghhAiDQAkhRBgESgghwiBQQggRBoESQogwCJQQQoRBoIQQIgwCJYQQYRAoIYQIg0AJIUQYBEoIIcIgUEIIEQaBEkKIMHoC/X8qUdps//rWDUAAAhAwJBBCoE/+cTQavX+ruPH8073pDQSq34F1fesGIAAB3wJ9nBozzcXfZTeeXctv/Pw7BHpCHVjXt24AAhBwLdDnN0Zv3Jo8Sf/7U3rroHkDgZ5AB9b1rRuAAARcC/TxXr67+exatgvauoFAT6ID6/rWDUAAAq4F+mD0ZvZHuiP6m8nkfnEj/fMDBHoyHVjXt24AAhBwLdDWTudBZtGpVRGofgfW9a0bgAAEXAu0fg/0zezv5aH7473qTdCXy6y/YUIIcRXJWfjn3+Yn3n/1EwIlhGxzRMuY/iEX6Ou3WgKdXciktAOts9n+9a0bgAAEIOD6EP7xXrbzme6Gpu5csAeKQJU7sK5v3QAEIOBaoAflCfeD0ZsI1KAD6/rWDUAAAp4F2nYmZ+FPvAPr+tYNQAAC8Qi0Wv/JOtAT68C6vnUDEICAZ4G2DuH5JNLJd2Bd37oBCEDAtUAfjKYnkbJFoa/zWfgT7cC6vnUDEICAa4Gmh+tF8h3RJ1yN6YQ7sK5v3QAEIOBboJN/z64H+svyEqBPPs0uDjq7/4lA1Tqwrm/dAAQg4FygvaLUvs5m+9e3bgACEIAAAhW3r7PZ/vWtG4AABCCAQMXt62y2f33rBiAAAQggUHH7OpvtX9+6AQhAAAIIVNy+zmb717duAAIQgAACFbevs9n+9a0bgAAEIIBAxe3rbLZ/fesGIAABCCBQcfs6m+1f37oBCEAAAghU3L7OZvvXt24AAhCAAAIVt6+z2f71rRuAAAQggEDF7etstn996wYgAAEIIFBx+zqb7V/fugEIQAACCFTcvs5m+9e3bgACEIAAAhW3r7PZ/vWtG4AABCCAQMXt62y2f33rBiAAAQggUHH7OpvtX9+6AQhAAAIIVNy+zmb717duAAJxEXjRNhtAQNaBXWUEOqi+dQMQiIsAApV1YFcZgQ6qb90ABOIi8OKL/8MuCFRQGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpUR6KD61g1AIC4CCFTWgV1lBDqovnUDEIiLAAKVdWBXGYEOqm/dAATiIoBAZR3YVUagg+pbNwCBuAggUFkHdpVPSqCEkM4YC9R6fPdhD3TN+tYNQCAuAuyByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3bgACcRFAoLIO7Coj0EH1rRuAQFwEEKisA7vKCHRQfesGIBAXAQQq68CuMgIdVN+6AQjERQCByjqwq4xAB9W3biBKAi/axpIAApV1YFcZgQ6qb91AlAQQKAJdswO7ygh0UH3rBqIk4MsiCHSbXwUIdFh96waiJODLIgh0m18FCHRYfesGoiTgyyIIdJtfBQh0WH3rBqIk4MsiCHSbXwUIdFh96waiJODLIgh0m18FCHRYfesGoiTgyyIIdJtfBQh0WH3rBqIk4MsiCHSbXwUIdFh96waiJODLIgh0m18FCHRYfesGoiTgyyIIdJtfBQh0WH3rBqIk4MsiCHSbXwUIdFh96waiJODLIgh0m18FCHRYfesGoiTgyyIIdJtfBQh0WH3rBqIk4MsiCHSbXwUIdFh96waiJODLIgh0m18FCHRYfesGoiTgyyIIdJtfBQh0WH3rBqIk4MsiCHSbXwUIdFh96waiJODLIgh0m18FCHRYfesGoiTgyyIIdJtfBQh0WH3rBqIk4MsiCHSbXwUIdFh96waiJODLIgh0m18FIQT6/Nu90eivfl3e+DS98f4tBHpSHVjXR6AI1PpJ6FugT66N8vwqu/GsuPHz7xDoCXVgXR+BIlDrJ6FrgT6/MXr91uT5/x5d/F1662D0xq3JkxujN35CoCfTgXV9BIpArZ+ErgX6oNzdvD96czJ5vJffeHYttykCPYEOrOsjUARq/ST0LNB0B/Q301u5RfM/P0CgJ9OBdX0EikCtn4SeBfrsWvP9zoPSpg9KkSJQ9Q6s6yNQBGr9JPQs0Md7b/z0p78fjV7/t0m2O1oeumf3Fj9/uczaGyZbG2OLMDqRRiTQT4uz8B8gUBIkW2yRLR49iqwv0AfZAqafJs+/zc7CNwQ6u5BJaQdaZ7P961s3ECUBX8exHMJv86sghECL80UHozcX7YEiUOUOrOsjUARq/ST0LNDHew1nItCT78C6PgJFoNZPQt8CLQ/W879wFv7EO7Cuj0ARqPWT0LNA653OB9mnj6r1n6wDPbEOrOsjUARq/ST0LND8vc/izw/4JJJBB9b1ESgCtX4Suhbo473s4kvFWfjyg/F8Fv4EO7Cuj0ARqPWT0LVAJw/28mWgF/N3P59wNaYT7sC6PgJFoCEIvGgcYdsBBDp5kl0C9Je3qhupP9+f3f9EoGodWNdHoAgUgQ4SaK8EQLyofZ3N9q9v3UCUBHxZBIEGEqjh5OLREejA+tYNREnAl0UQKAJFoNL61g1EScCXRRAoAkWg0vrWDURJwJdFECgCRaDS+tYNREnAl0UQKAJFoNL61g1EScCXRRAoAkWg0vrWDURJwJdFECgCRaDS+tYNREnAl0UQKAJFoNL61g1EScCXRRAoAkWg0vrWDURJwJdFECgCRaDS+tYNREnAl0UQKAJFoNL61g1EScCXRRAoAkWg0vrWDURJwJdFECgCRaDS+tYNREnAl0UQKAJFoNL61g1EScCXRRAoAkWg0vrWDURJwDMJTTkAACAASURBVJdFECgCRaDS+ooN+LjALAJFoAgUgUrrI1AEikARKAIV1lcVqIcnFAJFoAgUgUrrI1AEikARKAIV1kegCBSBIlAEKqyPQBEoAkWgCFRYH4EiUASKQBGosD4CRaAIFIEiUGF9BIpAESgCRaDC+ggUgSJQBIpAhfURKAJFoAgUgQrrI1AEikARKAIV1kegCBSBIlAEKqyPQBEoAkWgCFRYH4EiUASKQBGosD4CRaAIFIEiUGF9BIpAESgCRaDC+ggUgSJQBIpAhfURKAJFoAgUgQrrI1AEikARKAIV1kegCBSBIlAEKqyPQBEoAkWgCFRYH4EiUASKQBGosD4CRaAIFIEiUGF9BIpAESgCRaDC+ggUgSJQBIpAhfURKAJFoAh0YwX6om268Qnn6jW6hycUAkWgCBSBIlDhEwqBIlAEuskC3WiqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKALtK9DxH7/4EoG28Ann8j+6IgEfk6sQ8DV6SAKRC/T4v/04mTy9nCTJ6U8QaAOfcC7/oysS8DG5CgFfo4ckELdAD5MXvplM9pMs2d8QaIVPOJf/0RUJ+JhchYCv0UMSiFqgR7k2H+4mL/14fCm5IBGoMMZPqBOclNGZfJtHtxZomCmWCHQ/NWem0Z1Psv9mf187Hv9dYg+0O+yBsgfKHmiHQMfXM3OWGn16SXQM7xErAu0OAkWgCLRDoIUzn15KzkwQ6Aw+4Vz+R1ck4GNyFQK+Rg9JIH6BPtxNriLQWXzCufyPrkjAx+QqBHyNHpJAzAItDuEP87dAeQ+0jU84l//RFQn4mFyFgK/RQxKIWaCT/eRMdvo9M6f0LLxHrAi0OwgUgSLQLoEe5QtA0yP48YdJsR+KQEt8wrn8j65IwMfkKgR8jR6SQNQCTQ/f05zJTyTtXJX4E4HGNroiAR+TqxDwNXpIAnELdHL80Tsfp388/etzX4v8iUBjG12RgI/JVQj4Gj0kgcgFOjgesSLQ7iBQBIpAOwQ6/uid6Yn3h2//JWfhp/iEc/kfXZGAj8lVCPgaPSSBmAXaWvrJOtAWPuFc/kdXJOBjchUCvkYPSWBrBPpwF4E28Ann8j+6IgEfk6sQ8DV6SAKRCvTppWQuLKRv4BPO5X90RQI+Jlch4Gv0kAQiFWi1BLQZ0Tomj1gRaHcQKAJFoCsEOv6fV668vbvz2pUqv/hK4k8EGtvoigR8TK5CwNfoIQnEKtAswvNGCHRQNnx0RQI+Jlch4Gv0kARiFmhrGRMCbeETzuV/dEUCPiZXIeBr9JAEYhZoiHjEikC7g0ARKALtK1C+1ngOn3Au/6MrEvAxuQoBX6OHJBC5QPla4yX4hHP5H12RgI/JVQj4Gj0kgbgFytcaL8MnnMv/6IoEfEyuQsDX6CEJRC3QAF9r7BErAu0OAkWgCLRLoHyt8VJ8wrn8j65IwMfkKgR8jR6SQMwC5WuNl+MTzuV/dEUCPiZXIeBr9JAEYhYoX2u8HJ9wLv+jKxLwMbkKAV+jhyQQv0D5WuNF+IRz+R9dkYCPyVUI+Bo9JIGYBcrXGi/HJ5zL/+iKBHxMrkLA1+ghCcQsUL7WeDk+4Vz+R1ck4GNyFQK+Rg9JIGqB8rXGS/EJ5/I/uiIBH5OrEPA1ekgCUQuUrzVeik84l//RFQn4mFyFgK/RQxKIW6B8rfEyfMK5/I+uSMDH5CoEfI0ekkDkAh0cj1gRaHcQKAJFoAhUSBWBIlAEikD7CHT8Q5k7f8M60Ck+4Vz+R1ck4GNyFQK+Rg9JIG6BHn/Y+FI5FtI38Ann8j+6IgEfk6sQ8DV6SAJRC7T95cYvIdApPuFc/kdXJOBjchUCvkYPSSBqgR4myc5r2Xdzvr2b7Lwn0CcCjW50RQI+Jlch4Gv0kARiFuj4evYhpPS/VzOXij7JiUBjG12RgI/JVQj4Gj0kgZgF+vRS/umjw/xDnPuJaCW9R6wItDsIFIEi0E6B5ueNjvLL2RX/RaAlPuFc/kdXJOBjchUCvkYPSWArBFpcUJmrMTXwCefyP7oiAR+TqxDwNXpIAjELtLwi/cPd4rrKLGNq4BPO5X90RQI+Jlch4Gv0kARiFuhkP3/3s3grtNAoAi3xCefyP7oiAR+TqxDwNXpIAlEL9OFucu7r7DT8heqbkRBoiU84l//RFQn4mFyFgK/RQxKIWqDZN8Kn+51HSbKzm3BB5SY+4Vz+R1ck4GNyFQK+Rg9JIG6BTr7PDtzH+/kHkVgH2sAnnMv/6IoEfEyuQsDX6CEJRC7QyeT/pN4c3z579l2RPxFobKMrEvAxuQoBX6OHJBC9QAfGI1YE2h0EikARKAIVUkWgCBSBItAOgT66V/z58NWPZcfvCDS+0RUJ+JhchYCv0UMSiFegx5er8+7ZRZlk12JCoNGNrkjAx+QqBHyNHpJAtAK9vZtUn37/LDsJL1rEhECjG12RgI/JVQj4Gj0kgVgFmn0l/Omvyhvjm/m3wyPQKT7hXP5HVyTgY3IVAr5GD0kgUoFm16Jv7nMeCr/RA4HGNroiAR+TqxDwNXpIApEK9HBm4fz4Op9EauETzuV/dEUCPiZXIeBr9JAE4hRo5sv2IfuR8KNIHrEi0O4gUASKQJcKND2Cz69kN83DXb6Vs4lPOJf/0RUJ+JhchYCv0UMSiFagM7qcvweB6mTDR1ck4GNyFQK+Rg9JAIEi0LDZ8NEVCfiYXIWAr9FDEohToOPrCw7heQ+0gU84l//RFQn4mFyFgK/RQxKIU6DZhUDbJ90PE75UrolPOJf/0RUJ+JhchYCv0UMSiFSgsyfdWcY0g084l//RFQn4mFyFgK/RQxKIVKCzC+n3WUjfxiecy//oigR8TK5CwNfoIQlEKtD8o5znq33Q4w/FH4b3iBWBdgeBIlAEukKg2ZueSXL6t1988cXnl7O/it4BRaDRja5IwMfkKgR8jR6SQLQCnXy/m0yz87cyfyLQ2EZXJOBjchUCvkYPSSBegRYH7oU+z98T+hOBxja6IgEfk6sQ8DV6SAIRCzTN3T98dOUXX4jtiUDjG12RgI/JVQj4Gj0kgbgFOjwesSLQ7iBQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaBLBTq+nl9P+dGQJfQINMrRFQn4mFyFgK/RQxKIU6BPL2UXryv+i0AX4RPO5X90RQI+Jlch4Gv0kARiFWi2B4pAl+MTzuV/dEUCPiZXIeBr9JAE4hTo+Hry0pc/3L30wlc/TCM6nveIFYF2B4EiUAS6VKDF1UBnwrdyNvAJ5/I/uiIBH5OrEPA1ekgCkQp0fBOBrsQnnMv/6IoEfEyuQsDX6CEJRCrQVKE/fPGH3Z1/+WKaLxd8rfHjvTd+yv/y/NO90ej9Wwh0cDZ8dEUCPiZXIeBr9JAEohXopM9JpOc3RoVAn10bZfn5dwh0aDZ8dEUCPiZXIeBr9JAEYhbo+KN3Fux0NnN/VAr0YPTGrcmTSqcIdEA2fHRFAj4mVyHga/SQBGIWaGce75UCfbyX73s+u3bxdwh0YDZ8dEUCPiZXIeBr9JAEYhfoo8/PJsnO2XcXrWFKD+D/qXgP9P7ozfye+6MPEOjAbPjoigR8TK5CwNfoIQlELtDpcqYFXwt/MHqzPIl0MPpNfs+DUqQIVJ4NH12RgI/JVQj4Gj0kgbgFmvnz1GtX3n5lkUEfpIfvhUCf3ygP3euT8pOXyywzc0eMn1DCroNke0ff3sm3eHRrgYaZYolAH+4mL32d/+34epJfXqSR/A1PBBo82zv69k6+xaNHLdD95KXqNPz4enKm/cOD7P3OOYHOLmTyuGPPIXx3OITnEJ5D+A6Blhe1K/Jw96XWmqb7+fn3pXugCFSaDR9dkYCPyVUI+Bo9JIGYBdpaSD+zqv7xXu5MBBo8Gz66IgEfk6sQ8DV6SALbKtD7ozrpUTtn4cNlw0dXJOBjchUCvkYPSSBmgY6vJ1frG0dJ6xC+LdBq/SfrQIdnw0dXJOBjchUCvkYPSSBmga4+iZSnPGbnk0jhsuGjKxLwMbkKAV+jhyQQtUAf7ianv8r/dvfy3DKmpkCf3xi9zmfhw2TDR1ck4GNyFQK+Rg9JIGqBFh9EOnv27JKPIk3PGj3hakyhsuGjKxLwMbkKAV+jhyQQt0Ant3fLT3LuvLfw5/Vp9yefpv58f3b/E4FGN7oiAR+TqxDwNXpIApELdDK+83a6B/raxx3XtVsaj1gRaHcQKAJFoD0EOjQesSLQ7iBQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAuwS6f+5rBLoYn3Au/6MrEvAxuQoBX6OHJBCzQJ9ealwPFIG28Ann8j+6IgEfk6sQ8DV6SAJxC7R1EXoE2sAnnMv/6IoEfEyuQsDX6CEJxCzQ1pfKIdAWPuFc/kdXJOBjchUCvkYPSSBmgU4Oq6+FR6Cz+IRz+R9dkYCPyVUI+Bo9JIGoBfrosyQ59dqVMu9ILmnnESsC7Q4CRaAItEOgTy8lzYjeEPWIFYF2B4EiUASKQIVUESgCRaAItEOgIeIRKwLtDgJFoAgUgQqpIlAEikARaD+Bju8h0Dl8wrn8j65IwMfkKgR8jR6SQOwCvfNW9ubn079+V/itch6xItDuIFAEikA7BTq+WZw9enopOS37UJJHrAi0OwgUgSLQToHuJ8np/7T7wjfj/5IkL4n2QT1iRaDdQaAIFIF2CfQoSd4rPxF/e1d2YRGPWBFodxAoAkWgXQLdTy7UlxQ5TM4g0Ck+4Vz+R1ck4GNyFQK+Rg9JIGaBFhcTKQX6cJeF9A18wrn8j65IwMfkKgR8jR6SQMwCLdRZClR4bTuPWBFodxAoAkWgCFRIFYEiUASKQDsEOr6enTgqzXkkOw3vESsC7Q4CRaAItEOgxYmjQqCpTDmJ1MAnnMv/6IoEfEyuQsDX6CEJRC3Qh7vJ+R9zgR5fTmRXp/eIFYF2B4EiUATaJdB0FzRJzu7uvPZK+ucFiT8RaGyjKxLwMbkKAV+jhyQQt0An3+9WVwOV+ROBxja6IgEfk6sQ8DV6SAKRC3Ty6POzqT1Pib8g3iNWBNodBIpAEWgPgQ6NR6wItDsIFIEi0H4CHf+AQOfwCefyP7oiAR+TqxDwNXpIArELNLseaBoO4WfwCefyP7oiAR+TqxDwNXpIAnELdHy9/kq587IrKnvEikC7g0ARKALtEmjmz53XfvvF799ODSpaR49AYxtdkYCPyVUI+Bo9JIGoBXpUr14af5ZwPdAmPuFc/kdXJOBjchUCvkYPSSBmgaY7oNPVn/t8lLOJTziX/9EVCfiYXIWAr9FDEohZoE8vNT6