##
## 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$D)
b = which(a < 0)
BTMALL_idx = append(b,length(a))
BTMALL = OMGALL[BTMALL_idx,]
rm(a,b)
# MAPS. I am using the ggOceanMaps package for these maps.
study_region = data.frame(lon = c(-90, -90, -50, -50), lat = c(76, 72, 72, 76))
GREENLAND = basemap(limits = c(-70,-20,58,85),rotate = TRUE, bathymetry = TRUE ,glaciers = TRUE) +
ggtitle("Greenland","Disko Island to Melville Bay (Region 3)") +
theme(plot.title = element_text(hjust = 0.5)) +
geom_spatial_polygon(data = study_region, aes(x = lon, y = lat), alpha = 0.5, fill = "red", color = "red")
## Using lon and lat as longitude and latitude columns, respectively.
## projection transformed from +init=epsg:4326 to +proj=stere +lat_0=90 +lat_ts=71 +lon_0=-45 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs
GREENLAND
## Assuming `crs = 4326` in stat_spatial_identity()
![](data:image/png;base64,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)
REGION3 = basemap(limits = c(-71,-51,71,77),rotate = TRUE, bathymetry = TRUE, glaciers = TRUE) +
ggtitle("Spatial Distribution of CTD Measurements in Region 3 (2017 - 2021)") +
theme(plot.title = element_text(hjust = 0.5)) +
geom_spatial_point(data = BTMALL, aes(x = LON, y = LAT, color = D))
## Using lon and lat as longitude and latitude columns, respectively.
## projection transformed from +init=epsg:4326 to +proj=stere +lat_0=90 +lat_ts=71 +lon_0=-61 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs
REGION3
## Assuming `crs = 4326` in stat_spatial_identity()
![](data:image/png;base64,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)
# Statistics Code
# TO DO: Figure out a way to determine even spatial distribution of profiles by year.
TotalCasts = length(unique(OMGALL$CAST))
CastDistALL = as.numeric(format(OMGALL$DATE[BTMALL_idx],'%Y'))
CastHistYEAR = ggplot(BTMALL,aes(x = DATE)) +
geom_histogram(bins = 9, color="darkblue", fill="lightblue") +
xlab("Year") +
ylab("Number of Casts") +
ggtitle("Annual Distribution of Casts in Region 3","Total Number of Casts = 310") +
theme(plot.title = element_text(hjust = 0.5))
CastHistYEAR
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)
dt = BTMALL
dt$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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6jswN66YeLSwYvbtlf8o3qLPS/sE9jql6f6F8lePKNeUCbu2jN43g0HY/dm9v7k3f/9tL02sntyyG7/DaPsui+K0kLaOtI/PKKn6mqvnHQO5tMFDS77lN/5tPWvm93i3eRq9krTJdeWfq33YKJB+F9y7Ju1V/8N20PnoACbAx1/1jj6Juw7cZHegBAi9ZGpX6OpcLDq8N/9fCb9okeBBRgPVpvnTLeJbm5JQ3+BCA+1hgA2kxPPqpeqp2ec7XNPEw234a+CXqw1d8wO4CAAqxH+zS37eZhsv027FdBj4e/Db0EAQVYj9ZHvhQuprFRjoa9ATfZhP5m7cATUID1qT+C/ke9DzLaNAMv0MD7X4KAAgAEIaAAAEEIKABAEAIKABCEgAIABCGgAABBCCgAQBACCgAQhIACAAQhoAAAQQgoAEAQAgoAEISAAgAEIaAAAEEIKABAEAIKABDkvAJ60P3gaOmysEufo9L5LHH1kwont1/7irQnH+2PRo91P5rgZv1R4Vu/XuznL3Y/krzizv7CwUn1weKPv/xNu24tQEpSBfTGnxV/7vsBXXywyi4COn0snQ9nvflk87j2XvHdh/FQV/JB4bN32p81dvfq7O8f2/rF0QEgVUCtT+zrB3TxjR0E9M7+6E+6cx7J29bRDydcLKm1zfnW4qvqz+fx6WYAUHG+r4Ge/bmsQkDnmdpBQI9HSx+NWFXt8Ze/OJ3tX7s+djAY0Mn0e69M/uGN/cVi7r7QyulklAt/P9ki3t/u5+sCwJShBrTpx04C2m3kZIt08WmMR75tv2BA54s+bgI5fT12HtCJ39lLC5OHySYowNYZZEAf+5/zTCUI6EF7f3rylWcTNLoL39A87GqXfe/v51YnLa8f3dE37gO4ARKy24DerY5d7z0zPeBx1HoJ8fPpMe1L9bHkfkB/PT8SX5dk0cWj6TbYdEE3Jzu3e9W24c3qyPVsKdUNTz7Ybx/Ibg9R/cNXq3/3eDs/hTE7h7HarbrzVP3htt3HMLuPeqmth9r+9pzjzsvF3dcL5gu9XI/77JcLq4u2L1IKAFtjpwFtDons/fi0XZWT5lDz6MJ0f7QQ0Hm17ID+SX3c6rFff9Bq3uSGz1ztHGaZH5d5tp7wpeWD7KUxF808HpW2gZcfw432l4uHeqN7q8VdrghoU8qTX3zatno0n3sTZxsAwAp2GdDqiMcnk021F+pINKE8mr2mWB0dudj+fk0V0Kox02/aAZ3eSdWxx0fPfHF68uHsHzy8uviLi/XCqk3Lex/MCjrdJ37v9O679phLu/BHxeM1S49hskH4RJW6D7sPafnbNasCWg3bWubC6kE7oNJLGwAQYIcBnR/oaA59HHSauLhBKaDVK4+vnp4Z0Mv1fdT3Nvtn1deX6xtWHZwkbL71Vn1d/cNusXpj9gPaT9zyY5hvGh50Huryt11U26977X3+dkAbU2e/2gwAG2GHAT1afsGu/vGfB2oprA2z2Ez+TR1EI6DzNNX3Nlvc5Ib1X8z+5WKndzbb4h+aY3oCuvwYlo/pzAMaONTz4aVL7eP+BBRgZ+wwoL39zd6h6YMzAlqF6+JZAX3iy/atm6a1dm2ru20PNF3M4h+aY3oCuvzPj6uDUJ+0v1v/ruh+282N/ZZIAgqwI3YX0Faq6j+2Q3nv84/feXJ0VkBnO9tnHYVv37oV0Mut+3l4tf1q4+SWvfD0x1wK6LF5znr7McyOKc1Ot289pKVvL+5yxUGkztn8vAYKsCN2GtDuxt8ilDeebCXNCuhsJz4Q0CY8R96ALo25FNDqQFB7vN/97IvCY5idSlUdbn93cU+9b9c4AtoOJEfhAXZEwi3Q2fu5L730sy/O3IWf7cSvvwVq99IYcymgS+eBzo4a9R5DxefvPNkEsf2QWt+ucQS0/Kuocx7oWS8sAMAmSPga6NH8CMmKgFaV+svlgB4IAZ2+Btp9ybP/2uGq10DrF2NbX10uPIbm7uuzqZYeUvPtVZR30Rcz804kgHNlp0fhm42k+mXEWVUWTWuOmFsBnb4LfdQE9GKzhFUBXdz75fY7L2fL7Qe0N+aZ74W/0bwQ0HkMrXttTsKqH2r326tYnHPavijq4m54LzzAuZLvPNBFfI7Ofg30tH5Lz8XT1j86Hq0MaN3Dg+Y80PrOZ4dl+gFddR5ofWJmdRzoZPqK5uXCYzhqndbU2gJd/vYqqumf/WJ2fv4iuK2Zj2aniHI1JoBzIck7kS7Pvt577+SLZve3+vasL3ZApy81Nm8oeuLT+lrxqwI6+osvT+++PV/o9ABOsxNdOP1necxeQOdXOZ7ybP1vOo+huQ7d3fo8/fqhLn97JUell0ZbMy8OirEBCrB98rwXvj52cvH04Qv1t5/5sH/E5bS7t1vtPl+s73nWjQ9XBvTPr7ZK12pScwSrd/pPb8zey4u/2x91b9N7DHfmt7jceqjL317NfJbWle/bMzd3yBXpAc6BDFdjerY5C/JGlcMvZx/rU51gXj7BvvNy4fwIzuyzgF7xHIWfXY1pfv763bero+D1BZGKJ6B3xywE9PTkFy92rr3UewyTb1ya3ODx5k7qh7r87dVMZ+meONqZmc9EAjg/+FROAIAgBBQAIAgBBQAIQkABAIIQUACAIAQUACAIAQUACEJAAQCCEFAAgCAEFAAgCAEFAAhCQAEAghBQAIAgBBQAIAgBBQAIQkABAIIQUACAIAQUACAIAQUACHJOAf1/E2b/TUjSufClgS8RhGk0GSOgSySdC18a+BJBmAYBNUg6F7408CWCMA0CapB0Lnxp4EsEYRoE1CDpXPjSwJcIwjQIqEHSufClgS8RhGkQUIOkc+FLA18iCNMgoAZJ58KXBr5EEKZBQA2SzoUvDXyJIEyDgBoknQtfGvgSQZgGATVIOhe+NPAlgjANAmqQdC58aeBLBGEaBNQg6Vz40sCXCMI0CKhB0rnwpYEvEYRpbC6gf/zr8fi51z6bffHo/WvjcfELAroW+NLAlwjCNDYW0N+Mpzz38+qLr9+cfvG93/a+IKDrgS8NfIkgTGNTAb09fu5vTk8fXJ918nB85bPqiytfLX9BQNcDXxr4EkGYxoYC+uj6+KfV/ydbm5P/3782zejXb1bbo50vCOia4EsDXyII09hQQL9+s95DPxy/cXp6a/z96Re3el8Q0DXBlwa+RBCmsemj8NOAHs42Ryf79d9f+oKArgm+NPAlgjCNDQd0uqP+6Hq9t37/2pWvOl/MbvTdmvBSAADSEg/odH+dgALAt5dwQG9PT2NqNfN7v+180b31Ygs4IUnnwpcGvkQQprHRXfjb156rXu9ctQVKQOPgSwNfIgjT2GRAb9Wn0RPQ7YEvDXyJIExjgwH9zbg505Oj8FsDXxr4EkGYxsYC+uhw/HzzGmdzymd9HugbnW8S0HXAlwa+RBCmsbGAHrbeqsk7kbYGvjTwJYIwjU0F9Fb7re6Pro+fn7/9vfMFAV0TfGngSwRhGht7K+e4oXql80H7AkwPuBrT5sCXBr5EEKaxoYDeHncCevrg/cmfXqs3OTtfENC1wJcGvkQQpsEV6Q2SzoUvDXyJIEyDgBoknQtfGvgSQZgGATVIOhe+NPAlgjANAmqQdC58aeDLx3ec7G7CZMIaCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5eM73/nvDghoDwJqkHQufGngywcBDUJADZLOhS8NfPkgoEEIqEHSufClgS8fBDQIATVIOhe+NPDlg4AGIaAGSefClwa+fBDQIATUIOlc+NLAlw8CGoSAGiSdC18a+PJBQIMQUIOkc+FLA18+CGgQAmqQdC58aeDLBwENQkANks6FLw18+SCgQQioQdK58KWBLx8ENAgBNUg6F7408OWDgAYhoAZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBACapB0Lnxp4MsHAQ1CQA2SzoUvDXz5IKBBCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5YOABiGgBknnwpcGvnwQ0CAE1CDpXPjSwJcPAhqEgBoknQtfGvjyQUCDEFCDpHPhSwNfPghoEAJqkHQufGngywcBDUJADZLOhS8NfPkgoEEIqEHSufClgS8fBDQIATVIOhe+NPDlg4AGIaAGSefClwa+fBDQIATUIOlc+NLAlw8CGoSAGiSdC18a+PJBQIMQUIOkc+FLA18+CGgQAmqQdC58aeDLBwENQkANks6FLw18+SCgQQioQdK58KWBLx8ENAgBNUg6F7408OWDgAYhoAZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBACapB0Lnxp4MsHAQ1CQA2SzoUvDXz5IKBBCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5YOABiGgBknnwpcGvnwQ0CAE1CDpXPjSwJcPAhqEgBoknQtfGvjyQUCDEFCDpHPhSwNfPghoEAJqkHQufGngywcBDUJADZLOhS8NfPkgoEEIqEHSufClgS8fBDQIATVIOhe+NPDlg4AGIaAGSefClwa+fBDQIATUIOlc+NLAlw8CGoSAGiSdC18a+PJBQIMQUIOkc+FLA18+CGgQAmqQdC58aeDLBwENQkANks6FLw18+SCgQQioQdK58KWBLx8ENAgBNUg6F7408OWDgAYhoAZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBACapB0Lnxp4MsHAQ1CQA2SzoUvDXz5IKBBCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5YOABiGgBknnwpcGvnwQ0CAE1CDpXPjSwJcPAhqEgBoknQtfGvjyQUCDEFCDpHPhSwNfPghoEAJqkHQufGngywcBDbLLgAJADrwB3fWcw4At0OS/8BKSdC58+WALNAi78AZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBACapB0Lnxp4MsHAQ1CQA2SzoUvDXz5IKBBCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5YOABiGgBknnwpcGvnwQ0CAE1CDpXPjSwJcPAhqEgBoknQtfGvjyQUCDEFCDpHPhSwNfPghoEAJqkHQufGngywcBDUJADZLOhS8NfPkgoEEIqEHSufClgS8fBDQIATVIOhe+NPDlg4AGIaAGSefClwa+fBDQIATUIOlc+NLAlw8CGoSAGiSdC18a+PJBQIMQUIOkc+FLA18+CGgQAmqQdC58aeDLBwENQkANks6FLw18+SCgQQioQdK58KWBLx8ENAgBNUg6F7408OWDgAYhoAZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBACapB0Lnxp4MsHAQ1CQA2SzoUvDXz5IKBBCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5YOABiGgBknnwpcGvnwQ0CAE1CDpXPjSwJcPAhqEgBoknQtfGvjyQUCDEFCDpHPhSwNfPghoEAJqkHQufGngywcBDUJADZLOhS8NfPkgoEEIqEHSufClgS8fBDQIATVIOhe+NPDlg4AGIaAGSefClwa+fBDQIATUIOlc+NLAlw8CGoSAGiSdC18a+PJBQIMQUIOkc+FLA18+CGgQAmqQdC58aeDLBwENQkANks6FLw18+SCgQQioQdK58KWBLx8ENAgBNUg6F7408OWDgAYhoAZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBACapB0Lnxp4MsHAQ1CQA2SzoUvDXz5IKBBCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5YOABiGgBknnwpcGvnwQ0CAE1CDpXPjSwJcPAhqEgBoknQtfGvjyQUCDEFCDpHPhSwNfPghoEAJqkHQufGngywcBDUJADZLOhS8NfPkgoEEIqEHSufClgS8fBDQIATVIOhe+NPDlg4AGIaAGSefClwa+fBDQIATUIOlc+NLAlw8CGoSAGiSdC18a+PJBQIMQUIOkc+FLA18+CGgQAmqQdC58aeDLBwENQkANks6FLw18+SCgQQioQdK58KWBLx8ENAgBNUg6F7408OWDgAYhoAZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBACapB0Lnxp4MsHAQ1CQA2SzoUvDXz5IKBBCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5YOABtloQL9+8/vNH8ZTvvfb6qtH718bj1/7jIBuAHxp4MsHAQ2y0YAejuuA3r/WCmhd01lMCeh64EsDXz4IaJANBvTR4bgJ6O3mD7OsXvns9MH18ZWvCOja4EsDXz4IaJDNBfSPPxnPA3o4fmP+/fvX6u3Q535OQNcGXxr48kFAg2wsoLfG49f/UAf00fVWLG/V37zViioBjYIvDXz5IKBBNhfQ5/9hvuf+9ZtX/nGyPfpX0+NGh+OfTr/Z2a0noEHwpYEvHwQ0yEYPIjWNbI4hVb+YX3UAACAASURBVOmcb43ev9a8CPrdmuBSAGDDeAO66zmHwboBvT3Znf/q9J/fH0/aSUAB0kNAN8m6AW1e9qyOJbUCunwi02ILOCFJ58KXBr58sAsfZCu78Iuvr3xV2AIloHHwpYEvHwQ0yFYDWm10EtCNgi8NfPkgoEG2HNBJMzkKv0nwpYEvHwQ0yDYC+uh6u5nN+Z+cB7oJ8KWBLx8ENMhWtkAP2yHlnUibBF8a+PJBQINs6zzQ1786ffCT6dvfJxl9nvfCbwp8aeDLBwENsp3XQG/VF2OavhXpAVdj2hz40sCXDwIaZEsHkR789Xj83Ov1JueD9yf9fG15+5OARsCXBr58ENAgXJHeIOlc+NLAlw8CGoSAGiSdC18a+PJBQIMQUIOkc+FLA18+CGgQAmqQdC58aeDLBwENQkANks6FLw18+SCgQQioQdK58KWBLx8ENAgBNUg6F7408OWDgAYhoAZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBACapB0Lnxp4MsHAQ1CQA2SzoUvDXz5IKBBCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5YOABiGgBknnwpcGvnwQ0CAE1CDpXPjSwJcPAhqEgBoknQtfGvjyQUCDEFCDpHPhSwNfPghoEAJqkHQufGngywcBDUJADZLOhS8NfPkgoEEIqEHSufClgS8fBDQIATVIOhe+NPDlg4AGIaAGSefClwa+fBDQIATUIOlc+NLAlw8CGoSAGiSdC18a+PJBQIMQUIOkc+FLA18+CGgQAmqQdC58aeDLBwENQkANks6FLw18+SCgQQioQdK58KWBLx8ENAgBNUg6F7408OWDgAYhoAZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBACapB0Lnxp4MsHAQ1CQA2SzoUvDXz5IKBBCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5YOABiGgBknnwpcGvnwQ0CAE1CDpXPjSwJcPAhqEgBoknQtfGvjyQUCDEFCDpHPhSwNfPghoEAJqkHQufGngywcBDUJADZLOhS8NfPkgoEEIqEHSufClgS8fBDQIATVIOhe+NPDlg4AGIaAGSefClwa+fBDQIATUIOlc+NLAlw8CGoSAGiSdC18a+PJBQIMQUIOkc+FLA18+CGgQAmqQdC58aeDLBwENQkANks6FLw18+SCgQQioQdK58KWBLx8ENAgBNUg6F7408OWDgAYhoAZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBACapB0Lnxp4MsHAQ1CQA2SzoUvDXz5IKBBCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5YOABiGgBknnwpcGvnwQ0CAE1CDpXPjSwJcPAhqEgBoknQtfGvjyQUCDEFCDpHPhSwNfPghoEAJqkHQufGngywcBDRIJ6Mk/ffwrArob8KWBLx8ENIgW0Lv/5cvT04cvjEajC+8R0F2ALw18+SCgQaSAHo0e+/Xp6cGoovoTAT138KWBLx8ENIgS0ONpNu/sj5748u7V0WUCugPwpYEvHwQ0iBLQg0k5q4zuvVf9t/ozAT1v8KWBLx8ENIgQ0JO3qnLWGX14df19+MXyE5J0Lnxp4MsHAQ0iBHTWzIdXRxdPCeiuwJcGvnwQ0CByQO/sj14loDsDXxr48kFAg8i78EfTl0B5DXRH4EsDXz4IaBDtINLF6vB7VU6Owu8IfGngywcBDSKexlTx6unJ26PZdigBPW/wpYEvHwQ0iHgi/YSL0wNJe6+u3U8CGgBfGvjyQUCDiG/lfOeH707+9/BfPvPp+v0EgCR4A7rrOYcBV2NK/gsvIUnnwpcPtkCDKEfh3/nh4sD7nR/8GUfhdwC+NPDlg4AGkc8DLX1BQM8NfGngywcBDRIN6J19AroL8KWBLx8ENIgvoA+vjnpwIv0uwJcGvnwQ0CDOLdDjfkDXP49psfyEJJ0LXxr48kFAgzgDevI/XnrpB/t7T7/U8KNP1u4nAQ2ALw18+SCgQaKvgW6CxfITknQufGngywcBDRI9jYmA7gZ8aeDLBwENwscaGySdC18a+PJBQIPwscYGSefClwa+fBDQIHyssUHSufClgS8fBDQIH2tskHQufGngywcBDcLHGhsknQtfGvjyQUCD8LHGBknnwpcGvnwQ0CB8rLFB0rnwpYEvHwQ0CB9rbJB0Lnxp4MsHAQ3CxxobJJ0LXxr48kFAg/CxxgZJ58KXBr58ENAgfKyxQdK58KWBLx8ENAgfa2yQdC58aeDLBwENwscaGySdC18a+PJBQIPs8mONF8tPSNK58KWBLx8ENAhXYzJIOhe+NPDlg4AGIaAGSefClwa+fBDQIGpAT35fc/NfcR7oDsCXBr58ENAgUkDvvt36UDlOpN8F+NLAlw8CGkQJaPfDjZ8goDsAXxr48kFAgygBPRqN9p6uPpvzB/ujvVfWzScBjYAvDXz5IKBBpLdyVm9Cmvz31aql67+Tk4AGwJcGvnwQ0CDSxUSm7z46mr6J82C0/pn0i+UnJOlc+NLAlw8CGkT/XPjj6eXsZv8loOcNvjTw5YOABokEdHZBZa7GtAvwpYEvHwQ0iH5F+jv7s+sqcxrTLsCXBr58ENAg2uXsqlc/Zy+FzjJKQM8bfGngywcBDaIE9M7+6JlPq8Pwl5tPRiKg5w2+NPDlg4AGkd6JdDB9/9HxaLS3P+KCyjsBXxr48kFAg2jvhf9dteN+cjB9IxLnge4CfGngywcBDaJeTOT/TLp5cuPSpZfX7ycBDYAvDXz5IKBBuJydQdK58KWBLx8ENAgBNUg6F7408OWDgAYRAnrvi9n/7zz17gb23wloCHxp4MsHAQ3iDujdF5rj7tVFmTZwLSYCGgFfGvjyQUCDeAN6Y3/UvPv9w+og/PonMRHQCPjSwJcPAhrEGdDqI+EvfFJ/cfLB9NPhCegOwJcGvnwQ0CC+gFbXom9vcx5t4hM9CGgAfGngywcBDeIL6NHSifMnb/FOpN2ALw18+SCgQVwBrXrZ3WU/3sRbkRbLT0jSufClgS8fBDSIK6CTPfjplewW3NnnUzl3Ar408OWDgAbxBnQpl/3vENBzAV8a+PJBQIMQUIOkc+FLA18+CGgQ72ug/V14XgPdBfjSwJcPAhrEdxT+YPmg+9GID5XbCfjSwJcPAhrEF9Dlg+6cxrQr8KWBLx8ENEjsRPoDTqTfEfjSwJcPAhpEeCvns8026N23N/Nm+MXyE5J0Lnxp4MsHAQ3ivZjIUXUFkQs/+/jjjz96ofrj+q+AEtAI+NLAlw8CGsR9Obvf7Y8W7P14A/0koAHwpYEvHwQ0iP+CytMd91k+n/1iE/0koAHwpYEvHwQ0iPSRHp//8p2XfvTxZupJQEPgSwNfPghoED4TySDpXPjSwJcPAhqEgBoknQtfGvjyQUCDEFCDpHPhSwNfPghoEAJqkHQufGngywcBDUJADZLOhS8NfPkgoEEIqEHSufClgS8fBDQIATVIOhe+NPDlg4AGIaAGSefClwa+fBDQIM4LKk+vp3xvY6fQE9Ao+NLAlw8CGsT5kR7Vxetm/yWgOwVfGvjyQUCDOANabYES0ATgSwNfPghoEO9nIj3xq99/fvWxT36/YP39+cXyE5J0Lnxp4MsHAQ3iO4h0NOrDp3LuAnxp4MsHAQ3iC+jJBwQ0B/jSwJcPAhrEexrTye8//uX+3t99vOBXfKzxDsCXBr58ENAgwnmgHERKAL408OWDgAYRAnryzg/X3ugkoGuCLw18+SCgQXgnkkHSufClgS8fBDSIGNB7H10ajfYuvbyR9yQtlp+QpHPhSwNfPghoEC2gi9OZNvCx8AQ0AL408OWDgAaRAlr18/GnX/rBk5sp6GL5CUk6F7408OWDgAZRAnpnf/TEp9M/3X1rNL28yBJfv/n9+k+P3r82Hr/2WeELAroW+NLAlw8CGkQJ6MHoieYw/Mlbo4v9GxyOv9+UdFzxvd/2viCg64EvDXz5IKBBlNOY3mptdd7Zf2L5nKZHh+MmoIfjK5+dPrg+vvLV8hcEdD3wpYEvHwQ0SPRE+v5Z9X/8ybgJ6P1r083Nr9987udLXxDQNcGXBr58ENAgGwvorfH49T/UAb01//8bS18Q0DXBlwa+fBDQINIu/OjV+RfHo6Vd+FvP/8Pp7bqVh+OfTv8//brzBQFdE3xp4MsHAQ2y0YNIdSMfXa/31u9fu/JV54vZzb5bU14KAJw33oDues5hYJ/GdOGT6Z8+f6F4GhMBBRgkBHSTnHUi/ejSpUvWW5H6Af3ebztfdG++2AJOSNK58KWBLx/swgfR3sp5Y79+J+feK6W/dm6BEtA4+NLAlw8CGkS8mMjJzR9MtkCffrd8XTsCunXwpYEvHwQ0yEYvZ8dR+K2DLw18+SCgQbYS0OaUz/o80Dc63ySg64AvDXz5IKBBthJQ3om0NfClgS8fBDTIVgL66Pr4+fnb3ztfENA1wZcGvnwQ0CBbCejpg/YFmB5wNabNgS8NfPkgoEG2E9DTB+9PkvnaV4UvCOha4EsDXz4IaBA+VM4g6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBDpakzPfEpAdwy+NPDlg4AGkS6o3LoeKAHdDfjSwJcPAhokekV6Arob8KWBLx8ENEj0Q+UI6G7Alwa+fBDQIMproEfNx8IT0J2BLw18+SCgQZSA3vtwNHr86Zdqfli+pB0B3Sr40sCXDwIaRDuI1Gb9F0QXy09I0rnwpYEvHwQ0CAE1SDoXvjTw5YOABuFEeoOkc+FLA18+CGgQAmqQdC58aeDLBwENogf05AsCujvwpYEvHwQ0iBjQmy9WL34+/Jcvr30InoCGwJcGvnwQ0CBSQE8+mB09enh1dGEDb0paLD8hSefClwa+fBDQIFJAD0ajC/9m/7Ffn/yn0eiJ9bdBF8tPSNK58KWBLx8ENIgS0OPR6JX6HfE39jdwYZHF8hOSdC58aeDLBwENIl3ObnR5fkmRo9FFAroD8KWBLx8ENIh8MZE6oHf2OZF+F+BLA18+CGgQ+XJ2dUA3cW27xfITknQufGngywcBDUJADZLOhS8NfPkgoEGkXfjqwFFdzuMNHIZfLD8hSefClwa+fBDQINr1QC82AZ3ElINIuwBfGvjyQUCDKAG9sz969stpQO++MNrA1ekXy09I0rnwpYEvHwQ0iHQi/dFoNLq0v/f0k5P/X167nwQ0AL408OWDgAbR3gv/u/3maqAb6CcBDYAvDXz5IKBBxIuJ3Pvo0qSej2/mA+IXy09I0rnwpYEvHwQ0CNcDNUg6F7408OWDgAYJXA/09wR0d+BLA18+CGiQwPVAJ7ALvyvwpYEvHwQ0iHY90LfmHyn37AauqLxYfkKSzoUvDXz5IKBBlIBW/dx7+mcf/+IHk4Kufx49AQ2ALw18+SCgQcTrgdZnL518OOJ6oDsBXxr48kFAg2jvhV+c/XnAWzl3Ar408OWDgAaRrsbUevsm1wPdDfjSwJcPAhpEvpxd6QsCem7gSwNfPghoEPmK9DV39rmc3S7Alwa+fBDQIPLl7OZ/Xv/d8IvlJyTpXPjSwJcPAhpECejDq6O/+LLp5/p78AQ0AL408OWDgAZxBfTknZem/GB2HugvX9ofjZ7+IbvwOwBfGvjyQUCDuAI62fTsw0GkXYAvDXz5IKBBCKhB0rnwpYEvHwQ0CJezM0g6F7408OWDgAYhoAZJ58KXBr58ENAgBNQg6Vz40sCXDwIaRAzoP30851cchd8B+NLAlw8CGkQK6OIz5TiItCPwpYEvHwQ0iHg5OwK6Y/ClgS8fBDSIdjm7vXd/P+eLdftJQAPgSwNfPghoEOlqTBu4iDIBXQ98aeDLBwENEr2cHQHdDfjSwJcPAhpE2oUnoDsHXxr48kFAg2iXs2MXftfgSwNfPghoEO1ydq0rKhPQnYAvDXz5IKBBpPNA714dXXipgcvZ7QJ8aeDLBwENIgX0A84D3TX40sCXDwIaRHsNlIDuGnxp4MsHAQ2inki/9n47AV0LfGngywcBDRL9XHgCuhvwpYEvHwQ0CCfSGySdC18a+PJBQINwIr1B0rnwpYEvHwQ0iHYQaf3Pgieg64EvDXz5IKBBlICevLX3CgHdLfjSwJcPAhpE2YV/Z/q58JxIv0vwpYEvHwQ0iHY5O84D3TX40sCXDwIahIAaJJ0LXxr48kFAg/CpnAZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgygBvff7Nnyo3C7Alwa+fBDQIBxEMkg6F7408OWDgAYhoAZJ58KXBr58ENAgyon0//Rxzd++MNr7u19xIv0OwJcGvnwQ0CDBg0h39p9Y/8qgi+UnJOlc+NLAlw8CGiR6FH4TFxZZLD8hSefClwa+fBDQINGAbmITdLH8hCSdC18a+PJBQINEA7qJqysvlp+QpHPhSwNfPghokPgWKAHdBfjSwJcPAhokGNCTg9EGjiIBQAq8Ad31nMPAuh5ocynQl36wP+Ig0k7Alwa+fLAFGiR8Ij2nMe0EfGngywcBDRIM6OMvb2AHfrH8hCSdC18a+PJBQINwNSaDpHPhSwNfPghoEAJqkHQufGngywcBDUJADZLOhS8NfPkgoEEIqEHSufClgS8fBDSIK6CtE5gW8LHGuwBfGvjyQUCDuAK6dCVQrge6O/ClgS8fBDQIATVIOhe+NPDlg4AGCb0GenN/xDuRdgO+NPDlg4AGCQT05O1JPi98unY/CWgAfGngywcBDaIH9MZk83NvE29EIqAB8KWBLx8ENIga0I1tfhLQEPjSwJcPAhpEDOh08/PHG8knAY2ALw18+SCgQaSA3t3g5icBDYEvDXz5IKBBlIBudPOTgIbAlwa+fBDQIP6A3n2rugroxjY/CWgIfGngywcBDeIO6HTz85UN5pOARsCXBr58ENAgzoBufvOTgIbAlwa+fBDQIL6A/m7zm58ENAS+NPDlg4AG4b3wBknnwpcGvnwQ0CAE1CDpXPjSwJcPAhqE64EaJJ0LXxr48kFAg3BFeoOkc+FLA18+CGgQAmqQdC58aeDLBwENQkANks6FLw18+SCgQQioQdK58KWBLx8ENAgBNUg6F7408OWDgAYhoAZJ58KXBr58ENAgBNQg6Vz40sCXDwIahIAaJJ0LXxr48kFAgxBQg6Rz4UsDXz4IaBACapB0Lnxp4MsHAQ1CQA2SzoUvDXz5IKBBCKhB0rnwpYEvHwQ0CAE1SDoXvjTw5YOABiGgBknnwpcGvnwQ0CAE1CDpXPjSwJcPAhqEgBoknQtfGvjyQUCDEFCDpHPhSwNfPghoEAJqkHQufGngywcBDUJADZLOhS8NfPkgoEEIqEHSufClgS8fBDQIATVIOhe+NPDlg4AGIaAGSefClwa+fBDQIATUIOlc+NLAlw8CGoSAGiSdC18a+PJBQIMQUIOkc+FLA18+CGgQAmqQdC58aeDLBwENQkANks6FLw18+SCgQQioQdK58KUxRF/f8bLBcQhoEAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL58MdtszQhoEAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKuSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKuSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKKvwQd0Kx+Kl3RFElCDpHPhS2OIvghoiaQrkoAaJJ0LXxpD9PUNCOgW5k+6IgmoQdK58KUxRF8EtETSFUlADZLOhS+NIfoioCWSrkgCapB0LnxpDNEXAS2RdEUSUIOkc+FLY4i+CGiJpCuSgBoknQtfGkP0RUBLJF2R2wno12+Op3zvt9VXj96/Nh6/9hkB3QD40hiiLwJaIumK3E5A719rBbSu6SymBHQ98KUxRF8EtETSFbmdgN4ef3/xxeH4ymenD66Pr3xFQNcGXxpD9EVASyRdkdsJ6OH4jfmf71+rt0Of+zkBXRt8aQzRFwEtkXRFbiWgj663Ynmr3hq91YoqAY2CL40h+iKgJZKuyK0E9Os3r/zjT8bjv5oeNzoc/3T6zc5uPQENgi+NIfoioCWSrsitBLQ5hlSlc741ev9a8yLod2vWXArANxJ3QM99mc5FbvTOhsi6Ab09Hr/+1ek/vz+etJOAAkgQ0KGzbkCblz2rY0mtgC6fyLTYAk5I0rnwpTFEX+zCl0i6Irf6TqTb4ytfFbZACWgcfGkM0RcBLZF0RW41oNVGJwHdKPjSGKIvAloi6YrcckAnzeQo/CbBl8YQfRHQEklX5DYC+uh6u5nN+Z+cB7oJ8KUxRF8EtETSFbmVLdDD2cbmLKS8E2mT4EtjiL4IaImkK3Jb54G+/tXpg59M3/4+yejzvBd+U+BLY4i+CGiJpCtyO6+B3qovxjR9K9IDrsa0OfClMURfBLRE0hW5pYNID/56PH7u9XqT88H7k36+trz9SUAj4EtjiL4IaImkK5Ir0hsknQtfGkP0RUBLJF2RBNQg6Vz40hiiLwJaIumKJKAGSefCl8YQfRHQEklXJAE1SDoXvjSG6IuAlki6IgmoQdK58KUxRF8EtETSFUlADZLOhS+NIfoioCWSrkgCapB0LnxpDNEXAS2RdEUSUIOkc+FLY4i+CGiJpCuSgBoknQtfGkP0RUBLJF2RBNQg6Vz40hiiLwJaIumKJKAGSefCl8YQfRHQEklXJAE1SDoXvjSG6IuAlki6IgmoQdK58KUxRF8EtETSFUlADZLOhS+NIfoioCWSrkgCapB0LnxpDNEXAS2RdEUSUIOkc+FLY4i+CGiJpCuSgBoknQtfGkP0RUBLJF2RBNQg6Vz40hiiLwJaIumKJKAGSefCl8YQfRHQEklXJAE1SDoXvjSG6IuAlki6IgmoQdK58KUxRF8EtETSFUlADZLOhS+NIfoioCWSrkgCapB0LnxpDNEXAS2RdEUSUIOkc+FLY4i+CGiJpCuSgBoknQtfGkP0RUBLJF2RBNQg6Vz40hiiLwJaIumKJKAGSefCl8YQfRHQEklXJAE1SDoXvjSG6IuAlki6IgmoQdK58KUxRF8EtETSFUlADZLOhS+NIfoioCWSrkgCapB0LnxpDNEXAS2RdEUSUIOkc+FLY4i+CGiJpCuSgBoknQtfGkP0RUBLJF2RBNQg6Vz40hiiLwJaIumKJKAGSefCl8YQfRHQEklXJAE1SDoXvjSG6IuAlki6IgmoQdK58KUxRF8EtETSFUlADZLOhS+NIfoioCWSrkgCapB0LnxpDNEXAS2RdEUSUIOkc+FLY4i+CGiJpCuSgBoknQtfGkP0RUBLJF2RBNQg6Vz40hiiLwJaIumKJKAGSefCl8YQfRHQEklXJAE1SDoXvjSG6IuAlki6IgmoQdK58KUxRF8EtETSFUlADZLOhS+NIfoioCWSrkgCapB0LnxpDNEXAS2RdEUSUIOkc+FLY4i+CGiJpCuSgBoknQtfGkP0RUBLJF2RBNQg6Vz40hiiLwJaIumKJKAGSefCl8YQfRHQEklXJAE1SDoXvjSG6IuAlki6IgmoQdK58KUxRF8EtETSFUlADZLOhS+NIfoioCWSrkgCapB0LnxpDNEXAS2RdEUSUIOkc+FLY4i+CGiJpCuSgBoknQtfGkP0RUBLJF2RBNQg6Vz40hiiLwJaIumKJKAGSefCl8YQfRHQEklXJAE1SDoXvjSG6IuAlki6IgmoQdK58KUxRF8EtETSFUlADZLOhS+NIfoioCWSrkgCapB0LnxpDNEXAS2RdEUSUIOkc+FLY4i+CGiJpCuSgBoknQtfGkP0RUBLJF2RBNQg6Vz40hiiLwJaIumKJKAGSefCl8YQfRHQEklXJAE1SDoXvjSG6IuAlki6IgmoQdK58KUxRF8EtETSFUlADZLOhS+NIfoioCWSrkgCapB0LnxpDNEXAS2RdEUSUIOkc+FLY4i+CGiJpCuSgBoknQtfGkP0RUBLJF2RBNQg6Vz40hiiLwJaIumKJKAGSefCl8YQfRHQEklXJAE1SDoXvjSG6IuAlki6IgmoQdK58KUxRF8EtETSFUlADZLOhS+NIfoioCWSrkgCapB0LnxpDNEXAS2RdEXuMqAA0Mcd0HNfpnORG72zIcIWaPJfeAlJOtcQfbEFWiLpimQX3iDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKuSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKuSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKunpm5IwAADCdJREFUSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKuSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKuSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKuSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKuSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKuSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKuSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZEE1CDpXPjSGKIvAloi6YokoAZJ58KXxhB9EdASSVckATVIOhe+NIboi4CWSLoiCahB0rnwpTFEXwS0RNIVSUANks6FL40h+iKgJZKuSAJqkHQufGkM0RcBLZF0RRJQg6Rz4UtjiL4IaImkK5KAGiSdC18aQ/RFQEskXZHnEdBH718bj1/7jIBuAHxpDNEXAS2RdEWeQ0C/fnNc8b3fEtD1wZfGEH0R0BJJV+Q5BPRwfOWz0wfXx1e+IqBrgy+NIfoioCWSrsjtB/T+tem259dvPvdzAro2+NIYoi8CWiLpitx+QG+Nv1///w0Cujb40hiiLwJaIumK3H5AD8c/nf7/dh1SAroO+NIYoi8CWiLpitx6QB9dr3fd719rXgT9bs1a9/sdAACNdXPmg4ACwDeQdXPmY0sBXT6RabEFnJCkc+FLA18iCNPYxS48AY2DLw18iSBMg4AaJJ0LXxr4EkGYBkfhDZLOhS8NfIkgTOM8zgN9o/N/AroO+NLAlwjCNHgnkkHSufClgS8RhGlsP6CPro+f573wmwJfGvgSQZjGOVxM5AFXY9oc+NLAlwjCNM7jeqAP3p/087Xl7U8CGgFfGvgSQZgGV6Q3SDoXvjTwJYIwDQJqkHQufGngSwRhGgTUIOlc+NLAlwjCNAioQdK58KWBLxGEaRBQg6Rz4UsDXyII0yCgBknnwpcGvkQQpkFADZLOhS8NfIkgTIOAGiSdC18a+BJBmAYBNUg6F7408CWCMA0CapB0Lnxp4EsEYRoE1CDpXPjSwJcIwjQIqEHSufClgS8RhGkQUIOkc+FLA18iCNMgoAZJ58KXBr5EEKZBQA2SzoUvDXyJIEyDgBoknQtfGvgSQZgGATVIOhe+NPAlgjANAmqQdC58aeBLBGEaBNQg6Vz40sCXCMI0CKhB0rnwpYEvEYRpEFCDpHPhSwNfIgjTIKAGSefClwa+RBCmQUANks6FLw18iSBMg4AaJJ0LXxr4EkGYBgE1SDoXvjTwJYIwjV0GtOK73z2/ZX0TwJcGvkQQplH0RUDTgi8NfIkgTIOADgt8aeBLBGEaBHRY4EsDXyII0yCgwwJfGvgSQZgGAR0W+NLAlwjCNAjosMCXBr5EEKZBQIcFvjTwJYIwjV0HFADgmwUBBQAIQkABAIIQUACAIAQUACAIAQUACEJAAQCCEFAAgCDnFdBH718bj1/77JyWNnz++JPx+Ln/8NWuxxgMj34zeX79i7/Z9RjD4cFf8wRz8/Wb36//9MdKW7tj5xTQr98cV3zvt+ezuMFza6pr/Dy+fDyYPb/Gr+96kKHwB55gAofjOqC/mWl77ufzvzqngB6Or3x2+uD6+Aq/8jzcv/bcZGPqwU+a9QZn8+j6+PnPTh/97/YzG87g/rXqB/LRb/iBdPDocFz/IN4eT38ur7e2BM8noPevTZf49Zs8wV0cjt+o/ldrg1Xcrp/Rt/iN4+OwLufh+Ke7HiU91atps+fV5Pf0VNdkf3qu7XwC2jyxb83CAD6+fpOAemie2OBkLuw2v3FWcWs8fv0PM03zn8fDRcfOJ6CHrK8I96+xh+WBXzQij67Xu4I8w1Zy6/l/6HXrvAPK+grxh2tsWLmonlZ/+Lfj8eSpDh74gdRYCmj7pUgCmpXD8fg5guBi8rR6f3Z4lFeIfDSHlQ85iuRhKaDtl9rPO6Dsazl59N/+3bXxc/9x12MMgtvVCUxfVQeVOUjp4/61WhhnFnroBvT2uZ/GxBZojD+yD+/idrPpechr7E7qE43/PT+QHjoBvX3tudZPJQHNzG32sDzcv8bzS6U6OeevPkOYi3ZAb3V3czgKnxme3y7mrwzxEpEIP5AuWpqWXyY6r/NA3+j8H85kfpoeAXUx38Nhi13kkB9ID/OAPjpcfvcr70TKyOIgKRsIHha+6IGLW81b3fiB9DAPaP+shfMJ6Oy9yrwX3sv8ICnPbxcTX699hi8/szd1//Eav3Bc3J6/k7IXsHO6mMgDrsYkcbu+6gsH4X3cvoYvifqyQmzQuLjdvJVz3DDfMzyv64E+qM50fo3V5eXB8nUH4UweVNeb/St8uaneucX1U53UAb093l1AAQC+cRBQAIAgBBQAIAgBBQAIQkABAIIQUACAIAQUACAIAQUACEJAAQCCEFAAgCAEFAAgCAEFAAhCQAEAghBQSM+dP33qh79afHly86VLF4V//vDq6PLGZwKoIKCQnjv7o9Hee/Mvj0ejkS+gN/7sy1MCCluEgEJ6qoC2GnjgDejB6AkCCluFgEJ6JgG9NGthxcOre08SUMgBAYX0TAL6o/35Pvzx6E/eIqCQAwIK6ZkE9JW35hE8qL4goJACAgrpmQT01aNmH/7h1cf+1zygd9+uji8982n9N6PLJx89ORo9/nJ106PRlMvL3wfYHAQU0lMF9E6zD388unjSBLRu5Gjvx9VXk1D++Quzb1z4dTegz1ydffEEBYWNQkAhPVVAT5p9+IPJ5mQd0EkiL3xyevr5pJqvnk4DOknpl6d336qP2S924Ud7L7e+D7ApCCikpwro6VFTw7336oBOwjjbopx8/divZ6F8tf56+hetgHa+D7ApCCikZxrQeh/+eNLAOqBH87PrJze43ArqpJxVUFsB7X4fYFMQUEjPNKD1sfTJHvxpHdBFDid/d7H5b8XRckC73wfYFAQU0jMN6CyHJ29NtjpnAW3tkM/+uDhdqRfQ7vcBNgUBhfTMAnpc7bHf2Z9WtA7o/GzQAwIKO4GAQnpmAZ128KhqIVugkAUCCumZBXTSw4vTPfgzXgMloHC+EFBITx3Q49Fjv6z24E/nR+FnZydNL3B3mYDCDiCgkJ46oJMQXpqW0z4PlIDC+UJAIT11QKcXAq3+UHgnUlXIXiirE0VPviCgsD0IKKSnCegkmNMA2u+F74ayunT95JYEFLYGAYX0NAGd/H8azpOlqzE9+8X0i34ob0z+9uKXBBS2BgEFAAhCQAEAghBQAIAgBBQAIAgBBQAIQkABAIIQUACAIAQUACAIAQUACEJAAQCCEFAAgCAEFAAgCAEFAAhCQAEAghBQAIAgBBQAIAgBBQAIQkABAIIQUACAIAQUACDI/wfAGKlmu2T/nwAAAABJRU5ErkJggg==)
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 = 0.5 # Obata et al. 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.