+yfVAW/iEc/kfXZGAj8lVCPgaPSSBuAXacCaXs2vhE87lf3RFAj4mVyHga/SQBGIWaHFF+jIPd7mcXQOfcC7/oysS8DG5CgFfo4ckELNAW9+DdCj7NLxHrAi0OwgUgSLQLoE+vZT87MfKn6IjeAQa2+iKBHxMrkLA1+ghCcQp0PFHV/K8XawD/cOV3SR57R0O4af4hHP5H12RgI/JVQj4Gj0kgTgFmu56zoeTSA18wrn8j65IwMfkKgR8jR6SAAJFoGGz4aMrEvAxuQoBX6OHJBCnQMPFI1YE2h0EikARKAIVUkWgCBSBIlAEKqSKQBEoAkWgPQT6xy/qfMlZ+Ck+4Vz+R1ck4GNyFQK+Rg9JIG6BTr9TjpNIbXzCufyPrkjAx+QqBHyNHpJA1AI94iz8MnzCufyPrkjAx+QqBHyNHpJAzAIdX092Pv6hzj2BPxFobKMrEvAxuQoBX6OHJBCzQJ9ekl1EGYEOyYaPrkjAx+QqBHyNHpJA3AKVff4dgQ7Jho+uSMDH5CoEfI0ekkDMAh1fR6DL8Ann8j+6IgEfk6sQ8DV6SAIxC3RyyCH8MnzCufyPrkjAx+QqBHyNHpJA1AJtfacHAm3iE87lf3RFAj4mVyHga/SQBKIW6OT4UnL6ShUuZ9fAJ5zL/+iKBHxMrkLA1+ghCcQt0JusA12CTziX/9EVCfiYXIWAr9FDEohaoIcspF+GTziX/9EVCfiYXIWAr9FDEohZoPlCeslxOwIdkA0fXZGAj8lVCPgaPSSBmAUa4BwSAo1tdEUCPiZXIeBr9JAE4hYo60CX4RPO5X90RQI+Jlch4Gv0kARiFigL6ZfjE87lf3RFAj4mVyHga/SQBGIWqPS74BHokGz46IoEfEyuQsDX6CEJRC3Q8fWd9xDoQnzCufyPrkjAx+QqBHyNHpJAzAIdf5R/LzwL6RfgE87lf3RFAj4mVyHga/SQBGIW6MyXG7MOtIFPOJf/0RUJ+JhchYCv0UMSQKAINGw2fHRFAj4mVyHga/SQBGIWaIh4xIpAu4NAESgCRaBCqggUgSJQBIpAhVQRKAJFoAi0S6CPfmiGL5Vr4BPO5X90RQI+Jlch4Gv0kARiFignkZbjE87lf3RFAj4mVyHga/SQBBAoAg2bDR9dkYCPyVUI+Bo9JIGYBTr+4xdl/vlysvMvX7KQfopPOJf/0RUJ+JhchYCv0UMSiFmgzTzcfWnglUHXivET6gQnZXQm3+bRrQUaZooeZ+GFFxbx+O8Se6DdYQ+UPVD2QNcRqHAX1CNWBNodBIpAEeg6AhVeXdkjVgTaHQSKQBHoOgJ9uItAG/iEc/kfXZGAj8lVCPgaPSSBbRHoeD/hEL6BTziX/9EVCfiYXIWAr9FDEohZoOOPqkuBXnl7N+EkUhOfcC7/oysS8DG5CgFfo4ckELNA2wvpZcuYPGJFoN1BoAgUga4h0FPvypaBesSKQLuDQBEoAu0QaIh4xIpAu4NAESgCRaBCqggUgSJQBIpAhVQRKAJFoAgUgQqpIlAEikAR6FKBNhYwTcPXGjfwCefyP7oiAR+TqxDwNXpIAnEKdOZKoFwPdA6fcC7/oysS8DG5CgFfo4ckgEARaNhs+OiKBHxMrkLA1+ghCcQp0Nnc2U34JFILn3Au/6MrEvAxuQoBX6OHJLANAh1/mOrz9NcSfyLQ2EZXJOBjchUCvkYPSWALBHo73f3cEX4QCYHGNroiAR+TqxDwNXpIAtELdMjuJwKNb3RFAj4mVyHga/SQBGIXaL77+bdSfSLQ6EZXJOBjchUCvkYPSSBugR4P2/1EoPGNrkjAx+QqBHyNHpJA1AIduvuJQOMbXZGAj8lVCPgaPSSBiAV6fD27CuiQ3U8EGt/oigR8TK5CwNfoIQnEK9B89/O9YfpEoNGNrkjAx+QqBHyNHpJArAINsvuJQOMbXZGAj8lVCPgaPSSBSAX6fZDdTwQa3+iKBHxMrkLA1+ghCcQpUD4L34VPOJf/0RUJ+JhchYCv0UMSQKAINGw2fHRFAj4mVyHga/SQBOIUKNcD7cInnMv/6IoEfEyuQsDX6CEJxCnQcPGIFYF2B4EiUASKQIVUESgCRaAIFIEKqSJQBIpAESgCFVJFoAgUgSJQBCqkikARKAJFoAhUSBWBIlAEikARqJAqAkWgCBSBIlAhVQSKQBEoAkWgQqoIFIEiUASKQIVUESgCRaAIFIEKqSJQBIpAESgCFVJFoAgUgSJQBCqkikARKAJFoAhUSBWBIlAEikARqJAqAkWgCBSBIlAhVQSKQBEoAkWgQqoIFIEiUASKQIVUESgCRaAIFIEKqSJQBIpAESgCFVJFoAgUgSJQBCqkikARKAJFoAhUSBWBIlAEikARqJAqAkWgCBSBIlAhVQSKQBEoAkWgQqoIFIEiUASKQIVUESgCRaAIFIEKqSJQBIpAESgCFVJFoAgUgSJQBCqkikARKAJFoAhUSBWBIlAEikARqJAqAkWgCBSBIlAhVQSKQBEoAkWgQqoIFIEiUASKQIVUESgCRaAIFIEKqSJQBIpAESgCFVJFoAgUgSJQBCqkikARKAJFoAhUSBWBIlAEikARqJAqAkWgCBSBIlAhVQSKQBEoAkWgQqoIFIEiUASKQIVUESgCRaAIFIEKqSJQBIpAESgCFVJFoAgUgSJQBCqkikARKAJFoAhUSBWBIlAEikARqJAqAkWgCBSBIlAhVQSKQBEoAkWgQqoIFIEiUASKQIVUESgCRaAIFIEKqSJQBIpAESgCFVJFoAgUgSJQBCqkikARKAJFoAhUSBWBIlAEikCHCfTP/zgaXXz/VnHj+ad7o1F1A4EOyIaPrkjAx+QqBHyNHpLA9gr021Gei7/Lbjy7lt/4+XcIdGg2fHRFAj4mVyHga/SQBLZWoA9GF389mTy5UUjzYPTGrezGGz8h0IHZ8NEVCfiYXIWAr9FDEthWgT6/MfpN9me665n++Xgv1+iza8X+KAIdkA0fXZGAj8lVCPgaPSSBbRXos2vl4frB6IPJ5P7ozfzG/ewGAh2UDR9dkYCPyVUI+Bo9JIFtFWidXKAHxe5oelz/JgIdmA0fXZGAj8lVCPgaPSSBbRdoftT+/EZ56P54r3oT9OUyws0aP6HEOAJke0ff3sm3eHRrgYaZQi7Q/OAdgQbM9o6+vZNv8ehbLtAH+TKmhkBnFzJ53LHnEL47HMJzCM8h/GCBPti7mL35uWAPFIFKs+GjKxLwMbkKAV+jhySw1QK9Xy6jR6ABs+GjKxLwMbkKAV+jhySwzQL9dlQt++QsfLhs+OiKBHxMrkLA1+ghCWyvQJ8fjF6v3vCs1n+yDnR4Nnx0RQI+Jlch4Gv0kAS2V6AHjc9t8kmkcNnw0RUJ+JhchYCv0UMS2FqB3m9+7v35jdHrfBY+TDZ8dEUCPiZXIeBr9JAEtlWg5eWXsmRvez7hakyhsuGjKxLwMbkKAV+jhySwrQJ9MGoJdPLk0/Rv78/ufyLQ6EZXJOBjchUCvkYPSWBbBdo3HrEi0O4gUASKQBGokCoCRaAIFIEiUCFVBIpAESgCRaBCqggUgSJQBIpAhVQRKAJFoAgUgQqpIlAEikARKAIVUkWgCBSBIlAEKqSKQBEoAkWgCFRIFYEiUASKQBGokCoCRaAIFIEiUCFVBIpAESgCRaBCqggUgSJQBIpAhVQRKAJFoAgUgQqpIlAEikARKAIVUkWgCBSBIlAEKqSKQBEoAkWgCFRIFYEiUASKQBGokCoCRaAIFIEiUCFVBIpAESgCRaBCqggUgSJQBIpAhVQRKAJFoAgUgQqpIlAEikARKAIVUkWgCBSBIlAEKqSKQBEoAkWgCFRIFYEiUASKQBGokCoCRaAIFIEiUCFVBIpAESgCRaBCqggUgSJQBIpAhVQRKAJFoAgUgQqpIlAEikARKAIVUkWgCBSBIlAEKqSKQBEoAkWgCFRIFYEiUASKQBGokCoCRaAIFIEiUCFVBIpAESgCRaBCqggUgSJQBIpAhVQRKAJFoAgUgQqpIlAEikARKAIVUkWgCBSBIlAEKqSKQBEoAkWgCFRIFYEiUASKQBGokCoCRaAIFIEiUCFVBIpAESgCRaBCqggUgSJQBIpAhVQRKAJFoAgUgQqpIlAEikARKAIVUkWgCBSBIlAEKqSKQBEoAkWgCFRIFYEiUASKQBGokCoCRaAIFIEiUCFVBIpAESgCRaBCqggUgSJQBIpAhVQRKAJFoAgUgQqpIlAEikARKAIVUkWgCBSBIlAEKqSKQBEoAkWgCFRIFYEiUASKQBGokCoCRaAIFIEiUCFVBIpAESgCRaBCqggUgSJQBIpAhVQRKAJFoAgUgQqpIlAEikARKAIVUkWgCBSBIlAEKqSKQBEoAkWgCFRIFYEiUASKQBGokCoCRaAIFIEiUCFVBIpAESgCRaBCqggUgSJQBIpAhVQRKAJFoAgUgQqpIlAEikARKAIVUkWgCBSBIlAEKqSKQBEoAkWgCFRIFYEiUASKQBGokCoCRaAIFIEiUCFVBIpAESgCRaBCqggUgSJQBIpAhVQRKAJFoAgUgQqpIlAEikARKAIVUkWgCBSBIlAEKqSKQBEoAkWgCFRIFYEiUASKQE9AoMIYP6EYnckZPf7Jg43OHmibave/P8K5/I+uSMDH5CoEfI0ekoC1QIVtI9BBVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqPkGsqAAACy5JREFUCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCBSBCqkiUASKQBEoAhVSRaAIFIEiUAQqpIpAESgCRaAIVEgVgSJQBIpAEaiQKgJFoAgUgSJQIVUEikARKAJFoEKqCBSBIlAEikCFVBEoAkWgCDSgQJ9/ujcavX8LgQ7Oho+uSMDH5CoEfI0ekgACzfPs2ijLz79DoEOz4aMrEvAxuQoBX6OHJIBA8xyM3rg1eXJj9MZPCHRgNnx0RQI+Jlch4Gv0kAQQaJbHe/m+57NrF3+HQAdmw0dXJOBjchUCvkYPSQCBZrk/erP88wMEOjAbProiAR+TqxDwNXpIAgg0y8HoN/mfD0qRIlB5Nnx0RQI+Jlch4Gv0kAQQaJrnN8pD98d71ZugL5cRbvFFQghRzzDzVUGghJAtzDDzVQkn0NmFTAF28hftQOtstn996wYgAAEIGBJQE+jsOial9nU227++dQMQgAAEEKi4fZ3N9q9v3QAEIACBaAQa/ix8V/s6m+1f37oBCEAAAvEItFr/GWwdaFf7OpvtX9+6AQhAAALxCDT4J5G62tfZbP/61g1AAAIQiEegz2+MXg/6Wfiu9nU227++dQMQgAAE4hHo5EngqzF1ta+z2f71rRuAAAQgEJFAJ08+Tf35/uz+JwJV68C6vnUDEIBATAJdFqX2dTbbv751AxCAAAQQqLh9nc32r2/dAAQgAAEEKm5fZ7P961s3AAEIQACBitvX2Wz/+tYNQAACEECg4vZ1Ntu/vnUDEIAABBCouH2dzfavb90ABCAAAQQqbl9ns/3rWzcAAQhAAIGK29fZbP/61g1AAAIQQKDi9nU227++dQMQgAAEEKi4fZ3N9q9v3QAEIAABBCpuX2ez/etbNwABCEAAgYrb19ls//rWDUAAAhBAoOL2dTbbv751AxCAAAQQqLh9nc32r2/dAAQgAAEEKm5fZ7P961s3AAEIQACBitvX2Wz/+tYNQAACEECg4vZ1Ntu/vnUDEIAABBCouH2dzfavb90ABCAAAQQqbl9ns/3rWzcAAQhAAIGK29fZbP/61g1AAAIQQKDi9nU227++dQMQgAAEEKi4fZ3N9q9v3QAEIAABBCpuX2ez/etbNwABCEAAgYrb19ls//rWDUAAAhBAoOL2dTbbv751AxCAAAS2QaBx5uWXrTuwDgQgAIE6CHS98NSBAAQgUAeBrheeOhCAAATqIND1wlMHAhCAQB0Eul546kAAAhCog0DXC08dCEAAAnUQ6HrhqQMBCECgDgJdLzx1IAABCNRBoIQQIgwCJYQQYRAoIYQIg0AJIUQYBEoIIcIgUEIIEQaBEkKIMAiUEEKEQaDL8ud/HI0uvn+ruPH8073RqLqR5tm1N8u/PUkf1vxJRFmDwMX//NPJ96ef5QRWsokoPQlMmk+IrQoCXZJvR3ku/i678exafuPn31U/PRiVz5bHe42HxZWeBP5UPOz17xZvxXOWE1jNJp70JJClfkJsVxDo4jwYXfx1unN1o3i6HIzeuJXdeKPYz3p+MCqfLc9vtH8SUXoSSP8FSX/y/NutIrCSTUTpS6D5hNiyINCFScX4m+zP9B/d32SSyJ8mz64V/97++R9GU320fhJR+hI4KL1xUDw8oiwnsJJNROlLoPWE2LIg0IV5dq38l/Vg9MFkcr98btzPbqT/Hf3qT+U9D4o/q+dTROlJoJ78QXSvn+UEVrGJKX0JtF4SWxYEujr5E+SgJYn7r/9brYt49z7qrCbw/EY5+eO9+I5gyywg0PmTuNJBoPWS2LIg0JUpj1fmJPFg9j3QaJ88HQS2QKDLCKz6SVzpIFAEgZL55IctKwQ6eV6cjfxVpC+dbgIHM++FxpdlBFb9JK50ECiCQMlcHuTLNBpPnWqpSv1sefwPxSKeKBcBTnoQeLyX/euR/TsS4zKeyQoCK34SV7oIVH9HoKSdB3sXs7d9Vux/1fqI9D3QbgLZCYQs/xTp/tcKAkt/Elc6CZQ3EChp536pxZUHsB+Uf0b57OlBoFjC8stbkepjOYEVbKJKN4EiCJS0M92tnD//uB2nUHoQqBPn62c5gVVsYkofAq27tywIdEmeH0w/nVit8Juu9NsGgfYiUOcgulWQqwisZhNP+hHIg0BJM82zyvOrPbfhEL4fgfJl9XgvwneBlxNYzSae9COQB4GSRu43nx/Pb2Sn2Zufdq6eLQ9G0Z5E6k0g+1D0n/ci3P1aTqCDTTTpSSAPAiXTlBeeGZWf8H0ye72d2XPQ8emjN4Hysjzx2WM5gS42saQ3gSwIlEzzYNR+gjz5NP3b+z81fl49W/49ux7oL+NbBtqfwJ/+fjT6q19b9Kib5QS62MSS/gQmCJQQQsh6QaCEECIMAiWEEGEQKCGECINACSFEGARKCCHCIFBCCBEGgRJCiDAIlBBChEGghBAiDAIlhBBhECghhAiDQAkhRBgEShxkP0nOTG+NryfJVbtmCKmDQImDPL3UVOZhS6eE2AWBEg85SpIXvin//nB3+ndCTINAiYukB/EXir9xAE82JwiUuEh6EL/zSf43DuDJ5gSBEh9JD+Jf+nGSmzT/k5ANCAIlPpIduWcH8fvVnmia4w93k2Tn3NfV7bvZ7eTsuz+Wv3D1zuUkOfXJgq0REiQIlDjJw91MnUf1e6H5wXyR8/nN8c3q9unsHFMq0CvZDU44Eb0gUOIl2ZufqRXrA/j0drbz+ehmadD09vn0Z8eXizdJs13W1LjHH9t1TKIPAiVekhnx7PQAPt0jLU8mHeZ3Pr1U3i7fJeVsPdEPAiVu8jB7h7NxAF8dnKeqPJOdZSrdmt7MflL+QYhiECjxk8NkegBfWLPIfvvE/H4lUE7XE+UgUOIn6S5ovQOafbpzmmpf89HdLz56JakEynpRohwESvykQ6C3X2neRKBEPwiU+MmMQNt+zE4aJcnZK7+9t49AyQkFgRI/aQp07i3OchXTpPEeKAIlykGgxE+aAm18JCl36VSo6b4pAiUnEwRK/KQl0PRGacyjbMHnVKCHvAdKTioIlPhJS6CZKE9/nIrys2JxU3kIf/dykn8CCYGSEwgCJX7SFuj0s/DFZZoul7fOfZZ/BAmBEv0gUOInMwKdHH+YLVx6tfy0+/jzV7JrM31VnqBHoEQ/CJQQQoRBoIQQIgwCJYQQYRAoIYQIg0AJIUQYBEoIIcIgUEIIEQaBEkKIMAiUEEKEQaCEECIMAiWEEGEQKCGECINACSFEGARKCCHCIFBCCBEGgRJCiDAIlBBChEGghBAiDAIlhBBhECghhAjz/wHdgmDrgXZrhAAAAABJRU5ErkJggg==)
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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)
# Presets for following code.
temp_crit = 0.2 # Thompson (1976) Temperature threshold for MLD_T
pden_crit = 0.125 # Miller (1976) Density threshold for MLD_D
s_ref = 34.8 # Spall (2013) Salinity Reference for Freshwater Calculation
# Single Profile Plots.
# All values are re-run so individual tests can be run without adjusting values for every cast in the previous loops. Use for in-depth analysis of a single profile.
# TEST is the cast number from OMGALL for the desired profiles.
TEST = 186.1
rm(data,Depth,Temp,Salt,maxDepth,binDepth,binSalt,binTemp,binDepth,binPTemp,binSA,binPres,binCT,binPDen,data_p,data_SA,data_pt,data_CT,data_r0,data,r1,data_N2,data_N2_min,SST,SSPDen,MLD_T_1,MLD_T_2,MLD_D_1,MLD_D_2,a)
data = filter(OMGALL,CAST == TEST)
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)
binPTemp = gsw_pt_from_t(binSalt,binTemp,binDepth,0)
binSA = gsw_SA_from_SP(binSalt, binDepth, data$LON, data$LAT)
binPres = gsw_p_from_z(binDepth*-1,latitude = data$LAT)
binCT = gsw_CT_from_t(binSA,binTemp,binPres)
binPDen = gsw_sigma0(binSA,binCT)
data_p = gsw_p_from_z(data$D*-1,latitude = data$LAT)
data_SA = gsw_SA_from_SP(data$S, data_p, data$LON, data$LAT)
data_pt = gsw_pt_from_t(data_SA, data$T, data_p,0)
data_CT = gsw_CT_from_t(data_SA, data$T,data_p)
data_r0 = gsw_sigma0(data_SA, data_CT)
data_r1 = gsw_sigma1(data_SA, data_CT)
data_N2 = gsw_Nsquared(data_SA,data_CT,data_p,latitude = data$LAT)
data_N2_min = data$D[which(data_N2$N2 == min(data_N2$N2, na.rm = TRUE))]
SST = binTemp[1]
SSPDen = binPDen[1]
a = binDepth[which(binTemp <= (SST - temp_crit))]
MLD_T_TEST_1 = a[1]
a = binDepth[which(binTemp >= (SST + temp_crit))]
MLD_T_TEST_2 = a[1]
MLD_T_TEST = min(c(MLD_T_TEST_1,MLD_T_TEST_2),na.rm = TRUE)
if (MLD_T_TEST == Inf) {
MLD_T_TEST = NA
}
if (is.na(MLD_T_TEST) == FALSE) {
MLD_T_TEST_Ptemp_Avg = mean(binPTemp[1:MLD_T_TEST])
MLD_T_TEST_Ptemp_Sd = sd(binPTemp[1:MLD_T_TEST])
MLD_T_TEST_SA_Avg = mean(binSA[1:MLD_T_TEST])
MLD_T_TEST_SA_Sd = sd(binSA[1:MLD_T_TEST])
MLD_T_TEST_Pden_Avg = mean(binPDen[1:MLD_T_TEST])
MLD_T_TEST_Pden_Sd = sd(binPDen[1:MLD_T_TEST])
}
if (is.na(MLD_T_TEST) == TRUE) {
MLD_T_TEST_Ptemp_Avg = NA
MLD_T_TEST_Ptemp_Sd = NA
MLD_T_TEST_SA_Avg = NA
MLD_T_TEST_SA_Sd = NA
MLD_D_TEST_Pden_Avg = NA
MLD_D_TEST_Pden_Sd = NA
}
a = binDepth[which(binPDen <= SSPDen*pden_crit - SSPDen)]
MLD_D_TEST_1 = a[1]
a = binDepth[which(binPDen >= SSPDen*pden_crit + SSPDen)]
MLD_D_TEST_2 = a[1]
MLD_D_TEST = min(c(MLD_D_TEST_1,MLD_D_TEST_2), na.rm = TRUE)
if (MLD_D_TEST == Inf) {
MLD_D_TEST = NA
}
if (is.na(MLD_D_TEST) == FALSE) {
MLD_D_TEST_Ptemp_Avg = mean(binPTemp[1:MLD_D_TEST])
MLD_D_TEST_Ptemp_Sd = sd(binPTemp[1:MLD_D_TEST])
MLD_D_TEST_SA_Avg = mean(binSA[1:MLD_D_TEST])
MLD_D_TEST_SA_Sd = sd(binSA[1:MLD_D_TEST])
MLD_D_TEST_Pden_Avg = mean(binPDen[1:MLD_D_TEST])
MLD_D_TEST_Pden_Sd = sd(binPDen[1:MLD_D_TEST])
}
if (is.na(MLD_D_TEST) == TRUE) {
MLD_D_TEST_Ptemp_Avg = NA
MLD_D_TEST_Ptemp_Sd = NA
MLD_D_TEST_SA_Avg = NA
MLD_D_TEST_SA_Sd = NA
MLD_D_TEST_Pden_Avg = NA
MLD_D_TEST_Pden_Sd = NA
}
ggplot(data,aes(x=T,y=-D)) +
geom_path() +
ggtitle("Temperature Profile",data$CAST) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Temp, C") +
ylab("Depth, m")
![](data:image/png;base64,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)
ggplot(data,aes(x=S,y=-D)) +
geom_path() +
ggtitle("Salinity Profile",data$CAST) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Salinity, psu") +
ylab("Depth, m")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAABWVBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZrYzMzM6AAA6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kJA6kLY6kNtNTU1NTW5NTY5Nbm5Nbo5NbqtNjshmAABmADpmOgBmOjpmZjpmZmZmZpBmkGZmkJBmkLZmkNtmtrZmtttmtv9uTU1ubk1ubm5ubo5ujqtujshuq+SOTU2Obk2Obm6Oq6uOq8iOq+SOyOSOyP+QOgCQOjqQZjqQZmaQkLaQtraQttuQ27aQ29uQ2/+rbk2rbm6rjm6ryOSr5P+2ZgC2Zjq2Zma2kDq2kGa2kJC2tpC2tra2ttu229u22/+2/7a2///Ijk3Ijm7Iq27I5P/I///bkDrbkGbbtmbbtpDbtrbb27bb29vb2//b/7bb///kq27kyI7kyKvk///r6+v/tmb/yI7/25D/27b/29v/5Kv/5Mj//7b//8j//9v//+T///8/ah6hAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO2d+4Md5X2fj7hZhgCxDpRLsXFNitWWmCRtUKGmsUos106wKXJhA8EUJUQSSLA6//8PPXMuu+fyntvMO/PMO9/n84NhpZ199kGax3OuO5o455yrtRH9DTjnXKkzoM45V3MG1Dnnas6AOudczRlQ55yrOQPqnHM1Z0Cdc67mDKhzztWcAXXOuZozoM45V3MG1Dnnas6AOudczRlQ55yrOQPqnHM1Z0Cdc67mDKjraOf/8OOro9Ho8Wff/2rn53z36ujKry7+sfsTjtvd0cqefu4Pxx732dPV9/nLQ9+LcwbUdbPz31y27Mpf7PqsEwL6+Y8PZm0toNM98dFR3+r8O73yPw2oOzgD6rrY+Y21lD254yL06IBOv97hrG0GdPTYx0d8q4ujHvs/BtQdnAF1XezWNEnPzG67f/v5a9N/v5b+tKNrddQn3l0t9RcV9qkjvvTZ9Orz/Rrfkos4A+o62P2rK808n9a06V2cpwd0dhF8zBe/td5ZA+r2zIC6Dna2lbJryc9rM6Cziv/88Je+tf7NGVC3ZwbUdbCz9Sid7box3WpAp8fsuutgdQbUHT8D6jrYzmJOPn939tymN76cfbTxINKt6pLxm+ozHn/jq5VPqK4lZ4+U/2otb7c2rjA3Arq88J1+Mz8//83V0ZVnZkd+UT276spz80fol1959NjH2w9ozb6T5Wc6NzGgrpNVj2y/mfj1b167eGrTLH2JgC6f/jSv2GZAV68Xp7+3/jD7jivQKqC3ll/y8ukBz1efuiegl0/Een73E1ldsBlQ18FmmXpi6xn0VdJGq4HcDujT60992gro9F+Xkby7eZm7EdCq4lWmz5Zfdfqbq99B9bm7A7r6RKxjHsx3IWZAXRdbhOrKs7/8cuVXq4fj35xm6/x3i0fptwM6GlU3mWdXqj+//ISV68KLJ4RWhVt/jGj7UfjZFepZ9VV/9NXk2y/nhArwxeVzq5bXtBvfS3XU89Mjvv3N7mdhuXAzoK6Tnb97cf323PJZllVVF8lbtC4R0GsXn3ptkgjo5eNT04vHjSfKrwb026rR8888uyzg5dOrqudWzQ9PB3T9ez3qGfkuwAyo62jzhM32xDyhK4Gb9ikd0GWqFs/O3A7oxW347Qeqtl6JdPGJy4eFbq19B/NCpgO6+tU3H6xycWdAXXc7//y9H85Tdm3jdxYPAG0HdFmts10BXd6G374FvxXQxYM/l09KXTtmCUsHdDWad70N7xYzoK7bnX/+49ForXXnf/rH966OdgT02uKTdgZ0eRt++xb8WkCvPPPGl+tfav2rXF4PJwO68Vp+H0Zy8xlQ1/mqh4QW14BfvPvDZZPqBnRx6/9s+7LwbvpdS3IEdNe7obhgM6Cu/W3ePTm9WpyF6/JpoA0COv2seeG2XjBkQF3bM6Cu/W0+br3yyPZ0Tz/7s9//v133gV5bHLInoLO7JFeeD7qKPSGgZ/vuA03cw+qcAXVdbPNtPC4f2Z49DXSy50Gka4tD9gR0dhs+cQv+cEBPexBp6+s7Z0Bd+6tCtZqys/kV6UqU7ja4CV/dhv+71BssHwzo6rtEHX4a08XXSsXaxZwBdR2sejz8yYs34fj86ixhK+9qd7/Bo/Czr/7nryZaeTigxz+RfuUdTZf34DpnQF0nm78o8w9fLZ/GNGvV8pWcs1dHnhbQtbcUnT/Cc22yucMBPeGlnNVnPvGHxctOfRaTm8+Aui52fmvtQez5FdzFO3dc/NpJAb18NunZKPlm80cEdPPNRCY7A7r6OLyv5HSLGVDXzT5bqeXyLTXPLuL5H+cP5xwd0MWT5Be/ez99UXhEQCffXTyTavkmdTsCuvJq/iN/uqcLMAPqutrn787eRe7pNy7fkGn+FsXVT5ubV+34gE4+q56B/6P5b+54ktExAa1+PnL1hs2Xb5O8K6DVs/6r/xN45v2Jc4sZUFf+tt5K2bluZkBd+dt6K2XnupkBdcUv9TJO57qYAXWlr/phRb423SEzoK7oLZ4K5evUHTID6ore/Imc1+hvwwWdAXVFr7r9/njqJyY718EMqHPO1ZwBdc65mjOgzjlXcwbUOedqzoA651zNGVDnnKs5A+qcczVnQJ1zruYMqHPO1ZwBdc65mjOgzjlXcwbUOedqzoA651zNGVDnnKs5A+qcczVnQJ1zruaggN6/evlTFGc/G/zx5y9/qM3nP97507dXj3POOXZMQM9vXP4Y2rvzH2pz8XMVp7833/P7j3POOXhIQKtGLkO4+KFg0z328fL3Fru27zjnnKNHBPSb10aXIbw1Gj350fzXZr90Nr0WfXPayt9dXRR1x3HOOUev+4BWabwM4XevLn6k9+JfpheZj300+52zixv1qeOccw5f5wGtboZf+bsbKwFd/NutWUCnt+jTP+J74zjnnMNHBPT5ry4fDJr+2/wKdPEvZ1s33NPHOeccvu4D+g8frT2afvfyPtDq0rO6Dv32N9Mb68/8Yf9xzjlHj38a09nqg+7Vbyyf13Rt/3HOOQePD+jkn2bBvPIXi994/OrOpzEZUOdcn4YH9LvXlr1cPAg/Gj3xh+rlSaPEvaEG1DnXo9EBrYr5/JfzYD41/3D+oFJ1037r8XgD6pzr0eiA3r24pX6rCmYV0EU2L5/glDrOOefw0QG9dXFDfRrMa7Pn0X+8+Tmp45xzDh8f0MUt9sUV563VNxUxoM65Po8P6MoV6FOzm/SLm/D3rybfTcSAOuf6MjqgZxf3gc4fNLp/8R4it3wQyTnX79EBnV53jp77aOVpS9NuXnl//vGTX+0+zjnn8NEBvXwh0uKCsyrq6sdrz2YyoM65Hg0P6PpLOSeLd/0czd8VdGJAnXP9HR/Q+c9EuvLcRxe/+bsfrnxsQJ1zfZ0/ldM552rOgDrnXM0ZUOecqzkD6pxzNWdAnXOu5gyoc87VnAF1zrmaM6DOOVdzBtQ552rOgDrnXM0ZUOecqzkD6pxzNWdAnXOu5gyoc87VnAF1zrmaM6DOOVdzBtQ552rOgDrnXM0ZUOecq7mOA/pvO7b7dzoZStedw6PwuO4lqxvQFB6F647hUXhc95LVDWgKj8J1x/AoPK57yeoGNIVH4bpjeBQe171kdQOawqNw3TE8Co/rXrK6AU3hUbjuGB6Fx3UvWd2ApvAoXHcMj8LjupesbkBTeBSuO4ZH4XHdS1Y3oCk8Ctcdw6PwuO4lqxvQFB6F647hUXhc95LVDWgKj8J1x/AoPK57yeoGNIVH4bpjeBQe171kdQOawqNw3TE8Co/rXrK6AU3hUbjuGB6Fx3UvWd2ApvAoXHcMj8LjupesbkBTeBSuO4ZH4XHdS1Y3oCk8Ctcdw6PwuO4lqxvQFB6F647hUXhc95LVDWgKj8J1x/AoPK57yeoGNIVH4bpjeBQe171kdQOawqNw3TE8Co/rXrK6AU3hUbjuGB6Fx3UvWd2ApvAoXHcMj8LjupesbkBTeBSuO4ZH4XHdS1Y3oCk8Ctcdw6PwuO4lqxvQFB6F647hUXhc95LVuwnoow+uj8dvfWJAj4HrjuFReFz3ktU7Cej3b4+rvfipAT0CrjuGR+Fx3UtW7ySgt8cvfzJ5eHP88tcG9DBcdwyPwuO6l6zeRUAfXJ9de37/9gu/NqCH4bpjeBQe171k9S4Cemf8yuKfvzCgh+G6Y3gUHte9ZPUuAnp7/M7sn/cWITWge+G6Y3gUHte9ZPUOAvro5uKm+4PryztBf7BYCzTnnINmQJ1zruZaDujmE5l2XxfvvWweVWty3X1g3pSj4LpjeJJdsHq3Ad18HtPu72rvNz1Kr8l/h3V8tq9UB17w36bGcN0xPMkuWL3IgM62o6I5kuqJRMF1x/Aku2D1DgLa2aPw2XrqiUTBdcfwJLtg9S4Cunz+Z+fPAz3mIjXVVk8kCq47hifZBat3EdC+vBLphJ7Wv/nfeCX/bWoM1x3Dk+yC1bsI6KOb45f6/lr4/qS05L9NjeG6Y3iSXbB6FwGdPCzp3Zjoipb8t6kxXHcMT7ILVu8koJOHH0z7+dbm9Wc/A/pv6/9FT7vdn2P9ce8erjuGJ9kFq3cT0F3b/V01cWq8FL37kB5ad+6drYd/7t3B47qXrG5AU/jOSP3rrxGh4HHdS1Y3oCk8Cj+W3k5Iy3BvCY/C47qXrG5AU3gU3j59X0WH7r4Xj8LjupesbkBTeBTeGT3Z0SDuaTwKj+tesroBTeFROP4c2K75l/PPncOT7ILVDWgKj8IZei8i6p87hyfZBasb0BQehffqRQTd8v1z5/Aku2B1A5rCo/BeBbTbgvrnzuFJdsHqBjSFR+G9cD/uKVCpNYL3wh2Cx3UvWd2ApvAovC/u9RtaO6m9cSfgcd1LVjegKTwKL809Y1SLc88Jj+tesroBTeFR+LDcT0rpwNxPg8d1L1ndgKbwKDyEe7qhMdx3wOO6l6xuQFN4FB7Hfauigdy34XHdS1Y3oCk8Ch+++87b8gHcd8PjupesbkBTeBQ+fPdaDzvtv/c0y/xzh9gFqxvQFB6FD989U0Czh9Q/d4hdsLoBTeFRuO671nZU++zeOp5kF6xuQFN4FK77MWvjcrUU91bwJLtgdQOawqNw3U9Z3ZCmalqae1Y8yS5Y3YCm8Chc93w7rafDcj8RT7ILVjegKTwK172rNbxgzbvAf+4lqxvQFB6F6971elHQwH/uJasb0BQeheuO4Xf9RhcJ7at7F+yC1Q1oCo/Cdcfwe3+35avRXru3zC5Y3YCm8Chcdwx/+FPau4Hff/f22AWrG9AUHoXrjuGP/swW7istxr0FdsHqBjSFR+G6Y/jaR2YIarHuGdgFqxvQFB6F647hc32hOiUdinsddsHqBjSFR+G6Y/iWvu5RBR2o+1HsgtUNaAqPwnXH8K195SMKOlj3I9gFqxvQFB6F647h2/zih+4iHbL7IXbB6gY0hUfhumP41gl7Cjp49z3sgtUNaAqPwnXH8N0jLxMaz/2SXbC6AU3hUbjuGB6hLgoa0n3BLljdgKbwKFx3DI9QlxehEd0X7ILVDWgKj8J1x/AI9bTn27c1A1rzYAOawKNw3TE8xO1DQQ1ozYMNaAKPwnXH8Bwavww1oDUPNqAJPArXHcOj8FNe99kCvlPaBrvgP3YDmsKjcN0xPAqf7HuWaPv4Tig72AX/sRvQFB6F647hUfgWvdOEGtCaBxvQBB6F647hUXiK3t21qAGtebABTeBRuO4YHoXvpHdSUQNa82ADmsCjcN0xPArfT2+7oga05sEGNIFH4bpjeBR+UkDz/0y73F/wFHbBf+wGNIVH4bpjeBR+FL21ghrQmgcb0AQeheuO4VH4sfR2CmpAax5sQBN4FK47hkfhx9PbSKgBrXmwAU3gUbjuGB6Fnx7QnBU1oDUPNqAJPArXHcOj8BPpmStqQGsebEATeBSuO4ZH4afTc77u04DWPNiAJvAoXHcMj8Jr07MU1IDWPNiAJvAoXHcMj8IbB7QZvtHRzVbyH7sBTeFRuO4YHoXXpGe6J9SA1jzYgCbwKFx3DI/CDSiFb3SwAU3gUbjuGB6FN6E3vxfUgNY82IAm8ChcdwyPwhvTGxXUgNY82IAm8ChcdwyPwvMFtE5BDWjNgw1oAo/CdcfwKDzbTfhaBTWgNQ82oAk8Ctcdw6PwnAE9vaMGtObBBjSBR+G6Y3gU3kJATyioAa15sAFN4FG47hgeheejG9DT8I0ONqAJPArXHcOj8Ix0b8KfhG90sAFN4FG47hgeheelewV6PL7RwQY0gUfhumN4FN5GQI8vqAGtebABTeBRuO4YHoW3EtCjG2pAax5sQBN4FK47hkfhuemnFdSA1jzYgCbwKFx3DI/CDSiFb3SwAU3gUbjuGB6Ft0A/IaEGtObBBjSBR+G6Y3gU3gr96IQa0JoHG9AEHoXrjuFReKsBPZhQA1rzYAOawKNw3TE8Cm+LflxBDWjNgw1oAo/CdcfwKLzlgB7Ct0Q/ZiX/sRvQFB6F647hUXh79GOuQQ1ozYMNaAKPwnXH8Ci8VfrBghrQmgcb0AQeheuO4VF4BwHdU1ADWvNgA5rAo3DdMTwK7yKguwtqQGsebEATeBSuO4ZH4QaUwjc62IAm8ChcdwyPwjsJ6M6EGtCaBxvQBB6F647hUXjL9AMFNaA1DzagCTwK1x3Do/D26fsuQw1ozYMNaAKPwnXH8Ci8C/rughrQmgcb0AQeheuO4VG4AaXwjQ5GA+qc63CXN+I901uZV6AzPArXHcOj8I7oO65BvQKtebABTeBRuO4YHoV3HNCNiBrQmgcb0AQeheuO4VF4Z/RkQQ1ozYMNaAKPwnXH8Ci884Cu47uiJ1byH7sBTeFRuO4YHoV3Sd++HW9Aax5sQBN4FK47hkfhVEDnBTWgNQ82oAk8Ctcdw6Nwr0ApfKODDWgCj8J1x/AovFO6V6Ar+EYHG9AEHoXrjuFReLd0A3qJb3SwAU3gUbjuGB6Fd073aUwLfKODDWgCj8J1x/AonAio94H+mwHNv2An0joeheve4bwJv8A3OtiAJvAoXHcMj8IZugE1oNkX8US6wKNw3TvdyjWoAa15sAFN4FG47hgehYMBHRnQ2gcb0AQeheuO4VE4QvcK1IDmX8AT6RKPwnXveF6BGtD8C3giXeJRuO5dL/XeoF2v5D92A5rCo3DdMTwKN6AUvtHBBjSBR+G6Y3gUDtLhiJb8x25AU3gUrjuGR+E9CChU0JL/2A1oCo/CdcfwKLwHAYXwJf+xG9AUHoXrjuFReA8CCiW05D92A5rCo3DdMTwK70VAkYKW/MduQFN4FK47hkfhtLtXoLUONqAJPArXHcOjcN6dugbtgXr9gw1oAo/CdcfwKJx3p27F90C9/sEGNIFH4bpjeBTeA3evQE8/2IAm8ChcdwyPwnvg7hXo6Qcb0AQeheuO4VF4D9yh2/B9UK99sAFN4FG47hgehffAfbS+ztg9UK99sAFN4FG47hgehffFvfuC9ka9zsEGNIFH4bpjeBTeH3cDesLBBjSBR+G6Y3gU3h/3ri9Be6R++sEGNIFH4bpjeBTeK/dOG9ov9RMPNqAJPArXHcOj8J65d1jQvqmfdLABTeBRuO4YHoX3z72rgvZQ/fiDDWgCj8J1x/AovH/uXV2D9lD9+IMNaAKPwnXH8Ci8h+4G9PDBBjSBR+G6Y3gU3kd3A3rwYAOawKNw3TE8Cu+juwE9eLABTeBRuO4YHoX30d2AHjzYgCbwKFx3DI/C++huQA8ebEATeBSuO4ZH4X107+Zx+F6qH3uwAU3gUbjuGB6F99G9m2fT91L92IMNaAKPwnXH8Ci8j+7ehD94sAFN4FG47hgehffRvZuXxPdS/diDDWgCj8J1x/AovLfurRe0v+pHHGxAE3gUrjuGR+E9de/gErSv6kcdbEATeBSuO4ZH4T11N6D7DzagCTwK1x3Do/DeuhvQfQcb0AQeheuO4VF4b90N6L6DDWgCj8J1x/AovLfurd+I76/6EQcb0AQeheuO4VF4b91bfypTf9WPONiAJvAoXHcMj8L77O4V6M6DDWgCj8J1x/AovMfuLV+C9ln94MEGNIFH4bpjeBTeZ/d2X5HUa/VDBxvQBB6F647hUXi/3dtMaM/V9x9sQBN4FK47hkfh/XYfrS43u9/q+w82oAk8Ctcdw6Pw3ru3VtD+q+852IAm8ChcdwyPwvvu3t4laO/V9x1sQBN4FK47hkfhvXdvraD9V99zsAFN4FG47hgehRfg3lJBS1DfebABTeBRuO4YHoWX4e4V6MbBBjSBR+G6Y3gUXoa7V6AbBxvQBB6F647hUXgp7gZ07WADmsCjcN0xPAovxd2Arh1sQBN4FK47hkfhpbgb0LWDDWgCj8J1x/AovCD3zAktSX3rYAOawKNw3TE8Ci/IPfNFaEnqWwcb0AQeheuO4VF4Oe65nw5akPr2wQY0gUfhumN4FF6Qe+aClqS+dbABTeBRuO4YHoUX5Z61oGWpbxxsQBN4FK47hkfhpbnnK2hx6qsHG9AEHoXrjuFReGnuXoHODjagCTwK1x3Do/DS3L0PdHawAU3gUbjuGB6Fl+fuFagBTeNRuO4YHoWX557rkaQC1S8PNqAJPArXHcOj8PLccz2bqUD1y4MNaAKPwnXH8Ci8UHcDakC38ChcdwyPwst0z/FzPgpVnx9sQBN4FK47hkfhhbpnKGip6rODDWgCj8J1x/AovFx3r0AN6DoeheuO4VF4we5egRrQNTwK1x3Do/CS3Q2oAV3Fo3DdMTwKL9ndgBrQVTwK1x3Do/CS3Zvdhi9ZPWdA//Wvx+MX3vpk/sGjD66Px8kPDOh+uO4YHoWX7N7skfiS1TMG9I/j2V74dfXB92/PPnjx060PDOgBuO4YHoWX7163oCWr5wvovfELfzuZPLw57+Tt8cufVB+8/PXmBwb0AFx3DI/Cy3evexu+ZPVsAX10c/xO9c/p1eb0nw+uzzL6/dvV9ejaBwb0EFx3DI/Cy3f3JnyDgH7/9uIW+u3xLyaTO+NXZh/c2frAgB6C647hUXj57t6Ez/Eo/Cygt+eXo9Pb9a9sfGBAD8F1x/AovHx3A5ohoLMb6o9uLm6tP7j+8tdrH8w/6QeLNaY55/qyxePw9LdBrrn87Pa6AXUu3FbfV4T+XqA19r43exrTSjNf/HTtg/XP3n1d3OSquvG8KUfBdcfwGb7GakBPuSVfsnrmgN67/kJ1f+ehK1ADugeuO4ZH4cNwr/N0+pLVGwf03vzp8/OHie4snkZvQBvAdcfwKHwg7jUKWrJ61oD+cbx8pqePwteH647hUfgQ3L0Jf3JAL/fo9vil5X2cy6d8Lp4H+ou1XzSge+G6Y3gUPgR3A9ogoLdXXqrpK5Hqw3XH8Ch8MO4GtNburL7U/dHN8UsXL39f+8CAHoLrjuFR+GDcvQ+0zhbvuFStuqfz4eobMD303ZhOgOuO4VH4gNwN6Om7N14L6OThB9N/e2txybn2gQHdD9cdw6PwIbl7E76b7f6umjg1nicSBdcdw2f9aqfdii9Z3YCm8ChcdwyPwofkftoj8SWrG9AUHoXrjuFR+JDcT3suU8nqBjSFR+G6Y3gUPix3A2pAIbjuGB6FD8rdK1ADSsF1x/AofFju3gdqQCG47hgehQ/L3StQAwrBdcfwKHxY7gbUgEJw3TE8Ch+a+/EJLVndgKbwKFx3DI/CB+d+9ANJJasb0BQeheuO4VH4AN2PLGjJ6gY0hUfhumN4FD4892MvQUtWN6ApPArXHcOj8OG5+yCSAQXgumN4FD48dwNqQAG47hgehQ/P3QeRDCgA1x3Do/DBuR/9jiIlqxvQFB6F647hUfjg3A2oASXgumN4FD44dwNqQAm47hgehQ/O3SfSG1ACrjuGR+GDc/cK1IAScN0xPAofnLtXoAaUgOuO4VH44NxHoyOvQUtWN6ApPArXHcOj8AG6H5nQktUNaAqPwnXH8Ch8mO7HFLRkdQOawqNw3TE8Ch+muwE1oB3DdcfwKHyY7sfcii9Z3YCm8ChcdwyPwofqfrigJasb0BQeheuO4VH4UN0PX4OWrG5AU3gUrjuGR+EDdj9Q0JLVDWgKj8J1x/AofMDu3oQ3oN3BdcfwKHzQ7t6EN6BdwXXH8Ch80O7ehDegXcF1x/AofNDuBtSAdgXXHcOj8CG7+yi8Ae0MrjuGR+GDdt/7OHzJ6gY0hUfhumN4FD50990FLVndgKbwKFx3DI/CB+++s6AlqxvQFB6F647hUfjw3XcVtGR1A5rCo3DdMTwKH777rjtCS1Y3oCk8Ctcdw6Pw4bvvelF8yeoGNIVH4bpjeBQ+fHcDakA7gOuO4VH48N0NqAHtAK47hkfhIdyTBS1Z3YCm8ChcdwyPwkO4J69BS1Y3oCk8Ctcdw6PwEO4G1IC2Ddcdw6PwEO4G1IC2Ddcdw6PwEO4+iGRA24brjuFReBD3xDVoyeoGNIVH4bpjeBQexD3xXKaS1Q1oCo/CdcfwKDyI+2h1C3bB6gY0hUfhumN4FB7HfbOgJasb0BQeheuO4VF4MPeVgpasbkBTeBSuO4ZH4cHcV65BS1Y3oCk8Ctcdw6PwYO7ehDeg7cB1x/AoPJq7DyIZ0FbgumN4FB7O3StQA9oGXHcMj8LDuXsfqAFtA647hkfhEd0NqAHNDtcdw6PwiO4G1IBmh+uO4VF4QPfFjfiS1Q1oCo/CdcfwKDyi+7ygJasb0BQeheuO4VF4RHcDakCzw3XH8Cg8pvu8oBB8PgOae55IFFx3DA9xk++w3O0MaO55IlFw3TE8xN3xk467nAHNPU8kCq47hsfIeEENaO55IlFw3TE8xE28QX3XM6C554lEwXXH8BDXgBrQzHDdMTwKj+s+YSNqQHPPE4mC647hSTZ7GWpAc88TiYLrjuFJ9gR9NN6A5p4nEgXXHcOT7Al6X6gBzT1PJAquO4Yn2TO4ATWgWeC6Y3gUHtd9oU4V1IDmnicSBdcdw5PstYB2XlADmnueSBRcdwxPsr0CNaD54LpjeBQe1/1C3StQA9ocrjuGR+Fx3VfVDagBbQjXHcOj8LjuBtSAZoTrjuFReFz3jYB2fTPegOaeJxIF1x3Dk+ztgHZZUAOae55IFFx3DE+y1+CdJ9SA5p4nEgXXHcOT7GRAOyuoAc09TyQKrjuGJ9kbcAPqnHO1dnEFSn8jdeYV6AyPwnXH8Cg8rvuOm/BdXYIWfAW6+7tq4tR4nkgUXHcMT7I34d0W1IDmnicSBdcdw5PsbXiXCTWgueeJRMF1x/Ake9cVaDcFNaC554lEwXXH8CR7d0A7wTc62IAm8ChcdwyPwuO6ex+oAc0I1x3Do/C47jvvA+0I3+hgA5rAo3DdMTwKj+tuQA1oRrjuGB6Fx3X3UXgDmhGuO4ZH4XHd0+oDexT+nz+82O+/MqAtwnXH8Cg8rnuAgP7T1ZWnZj32sQFtEa47hg9o5rcAACAASURBVEfhcd13qHdV0A4Cenc0MqBdwXXH8Cg8rvsu9Y4K2n5Az2+Mrrz/p4t9maufBjQF1x3Do/C47rvVO0lo+wH97tXRz7NF04AegOuO4VF4XPc96l0UtIuA5rvVbkAPwXXH8Cg8rvvBgLYb0S5uwhvQ7uC6Y3gUHtd9r3r7Be3gQaQzb8J3B9cdw6PwuO5HBbRFfKODjwrod69e+ZUB7QiuO4ZH4XHdD6i3ndAungf6zaujJ15f7qc+kb5NuO4YHoXHdT+k3nJBuwjob3weaGdw3TE8Co/rfli91YR2ch+oAe0MrjuGR+Fx3Y9Tb62gHT2RPtvtdgO6H647hkfhcd2PUm/vCU1dPA+0nceQDGgKrjuGR+Fx3U8MaO6C+kT63PNEouC6Y3iSfTS80ID6RPou4bpjeBQe133wAZ2cja4Z0K7gumN4FB7X/cSAZsc3OviogJ7fuPKmAe0IrjuGR+Fx3Qd/BXr+3k9GoyvP+kT6TuC6Y3gUHtf9FPUWCtrFg0g+D7Q7uO4YHoXHdT85oHkLakBzzxOJguuO4Un20APa2nZ/V02cGs8TiYLrjuFJtgE1oPngumN4FB7X/QT1Np5Kb0BzzxOJguuO4Um2V6AGNB9cdwyPwuO6nx7QrAk1oLnniUTBdcfwJLtGQDNW1IDmnicSBdcdw5Psk+DZC2pAc88TiYLrjuFJ9mlwr0AN6D647hgehcd1P1ndK1ADuhuuO4ZH4XHda6gbUAO6C647hkfhcd3rqBtQA7oDrjuGR+Fx3Q2oAc0I1x3Do/C47rVvwmfCNzr41ICev/f6T3/5ewPaHlx3DI/C47rXvwLNktBuAzp/Z6ZMP2Ru93fVxKnxPJEouO4YnmTXD2iOgnYe0Mc+/ubGk1neVHn3d9XEqfE8kSi47hieZEcK6Pk/f/j7rybnX+bopwFNwXXH8Cg8rntd9SJvwmfd7u+qiVPjeSJRcN0xPMmuBc92DWpAc88TiYLrjuFJdqOANi6oAc09TyQKrjuGJ9n14SUF9E/L5bn/04DugOuO4VF4XPf66sVcgZ6/6w+V6wquO4ZH4XHdG16BNi1oBwFd/7GcBrRVuO4YHoXHda+tnude0A4CejYaPf6zD5f7fZbngBrQHXDdMTwKj+s++ICe3xg9lauZBvQQXHcMj8LjujdTb9zQ9gP63auZXrppQI+A647hUXhc9xwBbZDQLgKa725PA3oIrjuGR+Fx3Zuq9z6g5ze8Au0OrjuGR+Fx3fMEtHZCO3kQ6ZoB7QquO4ZH4XHdM6g3KWgnT2O68qYB7QiuO4ZH4XHds6j3M6Dn770+249HoyvPvr7YT30aU5tw3TE8Co/rnkO9p1eg68+g94n0XcB1x/AoPK77gG/CG9Du4bpjeBQe133AAW15u7+rJk6N54lEwXXH8CQ7V0DrJdSA5p4nEgXXHcOT7HwBrZPQDp4H+t7K40b3f/JnPojUJlx3DI/C47pnDejpBe34lUg5X5a0+7tq4tR4nkgUXHcMT7KHfgW61sz7Vw1oq3DdMTwKj+s+5CvQ1MPweX6ksQHdAdcdw6PwuO5DDujk7nZAf56rnwY0Bdcdw6PwuO4Z1fsX0PP//frrP7l6+TKk13/2h2z9NKApuO4YHoXHdc+l3ssr0Gq+nV2XcN0xPAqP6543oCcntOOnMRnQluG6Y3gUHtc9d0BPLGh3T6T/kwHtAK47hkfhcd2zvRtTX69Aq33+4+pbu/LcRwa0ZbjuGB6Fx3XPG9DT8U2wRwb0/MbF9/d8xlvzu7+rJk6N54lEwXXH8CR76A8izfp55dlffvgPP7k6yvkDOnd/V02cGs8TiYLrjuFJdu77QE/raAcBPRuNfjS/8Dz/rc8DbRmuO4ZH4XHd8z4P9OSCdvAo/I2Vn4l0K+Ml6O7vqolT43kiUXDdMTzJzgk//WZ8F88DXfmpnL4WvmW47hgehcd1b+EK9CR8E+CRAfXdmLqD647hUXhc98EHdO3nwt+/6puJtArXHcOj8Lju+W/C9+9BpKeS/25AW4DrjuFReFz3VgLapweRqkeRlk//PMv4M+UMaAquO4ZH4XHdc6v3LqDn71XP/3z2jQ//sfrnM/l+Ovzu76qJU+N5IlFw3TE8yR56QFv74ca7v6smTo3niUTBdcfwJDsv/NTb8AY09zyRKLjuGJ5kt3IFenRBO7gP9Pg9uP7y17N/efTB9fH4rU8m2x8Y0P1w3TE8Co/r3lJAj8Y3YWUO6KOb43lAv397XO3FT7c+MKAH4LpjeBQe1z3KFej5lwcDeme8COjt8cufTB4ucrr2gQE9ANcdw6PwuO4hAlq9H+hjH3/379/Y9+D7g+uLgD64Prvc/P7tF3698YEBPQTXHcOj8LjuAQJ6/pv540bfvTp64uOd/ZzegP+b+X2gd8avzH7lzvgXGx8Y0ENw3TE8Co/rnl29b09jqt6CafTEf7j62Mfn/33fj4W/PX5l8SDS7fE7s1+5V7Vz7QMDegiuO4ZH4XHdWwnoCfgmqOMCenc0enPxLiKfXd35fqD3pjff5wF9dHNxa736cO2D+Wf+YLFdJXbOudqrCsqA0798q3o/0MXbMO18LfzsPk4D6pyDN6IKuu/dmBYB3fl+oLeruzi3Avrip2sfrB+y+7q4yVV143lTjoLrjuFJ9tAfRJqncxHQXe8Hemf2+PtxV6AGdA9cdwyPwuO6hw7ovdlz5MfvPLg+y6QBbQzXHcOj8Ljugw/o+Y3qgaNFOe+uPwy/DOid8cWmN9R9FL4+XHcMj8Ljug8+oPMHjuYBncY0+SDSekCXT/lcPA905QMDegiuO4ZH4XHd86v37bXw96+Onv9qFtBvXhut/HiP7S1upvtKpPpw3TE8Co/r3s4T6fsU0OoHw4+evnrl2R9O/3ltTz+XAX10c/zSxcvf1z4woIfgumN4FB7XvaUr0B7dhJ9M/unq8o6Fvf28eKDo4eobMD303ZhOgOuO4VF4XPcIAZ18+7unp9/S4899tLefl4+0P/xgmsy3Fpecax8Y0P1w3TE8Co/r3lZAj0xoNwFtZbu/qyZOjeeJRMF1x/Aku7WAHlVQA5p7nkgUXHcMT7KHH9DzLz788MM/Zfg5nAb0IFx3DI/C47q3ot6jgH7z7vIRpCtvHH5TegPaEK47hkfhcd2HfQU6fy/li/0o52Xo7u+qiVPjeSJRcN0xPMke8oNI5zeqb+Tx16f7yexCdPf7KRvQLHDdMTwKj+ve4hXoMQltN6C3pt/Ec8sb7t+8O/1ox9uBGtBMcN0xPAqP695mQI8oaKsBvX91/anzZ6P9L+U0oI3humN4FB7XfcgPIt3avOK8dei1SAa0IVx3DI/C47oPOKDVPaDrPwLpbs57QXd/V02cGs8TiYLrjuFJdnsBpe8D/e7VzVvs09v0BrRVuO4YHoXHdW8zoPB9oNOAbvwAj+1fMaB54bpjeBQe170ldQNKzROJguuO4Ul2K3CvQLF5IlFw3TE8yR7uK5EMaPdw3TE8Co/rbkANaEa47hgehcd1b/E+0KPwTSAGNIVH4bpjeBQe173NB5GOwTeBHA7o9gxoq3DdMTwKj+s+7EfhDWjHcN0xPAqP695qQA8ntNVXIr33+vZ+6hPp24TrjuFReFz39tSPKmibAW15u7+rJk6N54lEwXXH8CTbgBrQfHDdMTwKj+tuQA1oRrjuGB6Fx3VvTf24e0ENaO55IlFw3TE8yW75CvRAQQ1o7nkiUXDdMTzJbjegB/FNCAY0hUfhumN4FB7XvU11b8ID80Si4LpjeJLtTXgDmg+uO4ZH4XHdDagBzQjXHcOj8LjuLaobUGKeSBRcdwxPstsM6BH4JgADmsKjcN0xPAqP6976g0j7r0ENaO55IlFw3TE8ye4goHsKakBzzxOJguuO4Ul2y3DvA+14nkgUXHcMT7INqAHNB9cdw6PwuO4G1IBmhOuO4VF4XPeW1X0aU9fzRKLgumN4kt0q3EfhO58nEgXXHcOT7NavQPcm1IDmnicSBdcdw5PsTgK6s6AGNPc8kSi47hieZHfxPFAD2t08kSi47hieZBtQA5oPrjuGR+Fx3X0lkgHNCNcdw6PwuO6d3Ae6B9/kixvQFB6F647hUXhcdwNqQDPCdcfwKDyue+vqBrTbeSJRcN0xPMk2oAY0H1x3DI/C47p3EtDdETWgueeJRMF1x/Aku2X4gWcyGdDc80Si4LpjeJLd1RWoAe1mnkgUXHcMT7I7gHsTvsN5IlFw3TE8ye4moDvxTb6uAU3hUbjuGB6Fx3XvQN2XcnY5TyQKrjuGJ9kG1IDmg+uO4VF4XHcDakAzwnXH8Cg8rrv3gRrQjHDdMTwKj+tuQA1oRrjuGB6Fx3XvRN2AdjdPJAquO4Yn2QbUgOaD647hUXhcd2/CG9CMcN0xPAqP697Ro/C+EqmreSJRcN0xPMnuKqC+Fr6beSJRcN0xPMnu5ia8Ae1qnkgUXHcMT7K9AjWg+eC6Y3gUHtfdK1ADmhGuO4ZH4XHdDagBzQjXHcOj8LjuXakb0I7miUTBdcfwJNuAGtB8cN0xPAqP695dQJMFNaC554lEwXXH8CS7K3i6oAY09zyRKLjuGJ5kG1ADmg+uO4ZH4XHdDagBzQjXHcOj8LjuBtSAZoTrjuFReFx3A2pAM8J1x/AoPK57N+qjXS/nNKC554lEwXXH8CS704BuFdSA5p4nEgXXHcOTbANqQPPBdcfwKDyuuzfhDWhGuO4YHoXHdfcK1IBmhOuO4VF4XHcDakAzwnXH8Cg8rrsBNaAZ4bpjeBQe192AGtCMcN0xPAqP697lE+kNaAfzRKLgumN4km1ADWg+uO4YHoXHdTegzjnX980D2iqhzS++vd1Zb/J/Co3nlQgF1x3Dk+wu4YO6At39XTVxajxPJAquO4Yn2QbUgOaD647hUXhcdwNqQDPCdcfwKDyue8cB3SyoAc09TyQKrjuGJ9kdB3SjoAY09zyRKLjuGJ5kdwdPPZHJgOaeJxIF1x3Dk2wDakDzwXXH8Cg8rrsBNaAZ4bpjeBQe1937QA1oRrjuGB6Fx3XvPKDrCTWgueeJRMF1x/Aku/uArhbUgOaeJxIF1x3Dk2yfSG9A88F1x/AoPK67N+ENaEa47hgehcd19ya8Ac0I1x3Do/C47gbUgGaE647hUXhcdwNqQDPCdcfwKDyuOxHQlYIa0NzzRKLgumN4kt0pfKugBjT3PJEouO4YnmQbUAOaD647hkfhcd0NqAHNCNcdw6PwuO4G1IBmhOuO4VF4XHcDakAzwnXH8Cg8rrsBNaAZ4bpjeBQe192AGtCMcN0xPAqP625ADWhGuO4YHoXHde9a3YC2PE8kCq47hifZncN9KWer80Si4LpjeJINXIGu4pt8LQOawqNw3TE8Co/rbkANaEa47hgehcd19ya8Ac0I1x3Do/C47gbUgGaE647hUXhcdwNqQDPCdcfwKDyuuwE1oBnhumN4FB7X3YAa0Ixw3TE8Co/rTgTUd6RvcZ5IFFx3DE+yu4f7SqQ254lEwXXH8CTbgBrQfHDdMTwKj+tuQA1oRrjuGB6Fx3U3oAY0I1x3DI/C47obUAOaEa47hkfhcd0JdQPa4jyRKLjuGJ5kG1ADmg+uO4ZH4XHdDagBzQjXHcOj8Lju3gdqQDPCdcfwKDyuOxPQi4Qa0NzzRKLgumN4kk28lPOyoAY09zyRKLjuGJ5kQ1egBrSleSJRcN0xPMk2oAY0H1x3DI/C47obUAOaEa47hkfhcd0NqAHNCNcdw6PwuO7Yg0jzghrQ3PNEouC6Y3iSTV2BzgtqQHPPE4mC647hSbYBNaD54LpjeBQe192AGtCMcN0xPAqP625ADWhGuO4YHoXHdUfUDWh780Si4LpjeJJtQA1oPrjuGB6Fx3U3oAY0I1x3DI/C47p7H6gBzQjXHcOj8LjuBtSAZoTrjuFReFx3b8Ib0Ixw3TE8Co/rDqkb0LbmiUTBdcfwJJsK6ALf5IsY0BQeheuO4VF4XHcDakAzwnXH8Cg8rrsBNaAZ4bpjeBQe192AGtCMcN0xPAqP625ADWhGuO4YHoXHdTegBjQjXHcMj8LjuhtQA5oRrjuGR+Fx3Q2oAc0I1x3Do/C47twT6ef4Jl/EgKbwKFx3DI/C47r7SiQDmhGuO4ZH4XHdDagBzQjXHcOj8LjuBtSAZoTrjuFReFx3A2pAM8J1x/AoPK67ATWgGeG6Y3gUHtfdgBrQjHDdMTwKj+vuGyob0Ixw3TE8Co/rbkANaEa47hgehcd1N6AGNCNcdwyPwuO6cwGd45t8GQOawqNw3TE8Co/r7mvhDWhGuO4YHoXHdQcfha8iakBzzxOJguuO4Uk2GdCRAc0+TyQKrjuGJ9nehDeg+eC6Y3gUHtfdt7MzoBnhumN4FB7XnVLv29OYHv3x+nj87/528cEH0w/e+iTxgQHdD9cdw6PwuO6+lHO2h2+PZ/vL6oPv5x+8+OnWBwb0AFx3DI/C47p7BVrt0c3xS59MHv3f8Qu/nn50e/zyJ5OHN8cvf735gQE9ANcdw6PwuO4+janavcUV5p3xK5PJg+uzD75/u6rp2gcG9BBcdwyPwuO6+zSmyewC9J3Lj2YVnf3zFxsfGNBDcN0xPAqP6w7ehO9PQL9/e/UuztuLmt6r2rn2gQE9BNcdw6PwuO5oQPtyE/7B9Ze//pf/NB6/9PeT6nJ0cWu9+tW1D+af/IPFatOcc67ZFrfhs37J2kdO6/jB/FH4XxhQ51zvN8pf0Ppf6171BKavJ4/+WD0Kv9LMFz9d+2D9oN3XxU2uqhvPm3IUXHcMT7LR+0CXr+ist5wBnT9EdHv8ysErUAO6B647hkfhcd0x9T4E9N78dvs7D67vaqYBPQ2uO4ZH4XHd0YDSDyJdBnRx+3z2Lz4KXx+uO4ZH4XHdfRrTZOVxo3vVC46WT/lcPA905QMDegiuO4ZH4XHdfSJ9tduL68vbVSZ9JVJ9uO4YHoXHdfcKtNqD69X7Lc0fhV+8MH7x8ve1DwzoIbjuGB6Fx3U3oLPduz67N/SF2R2eD1ffgOmh78Z0Alx3DI/C47ob0PkeVu/6+V8+WX4wTeZbXyc+MKD74bpjeBQe192A1t3u76qJU+N5IlFw3TE8yTagBjQfXHcMj8LjusOvRDKgueeJRMF1x/Ak25dyGtB8cN0xPAqP625ADWhGuO4YHoXHdTegBjQjXHcMj8LjuhtQA5oRrjuGR+Fx3Q2oAc0I1x3Do/C47gbUgGaE647hUXhc99DvB2pAc8N1x/AoPK47p25AW5knEgXXHcOTbPgKtElCDWgKj8J1x/AoPK47H9D6BTWgKTwK1x3Do/C47vRNeK9AM88TiYLrjuFJNvwovFegmeeJRMF1x/Ak26cxGdB8cN0xPAqP625ADWhGuO4YHoXHdff9QA1oRrjuGB6Fx3U3oAY0I1x3DI/C47qT6r6hcgvzRKLgumN4ku19oAY0H1x3DI/C47obUAOaEa47hkfhcd0NqAHNCNcdw6PwuO4G1IBmhOuO4VF4XHf6pZxNvoIBTeFRuO4YHoXHdTegBjQjXHcMj8LjuhtQA5oRrjuGR+Fx3Q2oAc0I1x3Do/C47nRAfTu7zPNEouC6Y3iSjQfUt7PLOk8kCq47hifZBtSA5oPrjuFReFx3A2pAM8J1x/AoPK47/GYiBjT3PJEouO4YnmQbUAOaD647hkfhcd19OzsDmhGuO4ZH4XHd6ftAm3wFA5rCo3DdMTwKj+uOqftmIu3ME4mC647hSTYbUG/C554nEgXXHcOTbK9ADWg+uO4YHoXHdfc+UAOaEa47hkfhcd0NqAHNCNcdw6PwuO4G1IBmhOuO4VF4XHcDakAzwnXH8Cg8rrsBNaAZ4bpjeBQe192AGtCMcN0xPAqP604H1DdUzjxPJAquO4Yn2XhAfTORrPNEouC6Y3iSbUANaD647hgehcd1N6AGNCNcdwyPwuO6o+oGNP88kSi47hieZBtQA5oPrjuGR+Fx3Q2oAc0I1x3Do/C47v5IDwOaEa47hkfhcd0NqAHNCNcdw6PwuO70o/BNvoIBTeFRuO4YHoXHdTegBjQjXHcMj8LjuhtQA5oRrjuGR+Fx3Vl1A5p9nkgUXHcMT7INqAHNB9cdw6PwuO4G1IBmhOuO4VF4XHcDakAzwnXH8Cg8rjv9SqQmhxvQFB6F647hUXhcdwNqQDPCdcfwKDyuuzfhDWhGuO4YHoXHdTegBjQjXHcMj8LjuhtQA5oRrjuGR+Fx3Q2oAc0I1x3Do/C47gbUgGaE647hUXhcdwNqQDPCdcfwKDyuu09jMqAZ4bpjeBQe151/Q+X6xxvQFB6F647hUXhcdz6gviN91nkiUXDdMTzJhm/CG9DM80Si4LpjeJLtfaAGNB9cdwyPwuO6+yi8Ac0I1x3Do/C47gbUgGaE647hUXhcdwNqQDPCdcfwKDyuOx1Qn8aUeZ5IFFx3DE+yWXUfhc89TyQKrjuGJ9kG1IDmg+uO4VF4XHcDakAzwnXH8Cg8rrsBNaAZ4bpjeBQe192AGtCMcN0xPAqP625ADWhGuO4YHoXHdcfViw2oc87RG2XrnlegMzwK1x3Do/C47rh6sVegu7+r2kI55olEwXXH8CSbVjegeeeJRMF1x/Akm1Y3oHnniUTBdcfwJJtWN6B554lEwXXH8CTbpzEZ0Hxw3TE8Co/rzr8bkwHNOk8kCq47hifZeEDrH21AU3gUrjuGR+Fx3b0Jb0AzwnXH8Cg8rrsBNaAZ4bpjeBQe192AGtCMcN0xPAqP625ADWhGuO4YHoXHdTegBjQjXHcMj8LjuhtQA5oRrjuGR+Fx3Q2oAc0I1x3Do/C47gbUgGaE647hUXhcdwNqQDPCdcfwKDyuuwE1oBnhumN4FB7X3YAa0Ixw3TE8Co/rbkANaEa47hgehcd1N6AGNCNcdwyPwuO64+oGNO88kSi47hieZNPqBjTvPJEouO4YnmTT6gY07zyRKLjuGJ5k8/eB1i6oAU3hUbjuGB6Fx3XvQ0DrFtSApvAoXHcMj8LjuhtQA5oRrjuGR+Fx3Q2oAc0I1x3Do/C47j0IaO2DDWgKj8J1x/AoPK47qt7o+tOApvEoXHcMj8LjuhtQA5oRrjuGR+Fx3XsQUJ/GlHOeSBRcdwxPsnsQUB9EyjhPJAquO4Yn2T0IaN3DDWgKj8J1x/AoPK57HwLqFWjGeSJRcN0xPMlG1b0CzT5PJAquO4Yn2T0IqFegGeeJRMF1x/Ak24Aa0Hxw3TE8Co/rbkANaEa47hgehcd178FLOQ1oznkiUXDdMTzJLljdgKbwKFx3DI/C47qXrG5AU3gUrjuGR+Fx3UtWN6ApPArXHcOj8LjuJasb0BQeheuO4VF4XPeS1Q1oCo/CdcfwKDyue8nqBjSFR+G6Y3gUHte9ZHUDmsKjcN0xPAqP616yugFN4VG47hgehcd1L1ndgKbwKFx3DI/C47qXrG5AU3gUrjuGR+Fx3UtWN6ApPArXHcOj8LjuJasb0BQeheuO4VF4XPeS1Q1oCo/CdcfwKDyue8nqBjSFR+G6Y3gUHte9ZHUDmsKjcN0xPAqP616yugFN4VG47hgehcd1L1ndgKbwKFx3DI/C47qXrG5AU3gUrjuGR+Fx3UtWN6ApPArXHcOj8LjuJasb0BQeheuO4VF4XPeS1Q1oCo/CdcfwKDyue8nqBjSFR+G6Y3gUHte9ZHUDmsKjcN0xPAqP616yugFN4VG47hgehcd1L1ndgKbwKFx3DI/C47qXrG5AU3gUrjuGR+Fx3UtWN6ApPArXHcOj8LjuJasb0BQeheuO4VF4XPeS1Q1oCo/CdcfwKDyue8nqBjSFR+G6Y3gUHte9ZHUDmsKjcN0xPAqP616yugFN4VG47hgehcd1L1ndgKbwKFx3DI/C47qXrM4GdNd+8AP6O+Cme8wFdh+QugHFp3vMBXYfkLoBxad7zAV2H5C6AcWne8wFdh+QugHFp3vMBXYfkLoBxad7zAV2H5C6AcWne8wFdh+QugHFp3vMBXYfkHpPAuqcc+XNgDrnXM0ZUOecqzkD6pxzNWdAnXOu5gyoc87VnAF1zrmaM6DOOVdzbED/9a/G4xf+69fzDx59cH08fusT9BvqcGvu033/9ivgd9Pt1tz/9a+nHwT9c9/8SzDsbdk+uP5y6e5oQO+MZ3vp0+qD79+effDip+R31N3W3KvdHocJ6Jr7H+cfvPBr+rvqZmvuW38JBr0t20c3xwa0wR5cf+FvJ5OHfzUvx+3xy59MHg7gP+lRW3ef/l26PQ4T0DX3e+PZBzeD/D/nmvvmX4Jhb9t2WtTiz3YyoLfHv6j+8eB6de7M/3d6HRrjUmTNfX7jJsZpNFl3n16EvFN9ML398Q77XXWztT/3jb8EA9+W7YPrBjTHvn+7+i96Z9GPO/P/zEE2d6/+r/gv/yVMQBebuS/+A1ycXkF2ob31weB3YTv9/86/8T7QDJvfk3x7cQVyL1RHFvei33np74OJTzYfQYgV0DX3ATyUcsIubG+PXxmAOR/Qf7lepfPRzcVN9wH8Nz1+c/f5ogV01T3OXTfzrbmv/4cY+i5s701vvg/gZKcDens8fuHvJzEDunSfL1ZA190v78GJsDX3zf8Qw96l7ez/MQdwssMBffS//vP18Qv/bS2gUe4QunCfL1RAN9yrx+LDXICuuW/+hxj2Vmxnd9kY0Bz71+qiPuIV6GThPl+ogFZbdb/+QqBbsZM1940PBr+57Z3Z4+8DONl7ENDZvSFBAzpzX/5bsIBeut8JdP252L3VJ/DcK//ZPCdsfufn7E98ACd7HwI6+88Y81H4lb9CwcQnl+5/jNfP6A/DL16UNICXHoIBXT6Hev73Z/n8zxjPA113ny1MQDfcH92O8lLGyYZ74i/BgLdma0BzbPnq79k/w70S6ZW1fwYK6Ib77VC3X9fc9En3iwAABVNJREFUt/8SDHkJ2wH8Pwf7WvjxX349eTS/BTf9P6iXQr0WfsV9tjgBXXO/E+QPfLE19+2/BENewtaANtu9xRvxzC7tH8Z6N6Y19/kvRAnoqvviPbjGYd4KYO3PfesvwaC3bWtAG+7h6ltBPvxg+l/3rdL/gx69hxtvgxkooCvu98bBArrxdz7Ue6Fu2RpQ55yLOwPqnHM1Z0Cdc67mDKhzztWcAXXOuZozoM45V3MG1Dnnas6AOudczRlQ55yrOQPqnHM1Z0Cdc67mDKhzztWcAXXOuZozoK4H++LdH45Go8d/9tGO3781evKry3/s+F3nOp8BdfjOb4yWez5dwuMC+tmf2VHX7Qyoo7fSz9GOa8mjAuqFqOt8BtTROxuNrrz55fRfvv3d1dHo56lPOaqNBtR1PgPq4E0vQB9b3vd5/2qDezkNqOt8BtTB++7V0VMXH9waPfZx4nMMqOvnDKiDN70CfWr7V794d3pzfvT0G/Mkrt3LOS3utfPf/XA0enz1d8/m96Fem17EXpv96lqYl5sfO/3ST7y/+JVvZqBn3r/47fkvn6VL7tzaDKijN03fjzYuHc9/s3xQ6YmPq483A/rnr2397jKg09+dX4hOS7p9f+r0d390Y/Xhqs/WQAbUnTYD6uhNqzUaPfvLL1d+6Wz+hKZvpp2cXUVuBnR05S++mnwzLeG1rd+d/uPKr+ZfI5HAGeu5L2eFrr5ydafrR9Ng/3b+oQF1p82AOnzL5zE9/cYiohe3vpeXk1sB/fniuO3fndyd/276noHq2Pkvzzt70cn5na8G1J02A+p6sPk9ntUN6dnj8XcXF5GzR+g/nmwH9MnlnZ/bv7usb/IWfPWbizDOP+1sSbr47WvzfzOg7pgZUNePnf/ze9XLOdd6lk7k5aNDZ6mALo5JF3DlkaXZp08vV68894fV37629qWd2zsD6vqz6q7Ii259+8WHVVKTAb02/5R0QGe34dO34FeOXXR2/mjV44s7DwyoO20G1PVpZ4u7Nz/74fLR8dMDOrvKTN+Cr35v+cuLgz//8eLOg/cnBtSdOgPq4K09d35esPmjSk+//j++3HET/tr8s9MBnf3L3XQAt65Aq30xu/OgKqsBdafNgDp4Z6uvf58/Df7s4m2ZagW0egzqVvIW/HpAV164VN15MP3w8rd3vCTKubUZUAdv2syL18JPuzW//3LRtuWD5qcFtHq2/KvpdyW5fAR/9lVW7imdFfPiMablw//O7Z0BdfRuVc9trx4JP//8tdl14GVAz+rcB1r92+NX0/2rngd6bfE58+eBXj5hapV8d2RA3REzoI7e7NVBy816trgJ/8Vry184KqBVDM9nj6ZP83f5TKeL2+wXrB99Nfnm3fmvTz++8mb1mqcb8zsSpp/+5EeT2avlDag7PAPq8K28o/ITs+vB7xYvdR8999t5144KaJXNeTcvXquUCuizi+fsz3/5/tUl+trqt/Lkbw2oO2IG1PVg37z3dHWx+czyLZJmb7ZUPcN9cafkUQGdfDaN4VMrz6Wff8pmQK9VV5+j55Z3u57/rkI//vyXK+TH3/RReHfUDKgb4M4uH4P/7tVrK7+x8ii8c81nQN3wNr0hfvEY/P2rqw/HG1CXdQbUDW/3Lx+DP7+xdlPcgLqsM6BucPvmxmUl7z+z9rPmDajLOgPqBraz0Z6nIBlQl3UG1A1sd5fvKpqaAXVZZ0Cdc67mDKhzztWcAXXOuZozoM45V3MG1Dnnas6AOudczRlQ55yrOQPqnHM1Z0Cdc67mDKhzztWcAXXOuZozoM45V3MG1Dnnas6AOudczf1/oKwUqwJAax0AAAAASUVORK5CYII=)
ggplot(data,mapping=aes(x=S,y=T,color=D)) +
geom_point() +
ggtitle("T(S) Profile",data$CAST) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Salinity, psu") +
ylab("Temperature, C") +
scale_color_viridis_c(guide=guide_colorbar(barheight=15))
![](data:image/png;base64,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)
ggplot(NULL) +
geom_path(data = data, aes(x = T, color = "Insitu Temp")) +
geom_path(data = NULL, aes(x = data_pt, color = "Potential Temp")) +
aes(y = data$D*-1) +
ggtitle("In-situ Temp vs Potential Temperature", data$CAST) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("T and PT, C") +
ylab("Depth, m") +
labs(colour = "Unit")
![](data:image/png;base64,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)
ggplot(NULL) +
geom_path(data = NULL, aes(x = data_SA, y = data_r0)) +
ggtitle("Absolute Salinity and Potential Density Profile", data$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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)
ggplot(NULL) +
geom_path(data = NULL, aes(x=binPTemp,y=-binDepth)) +
ggtitle("Potential Temperature Profile with MLD_T",data$CAST) +
annotation_spatial_hline(intercept = -MLD_T_TEST, color="red") +
annotation_spatial_vline(intercept = MLD_T_TEST_Ptemp_Avg,color = "blue") +
annotation_spatial_hline(intercept = -data_N2_min, color = "green") +
ylim(-(MLD_T_TEST + 50), 0)+
xlim(-2, 6) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Potential Temperature [C]") +
ylab("Depth, [m]") +
labs(caption = "Red = MLD from Temperature Threshold, Green = N2 Minimum, Blue = Average Potential Temperature above the MLD")
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
![](data:image/png;base64,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)
ggplot(NULL) +
geom_path(data = NULL,aes(x=binSA,y=-binDepth)) +
ggtitle("Absolute Salinity Profile with MLD_T",data$CAST) +
annotation_spatial_hline(intercept = -MLD_T_TEST, color = "red") +
annotation_spatial_vline(intercept = MLD_T_TEST_SA_Avg,color = "blue") +
annotation_spatial_hline(intercept = -data_N2_min, color = "green")+
ylim(-(MLD_T_TEST + 50), 0)+
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Absolute Salinity [g/kg]") +
ylab("Depth [m]") +
labs(caption = "Red = MLD from Temperature Threshold, Green = N2 Minimum, Blue = Average Absolute Salinity above the MLD")
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
![](data:image/png;base64,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)
ggplot(NULL) +
geom_path(data = NULL,aes(x=binPDen,y=-binDepth)) +
ggtitle("Potential Density Profile with MLD_T",data$CAST) +
annotation_spatial_hline(intercept = -MLD_T_TEST, color = "red") +
annotation_spatial_vline(intercept = MLD_T_TEST_Pden_Avg,color = "blue") +
annotation_spatial_hline(intercept = -data_N2_min, color = "green") +
ylim(-(MLD_T_TEST + 50), 0)+
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Potential Density [kg/m^3]") +
ylab("Depth [m]") +
labs(caption = "Red = MLD from Temperature Threshold, Green = N2 Minimum, Blue = Average Potential Density above the MLD")
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
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)
ggplot(NULL) +
geom_path(data = NULL, aes(x=binPTemp,y=-binDepth)) +
ggtitle("Potential Temperature Profile with MLD_D",data$CAST) +
annotation_spatial_hline(intercept = -MLD_D_TEST, color = "red") +
annotation_spatial_vline(intercept = MLD_D_TEST_Ptemp_Avg,color = "blue") +
annotation_spatial_hline(intercept = -data_N2_min, color = "green") +
ylim(-(MLD_D_TEST + 50), 0)+