# NOTE: Cast 31.2 T and S sensor turned on late. Not good for MLD.
# Cast 202.4 T and S sensor intermittent. Not good for MLD.
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
}
tmax_TEST = max(binPTemp[(max(data_N2$N2,na.rm = TRUE)):length(binPTemp)],na.rm = TRUE)
tmin_TEST = min(binPTemp,na.rm=TRUE)
dtmax_TEST = max(binPTemp[na.omit(binDepth[binPTemp == tmin_TEST]):length(binDepth)],na.rm=TRUE)
tmax_depth_TEST = binDepth[which(binPTemp == tmax_TEST)]
tmax_SA_TEST = data_SA[tmax_depth_TEST]
tmin_depth_TEST = binDepth[which(binPTemp == tmin_TEST)]
tmin_SA_TEST = data_SA[tmin_depth_TEST]
dtmax_depth_TEST = binDepth[which(binPTemp == dtmax_TEST)]
dtmax_SA_TEST = data_SA[dtmax_depth_TEST]
ggplot(data,aes(x=T,y=-D)) +
geom_path() +
ggtitle("Temperature Profile",data$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$CAST) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Salinity, psu") +
ylab("Depth, m")
![](data:image/png;base64,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)
ggplot(data,mapping=aes(x=S,y=T,color=D)) +
geom_point() +
ggtitle("T(S) Profile",data$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()
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)
ggplot(NULL) +
geom_path(data = NULL,aes(x=binSA,y=-binDepth)) +
ggtitle("Absolute Salinity Profile with MLD_T",data$CAST) +
annotation_spatial_hline(intercept = -MLD_T_TEST, color = "red") +
annotation_spatial_vline(intercept = MLD_T_TEST_SA_Avg,color = "blue") +
annotation_spatial_hline(intercept = -data_N2_min, color = "green")+
ylim(-(MLD_T_TEST + 50), 0)+
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Absolute Salinity [g/kg]") +
ylab("Depth [m]") +
labs(caption = "Red = MLD from Temperature Threshold, Green = N2 Minimum, Blue = Average Absolute Salinity above the MLD")
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
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)
ggplot(NULL) +
geom_path(data = NULL,aes(x=binPDen,y=-binDepth)) +
ggtitle("Potential Density Profile with MLD_T",data$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$CAST) +
annotation_spatial_hline(intercept = -MLD_D_TEST, color = "red") +
annotation_spatial_vline(intercept = MLD_D_TEST_Ptemp_Avg,color = "blue") +
annotation_spatial_hline(intercept = -data_N2_min, color = "green") +
ylim(-(MLD_D_TEST + 50), 0)+
xlim(-2, 6) +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Potential Temperature [C]") +
ylab("Depth, [m]") +
labs(caption = "Red = MLD from Density Threshold, Green = N2 Minimum, Blue = Average Potential Temperature above the MLD")
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
## Assuming `crs = 4326` in annotation_spatial_(h|v)line()
![](data:image/png;base64,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)
ggplot(NULL) +
geom_path(data = NULL,aes(x=binSA,y=-binDepth)) +
ggtitle("Absolute Salinity Profile with MLD_D",data$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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whCbUt0HKPvdziPG5/qAgCJYTMOSEJVdgCvZrv0pe78PcPBz9NBIESQuaSkITaiPCkPgZanDS6X3+GyDEnkQgh805IQj1r3wsfXvi0ddnSypsH7xWPn74jv44QQpInJKG2RFjfiFRucGZGbT/uXM2EQAkhM0pIQhVv5TwvP/UzFJ8Keo5ACSHzTUhC7Ygw/06kgxc+rX/58TOtxwiUEDLXhNQDIISQpSakHgAhhCw1IfUACCFkqQmpB0AIIUtNSD0AQghZakLqARBCyFITUg+AEEKWmpB6AIQQstSE1AMghJClJqQeACGELDUh9QAIIWSpCakHQAghS01IPQBCCFlqQuoBEELIUhNSD4AQQpaakHoAhBCy1ITUAyCEkKUmpB4AIYQsNSH1AAghZKkJcXF3oyQSRqKnxVN9SvoG/KVLxnzbxW+ie5h7BGpO99BGMp3qlSBQU34UCAK1pntoI5lO9UoQqCk/CgSBWtM9tJFMp3olCNSUHwWCQK3pHtpIplO9EgRqyo8CQaDWdA9tJNOpXgkCNeVHgSBQa7qHNpLpVK8EgZryo0AQqDXdQxvJdKpXgkBN+VEgCNSa7qGNZDrVK0GgpvwoEARqTffQRjKd6pUgUFN+FAgCtaZ7aCOZTvVKEKgpPwoEgVrTPbSRTKd6JQjUlB8FgkCt6R7aSKZTvRIEasqPAkGg1nQPbSTTqV4JAjXlR4EgUGu6hzaS6VSvBIGa8qNAEKg13UMbyXSqV4JATflRIAjUmu6hjWQ61StBoKb8KBAEak330EYyneqVIFBTfhQIArWme2gjmU71ShCoKT8KBIFa0z20kUyneiUI1JQfBYJAreke2kimU70SBGrKjwJBoNZ0D20k06leCQI15UeBIFBruoc2kulUrwSBmvKjQBCoNd1DG8l0qleCQE35USAI1JruoY1kOtUrQaCm/CgQBGpN99BGMp3qlSBQU34UCAK1pntoI5lO9UoQqCk/CiSKQJ98cPPo6O3PEWgKflo61StBoKb8KJAYAv3+naMsP/oDAk3AT0uneiUI1JQfBRJDoLePXvn8/NH7R698i0Dj89PSqV4JAjXlR4FEEOh3N/Ntz+/feem3CDQ+Py2d6pUgUFN+FEgEgX5z9Gr5358h0Pj8tHSqV4JATflRIBEEevvoF/l/75UiRaBR+WnpVK8EgZryo0DsBfrk/XLX/bub1UHQH5QxoBGymFy6lHoEZNoEg2UiUEIGg0D3LcFgmS2B9i9kirGNzY5MUjrVK2EX3pQfBRJVoP3rmGJUSBslpVO9EgRqyo8CQaDWdA9tJNOpXgkCNeVHgdgLlLPwaflp6VSvBIGa8qNAIgi0uv6T60CT8NPSqV4JAjXlR4FEEOjkdyKFVbapcUfMNHHRRjKd6pUgUFN+FEgEgT55/+jlSe+FD2XG1rgjZpq4aCOZTvVKEKgpPwokgkDPHxl8GtMWEqWNEtKpXgkCNeVHgcQQ6PmjD1b+fLu//XnhNziMsyhtlJBO9UoQqCk/CiSKQKVMUMAIidJGCelUrwSBmvKjQJYu0Dy6RGmjhHSqV4JATflRIHsh0CwhSBujtFFCOtUrQaCm/CiQvRFoltBJXePUmK3ioo1kOtUrQaCm/CiQvRJomZ5GaaOEdKpXgkBN+VEg+yjQMmF4gzRyXLSRTKd6JQjUlB8FsscCLRL6iQFtxUUbyXSqV4JATflRIHsv0PqNTCRSF20k06leCQI15UeB+BFolcgWddFGMp3qlSBQU34UiD+BVolkURdtJNOpXgkCNeVHgfgVaB77jVEXbSTTqV4JAjXlR4E4F2geU4e6aCOZTvVKEKgpPwoEgZaxcqiLNpLpVK8EgZryo0AQaBMTh7poI5lO9UoQqCk/CgSBdjK9Q120kUyneiUI1JQfBYJA+5nYoC7aSKZTvRIEasqPAkGgA5lSoS7aSKZTvRIEasqPAkGgQ5nQoC7aSKZTvRIEasqPAkGgw1m7hX7Xa51ctJFMp3olCNSUHwWCQIXIBt1OrC7aSKZTvRIEasqPAkGg22ZbsXpoI5lO9UoQqCk/CiSpQP9HQghZbhAoIYTsmLQCjbGNPdcdmSmOr47iX+C1F4+L3TiZzi58Sn4UCAK1pm+Hn1yqi6p+en5aOgJNyY8CQaDW9CnwF5DqHlR/EX5aOgJNyY8CQaDWdCv8SKfuafVj+WnpCDQlPwoEgVrTY+Ivur8/eVysRDIdgabkR4EgUGt64jZKq9HU1c977hGoKT8KBIFa02fRRqk0Oo/qk9ERaEp+FAgCtabPqI3iK3RO1SegI9CU/CgQBGpNn1sbRXXo7KqPS0egKflRIAjUmj6/Noqo0BlWH5OOQFPyo0AQqDV9lm0Uy6DzrD4aHYGm5EeBIFBr+kzbKI5C51p9JDoCTcmPAkGg1vS5tlEUg862+jh0BJqSHwWCQK3p822jCAqdcfUx6Ag0JT8KBIFa02fcRvYnk+ZcfQQ6Ak3JjwJBoNb0WbeRtULnXb05HYGm5EeBIFBr+szbyFahc6/emI5AU/KjQBCoNX32bWSp0PlXb0pHoCn5USAI1Jq+gDayU+gSqjekI9CU/CgQBGpNX0QbWSl0GdWb0RFoSn4UCAK1pi+kjWwMupTqjegINCU/CgSBWtMX00YIdHI6Ak3JjwJBoNb0xbQRAp2cjkBT8qNAEKg1fTFtZLETv5zqTegINCU/CgSBWtOX00YGH3O3oOot6Ag0JT8KBIFa05fURpMrdFHVT09HoCn5USAI1Jq+sDaa9ms/llb9xHQEmpIfBYJAremLa6Mpv39uedVPSkegKflRIAjUmr7QNprGokutfiI6Ak3JjwJBoNb0JbdR6GYH+pKrvzgdgabkR4EgUGv64tsoDGQ0ffHVX4iOQFPyo0AQqDV9j9poe5XuU/U70BFoSn4UCAK1pu9lG40V6X5WP5qOQFPyo0AQqDV9z9tIF+m+V7+BjkBT8qNAEKg13UMb3ZVE6qV6gY5AU/KjQBCoNd1DG7Wy6+kmm8x77hGoKT8KBIFa0z200UDmIdJ5zz0CNeVHgSBQa7qHNpLp52lFmrp6/fcI1JQfBYJAreke2kim1/g0Cp1L9cNBoKb8KBAEak330EYyvY+PrNCZVd8LAjXlR4EgUGu6hzaS6ev4qAqdXfWdIFBTfhQIArWme2gjmT6Ej6jQGVbfCgI15UeBIFBruoc2kunD+GgGnWX1dRCoKT8KBIFa0z20kUyX8JEMOtPqyyBQU34UCAK1pntoI5ku4uMYdK7VF0GgpvwokKQCJY4TQuoRJM+lS6lHQKZNiIuL8SeCv8NJ6TKeLVC2QG35USAI1JruoY1kOgJVgkBN+VEgCNSa7qGNZDoCVYJATflRIAjUmu6hjWS6chYegSJQU34UCAK1pntoI5ku4GNdCDrP6qsgUFN+FAgCtaZ7aCOZrgg0xmc0zbP6KgjUlB8FgkCt6R7aSKaPFKiVUOdZfRUEasqPAkGg1nQPbSTTR+KthDrv6hGoKT8KBIFa0z20kUzfET+VReddPQI15UeBIFBruoc2kukT4Xe16LyrR6Cm/CgQBGpN99BGMn1K/A4WnXf1CNSUHwWCQK3pHtpIpk+O326nft7VI1BTfhQIArWme2gjmW6DH310dN7VI1BTfhQIArWme2gjmW6L33iead7VI1BTfhQIArWme2gjmR4HLzp03tUjUFN+FAgCtaZ7aCOZHhe/ptB5V49ATflRIAjUmu6hjWR6dHzXofOuHoGa8qNAEKg13UMbyfQE+Pbe/LyrR6Cm/CgQBGpN99BGMj0NfpLbQC8eBJqUHwWCQK3pHtpIpifFp9YoAk3KjwJBoNZ0D20k02dQfTqNItCk/CgQBGpN99BGMn021afQKAJNyo8CQaDWdA9tJNNnVn1cjSLQpPwoEARqTffQRjJ9ltXHsigCTcqPAkGg1nQPbSTTZ1y9vUYRaFJ+FAgCtaZ7aCOZPvfqTffpEWhSfhQIArWme2gjmb6M6o0sikCT8qNAEKg13UMbyfQlVT+5RhFoUn4UCAK1pntoI5m+uOqn3KdHoEn5USAI1JruoY1k+kKrn+ZeUASalB8FgkCt6R7aSKYvuvqLGhSBJuVHgSBQa7qHNpLpe1D97gpFoEn5USAI1JruoY1k+j5Uv7NBEWhSfhQIArWme2gjmb4f1e+oUASalB8FgkCt6R7aSKbvSfW7HQpFoEn5USAI1JruoY1k+t5Uv4tCEWhSfhQIArWme2gjmb5H1W9/Rh6BJuVHgSBQa7qHNpLpe1X9tlc1IdCk/CgQBGpN99BGMn3fqt/KoQg0KT8KBIFa0z20kUzfw+rHX16PQJPyo0AQqDXdQxvJ9P2sfuRtngg0KT8KBIFa0z20kUzf4+o3SxSBJuVHgSBQa7qHNpLp+169alEEmpQfBYJAreke2kime6he3KFHoEn5USAI1JruoY1kupvqhz7+DoEm5UeBIFBruoc2kum+qu85FIEm5UeBIFBruoc2kukOq28cikCT8qNAEKg13UMbyXSf1ZcORaBJ+VEgCNSa7qGNZLrb6sdcJ4pATflRIAjUmu6hjWS65+o3KhSBmvKjQBCoNd1DG8l059XrDkWgpvwoEARqTffQRjLdffWaQhGoKT8KBIFa0z20kUyneuULQRCoKT8KBIFa0z20kUyn+iwINAU/CgSBWtM9tJFMp/osCDQFPwoEgVrTPbSRTKf6LMI+PAI15UeBIFBruoc2kulUn2f4MCgCNeVHgSBQa7qHNpLpVF9k0KAI1JQfBYJAreke2kimU32VgcuZEKgpPwoEgVrTPbSRTKf6OusfGopATflRIAjUmu6hjWQ61XfSlSgCNeVHgSBQa7qHNpLpVL+WxqEI1JQfBYJAreke2kimU/1QSoUiUFN+FAgCtaZ7aCOZTvVCMoMiUFN+FAgCtaZ7aCOZTvViMoEO36E0Gd906RvpHuYegZrTPbSRTKd6JQjUlB8FgkCt6R7aSKZTvRIEasqPAkGg1nQPbSTTqV7JSqCmBp139eb8KBAEak330EYyneqVIFBTfhQIArWme2gjmU71ShCoKT8KxEig379zlOdHf8gePfng5tHR258j0BT8tHSqV4JATflRIEYC/e5mS6ClTQuZItDI/LR0qldy6ZL0UcsT8Q2XPYLuYe6tBHrv6NXmwe2jVz4/f/T+0SvfItD4/LR0qleSXUiPQM34USBGAr199LP639/dLLdDX/otAo3PT0uneiW5QA0NOu/qzflRIDYCffJ+S5bflFuj37SkikCj8dPSqV5JfiunoUHnXb05PwrERqDfv/PKf/n50dG/+jx7cPvoF/kPO7v1CDQWPy2d6pUgUFN+FIiNQKtzSJk6663R725WB0F/UGYiGiGLzKVLq/8LIfUwyGQJEy3n3tHRT789/+8fHK3ciUAJGUwp0JB6HGSqhImWUx32zM4ltQTav5ApxjY2OzJJ6VSvpPg4O+E7j6fgGy13JN3D3BsJtMq9o1e+HdgCRaAR+WnpVK+k/DxQM4POu3pzfhTIpAK9Vx/4LJNtdCLQtPy0dKpXUn2gspVB5129OT8KxFqgK2dyFj4pPy2d6pXUn0hvZNB5V2/OjwKZVKBVnrzfdmZ1/SfXgSbhp6VTvZLmKz1sDDrv6s35USAmAl1tdL7aiJQ7kZLy09KpXknrO5GChULnXb05PwrERqDf3cwuY3r08/z295VGX+Ze+GT8tHSqV9L+Urn298VPxp92cdvSPcy9kUBXu+vFBzB9nj14xKcxJeSnpVO9ku63ck6v0HlXb86PAjES6Pmjvz06eumn5Sbnow9W/ny7v/2JQKPw09KpXsna1xpP7NB5V2/OjwKxEuioxKiQNkpKp3olA98LH8KEEp139eb8KBAEak330EYyneqVDAg0S5jKovOu3pwfBYJAreke2kimU70SQaBZJjHovKs350eBIFBruoc2kulUr0QRaJYLG3Te1Zvzo0AQqDXdQxvJdKpXskGgFzbovKs350eBIFBruoc2kulUr2STQC9q0HlXb86PAkGg1nQPbSTTqV7JRoFe8AaleVdvzo8CQaDWdA9tJNOpXslmgV7MoPOu3pwfBYJAreke2kimU72SEQK9kELnXb05PwoEgVrTPbSRTKd6JaMEenf3C5rmXb05PwoEgVrTPbSRTKd6JeMEurtC5129OT8KBIFa0z20kUyneiVjBbqrQuddvTk/CgSBWtM9tJFMp3ol4wW62xVN867enB8FgkCt6R7aSKZTvZJtBHoXgW7LjwJBoNZ0D20k06leCQI15UeBIFBruoc2kulUr2Qrge5g0HlXb86PAkGg1nQPbSTTqV7JtgLdVqHzrt6cHwWCQK3pHtpIplO9ku0Eur1B5129OT8KBIFa0z20kUyneiVbCnTrvfh5V2/OjwJBoNZ0D20k06leydYC3dKg867enB8FgkCt6R7aSKZTvZLtBbqdQeddvTk/CgSBWtM9tJFMp3olOwj0LgIdzY8CQaDWdA9tJNOpXslOAt3CoPOu3pwfBYJAreke2kimU72SXQS6jUHnXb05PwoEgVrTPbSRTKd6JVGADC0AACAASURBVDsJdAuDzrt6c34UCAK1pntoI5lO9Up2FehYg867enN+FAgCtaZ7aCOZTvVKdhPoeIPOu3pzfhQIArWme2gjmU71SnYU6GiDzrt6c34UCAK1pntoI5lO9Up2FejYw6Dzrt6cHwWCQK3pHtpIplO9EgRqyo8CQaDWdA9tJNOpXskFBDpKofOu3pwfBYJAreke2kimU72SnQU60qDzrt6cHwWCQK3pHtpIplO9kt0FOk6h867enB8FgkCt6R7aSKZTvZKLCHSMQeddvTk/CgSBWtM9tJFMp3olFxLoiKuZ5l29OT8KBIFa0z20kUyneiUXFOjGjdB5V2/OjwJBoNZ0D20k06leyUUFusmg867enB8FgkCt6R7aSKZTvZILC3TDbvy8qzfnR4EgUGu6hzaS6VSvZAKBqhuh867enB8FgkCt6R7aSKZTvZIpBKoZdN7Vm/OjQBCoNd1DG8l0qlcyiUCVGzvnXb05PwoEgVrTPbSRTKd6JQjUlB8FgkCt6R7aSKZTvRIEasqPAkGg1nQPbSTTqV4JAjXlR4EgUGu6hzaS6VSvBIGa8qNAEKg13UMbyXSqV4JATflRIAjUmu6hjWQ61StBoKb8KBAEak330EYyneqVIFBTfhQIArWme2gjmU71SiYSqGjQeVdvzo8CQaDWdA9tJNOpXslUApUMOu/qzflRIAjUmu6hjWQ61StBoKb8KBAEak330EYyneqVIFBTfhQIArWme2gjmU71SiYU6KBB5129OT8KBIFa0z20kUyneiWTCVT4SKZ5V2/OjwJBoNZ0D20k06leyXQCHTbovKs350eBIFBruoc2kulUr2RCgQ4eB5139eb8KBAEak330EYyneqVIFBTfhQIArWme2gjmU71ShCoKT8KBIFa0z20kUyneiUTC3TNoPOu3pwfBYJAreke2kimU72SqQXaN+i8qzfnR4EgUGu6hzaS6VSvZFKBDih03tWb86NAEKg13UMbyXSqVzKxQNf24uddvTk/CgSBWtM9tJFMp3olUwu0fyJp3tWb86NAEKg13UMbyXSqV4JATflRIAjUmu6hjWQ61StBoKb8KBAEak330EYyneqVcAzUlB8FgkCt6R7aSKZTvRK2QE35USAI1JruoY1kOtUrQaCm/CiQpAIlxHMuXZp4gdmVoBMvkmyTEBcX408Ef4eT0qleyeRboPm19M1W6LyrN+dHgSBQa7qHNpLpVK9keoF2FTrv6s35USAI1JruoY1kOtUrsRBo+1z8vKs350eBIFBruoc2kulUr8RGoHcRaMGPAkGg1nQPbSTTqV4JAjXlR4EgUGu6hzaS6VSvxEigdxFozo8CQaDWdA9tJNOpXomZQEuDzrt6c34UCAK1pntoI5lO9UqsBFoZdN7Vm/OjQBCoNd1DG8l0qldiJtC7CBSBTldjHIxE99BGMp3qlRgKNDfovKs350eBIFBruoc2kulUr8ROoIVB5129OT8KBIFa0z20kUyneiWGAs0NOu/qzflRIAjUmu6hjWQ61StBoKb8KBAEak330EYyneqVIFBTfhQIArWme2gjmU71ShCoKT8KBIFa0z20kUyneiUI1JQfBYJAreke2kimU70SBGrKjwJBoNZ0D20k06leCQI15UeBIFBruoc2kulUrwSBmvKjQBCoNd1DG8l0qldiKdC7CDQKBIFa0z20kUyneiW2Ag0zr96cHwWCQK3pHtpIplO9ElOB3kWgMSAI1JruoY1kOtUrMRZomHf15vwoEARqTffQRjKd6pXYCvRu6wuOU8TF3CNQc7qHNpLpVK/EWKB3Eag9BIFa0z20kUyneiXmAk1qUBdzj0DN6R7aSKZTvRJrgZ4nNaiLuUeg5nQPbSTTqV6JuUCTboO6mHsEak730EYyneqVIFBTfhQIArWme2gjmU71ShCoKT8KBIFa0z20kUyneiUxBJrOoC7mHoGa0z20kUyneiX2Ak25Cepi7hGoOd1DG8l0qleCQE35USAI1JruoY1kOtUriSLQZAZ1MfcI1JzuoY1kOtUriSDQhJugLuYegZrTPbSRTKd6JQjUlB8FskGgD/8s5WsEOo7uoY1kOtUriSPQVAZ1MfcbBPr4epDy1GcIdBTdQxvJdKpXEkOg6TZBXcw9AjWne2gjmU71ShCoKT8KZJNAD379+6H8wyECHUn30EYyneqVIFBTfhTIJoEKnhR/gUD7dA9tJNOpXkkUgSYzqIu5R6DmdA9tJNOpXkkcgaYyqIu53yDQ84fSyXbxFwi0R/fQRjKd6pVEEmgig7qY+00CtU2MCue+Epnz09KpXgkCNeVHgYwV6J+aE0j/4Q4C3YLuoY1kOtUrQaCm/CiQcQL94+HEFzAh0Gj8tHSqV4JATflRIKMEejr5FaAINBo/LZ3qlcQTaAqDupj7UQI9uxUO3pv2Jk4EGo2flk71SmIJNM0mqIu5HyXQx9fDjcmkiUAj89PSqV4JAjXlR4GME+h0e+0INDY/LZ3qlUQUaAKDupj7UQI9u4VAd6d7aCOZTvVKogk0ySaoi7kfJdDzE3bhd6d7aCOZTvVKEKgpPwpklEAfXz/4DQLdke6hjWQ61SuJKdD4BnUx9+MEev7gerjyRpW/5kL6bege2kimU72SeAJNsQnqYu5HCvRDrgPdme6hjWQ61StBoKb8KJBRAj3hQvrd6R7aSKZTvRIEasqPAhkj0PxC+sn22xFoXH5aOtUrQaCm/CiQMQK1OoeEQGPw09KpXgkCNeVHgYwTKNeB7k730EYyneqVIFBTfhTIGIFyIf1F6B7aSKZTvZKoAo1uUBdzP0qg5yfhGgLdle6hjWQ61SuJKNAEBnUx9+MEenbr4C0EuiPdQxvJdKpXElOg8Q3qYu5HCfTslz8O4eB5LqTfie6hjWQ61SuJKtDoBnUx96ME+vg614HuTvfQRjKd6pXEFWhsg7qYewRqTvfQRjKd6pVEFmhkg7qY+1ECNUuMCue+Epnz09KpXklsgca9mMnF3CNQc7qHNpLpVK8EgZryo0B0gZ79SfgOY/EXCLRP99BGMp3qlSQQaESDupj7DQIV70Ga5uakGBXOfSUy56elU72S6AKNugnqYu4RqDndQxvJdKpXgkBN+VEgmwR68OvfD+UfDgcF+v07r5b/evLBzaOjtz8feIBA4/LT0qleCQI15UeBbBJokDIo0NtHr1YmPcryoz+sPUCgkflp6VSvJIVA4xnUxdxPKtAnt48qgd4+euXz80fvH73ybf8BAo3MT0uneiXxBRpzE9TF3G8Q6PnDP0v5es2ff/n5USXQ727mm5vfv/PSb3sPEGhsflo61StBoKb8KJANAt0i3xwd/fSfSoF+U//3Z70HCDQ2Py2d6pUgUFN+FMiEAn3578/vla68ffSL/L/5484DBBqbn5ZO9UoSCDSiQV3M/YQCbTnyyfvl3vp3N1/5tvOgeNoPylyQRsiic+lSAmgICaBeEi74egRKyOgg0H1LuODr1wX6oz90HnSfHmMbe+67ceb8tHSqV5JiFz7ePryLuTcX6OAWKAKNyE9Lp3olCNSUHwVyUYHey6+RL08TIdABuoc2kulUryTNSSQEOiXERKCchW/RPbSRTKd6JZyFN+VHgVxUoH2ddi/5LK8D/Vnnhwg0Kj8tneqVIFBTfhSIjUC5E6mhe2gjmU71ShCoKT8KZLxAlZs41wT65P2jl+vb3zsPEGhsflo61SvhGKgpPwpknEDP3h33pXL1Yc5H7Q9gesSnMSXkp6VTvZJEZ+EjGdTF3I8TaPdDmcYI9PzRBytlvv3twAMEGpeflk71SpIINNpOvIu5HyfQkxAu/6T+MOUpvg0JgUbjp6VTvRIEasqPAhkj0LNb4epUzkSgsflp6VSvBIGa8qNAxgj08fWD3yDQXeke2kimU70SBGrKjwIZJ9ApvkEOgabhp6VTvZJUAo2jUBdzP0qgZ7fYAt2d7qGNZDrVK0kj0FgGdTH3owR6fhKuIdBd6R7aSKZTvZJEAo20F+9i7scJ9PH1g7cQ6I50D20k06leSTKBRjGoi7nfINCzX76R5/UQDp5/o8xfcxnTNnQPbSTTqV5JOoHGMKiLud8g0MGvNZ7ujFKMCue+Epnz09KpXklCgUYwqIu5R6DmdA9tJNOpXklKgd5FoJNAdIEaJ0aFc1+JzPlp6VSvhC1QU34UCAK1pntoI5lO9Uo4BmrKjwIZI9CzX7bOG93/8T/jJNI2dA9tJNOpXgkCNeVHgYwRaOdOpClvS4pR4dxXInN+WjrVK0kqUHOFupj77QV6/xCBbkX30EYyneqVpD0Gam1QF3O/SaBDp+GfZhd+G7qHNpLpVK8k6Vl48714F3O/SaDnp+sCvTGVPxFoDH5aOtUrQaCm/CiQTQI9+7/feOPHh81tSG/85JPJ/IlAY/DT0qleSdrrQDkGOgVkk0Cz8HF2F6F7aCOZTvVKuA7UlB8FMkagncuYEOiWdA9tJNOpXgkCNeVHgYwRaJU/I9Ad6B7aSKZTvRIEasqPAhkr0C9fz84fHbzwKQLdku6hjWQ61StJfBmTLdzH3I8U6Nmt+hz8ixPuzceocO4rkTk/LZ3qlXASyZQfBTJKoJk/D57/9e9/9+PDMOUXdMaocO4rkTk/LZ3qlSBQU34UyCiBnoTww2LD8+wjrgPdku6hjWQ61StJLFCuA50AMkagqw3Q5juRjifcBI1R4dxXInN+WjrVK+FCelN+FMgYgXa+F5574beke2gjmU71ShCoKT8KZJxA+TSm3eke2kimU70SBGrKjwIZI9DO98LfP+TDRLaie2gjmU71StIK1NqgLuZ+lEDPT1rHPU84Brod3UMbyXSqV5JYoMYGdTH34wR6dqu+/PNkwu+UQ6Ax+GnpVK8ktUBtDepi7kcJ9OyX2fWfz7/5+3/I/vvcdN8OH6PCua9E5vy0dKpXgkAtMx+Bmn25cYwK574SmfPT0qleCQK1DAKdqsY4GInuoY1kOtUrQaCWmY9AzRKjwrmvROb8tHSqV4JALYNAp6oxDkaie2gjmU71ShCoZWYn0LOvEegOdA9tJNOpXgkCtcy8BJp9HuhTnz3+529O+dn0MSqc+0pkzk9Lp3olCNQycxLo2YfFeaPH18OVCb8eKUaFc1+JzPlp6VSvBIFaZk4CPQ7hyv98+NRnZ/9myq+FR6Ax+GnpVK8EgVpmRgI9DeGt8lNEvjjk80C3o3toI5lO9UoQqGVmJNDj7PNAy49h4l74Leke2kimU70SBGqZ+Qi0+DSmUqB8HuiWdA9tJNOpXgkCtcx8BFqosxQonwe6Jd1DG8l0qleSWqC23+rhYu4RqDndQxvJdKpXklqgbIFeHDJGoGe3shNHpTlPJzwNH6PCua9E5vy0dKpXgkAtMx+BFieOCoGuZMpJpK3oHtpIplO9EgRqmRkJ9P5hePFOLtAHr4XW13sg0BF0D20k06leSXKBmhrUxdyPE2j2xfDh2cOD559Z/fea8BwEOkz30EYyneqVpBeopUFdzP1IgZ7/8bD6HNAJ/YlAY/DT0qleyQwEamhQF3M/VqDnDz9+dmXPyy98OqE/EWgMflo61StBoJaZl0BNEqPCua9E5vy0dKpXgkAtg0CnqjEORqJ7aCOZTvVKEKhl5iTQs69+//vf/3nKjwJFoLH4aelUr2QOArUzqIu5HyPQB+9WZ5AO3pz2Q+ljVDj3lcicn5ZO9UpmIVAzg7qY+80CLT5Luc4P+UT6Leke2kimU72SeQjUyqAu5n6jQM9uZdq8/MYqP843RCf8PGUEGoOflk71SmYjUBODupj7jQI9Xr27L1Q77g/eXT2a7k5OBBqDn5ZO9UpmIlAjg7qY+00CvX/YvXT+JHAr55Z0D20k06leyVwEarMT72LuNwn0uL/FeTzlvUgxKpz7SmTOT0uneiUI1DJzEGh2BLT7FUinUx4FjVHh3Fcic35aOtUrQaCWmYNAH1/v77Gv9ukR6FZ0D20k06leCQK1zEwE2vv8+fWfIFCd7qGNZDrVK5mLQDmJtDsEgVrTPbSRTKd6JXMRKFugu0MQqDXdQxvJdKpXgkAtg0CnqjEORqJ7aCOZTvVKZiRQA4O6mHsEak730EYyneqVzEagJpugLuYegZrTPbSRTKd6JQjUMjMR6HqmEyghnnPpUuoRVAkh9Qj2I6H32FigMf5EzH0rxJyflk71SuazBWqxCepi7jcI9OyXb6znr7mQfhu6hzaS6VSvZEYCNTCoi7nfIFDjxKhw7iuROT8tneqVIFDLINCpaoyDkege2kimU70SBGoZBDpVjXEwEt1DG8l0qleCQC2DQKeqMQ5GontoI5lO9UrmJdCpDepi7hGoOd1DG8l0qlcyJ4FOvwnqYu4RqDndQxvJdKpXgkAtg0CnqjEORqJ7aCOZTvVKZibQiQ3qYu4RqDndQxvJdKpXMiuBTr4J6mLuEag53UMbyXSqV4JALYNAp6oxDkaie2gjmU71ShCoZRDoVDXGwUh0D20k06leybwEOrVBXcw9AjWne2gjmU71SmYm0IkN6mLuEag53UMbyXSqVzI3gd5FoFtDEKg13UMbyXSqVzI3gbIFuj0EgVrTPbSRTKd6JbMT6LR0D3OPQM3pHtpIplO9kpkJlJNIO0AQqDXdQxvJdKpXgkAtg0CnqjEORqJ7aCOZTvVKEKhlEOhUNcbBSHQPbSTTqV4JArUMAp2qxjgYie6hjWQ61StBoJZBoFPVGAcj0T20kUyneiUzEyiXMe0AQaDWdA9tJNOpXsncBDqtQV3MPQI1p3toI5lO9UpmJ9BJPxTUxdwjUHO6hzaS6VSvZJYCncygLuYegZrTPbSRTKd6JfMT6JQKdTH3CNSc7qGNZDrVK5mjQKczqIu5R6DmdA9tJNOpXsksBTrZqSQXc49Azeke2kimU70SBGoZBDpVjXEwEt1DG8l0qleCQC2DQKeqMQ5GontoI5lO9UpmKtCJDOpi7hGoOd1DG8l0qlcyV4FOY1AXc49Azeke2kimU72S2Qp0EoO6mHsEak730EYyneqVzFmgF1eoi7lHoOZ0D20k06leyXwFOoVBXcw9AjWne2gjmU71SmYs0An24l3MPQI1p3toI5lO9UoQqGUQ6FQ1xsFIdA9tJNOpXgkCtQwCnarGOBiJ7qGNZDrVK0GglkGgU9UYByPRPbSRTKd6JbMW6IUN6mLuEag53UMbyXSqVzJvgd5FoCMgCNSa7qGNZDrVK5m7QC9mUBdzj0DN6R7aSKZTvRIEahkEOlWNcTAS3UMbyXSqV4JALYNAp6oxDkaie2gjmU71ShCoZRDoVDXGwUh0D20k06leybwFetGbOV3MPQI1p3toI5lO9UrmLVC2QMdAEKg13UMbyXSqV4JALYNAp6oxDkaie2gjmU71SmYv0AsZ1MXcI1Bzuoc2kulUr2TmAr3gJqiLuUeg5nQPbSTTqV4JArUMAp2qxjgYie6hjWQ61SuZv0AvYlAXc49Azeke2kimU72SuQv0YpugLuYegZrTPbSRTKd6JQjUMgh0qhrjYCS6hzaS6VSvZAECvYBBXcw9AjWne2gjmU71SmYv0AttgrqYewRqTvfQRjKd6pUgUMsg0KlqjIOR6B7aSKZTvRIEahkEOlWNcTAS3UMbyXSqV4JALYNAp6oxDkaie2gjmU71ShCoZRDoVDXGwUh0D20k06leyfwFepHvRXIx9wjUnO6hjWQ61SuZv0DZAt0EQaDWdA9tJNOpXsnsBcqF9BshCNSa7qGNZDrVK0GglkGgU9UYByPRPbSRTKd6JQsQKLvwGyAI1JruoY1kOtUrmb1AL2RQF3OPQM3pHtpIplO9kvkL9CIGdTH3CNSc7qGNZDrVK1mAQC9wGNTF3CNQc7qHNpLpVK8EgVpmiQL9/p1Xq38c5fnRH7JHTz64eXT09ucINAU/LZ3qlSxAoBwD3QCZVqC3j0qBfnezJdDSpoVMEWhkflo61SuZv0A5C78JMqVAn9w+qgR6r/pHodVXPj9/9P7RK98i0Pj8tHSqV4JALbM4gf7l50e1QG8f/az++Xc3y+3Ql36LQOPz09KpXgkCtczSBPrN0dFP/6kU6JP3W7L8pvzhNy2pItBo/LR0qlcyf4FyDHQTZEKBvvz39Z779++88l9W26P/6vPswe2jX+Q/7OzWI9BY/LR0qleyCIHurFAXcz+hQNuOrM4hZeqst0a/u1kdBP1BmQvSCFl0Ll1KPYLNyQyaegzLSbjg6yuB3lvtzn97/t8/OFq5E4ESMpglCDRXaOohLCbhgq+/Vx/uLP6bnUtqCbR/IVOMbey578aZ89PSqV7JAnbhs+y4E+9i7o0E2jx+5duBLVAEGpGflk71ShCoZZYh0Hv1sc4hgWYbnQg0LT8tneqVIFDL7IdAV87kLHxSflo61StBoJZZhkD7Os0d+eT9tjOr6z+5DjQJPy2d6pUsQ6C7XsfkYu5tBFrdE1+IlDuRkvLT0qleCQK1zJIF+t3N7DKmRz/Pb39fafRl7oVPxk9Lp3olSxEou/AyxEag2X2d+QcwfZ49eMSnMSXkp6VTvZJlCHRXg7qYeyuBnj/626Ojl35abnI++mDlz7f7258INAo/LZ3qlSxEoDsa1MXcTyzQLROjwrmvROb8tHSqV7IUge52GNTF3CNQc7qHNpLpVK8EgVoGgU5VYxyMRPfQRjKd6pUgUMsg0KlqjIOR6B7aSKZTvRIEahkEOlWNcTAS3UMbyXSqV7IUgXIWXoYgUGu6hzaS6VSvZCEC5TpQBYJAreke2kimU70SBGoZBDpVjXEwEt1DG8l0qleCQC2DQKeqMQ5GontoI5lO9UoQqGUQ6FQ1xsFIdA9tJNOpXskyBMq98BoEgVrTPbSRTKd6JcsQKFugGgSBWtM9tJFMp3olCNQyCHSqGuNgJLqHNpLpVK9kMQLlOlARgkCt6R7aSKZTvZKFCJQL6RUIArWme2gjmU71ShCoZRDoVDXGwUh0D20k06leCQK1DAKdqsY4GInuoY1kOtUrQaCWQaBT1RgHI9E9tJFMp3olCNQyCHSqGuNgJLqHNpLpVK9kKQK9i0BFCAK1pntoI5lO9UqWI9BdDOpi7hGoOd1DG8l0qleyGIHuZFAXc49Azeke2kimU72S5Qh0l514F3OPQM3pHtpIplO9kiUJdHuDuph7BGpO99BGMp3qlSxIoDsY1MXcI1Bzuoc2kulUrwSBWgaBTlVjHIxE99BGMp3qlSBQyyDQqWqMg5HoHtpIplO9EgRqGQQ6VY1xMBLdQxvJdKpXsiSBbv+hdi7mHoGa0z20kUyneiVLE+h2BnUx92kF+v8R4jiXLqUeAblgECghqYJAF5+0Ao2xjT333Thzflo61StZ1C58lq124l3MPQI1p3toI5lO9UoQqGUQ6FQ1xsFIdA9tJNOpXgkCtQwCnarGOBiJ7qGNZDrVK1mcQLf6TBEXc49Azeke2kimU72SxQmULdA1CAK1pntoI5lO9UqWJtDtLgR1MfcI1JzuoY1kOtUrQaCWQaBT1RgHI9E9tJFMp3olCNQyCHSqGuNgJLqHNpLpVK8EgVoGgU5VYxyMRPfQRjKd6pUsT6DbKNTF3CNQc7qHNpLpVK9kaQLdzqAu5h6BmtM9tJFMp3olixPoVgp1MfcI1JzuoY1kOtUrWaBAt/hYUBdzj0DN6R7aSKZTvZIlCnT8mSQXc49Azeke2kimU70SBGoZBDpVjXEwEt1DG8l0qleySIGOvh/exdwjUHO6hzaS6VSvZJECZQu0A0Gg1nQPbSTTqV7JEgU6/jomF3OPQM3pHtpIplO9EgRqGQQ6VY1xMBLdQxvJdKpXskyBsgvfhiBQa7qHNpLpVK9kiQIdb1AXc49Azeke2kimU72SRQp09E68i7lHoOZ0D20k06leCQK1DAKdqsY4GInuoY1kOtUrQaCWQaBT1RgHI9E9tJFMp3olCNQyCHSqGuNgJLqHNpLpVK8EgVoGgU5VYxyMRPfQRjKd6pUgUMsg0KlqjIOR6B7aSKZTvRIEahkEOlWNcTAS3UMbyXSqV7JMgY79NBEXc49Azeke2kimU72SpQp0nEFdzD0CNad7aCOZTvVKFirQkQZ1MfcI1JzuoY1kOtUrQaCWQaBT1RgHI9E9tJFMp3olCNQyCHSqGuNgJLqHNpLpVK8EgVoGgU5VYxyMRPfQRjKd6pUsVaDjzsO7mHsEak730EYyneqVLFWgbIE2EARqTffQRjKd6pUsVKBcxtSCJBUoIZ5z6VLqEeyUEELqIcw1IS4uxp+IuW+FmPPT0qleyWK3QEdtg7qYewRqTvfQRjKd6pUsVKAjFepi7hGoOd1DG8l0qleyWIGO+mIkF3OPQM3pHtpIplO9kuUKdMyJJBdzj0DN6R7aSKZTvRIEahkEOlWNcTAS3UMbyXSqV7JggY64lt7F3CNQc7qHNpLpVK9k0QLdaFAXc49Azeke2kimU72SJQt0s0FdzD0CNad7aCOZTvVKFi3QjQZ1MfcI1JzuoY1kOtUrQaCWQaBT1RgHI9E9tJFMp3olCNQyCHSqGuNgJLqHNpLpVK8EgVoGgU5VYxyMRPfQRjKd6pUgUMsg0KlqjIOR6B7aSKZTvRIEahkEOlWNcTAS3UMbyXSqV4JALYNAp6oxDkaie2gjmU71ShCoZRDoVDXGwUh0D20k06leCQK1DAKdqsY4GInuoY1kOtUrWbZANxnUxdwjUHO6hzaS6VSvZOEC3WBQF3OPQM3pHtpIplO9EgRqGQQ6VY1xMBLdQxvJdKpXgkAtg0CnqjEORqJ7aCOZTvVKli9QzaAu5h6BmtM9tJFMp3olSxeoblAXc49Azeke2kimU72SxQtUNaiLuUeg5nQPbSTTqV7J8gWqGdTF3CNQc7qHNpLpVK9kDwSqnEhyMfcI1JzuoY1kOtUrQaCWQaBT1RgHI9E9tJFMx4KZRAAAIABJREFUp3ol+yFQyaAu5h6BmtM9tJFMp3ol+yBQeRPUxdwjUHO6hzaS6VSvBIFaBoFOVWMcjET30EYyneqVIFDLINCpaoyDkege2kimU70SBGoZBDpVjXEwEt1DG8l0qleCQC2DQKeqMQ5GontoI5lO9Ur2QqCiQV3MPQI1p3toI5lO9Ur2RaDDCnUx9wjUnO6hjWQ61SvZD4FKBnUx9wjUnO6hjWQ61SvZE4EKe/Eu5h6BmtM9tJFMp3olCNQyCHSqGuNgJLqHNpLpVK8EgVoGgU5VYxyMRPfQRjKd6pUgUMsg0KlqjIOR6B7aSKZTvZI9EuiAQV3MPQI1p3toI5lO9Ur2RqCDm6Au5h6BmtM9tJFMp3olCNQyCHSqGuNgJLqHNpLpVK8EgVoGgU5VYxyMRPfQRjKd6pXsj0CHDOpi7hGoOd1DG8l0qleyRwIdMKiLuUeg5nQPbSTTqV7JPgn0LgJFoCZ0D20k06leyT4JlC1QBGpD99BGMp3qleyRQDkGikCN6B7aSKZTvZL9EShn4RGoFd1DG8l0qleCQC2DQKeqMQ5GontoI5lO9UoQqGUQ6FQ1xsFIdA9tJNOpXsn+CHT9HLyTuUeg5nQPbSTTqV7JPgmUk0gI1IbuoY1kOtUr2SOBchkTAjWie2gjmU71SvZJoOsGdTH3CNSc7qGNZDrVK9kzgfYM6mLuEag53UMbyXSqV7JXAl0zqIu5R6DmdA9tJNOpXsl+CbS/E+9i7hGoOd1DG8l0qleCQC2DQKeqMQ5GontoI5lO9UoQqGUQ6FQ1xsFIdA9tJNOpXsmeCfQuAkWg09M9tJFMp3oleyZQtkARqAHdQxvJdKpXsl8C5TImBGpB99BGMp3qlSBQyyDQqWqMg5HoHtpIplO9EgRqGQQ6VY1xMBLdQxvJdKpXgkAtg0CnqjEORqJ7aCOZTvVKEKhlEOhUNcbBSHQPbSTTqV4JArUMAp2qxjgYie6hjWQ61SvZL4FyGdMFBfqXvz06euntz4sHTz64eXQ0+ACBxuWnpVO9kj0TaM+gLuZ+QoH+41Gel36bPfj+nfzBj/6w9gCBRuanpVO9EgRqmYUJ9N7RS//6/PzR+4Unbx+98nn24JVv+w8QaGR+WjrVK0GgllmWQJ+8f/SL7L+rrc3Vf7+7mWv0+3ey7dHOAwQam5+WTvVKEKhlliXQ798p99BvH/3s/Pybo1fzB9+sPUCgsflp6VSvZM8EGhDo7gKtkwv0drE5utqvf7X3AIHG5qelU72SvRNol+5h7icXaL6j/uT9cm/9u5uvfNt5UDzpB2UuTCNkwbl0KfUIJk0IqUeQPOHCS8j31xEoIZuzZwLFoBcX6L38MqaWM3/0h86D7rNjbGPPfTfOnJ+WTvVK9mwXPjsI2tqLdzH3Ewv03s2XsuOdm7ZAEWhEflo61SvZN4F2Depi7i8s0HvF5fPFaaJvysvoEWiL7qGNZDrVK9k7gXZOJLmY+0kF+o9H1ZWenIVv6B7aSKZTvRIEapllCLTJk9tHL1fHOKtLPsvrQH/W+SECjcpPS6d6JQjUMksT6O3WrZrcidTQPbSRTKd6JQjUMgsT6DftW92fvH/0cn37e+cBAo3NT0uneiUI1DLLEmj5iUtZsiOdj9ofwPSIT2NKyE9Lp3olCNQyyxLovaOOQM8ffbD619vlJmfnAQKNy09Lp3oleyjQlkFdzP1kAt0pMSqc+0pkzk9Lp3ol+ynQyqAu5h6BmtM9tJFMp3ol+yjQxqAu5h6BmtM9tJFMp3oleynQuwgUgU5J99BGMp3qlSBQyyDQqWqMg5HoHtpIplO9EgRqGQQ6VY1xMBLdQxvJdKpXgkAtg0CnqjEORqJ7aCOZTvVK9lOgdxEoAp2Q7qGNZDrVK9lPgbIFikCnpHtoI5lO9Ur2UqBcB4pAJ6V7aCOZTvVK9lOgNd3D3CNQc7qHNpLpVK9kPwXKFigCnZLuoY1kOtUr2UuBcgwUgU5K99BGMp3qleynQCuDuph7BGpO99BGMp3qlSBQyyDQqWqMg5HoHtpIplO9EgRqGQQ6VY1xMBLdQxvJdKpXgkAtg0CnqjEORqJ7aCOZTvVKEKhlEOhUNcbBSHQPbSTTqV4JArUMAp2qxjgYie6hjWQ61SvZW4HmBnUx9wjUnO6hjWQ61SvZU4HeRaAIdDq6hzaS6VSvBIFaBoFOVWMcjET30EYyneqVIFDLINCpaoyDkege2kimU70SBGoZBDpVjXEwEt1DG8l0qleCQC2DQKeqMQ5GontoI5lO9Ur2V6CZQV3MPQI1p3toI5lO9Ur2VaB3ESgCnYzuoY1kOtUrQaCWQaBT1RgHI9E9tJFMp3olCNQyCHSqGuNgJLqHNpLpVK9kbwWaG9TF3CNQc7qHNpLpVK9kfwV6F4Ei0InoHtpIplO9kn0WaPAx9wjUnO6hjWQ61SvZY4HedTL3CNSc7qGNZDrVK0GgpvwoEARqTffQRjKd6pUgUFN+FAgCtaZ7aCOZTvVKEKgpPwoEgVrTPbSRTKd6JQjUlB8FgkCt6R7aSKZTvRIEasqPAkGg1nQPbSTTqV4JAjXlR4EgUGu6hzaS6VSvBIGa8qNAEKg13UMbyXSqV4JATflRIAjUmu6hjWQ61StBoKb8KBAEak330EYyneqVIFBTfhQIArWme2gjmU71ShCoKT8KBIFa0z20kUyneiUI1JQfBYJAreke2kimU70SBGrKjwJBoNZ0D20k06leCQI15UeBIFBruoc2kulUrwSBmvKjQBCoNd1DG8l0qleCQE35USAI1JruoY1kOtUrQaCm/CgQBGpN99BGMp3qlSBQU34UCAK1pntoI5lO9UoQqCk/CgSBWtM9tJFMp3olCNSUHwWCQK3pHtpIplO9EgRqyo8CQaDWdA9tJNOpXgkCNeVHgSBQa7qHNpLpVK8EgZryo0AQqDXdQxvJdKpXgkBN+VEgCNSa7qGNZDrVK0GgpvwoEARqTffQRjKd6pUgUFN+FAgCtaZ7aCOZTvVKEKgpPwoEgVrTPbSRTKd6JQjUlB8FgkCt6R7aSKZTvRIEasqPAkGg1nQPbSTTqV4JAjXlR4EgUGu6hzaS6VSvBIGa8qNAEKg13UMbyXSqV4JATflRIEkF6iE/+EHqEaQM1fuNx+pD6gHsXzy2UROq9xuP1YfUA9i/eGyjJlTvNx6rD6kHsH/x2EZNqN5vPFYfUg9g/+KxjZpQvd94rD6kHsD+xWMbNaF6v/FYfUg9gP2LxzZqQvV+47H6kHoAhBCy1ITUAyCEkKUmpB4AIYQsNSH1AAghZKkJqQdACCFLTUg9AEIIWWpC6gEQQshSE1IPgBBClpqQegB7k7/8/Ojopf/t2/rx9++8mnA0sdOp/i9/u3rw9udJBxQ13ep7jbD3WSv4u5uvuCk/pB7AvuSbozwv/6H6we0jRwLtVP+PxYOXfpt6VLHSqX6tEfY9awU/ef8IgZLt8t3Nl/71+fmjn1fWfHL7yJFAO9XfO8ofvH/0IycO6VTfb4S9z3rBK6MiULJdbh/9LPvPdzcLa2R7NW5WoW71q+2PX2QPvn+n+O/+pzP3vUbY/6wV/N1NBEp2zPfv5G20+hv8039yJNAyefXlW1CvWW5SF772wEPqgld/QP9XjoGS3VIePv/m5b9f7cm6E2j35IE3gXaq93QeJU9d8O2jVz0VH1IPYK/yTzeb3VZ/Am1Xn22S+DmLlKVTffetcJC64Hur3XcESnbJ7aOjl/6+fuRNoN3qs8MYnurvVN9/K/Y+TcH5n00ESnbIk//rf7l59NL/Xj10JtBe9dm5eEcboJ3q+2/F3qdVcH7cBoGSHfOXZtfNmUCztKu/+ZKvfdhO9b0HHlIU/E1+/h2Bkl1zr76Cw6FAm+q/cbX9WeZe++qde44u5clTHPzMpx2Bkl3T9I5HgVbV/6NHf3Ia/tvypqQsXq7iCqkHsB+prh73KdBe9U9uO7qRsVf9QCPsdzoFI1CyY6o735s74B0JtFf9bWd7r53q1xthzzNQsJc/HllC6gHsSb67efTTb8+ftPZdPQm0U/03zvzZrX69EfY8AwUjULJ17pUfQeTzQvpW9d+/U+/GeXkDOnO/1gj7nvWCESjZPo96H4LpSqCt6u8duRNod+77jbD3WSsYgRJCCNmYkHoAhBCy1ITUAyCEkKUmpB4AIYQsNSH1AAghZKkJqQdACCFLTUg9AEIIWWpC6gEQQshSE1IPgBBClpqQegCEELLUhNQDIISQpSakHgAhhCw1IfUACCFkqQmpB0AWn7NbITx9p3r0+Hq4ts2rj1uv3S5fvftMCOHyTz7VlywARnDvH66WH24Iv3v6zur3cqmn2WsPfrMBQRaekHoAZPHJPNOYYiqBfvHPdL9l2i7z4vAzxwlU4WgCPQlXzxEoCakHQBafk3DltZVOykwk0E0biC1/BuGpowSqcVaCHLZnjr+hC/Q8cygC3feE1AMgS8/KJVdPwlOflQ8jCfRktXn31terfzz8+FDYShx1cGBHgT6+vioYgZKQegBk6ck0c9o4LI5AV9Z+qjr2uRrArkc5dxboabbJjUBJSD0AsvQcr7Y+V9asPBRHoCvK1dZz6+3fLRax+UmKQI+zIhEoCakHQBaeQmUntSsygZ59uNqtfu698hkP3s1OxtQPi8cHL5QbkIXBGu3mRwNOimOb19afXiY7brA+lq9y0rNv3mktuQU4+/iZEC63f1txahV2xNwS6Jevr8bw4p3qUMXZrazc6lWr7e8rnw08C4Huf0LqAZCFp9h7bzbGVgp64Xr73M4X1ameQjKVtMLB3+QPNwm0enp4sYNd/fiHvU3Hsw+7pL5A/+q1td9WnHoLurPRWT+ozlg99W6pxuwiprro08NikWvPQqD7n5B6AGThKfafV/Iod4UfXy8uLMp0lm3MZUcoV1uPZx8VDzNnXflktbH4WnnYdFCgza716unZxufDD3sGzTHP//rr1o9OiguaHrxWkvoCXSn7zvmDW+WGbfcs/HHpupP20YBaoMd1ReWvT6rSih35Ssm9ZyHQ/U9IPQCy7FT7vCfVaaTMVIULi936WkmFaettvew0UGNKSaArO109by2tSbW99+ybX3dHUiPWBHqjfN36b8vt6N6RgUqg9eb1SaXG4/wX+c9rf64/C4Huf0LqAZBlp/JabbqVqUpj9o+Odp5fC0cXaLNFuH7Uszjime2T58dHa1111dwAnq4Ofq7/trJv97RR9eikVVH+r/wipqKC2p/rz0KgDhJSD4AsOvWue2Wt9mmYXE6n2RmgT+oXNGfMyyeqAm1bc+h8+dmffvnM+g0/Q4pshnUyJNDyNZ09+EqgrUGUSz4tfrD6/Qv1n4v1ZyFQBwmpB0AWnfuHrRuCcgW2LmMqRFKc2rlc7Gk3x0qrf6oCfXy9tfjhi5Xyo6v1bx5+9ftMqYMCHdzErQSa78P3tnJLgbYqql97rVV8ff6+9ywE6iAh9QDIonPSFly1M3yj/mUukuzinnxP+72hTcoLC7Q5/vrFM51nbiXQfAu1d+GnJNDiIqZCoFcOmy1vBOovIfUAyJLTFVyui7Ut0Cxf5XvaxTbellugA5d7dhZdI4uzSs++8auvhV14VaD5P067jm4EWg2ieG1xEVN5C9RJec5/7VkI1ENC6gGQJec01LbM/p0ZpCPQ1lHLbE979XDjMdCO/Vq+7eYkdK/XvFZfxdRfxFiBZrY77upaOgZ6Uj7OuZm3h4+UIlAHCakHQJac4+7n2HWuUyqc1fdKY75Svr1NzbVT6BWg69KVu+p74bMLMG90r0TdQaCrJ/zwevfWTeks/HH5tPo60PzXnIX3mJB6AGTBad0Cf156rLngspTfSevqotWThetAa/2ddg9gNh8Uctr9zKUVLOQn98++fC3ftG0EerLLMdDsX5cPu0dZhetAy4uY6p+fhNZl9S0+AnWQkHoAZMFp78HnjwpD5ndZPni3+OXq8cFb2Q1C5a5u606k9h1Bqx8//en5WfbZdOX23MFvzr4unv5efQCgSefoa+6pchc+W3Dxg1ECrTjFJyB3D7jW55ROOvcYnVYjKZW5UndrANyJ5Coh9QDIclOZo/Mwu+n8evvu9eZKp3oDrbBe+174+saipz+qLrUsfVaf5+8dDG19ovKVfBCPy1vdwwsfFaoeJdCa09p0rtLcC39cgv5t9trjakmtDxPJt6I7zzpHoB4SUg+ALDf9D+I8yRzZfBpTdfX82cfPZheCvljdt158vFL1sNqHLj4q6a36UOIXqyddvZM/PTuD33yYU50Hv8yWe1D/Jl9CdtF+5/TUppvta876p+INfxpTdRFTa6f9uPzjwKcxuUtIPQBCZpKT/iVT658HOu4b8JqL8xHoviekHgAh80j+NUedVAKtN02HP4W0zPqzEOj+J6QeACHzyP3eOfj2ZUyd65aErD8Lge5/QuoBEDKLPLi1JsfWZUwHb622LL847B8l7T279ywEuv8JqQdAyAxyMnSrff298KfVhQRXPh18dZHus/heeBcJqQdAyAxyOiTHWqDnDz8srgTQzyB1noVAXSSkHgAhhCw1IfUACCFkqQmpB0AIIUtNSD0AQghZakLqARBCyFITUg+AEEKWmpB6AIQQstSE1AMghJClJqQeACGELDUh9QAIIWSpCakHQAghS01IPQBCCFlqQuoBEELIUhNSD4AQQpaakHoAhBCy1ITUAyCEkKUmpB5Ayjy+Xn2z+OUXxY/KPVW+R2z128vP/6p66dnvfvw/fZYttfXR5jXi2Te/7rzwj4dB+X4ddbT9Rak5yShnH784+KtWrjVfdz4m0pPbxQ++c8WXFD/75ogvtxyf5juL6wHk3zD8Quszkgdm6qRfxNoPts398kPpD5779LzXCdvlbP0LRqZKa9HH/a/RG8haEcPNVP5K+AbqfCHDb7eyuDpjxjk4nBfP5VYts/MaXCTsMrB9SSPQge9zqLJBoCHUk3taLGX47Q/5F+Z0XrerQHuL0pM36XANCQR69u4OJWzO6q2pPvu9HMCHJaX5RPiBmbITaMG6gEBXCxrzBcoXXPROApVXiLr6K/2yFYHq69f4cQ6kWPQmge64BpcJuwxsX9K8UV8eitO4SaCXD6vfH18+HHj7ywdfvRvaXXASrm67fkiLGhGlhma0EQS62vg5yP+Of/X6tiWoyZr8ansAp3mzP7gV2qNZm6npc/+wcNPDDzPyBQR6/NS/sPo6kNaipxXoanafzja8v3xt7RnKO5FeoLutwWXCLgPbl7TeqPXvtK2ySaBXXitf+fj6X12X3/7Mma2f77CtIy1qROYi0OPmi4dOptzCenz94JmyufMBVF/xvhJr3fIDMzV9KoEWI9hdoI+vP/3FCLFcdNHTCvS0mtLVdPTkP2uB7rYGlwm7DGxf0npvqn8+eHe1G/JcuZZ/kX1R7SaBPv1RObunB/9effurtfq83IFfLfc0XFsxrvwm465+UByyW3XL/dfCwd/kx0kvv6ctqjXa1au+eKZaxIPXs2M2+Q7HytSrZ2e0qr9POgV1BLrihhfu5ANsBta8Ia3Ftp/cHn25uOF37v5hs2IVK9kwR6xLyor6H8u/gPkA6qJaK8/ATOV/xdqA6ge9979cSv7GSbNTVdjsHV8rhtF+ca9MOav3paqhKqFYQOv1zXuXHe8Nl4vDymcfZl+PV/59HqK1Fp0V8+Uzq52C/JWt2V2b0aaIspmGFt40Vvn0ZlzNLnzv7VZ6s1VVZ5ytsYnvTf5OlCPtt2pv1LutwXVC/wee0npvTos/LuVRnIP8fTrO//1GPafFjISqgcrXPf1fyz2A46f+k/r2t7qjEejzK+Cqd05b3OPwk/zRtePuUbz1Rd3vvOrZ+lhudSzq6nm7ScvX97qgLdDn89dlrVwPrI1oL7b95Pboi8X137m1N2CVh8UbMcAR6xJnIaOWC+9u63QF2p+pco1uAOUP+u9/V6DDs1NkYAu0I9BOmVI12QhXCy43u8o/Q8W0tV9fv3cfthZQLO/gxzl0jdZb9Oq/b9SvbM/u2owOCHR94ae9DbTWuNoC7bzdcm+2q2qPsz028b1p3tqr3VYdGvUua3Cd0P+Bp9TvzdkXxTHQ1S7fi3fOzz4K9XG0s+OwSaD/7618KY+vl20gvv3N5km1C3/aTOsLX2cbD8XquhrEagwZ/sGtriU6i+qMNhvnnWzL70Y2zh/eyY7rZktrHagvVpve3lRboNkhrHwJ9cDaiM5i209ujz5f3No7V79//T/gQxyxLnkWMmq59N673xhuYKbKNboBVD/ovf9dgQ7PTneKV29GPkE9gXYqE6spF3NavTXln/Z8y7rTn+Wfr3CQbQh/EYrpXj148Fp+gnKd1lt0exY7s7s2o+0iTtdXlerdLo9wV294M662QHtvt9CbnarUbht6b6plXO0WOfyk3dbgMuHccdpn4fN3pvoLU0511jRnaytJJ1krnuSTv/r/jW9/+29ZIdBiBa+4x8Uqmo1l1SfXzlvHlQYW1Rvt08XOzrXuIahWk7b/f2CArSWsDeykv9j2k9ujb61ua+/c+qGxQY5Yl5ycen/9BEB7i2FgptYArR+03/+uQIdnp0hzFj472Lvmnk5lSk4K/xXvzXE56P7rq/euBOR/QMq/IsXwBmm9RedvVnY8utc0gzPaFujQwjNxr/aPf/X1eX9cbYH23m6hN9uvbo+zv64MvzfVlBcCXW/VzpN2W4PLhHPHaV0H+lb2Hp/dKpso+0tTddTAZnsr2dufz9PZ6q/YDgJ9uuBWB2Ga1bXEKwLtjLbop2K0q8Vd+aQDqjYaik26zmZgW6D1EpqBtRCdxXZxzeizxUnvXI0qr5+6JnGEuuRUlV3tvkun3cuY1maqXKMbQOsPZ/v97wp0eHaqeak6KrsKoO+ebmVyzootovKV5aBzPbZf34Y//NO/ey07R1wtOHvpIK276PI/5QZ8PbtrM7ou0OFSzr7MFVodb2zG1RZo7+1WerN6dW+crXVFem+qKS8E2mrVoSfttgaXCeeOU7w3qw368m1t7U9V7+Xms/Bli90/LP9Y7yDQ+q9/q1nHCLQ12t6GTrYJ9Ks7Nais4XjgzPDaWfiuQNuI9mJbT+6Mvvrf0DtXP3FAoC2OXJeY6o1v9upy/mH76N/ATLV8OZlAy134fI9xXaDtyuTcL47JlccUm83r7utreLHhFzLVVG/5SS7QAVp30aWwcq+0ZndtRocEKpXyVXYxff6z1rjaAu293VJvtl7dHmd3XZHem2rKC4GqE7DrGlwmKPO496nem5NQX/XSvL/Vm9VoQDgGeief35O6AcS3v726VQLtnvgom7U4HKQJtJh1UTTZec6QHazrNulpft5K2Cwc2E3rviGdxXYE2hp99r/1d65+/zpXwl4b5ih1SbNQDqFeF0pA54jBwExJAu2//72z8IOzU6TZshnaeOu9nVI1580dDjfOa71d7U9H9fZmW70Hz/3kk1s9gQ7Q+otuC7Q1u2szut4bgwuv8iC/Maw9rs0C7fdm+9VdgbbXFem9qeagJ9DhJ+22BpcJ/eI9pXU5R/m3vrXKrW9HiQI9zU5OVn8P5bf/pLOOdATa3QLdLNDOll9ZQkc0Z797PYTecabVK56+07+kboNAe0ct68XusgXa3YzsDqzzxit1qQLNnlzX82HvFPnATFkKdMg9AweBh6vp/qw4WX2j/840p6Cv1seBmsuBrg3R+ovuCLSZ3RFboAMLb/0oG0ZnXJsF2uvNzqvlLVDpvWm/Q/oE7LwGlwn9H3hK669Z/s50NpHGHwPNlvMfD+vjb9Lb376quyvQ/jHQjQLNF9XdoFvf1T37qDjm3jTp+fHB393qbTCoAh268K1YbHe/aNwx0M51oJ2BdTib6hpIVcSKXFzJl10D0LufcGCmYgt06O0cSP2Hp3y/Vgv9r/lGfff1vT8+eU90j4Gu03qLLsfW2jPNZ3fUMdC1hXeuc27OIeTj2izQXm92Xt0eZ3ddkd6bdrUbJmDXNbhM6P/AU9q7e+V5uKL/WqvNiLPw2V/GHzf3Pktv/4ftta0j0KEzi6pAi0UNjDZfUrU+5GtTp0mzSwd71agC7SA6ix06t7zpLHz2jPpOpAe32gPrlCLVJacuIrsvrzy619/ZGpipsQI9qf687rIL335xpzIx9YZY+bEfq0H/u2pbtPX6nkBPQyPN4sNVBmi9RR83F5/0mqY3o+0iqrPwawtvbtQ5bm3tnRbbtBsF2u3Nzqvb4+yuK9J7U81BT6DDT9ptDS4TBibQTZr3JruNN79hIr+bt77g7Fp+Y8dGgWb+bd74wbf/7KvXO7uUXYEW17Y9fLe86E0XaL2ozmi7f2eznz+41WrSYinZHlzrkpbuezAk0Dais9j2k9ujLw/HC+9cdi/8C9m53uy+4taV0N1SpLrktIsoL9Fea/WBmRor0NVanF/0uYVAvzistNF+caeyzcVUZZyE5iB98/rOLnx2ZWohzdXAmutAe7T+osuLMkN/dtdmtF3E6fqqUi09HGRXszzIX9cZlyrQod7sVtUaZ3ddkd6b9pT3LsQdftL2a3CZIE/k/qf1RlUX9pWXoeSfsFUccF+7n6aTakeibKri7W8dqG9/lkt7pekKtHcnkiTQ/qLao+0ZLc+VShL3i1tWcoGJdykPCbSDaC+247W1O5Fa71xntz23apn8XrxBjliXmKaI1RjzQ1nC0eruTI0VaHGg8qn/Z1ig7Qpbn8b0dHkypv3ibplCWqXeP6wu66y2sFuvbzbdCt5H5a51qO9EWqP1F13d4dOf3bUZbRdxv3PzXLuU+sR5eadUMy5FoEJvdqpqj7OzrkjvTTMb2ZHV9VZtPWnXNbhMUGZy79P+S1OeRypulS1vcf7imTH3wt+p97W0t7/3CZg9gfbuhT9XBdosqjXaTpvkPy9uIy5AfzystmX6W2YbBNqd4NroAAABj0lEQVR5Q1qL7d/hHXr3wtfvXFeg5+cPP85u5btc3rEyzBHrktLZsio2mASBdmZqrEDzT+G78unpFgJ97r16dWy9uFfmYNrH6cqjIK2DIa3X1+9ddvHl5beqoeb3wpdF9Whri85uTD+sPqWtNbvrM9ouomymgVLOyvvXv+6PSxGo1JvtqjrjbK8r0ntTJl/00IcRtJ606xpcJgz8jOxtLvyBl9vn8T83+li22WSGFe748UVJk6A3J0hIPQASMfWdGBFzsn6d4J5lRhWWp4KGLteZe1L05gQJqQdAIsbqMyaVnP2bJa4W22ROFWbX493JruFSbxWdZRL05hQJqQdAouV4/ePXyJ7li/J0x9LmebG9GVIPgETLR9N+ERGZY9a+TG8ZWWxvhtQDIISQpSakHgAhhCw1IfUACCFkqQmpB0AIIUtNSD0AQghZakLqARBCyFITUg+AEEKWmpB6AIQQstSE1AMghJClJqQeACGELDUh9QAIIWSpCakHQAghS01IPQBCCFlqQuoBEELIUvP/A41nMqrziinlAAAAAElFTkSuQmCC)
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()
N2_max = vector()
tmax = vector()
tmin = vector()
dtmax = vector()
tmax_depth = vector()
tmax_SA = vector()
tmin_depth = vector()
tmin_SA = vector()
dtmax_depth = vector()
dtmax_SA = 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$N2, na.rm = TRUE))]
data_N2_max = data$D[which(data_N2$N2 == max(data_N2$N2, na.rm = TRUE))]
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
}
tmax[i] = max(binPTemp[data_N2_max:length(binPTemp)],na.rm = TRUE)
tmin[i] = min(binPTemp,na.rm = TRUE)
dtmax[i] = max(binPTemp[na.omit(binDepth[binPTemp == tmin[i]]):length(binDepth)],na.rm=TRUE)
tmax_depth[i] = binDepth[which(binPTemp == tmax[i])]
tmax_SA[i] = data_SA[tmax_depth[i]]
tmin_depth[i] = binDepth[which(binPTemp == tmin[i])]
tmin_SA[i] = data_SA[tmin_depth[i]]
dtmax_depth[i] = binDepth[which(binPTemp == dtmax[i])]
dtmax_SA[i] = data_SA[dtmax_depth[i]]
N2_min[i] = data_N2_min
N2_max[i] = data_N2_max
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)
}
MLD_T_Ptemp_Sd = MLD_T_Ptemp_Sd[BTMALL_idx]
MLD_T_SA_Sd = MLD_T_SA_Sd[BTMALL_idx]
MLD_T_Pden_Sd = MLD_T_Pden_Sd[BTMALL_idx]
MLD_D_Ptemp_Sd = MLD_D_Ptemp_Sd[BTMALL_idx]
MLD_D_Pden_Sd = MLD_D_Pden_Sd[BTMALL_idx]
N2_min = N2_min[BTMALL_idx]
N2_max = N2_max[BTMALL_idx]
BTMALL$MLD_T = MLD_T[BTMALL_idx]
BTMALL$MLD_T_Ptemp_Avg = MLD_T_Ptemp_Avg[BTMALL_idx]
BTMALL$MLD_T_SA_Avg = MLD_T_SA_Avg[BTMALL_idx]
BTMALL$MLD_T_Pden_Avg = MLD_T_Pden_Avg[BTMALL_idx]
BTMALL$MLD_D = MLD_D[BTMALL_idx]
BTMALL$MLD_D_Ptemp_Avg = MLD_D_Ptemp_Avg[BTMALL_idx]
BTMALL$MLD_D_SA_Avg = MLD_D_SA_Avg[BTMALL_idx]
BTMALL$MLD_D_Pden_Avg = MLD_D_Pden_Avg[BTMALL_idx]
BTMALL$TMAX = tmax[BTMALL_idx]
BTMALL$TMAXD = tmax_depth[BTMALL_idx]
BTMALL$TMAXSA = tmax_SA[BTMALL_idx]
BTMALL$TMIN = tmin[BTMALL_idx]
BTMALL$TMIND = tmin_depth[BTMALL_idx]
BTMALL$TMINSA = tmin_SA[BTMALL_idx]
BTMALL$DTMAX = dtmax[BTMALL_idx]
BTMALL$DTMAXD = dtmax_depth[BTMALL_idx]
BTMALL$DTMAXSA = dtmax_SA[BTMALL_idx]
BTMALL$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,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAABelBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZpAAZrYzMzM6AAA6ADo6AGY6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kLY6kNtNTU1NTW5NTY5Nbo5NbqtNjshmAABmADpmOgBmOjpmOmZmOpBmZgBmZjpmZmZmZpBmkGZmkJBmkLZmkNtmtrZmtttmtv9uTU1ubm5ubo5ujqtujshuq+SOTU2Obk2Obm6Oq8iOq+SOyOSOyP+QOgCQOjqQZgCQZjqQZmaQZpCQkDqQkGaQkLaQtmaQtraQttuQtv+Q29uQ2/+rbk2rbm6rjm6ryOSr5P+2ZgC2Zjq2Zma2kDq2kGa2kJC2tpC2tra2ttu2tv+229u22/+2/9u2///Ijk3Ijm7IyKvI5P/I///bkDrbkGbbtmbbtpDbtrbbttvb27bb29vb2//b/7bb/9vb///kq27kyI7kyKvk///r6+v/tmb/yI7/25D/27b/29v/5Kv/5Mj/5OT//7b//8j//9v//+T///+ldYmAAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO29jZ/b5nmuibGkqtx6HEnRKHEm8nYtN+qxdJrE7jm1eqTdZOtd+6QdN26UYx8rdSZSKvus3FijD6tjmv/7AiBI4uMF8AB8SOCi7uv3SzRDguQ9N15cxjejmRBCiF5EQwcQQggqEqgQQvREAhVCiJ5IoEII0RMJVAgheiKBCiFETyRQIYToiQQqhBA9kUCFEKInEqgQQvREAhVCiJ5IoEII0RMJVAgheiKBCiFETyRQIYToiQQ6Lqb/8sYkiqIzF95/tK2PPIly7F/8ZP7o6WG098F6b3x/P/lL/p/SJ73yWX6ao+ShG8lPx1F0vvQGTye5YBfet/4NGTd6Bx9LzvrBcFTOV4t9StEHCXRMTD9aLVd7f93ppQ/e+KDyk43yQn320+TRJoHaPmH+t+Tf5KQijPhTjGJK3upt89/gINDBczYMhjTOZcufYp9S9EICHRHTW4Ul65x9JTR+ZWaq1U9WKgt1usZSL1DjJ5zk3qzw0PnKREYxRdEl89/gINCBczYNhhPz8LBPKXohgY6IZDvxtXRz7fmDq53WHFa6677pfZJfwh5ezdRR/z7GT4hFs1famo0/6cykoNSjaO/VRjEtkk0f3o4MjTydeGywjiJnw2BI/hP2qum/EPYpRT8k0PGQrMgsF5PpUdTBhG4CTVd8kjdYW6BHVdEkn/Tf8i+O3+rPbpnENP+t9YPdBDp4zqbBkHze/WqM8LsYpxT9kEDHw3HFZOZVUD+BpkvuDR+BluMnn3Q//3D8wNtmMaXJWlTgJ9ChczYNhvi5y7a5YJ9S9EMCHQ/HReUEltRaHAWaHHa4vDmB/q/D3KcdRa/8T7uY0r0CzZ/sJ9ChczYMhvlO6EC/FexTip5IoOOh3pjTj19N94itHnlwOz3B5fqXyS+Lgxh7H6x+Sqd6lky1d/HT1QfcmH40ifZeyy/eJYFmKzs5TT58I/cupU9YEZyqqIn0k45WL40/6vy0g5gytzdQI6bCey988ux2UuqZxXlbY8hZFzkQL/n/1v9WVKYMFjFNzjfbu/RIpu2BBDoekiOmwTNg/rDQ0WIxfXZ1cXB2L1moawS6Og/m0vx1iUCPKvZrWQNdHQ1O36VGoDVTBQR6slpK46ludBFTMm3zSnmNmOI/Zvlw9oflThI6+2lp8sFyFjOEB8NCfMtADVSmDBSxHEx7H0ig3ZFAx0MqobPVM+iPl4t6tpzOz0pciSws0Px5MOcXb7RfEHFKSaDJkpvbB5r/rGSysEDrpgoI9HS1bXwcP91FTKUdgwHqxHS0kk325x6tAldeMlzOFXWDYTVnWj8kNGW1iNWse+X/kEA7I4GOiGws7134hy9zjyYyOvt+ts6UDvDkmOzbj5It+8Wh2tA+0MS7l+I3er58XWri7z+aPc+/feAofLJsL94nEU2yXf5weSpNaB9odaq6faCPCqesnp91FVOzd+rEdLJ687lCklKTcmbPfx1Vgg6XM0d4MMxWOozfo2VPa2DKShHprEu2Gu6n/82TQDsigY6J6e3lWtHF5Q7Po6XgjlfrDNlqxEJ+AYEWp0oX1+PgEpIX6PNEyek02fuszqaZHtWfYh+Yqlagq8MjyZZxNzG17verE1Ohn2SK3KdVP3i4nHmCgyG3Qd56mkZoykoRyayb7yp4pouWeiCBjou5wVLOzpeanAiz0Z8z3mI7MyDQ/IKerWwcB48OV66Oyb/jUeGz0ncJCDQwVb1Al7pJtoy3JaalDbOPif85W/tOA+YsUB0MhZe2fUpwykARiz/nRALtjgQ6OqYP7rw6X2rS0XzStKtrcVAgINDc3q5ZdkAkvNesLNBLj1bvUzhScVR3jVJoqnqBLraN0y3jbYlp8VaLj0v/6MrW8fA5y5QGwyx/gULuP61BglOWisjPuvaTB0QFCXSUTB+8kSw02aIePqI7/eI3dyaVzerFT6VLqctrGznyAt177XrmlPn7FGS5OupQEmhoqnqBLlaC0i3jbe1bXNgw74+U134Z/E/KUDmD2VeDoXi4Lmo8jBSeslREYdbpKHx3JNCxkpxdki3GVes9vP3qYsEwCrT2rWpWcTco0GzZTbeMu4npqNEYsyYxrVbCs521q37Olm9AN2TOMIvBUNleaDiMVDNlsYj8eU0SaA8k0NFQXjKzY6eBBXZ1GihSoPOVoPj/s1+2cn7lfG9x/k5Sz1YHaUJH4QfKmVEzGCqztf5z6qYsFiGBrokEOhrKO84yLVUX2GzbbP/CT377v2r3gYbOs15ToMd1+0BDUzUIND2hP1HC5Vk3MWWX6TfQIKb0yqLS/pDn8zsWl/+eQXMuI4QGQ+ncpeOGXQW1UxaK0Cb8mkigo6G82FWPuWcL73F2Guis7SBSeWnoLtBNHERK/9LzcZii6A1iavLF8hV1U6SbrkdVs02rJ4IOmnM5QWgwlI4DFm7ZVKJ2ykIR+VnX6fY1Yo4EOhqS8ZtfDo+XZ7Qvhng22nNqOqndhC8sQMfL/V4dBZp/l4bTmAJTNQk0/juSm3MUDotv/C5Hyab4YoW9ovywQAfJuUxbNxgu10+Vo37KQhE6jWlNJNDxkAzgc8vrsh9MVqty2dCf6zK3ovC0/ih8fp1jsTXXQ6AbOJF+HuQnh9mdLLZ2n814VfIXy0w55VdXvIbNucwQGAwn1fsY1HxUw5SFIlYn0p/qRPoeSKAjIr0+++InjxZnrsyXseWlnIttzcWVnOk1mvOJVhJY/ZS829lPsgs+02W+h0ADF2mGtvQ6XMq5+JNy9yoxiOn5H9NDPs17FpvFlPvQRanJmyeRS68ZNmdGcDCU71KdSC+8stswZaGI5aWc6W3vJdCuSKAjYpq/w0V+jWHJYtdcearskOuNwE/R0rK9BFq+TUj+EwpTl6ZqFGj6FqsfF2LKU7glyYLWxbtRTEdRca9G7fsOnHNOaDBUT52v+9LNxikLRRRPF5VAOyKBjor7uUVxeRvP1aOra+Kzpeo/LRbrk+XwX/20upg6u2HbcQ+Bzk6X50xlN8XLfUJu8spUTQLNXZXfQUyV8zWrNIopu89UxvIegdVv0Rw454LqYDgOrSwHpdc4ZbGI5UlxF/+bBNoZCXRkPLid3nFu/3r+KsPyDZXnN0pOvnJs6cT7yRTfL/40e5jednn5ul4CTb7FeJLceHh118zcJ+SCl6ZqFOjqHBurmPbfqt74uEqjmArnPCZXmqdNv1a9ZdzAOVeUBkPg/NKaw0jNU5aKSG+onIySwDkKogUJVAiRYLlFsyghgQrxEpPbUNC3z/VAAhXiJea4cKe75iv4RRUJVIiXmOSAUnKy2+zh7ZrjUaIJCVTAqNwAOhrnrjtrzrX/nvXeIH+2lFZAOyOBChgSqOsb5L455JL82RkJVMCQQJ3f4Fl6c9kzPyl/u7MwIIEKIURPJFAhhOiJBCqEED2RQIUQoicSqBBC9EQCFUKInkigQgjREwlUCCF6IoEKIURPJFAhhOiJBCqEED2RQIUQoicSqBBC9EQCFUKInmxVoI9bsUwzCiA5MX2qUGcgOXl9SqAuQHJi+lShzkBy8vqUQF2A5MT0qUKdgeTk9SmBugDJielThToDycnrUwJ1AZIT06cKdQaSk9enBOoCJCemTxXqDCQnr08J1AVITkyfKtQZSE5enxKoC5CcmD5VqDOQnLw+JVAXIDkxfapQZyA5eX1KoC5AcmL6VKHOQHLy+pRAXYDkxPSpQp2B5OT1KYG6AMmJ6VOFOgPJyetTAnUBkhPTpwp1BpKT16cE6gIkJ6ZPFeoMJCevTwnUBUhOTJ8q1BlITl6fEqgLkJyYPlWoM5CcvD4lUBcgOTF9qlBnIDl5fUqgLkByYvpUoc5AcvL6lEBdgOTE9KlCnYHk5PUpgboAyYnpU4U6A8nJ61MCdQGSE9OnCnUGkpPXpwTqAiQnpk8V6gwkJ69PCdQFSE5MnyrUGUhOXp8SqAuQnJg+VagzkJy8PocUqBBC7BJaA+0HJCemTxXqDCQnr08J1AVITkyfKtQZSE5enxKoC5CcmD5VqDOQnLw+JVAXIDkxfapQZyA5eX1KoC5AcmL6VKHOQHLy+pRAXYDkxPSpQp2B5OT1KYG6AMmJ6VOFOgPJyetz1wUaxaz7HgYg8x0zPlWoM5CcvD53XKBRtB2DQuY7ZnyqUGcgOXl97rZAo2hLBoXMd8z4VKHOQHLy+txpgUbRtgwKme+Y8alCnYHk5PUpgboAme+Y8alCnYHk5PUpgboAme/bGJ8+datQXyA5eX1KoC5A5vsWxqdT3yrUF0hOXp87LVAdRCqx+fHp1bgK9QWSk9fnbgtUpzEV2fj4dFvnV6G+QHLy+txxgepE+gISqDO8BX7c8PrcdYFuCUhOCdQZDVBfeH1KoC5Ackqg61L60zRAfeH1KYG6AMmpg0hrUv7jNEB94fUpgboAyanTmNaj8p8HDVBfeH1KoC5AcupE+rWo7qDQAPWF16cE6gIkJ6bPcRYqgW4aXp8SaAP2lSnIfMeMz3EWKoH2xLwg8fqUQOvpsDsPMt8x43OchUqg/bAvSLw+JdBauhxQhsx3zPgcaaE6iNSHDgsSr08JtI5OpzRC5jtmfI61UJ3G1J0uCxKvTwm0jpdLoD7Hzv0Ya6FDn0jfdz5BFiQJVAIdM7V9Op296Qe90A3Rez5BFiQJVAIdM3V9dtndux3ghW6I/vMJsiBJoLsj0JfoIFKn/1ZsB3ahG2KN+QRZkCTQHRLoy3MakwTaFwnUQocVEch8l0BN2IcqZL5LoM5IoCbsKyKQ+S6BOtMn5wDCkkCdkUB94S3wEqgLPXL6G6v9/XQQyRkdRPKFt8BLoC50z+nvLMP76TQmZ3Qaky+8BV4CdaFzTv+tZsv76UR6Z3QivS+8BV4CdWF4gZreENOnFnhnIDl5fUqgLjAEOrbVzAYgM353B+gw8PqUQF3YukArrzS84eh2dDYAmfG7O0CHYag+Oy8YEqgv2z6IVH1tu0DHd6i9AciM3+EBOggD9dl9wZBAfdnyaUwhF4b9uHrE/7DVJoHM+F0eoEMwTJ89FgwJ1JftnkgfdmGdP7PHJNANsNMDdAAG6bPPkiGB+jLM+dSB3aDhCRteNFIgM14D1BcJVALdAtY5XphOAt0AGqC+SKC7K9DGggEC1UGkDTCmAdoIJKcEurMCbW54kCv6Wmd4aWSA/KkF3hlITh1E2lWBtnQ8xBV97TO8/J9Wjj+1wDsDyanTmHZUoFGB6vNr5OxnNduryoFH02crkKCYQiE5dSL9SyHQatf9c252u7r07qPpsxVIUEyhkJy8PiVQE1GLQXvn3PSRneJ7j6bPViBBMYVCcvL6lEBNlAVaFl7fnE27BTbAaPpsBRIUUygkJ69PCdSGBLpdIEExhUJy8vqUQI1IoFsFEhRTKCQnr08J1IoEuk0gQTGFQnLy+pRAO4E7iFRkdH3WAgmKKRSSk9enBNqNGt2N9TSmEuPrsw5IUEyhkJy8PiXQjoR1t/UT6fsxwj5rgATFFArJyetTAnUBkhPTpwp1BpKT16cE6gIkJ6ZPFeoMJCevTwnUBUhOTJ8q1BlITl6fEqgLkJyYPlWoM5CcvD4l0FYsR3nGkNPAKPo0AQmKKRSSk9enBNqG6TyjEeS0MIY+bUCCYgqF5OT1KYG2YDvTfficJkbQpxFIUEyhkJy8PiXQZozXWg6e08bwfVqBBMUUCsnJ61MCbaDp6vcikPmOGZ8q1BlITl6fEmg9jbcPKQKZ75jxqUKdgeTk9SmB1tJ8A7sikPmOGZ8q1BlITl6fEmgdkQQ6IJCgmEIhOXl9SqB1cpRAhwQSFFMoJCevz5deoLV27OJPjU9vIEExhUJy8vp82QVa78cu/tT49AYSFFMoJCevz5dcoE2G7OBPjU9vIEExhUJy8vqUQOsUabfnY41PdyBBMYVCcvL6fLkEWtGhBDpSIEExhUJy8vp8qQRa9GHLTk4JdEggQTGFQnLy+mwT6PMv6vgSJ9CiENuOskugQwIJiikUkpPXZ4tATw+jOl75DCTQqizLf079ayzvD5nvmPGpQp2B5OT1+XIItCrLyp9T+yrTB0DmO2Z8qlBnIDl5fbYKdO8f7ob4zQQk0IAsmwWaPlB6plGmkPmOGZ8q1BlITl6frQKt8WTtEyMUaEiWrf4sP9e8OgqZ75jxqUKdgeTk9fkyCjTwWOP0gdXRSlCPnJsHMz5VqDOQnLw+WwQ6e153sL32idELtPhg07mhIWqCeuTcPJjxqUKdgeTk9dkm0E1iiLkBgRYfbZ1cAh0ESFBMoZCcvD5tAi2eDTpygVY1V2/QutdLoAMDCYopFJKT16dJoJWTmc5cfzRagYY8Z3FgzcQS6CBAgmIKheTk9dlPoFG098FIBRoWXReD9vCnxqc3kKCYQiE5eX2aBDr9469jZb519+7dO5No7/rdX7zhcR79RgTaoLruAn3cfLQ+H7RrzmHAjE8V6gwkJ69Pk0CTVdDL2Y/3U3U+Wz2AFWhOkYFpFg8vf240bz5nu6IHAzM+tcA7A8nJ69Mm0KOcLo+j8/H/n0Tn1t4Naoi5QYHmvFi42ijk2S53pDdNPxCY8akF3hlITl6fJoFOb+V2eT6dJOp8OtJLOZu2tgP+DDm1/AbFNdXQemt+fNZ//AjAjE8t8M5AcvL6NAm0cNnR/JcxXomUW6Ns/oqOx4EjRZXHgq8Orrfm+2wS+PBgxqcWeGcgOXl9GgVaWAMdqUBr3FZ63iTQphcHJSuBOgMJiikUkpPXp0mgs6N0v2f+5/HtA21cfyxOUJm6VaBhf64mlEAtdKgFsiDxFvhxw+vTJtCTKLo09+X0oyi6MZvdn4ztKHzjCmJpitDklcda310C7UiXXiALEm+BHze8Pm0CjVc7o+i1a9eu7cf/nk9PrHc4k94Qcz2B1hg0OH31odZ3z02mg0jtdGoGsiDxFvhxw+vTKNBkxTPj+48Sge7dWNufWxBo0KCNLwi82DKZTmNqpW6mhIEsSLwFftzw+jQKdDZ7/nGy9nnmenIXu+mdX47uWvh2CT4u7YRLf2k3aKtno8fF8Tlef0qg3vAW+HHD69Ms0A1giNn7IFJxYW1YcNv9WHi7wj+rD4HMdwnUGd4CP254fe6OQBv2gjYuuZ38WViXlUC7IIEOCSQnr0+TQE//R/63B/976QzQP717cHDlv3yd/fK38S8//Tz39LfvHKT84PebFWjmtqpA2xddozzrXqTxaaGLP1WoM5CcvD5tAj1cHTKaflS+EdNXcz/+MPXj7+a/XPmn1fPf3NySQDMK1muR4GP7GmjDCzU+TXTwpwp1BpKT16dRoMuD7g+ulu9k983NK383m7149+BH8S9PDtJfPszb8kn6TABDzN59Bv3Z/Qs8Gl+bewYy33UivTO8BX7c8Pq0CfRWdtpSejbT2U8LT947+Pnco7Ezv/vw4L3kl3ir/b3yBNsVaPgYe3iyqis7+VNroBsAEhRTKCQnr0+TQGenV9MT5x9Momjvr8OTfPtOLND0/0rS/O7D/Pb81gSa0G7BhnXNNn9KoJsEEhRTKCQnr0+bQFOD/r+3Y1dc/LRmim9uvv716recQL995/V/fffg4G8+r7zEEHO7Ai1uZLb4UwLdJJCgmEIhOXl9GgWaGDRm7+265//9Zm6jPZbmaq1zcQxp9fyfZ9S9lxtlf+YerkxR+3LDu3vnFkIgqXdBYtA/q7v+6N7BwZV/zP3+Ve640ZODg599PfuPX62OzA8l0MKj5SnqXm94e9/QQggqDTKIDfpKzfb7d//9P988uPJfl78/yZ/GtJBp9ViSYUXZcxO+9GBpiv7vnwZdK+fWwGwhqVBnIDl5fbYIdHrn2pI340349Ie3Qiuif1ptwz+5eeW96gRPDvI7Sbcs0NrHAnbt+AHzoGvl3BqY8alCnYHk5PXZItDAN8LXfaPxUpBfHQQPu6fnOQ0s0MAaaeD5+jerD7pWzq2BGZ8q1BlITl6ffgJdHIb/XdifpcP0gwi0dpO+NH39e9UGDU6/VvhNgBmfWuCdgeTk9dki0HYW585ngvzuXnZNZ+X56gVJhpiuAi39d6Bt8uBzdUHD06+VfgNgxqcWeGcgOXl9ri3Q2b3lQaIfpf9fXs/Mnl+KdDCBllekWyZ/nF+LrHnV8oFyzhbfDgVmfGqBdwaSk9dni0BPf3zx/RaBfnMzOU3pu/mW+1cVf2bPv3i3+owh5qACDa68Vl+QBm1+p7GAGZ9a4J2B5OT12SbQZB/o/Db0tTzJbsD03urOdTE/Sm8zkuwNze7W9IPKpUiGmGv2WdBY2Z/B9cnA9IGnKu8ugToDCYopFJKT12eLQGfTf3kj8cBe04roi+UtQJ8cBAQ6f/5n5fXPbQi0sCsy4M8ag5YmL//yuPx+Eqg7kKCYQiE5eX22CTTh4Z1J1L4i2h1DzLX7zEss4M/ikzW+zf9WemsHgW5Ts/M+xyf2KpAFibfAjxtenxaBzmwroqMUaIG69cvVUzm3lKao+rBBoB0OIm11RTXtc4yrxhUgCxJvgR83vD6NAk1wXxE1xHTus279sm0Fs/jawAS9T2Oym9aDpM/tfmJfIAsSb4EfN7w+Owh0tlgRDZ9IP2qBNtivSGCS2jfMTdD3RPrgB3fG/Pq4T59P3DiQBYm3wI8bXp/dBJrw8M5f4ARaNYZBoIHN+uDL19mp6KIz+xtIoM7wFvhxw+uzu0D9MMT06bNh9TIs0OynpT/Ltqn6s6ePPHTW4R0kUGd4C/y44fVpE+jzL/LQBBpyRqNAyy4t66Y4+TpCctBZl7eQQJ3hLfDjhtenSaCVW4qcuV53a+VdEGjo5/rjS+sZaX2bdRSoDiJ5wlvgxw2vz34CjdLvmNtBgVYm37RA1z+pqKtAdRqTI7wFftzw+jQJdPrHX8fKfOvu3bt3JtHe9bu/eMPlULwh5pYFWp28i0D7eWldm3UWqE6k94O3wI8bXp8mgSaroJezH++n6ny2emD8Al1tta7UUVFn6KnyL9U3rL6TS+BOdPhkzPjUAu8MJCevT5tAj3K6PI7Ox/9/Ep1bezeoIabzGmhoNbPWjk2HiPKPjcSglikx41MLvDOQnLw+TQKd3srt8nw6SdT5dLL+Nrwhpq3PFn9U1jYrjxXfo6jCsJ7yj43CoKYJMeNTC7wzkJy8Pk0CPT3M2XL+S+GhgQXa5q2yQEOb5oX3WPyS///2AMMJ1AxmfGqBdwaSk9enUaCFNdCRCbRVXAaBlt5jZc6aK5EqQRnnV2LGpxZ4ZyA5eX2aBDo7Svd75n8ezz7QdnO1CzT4Hl1WKyVQZyBBMYVCcvL6tAn0JIouzX05/SiKbsxm9yejOQpvMFdAoMV1zpArA69pCMo4QR0zPrXAOwPJyevTJtB4tTOKXrt27dp+/O/59MR6hzPpDTF9BBrcSVn9OfS80aCQE9Qx41MLvDOQnLw+jQJNVjwzvv8oEejejbX9uUWBFndqFh4rvUfNWqlFoIAT1DHjUwu8M5CcvD6NAp3Nnn+crH3O76Y8vfPLEV0L32i4sjFrJgzIsrtAxw9mfKpQZyA5eX2aBboBDDHXPY0pvE1eO2HjKmiTRCHzHTM+VagzkJy8PlsEOv3jb8PrmrVPDCDQ+m3npfjaPRiYoINBIfMdMz5VqDOQnLw+WwRae7rniM4DrRdowIA2h+bf12RQyHzHjE8V6gwkJ6/PXRBordoaBBq8wijgz2aDLh+AzHfM+FShzkBy8vpsFejeP9wN8ZvxXAtfv3LYJNDgiwL+bDjTPjc5ZL5jxqcKdQaSk9dnq0Br1TMWgdbJ8LFJoLV3qetwW9DHGp/uQIJiCoXk5PW50wLtaNDiY60CzT8Gme+Y8alCnYHk5PXZItDS18nl+XJdf27jRPqqLPsJNLSfQALdIJCgmEIhOXl9tgl0kxhirn0lUvp42IudBBo4UiWBbhBIUEyhkJy8PvkCtdzFIz9BjUCrj5UeqHyEBLpBIEExhUJy8vrcAYEa7uJRr8p6f1YMWvOuOoi0CSBBMYVCcvL63AWBtt7Fo2jB0BpoyJ9Wg6ZBTTkHBzM+VagzkJy8PndCoC0ULVjyZ/WxhteG3nke1CPn5sGMTxXqDCQnr8+XS6AhilPUvzb3QCCoR87NgxmfKtQZSE5enzsr0JLzvARaszYKme+Y8alCnYHk5PW5qwKtSq/Bn3aB1k0Gme+Y8alCnYHk5PW5owKt0WONPxsOFxnXVCHzHTM+VagzkJy8PndToCVJrmFQCXQYIEExhUJy8vo0CnT68O7du194fI/HAAI1GDQo1eIT1d9CfY4bzPhUoc5AcvL6tAj02e1Jpo296+tfAe8j0IDESs9aDRqcPvBO1d9CfY4bzPhUoc5AcvL6bBdo7gs5E77vtxpqiFk3TdBi5afLRuwj0JqT8Gv7HBvFsJjxOd5Ci2AKheTk9dkq0OmtZBk8cy3mzXRF9JybQQ0xa6ap81hlgrD+rAJNfyx+Us3njnW+l+JixudoCy2BKRSSk9dnq0CP4gXw4mLD/dnt+Lfzgws0uKpYN0nFiIEdnk2+La7EGQTamGu7lGvCjE8t8M5AcvL6bBPo03it83Lu9+Mo2vtgbAINKSso0NzkIVeGHwu9a22fllubbI3K348Zn1rgnYHk5PXZJtCj8hrnUVGoYxBovbLKvsupM7hpHnZq7QcH+rTcXG9rSKCbBlMoJCevzxaBJntAbxQeOfHbC2qIaRFok7LqLVl8UeNDoRevHiv2WavYIZBANw2mUEhOXp8tAj09LG+xx9v04xJojbJyz1ZfVjZh6D1qJyk/VuhTAvUBEhRTKCQnr892gZa+PK76yCgFWqPUGoO2C7TpVY/HKlAdRNo0mEIhOXl97qhA651qFujj8AThF41UoDqNacNgCoXk5PWJFGiN20pP1gnRKtC8fQKvCQt0VAeRHutE+g2DKRSSk9cnU6DBu9U9Lv66vkBz9vorQGIAACAASURBVAm9aVigYzqNqQJmfGqBdwaSk9cnVKCBg0OFX4JCrPVn+4Z3aIIagY7pRPoymPGpBd4ZSE5en1SBFqj3Z+gwUuF6pPKrmj6iTsiPNT7dgQTFFArJyeuzXaBVRifQHE3+DJwVWnlVyxvXrfpC5jtmfKpQZyA5eX3utkDDz9lfUZ6u1sGQ+Y4ZnyrUGUhOXp8tAp3euVblraFPpG/A4M+mHaPWt68E7ZpzGDDjU4U6A8nJ67NFoBvFELN7n/UqDGqynz8rU0PmO2Z8qlBnIDl5fe6cQOtPIwqZr5s/6/ewQuY7ZnyqUGcgOXl9dhfo8y+8vtbDELNPn3UqbBao+a2DBoXMd8z4VKHOQHLy+uws0DGexmQjpL6yD1tUWhbo6iJzx5wbBDM+VagzkJy8PndJoJ3sF3qsfWVUAt0SkKCYQiE5eX3ukECLSquaMOS+oEAb3qNuLyhkvmPGpwp1BpKT1+fuCDS0ahmcwGzQ4PqoBLoVIEExhUJy8vrcGYEWpVYWXHGKqiWb3NrwYdU+xw1mfKpQZyA5eX3upkCrq4jFSSxroOH3KLxVoM9xgxmfKtQZSE5en3CBhtYky78Up66zZPNTDR9c/mXMYManFnhnIDl5fbIFmtmtYr868xUmq5Fn2K2GFAAw41MLvDOQnLw+0QI1yM/wApNAW+4yAjEoZnxqgXcGkpPXJ1mgte6z3XipRaBWg1ocW32FdVpfMONTC7wzkJy8PlsEOr7b2eXsU+/P8GZ1N3+23xqvPFX731MbbUtgxqcWeGcgOXl90gSat0+dPJdPhl5q92fDlZv5GF0F2lG3rmDGpxZ4ZyA5eX22CHRs9wMt2KdRoFU6+zPwokCMjgLt6ltXMONTC7wzkJy8PlsEulEMMUvTlOzjItDqU02vCsToJkQJ1AQkKKZQSE5en2iBtpyrWcIs0FaDBn3a/tcE/4StghmfWuCdgeTk9ckW6HxPp9VHrQ60GDQUo4sOJVATkKCYQiE5eX3CBbp62PJXB41Z/K3GbeUJyhP2vunJdsGMTy3wzkBy8vpsEej0n0d8EKk7xZXG9QW6CtoxRN1fsGGzYsanFnhnIDl5fbYJ9FZAG2M5jWkdOgq07c7LneZ7sz83aVDM+NQC7wwkJ6/PFoHOjqLozH6J10ZyIr2FuskbBdr8gtBkPvO96fNdwIxPLfDOQHLy+mwT6HG8PF/8xEeYLgLtRrsQi781+KvRsS7zvS3B+mDGpxZ4ZyA5eX22CXT28I1oUw41xFyzz/ZVytJvLfaSQLcFJCimUEhOXp+tAo15cDVepvcufjpCgTbbpn2jvPJP+8dJoNsAEhRTKCQnr0+LQGez6cevbsChhpgt07ToptFIuXXO7mdxVoJa38Dy5hKoFnhvIDl5fdoEGvP844m3Qw0xm6dp802TkaIi7VnyL6sGtb7e8OY6iPRYC7w3kJy8Ps0CjXl2O3XoT7wcaojZOE2r/homiMq0h1m9MBDU+vL2N9dpTAmQoJhCITl5fXYRaMzD29HA9wPN0W4/8wroutbymu+b9SdnfGqBdwaSk9dnR4E++8VEAg0FXe/l2wIzPlWoM5CcvD67CHS+GzTauzTcpZwFum/Cr36UQMcNJCimUEhOXp9mgc4PxLseRTLE9D2IVP3ZS6KQ+Y4ZnyrUGUhOXp82gU7TU0G9z2MyxHQ9jSlkUyeDQuY7ZnyqUGcgOXl9WgT64I0N2NNFoOYT6UOeTH9yMihkvmPGpwp1BpKT12erQNPj7pu4Dmmbl3LWarLJrV2AzHfM+FShzkBy8vpsE+jxpuy5FYHWGLTh+dyjXT4HMt8x41OFOgPJyeuzTaBHUXR2RDdU7kwfgfbYnofMd8z4VKHOQHLy+mwR6OhuqNyHen8GBRqcsC2oR87NgxmfKtQZSE5eny0CPT3cQYE2rIEWH6u8S31Qj5ybBzM+VagzkJy8PlsEulEMMdc7Cp+byCbQhrsmN6+TQuY7ZnyqUGcgOXl9sgVq3NIOrEUHnwmf1FR4pq3PcYMZnyrUGUhOXp9ogbZYrTphvUFDkwVfm3tdqM9xgxmfKtQZSE5en2SBhre1aycNb5939GfgotBCn+MGMz5VqDOQnLw+hxTouqystvrd+ILcpMXXh96z+nDpLYQQYsZeAzWsjIZWQWvfr/qKxVPVCSH/4cT8B16FOgPJyetzdwRa68WmF7U+FfKnBLp5IEExhUJy8vokC7TgzAYxBl/TdJfl4OS5ZyTQjQMJiikUkpPXJ1qg4SNALe/ZNFngmeXkuWck0I0DCYopFJKT1ydboJnVQmuJza+pmyrwTGjyykdB5jtmfKpQZyA5eX12Eej0y9EJNCW4md0yfdM7GSYvTwiZ75jxqUKdgeTk9WkWaHJX5Vc+O/3xdadbMfkJtKs/29+p9sm63zQ+vYEExRQKycnr0yjQ6UeJMWKBHkZnnW4lsp5AQ0d0CvLr4dJGCTfbGTLfMeNThToDycnr0yjQ5LagfzV55bPp30fROa91UEPMumlyOqv3Z1eDNgm0Zf0WMt8x41OFOgPJyevTJtCTKHp7dnqY3Mfu/iS6MbhA8zqraK/j9nxoXbb2A+veETLfMeNThToDycnr0ybQo+jyLBPo7Dg6P7RACzoruy28RlpLcF22+RNDQdv/ljGAGZ8q1BlITl6fJoFOb+19sBTo08ngN1Qu6qzJn8ZzmoLfe1z/iYGg7X/LGMCMTxXqDCQnr0+TQOfqzASa/TMagYZtahRoacLa10igWwYSFFMoJCevTwm0sv7aOGFd0Pa/ZQxgxqcKdQaSk9enSaDTW8mBo8ycJ26H4Q0xOx9E6ubPDjtMm6eAzHfM+FShzkBy8vo0CXR+4Ggu0Fimgx9EaroNcid/dvFt4/OQ+Y4ZnyrUGUhOXp82gT6dRJcepQJ9djVKDigNLdDwrT06+9PtMibIfMeMTxXqDCQnr0+bQONV0Cjan+xdeDX+97KTPzd1LXxBh8V/2l9qq68atOfrtgxmfKpQZyA5eX0aBTr7w2ShGDd/ugm0waDFfwyv6lJiPmjP120ZzPhUoc5AcvL6tAp09vzj/dgvZy5+6uZPP4Em1Eq0zo6GSexA5jtmfKpQZyA5eX2aBboBDDF9Bdpwq3kJdFxAgmIKheTk9fmyCrS3P8NTQeY7ZnyqUGcgOXl9dhDoFwu87qtsiNmhz7wDOwvUfPemmukg8x0zPlWoM5CcvD6NAp3eztlm8CuRglgEupJf5cEu/qxOCZnvmPGpQp2B5OT1aRPo6WHeNqMUaNGQrQatPGgSaFnD1T7HDWZ8qlBnIDl5fdoEehxFZ35yd8FvB7+Uc0ndKmV3gwZXLEMfJ4FuA0hQTKGQnLw+TQJ1vHzTV6D1QnzcpNHQC0wGlUC3BSQoplBITl6fJoGeHrpdvukq0LzNwipsEGgfg0qg2wISFFMoJCevT6NAvXZ7ugq0Zv2yiyU7ClQHkbYFJCimUEhOXp8mgc7vSE8UaJtbu94/VKcxbQlIUEyhkJy8Pk0CnR07XgG/TYG2+bNq0NZI4Ykg8x0zPlWoM5CcvD5tAj093HubJtCAN3PO9L0UXuPTG0hQTKGQnLw+WwQ6vXMt5Y0o2rtwLeOtsZzGFDJgoxgbpljLnxqf3kCCYgqF5OT12SLQ4hn0GeM5kT6kvzYzrunP8HSQ+Y4ZnyrUGUhOXp9sgT4O+a9ZjQ3+XE1Wb9Ma00LmO2Z8qlBnIDl5fbYIdKMYYlr6NKxlNjwVmrDGkuHPKvY5bjDjU4U6A8nJ63MHBBrwXb0/DUeeGr7COPyWjzU+3YEExRQKycnr0yTQ6Z3ccaOnb35vLAeRFlSMVu/PmvvYNa2PBl9c1+e4wYxPFeoMJCevT5NAC1ci+V2WZIjZt8/6lcjVU9nzEugYgQTFFArJyeuzu0CfTgACLW/W539pXy2VQAcHEhRTKCQnr882gYYOw58b2yZ8iIo/m46xWwWqg0jbAhIUUygkJ6/PNoHOTqpeueHjz80KNE+9EEsTtPlTpzFtC0hQTKGQnLw+WwU6/edr196crC5DuvaTT5z8uTWBNiuxNEmLQHUi/XaABMUUCsnJ67NVoAkjvZ2dFYNA+92gfgVkvmPGpwp1BpKT16dJoIXTmMYr0ObNbqdt+JqgXXIOB2Z8qlBnIDl5fZoEuiEMMbv0WSu9diOG/SmBDgckKKZQSE5en7sj0Abr9VwBlUCHAxIUUygkJ6/PnRFoo/bse0Dzv5k/W+PTHUhQTKGQnLw+Xw6Btn3re+nFnf2p8ekNJCimUEhOXp8viUCtr8792un1kPmOGZ8q1BlITl6fEmj+5b1emgCZ75jxqUKdgeTk9QkXaGmtcQ0JruVPjU9vIEExhUJy8vpkC7Sy3b2OBNcBMt8x41OFOgPJyeuzi0CnX45MoOvuufQDMt8x41OFOgPJyevTLNAHbyRfhnT64+t+1yQZYjZOs+ZuT08g8x0zPlWoM5CcvD6NAp1+lHgqFuhhdNbtsnhDzE4C7ahST/NC5jtmfKpQZyA5eX0aBXoURWf/avLKZ9O/97sdqLdAO66Muq67QuY7ZnyqUGcgOXl92gR6EkVvZ/dkuj8Zzf1A17p+yHfrHzLfMeNThToDycnr0ybQo+jy8qZ2x9H5kQh0nXsoOe8/hcx3zPhUoc5AcvL6NAl0emvvg6VAx/SdSBJoNzDjU4U6A8nJ69Mk0Lk6M4GO41s5M/VJoJ3AjE8V6gwkJ69PqEArx44kUAuY8alCnYHk5PVpEuj0VnLgKDPnyQi+lTN08KijEF39qfHpDSQoplBITl6fJoHODxzNBRrLdPCDSAVb9vOnTmMaN5CgmEIhOXl92gT6dBJdepQK9NnVKDmgNFqBdujA0Z8an95AgmIKheTk9WkTaLwKGkX7k70Lr8b/Xnbyp7tAvcrpAWS+Y8anCnUGkpPXp1Ggsz9MFppy86cEunUw41OFOgPJyevTKtDZ84/3Y0edufipmz/dDyL5VNMLyHzHjE8V6gwkJ69Ps0A3gCGm4TQm5+Pp/YDMd8z4VKHOQHLy+oQKtHAEaHh/anx6AwmKKRSSk9enSaCnh55b7u4CHfJOyhmQ+Y4ZnyrUGUhOXp9GgUbRnuOdlNcXaHGlUwI1ghmfKtQZSE5enyaBTj9Kj8G/9v5YBFrc7alNeCuY8alCnYHk5PVpEuhs/o0e8Wqo66a8IabhNCYdRLKDGZ8q1BlITl6fVoHGq6H3k7PoozNvu23KG2LqPFBXMONThToDycnr0y7QWXIuaLop/72hbyYigfYEMz5VqDOQnLw+Owk05tnt5LvlJNASkPmOGZ8q1BlITl6f3QQ6/TjZjB9coLoSqSeY8alCnYHk5PXZQaDTB1d9d4IaYhpOY5JA7WDGpwp1BpKT16dZoBs4DG+IaTiRXgK1gxmfKtQZSE5enzaBJns+Y876nghqiFmdpmrKEfhT49MbSFBMoZCcvD5NAk2uRNrApUiGmJVpQq4c3p8an95AgmIKheTk9WkV6MVPnO3ZT6Dhtc2QP7frVMh8x4xPFeoMJCevT5NAp791vw6+n0Dt+zu3vFYKme+Y8alCnYHk5PVpEuiGMMTsK9Bt7xeFzHfM+FShzkBy8vo0CzS9I/3e/vUvCQLd+pF5yHzHjE8V6gwkJ69Pq0CPl0oa8juRJND1wIxPFeoMJCevT6NAE3+euXDtzaG/lbPjFrwEWgQzPlWoM5CcvD5tAn06ic7Nz6B/dmvY74XvcghJAi2DGZ8q1BlITl6fNoEeRecWx+Gnt6LzAwrUeHpSjT83plTIfMeMTxXqDCQnr0+TQKe3cmudTyfnhr6dnYFaf27GoJD5jhmfKtQZSE5enyaBnh7mbsBU+GW0Ag2tbG5wsx4y3zHjU4U6A8nJ63NnBVplkztGIfMdMz5VqDOQnLw+TQKd3opuLH85iQib8AGaBbqeWCHzHTM+VagzkJy8Pk0CHdNBpAZaHNgo0DVXTSHzHTM+VagzkJy8Pm0CfTqJzs7vJvLw6rCnMTXQ5sAmga67cQ+Z75jxqUKdgeTk9WkT6PxCpP39fddLkQwxO/TZ7sB2f/Y2KGS+Y8anCnUGkpPXp1Ggs/uTzDB7b3v50/c8UIsDWzbgJdDxAAmKKRSSk9enVaCz6YM34zXQC+873tjOENN+JZLJgevYtzloz9dtGcz4VKHOQHLy+jQLdAMYYtqvhV/LgRLo2IAExRQKycnrs4tAp18MLdAG0a3nQB1EGhmQoJhCITl5fZoFOv9Wzij0rZx/evfg4Mp/+Xr+y3e/unlw8NPP888HHvIX6MqBvUS4nj81Pr2BBMUUCsnJ69Mo0OmtpboulfeCfnWQ8sPfJ798+076yw9+v3o+8NAmBPo458+eBu38oiWQ+Y4ZnyrUGUhOXp82gSb+3Lvwy7v/8masmdJ59N/cvPJ3s9mLdw9+lPx27+D1z2cvPjx4/evlBIGHNiLQxzl/bvtLOiHzHTM+VagzkJy8Pm0CPVme/Tn9dZS7rHPux5/PPZqsYs7/P17pvPJPK8FWHuot0HY9rn04qB+Q+Y4ZnyrUGUhOXp8mgcYroKuz54/Cl3J++07iya/m66Hxvz9fPBF4qL9A17rcaINA5jtmfKpQZyA5eX2aBHp6WLgfaPBuTN/cTDbR7x28l/72JLPmLPjQGgJd7Kts2owPCHTTRoXMd8z4VKHOQHLy+jQKtPV2dv9+M/Hkdx9m2+lznSYEHvrzjOBn2Zg7MvjggtbJhRDClZ53pL93cHDlH2fbE2hIkq3+lEGFEBulxjHHuf2ex9W7iXz33//zzYMr/7Vgy8VZS4GHFhhWlMPTBLfTi/5sndwXyJYHZgtJhToDycnr0ybQ08Po+48W/gzfkP5PyTa8bQ10IwKt96cEugQzPlWoM5CcvD5bBDq9cy3lzfl5oL+5NomiC28Fbyjy5OD1r0chUNPkzkDmO2Z8qlBnIDl5fbYINF71rBJeBU0Fufmj8AkSaE8w41OFOgPJyetzbYF+92EmyFSgi5M9C+eBVh5aV6Ch8+mbLLlxf2p8egMJiikUkpPXZ4tADdzL1izTfzd9JdKChj2dxsl9gcx3zPhUoc5AcvL6XF+g39w8+NnXs+9+d5AIMl4f/WHpwvfAQ+sLtHhm/PyXJkt29Gdn3ULmO2Z8qlBnIDl5fa4v0NmT+d2YrqRb8i9yt1765ma60vnC725MYRbmdFvL7L7CCpnvmPGpQp2B5OT1aRfo9IuMB39ZOoj04m9jfS7u9/niV7Esf5qubGYCzT+0CYE27uHsI9Ueu0wh8x0zPlWoM5CcvD6NAn12u/UofHcMMQ3TNB5j77Pzs89Be8h8x4xPFeoMJCevT5tAiwfjz2EE2uvwuwQ6AiBBMYVCcvL6tAn0ODmP/s1J8j/H7zU2xFxPoH1UKIGOAkhQTKGQnLw+TQKd3orOPUr+/0bi0uq9RCRQyHzHjE8V6gwkJ69Pk0Cz+4HObyNyVLoj/c4JVAeRRgAkKKZQSE5en0aBpseNTtJ7Mp2E70g/jEDzu2abnu3WTvfXQOY7ZnyqUGcgOXl9dhNosvV+eui1DW+I2TJNsz/7X8PZ+TWQ+Y4ZnyrUGUhOXp8mgWY3VJ5/mUf4jvSDCDTsz/xv/fzZHch8x4xPFeoMJCevT5NAZ0fp3s/5rtCa70QaQKDhtc/iI9vxp8anN5CgmEIhOXl92gT6dBJd/DT7cs4jt8PwhpjdBdp3q309IPMdMz5VqDOQnLw+bQKNrZlcf3QSRXuTqPqVHiMSaN/jRmsCme+Y8alCnYHk5PVpFOjsD8mG+/QoMdNozgOVQLuCGZ8q1BlITl6fVoHOZv8We3N6f3//upc//Q4iBR6SQENgxqcKdQaSk9enXaD+GGKaTmOqPiKBhsGMTxXqDCQnr0+2QAMH2dtODd0MkPmOGZ8q1BlITl6fcIEGGMSgkPmOGZ8q1BlITl6fuyfQQQwKme+Y8alCnYHk5PW5gwJ9PMCeUMh8x4xPFeoMJCevTwnUBch8x4xPFeoMJCevTwnUBch8x4xPFeoMJCevTwnUBch8x4xPFeoMJCevz90U6NaviIfMd8z4VKHOQHLy+qQKNGTH/GMLf27JopD5jhmfKtQZSE5enyaBnv740pfjEmho/bL42Mqfuh/oEsz4VKHOQHLy+rQJ9DCKzvhdA7++QENb6NbHNgJkvmPGpwp1BpKT16dJoNOPUg2dfd/XoYaY4WlCx4isj20GyHzHjE8V6gwkJ69Pk0BjHr6Riui19yXQEJD5jhmfKtQZSE5en1aBxjyYO/TipxJoBch8x4xPFeoMJCevzw4CjTflH1xNbLR33eeQkiGmBOoKZnyqUGcgOXl9dhJozPPbk3RT3mM11BDTfhApKMtt+VPj0xtIUEyhkJy8PjsJdPrxq0tNXRpSoNY7KUugRTDjU4U6A8nJ69Mu0IU9k2Pxzz/y+Go5Q8wOJ9Jb10o3AmS+Y8anCnUGkpPXp1Gg2d7P1dmgJw7fLWeI2aVP41rpRoDMd8z4VKHOQHLy+jQJdHorKh88Oj185bORCbS6ViqBlsCMTxXqDCQnr0+TQJMrkfaKpy+dHo5uDbSKBFoCMz5VqDOQnLw+jQK9+Enpoelv1z+VyRBzzT51EKkIZnyqUGcgOXl9mgS6IQwx1+1zS/7U+PQGEhRTKCQnr0+TQKd33lptrz9983tOl8QbYq7d53b8qfHpDSQoplBITl6fJoEWjhh5HD7aqEC35MwCkPmOGZ8q1BlITl6f3QX6dDJugW5rq70AZL5jxqcKdQaSk9dnm0CTA/Bl1j/+vkGBbu24UQHIfMeMTxXqDCQnr882gc5OqgK94ePPjQh0e2cuFYDMd8z4VKHOQHLy+mwV6PSfr117c7J34dqCn5TPaNquQFvcKIE2gRmfKtQZSE5en60CTfA7brS2QNvkKIE2gRmfKtQZSE5enyaBFk5jGlSgZTs2XL25VYdC5jtmfKpQZyA5eX2aBLohDDFL05TdmP1cVur2DQqZ75jxqUKdgeTk9dki0Omda/HKZ/z/ebxWRw0xmwUalOUgBoXMd8z4VKHOQHLy+mwR6Olh9Mpn5XOZhjsPtGjGKArKcgiDQuY7ZnyqUGcgOXl97pBAB/kypEXQLX3OmmDGpwp1BpKT12eLQDeKIWbjQSQJtCuY8alCnYHk5PUJE2jhNCYJtCuY8alCnYHk5PVJE2j9Efdhvk0uAzLfMeNThToDycnrs4NAv1jg863wHpdy1h8v2q4/NT69gQTFFArJyevTKNBnt3OmGsPdmDI9pv8EZblVf2p8egMJiikUkpPXp02gxcPwIxBo0ZnblWUIyHzHjE8V6gwkJ69Pm0CPo+jsT+4u+O3gt7Pb9i7OViDzHTM+VagzkJy8Pk0Cnd6Kzvs400egWz/I3gpkvmPGpwp1BpKT16dJoKeHex9IoE1A5jtmfKpQZyA5eX0aBTqa29mlSKA9wYxPFeoMJCevT5NAp7dIa6BDiBUy3zHjU4U6A8nJ69Mk0NlxdBkj0EFWTSHzHTM+VagzkJy8Pm0CjVdB3x6RQJuOwg+zcQ+Z75jxqUKdgeTk9WkS6PTOm1G0+lqk4e4HmlFeA80Js/7apI0Cme+Y8alCnYHk5PVpEuhobmeXUVJk2aUDGBQy3zHjU4U6A8nJ63MHBBqQ6dYNCpnvmPGpQp2B5OT1aRLohjDENAg0bNMtGxQy3zHjU4U6A8nJ6xMp0MdhZT4u/iqBVsCMTxXqDCQnr0+mQB8Hjfm49LsEWgYzPlWoM5CcvD5bBDqyb+VcERJm+XcJtAxmfKpQZyA5eX22CHRkXyoXZAT+1Pj0BhIUUygkJ6/PHRBo0/ck9WunO5D5jhmfKtQZSE5eny0C3SiGmLY+c6qMhjEoZL5jxqcKdQaSk9fnTgg0hwTaBGZ8qlBnIDl5fUqgLkDmO2Z8qlBnIDl5fbYItHT8fTxH4WuRQBvAjE8V6gwkJ6/PFoGWDh+N8yBSER1EqgczPlWoM5CcvD53T6ANX3W8OSDzHTM+VagzkJy8PlsEulEMMdtOpK+zpNZAg2DGpwp1BpKT1ydUoJkeg5bUPtBaMONThToDycnrkynQpiNFOohUD2Z8qlBnIDl5fdoFOv0i48FfDr0PtLJXtv65dYsyApnvmPGpQp2B5OT1aRTos9tjOojUINAGtW4SyHzHjE8V6gwkJ69Pm0CLB+PPcQS6dlFGIPMdMz5VqDOQnLw+bQI9Tr5T7s1J8r/I7/s5DTHXFOjaPVmBzHfM+FShzkBy8vo0CXR6Kzr3KPn/G4lLzzldiLR5ga5dkxnIfMeMTxXqDCQnr0+TQE8P9z6YJe68HP//UaLRcQk09NyaBXUEMt8x41OFOgPJyevTKND0uNFJdH75/2MSaOjJtdrpDmS+Y8anCnUGkpPXZzeBJlvvp4de2/CGmBaBlq9HGsCfGp/eQIJiCoXk5PVpEuj0VroJ/3SSeDSz6ZACDX6Lh0ctvYHMd8z4VKHOQHLy+jQJdHaU7v2c7wqda3RYgQa/xcOhlt5A5jtmfKpQZyA5eX3aBPp0El38NDkMfzmR6eCb8I+bvpVzECDzHTM+VagzkJy8Pm0Cja2ZXH90EkV7kyhdGx1aoCskUDuY8alCnYHk5PVpFOjsD8mG+/Qo8dTw54EWkEDtYManCnUGkpPXp1Wgs9m/xd6c3t/fv+7lT3eBDihRyHzHjE8V6gwkJ69Pu0D9McS09DkGg0LmO2Z8qlBnIDl5fe6AQMdgUMh8x4xPFeoMJCevT5NAv5j/8+z2/v5bn45PoCMwKGS+Y8anCnUGkpPXZ7tAp7ezG4Aez/3kdQze+UvlJFADmPGpQp2B5OT12SrQZ4fZHZRPYjededXToIaYEqgrmPGpQp2B5OT12SbQ6a0oOvv+/IdX4s33+343pJdAtw5mfKpQZyA5eX22CfRkcd5n/EN6G7sjz414Txb+b8IfnAAAIABJREFUHDqHEOJlpaKfo8ybs+NszfPE70x6g+c7/AdJR+HbwfwHXoU6A8nJ67NFoPGGe3ojpuym9LP0svgR3EykijbhDWDGpwp1BpKT12eLQE8PM13GP1wuPiKB5oDMd8z4VKHOQHLy+rQKNF7xvCGB1gKZ75jxqUKdgeTk9WkV6HG2Ka9N+CCQ+Y4ZnyrUGUhOXp8tAl3uA13eBVQHkUJA5jtmfKpQZyA5eX22CHRx1lK8Jnq+8MD4BDroN3tA5jtmfKpQZyA5eX22CTTeYk9WQfNb8NlPoxPoIN8mlwGZ75jxqUKdgeTk9dkm0GSNM9qfRNkK6IPlTyMU6IBAcmL6VKHOQHLy+mwVaHItZ8zZ5MBRvCGf/SSBFoHkxPSpQp2B5OT12SrQeK3zjcVt6BOBXnS7Ib0EunUwfapQZyA5eX0aBLpieuf6l276lEC3D6ZPFeoMJCevz04CdcYQE9fnuMH0qUKdgeTk9SmBugDJielThToDycnrUwJ1AZIT06cKdQaSk9fnTgh0wBNAMyDzHTM+VagzkJy8PndBoENegpQBme+Y8alCnYHk5PW5AwId9hvh50DmO2Z8qlBnIDl5ffIFOvA3ws+BzHfM+FShzkBy8vrECbRiSgnUDmZ8qlBnIDl5fdIEWlWlBGoHMz5VqDOQnLw+uwh06nkZUj+BBlwpgdrBjE8V6gwkJ69Ps0AfvJF8I/zpj68PeS18VKD0YH4il5I6AJnvmPGpQp2B5OT1aRTo9KNES7FADwe9G1PUYNDHwd+2BGS+Y8anCnUGkpPXp1GgR1F09q8mr3w2/Xu/b/RYX6B5g5YncanJDGS+Y8anCnUGkpPXp02gJ1H09uz0MPk2ufuLr+ccg0Cj3KPlKdy6sgCZ75jxqUKdgeTk9WkT6FHyPUhzgc6O3W5Jb4hZdxApb8mATCXQMJjxqUKdgeTk9WkS6PRW8j1ImUCfTob8WuOqQMM2lUBDYManCnUGkpPXp0mgc3VmAs3+GUig1QPxEqgdzPhUoc5AcvL6xAk0pUGZg/hT49MbSFBMoZCcvD5NAp3eSg4cZeY8cTsMb4hZN03DXs8h/Knx6Q0kKKZQSE5enyaBzg8czQUay3TAg0hLcpIsr3MO4E+NT28gQTGFQnLy+rQJ9OkkuvQoFeizq1FyQGlwgeYZZJ2zCGS+Y8anCnUGkpPXp02g8SpoFO1P9i68Gv972cmfbgLVHemtYManCnUGkpPXp1Ggsz9MFlvKbv70E+jwQHJi+lShzkBy8vq0CnT2/OP92J5nLn7q5k8JdOtg+lShzkBy8vo0C3QDGGLi+hw3mD5VqDOQnLw+TQKd3nlrdebS0ze/N/xpTGMDkhPTpwp1BpKT16dJoIVz58dwIv3ogOTE9KlCnYHk5PXZXaDDXgs/UiA5MX2qUGcgOXl9tgn09DCqMIIrkcYGJCemTxXqDCQnr882gSa3Ai0z3P1ARwskJ6ZPFeoMJCevz1aBTv/52rU3J3sXri34ySdO/pRAtw6mTxXqDCQnr89WgSb4HTeSQAcF06cKdQaSk9enSaCF05gk0ACQnJg+VagzkJy8Pk0C3RCGmLg+xw2mTxXqDCQnr0+bQJ9/kedLCbQMJCemTxXqDCQnr0+TQEvnMuk80AqQnJg+VagzkJy8PiVQFyA5MX2qUGcgOXl9mgQ6/ePdjF9cjfb+4bc6kb4MJCemTxXqDCQnr0+TQPM8nXhdiCSBbh1MnyrUGUhOXp+dBTo7drulsiEmrs9xg+lThToDycnrs7tA/VZBDTFxfY4bTJ8q1BlITl6f3QWq29kFgOTE9KlCnYHk5PXZXaC6nV0ASE5MnyrUGUhOXp+dBTo90u3sqkByYvpUoc5AcvL6NAl0emd5L6Y3J37fy2mIietz3GD6VKHOQHLy+jQJtHgivU5jqgLJielThToDycnrs7NAz1x3uzGTISauz3GD6VOFOgPJyevTJNANYYiJ63PcYPpUoc5AcvL6lEBdgOTE9KlCnYHk5PUpgboAyYnpU4U6A8nJ67NFoLnj7yu8bk9viInrc9xg+lShzkBy8vpsEWjoW411O7sqkJyYPlWoM5CcvD4lUBcgOTF9qlBnIDl5fbYIdKMYYuL6HDeYPlWoM5CcvD4lUBcgOTF9qlBnIDl5fUqgLkByYvpUoc5AcvL6NAv0+cf7UbS3f93rKzkl0AHA9KlCnYHk5PVpFejx8hCS161EJNDtg+lThToDycnr0yjQxJ9nLlx781VPgxpi4vocN5g+VagzkJy8Pm0CfTqJzn2a/vTsVrT3gQRaBpIT06cKdQaSk9enTaC5myhPb0XnJdAykJyYPlWoM5CcvD5NAp3eyq116kvlAkByYvpUoc5AcvL6NAm08D1y4/hSueRwlk8VLkDmO2Z8qlBnIDl5fUIFOj8hwKkMByDzHTM+VagzkJy8Pk0Cnd6Kbix/ORnBl8otTqnyqmNtIPMdMz5VqDOQnLw+TQId20Gk1X1NVr+71NIbyHzHjE8V6gwkJ69Pm0CfTqKzn6Q/Pbw6gtOYSgIdwdooZL5jxqcKdQaSk9enTaDzC5H29/ddL0UyxLQIdAzb85D5jhmfKtQZSE5en0aBzu5PMk3tve3lTyeBlrfnBwEy3zHjU4U6A8nJ69Mq0Nn0wZvxGuiF992+1NjrIJIEagczPlWoM5CcvD7NAt0AhpiG05gkUDuY8alCnYHk5PUJFWjuwLsEagczPlWoM5CcvD67CXT6x7u/HYdAc4zAnxqf3kCCYgqF5OT1aRXos//z0Wx2ejX21Fmvs5jcroUf3p8an95AgmIKheTk9WkU6HH6VZxHqam8ruT0u5nI4P7U+PQGEhRTKCQnr0+bQE9SbSZ3BX307NDtRFBDTFyf4wbTpwp1BpKT16dNoPNLOU/Si5DGcC386IDkxPSpQp2B5OT1aRJodj/QuUZHcTemsQHJielThToDycnr0yTQuTNPD9PbiEigASA5MX2qUGcgOXl9dhDo00l6UzsJNAAkJ6ZPFeoMJCevT5NA55vwx/P7MGkfaABITkyfKtQZSE5enyaBzo6i88nh98ScOgofApIT06cKdQaSk9enTaAn83PVb8ymt6MR3A90fEByYvpUoc5AcvL6tAl0fj/Q8+mBpL0bNdNIoKMH06cKdQaSk9enUaCzZ3feej/+5/THFz/18qcEunUwfapQZyA5eX1aBboJDDFxfY4bTJ8q1BlITl6fXQQ6/UICrQGSE9OnCnUGkpPXp1mgD95IjyM5bsFLoFsH06cKdQaSk9enUaDTW8vbFl9y+1IPQ0xcn+MG06cKdQaSk9enTaCJP/cu/PLuv7w5Pxhf5E9/e3Bw5aefxz999+HBgh/8fvH0t++UH5FABwLTpwp1BpKT16dNoCfLLzOe/jqKSucx/W7uxyv/VCPQb25KoCMB06cKdQaSk9enSaDxCujq6qOj0irok4MrfzebvfgwL8hvbiY6XU7wo7CWDTFxfY4bTJ8q1BlITl6fJoGeHuauPno6KdxMJF7pfC/5N95Qfy/32M9XU9zL/yKBDgmmTxXqDCQnr0+jQHPOLN2N6dt3sjXPnCe/Onj965xhc2ujEuigYPpUoc5AcvL6NAk0u6HynKeT8N2YVgLNr4wmv73+r+8eHPzN5xLo4GD6VKHOQHLy+jQJdHac2+95HL4b07fvLFc0vyrs9FwcQ1pJ9c8zwp8lhBBMagR6ehh9P1vtPK75Vs6VNXMqTXhycPCzr2f/8auD5aMSqBBiFykLdHrnWsqb8/NAf3NtEkUX3gpswj9Z+fFJfg/oyqzVY0mGFWXcGv24wfSpQp2B5OT12SLQeNWzSmAV9MnNK4st9MVh+apiC16VQAcA06cKdQaSk9enj0C/Wq1/zr65WTljvuZxQ0xcn+MG06cKdQaSk9dni0Bt/O7AcN78Nze1Bjo0mD5VqDOQnLw+HQT63b2DH+bWLUv7Opdb9FWxGmLi+hw3mD5VqDOQnLw+uwt0+vFfFDfh7xV2blbOm783F2dg16ghJq7PcYPpU4U6A8nJ67OrQB++Ud4H+lXx4NDyyqQF39xMTmN68W7lGJIEunUwfapQZyA5eX12Euj040nlINLiZnUxP5r7cinK7JYiX2U3Y6pcimSIietz3GD6VKHOQHLy+uwg0Ifze9KXbkr/5KAo0NzZSot7Mr1I7hf6s/L6pwS6fTB9qlBnIDl5fVoFmq18Rq+936DYjhhi4vocN5g+VagzkJy8Pm0Czb4QqeYqTglU49MbSFBMoZCcvD4NAn3+UbryuXdhIoHWAcmJ6VOFOgPJyeuzVaAPrs53fH6SXJUkgdYAyYnpU4U6A8nJ67NFoPNLOc++/2j+swRaAyQnpk8V6gwkJ6/PdoGe/eWj5c8SaA2QnJg+VagzkJy8PtsFGr2WGVQCrQeSE9OnCnUGkpPXZ4tApx+le0DPvP1IAm0CkhPTpwp1BpKT12eLQGfLo0ivfSKB1gPJielThToDycnrs12gq5PodR5oLZCcmD5VqDOQnLw+LQKNeXZ7btBLX0qgISA5MX2qUGcgOXl9GgU6W27K710PfqmxBEoA06cKdQaSk9enXaCrTflzThvyhpi4PscNpk8V6gwkJ6/PLgKdZZvyXntCDTFxfY4bTJ8q1BlITl6fHQU6SzblJdAKkJyYPlWoM5CcvD67C9QPQ0xcn+MG06cKdQaSk9enBOoCJCemTxXqDCQnr08J1AVITkyfKtQZSE5enxKoC5CcmD5VqDOQnLw+JVAXIDkxfapQZyA5eX1KoC5AcmL6VKHOQHLy+pRAXYDkxPSpQp2B5OT1KYG6AMmJ6VOFOgPJyeuzi0CnnncSkUAHANOnCnUGkpPXp1mgyTcbv/LZ6Y/97iUigW4dTJ8q1BlITl6fRoHO70wfC/QwOut2T1BDTFyf4wbTpwp1BpKT16dRoEdRdPavJq98Nv37KDrntQ5qiInrc9xg+lShzkBy8vq0CfQkit6enR4mdxG5P4luSKBlIDkxfapQZyA5eX3aBHoUXZ5lAp0dR+cl0DKQnJg+VagzkJy8Pk0Cnd7a+2Ap0KcT3c6uAiQnpk8V6gwkJ69Pk0Dn6swEmv0jgeaB5MT0qUKdgeTk9SmBugDJielThToDycnr0yTQ6a3kwFFmzhO3w/CGmLg+xw2mTxXqDCQnr0+TQOcHjuYCjWWqg0gVIDkxfapQZyA5eX3aBPp0El16lAr02dUoOaAkgRaB5MT0qUKdgeTk9WkTaLwKGkX7k70Lr8b/XnbypwS6dTB9qlBnIDl5fRoFOvvD/CvhPf0pgW4dTJ8q1BlITl6fVoHOnn+8H9vzzMVP3fwpgW4dTJ8q1BlITl6fZoFuAENMXJ/jBtOnCnUGkpPXpwTqAiQnpk8V6gwkJ69Pm0Cff5FHAq0AyYnpU4U6A8nJ69Mk0NPDqMgZl9sqG2Li+hw3mD5VqDOQnLw++wk0cjkZ1BAT1+e4wfSpQp2B5OT1aRLo9I+/jpX51t27d+9Mor3rd3+Rfr2HBLoCkhPTpwp1BpKT16dJoMkq6OL0z/upOp8dOpwPaoiJ63PcYPpUoc5AcvL6tAn0KKfL+Q2VPW4pYoiJ63PcYPpUoc5AcvL6NAl0fkPljKeTRJ0et1U2xMT1OW4wfapQZyA5eX2aBFq4BWjh5qAS6BxITkyfKtQZSE5en0aBFtZAJdAKkJyYPlWoM5CcvD5NAp0d5e4BeqR9oFUgOTF9qlBnIDl5fdoEehJFl+a+nH4UJXenvz/RUfg8kJyYPlWoM5CcvD5tAo1XO6PotWvXriV3ZDqfnljvcCa9ISauz3GD6VOFOgPJyevTKNBkxTPj+48Sge7dWNufEujWwfSpQp2B5OT1aRTo8n6g179MdHrnl7oWvgAkJ6ZPFeoMJCevT7NAN4AhJq7PcYPpU4U6A8nJ61MCdQGSE9OnCnUGkpPXp12g08XtQB/85fr3EZFABwHTpwp1BpKT16dRoM9u525l53AjJgl0EDB9qlBnIDl5fdoEWrwh6DkJtAwkJ6ZPFeoMJCevT5tAj6No78Kbk+R/0d7bPvqUQLcPpk8V6gwkJ69Pk0Cnt5ILN+P/v5G4dP1rOCXQgcD0qUKdgeTk9WkSaHYzkeP08s2jyOEcegl0EDB9qlBnIDl5fRoFmh43OsluI3I+OJEEOn4wfapQZyA5eX12E2iy9X566LUNb4iJ63PcYPpUoc5AcvL6NAk0uyO9351AJdBhwPSpQp2B5OT1aRJo9p1I812hHl/mIYEOA6ZPFeoMJCevT5tAn06ii58mh+EvJzLVJnwFSE5MnyrUGUhOXp82gSb3A43XO0+iaG8SOdxKWQIdBkyfKtQZSE5en0aBzv6QbLhPj9ILkXQeaAVITkyfKtQZSE5en1aBzmb/Fntzen9//7qXPyXQrYPpU4U6A8nJ69MuUH8MMXF9jhtMnyrUGUhOXp82gR5d/FQCbQKSE9OnCnUGkpPXp0mgp4dul29KoEOC6VOFOgPJyevTKFCvUz8l0EHB9KlCnYHk5PVpEmh2JZIEWgskJ6ZPFeoMJCevT5NAk3vYbWAnqCEmrs9xg+lThToDycnr0ybQ57+OojMXrmW8pSuRykByYvpUoc5AcvL6NAm0+I0e+k6kKpCcmD5VqDOQnLw+JVAXIDkxfapQZyA5eX2aBLohDDFxfY4bTJ8q1BlITl6fEqgLkJyYPlWoM5CcvD67CHT6pQRaAyQnpk8V6gwkJ69Ps0AfvJHs/Dz9sd+9RCTQrYPpU4U6A8nJ69Mo0OlH86NHp4fRWbeLkgwxcX2OG0yfKtQZSE5en0aBHkXR2b+avPLZ9O91P9AQkJyYPlWoM5CcvD5tAj2JorezK+LvT/S98FUgOTF9qlBnIDl5fdoEmn6pXHZLkWN9L3wVSE5MnyrUGUhOXp8mgc5vJpIJVN/KGQCSE9OnCnUGkpPXp0mgc3VmAtX3wgeA5MT0qUKdgeTk9SmBugDJielThToDycnr0yTQ6a3kwFFmzhN9L3wVSE5MnyrUGUhOXp8mgc4PHM0FGstUB5EqQHJi+lShzkBy8vq0CfTpJLr0KBXos6uR293pDTFxfY4bTJ8q1BlITl6fNoHGq6BRtD/Zu/Bq/O9lJ39KoFsH06cKdQaSk9enUaCzP0wWdwN186cEunUwfapQZyA5eX1aBTp7/vF+bM8znl8Qb4iJ63PcYPpUoc5AcvL6NAt0Axhi4vocN5g+VagzkJy8PiVQFyA5MX2qUGcgOXl9mgR6eui55S6BDgamTxXqDCQnr0+jQKNoz/FOyhLoQGD6VKHOQHLy+jQJdPpRegz+tfe9FSqEELtD7T7Q5Bs94tVQ1015g+dx/0EaN5g+VagzkJy8Pq0CjVdD7ydn0Udn3nbblDfExPU5bjB9qlBnIDl5fdoFOkvOBU035b+nm4mUgeTE9KlCnYHk5PXZSaAxz24n3y0ngZaA5MT0qUKdgeTk9dlNoNOPX40k0ACQnJg+VagzkJy8PjsIdPrgqu9OUENMXJ/jBtOnCnUGkpPXp1mgGzgMb4iJ63PcYPpUoc5AcvL6tAk02fMZc9b3RFBDTFyf4wbTpwp1BpKT16dJoMmVSBu4FMkQE9fnuMH0qUKdgeTk9WkV6MVPnO0pgQ4Apk8V6gwkJ69Pk0Cnv3W/Dl4CHQJMnyrUGUhOXp8mgRZt+vFf6DSmMpCcmD5VqDOQnLw+uwr04Rs6DzQAJCemTxXqDCQnr89OAp3OL+WUQCtAcmL6VKHOQHLy+uwg0IdvzL9Vzu1UUENMXJ/jBtOnCnUGkpPXp1Wg2cqn6z1BDTFxfY4bTJ8q1BlITl6fNoE+yFY+vTbeJdBhwPSpQp2B5OT1aRDo8/n96PcuTCTQOiA5MX2qUGcgOXl9tgp0fgeR5ET600MJtA5ITkyfKtQZSE5eny0CTS/ijM6+/2j+swRaAyQnpk8V6gwkJ6/PdoGe/eWj5c8SaA2QnJg+VagzkJy8PtsFGr2WGVQCrQeSE9OnCnUGkpPXZ4tApx9Fy5soS6D1QHJi+lShzkBy8vpsEehseRTptU8k0HogOTF9qlBnIDl5fbYLdHUSvc4DrQWSE9OnCnUGkpPXp0Wgs+Ut6aNLX0qgISA5MX2qUGcgOXl9GgU6W27KO96Y3hAT1+e4wfSpQp2B5OT1aRfoalP+nO7GVAaSE9OnCnUGkpPXZxeBzrJNed3OrgIkJ6ZPFeoMJCevz44CnSWb8hJoBUhOTJ8q1BlITl6f3QXqhyEmrs9xg+lThToDycnrUwJ1AZIT06cKdQaSk9enBOoCJCemTxXqDCQnr08J1AVITkyfKtQZSE5enxKoC5CcmD5VqDOQnLw+JVAXIDkxfapQZyA5eX1KoC5AcmL6VKHOQHLy+pRAXYDkxPSpQp2B5OT1KYG6AMmJ6VOFOgPJyetTAnUBkhPTpwp1BpKT16cE6gIkJ6ZPFeoMJCevTwnUBUhOTJ8q1BlITl6fEqgLkJyYPlWoM5CcvD4lUBcgOTF9qlBnIDl5fUqgLkByYvpUoc5AcvL6lEBdgOTE9KlCnYHk5PUpgboAyYnpU4U6A8nJ61MCdQGSE9OnCnUGkpPXpwTqAiQnpk8V6gwkJ69PCdQFSE5MnyrUGUhOXp8SqAuQnJg+VagzkJy8PiVQFyA5MX2qUGcgOXl9SqAuQHJi+lShzkBy8vqUQF2A5MT0qUKdgeTk9SmBugDJielThToDycnrUwJ1AZIT06cKdQaSk9enBOoCJCemTxXqDCQnr08J1AVITkyfKtQZSE5enxKoC5CcmD5VqDOQnLw+JVAXIDkxfapQZyA5eX1KoC5AcmL6VKHOQHLy+pRAXYDkxPSpQp2B5OT1KYG6AMmJ6VOFOgPJyetTAnUBkhPTpwp1BpKT16cE6gIkJ6ZPFeoMJCevTwnUBUhOTJ8q1BlITl6fEqgLkJyYPlWoM5CcvD4lUBcgOTF9qlBnIDl5fUqgLkByYvpUoc5AcvL6lEBdgOTE9KlCnYHk5PUpgboAyYnpU4U6A8nJ61MCdQGSE9OnCnUGkpPXpwTqAiQnpk8V6gwkJ69PCdQFSE5MnyrUGUhOXp8SqAuQnJg+VagzkJy8PiVQFyA5MX2qUGcgOXl9SqAuQHJi+lShzkBy8vqUQF2A5MT0qUKdgeTk9SmBugDJielThToDycnrUwJ1AZIT06cKdQaSk9enBOoCJCemTxXqDCQnr08J1AVITkyfKtQZSE5enxKoC5CcmD5VqDOQnLw+JVAXIDkxfapQZyA5eX1KoC5AcmL6VKHOQHLy+pRAXYDkxPSpQp2B5OT1KYG6AMmJ6VOFOgPJyetTAnUBkhPTpwp1BpKT16cEGiKK6fQCyHzHjE8V6gwkJ69PCTRAFHU1KGS+Y8anCnUGkpPXpwRaJYo6GxQy3zHjU4U6A8nJ61MCrRBF3Q0Kme+Y8alCnYHk5PUpgVaQQEcAJCimUEhOXp8SaAUJdARAgmIKheTk9SmBVpBARwAkKKZQSE5enxJoFR1EGh5IUEyhkJy8PiXQADqNaXAgQTGFQnLy+pRAQ+hE+qGBBMUUCsnJ61MCdQGSE9OnCnUGkpPXpwTqAiQnpk8V6gwkJ69PCdQFSE5MnyrUGUhOXp8SqAuQnJg+VagzkJy8Pj0E+qe/PTi48tPP05+/fecg5Qe/Xz3/3a9uHhxkz0ugQ4LpU4U6A8nJ69NBoL+bK/PKPyW/fHOzItDMqXmlSqDDgOlThToDycnrc32BPjm48nez2YsP54Z8cvCj8gT3Dl7/PHn+9a8l0IHB9KlCnYHk5PW5tkC/+/DgveTfeD3zvdSWPy9N8M3N1KzfvjNfRZVABwTTpwp1BpKT1+faAv32nWzbPFXndx9WNPlVtk76VUWthpi4PscNpk8V6gwkJ6/PtQW6JBXot++8/q/vHhz8zef5x9M11MDGvSEmrs9xg+lThToDycnr002g8030xTGkTJqz3DrpNzcXO0H/PKP3ZwkhxAjpL9D5lvqTg4OffT37j18dLLfkJVAhxEtCb4E+mStzscNzdSwpJ9DyiUyGFWXcGv24wfSpQp2B5OT16STQJzevvFf4fXnSUmANVAIdCkyfKtQZSE5enz4C/eqgdPB9tbopgY4ITJ8q1BlITl6fLgL9XdmfeVvqKPx4wPSpQp2B5OT16SDQ7+4d/HC5ulm15eL8T50HOjyYPlWoM5CcvD4dBHovd5Hmvbk4lyKd6UqkMYHpU4U6A8nJ63N9gX6Vv8j9m5vJaUwv3s09Fsv0h7oWfhxg+lShzkBy8vpcW6CL+9fF/CjV6fzWS5+nNk1XOl/obkxjAdOnCnUGkpPX59oCfXJQEOjsRXJz0J+lK5uZQGcvfhU/+dPy+qcEun0wfapQZyA5eX2uLdA1MMTE9TluMH2qUGcgOXl9SqAuQHJi+lShzkBy8vqUQF2A5MT0qUKdgeTk9SmBugDJielThToDycnrUwJ1AZIT06cKdQaSk9enBOoCJCemTxXqDCQnr08J1AVITkyfKtQZSE5enxKoC5CcmD5VqDOQnLw+JVAXIDkxfapQZyA5eX1KoC5AcmL6VKHOQHLy+hxSoO3oe5N8UZ/OqFBf8H1KoDuN+nRGhfqC71MC3WnUpzMq1Bd8nxLoTqM+nVGhvuD7lEB3GvXpjAr1Bd+nBLrTqE9nVKgv+D4l0J1GfTqjQn3B9ymB7jTq0xkV6gu+z5EJVAghOEigQgjREwlUCCF6IoEKIURPJFAhhOiJBCqEED2RQIUQoicSqBBC9GRMAv3uVzcPDn76+dAx+Hz7zkHKD36f/KZa1+Pbd36U/VRoUrX2ZNnnTgzTEQk063Nep1iDb27mRqZqXZN7B8UFft6kau3Lss+dGKYjEui9g9c/n7348OD1r4dOQufJYogmqNa1+O7ewaLNQpOqtR+5PndimI5HoN/czP5LdOWfho7fzvq6AAAKnklEQVRC597Bz5c/q9a1+NO7B4sFvtCkau1Hrs/dGKbjEehXWa9f5WoVffjuw9woVK3r8NXBwc/+fdlgrknV2ot8n7sxTMcj0HsH76X/FlbsRQ++fef1f43/Q/836Q551boOX/3wH5fNFZpUrb3I97kbw3Q0Al3+9+ibm7TdIGNjsXM+GZOqdW2yZbrQpGrtz5PlLpFdGKYS6O7xJN5O+nr2H786iBtVrWsjgfqyEOhuDNMxChR3KsPI+Gq5zflz1bo+VYH+4PeqtT9PSvuU2cN0jAKF/TdotDw50KqSA1oD9aW8m5M9TCXQ3aW0qqRa+yGB+lIWKHuYjkag3ONwoyUdjKp1XXQU3peqQMnDdDwCXZwBhjsTbGx892F+MKrWdXlSOkUxOw9UtfZkuUa/E8N0PALFXoswOu7lR6hqXZfVaTe6EsmD1Rr9LgzT8Qg0LvKHyKthR8c3N5PzQ168mzapWtdlscAXmlStvcmdB7oDw3Q8Ap29gN6PZXx8ld3lJr3GQ7WuyXK3XKFJ1dqXZZ87MUxHJNDZi1/FDf4U9l+gUfLibw8Orvwsa1K1rsfquEahSdXak1yfOzBMxyRQIYRAIYEKIURPJFAhhOiJBCqEED2RQIUQoicSqBBC9EQCFUKInkigQgjREwlUCCF6IoEKIURPJFAhhOiJBCqEED2RQIUQoicS6A7y9H977a3frn6dPri2fz754Sg698j8JsfRK5/lfu302naOogX7Fz/t+NrTw+hy7ZNPJ+mfOv14EkWvfOARcE79Jw7L9FZhNoktI4HuIE9jeeyt5HESL//jFWjMRes73/9eMmWTQE8P56nT919HLUMJdP4nduDpxHXGiG5IoDtIItDcEn80doFa3zrL0CTQo/lTcQN/tl7cgQTao+aj0a4dvwxIoDtIrI/91YJ4erj36lygndi0QLN3nz68vfC74UVtAl2sjsUr3Tc8Yk5v9WhuHXrU/HSijfjhkEB3kFigP5kst+FPoj/ro4EtCTT9pPwOh8YXtQg09t3cmyfGd2yDIND4NdvNKHJIoDtILNC3by0lc5T8MmaBJpvLpnytAj1ZvOtLJdCnE58/VvRAAt1BYoHeOF4siaeHr/zPW7l9oCeLXY7Hmbae3U6OOa2OhT94I/710qNWgT5MXhftX380/8TL2acF3jRZMXxwNYrOfJB7u9y7xy/Kfiu8LBFlejT97PtZ3vnOyPnjr8bvd70UKVsXy6bc+6DwweVI52fJU/FfOv+To9DZAGWB2t6jFLy5j3yNhT9x/sL5bKj/Q+Zvp72gQyGB7iCJQJerJSfR+WleoMn63o35RKm1jheHSS6lk8fTprxyu1mg048Wrzv7WaqM+dPJR1feNH7Pa6Wj4gWBxs/PwxZfFr/p92+tjjLl7XLxMHT0KfvwgkCXH7x4772/zj7yz7LjRK989tFi+kqTJYFW/qzwe5SCN/VRrLFJoJU/JJth6TQ6ED8UEugOkohkuVpyFK8NFQQ6X99LRJmpLlmXef5RtkDGRojXp9LlulGgx+l0s2dX5+uxR0sFZst4/k2Tz4qffvZ+/u3y734czHKaWPLil2mY/FkEyeN78Rrbs1ulg+PLLfjFJnzug+P3PvtJvL53df5R6X8nsj/0TPohvw6dDFAUaODPCr5HJXh9H6Uaq3splgLNvaIww2Z+OyxEdyTQHSRdEzteLIrpilh+6TxOFtbj+RIbT5oZ4jhdCpfb4sfNAl1sqi/WPU+WXjpffdOFrAtvVxVo+WWJh85nU6eGyAk0fbv4fQuhVhlzAr2Rj5k+tDDS5eyJ5YdUj2YXBBr6s4LvUQ5e30e5xiaB3giGmM2az+sSm0UC3UFSgWbb8CfxElkSaOKQ/ztabMAvrDGfaGmR1X7JOSWBLld6MiFlJphvRJffNJtmVni7kkAvV1+2ipC9+8ouWZbiu+RstxJoNsHKNvP/RKyeWaw75yYJvmXTn1V6j3Lw+heWa2wQ6PIPKb5XJaXYKhLoDpJqLFsGk9OsSwKdn2ifW2Occ5RT7ayyQlZ7ePhoseTPt93newcKb1pZU6y8e7oGWnnZcvVstfd2YZflSlj+XXIrYiuBVlQ7f3XgmdCGcD5Tw59Veo9ScEsfqxrrBLpcgS6+16zwZ4ptI4HuIPP1wGxZjZfoskDT4xDpI6eHUY5XPsst+obTmJ4/vHvn1WxV9mTlwPKbhtaQigJNj2tVXpYT4nzyGrssCAp0/sE5xcx/XEUyC7Thz6oKNB+8rY98jfUCPR8OUTtzxFaQQHeQuUDThTm9NKci0GQVNN2lFhDoYtFvE+j9VwuLcare+Qd3Fuj8KHxIoIs9p8frC7SyErhRgeaDN/ZRqlEChSGB7iBLj12Ol7/Ls4pA08PHpa3hOeY10PnZTvvXfvnlQh7JBCf5/aGFiRsFGuctbrEvw4xsDbTuz2pdA617YaVGg0ADuzsl0MGQQHeQ7HzIo+QM0Oyob0Ggx1FyVmGyhJb3npn3gR7PT7/JTZe4Y34ie2WXXJtA51ciVV5W8FBxH2hXgYb2gXYVaMOf1STQdB9o3QsrNVb+xKOiQIO7O7UPdDgk0B0kE2i8Pvib9OYaJYEmK3z/363FmUELa8yXwqWSykfOiwJdLbLLI87J2ePZpmv5TVsEej8KZ1kdbV8eEGsUaPAo/MpUNxZP5VfKOwi04c+qCrQQvPaF1RrLx8lWZ10tP6r4XpWUYqtIoDtIJtB4KdxfrBLmBXo03zma/pL9M1ucybk8zfC48TzQ1cK7mu4oOpPdF6j8pk0CnaaXQJ4PvSzZ37e4GKB0HmhQoMHzQLMPDpwH2lmg9X9WVaCF4LUvrNa4OtNseVupYtzye80KhYhtI4HuIItLGpPrDPMnKx0tznk/P38yWeqO51dsLy/EOU4vdAldiVQ4dpFteyYX9iy8s7xvc+VNgwLNs7JI/mXpAZPvP5o9u535KDnLcvplvUBXCqwINH8l0uVZP4HW/1kBgZaC17ywUmP2JyZPnPs0u6/+Z5U/JD/DapKL7SCB7iC5a8LTBbsg0MXGYvxvtsgWLZZdnH32/2oU6OnV7OeLv85dVZM7+Jx/0zaBXnoUfFn8hhcm89/nwkwUHb9TrUBXR7+rAq1eC99doLV/VlWgxeC1L6zUmP2J2dGlePpflwVamWG6Fn5IJNAdZCHQxfZ4QaBHC82dLO/GlJxJ89ryQvWHNXdjKgh0lt4Oae/iJ7njwvn9moU3bRTo/vUvVw8XXpaIMlmJW90n6X6spfOPagU6W94ZMyDQ7CZGl74sReoi0Lo/K3AQqRi8to9KjfM/MXvizNvlo/CV95q/nbbgh0ICFV4cOx/K6L5r76Qk1IHY8j5J3ZJ+QCRQ4cT01nIL3ofuHhrJutiWBaovRRoQCVQ44b4i1MND41gZ265Ax/E3v6xIoMKHZ+5rf308NIq1se0KdBR/8kuLBCo8OI7W+xr2EH08tPhe+EHZqkD1vfCDIoEKD06i6GzgO4XWopeHnk6GvyhnmwKd3hrBfzFeYiRQIYToiQQqhBA9kUCFEKInEqgQQvREAhVCiJ5IoEII0RMJVAgheiKBCiFETyRQIYToiQQqhBA9kUCFEKInEqgQQvREAhVCiJ5IoEII0ZP/H0pbGpcnnCLuAAAAAElFTkSuQmCC)
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]")
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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$FRESH` is discouraged. Use `FRESH` instead.
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)
# TMAX and TMIN Analysis.
# The profiles in my region included a warm fresh layer over a cold fresh layer over a warm salty core. Because of this, the tmax calculations are actually immediately below the MLD and not indicative of deep temperature maximum. Because of this, I calculated a second deep tmax characterized by being below the tmin found in most of the profiles of my region.
tmax2021avg = mean(BTM2021$TMAX)
tmax2020avg = mean(BTM2020$TMAX)
tmax2019avg = mean(BTM2019$TMAX)
tmax2018avg = mean(BTM2018$TMAX)
tmax2017avg = mean(BTM2017$TMAX)
tmax2021sd = sd(BTM2021$TMAX)
tmax2020sd = sd(BTM2020$TMAX)
tmax2019sd = sd(BTM2019$TMAX)
tmax2018sd = sd(BTM2018$TMAX)
tmax2017sd = sd(BTM2017$TMAX)
tmax2021med = median(BTM2021$TMAX)
tmax2020med = median(BTM2020$TMAX)
tmax2019med = median(BTM2019$TMAX)
tmax2018med = median(BTM2018$TMAX)
tmax2017med = median(BTM2017$TMAX)
tmax_vec_avg = c(tmax2017avg,tmax2018avg,tmax2019avg,tmax2020avg,tmax2021avg)
tmax_vec_med = c(tmax2017med,tmax2018med,tmax2019med,tmax2020med,tmax2021med)
tmax_vec_sd = c(tmax2017sd,tmax2018sd,tmax2019sd,tmax2020sd,tmax2021sd)
tmaxData = data.frame(date_vec,tmax_vec_avg,tmax_vec_med,tmax_vec_sd)
colnames(tmaxData) = c("Year","Avg","Med","SD")
ggplot(NULL, aes(x = date_vec, y = tmax_vec_avg)) +
geom_path(data = tmaxData,aes(x = Year, y = Avg), color = "red") +
geom_point(data = tmaxData,aes(x = Year, y = Avg), color = "red", size = 4) +
geom_path(data = tmaxData,aes(x = Year, y = Med), color = "green") +
geom_point(data = tmaxData,aes(x = Year, y = Med), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$TMAX),alpha = 0.1) +
geom_errorbar(aes(ymin = tmax_vec_avg - tmax_vec_sd, ymax = tmax_vec_avg + tmax_vec_sd),width = 50) +
ggtitle("Annual Average Temperature Maximum in Region 3","Background contains all datapoints in chronological order") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Temperature Maximum [C]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median. CAUTION: TMAX VALUES ARE UNRELIABLE. REFER TO DTMAX VALUES.")
## Warning: Use of `BTMALL$DATE` is discouraged. Use `DATE` instead.
## Warning: Use of `BTMALL$TMAX` is discouraged. Use `TMAX` instead.
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)
tmaxD2021avg = mean(BTM2021$TMAXD)
tmaxD2020avg = mean(BTM2020$TMAXD)
tmaxD2019avg = mean(BTM2019$TMAXD)
tmaxD2018avg = mean(BTM2018$TMAXD)
tmaxD2017avg = mean(BTM2017$TMAXD)
tmaxD2021sd = sd(BTM2021$TMAXD)
tmaxD2020sd = sd(BTM2020$TMAXD)
tmaxD2019sd = sd(BTM2019$TMAXD)
tmaxD2018sd = sd(BTM2018$TMAXD)
tmaxD2017sd = sd(BTM2017$TMAXD)
tmaxD2021med = median(BTM2021$TMAXD)
tmaxD2020med = median(BTM2020$TMAXD)
tmaxD2019med = median(BTM2019$TMAXD)
tmaxD2018med = median(BTM2018$TMAXD)
tmaxD2017med = median(BTM2017$TMAXD)
tmaxD_vec_avg = c(tmaxD2017avg,tmaxD2018avg,tmaxD2019avg,tmaxD2020avg,tmaxD2021avg)
tmaxD_vec_med = c(tmaxD2017med,tmaxD2018med,tmaxD2019med,tmaxD2020med,tmaxD2021med)
tmaxD_vec_sd = c(tmaxD2017sd,tmaxD2018sd,tmaxD2019sd,tmaxD2020sd,tmaxD2021sd)
tmaxDData = data.frame(date_vec,tmaxD_vec_avg,tmaxD_vec_med,tmaxD_vec_sd)
colnames(tmaxDData) = c("Year","Avg","Med","SD")
ggplot(NULL, aes(x = date_vec, y = tmaxD_vec_avg)) +
geom_path(data = tmaxDData,aes(x = Year, y = -Avg), color = "red") +
geom_point(data = tmaxDData,aes(x = Year, y = -Avg), color = "red", size = 4) +
geom_path(data = tmaxDData,aes(x = Year, y = -Med), color = "green") +
geom_point(data = tmaxDData,aes(x = Year, y = -Med), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=-BTMALL$TMAXD),alpha = 0.1) +
geom_errorbar(aes(ymin = -tmaxD_vec_avg - tmaxD_vec_sd, ymax = -tmaxD_vec_avg + tmaxD_vec_sd),width = 50) +
ggtitle("Annual Average Temperature Maximum Depth in Region 3","Background contains all datapoints in chronological order") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Depth [m]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median. CAUTION: TMAX VALUES ARE UNRELIABLE. REFER TO DTMAX VALUES.")
## Warning: Use of `BTMALL$DATE` is discouraged. Use `DATE` instead.
## Warning: Use of `BTMALL$TMAXD` is discouraged. Use `TMAXD` instead.
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)
tmaxSA2021avg = mean(BTM2021$TMAXSA)
tmaxSA2020avg = mean(BTM2020$TMAXSA)
tmaxSA2019avg = mean(BTM2019$TMAXSA)
tmaxSA2018avg = mean(BTM2018$TMAXSA)
tmaxSA2017avg = mean(BTM2017$TMAXSA,na.rm = TRUE)
tmaxSA2021sd = sd(BTM2021$TMAXSA)
tmaxSA2020sd = sd(BTM2020$TMAXSA)
tmaxSA2019sd = sd(BTM2019$TMAXSA)
tmaxSA2018sd = sd(BTM2018$TMAXSA)
tmaxSA2017sd = sd(BTM2017$TMAXSA,na.rm = TRUE)
tmaxSA2021med = median(BTM2021$TMAXSA)
tmaxSA2020med = median(BTM2020$TMAXSA)
tmaxSA2019med = median(BTM2019$TMAXSA)
tmaxSA2018med = median(BTM2018$TMAXSA)
tmaxSA2017med = median(BTM2017$TMAXSA,na.rm = TRUE)
tmaxSA_vec_avg = c(tmaxSA2017avg,tmaxSA2018avg,tmaxSA2019avg,tmaxSA2020avg,tmaxSA2021avg)
tmaxSA_vec_med = c(tmaxSA2017med,tmaxSA2018med,tmaxSA2019med,tmaxSA2020med,tmaxSA2021med)
tmaxSA_vec_sd = c(tmaxSA2017sd,tmaxSA2018sd,tmaxSA2019sd,tmaxSA2020sd,tmaxSA2021sd)
tmaxSAData = data.frame(date_vec,tmaxSA_vec_avg,tmaxSA_vec_med,tmaxSA_vec_sd)
colnames(tmaxSAData) = c("Year","Avg","Med","SD")
ggplot(NULL, aes(x = date_vec, y = tmaxSA_vec_avg)) +
geom_path(data = tmaxSAData,aes(x = Year, y = Avg), color = "red") +
geom_point(data = tmaxSAData,aes(x = Year, y = Avg), color = "red", size = 4) +
geom_path(data = tmaxSAData,aes(x = Year, y = Med), color = "green") +
geom_point(data = tmaxSAData,aes(x = Year, y = Med), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$TMAXSA),alpha = 0.1) +
geom_errorbar(aes(ymin = tmaxSA_vec_avg - tmaxSA_vec_sd, ymax = tmaxSA_vec_avg + tmaxSA_vec_sd),width = 50) +
ggtitle("Annual Average Temperature Maximum Salinity Anomoly in Region 3","Background contains all datapoints in chronological order") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Absolute Salinity [g/kg]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median. CAUTION: TMAX VALUES ARE UNRELIABLE. REFER TO DTMAX VALUES.")
## Warning: Use of `BTMALL$DATE` is discouraged. Use `DATE` instead.
## Warning: Use of `BTMALL$TMAXSA` is discouraged. Use `TMAXSA` instead.
## Warning: Removed 2 rows containing missing values (geom_point).
![](data:image/png;base64,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)
# -------------------------------------------------------------------------------------------------------
tmin2021avg = mean(BTM2021$TMIN)
tmin2020avg = mean(BTM2020$TMIN)
tmin2019avg = mean(BTM2019$TMIN)
tmin2018avg = mean(BTM2018$TMIN)
tmin2017avg = mean(BTM2017$TMIN)
tmin2021sd = sd(BTM2021$TMIN)
tmin2020sd = sd(BTM2020$TMIN)
tmin2019sd = sd(BTM2019$TMIN)
tmin2018sd = sd(BTM2018$TMIN)
tmin2017sd = sd(BTM2017$TMIN)
tmin2021med = median(BTM2021$TMIN)
tmin2020med = median(BTM2020$TMIN)
tmin2019med = median(BTM2019$TMIN)
tmin2018med = median(BTM2018$TMIN)
tmin2017med = median(BTM2017$TMIN)
tmin_vec_avg = c(tmin2017avg,tmin2018avg,tmin2019avg,tmin2020avg,tmin2021avg)
tmin_vec_med = c(tmin2017med,tmin2018med,tmin2019med,tmin2020med,tmin2021med)
tmin_vec_sd = c(tmin2017sd,tmin2018sd,tmin2019sd,tmin2020sd,tmin2021sd)
tminData = data.frame(date_vec,tmin_vec_avg,tmin_vec_med,tmin_vec_sd)
colnames(tminData) = c("Year","Avg","Med","SD")
ggplot(NULL, aes(x = date_vec, y = tmin_vec_avg)) +
geom_path(data = tminData,aes(x = Year, y = Avg), color = "red") +
geom_point(data = tminData,aes(x = Year, y = Avg), color = "red", size = 4) +
geom_path(data = tminData,aes(x = Year, y = Med), color = "green") +
geom_point(data = tminData,aes(x = Year, y = Med), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$TMIN),alpha = 0.1) +
geom_errorbar(aes(ymin = tmin_vec_avg - tmin_vec_sd, ymax = tmin_vec_avg + tmin_vec_sd),width = 50) +
ggtitle("Annual Average Temperature Minimum in Region 3","Background contains all datapoints in chronological order") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Temperature Minimum [C]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median.")
## Warning: Use of `BTMALL$DATE` is discouraged. Use `DATE` instead.
## Warning: Use of `BTMALL$TMIN` is discouraged. Use `TMIN` instead.
![](data:image/png;base64,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)
tminD2021avg = mean(BTM2021$TMIND)
tminD2020avg = mean(BTM2020$TMIND)
tminD2019avg = mean(BTM2019$TMIND)
tminD2018avg = mean(BTM2018$TMIND)
tminD2017avg = mean(BTM2017$TMIND)
tminD2021sd = sd(BTM2021$TMIND)
tminD2020sd = sd(BTM2020$TMIND)
tminD2019sd = sd(BTM2019$TMIND)
tminD2018sd = sd(BTM2018$TMIND)
tminD2017sd = sd(BTM2017$TMIND)
tminD2021med = median(BTM2021$TMIND)
tminD2020med = median(BTM2020$TMIND)
tminD2019med = median(BTM2019$TMIND)
tminD2018med = median(BTM2018$TMIND)
tminD2017med = median(BTM2017$TMIND)
tminD_vec_avg = c(tminD2017avg,tminD2018avg,tminD2019avg,tminD2020avg,tminD2021avg)
tminD_vec_med = c(tminD2017med,tminD2018med,tminD2019med,tminD2020med,tminD2021med)
tminD_vec_sd = c(tminD2017sd,tminD2018sd,tminD2019sd,tminD2020sd,tminD2021sd)
tminDData = data.frame(date_vec,tminD_vec_avg,tminD_vec_med,tminD_vec_sd)
colnames(tminDData) = c("Year","Avg","Med","SD")
ggplot(NULL, aes(x = date_vec, y = tminD_vec_avg)) +
geom_path(data = tminDData,aes(x = Year, y = -Avg), color = "red") +
geom_point(data = tminDData,aes(x = Year, y = -Avg), color = "red", size = 4) +
geom_path(data = tminDData,aes(x = Year, y = -Med), color = "green") +
geom_point(data = tminDData,aes(x = Year, y = -Med), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=-BTMALL$TMIND),alpha = 0.1) +
geom_errorbar(aes(ymin = -tminD_vec_avg - tminD_vec_sd, ymax = -tminD_vec_avg + tminD_vec_sd),width = 50) +
ggtitle("Annual Average Temperature Minimum Depth in Region 3","Background contains all datapoints in chronological order") +
theme(plot.title = element_text(hjust = 0.5)) +
ylim(-200,0)+
xlab("Year") +
ylab("Depth [m]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median.")