xlim(-2, 6) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Potential Temperature [C]") +
ylab("Depth, [m]") +
labs(caption = "Red = MLD from Density Threshold, Green = N2 Minimum, Blue = Average Potential Temperature above the MLD")
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
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)
ggplot(NULL) +
geom_path(data = NULL,aes(x=binSA,y=-binDepth)) +
ggtitle("Absolute Salinity Profile with MLD_D",data$CAST) +
annotation_spatial_hline(intercept = -MLD_D_TEST, color = "red") +
annotation_spatial_vline(intercept = MLD_D_TEST_SA_Avg,color = "blue") +
annotation_spatial_hline(intercept = -data_N2_min, color = "green") +
ylim(-(MLD_D_TEST + 50), 0)+
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Absolute Salinity [g/kg]") +
ylab("Depth [m]") +
labs(caption = "Red = MLD from Density Threshold, Green = N2 Minimum, Blue = Average Absolute Salinity above the MLD")
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
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)
ggplot(NULL) +
geom_path(data = NULL,aes(x=binPDen,y=-binDepth)) +
ggtitle("Potential Density Profile with MLD_D",data$CAST) +
annotation_spatial_hline(intercept = -MLD_D_TEST, color = "red") +
annotation_spatial_vline(intercept = MLD_D_TEST_Pden_Avg,color = "blue") +
annotation_spatial_hline(intercept = -data_N2_min, color = "green") +
ylim(-(MLD_D_TEST + 50), 0)+
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Potential Density [kg/m^3]") +
ylab("Depth [m]") +
labs(caption = "Red = MLD from Density Threshold, Green = N2 Minimum, Blue = Average Potential Density above the MLD")
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
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)
ggplot(NULL) +
geom_path(data = NULL, aes(x = data_N2$N2[1:length(which(data$D < 200))], y = -data$D[1:length(which(data$D < 200))])) +
ggtitle("Near Surface (<200m) N2",data$CAST) +
theme(plot.title = element_text(hjust = 0.5)) +
ylab("Depth [m]") +
xlab("N2")
![](data:image/png;base64,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)
rm(data,Depth,Temp,Salt,maxDepth,binDepth,binSalt,binTemp,binDepth,binPTemp,binSA,binPres,binCT,binPDen,data_p,data_SA,data_pt,data_CT,data_r0,data,r1,data_N2,data_N2_min,SST,SSPDen,MLD_T_1,MLD_T_2,MLD_D_1,MLD_D_2,a)
# Mixed Layer Depth And Fresh Water Loop.
# For loop that calculates the MLD and MLD properties from both a temperature and density threshold method. Also measures freshwater content. Then updates the results to the BTMALL data.frame and splits the data.frame by year.
# Additional values can be recorded with this structure by adding a blank vector before the loop, adding '[i]' to the value to be recorded, and removing the variable from the rm() command.
MLD_T = vector()
MLD_T_Ptemp_Avg = vector()
MLD_T_Ptemp_Sd = vector()
MLD_T_SA_Avg = vector()
MLD_T_SA_Sd = vector()
MLD_T_Pden_Avg = vector()
MLD_T_Pden_Sd = vector()
MLD_D = vector()
MLD_D_Ptemp_Avg = vector()
MLD_D_Ptemp_Sd = vector()
MLD_D_SA_Avg = vector()
MLD_D_SA_Sd = vector()
MLD_D_Pden_Avg = vector()
MLD_D_Pden_Sd = vector()
N2_min = vector()
fresh = vector()
for (i in BTMALL_idx) {
rm(data,Depth,Temp,Salt,maxDepth,binDepth,binSalt,binTemp,binDepth,binPTemp,binSA,binPres,binCT,binPDen,data_p,data_SA,data_pt,data_CT,data_r0,data,r1,data_N2,data_N2_min,SST,SSPDen,MLD_T_1,MLD_T_2,MLD_D_1,MLD_D_2,a)
data = filter(OMGALL,CAST == OMGALL$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)
binPTemp = gsw_pt_from_t(binSalt,binTemp,binDepth,0)
binSA = gsw_SA_from_SP(binSalt, binDepth, data$LON, data$LAT)
binPres = gsw_p_from_z(binDepth*-1,latitude = data$LAT)
binCT = gsw_CT_from_t(binSA,binTemp,binPres)
binPDen = gsw_sigma0(binSA,binCT)
data_p = gsw_p_from_z(data$D*-1,latitude = data$LAT)
data_SA = gsw_SA_from_SP(data$S, data_p, data$LON, data$LAT)
data_pt = gsw_pt_from_t(data_SA, data$T, data_p,0)
data_CT = gsw_CT_from_t(data_SA, data$T,data_p)
data_r0 = gsw_sigma0(data_SA, data_CT)
data_r1 = gsw_sigma1(data_SA, data_CT)
data_N2 = gsw_Nsquared(data_SA,data_CT,data_p,latitude = data$LAT)
data_N2_min = data$D[which(data_N2$N2 == min(data_N2$N2, na.rm = TRUE))]
N2_min[i] = data_N2_min
SST = binTemp[1]
SSPDen = binPDen[1]
a = binDepth[which(binTemp <= (SST - temp_crit))]
MLD_T_1 = a[1]
a = binDepth[which(binTemp >= (SST + temp_crit))]
MLD_T_2 = a[1]
MLD_T[i] = min(c(MLD_T_1,MLD_T_2),na.rm = TRUE)
if (MLD_T[i] == Inf) {
MLD_T[i] = NA
}
if (is.na(MLD_T[i]) == FALSE) {
MLD_T_Ptemp_Avg[i] = mean(binPTemp[1:MLD_T[i]])
MLD_T_Ptemp_Sd[i] = sd(binPTemp[1:MLD_T[i]])
MLD_T_SA_Avg[i] = mean(binSA[1:MLD_T[i]])
MLD_T_SA_Sd[i] = sd(binSA[1:MLD_T[i]])
MLD_T_Pden_Avg[i] = mean(binPDen[1:MLD_T[i]])
MLD_T_Pden_Sd[i] = sd(binPDen[1:MLD_T[i]])
}
if (is.na(MLD_T[i]) == TRUE) {
MLD_T_Ptemp_Avg[i] = NA
MLD_T_Ptemp_Sd[i] = NA
MLD_T_SA_Avg[i] = NA
MLD_T_SA_Sd[i] = NA
MLD_T_Pden_Avg[i] = NA
MLD_T_Pden_Sd[i] = NA
}
a = binDepth[which(binPDen <= SSPDen*pden_crit - SSPDen)]
MLD_D_1 = a[1]
a = binDepth[which(binPDen >= SSPDen*pden_crit + SSPDen)]
MLD_D_2 = a[1]
MLD_D[i] = min(c(MLD_D_1,MLD_D_2), na.rm = TRUE)
if (MLD_D[i] == Inf) {
MLD_D[i] = NA
}
if (is.na(MLD_D[i]) == FALSE) {
MLD_D_Ptemp_Avg[i] = mean(binPTemp[1:MLD_D[i]])
MLD_D_Ptemp_Sd[i] = sd(binPTemp[1:MLD_D[i]])
MLD_D_SA_Avg[i] = mean(binSA[1:MLD_D[i]])
MLD_D_SA_Sd[i] = sd(binSA[1:MLD_D[i]])
MLD_D_Pden_Avg[i] = mean(binPDen[1:MLD_D[i]])
MLD_D_Pden_Sd[i] = sd(binPDen[1:MLD_D[i]])
}
if (is.na(MLD_D[i]) == TRUE) {
MLD_D_Ptemp_Avg[i] = NA
MLD_D_Ptemp_Sd[i] = NA
MLD_D_SA_Avg[i] = NA
MLD_D_SA_Sd[i] = NA
MLD_D_Pden_Avg[i] = NA
MLD_D_Pden_Sd[i] = NA
}
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)
}
BTMALL$MLD_T = MLD_T[BTMALL_idx]
BTMALL$MLD_D = MLD_D[BTMALL_idx]
BTMALL$MLD_T_Ptemp_Avg = MLD_T_Ptemp_Avg[BTMALL_idx]
BTMALL$MLD_T_Ptemp_Sd = MLD_T_Ptemp_Sd[BTMALL_idx]
BTMALL$MLD_T_SA_Avg = MLD_T_SA_Avg[BTMALL_idx]
BTMALL$MLD_T_SA_Sd = MLD_T_SA_Sd[BTMALL_idx]
BTMALL$MLD_T_Pden_Avg = MLD_T_Pden_Avg[BTMALL_idx]
BTMALL$MLD_T_Pden_Sd = MLD_T_Pden_Sd[BTMALL_idx]
BTMALL$MLD_D_Ptemp_Avg = MLD_D_Ptemp_Avg[BTMALL_idx]
BTMALL$MLD_D_Ptemp_Sd = MLD_D_Ptemp_Sd[BTMALL_idx]
BTMALL$MLD_D_SA_Avg = MLD_D_SA_Avg[BTMALL_idx]
BTMALL$MLD_D_SA_Sd = MLD_D_SA_Sd[BTMALL_idx]
BTMALL$MLD_D_Pden_Avg = MLD_D_Pden_Avg[BTMALL_idx]
BTMALL$MLD_D_Pden_Sd = MLD_D_Pden_Sd[BTMALL_idx]
BTMALL$N2_min = N2_min[BTMALL_idx]
BTMALL$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",]
# MLD Analysis
# DISCUSSION: I decided to calculate MLD from both a temperature threshold and a density threshold. From my observations, the MLD_T is a much better indication of the near surface mixed layer present in my region. I wanted to retain the MLD_D though, as sigma*0.125 is derived from the subtropical mode water of the North Atlantic (Levitus 1982). I figured this value could be useful for analyzing changes in the intruding Atlantic water as any value below MLD_D should be water primarily from this source.
# I should note, MLD_D is not available for about half of the profiles (154/310). This is not a bug, the reason is that there is no value at which pden == pden[1]*1.125 for these profiles. This could be a finding as well, as I think that it means that Atlantic water is not present, or at least not significantly strong in the region. This could also indicate that the profiles are very shallow. I intend to plot these unique profiles on a map to find correlation. As the MLD_D is incomplete and not indicative of the near surface mixed layer in my region, I will only be plotting MLD property trends from MLD_T data.
# UPDATE TO DISCUSSION: I find no obvious visual correlation in the spatial distribution or the depth distribution for the casts with no MLD_D value. Perhaps this is just a bad definition for MLD in my region. Or perhaps the water in region is not prominently from the subtropical mode water.
MLD_T_Avg_2021 = mean(BTM2021$MLD_T,na.rm = TRUE)
MLD_T_Avg_2020 = mean(BTM2020$MLD_T,na.rm = TRUE)
MLD_T_Avg_2019 = mean(BTM2019$MLD_T,na.rm = TRUE)
MLD_T_Avg_2018 = mean(BTM2018$MLD_T,na.rm = TRUE)
MLD_T_Avg_2017 = mean(BTM2017$MLD_T,na.rm = TRUE)
MLD_T_Sd_2021 = sd(BTM2021$MLD_T,na.rm = TRUE)
MLD_T_Sd_2020 = sd(BTM2020$MLD_T,na.rm = TRUE)
MLD_T_Sd_2019 = sd(BTM2019$MLD_T,na.rm = TRUE)
MLD_T_Sd_2018 = sd(BTM2018$MLD_T,na.rm = TRUE)
MLD_T_Sd_2017 = sd(BTM2017$MLD_T,na.rm = TRUE)
MLD_T_Med_2021 = median(BTM2021$MLD_T,na.rm = TRUE)
MLD_T_Med_2020 = median(BTM2020$MLD_T,na.rm = TRUE)
MLD_T_Med_2019 = median(BTM2019$MLD_T,na.rm = TRUE)
MLD_T_Med_2018 = median(BTM2018$MLD_T,na.rm = TRUE)
MLD_T_Med_2017 = median(BTM2017$MLD_T,na.rm = TRUE)
date_vec = c(mean(BTM2017$DATE),mean(BTM2018$DATE),mean(BTM2019$DATE),mean(BTM2020$DATE),mean(BTM2021$DATE))
MLD_T_Avg_Vec = c(MLD_T_Avg_2017,MLD_T_Avg_2018,MLD_T_Avg_2019,MLD_T_Avg_2020,MLD_T_Avg_2021)
MLD_T_Med_Vec = c(MLD_T_Med_2017,MLD_T_Med_2018,MLD_T_Med_2019,MLD_T_Med_2020,MLD_T_Med_2021)
MLD_T_Sd_Vec = c(MLD_T_Sd_2017,MLD_T_Sd_2018,MLD_T_Sd_2019,MLD_T_Sd_2020,MLD_T_Sd_2021)
MLD_T_DATA = data.frame(MLD_T_Avg_Vec,MLD_T_Med_Vec,MLD_T_Sd_Vec)
MLD_T_Ptemp_Avg_2021 = mean(BTM2021$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Avg_2020 = mean(BTM2020$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Avg_2019 = mean(BTM2019$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Avg_2018 = mean(BTM2018$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Avg_2017 = mean(BTM2017$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Sd_2021 = sd(BTM2021$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Sd_2020 = sd(BTM2020$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Sd_2019 = sd(BTM2019$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Sd_2018 = sd(BTM2018$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Sd_2017 = sd(BTM2017$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Med_2021 = median(BTM2021$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Med_2020 = median(BTM2020$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Med_2019 = median(BTM2019$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Med_2018 = median(BTM2018$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Med_2017 = median(BTM2017$MLD_T_Ptemp_Avg,na.rm = TRUE)
MLD_T_Ptemp_Avg_Vec = c(MLD_T_Ptemp_Avg_2017,MLD_T_Ptemp_Avg_2018,MLD_T_Ptemp_Avg_2019,MLD_T_Ptemp_Avg_2020,MLD_T_Ptemp_Avg_2021)
MLD_T_Ptemp_Sd_Vec = c(MLD_T_Ptemp_Sd_2017,MLD_T_Ptemp_Sd_2018,MLD_T_Ptemp_Sd_2019,MLD_T_Ptemp_Sd_2020,MLD_T_Ptemp_Sd_2021)
MLD_T_Ptemp_Med_Vec = c(MLD_T_Ptemp_Med_2017,MLD_T_Ptemp_Med_2018,MLD_T_Ptemp_Med_2019,MLD_T_Ptemp_Med_2020,MLD_T_Ptemp_Med_2021)
MLD_T_SA_Avg_2021 = mean(BTM2021$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Avg_2020 = mean(BTM2020$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Avg_2019 = mean(BTM2019$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Avg_2018 = mean(BTM2018$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Avg_2017 = mean(BTM2017$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Sd_2021 = sd(BTM2021$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Sd_2020 = sd(BTM2020$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Sd_2019 = sd(BTM2019$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Sd_2018 = sd(BTM2018$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Sd_2017 = sd(BTM2017$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Med_2021 = median(BTM2021$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Med_2020 = median(BTM2020$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Med_2019 = median(BTM2019$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Med_2018 = median(BTM2018$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Med_2017 = median(BTM2017$MLD_T_SA_Avg,na.rm = TRUE)
MLD_T_SA_Avg_Vec = c(MLD_T_SA_Avg_2017,MLD_T_SA_Avg_2018,MLD_T_SA_Avg_2019,MLD_T_SA_Avg_2020,MLD_T_SA_Avg_2021)
MLD_T_SA_Sd_Vec = c(MLD_T_SA_Sd_2017,MLD_T_SA_Sd_2018,MLD_T_SA_Sd_2019,MLD_T_SA_Sd_2020,MLD_T_SA_Sd_2021)
MLD_T_SA_Med_Vec = c(MLD_T_SA_Med_2017,MLD_T_SA_Med_2018,MLD_T_SA_Med_2019,MLD_T_SA_Med_2020,MLD_T_SA_Med_2021)
MLD_T_Pden_Avg_2021 = mean(BTM2021$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Avg_2020 = mean(BTM2020$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Avg_2019 = mean(BTM2019$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Avg_2018 = mean(BTM2018$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Avg_2017 = mean(BTM2017$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Sd_2021 = sd(BTM2021$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Sd_2020 = sd(BTM2020$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Sd_2019 = sd(BTM2019$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Sd_2018 = sd(BTM2018$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Sd_2017 = sd(BTM2017$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Med_2021 = median(BTM2021$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Med_2020 = median(BTM2020$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Med_2019 = median(BTM2019$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Med_2018 = median(BTM2018$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Med_2017 = median(BTM2017$MLD_T_Pden_Avg,na.rm = TRUE)
MLD_T_Pden_Avg_Vec = c(MLD_T_Pden_Avg_2017,MLD_T_Pden_Avg_2018,MLD_T_Pden_Avg_2019,MLD_T_Pden_Avg_2020,MLD_T_Pden_Avg_2021)
MLD_T_Pden_Sd_Vec = c(MLD_T_Pden_Sd_2017,MLD_T_Pden_Sd_2018,MLD_T_Pden_Sd_2019,MLD_T_Pden_Sd_2020,MLD_T_Pden_Sd_2021)
MLD_T_Pden_Med_Vec = c(MLD_T_Pden_Med_2017,MLD_T_Pden_Med_2018,MLD_T_Pden_Med_2019,MLD_T_Pden_Med_2020,MLD_T_Pden_Med_2021)
ggplot(NULL) +
geom_point(data = BTMALL, aes(x = MLD_T, y = MLD_T_Ptemp_Avg)) +
ggtitle("Scatter Plot of MLD_T vs MLD_T_Ptemp_Avg") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Mixed Layer Depth (from Temperature)") +
ylab("Average Potential Temperature above the MLD [C]")
![](data:image/png;base64,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)
ggplot(NULL) +
geom_point(data = BTMALL, aes(x = MLD_T, y = MLD_T_SA_Avg)) +
ggtitle("Scatter Plot of MLD_T vs MLD_T_SA_Avg") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Mixed Layer Depth (from Temperature)") +
ylab("Average Absolute Salinity above the MLD [g/kg]")
![](data:image/png;base64,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)
ggplot(NULL) +
geom_point(data = BTMALL, aes(x = MLD_T, y = MLD_T_Pden_Avg)) +
ggtitle("Scatter Plot of MLD_T vs MLD_T_Pden_Avg") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Mixed Layer Depth (from Temperature)") +
ylab("Average Potential Density above the MLD [kg/m^3]")
![](data:image/png;base64,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)
ggplot(NULL) +
geom_point(data = BTMALL, aes(x = MLD_D, y = MLD_D_Ptemp_Avg)) +
ggtitle("Scatter Plot of MLD_D vs MLD_D_Ptemp_Avg") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Mixed Layer Depth (from Density)") +
ylab("Average Potential Temperature above the MLD [C]")
![](data:image/png;base64,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)
ggplot(NULL) +
geom_point(data = BTMALL, aes(x = MLD_D, y = MLD_D_SA_Avg)) +
ggtitle("Scatter Plot of MLD_D vs MLD_D_SA_Avg") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Mixed Layer Depth (from Density)") +
ylab("Average Absolute Salinity above the MLD [g/kg]")
![](data:image/png;base64,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)
ggplot(NULL) +
geom_point(data = BTMALL, aes(x = MLD_D, y = MLD_D_Pden_Avg)) +
ggtitle("Scatter Plot of MLD_D vs MLD_D_Pden_Avg") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Mixed Layer Depth (from Density)") +
ylab("Average Potential Density above the MLD [kg/m^3]")
![](data:image/png;base64,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)
ggplot(NULL, aes(x = date_vec, y = MLD_T_Avg_Vec)) +
geom_path(data = NULL,aes(x = date_vec, y = MLD_T_Avg_Vec), color = "red") +
geom_point(data = NULL,aes(x = date_vec, y = MLD_T_Avg_Vec), color = "red", size = 4) +
geom_path(data = NULL,aes(x = date_vec, y = MLD_T_Med_Vec), color = "green") +
geom_point(data = NULL,aes(x = date_vec, y = MLD_T_Med_Vec), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$MLD_T),alpha = 0.1) +
geom_errorbar(aes(ymin = MLD_T_Avg_Vec - MLD_T_Sd_Vec, ymax = MLD_T_Avg_Vec + MLD_T_Sd_Vec),width = 50) +
ggtitle("Mixed Layer Depth from Temperature in Region 3") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("MLD_T [m]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median")
![](data:image/png;base64,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)
ggplot(NULL, aes(x = date_vec, y = MLD_T_Ptemp_Avg_Vec)) +
geom_path(data = NULL,aes(x = date_vec, y = MLD_T_Ptemp_Avg_Vec), color = "red") +
geom_point(data = NULL,aes(x = date_vec, y = MLD_T_Ptemp_Avg_Vec), color = "red", size = 4) +
geom_path(data = NULL,aes(x = date_vec, y = MLD_T_Ptemp_Med_Vec), color = "green") +
geom_point(data = NULL,aes(x = date_vec, y = MLD_T_Ptemp_Med_Vec), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$MLD_T_Ptemp_Avg),alpha = 0.1) +
geom_errorbar(aes(ymin = MLD_T_Ptemp_Avg_Vec - MLD_T_Ptemp_Sd_Vec, ymax = MLD_T_Ptemp_Avg_Vec + MLD_T_Ptemp_Sd_Vec),width = 50) +
ggtitle("Potential Temperature above MLD in Region 3") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Potential Temperature above the MLD [C]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median")
![](data:image/png;base64,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)
ggplot(NULL, aes(x = date_vec, y = MLD_T_SA_Avg_Vec)) +
geom_path(data = NULL,aes(x = date_vec, y = MLD_T_SA_Avg_Vec), color = "red") +
geom_point(data = NULL,aes(x = date_vec, y = MLD_T_SA_Avg_Vec), color = "red", size = 4) +
geom_path(data = NULL,aes(x = date_vec, y = MLD_T_SA_Med_Vec), color = "green") +
geom_point(data = NULL,aes(x = date_vec, y = MLD_T_SA_Med_Vec), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$MLD_T_SA_Avg),alpha = 0.1) +
geom_errorbar(aes(ymin = MLD_T_SA_Avg_Vec - MLD_T_SA_Sd_Vec, ymax = MLD_T_SA_Avg_Vec + MLD_T_SA_Sd_Vec),width = 50) +
ggtitle("Absolute Salinity above the MLD in Region 3") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Absolute Salinity above the MLD [g/kg]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median")
![](data:image/png;base64,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)
ggplot(NULL, aes(x = date_vec, y = MLD_T_Pden_Avg_Vec)) +
geom_path(data = NULL,aes(x = date_vec, y = MLD_T_Pden_Avg_Vec), color = "red") +
geom_point(data = NULL,aes(x = date_vec, y = MLD_T_Pden_Avg_Vec), color = "red", size = 4) +
geom_path(data = NULL,aes(x = date_vec, y = MLD_T_Pden_Med_Vec), color = "green") +
geom_point(data = NULL,aes(x = date_vec, y = MLD_T_Pden_Med_Vec), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$MLD_T_Pden_Avg),alpha = 0.1) +
geom_errorbar(aes(ymin = MLD_T_Pden_Avg_Vec - MLD_T_Pden_Sd_Vec, ymax = MLD_T_Pden_Avg_Vec + MLD_T_Pden_Sd_Vec),width = 50) +
ggtitle("Potential Density above the MLD in Region 3") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Potential Density above the MLD [kg/m^3]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median")
![](data:image/png;base64,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)
NO_MLD_D = BTMALL[which(is.na(MLD_D[BTMALL_idx])),]
basemap(limits = c(-71,-51,71,77),rotate = TRUE, bathymetry = FALSE, glaciers = FALSE) +
ggtitle("CTDs with no MLD_D Value", "Test inconclusive.") +
theme(plot.title = element_text(hjust = 0.5)) +
geom_spatial_point(data = NO_MLD_D, aes(x = LON, y = LAT, color = D))
## Using lon and lat as longitude and latitude columns, respectively.
## projection transformed from +init=epsg:4326 to +proj=stere +lat_0=90 +lat_ts=71 +lon_0=-61 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs
## Assuming `crs = 4326` in stat_spatial_identity()
![](data:image/png;base64,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)
ggplot(NULL) +
geom_histogram(bins = 40, color="darkblue", fill="lightblue") +
aes(NO_MLD_D$D) +
xlab("Depth of CTDs with no MLD_D Value") +
ylab("Number of Casts") +
ggtitle("Max Depth Distribution of Casts with no MLD_D Value","Test inconclusive") +
theme(plot.title = element_text(hjust = 0.5))
![](data:image/png;base64,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)
# Fresh Water Analysis.
# Calculates the mean and the median of freshwater content by year, and then plots it on a graph containing every data point.
# TO DO: Make a proper legend.
fresh2021avg = mean(BTM2021$FRESH)
fresh2020avg = mean(BTM2020$FRESH)
fresh2019avg = mean(BTM2019$FRESH)
fresh2018avg = mean(BTM2018$FRESH)
fresh2017avg = mean(BTM2017$FRESH)
fresh2021sd = sd(BTM2021$FRESH)
fresh2020sd = sd(BTM2020$FRESH)
fresh2019sd = sd(BTM2019$FRESH)
fresh2018sd = sd(BTM2018$FRESH)
fresh2017sd = sd(BTM2017$FRESH)
fresh2021med = median(BTM2021$FRESH)
fresh2020med = median(BTM2020$FRESH)
fresh2019med = median(BTM2019$FRESH)
fresh2018med = median(BTM2018$FRESH)
fresh2017med = median(BTM2017$FRESH)
fresh_vec_avg = c(fresh2017avg,fresh2018avg,fresh2019avg,fresh2020avg,fresh2021avg)
fresh_vec_med = c(fresh2017med,fresh2018med,fresh2019med,fresh2020med,fresh2021med)
fresh_vec_sd = c(fresh2017sd,fresh2018sd,fresh2019sd,fresh2020sd,fresh2021sd)
freshData = data.frame(date_vec,fresh_vec_avg,fresh_vec_med,fresh_vec_sd)
colnames(freshData) = c("Year","FreshAvg","FreshMed","SD")
ggplot(NULL, aes(x = date_vec, y = fresh_vec_avg)) +
geom_path(data = freshData,aes(x = Year, y = FreshAvg), color = "red") +
geom_point(data = freshData,aes(x = Year, y = FreshAvg), color = "red", size = 4) +
geom_path(data = freshData,aes(x = Year, y = FreshMed), color = "green") +
geom_point(data = freshData,aes(x = Year, y = FreshMed), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$FRESH),alpha = 0.1) +
geom_errorbar(aes(ymin = fresh_vec_avg - fresh_vec_sd, ymax = fresh_vec_avg + fresh_vec_sd),width = 50) +
ggtitle("Annual Average Freshwater Content in Region 3","Background contains all datapoints in chronological order") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Freshwater Content [m]") +
labs(caption = "Freshwater Content from Spall(2013). Error bars are the mean +- SD. Red = Mean, Green = Median")
## Warning: Use of `BTMALL$DATE` is discouraged. Use `DATE` instead.
## Warning: Use of `BTMALL$FRESH` is discouraged. Use `FRESH` instead.
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)
# Multi-Plot +- 300m
# Updated (10/28) from 2021 data, to all data (2017-2021).
# TO DO: Establish a way to average all profiles into a single "Generic Region 3" profile.
a1 = BTMALL
b1 = which(a1$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)