## Warning: Use of `BTMALL$DATE` is discouraged. Use `DATE` instead.
## Warning: Use of `BTMALL$TMIND` is discouraged. Use `TMIND` instead.
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)
tminSA2021avg = mean(BTM2021$TMINSA)
tminSA2020avg = mean(BTM2020$TMINSA)
tminSA2019avg = mean(BTM2019$TMINSA)
tminSA2018avg = mean(BTM2018$TMINSA,na.rm=TRUE)
tminSA2017avg = mean(BTM2017$TMINSA)
tminSA2021sd = sd(BTM2021$TMINSA)
tminSA2020sd = sd(BTM2020$TMINSA)
tminSA2019sd = sd(BTM2019$TMINSA)
tminSA2018sd = sd(BTM2018$TMINSA,na.rm=TRUE)
tminSA2017sd = sd(BTM2017$TMINSA)
tminSA2021med = median(BTM2021$TMINSA)
tminSA2020med = median(BTM2020$TMINSA)
tminSA2019med = median(BTM2019$TMINSA)
tminSA2018med = median(BTM2018$TMINSA,na.rm=TRUE)
tminSA2017med = median(BTM2017$TMINSA)
tminSA_vec_avg = c(tminSA2017avg,tminSA2018avg,tminSA2019avg,tminSA2020avg,tminSA2021avg)
tminSA_vec_med = c(tminSA2017med,tminSA2018med,tminSA2019med,tminSA2020med,tminSA2021med)
tminSA_vec_sd = c(tminSA2017sd,tminSA2018sd,tminSA2019sd,tminSA2020sd,tminSA2021sd)
tminSAData = data.frame(date_vec,tminSA_vec_avg,tminSA_vec_med,tminSA_vec_sd)
colnames(tminSAData) = c("Year","Avg","Med","SD")
ggplot(NULL, aes(x = date_vec, y = tminSA_vec_avg)) +
geom_path(data = tminSAData,aes(x = Year, y = Avg), color = "red") +
geom_point(data = tminSAData,aes(x = Year, y = Avg), color = "red", size = 4) +
geom_path(data = tminSAData,aes(x = Year, y = Med), color = "green") +
geom_point(data = tminSAData,aes(x = Year, y = Med), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$TMINSA),alpha = 0.1) +
geom_errorbar(aes(ymin = tminSA_vec_avg - tminSA_vec_sd, ymax = tminSA_vec_avg + tminSA_vec_sd),width = 50) +
ggtitle("Annual Average Temperature Minimum Salinity Anomoly in Region 3","Background contains all datapoints in chronological order") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Absolute Salinity [g/kg]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median.")
## Warning: Use of `BTMALL$DATE` is discouraged. Use `DATE` instead.
## Warning: Use of `BTMALL$TMINSA` is discouraged. Use `TMINSA` instead.
## Warning: Removed 2 rows containing missing values (geom_point).
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)
# -------------------------------------------------------------------------------------------------------
dtmax2021avg = mean(BTM2021$DTMAX)
dtmax2020avg = mean(BTM2020$DTMAX)
dtmax2019avg = mean(BTM2019$DTMAX)
dtmax2018avg = mean(BTM2018$DTMAX)
dtmax2017avg = mean(BTM2017$DTMAX)
dtmax2021sd = sd(BTM2021$DTMAX)
dtmax2020sd = sd(BTM2020$DTMAX)
dtmax2019sd = sd(BTM2019$DTMAX)
dtmax2018sd = sd(BTM2018$DTMAX)
dtmax2017sd = sd(BTM2017$DTMAX)
dtmax2021med = median(BTM2021$DTMAX)
dtmax2020med = median(BTM2020$DTMAX)
dtmax2019med = median(BTM2019$DTMAX)
dtmax2018med = median(BTM2018$DTMAX)
dtmax2017med = median(BTM2017$DTMAX)
dtmax_vec_avg = c(dtmax2017avg,dtmax2018avg,dtmax2019avg,dtmax2020avg,dtmax2021avg)
dtmax_vec_med = c(dtmax2017med,dtmax2018med,dtmax2019med,dtmax2020med,dtmax2021med)
dtmax_vec_sd = c(dtmax2017sd,dtmax2018sd,dtmax2019sd,dtmax2020sd,dtmax2021sd)
dtmaxData = data.frame(date_vec,dtmax_vec_avg,dtmax_vec_med,dtmax_vec_sd)
colnames(dtmaxData) = c("Year","Avg","Med","SD")
ggplot(NULL, aes(x = date_vec, y = dtmax_vec_avg)) +
geom_path(data = dtmaxData,aes(x = Year, y = Avg), color = "red") +
geom_point(data = dtmaxData,aes(x = Year, y = Avg), color = "red", size = 4) +
geom_path(data = dtmaxData,aes(x = Year, y = Med), color = "green") +
geom_point(data = dtmaxData,aes(x = Year, y = Med), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$DTMAX),alpha = 0.1) +
geom_errorbar(aes(ymin = dtmax_vec_avg - dtmax_vec_sd, ymax = dtmax_vec_avg + dtmax_vec_sd),width = 50) +
ggtitle("Annual Average Deep Temperature Maximum in Region 3","Background contains all datapoints in chronological order") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Temperature Maximum [C]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median.")
## Warning: Use of `BTMALL$DATE` is discouraged. Use `DATE` instead.
## Warning: Use of `BTMALL$DTMAX` is discouraged. Use `DTMAX` instead.
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)
dtmaxd2021avg = mean(BTM2021$DTMAXD)
dtmaxd2020avg = mean(BTM2020$DTMAXD)
dtmaxd2019avg = mean(BTM2019$DTMAXD)
dtmaxd2018avg = mean(BTM2018$DTMAXD)
dtmaxd2017avg = mean(BTM2017$DTMAXD)
dtmaxd2021sd = sd(BTM2021$DTMAXD)
dtmaxd2020sd = sd(BTM2020$DTMAXD)
dtmaxd2019sd = sd(BTM2019$DTMAXD)
dtmaxd2018sd = sd(BTM2018$DTMAXD)
dtmaxd2017sd = sd(BTM2017$DTMAXD)
dtmaxd2021med = median(BTM2021$DTMAXD)
dtmaxd2020med = median(BTM2020$DTMAXD)
dtmaxd2019med = median(BTM2019$DTMAXD)
dtmaxd2018med = median(BTM2018$DTMAXD)
dtmaxd2017med = median(BTM2017$DTMAXD)
dtmaxd_vec_avg = c(dtmaxd2017avg,dtmaxd2018avg,dtmaxd2019avg,dtmaxd2020avg,dtmaxd2021avg)
dtmaxd_vec_med = c(dtmaxd2017med,dtmaxd2018med,dtmaxd2019med,dtmaxd2020med,dtmaxd2021med)
dtmaxd_vec_sd = c(dtmaxd2017sd,dtmaxd2018sd,dtmaxd2019sd,dtmaxd2020sd,dtmaxd2021sd)
dtmaxdData = data.frame(date_vec,dtmaxd_vec_avg,dtmaxd_vec_med,dtmaxd_vec_sd)
colnames(dtmaxdData) = c("Year","Avg","Med","SD")
ggplot(NULL, aes(x = date_vec, y = dtmaxd_vec_avg)) +
geom_path(data = dtmaxdData,aes(x = Year, y = Avg), color = "red") +
geom_point(data = dtmaxdData,aes(x = Year, y = Avg), color = "red", size = 4) +
geom_path(data = dtmaxdData,aes(x = Year, y = Med), color = "green") +
geom_point(data = dtmaxdData,aes(x = Year, y = Med), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$DTMAXD),alpha = 0.1) +
geom_errorbar(aes(ymin = dtmaxd_vec_avg - dtmaxd_vec_sd, ymax = dtmaxd_vec_avg + dtmaxd_vec_sd),width = 50) +
ggtitle("Annual Average Deep Temperature Maximum in Region 3","Background contains all datapoints in chronological order") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Temperature Maximum Depth [m]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median.")
## Warning: Use of `BTMALL$DATE` is discouraged. Use `DATE` instead.
## Warning: Use of `BTMALL$DTMAXD` is discouraged. Use `DTMAXD` instead.
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smhysfYSgG6IVvlxfrrb+p/JskQlRTr7Ccc/3zK98UlU+dP4ypdgBLP95So9y/ljtTPE+Vu77RJROg5vmo6VmuHHOv3NlyumWA1tX5DNBCT3yt1NULqHD0t9WCyncXF1SeOYwpWffpq1a70APDAF0pvI8dWf4DkFnQ/goM0JNPoU4gTB91CwP0BNLnBbRsMEBPPoWHqwe+x44wQE8gfV5AywYD9OSjx46oR5nvPBs19Yy7ggF6AunzAlo2GKArwF6hT91z/YEBehLp8QJaNhigK4AZllLfXNL1oRigJ5AeL6BlgwG6EtzWq1OaVce9wQA9mfR2AS0bDFBCCOkIA5QQQjrCACWEkI4wQAkhpCMMUEII6QgDlBBCOsIAJYSQjjBACSGkIwxQQgjpCAOUEEI6wgAlhJCOMEAJIaQjDFBCCOkIA5QQQjrCACWEkI4wQAkhpCO9BajZFeDCU60Wtb617Xv3lYPq9uRO2Fto04P03U0f4lhyN61W77pzydlpbHncdi+zL7qfy4UsNwECNGq3MSp8gL71h+IdGCRAG7S0PJrlxzFACUkJEqCtrkT0AG26A0MEaNdjNrxvzscxQAlJ6TFA0wt2+v8+3mpr1GUN0MXoN0Bni3BC/wHq68MYoKRO/wGq76nT89/AABVggLqCAUpcECJAp1cZoHM+lQEqwAAlcASqgaYb077z7HapW/62+vmrz+u/ZwF6FEWn9IX79reiaO3B95PrOA7hy28/HkV3v5C9be2B17NPT+/Y5JXq5+nPvxK/ND9M6ZMKFA8vfWzhYw6Sh7kP1UuRFLR+VP1phU/PkN5dv72rkovvatSSiIh/cUouk6y18HGy5qYSij5WXzb7xFU+UFJb+3XVnPLLjHjR6Iro7ENLKqveN7+SrBwBnoG+83j61+mrWadSkpDZrRs9qH5IA/RoO/lXtR+47n96NgvQJ7PuqOxta3+q3icE6H/7ePEwlU8ylA4vfGzxY0zKVEuRx0v5qG9Vypoiv7t6e1cll9/VqCUW8bX0nenHlcskazUf16C5oYSyj/HLHrhU0DDzxFU+UFRb+3XVnOrLHpxldE108qEFlbXLJXtl8sHF8pDVI0gv/AP53fxg/Lfb8V1zOv35ntf1la4SMAnQW9v5Ba9erG+DNEDVaKjbz+u3nfplXMGIP0ZVbIUAje+K949vX00raZVPyikfXvjY6sfk92mpFHm8lF4elyP+8OPpz6Ly4wv53dXbuyq54V3V3ysR0QPv6TdmDhfL1KA1+7gmzQ3vkn3UL3vKvGzmiSt/oKxW+HXZHPOyyukULTOiix9aUCl4ryqfn7yaJGjhlWQFCRKgp3TrJ+9Liv+S3pFZHUVdqTpA8/zMn4gemAC9XHx3/j4pQC+n/65eWP2kjMrhhY8tfUx2B1ZLUYiX4svz9t9e9aDSuyu3d1Vy07sER9Nf7Omxt9UyNWg1ESRqbnpXo4+ll808caVXNqst/bp2Pvekq6nJsoro7OVGZfXj45/Tb5MD7al5JVlFwowD1SPpj7IB9elFe5Rdick/qCs3z09zM8eXenqF35X9SzYuP7nWhQC9J3vspX7eq3xSRuXwwseWPia7A6ulqN7m6csP5NkDDe+u3N5VyU3vqv7elDDJj2qZGrSaAJVnPDS8S/ax+rKZJ67BspLa6q+rV0b6soqMJstSqh9qVFa9Nw/Ok75Q80qyigToRHrn2ah08ZobpnQlxlfyA3kAFDru8/uwdvsmKSEE6OnCz7VPyqgcXvjY06UX1noh9ioBWnr5kep2+OVMfxoDtFFy9V3V3xfGi+lXVMvUoNXksay54V3H0k+1l808caVXNqit/LpuTpazDbkmWlY9Vq6y+vHFEST6Iyr1b7JiBBrGlFdtPnnntee+EqU3TOlKvLWd9WUclwbD5Pfh6ezDsrclf5V64Qs/F0KlfI+VDz/3Y0uvL5Si0EddennSh3H3U+/Vram/uyxGliy8q/r7gmvq7q+VqUlr9nENmhveJfpYe1nrE9egtvrr2pWR52w915osqx8rV1n1/s6lYkuqkqhk9QgRoOpxkr7o3/pK4UqUAvTUdnpvzgzQcpVgfoBWbjhBYIuPNa8vl6IxXtRgGP0AuNzdIL67FqBVyfK7qr8348X0G2tlmhegDZqdBehMhxvUVn/dOkCbLBO1FAO09PEMUFIiSIAeRelzppgLT/4f7+01BOg97x+kvSC1ShhMDbRailnx8s5z+ia+XDqM9O45NdCmd1V/v2gNVNYMVwOtnE8xQJssKx3A/HVWDbSclwzQ1SZgDTQdWHJc691Jrkn9ND/r45SegZ4u/qyoPgOtpsjsZ6CVw897tGp6WsqlmBMvakxQ4c5tePecZ6BN76r+vhSgM5+BNgdoXfPcAC352Bigcx1e7BloRUaTZVXR5hlorZ6cPQMt12wZoKtNoJlIay8ULsW8b9mMHLlcGAeqL22hFz7vcciqR0nFNq8jNAxrOijcWcUbv3J44WOllKmVQo6Xhthuenfl9q5IbnpX7femXzuRUy3T7ACd8VUzK0ArPjYH6DyHG9RWfz2vF17LaDQ6d7j8oUWV5ctlL39+X6mrkpUkRC/841G5LWZGNya/SG7XdOxK2ogXxoGm160whC/5+ajak3KQfe7p4idlVA4vjFKcHaC1YYiVNDDDaMyd2/Tuyu1dkdz0LsnRVMW8caANlWtJ87wArfvYEKDzHG5WW/r1nHGg1YrjgfQMVLqIToveJ0+W9C+SiGaArjZhxoHqr/u0VaXyNBsYWp+JlHfZH9RmIplnU/kkkmzOifoYNQdcTL5kKkl9JtJR40ykdEZN9WPWXpi+Vy+FHC+q1v10/Pvb5XHXDe+uNqIrkmvvatCiezy+9v7x7WflMjVFYfpxDZrnBGjFx+YAbeGwpFY639JMpLKMJqOPZS1llaXL5SDpU8ueazBAV5swK9Inc5/Tic/RAz9Lb1BpLry+EdSFmn7Aqf+9eh/mb6vMjb7nZ3KApqNzsk8yzJsLX/6YI/Vvp+ulaIiXdFRWVJ732PDuWh9yWXLtXQ1aYhH3b5cO2jQXXixag+Z5AVr2cUaAznNYVls/3+Uro/ayB2cZXROdz4XPVVYvl3wufNZxxwBdYYLsiZSOK9RL76ih2vljS2k1JvVO/Zfqakzmuk2Wx3kwG66YLOnztNwLr3jHZjWm9GPrH/NW/K+n36+Voilepj+/EBf+7gfLgyrld9cH4ZQl15yTtSgRqvYZmYWLylY1aU0/rkHzvACtrcZUfFnziRM+UFJb+3W71ZgajK6Izj60pLJ6udx+Vg1MSD+YAbraLN+unNIIaSJS6IVfBXhlkN5ZlgCtjEohbViJAOWVQQKyLAF6UFsdh8xlJQKUVwYJyLIEaHx3rD0d1zLe2q4+cCONrESA8sogAVmWAFUr06e9oa/PfzHRrESA8sogAVmaAD3+5NWk75P9BK1ZjQDllUHCsTwBSgghYDBACSGkIwxQQgjpCAOUEEI6wgAlhJCOMEAJIaQjDFBCCOkIA5QQQjrCACWEkI4wQAkhpCMMUEII6QgDlBBCOsIAJYSQjvQUoIfBQdCQgSMFyRXaIoIjBcmVcLYwQMODIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AYCtlfzLZ9yIEyhVGhQiOFCRXGKD9lzu0AoOllDg+4wj1owTIFUaFCI4UJFcYoP2XO7QCg52UOD4VXhIUyRVGhQiOFCRXGKD9lzu0AoOVlP0sQH204pFcYVSI4EhBcoUB2n+5QyswWElJ89NPFRTJFUaFiI0Ufw/LFUiuMED7L3doBQYGqAiOFiRbLKR4fFiulQC5wgDtv9yhFRjYhBfB0YJkS3spPh+WayVArjBA+y93aAUGdiKJ4GhBsqW1FK/ftFoJkCsM0P7LHVqBgcOYRHC0INnSWorXZz1aCZArDND+yx1agYED6UVwtCDZwgAVYYD2Xu7QCgw4UpBcoS0ibMKLMEB7L3doBQYcKUiu0BYRdiKJMEB7L3doBQYcKUiu0BYRDmMSYYD2Xu7QCgw4UpBcoS0iHEgvwgDtvdyhFRhwpCC5QltEcKQgucIA7b/coRUYcKQguUJbRHCkILnCAO2/3KEVGHCkILlCW0RwpCC5wgDtv9yhFRhwpCC5QltEcKQgucIA7b/coRUYcKQguUJbRHCkILnCAO2/3KEVGHCkILlCW0RwpCC5wgDtv9yhFRhwpCC5QltEcKQgucIA7b/coRUYcKQguUJbRHCkILnCAO2/3KEVGHCkILlCW0Q4kF6EAdp7uUMrMOBIQXKFtohwKqcIA7T3codWYMCRguQKbRHhYiIiDNDeyx1agQFHCpIrtEWktRQuZ9fPgRmgwcGRguQKbRFpLYULKvdzYAZocHCkILlCW0QYoCIM0N7LHVqBAUcKkiu0RYRNeBEGaO/lDq3AgCMFyRXaIsJOJBEGaO/lDq3AgCMFyRXaIsJhTCIM0N7LHVqBAUcKkiu0RYQD6UUYoL2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFdWLUAJIeTkwRpoAHCkILlCW0RwpCC5smo10FClLZY7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaIsIjhQkVxig/Zc7tAIDjhQkV2iLCI4UJFcYoP2XO7QCA44UJFdoiwiOFCRXGKD9lzu0AgOOFCRXaItIFyn7k8m+cyFQrjBA+y93aAUGHClIrtAWkQ5S4viMI9S9EiBXGKD9lzu0AgOOFCRXaIuIvZQ4PhXOExTJFQZo/+UOrcCAIwXJFdoiYi1lPwtQ1614JFcYoP2XO7QCA44UJFdoi4i1lDQ/3VdBkVxhgPZf7tAKDLZS/PQJKJBcYYCKMEBFGKC9lzu0AoOlFE99AloJkCsMUBE24UUYoL2XO7QCg50UX30CWgmQKwxQEXYiiTBAey93aAUGKyneKhRaCZArFrb4e6aRgGQLhzGJMEB7L3doBQYrKd4eaWklQK60t8XjM41UCZAtHEgvwgDtvdyhFRgYoCJttdfkQw4AACAASURBVPh8ppEqAbIFRwqSKwzQ/ssdWoGBTXiRllq8GpIqAbIFRwqSKwzQ/ssdWoGBnUgiLbV4rZKnSoBswZGC5AoDtP9yh1Zg4DAmEQaoBI4UJFcYoP2XO7QCAwfSi7AJL4EjBckVBmj/5Q6twIAjBckVdiKJ4EhBcoUB2n+5Qysw4EhBcoXDmERwpCC5wgDtv9yhFRhwpCC5woH0IjhSkFxhgPZf7tAKDDhSkFyhLSI4UpBcYYD2X+7QCgw4UpBcoS0iOFKQXGGA9l/u0AoMOFKQXKEtIjhSkFxhgPZf7tAKDDhSkFyhLSI4UpBcYYD2X+7QCgw4UpBcoS0iOFKQXGGA9l/u0AoMOFKQXKEtIjhSkFxhgPZf7tAKDDhSkFyhLSI4UpBcYYD2X+7QCgw4UpBcoS0iOFKQXGGA9l/u0AoMOFKQXKEtIjhSkFxhgPZf7tAKDDhSkFyhLSI4UpBcYYD2X+7QCgw4UpBcoS0iOFKQXGGA9l/u0AoMOFKQXLG0xed8eCRbcKQgucIA7b/coRUYcKQguWK5VZTPFZmQbMGRguQKA7T/codWYMCRguSKlS1+1wRFsgVHCpIrDND+yx1agQFHCpIrNrZ4XpUeyRYcKUiuMED7L3doBQYcKUiu2NjieV8kJFtwpCC5wgDtv9yhFRhwpCC5wgAVwZGC5AoDtP9yh1ZgwJGC5Aqb8CI4UpBcYYD2X+7QCgw4UpBcYSeSCI4UJFcYoP2XO7QCA44UJFc4jEkERwqSKwzQ/ssdWoEBRwqSKxxIL4IjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRXcAP3k3SbeY4A6AkcKkiu0RQRHCpIrVrY4fdozJ0DvXIqauOtXDFA34EhBcoW2iOBIQXLFatCw0/5GBmh4cKQguUJbRHCkILliYYvjEW9zA3TtJ69J/MM2A9QVOFKQXKEtIjhSkFxpb4vrORdzA7QhJxv/gQFqDY4UJFdoiwiOFCRX2tvietYvAzQ8OFKQXKEtIjhSkFyBDdDjT5o62xv/gQFqC44UJFdoiwiOFCRXYJvwnnCjfbFyh1ZgwJGC5AptEcGRguQKbCeS4XemA+kX7zNAXYIjBckV2iKCIwXJFdhhTBm/3XY0gIkBWgdHCpIrtEUERwqSK7AD6VOOnI0AZYDWwZGC5AptEcGRguQK7lROzfRqtPa8m0mcDNA6OFKQXKEtIjhSkFwBD9A7l6LLC4cmA7QJHClIrtAWERwpSK7AB+jirXYGaCM4UpBcoS0iOFKQXAEP0OlVBqhHcKQguUJbRHCkILmC3ol0wCa8R3CkILlCW0RwpCC5gj6M6c6ltRcYoL7AkYLkCm0RwZGC5Ar8QPrbl6JTT2Z8mwPpnYIjBckV2iKCIwXJFfipnK82jgP94uWdjK//5vj482fM3+N/fOXKzs733mCAzgRHCpIrtEUERwqSK7iLiSQcNA+krwTop1cKAZqmaRKmDNAmcKQguUJbRHCkILkCHqB6IP2cdvunVx7+u/iPj3e+aX53feeRN44/e3nnkd8zQGeAIwXJFdoigiMFyRXwJnyLPqS4IvqDJDN/UMjUtB6qo5UB2gSOFCRXaIsIjhQkV8A7kVoMpP8gqWZ+8XIhLD9Ia6MfFEKVAVoHRwqSK5a2OB3cVwHJFhwpSK6AD2OaP5D+82d2fpz8+cg//Whn57u63+h68rtys54BWgNHCpIrdra4vSuqSoBswZGC5Ar+QPqHZgdoVtnM+pBUdOa10U+vZA9Bv5wy+8MIseTNjzRvhtZBVpyGAJ1eXXt61tvyx5wf7+x8//fH//rKTvwzA5T0xEdZgH4UWglZbRqa8M89EUVr9zcPpP8462jPaqKqL6kQoNWBTM4q0AvUvEMrMOBIQXLF6rGW47EpVSVAtuBIQXIFfDGRO5dmL6j8xcvp085Sogo1UAaoBI4UJFcYoCI4UpBcsbHFbXejkwCtVzHVbxigLcGRguSK3T3hdnBfVQmQLThSkFyxGcbktruxVYDOo97NrjOTvfDtwJGC5IqVLY4H91WVANmCIwXJFeuZSH1vKjebfPR83pbXmZmN/+Q40NngSEFyhcOYRHCkILnS2hbnbZU5ATr9XcMexsV/KIyev55UNpMg5UykduBIQXKFA+lFcKQgudLaFudPy+cEaOMcpOI/fP5M/gj00ytqGNNnP9K98nGMfoNz4eeDIwXJFdoigiMFyZXlDtBiJ9EH6WJMeirSZ1yNqQ04UpBcoS0iOFKQXIFtwt+5tPaT1yT+YdsE6MfFKuZnf7Gz8/D3058/eyXOz+9V658IziNoyMCRguQKbRHBkYLkCmwnUmUA08zBTBa4Ur9IuUMrMOBIQXKFtoh0kOLp8TCSK7DDmBigPcB7QgRHC5It9lJ8DVBAcgV3IP0n7zbxXvf8BHAeQUMG7wkRHC1ItlhLmexPxuOJhyGySK6AT+V0TqjSFssdWoGhwz3hadg4kisMUBFbKTo+dYQ6VwLkCgO0/3KHVmCwvyd8TVxEcoUBKmIrZRLHp2Ls/OsWyRUGaP/lDq3AYH1PeFs6A8kVBqiIrZRxFqBj50qAXGGA9l/u0AoMXQLUz3MtJFcYoCIMUBEGaO/lDq3A0KEJr59rjdiE7wckW9iEF2GA9l7u0AoM9p1IY94TfYJkCzuRRBigvZc7tAKDtZT9kb4n3PciIbnCABXhMCYRBmjv5Q6twND1nnDfi4TkCgNUhIOGRRigvZc7tAJD13GgDNCeQLKF09ZEGKC9lzu0AoN9E97XQFAkVxigIjhSkFxZigB1MomTAVqnQ6uM40D7BMkWGyk+F5nGcgU+QKfPOlpGhAFap4MUT8+1kFzhivQiFlK8bnOC5Qp6gJYXZWKAuqWLFD95geQK90QSaS/F70Z7WK6gB+hBFN39nXwx5YZtkhigHcGRguQKd+UUaS3FPChnJ5LPA7cJ0OnV6PSimckAbQRHCpIr3BdepLWUfKjGiMOYfB64TYDeubT2AgPUGzhSkFyxetrnbXmVRAmQLdYBOh5z7UOfB24XoIs/9mSANoIjBckVBqiIbRN+Mppw7UOfB24ToNOrrIF6BEcKkitswovYdiKlFVCOefN14DYBenwQPcQA9QaOFCRX2IkkYjuMacS1D/0euFWA3rm09jQD1Bc4UpBc4TAmEduB9Fz70POBZwfo9LknNd+KorX7n0z5NocxOQVHCpIrHEgvYr9wAtc+9Hrg2QEqbmvMgfRuwZGC5AptEbFfOIFrH3o9MAM0ODhSkFyhLSL2NVCufej1wLMD1BOhSlssd2gFBhwpSK7QFpEOAcq1D30emAEaHBwpSK7QFhH7JjzXPvR64DYBOn2u0G9064k/ZCeSU3CkILlCW0TspXDtwwpO+xtbBWhpJpKLaUnO5C9Q7tAKDDhSkFyhLSIdpHDtwxJu7bAP0FvbDFC34EhBcoW2iHSRwrUPCziukM8LUKkb/h424Z2CIwXJFdoigiMFyZUuq/w5OvCcAD0+qgfo5UXzE8B5BA0ZOFKQXKEtIh2kcD3QAq4HJcwN0OnfP/nkE9tmGtKT3/nlwvkJ4DyChgwcKUiu0BaRDp1IXA+0QO8BquBydl7BkYLkCm0R6ToOlJ1ICb034RWlYUwMUNfgSEFyhbaI2Erxt9Ifkiu4nUgl3mWA+gBHCpIrtEXEVoq/taaRXAEfxqR4+1uq/2jtgdcZoK7BkYLkCm0RYYCKYA+k19vKZTzooDXvTP4C5Q6twIAjBckV2iLCJrwI9lROnZ9r9//ktf/4xHbkYoPOUKUtlju0AgOOFCRXaIsIO5FEwAP0IIq+llQ8pz9DGgfavTKOdPZxpCC5QltEOIxJBDtA4wqo2RNpz0EV1JH4BS4NpLOPIwXJFQtbfK5Gr0CyhQPpRbADtLQvPM5c+EUaJ0hnH0cKkisWY6PV9+iYW3r0DJIr8AGKuBrTQo/Hkc4+jhQkV1rbMkl27x1zU7l+QXIFPEBL+8Lf2gZZTGShARpIZx9HCpIrbW3R36Nq258JtzXuFSRXwAP0+KDw3PMA5RkoA9Q5SK60tUVv96N2nhz7GKuTKAGyBUcKkivoATq9mg//PHCwpxyb8CVwpCC5YhOgeufesZfBOloJkC04UpBcAQ/Q6XNq/Of9T732D+rPry6+O7wb7avaieSv0xnJFZsmvK6A+th5MlUCZAuOFCRXwGciOd/c2JH41RzG5Gtc3yGWKzadSKoJP/Yy3SZRAmQLjhQkV8DnwqMG6EoOpPc2s+QQyxWrYUyqE95bBRTKFhwpSK4syWpMznAkfqFyh1ZgsJLib27zIZYrdgPpx/6q5Vi24EhBcgV8PVAGqFespPhbXecQyxXLqPA5GwnJFhwpSK6Ar0ifMn2PAeoDBqiI5ZON0chXBRTKFhwpSK4sQYCq9UDv+tWdP37Kxdr0brQvVu7QCgxswotYaYnjM45QX0qAbMGRguQKfBN++mrSb3TnUnTKwfZIbrQvVu7QCgzsRBKx0TKaaDwlKJItOFKQXIHvRNqLolN/sn3Xr6Z/5WJbeADnETRkcBiTiM3IlCxAT74tOFKQXAEfxqQ2h386XUXkrW2g9UAXKXdoBQYOpBex0JLmp68qKJItOFKQXAEfSB9XQB/Kl2GCmQu/YLlDKzDgSEFyhQEqgiMFyRX0qZx6NaY0QHHWA12s3KEVGHCkILnCJrwIjhQkV8ADNInONEBh1gNdsNyhFRhwpCC5wk4kERwpSK4wQPsvd2gFBhwpSK5wGJMIjhQkV8ADdHpVdRylyXnkoBs+VGmL5Q6twIAjBckVDqQXwZGC5Ap6J5LuOEoCNA5TdiK5BUcKkiu0RQRHCpIr6MOYbm1HD76vA/T241Fhew8GqAtwpCC5QltEcKQguQI/kP4giqIL22v3fyX+86GG1zBAO4IjBckV2iKCIwXJFfipnMe/3c7WAXWQn86cX8X1QH2C5AptEcGRguTKEiwm8snPL8TpefcDrzvIT1fOr+aK9JyJ1DdItuBIQXJlCQLUKW60r+ieSJwL3zdItuBIQXIFvwkPGKAruivnZH8yHk+4GlOPINmCIwXJFfhOpOk7r7322rsulgJ1F6CruS+8jk8doT6UALnCqBDBkYLkCvYwptvPZj1Ia0+5WZTeifTVDNDJOJm1OOaK9L2BZAuOFCRXkAfSJ2sp53wNZkX61WzCj7MAHftQAuQKo0IERwqSK8BTOadXVWze/WTME7oi6mA9ZXYilWCAiuBoQbIFRwqSK8ABuhdn5gNZw/32s/FPi8/k5DCmEmzCi+BoQbIFRwqSK7gBemu7PHT+IEKayrmCA+nZidQ/SLbgSEFyBTdA96o1zj0Xc5FClbZY7tAKDBzGJIKjBckWHClIrsAGqHoCWt4C6cjFU9BQpS2WO7QCAwfSi+BoQbIFRwqSK7ABeudStcUet+kZoG7hVE4RHC1ItuBIQXIFOUAr68/Xf0MIIeS4twAN9XVR/OIIrcCAIwXJFdoigiMFyZVVq4GGKm2x3KEVGHCkILlCW0RwpCC5wgDtv9yhFRhwpCC5QltEcKQgucIA7b/coRUYcKQguUJbRHCkILnCAO2/3KEVGOZJiVrhRAmQK4wKkQ5SPI3aQHIFOUDrMEDdwgAVwdGCZMtMKe2uFCeXCpYrDND+yx1agcFeiqt7oAqSK5a2+Bsci2ULA1QENUCnzz1Z59scSO8UBqiI3Ror/qZnYdliKyWK3G5hUVAC5ApsgHoiVGmL5Q6twMAAFbHR4nifhqoSIFu6Bqh7b5BcYYD2X+7QCgwMUJEZWvpsqR5i2cIAFWGA9l7u0AoMDFARBqgEm/AiNlp63tKDAeqbLgHqp88EyRWrfcL205w4+YtUdQ5Q90qAXMHeVI4B6pcuAeqnzwTJFRtb9idJTnjqiEeyxT5AffWvIbkCv60xA9QjnWqgfKxVJAtQT0qAbLEPUA6kL7LQVpTSgRmgwbGWkjdYXd8XSK7Y2aIc4TAmAV+Py7FcaW/LQpuhSwdmgAbHWsrE14MtJFdsA5QD6UUYoGUYoK7KHVqBoUuAqm2RGKAGfzlxiGULA1SETfieQdCQ0aUJrzbmZBPewABtgAFagZ1IjsodWoGhSw3Uz9bwSK4wQEUYoCL4w5h+91rOLzgX3im2UtSgHbU3/Ihjo3MYoA0wQGuEGEj/223I1Zi6W4F09m2lqGHjfvaGR3KFASrCABUBn8p5VJoiBxOgC1TGkc5+lwDlONAyDNAGGKCeD9wmQKdXo7Xn3815b9H8dFTaRR4HI539Lk14Tm8uwwBtgAHq+cBtAvTOpejywqHpPEAXGpCAdPa7jgPlVE4Dx4E2wAD1fOB2Abp4q919gC40JBbp7HebysnpzUU4E6kBBqjnA7cJ0OlVBqhHOi0mwunNRTgXvgkGqOcDtwnQ4wM24T3SJUA9yDjEcoWrMYkwQEXAA/TOpbUX4AJ0ZTuRGKBVuB6oiBrlxwCtMRmN3F0n7QL0+Pal6BTepnIrOoyJAVqFASqhbw8GaJU4PuMIdXbgdgH6KuQ40BUdSM8ArcImvEDSQGOA+t3/pV2AHmAOpF8ABA0ZDFARdiJJ2C47lAxPWOUeR4AA1QPpF263M0AbYICKcBiTRGspaQ9BFI24pUeBuP2erMXjqBHfKkBd9yEBOI+gIYMBKsKB9BL2ATrmpnIFAgUo4jjQBcsdWoGBASrSXsv+xGNfySGWLfZN+Am3NS4wGSUB6qojvlWAYg6kX7DcoRUYGKAi7e+Jic++kkMsW+w7kdxuYVFQAuSKhS2jyVitBumqG75VgB4fRA8xQL3BABVpq2WSP+rzpgTIFpthTOMYBmiVwSCKBgNnB24VoNOra08zQH3BABVpqWU/DdDxhJ1IZUoByiZ8ymRf1UD73dJj+twTUbR2P9xA+oXKHVqBgQEq0lKLzs/4nhgNPawwnSoBsqVrE56dSAn7k3RoV5+byt25xHGgHmGAilgEqH6sNVKL9PtRAmSLfSfSmMOYCkyyL5U+O5EYoF5hgIpYNOHHoygaDMcettlLlADZYj+MabLiA+nLBAlQ57jRvli5QyswMEBFLDqRRnGADsejuA7qRwmQLR0C1JcSIFesKuYT/aXCfeEXLHdoBQYGqIjFMKbRIG6pxgwZoDlmKqcvJUCu2DwaVh1rY2dtFQZoeBigIhYD6Ye7DNAacS0rzgkuJlIhSIB+8m4RlE3lFit3aAUGBqiIhRZ1TwyHQzbhS+h12xigZYI04dmJ5BUGqIjViMc0QNmJZGANVIK98K7KHVqBoUuAsmO1yP5ItcpGoxGHMeXwGahIkACd/u61lL95PFr7yS84kN4pXQKUQ/uKqAAdxfVPBqiBvfAiQQbSF7m1fc/iK4O60b6yK9JzX/gKakuPSdxg5ZYeBgaoTBagrg5sG6BOFhZxJH5F90Tyt4EFkiu2ATrWM278KAGyhU14EZuLRS9n5+zA1gHqogrqRvuq7srpbws1JFe4J5JIWyn7auFLdiJJOP1SsQ9QF6srO5G+svvCM0BrcE+kCqpxNhhwGJOIS0/sA/TWNkiApvnZ7bZBOvtswotY3hPcE6mAujfGk/GQNVCJoAE63YtAmvArG6DsRKrDPZGKqMbZZBw34Sd8BirQe4BOn8uWAn3yie0IpRNpZZvwHMZUh1t6FEkqoDFj9sIL9B6g5YH0MMOYVrUTSc9F40D6EqyBFkkDdDwaThigdYIG6N1POdgg3pH41RzGNJl4q1YgucJnoCIWTfiRWt+PTfg6YTuRXOBK/SoOpE/nonkJCyRX2Asv0rYTaTLeHY1HPvd7RnKFAdo3CBoyrKTsZwHKJryB40CrxJXP0e7uZMIaaJ3A40AZoK6xkjLJdgrzUdtCcsV2JpKnrdO0EiBbWtdA1eJ+ehjTKjzYWIKZSPl6Iq+9xsVE3MIAFWGASrR+Bqp64cf+HpdjuQI/F/6321zOzhtswouwCS/Ruhd+Mk6HMbEJXyTMakxHoOuBshPJsRIgV9iJJNI6QPezAPWmBMgVm0Wq9HPhntcDvRqtPQ+4pQeHMblWAuQKhzGJtG7Cxwk6HrMXvkqywMq49xXpLy8cmu4DNNmzYDUH0nsRAuUKB9KLtJ8Lv68WZGINtELypaKeDjs6cLsAXbzV7j5AdXzqCO1UbicanNBlKudkNOJUzgIM0DJ544wBWkI/GlYB6mr7wVYBOr2KGKD6KbnuauxUbicanNAlQNWGiyP3SoBcsQ3QsbutamtKgGxpnxQ6QlkDLaOGJwTY1vgAsQkfmzBWG+F0+jJBOvudaqAK5wmK5IptJ5JujHhSAmSLzeCu+DslDosFulpnKwFyxSZA022NXR24VYDeubT2AmCAqrm+o26bgSOdfWspkyxAXQcGkiu2m8ppQziMyaDyczTUzza4dFeG81GA7QL0+Pal6FS+pN23MQbST4ZjzXDlmvBpXLivgiK5YmOLqmjppzmunmxVlADZ0n7A42iSLCYy8TTFAMkV622N+56J9CrgONDJKKmBdqqHIZ39LgGqnl0wQDNGk9QR94+FtRIgWyy6m0dJE36QjFXh9gUJjkcBtgvQA8SB9JPsGejKBagayBYXnU34jKRfoOPTnBZKgGxpLWWUBehjIz87PiO5YjttzeGB2wSoHkjvYBlQxwG6nwxjWsktPdS94b4bHskVq3tikDgy4DPQnHHyhCuugY46j1WZrQTIFfDl7Fz3IbkaB7rfvXGCdPa7DKSP746h+7hAcsW2E0k/zWGA5uwP0gAdjbx0OEK5Ah+giONAV3ZLD91gHQ7ZKstRj7UGAx+OJEqAbGkvZawWtFOPy8esgZYJ0ISHDNBVnQs/Sibzcl/4HAaoxEgRN1bUH/y2LdD/ivQHDnbi9BCgK7oak1pOZjLmvvAGNuFFxiO9cIYOUF4sBpeTC9oF6PTq2tMAARq1omW5O2rwgJUUvVZushoCh/ZlqE6kYdxiZSdSmf3JxNeQYSxXOiyc4GhyQasAnT73RBSt3R98ID0DNF+R3kevAJYrtsOYRqPBgMOYauh5312X3JmtBMgV+7UPXT0CaxWg5X3hUcaBKjo/zUA6+10CdOwlK5BcsXval9RAPayvopUA2WIfoPuj3d0RH5gXyAPUwZfKcgdo9w0LkM6+dROeW3pUUFO+9axeBmgV9c0SGzNkgBqyAHXhSasAdc7iujUL7K+HdPZtO5G4pUeVcRagbMJXSYzxMccAyZWlDtDPn9nRfP036qcvXrmys/O9N5J/Kv3gPEAnCyxMhXT2bYcxcUuPKpNsKufJt6X9skNJGyUPUNZAc3pvws/m0yuFAE3TNAnT0g/OA1TNQ9KPyFdxJpIXIVCuWNiyr8eLexmrkygBsqWllMKK9MmSO1w81tBjJ9L0OdXnHv+3SKUX/uOdb5ofru888sbxZy/vPPL76g/OAzRdnH8FFxPxtk8DkisWK5RN9tNvUi6onGIm6akRb34WqkJyBXYY051LqstodifS9Z0fFGqjaT304b+r/OA+QMdZgK7agsp6F3Qvq4wjuWK1yPi+Xh2AW3qk7E/yNmoWoJwLb+hxIH2LAP3i5UI+fpDWRj9QoVr6gQHaSJdnoCMvq4wjudLWlv00QHcHPkbGJkqAbGklJc1PVQXNmvAcSG/ofyrnLD5/5pF/+tHOznd1V9H1nR/rX+pmfekH9wG6ok34pBdeTeXkyBRFsgV6XAMd+OpDgrLFPkCTYUz8ts3pPvhROvDCAZr1Iam0zGujn1555PelH5LXfjnF/igCH735659G0U9//eZHTj5uSfjozY8+ejOK3vy1+nOlSt5A7MNHb/5tfCH87U9/+lMaolEXiSK+QKLoo1//7d/+mtdKzpvq9nnT04d3CNCPd3a+//vjf31lJ47LXgP0OAtQN5+2JKhb49fqCvi1ukFCqwFAhcVP/0MU/c//4ae//ttfh1YDQhagxypA87+TY2WNClBfdjTMRPrfiv3ub/83pWeg2ZNO1ZdUyMyv/6b0Q/kD3dSeJwvs8IzU/rCdyjnRWy36aMMjuWLTiTQYqoXXh8PR0I8SIFvshzEly47zeU9C7EayRqqjVny7AL10Kl+Rfvpqw1TOj3cqlU6hBuo0QPezgfQrNQ5U3Q7j5ApwP50TyRWLYUzji4/pcaCjAQM0oziQnouJGCZ6q+ehs+flLQM0yhYEvf1401z4SqXTf4Cmcxq7fbcinX07KSP9FToeshMpYzLefTQJ0F3Oha/C5ezKjIdDFaBDV7N+WwXo8VvbUXTq9fgvv43/cs/r4mt0TPbaC7+SARo34IdxDXRX7dPgXgmQKxZN+MngYtKE51z4GqyBlom/ZPW0NVffte0CVFc8156eXo3/+6flf/ni5WJMZkM+03GghR/cB6gaAKgCdLWa8JPxZKT2oBz6WH0dyZX240DHulX22EVv45iQbOmwnB2fgRYYDnSADi/u9rkivX70qTlVq35eT+qXSZD2ORPpMAvQbuV2o8EFVlL0mhnqGSjXA01Qw4GvvRRFf/bnPxxyLnwNlysPVZQAuWIRoCPVhN/dHQ56XJFe83bceo8erP/+0ytqGNNnP9Iz3uMY/UY+/b30g4cAXcnl7PR236oGygBNGI9v3Ng8F0Vnz27ceMmTEiBbutZA2YRPiG8cvdHewNEa060D9PazqgJabcArPkgXY9JTkT4rLsD0mdfVmA5XckHlNECHXvpLkFxpa8u1a5ubG+tRdP78xsbmhze9KAGypfMzUPdKgFyxGMaU7FQ62B25+VJpG6C6G+nnqgupviHSZ3+xs/Pw99Na5mevxJH5PekHDwG6glt6pE343YH7BR6xXGlpy83Njc3N9Y0oOnd+c2tr8z4fCYpkS+dhTO6VALlicQ/pLgS1cMLYyVbP7QJ0qqqfX3s/7UtqCtn2LK47ZfUCdDKejAfqKfiQ90TMzfu2Njc2VIBu4YnYfwAAIABJREFUxPkZB6iPBEWypetAejbhUyaqBhrXPycdV9GoHrhNgKpxoMlQet2X9GCoXTnrrF6AqpkUg2QksPt+eCRXWtly87777tvc2lw/Hweoys+t+3wkKJIt9uuBshOpSLIr+FAHqIvlu9oGaB6ab28DbSq3ggEaXwFq1ON41HEdv9lKgFxpZct9is3NrbgGupVUQGPcKwGyxX49UAZogdgS1Yk0GIx7rYH+caHZPr3KAHWLpZTRo3GAXuQi44dJBTRma3NTBehmkp/uq6BIttgvZ+du/5+KEiBXLGZdjHUTfnfQ6zPQ90o//T8MUKdY1kCHjz4aB+hw5GEoKJIrbWy5LyeKzp3byH5wrgTIls4B6l4JkCvtA3SSDGMaPtZzL7xbFtedsnoBuj8Y/vDfRdGf/fcvcafam8UA3dxcX7/PTxUUyRb7Jry7/X8qSoBcad+ETwbSD3aHfY8DPZ6+m/L2v2cN1ClWUkZ//pIK0D//d3/20kurHqAmP9ejaH19Y3PdTxUUyRb7TiR3+/9UlAC50v4eGgxVEz4O0GGvM5GSYfTypnIM0AWxkXLzz1/84ZlzUfSle//g2oc3TnJVyyJAt9ZjRzY21tfXNxmgCYVhTHrkDmugKaO47ql64Xcdtd/aBWh5V7l7GKBOsZBy8+afnz1/No6LM1+6d2vrxk3HCYrkSs2WmzXS/NzcPK+GMW2oCE3b8BmOlADZYjeQXj3buG99fTLhpnIp46EaBThyNhW6XYAeRNHa/U9sq/+jDaTv2DpBOvvtpcSZcf7e8+fORtG5L51Tox4dJ2hgV+oRKSdmmc2trXNxgJ5XAXpe+Pf6x9jqWs6LJamhR9H6ZgyHbKRMxoNB+gzUzYHbBOj0qprBGf/3sspSYTJnqABNNkjvVm5XGhantRSVIBtnz6kAPXtmXY96dJugvl2Zm5CNKdlM/D2ydT6uk59f39g4vz7/9U3RGtAWG9pLScqYBujmpvNWPJIrVnPh1WpMg6Gj9XRbBeidS2tqHtKBXpZ+T8UoRoBOVmxBZT3vZuOcasKfzZ73gQVoq4i0DsmMysH079QMzo3YkfW4Cnpeegba4TiVWF3Ki+U+PT52Sw1P2FAdbJuuq6BIrtgE6ESvBjl0tERqywDV/UZH0en8vwgBup8FaIfKONLZbytFx87W5kZS39rMbnaXSloMHWrPginZshNJT4HfUAF6/ryeylkP2pnv7xKtLT/fB20vlvv0DK2tzThA4/iMI3Rz3bUSoFvIZirnhrpY1jfHbiYX2AWoar3fubR4G35x3Yp0QeVO3yRIZ98qQNXUbzVxcTO/pV0qUVIsItJVVVIWM/8l6qO2dBU0rpOf29hy1QnfKVkXPmorWl4s9yXfLFtxDfRc/NUSR+i5TceDE5BuofYBuqkvlvW4Wr7lpAraKkCnV3UT/ta2ytE0TRmgzmgpJe90Vl+hm4Vb1/Z4VgnpOSVn0HYmkvpG2dCdSJtuDlxXYqT0b0NVS7uX3be1oUJiI66B3nt+PY7QjXNbDNBD3YJb1w/M1fdLb1M59/TTz+RRaBKjCAG6Yk14iwC1jsjOKenWiRKtFxOJ22ObehiTn1Gg7S6Wvrxrd7HEzfeNzfPn1tfVDINz8Z/nzqrqeacjNioBuoXa2qKvFr369nm9eJeDA7cK0Fvb0QOvq274h1SYojThV6wTKctP3S7bKiYoeFWyI20DVNVAs+XswgVoE51Mn6Wl1VFVQ1U9FFa1rfVNFaEbmwxQZe1WFqB6+e3FHWkXoHFqqvlHR1G0tp1vER8+QFdrGFNyb21lAbrVFKALpCSSK23vCWXIZrqgsjbFgxLXtnQ+US1dUZ5snI1b7mql6fPJMKZ1194s3cWiHYzbKevqubBqtsz5rmp34HYBevxb1XCf7umJSDjjQFdqIH1yC6VxsVWsglqF5EwlQK60bqyqPiTV2ZxWQX0o6ceWhb4DS5+kPFlXIXFe7XWSBqiLuCiydBeL9imuj6ta+fn1c1utbom5B24ZoMfH/ynOzelbFy48tXh+cipnCcsA3VBXwEZzgC6iBMiVtrZUAtSLkpC2dGldKE/Ob5w/H+dE0ru2uaEroCsdoIk1G+dVF8LG+tnzdkPeGg/cOkBdsqBowwoFaLZ4cFyv0APZTBPeoRIgV9oG6P6k0IRflX3h5zzeVk34+DJZP6dqoOtqlMJmlwbL7C9lJFfaB+jmOT1k4/zZzJJFD8wADU4LKeYO2YovAHVXnNnYmnV1d1QC5IrFIuP7amhfXAH1sGpwogTIlllSTJqqL5O4qpUMT9g0i/UHJZQtCamIzY2kE2l9w02fIwM0PPOklKoXalLJhn4Kvul+2COSKzbrQ4zHajiGj1WDEyVAtrTsWlP7RJ0/v6mq5npGZ3qptB+w4aRj0gOdbUnfrx6B6Yl8G2mfo98Anf79k3W+jTKM6VANY+pablcaFmemlJvmytF/xLmZrH553sOoHSRXbAPUz6rBiRIgW9qO19lSw+h1Y6VF/Ci6ZmsDsqrwxKmpa+XZLti+A/RqVAdlIP2hWhag4856S3FP5Ge98KNeN1h9ha67+QYtKwFyxaYJr6ak+ap+HmLZ0kqK2WxvqxSgDqab+s/Z2SycoJtbyQIrW70EqBoAeveFCl8FCdCJqniMuyUo/D1RCc/8d+oZ6PkoWj+bfYM6VQLkSvtOpDRAvVVAoWxpP+UmoRSgbpXMbjn1G7Stm/Dq6YZqwOn89N+EV0spRw/8ctHA9BKg+6PJRLXcOq2MCn1PNF3vOkDV6D71FJwBmpBs/xNFw4G3OiiSLVZDNioBCrj6dn85a2xQNdCtLUcT1+YF6PE734rcZ+himlPiuqcO0E67+6LeE7Mvdt0CWVcLKucPwd0qAXKlfYDGV0B8IYxHHratSJUA2WI377ccoI6V9OnK4tlaqIirJrwZmbCYsLkBGvP243GErj3wOliAxhVQHaCdNitAvCdMeDZ+k+qlRFQ3on6I43zeDZIrrZvwo/iLdFetketh24pUCZAtlivPFAN0BTbQapegpZEJC7rSJkCPj6c//4rTDF3csENdAx3F983JqIGa7Jz9vEfN5VUPcc6rP0709pOta6AqONU+Yeqr1E8rHsmWtlJu1gJ0xbdwNQGqlpJw9lyjXYDGfPLzbXcZupjmlP2R3h5qsOzPQAsVz/kPy/cnSYCuq9XXnUsBcqVtVOxP9sfjgd6p1lsVFMmW1lJuVgLU+YLPSK60CVCziatqwM1v7bU8cNsAPVabw+sM/c7iGbqY5ozBcBjfN8NBt3K70bAgpfBscyon+/vjDT2QbYlXzWhHOy2qD2myqy6E8WjEAC2QJEYaoB4WzEdyxSJA9TjQzXwpiT4DNOadZ3HGgU70/nrDUad2G8DZL2Vn2/Oo8mI8VKv4+ZAE4IqhfYDuj3dVgMY1UTbhi6jM0AHqZb8RJFfaTYfW7Xe9HvnGRvoIdGFnLAP09t9swwToaJIMpF/CTqS84nlolZ6HaYt1EkWOdrWusGz3xGE6DFR1Ig3iNvxgVRYTacvNm1Fkc3lZKQFypf16EpsbSRM+2b5gcW9sAjR5DBqtPYgxlXNJe+FNeKbpaXdPTMaT8ajzBKw5LNs9odB1cvWVMtrd9bSaCJIttlLUahH7Xqa5IrnSyhadoBtZgG44yc/2AZp0xDvqRVpUtWaiB9KPxkvUhDfZmafnoeU9sT+Ka1oqQH1UtpbunlDE6aAeagwGo4mfrxUoWzoE6GTiZaEVJFfaBujNm4UAtWv7NR24VYBO9VBQd+OYFlWdMFLDmMaj5ehEuq8entnJs6yBjkdxsf1kxdLdE5r9iXoYPuEwJgk1x3W/49a1c5QAudJyiYCYG9fSAL3hJD/bDaT/ltP0dBaghwPdC4+/qVwpPOuPPa2kqPlX6slFp9Gv81i+eyJhMk4ClDXQGiZAXTdZkFxpO8P15s0Pb7z0wyh66dqND53kZ4upnM+6Tk9nAbqvO5HAtzUuZWex4V7QYvN5DFABtT2rmtPLZ6A19L61XqqgSK60nqB18+ZLL74YRT+8dsNNfrZaTMRxejoL0Mn+JPl+7XBp9HH276uEp5ieh9ZN+DRA2YQ3qAsh/mZxX8tKlQDZwgAVaa3lxrWXXoproC/ecDQ2YV6A7kXRKdQFldPl7CADtCE8xZNm14k0GQ1H7ESqMElyYsW39JBgE77E/nh8La6BXrt2zZEdcwIUekFlPSBSPfgCa8JXs3Nmeh7a3hOjsRrGxIH0ZbilRwPJs40JO5ESJuORGsTibsDGnAC9cwk3QPeTGijUYiK1iudhY8O9oMXmCNlA+m765rCU94SGW3o0EBszUkOHOYxJMxnq/V/Go54C1BNOpMdRMlC98J2s8HD2pfCcn56HdveEmnij+5w5E6lE590F24BkS+u2qhr9OR4lu+2pnkf3SoBcsQjQkQ7QoaupfMscoHpA5AAiQKXsbD1N0+phX7r+OpvwBpUVDNAyKj5Hg/FknHUiuf/GRXLFpgmvnoC5W3x7mQN0kHQidVpBwt3ZFyue7dPzkAHagMVMpH09lZNbeuTo+a2j0UBPWhvHrTQ+A02Im627cbt1d+jKjiUO0PEwCdBhuGegDeHZquFe0GJxRL9bqC3jPZF9pUwm3NIjQz/oGQ2GQ9VGuzhQEcoA1ajHGUOVGq6GUS9xgI4mI10ZD7SYSEN22qbnoXUnku47G3EYU0LyjTLUy3JxS48UXQEdxO3U4Vg/5FIr/bEJr0l3UnM2DHCJA3Q8ngTqhW+qeFo13AtarF490g9x/AzaWcJ7IlkPdMgtPYooU0ZZgO4mAcoaqCbdgdDZI40lDtAw2xo3h2e39Dy0roEOdy9G0dDLsPElvCeSCug4CVCuSJ+gquWjuAGvF+56bDj2slg/kisWAbqfdqwxQLOZSJ2c6KShOTs7NNwLWixeuz8Z6oX4RyN2rGp0E14FKPdEKqCHMMUBqu6QgRo77sEaJFdshmzoPlhnN88yB+hh0oTvWG6718+oeB4ulJ6Hlr3w8c2gpnIOh5xckpBtcqKqWWzCZ6ilqYa7o2TtbT8r/SG5YnEPZQHq6sDLHKCH++ppRsdyt39tm/BcZGUCGzvGw/FoN5k/wABNUMOYLuqO1fHAkxIgW9p3N48mybIJEz190X3dHMkVq6W79IM/Zwe2CNDpe2gBqtaQ6OZFWw0zs9NFeh7aBmhMGqBswiekc3rHqlbuRwmQLVZJkQyQHcSNFg/b7SG5YvcYLE4NdwduG6BqVeW7fnXnj59aeCkmdwE62e/8OLiFhtkVz8NFG+4FLRavnQyGo1EyEpidSDnqQvBTJ0+UANlilRR6KueEA+kruJy21jJAp68mq4jcuRSdWngpEXcLKqcB6n41prnh6Sw9D22fgQ5i1OA+DmMypBcCA7TMRC+cweXsqgQIULUs6J9s3/Wr6V9F0T2L10HdaE8fB7teD3RudrppuBe0WLx2Mh7t6rloXvY1XtJ7Yj8ZGetjXEKiBMgWm6+VZND4mAsqV+g/QI+i6OnjO5fUOnZvbUeXT2yAzq94Ok/PQ+sA1cOYuK2xQW3Lma5I70kJkC0WXyujZLmdoadd5ZBcQQ/Qveih4zRAjw+i0yAB6rYJ3yY8XTbcC1osXjtJ7wo/A3aW8p5IVwcYcS58GTWua6wHyLIJX6L/TqTp1bUX8gC9tQ2yoLLDTqQ22ekpPQ9ta6ATvScSa6AZeiS9zgnWQEuo+NQD6Yfc1rhIgGFMSXSmAZr+gRCgLoYxtap4+mi4F7RYvFYvSD/hcnYGvaugmso55KZyJUbDJECHg4mXlROQXAEfSA8boIed13XTGlqGp9f0PLSdyrk/Hg65nJ1BV0AnepcGbmtcZJwF6Hjfy3YnSK6AT+WcXlUdR2lyHjnohnej/XCBx8HHLbPTX8O9oMXmxVnXKu+JlH097zuugY4nfvZ6xrLFoqqVPgP1ZAqUKzaLiaSbofe6mIjuOEoCNA5TlE6kw44B2rbiedhHeh52C1BVu2CrTDPhcnYiaknlwTAJC37bZqhnYHoz9F4D9NZ29OD7OkBvPx6pDiWMAL3vvija3GqRg8W3pMzX4LnhbrBswk+SdtnEQ4Iu6T0xGesp36yBllEbYA+1MXwGmrPQIpjSgVsFaFwFjaIL22v3fyX+86GF89ON83EKbkbR1uZmm6pk+oa84jlPQ2/peWjbibSv2yBjXeHiyBTNvp6xOOEz0BJZf6OnYaBQrsAH6PFvt7Nd4R3kpwvnVRJubqoa6Nbm/NZ4rdU+U0OP4am1WLxW3w2jNECdbeySK1nKe0LVy9OB9OyFz0k2wB7nM5E4DlQTpgkf88nPL8TpefcDrzvITwfOqzDcWj8fRWfXt+JW/KwEFR95NmvoOT0PO/TCP5Z0mbhfJHc574nDZDybt6nwULbY9JYkMww4lbNImE4k1ywsWwfi+rkzcYCeOa+roHKCNnYXyRr6bLgXtNi8eDIcjgfpBhasgeb42iUqUQJkCwNUBHsY0/Gem4qnswDVobh15pyqgZ47s74pheTsvnZBQ5j0PLRMilGyqdxgwmegGaqTWT3W8tN+P8SyxSopigHKJnzCJKmB9jyQ3sECIs4DdP3s2bNRdO7svWdqATp/oFJVQ6jw1FosXpvNhd8dsRc+JV032KcSIFusptzoAGUnUplkM3RnB24XoItPPnIZoEk4njt/5qyqgZ77g81iWrYb5FnSEDI9D+0CVDfd1TjQXY4DTchywqcSIFusJn0n3ywcxlQkRA00WUwELUDPnz3zpSi6994zZzbSyLQYIZ9rCNZwL2ixeG0WoOMBx0Zr8paqtwY8li12PY4T/c3CgfSGMM9AD6J7nD4EXUxzmpKbf3DvmSj60r1fOr9xX4G25Vb/BUjPQ+smvA5QLmeXkveVjPgMVMJf1RzJFfR94T/5WRTdff+TKd8OPBc+TcqtODuj6N/c+6W0E6ltdqblDt1wN9h1IqUB6kfJ8t0Thc5m9sILMEDLqK4D3bHWZ4DeuRQVCb0aUxqXG+v/5r+Iov/qvzxzfss+QGHS89D2nhjpqRSelCzfPZE04dOtfzgOtAYDtEw6O2vcaxMeM0DXz525N4r+4OyZM3atd5CGu8HSjrHaVM6TkiW8J7L1QLknkggDtMT+JA1QV0OoWwWocxbTnMbl+TMqQM/c+6WzNjXQND2Rzr6dlMnEX58zkis2w5jGY+7KKZB1InlSAuSK1dJdyQZarg4cJEAXIwvQL507G0X3nr33XPYMdO47s/BcYt78KCaK3gytA4iP3vzpm1GkfPmIthR4M75WYmNCy4BC3T6xJ2/6ulKWqwZ6771qGNPZc+06kUoNd6SvT8u58OnoaC9KgFyx6BcYDbmtcR3fA2SRXLFowidj3pxdKe0C9JN3i7wXOEDTBF0/c+ZM3IQ/e+bc1tz8rD32RDr71qsx7XNPpAKqV23AxUSqeB8gi+SK9WIifW8qB9WJlAboxtlz56Lo3Pkz5+dUQKVOI6SzzwAVaaklm1rAxUTK5OO7VsEVm4q5WjzW3TDqpQzQJEE3NtLVmDZm5WdDjzvS2WcTXqTlONAsQDmQvkwyOmHMAK0wSYZs9DuV83evpfzN49HaT34RfFO5ZCbSxuZ6XAPd2NhsDNDm8UpIZ99uOTuf1QokV1rakuSnt6kFiRIgW2ya8KOhqm2xCV8kzFTOAre2F9+Uc3Hn9UykzY2NKIrzc0vMz9mjPZHOvuUwJr1XrSclQK4wQEUsqlpDtSkSa6Bl0k6kgAsqHzjY1GNh2Td1FXRLb+mRVEDLSTl3rDzS2WeAilg24X3lxCGWLe2ljLMA9VQFRXJlmVakd1EFXVR1nI06QVWApvlZSMs2E42Qzj6b8CKtO5HU/udczq7KfmaMr741JFdsmvDpQPpQTXgni4MuqlonpGrFR9FWGp9ZYracpol09tmJJNJWy2AwHnub3JooAbLFYtWMSbL2tqe9nqFcsbiHsl05XR3YOkBvbQcP0LSBfjPdFz770WaSO9LZ5zAmkdZz4cfDIWugNVR8DofDKHK+8UumBMgVqxroSO/JGKoGOt2Lgjfhs8S8eSOKPrxx42aR1uVeUINDGKAiNqsxcUHlGvuTOD5VDXToSwmQK1bbGusA7fUZ6PS5bCnQJ5/YdrEz/GKaTX7GAXrjww9vWIZnUu7FNLiETXiRlp1IvseLH2LZYtOJlAQoa6BF0tWYJq4ebLQK0PJA+uDDmLK8/PCla1F07dqHNz5cnQBlJ1IFBmgT4zg+hwPVYeJJCZArNgsnpM9AQwXo3U8tnp+OAvQlXQO9cS2vglqVezENLumynB23uUlhE76JvBfe0whZJFesaqDDKBr2WwN1zmKa8wpoGqA3VipA1SqPyUA2brSo4K6cDai11/X+g6yBFpjsP/ZoFD36WLhxoDABqqJTBeiNl1apCa/xtXwwkivcF16kvZT9bPssPgMtsH9xsBtFu4OLffbCT58r7CN364k/DNwLnwXoh9fUM9A4QFeoE0mznwWo61sDyRWb/mafC68fYtliIWWS7v/jSwmQKxZ7Ij06VAE6fNRRvbxVgJbGzocfSJ814W9cezGKXnoxr4CuTIBO0gB1XgVFcsWmruVvm71ECZAtVmPeklm/fp6XQ7nS3pY4Ov9tFP3bOEYdHdg6QHEG0utnoC9d61IBhTr7DFARiyHjfAYqM1HDmCZ+npdDudLelosXLz4WRY/Ffzg68JwArSwF6mgc04Ki8xroSypAu4xigjr7bMKLtH4GymFMDaQDNjxtt4fkikUN9MKuasLHfzg68JwAPT6qB+jlRfPTzVz4Gx+qJvyL+Sgmy3IvqsEd7EQSaanF79SCRAmQLTbPQBNjxn6+bKFcaW/L4I+SAP2jgaMDzwvQ6d+r6Udr9+dzkb7zy4Xz01GAXnsproH+8MVrqxigHMaU4Xdya6IEyBabJ8NpgE74bWsYDB9Vw5geHfYVoAoX/UZOA1Qn6I0fJp1If3bDPj+hzn6nGigH0qcwQBvIjJmMGaCG0XB4MYouDoeOphe0CtDSMCaIAFUJeu3FF9Uz0Jd++KJ9fkKd/S4B6kHGIZYrbMKLdA1QNuET9gfJYiKDYOuBYgRonKAvXfuhegb64rUffmidn1BnnwEqMkNL/bm8hDslQLZ0bcLzeU/KRC3xNxz2uqmcZpptC//2vw89jCnh2otJL/xLL93oUm4nGpzAABVhgErYdyKNOIypxGTU+7bGx8e3ny1cmMHHgSbsD/RMpGsvdrk6kM4+A1Sk9TCm8XB31+OWcli22A9j4kD6Ck5nZ7UL0Mp6dhgBqtbrir9Lui0ujXT2GaAibTuR1OZpI1d9ArISIFvaStGp6XWKFpIrVjXQict9otoF6EEUrd2vBjM9sR2tPb1ofDpzfjSMot1Rp8c7SGefASrSTst+/A2qGHpac0grAbKl7ddK1m5ngFbI9oV3deA2ATq9qmYfxf+9rLI0+ILKOZPdKBoOOtU9kM4+A1SknZZxGqCjIXvhDZN8+hEDtMx+FqB99sLfubT2wnG2I/wewEykhMk4rowPRp2WRkU6+wxQkXZa0vyMq6AcB5qznwXoPgO0wmQ/nd7a74r0ut/oKDqd/xcgQPfHakRXXPUY8xmoI5BcaVsDHab5OfC17iWWLa2kpPmpUoIBWiZsgKrW+51LwRcTSZiM1YYFHeseSGefASrS8hnoUFdBh7tq+WBfSoBsYYCKYDfhp1d1Ez5ZyC78eqApk1EWoB36D5DOPgNUpG13iUrQQfwfL6PFEyVAtrAJL4LdiXS8p59+Jo9CAdYDTdhPNm1VvQhdyu1EgxMspXgcm4LkSvtxoMPhcDD0NF8xUQJkCzuRRMCHMd3ajh54XXXDP6TCFKQJfzga6ElZnXqRkM6+nZR0mXE/SoBcsWiVjQcjkxg+lADZwmFMIjZanG7h2i5A49RU84+OomhtO9K1UYQAHatdr+PKx0oNpPe60Q2SK9aTFhmgRSajZLoiA7SOS09aBujxb1XDfbrnZkF6R034iaqKqU7YTuV2osEJVt+eXrdaRHLFZtmMcVoDZRM+gzXQZgJM5VT8pzg3p29duPCUg5XtnEiPL5GxWqxrpcaB+t3sG8kVqz2R4m9RfxVQKFvaPgNV98X+mFM566j5i+5m/rYPUJc4kT7JFutapQDVFVD1Fepl7jeSK3Z7IqkE5TCmDB2fk/FgMGKAVhnprueRq/unXYDuPfA6XoAuNKIL6eyzBirSUks6ZGcy6jKfoqUSIFvajQPVV8lAdbByX/gyk2xB5X4H0juYvuk8QBca0YV09vkMVKTt0z6/HUhaCZAtraTor9k4Pge7I39L9SO50v4eGo6SBZVHQ0cHbhegaHsiJSwwogvp7LMXXoQBKtE6QMeDOD8HY5djHitKgFyx2VQuacL3uqlcOhMJLkAXGNGFdPY5DlTErgnvqwdeKwGypW0TfjzY3VXzC+La1ooHqN/tC1oFqFrDzulD0K5qBXM6l9uZhoXhTCQRq04knxVQKFtadiKp2VmPXtTPQF097aspAXIFPUA/+VkU3Z1vDb/4Fp1d1QrmdC63Mw0Lw7nwIjbDmPz1wGslQLa0kzKaDB/7o8eGF9XzPnf7/1SUALlicbEMdy/uxv9zVS9vFaDlHT1Q9kRSrESA+v0KLSkBcsVq/0mP7fdDLFta1kB3d0cXH7twUW16swqjYy0CdDS4GDNw9bXCAA0PA1QERwuSLe2egQ7Ho7gJv/vY7sDXgA0sV2xqoLE1w5Gz9bdbBahz3Gg/VNnSse6BdPZxpCC5QltEWkkZqQnOo93BYxfHKkD91NCRXGl/sYz1HjDq/44OvNQBOlENlJUaB+oXJFdoi0grKXqRaTUMdFfdIZ42hkdyxSZAJyo+JyECdPoeWIBOui/Oj3T2caQguUJbRNrVQJMAjRNULznuZ5QCkisWTXg9SWsy6bTKI2EKAAAgAElEQVSChnTgtgH69rfUw887f+xiLRFHzu9nAbpKy9l5BckV2iLS7hnoKI7Q0WA4HO+rXng/42SRXLHZ0kPPMhj3uqVHXPl8Nek9unMpOuVgUpIb7elUzk5frkhnH0cKkiu0RaTtMKa4nTocD/VyO55maiG5YrWlh47Pfrf0UAsqn/qT7bt+Nf0rnPVAGaDOQXKFtoi0lDIaTSajQX6HMEANbocNtwvQoyh6Op0R/9Y2zL7wbMK7BskV2iIyU0q7AW+OZmEguWK3II/LQQntAlRvKpcuKXKAsi88O5Gcg+QKbRFhgIoE09IqQJPFRNIAhdmV85DDmFyD5AptEekgxdNUVyRXwAM0ic40QGH2hVdwIL1TkFyhLSJWUtLGarbBnGMlQK4wQDuyElM5+wPJFdoiYiMlrXqyBurzwG0CdHpVdRylyXkEsy/8aq4H6hMkV2iLiE13c9L7PvK03B+SK+ABmnQcJQEahylOJ9IKrkjvFSRXaIuIzRpV6WZRHEjv88CtAvTWdvTg+zpAbz8eOVid3o32VdwTyS9IrtAWEZsR45rxZMxxoB4P3CpA4ypoFF3YXrv/K/GfDy2cn25Ku5K7cvoFyRXaIsIAFUEP0OPfbmeDyBzkp5vSJvvCcxyoQ5BcoS0ibMKLwAfo8Sc/vxCn591uNoh3Ip0B6hwkV2iLCDuRRPAD1ClOpLMJ7xwkV2iLCIcxiSxHgL4LFaDsRHIOkiu0RaTLQHquSO/xwG0DVK0HGkVrQE14DmNyDpIrtEUERwqSK/ABOr2ar0TwoIMVlV2p50B6tyC5QltEcKQguYIeoCo/1+7/yWv/8YntyME4ek7lLIEjBckV2iKCIwXJFfQAPYiiryUVz+nPIpj1QA8ZoI5BcoW2iOBIQXIFPEDjCqgZ/bmHM5WTAeoYJFdoiwiOFCRXwAP0zqXC9E2k9UAZoG5BcoW2iOBIQXIFPkALmcnl7FyDIwXJFdoigiMFyRXwAE1WpE+5tY2znB0D1C1IrtAWERwpSK6AB2hpHySgPZEYoI5BcoW2iOBIQXIFPUCnV/PhnwfR4i14BmgJHClIrtAWERwpSK6AB+j0OTX+8/6nXvsH9edXn9R8e4GGvDP5DFCnILlCW0RwpCC5Ah6gdy4Je6MuUhF1Jp8B6hQkV2iLCI4UJFcYoB1hgDoFyRXaIoIjBckV8ACdw7/8xc7Ow997Q//982d2NF//jfrpi1eu7Oyk/8IAbQJHCpIrtEUERwqSK0sdoP+YRObDf6d++PRKIUDTNE3ClAHaBI4UJFdoiwiOFCRXljlAP955+C+Pjz97OcnJj3e+af7p+s4jb6h/eeT3DNAZ4EhBcoW2iOBIQXJlCQL0d6/l/KLY//7Fyzs/Vn/Gtc0f68z8Qf5Pn15J66FJ5ZQB2gCOFCRXaIsIjhQkV+AD1OwpV+0++vyZtIWuo/OLlwth+UFaG/2gEKoM0Do4UpBcoS0iOFKQXEEP0KMW/e86QD9/5pF/+tHOznffSH6j66blZj0DtIatFD87NCiQXGFUiOBIQXIFPECnV6O159/NeU96TdJQz/qQVHTmtdFPr2QPQb+cIsd0B6KedsFD4s03P/rozTdDqyCE1GgcBzp3EeWkvf7xzs73f3/8r6+oPnkGqBfi+FQwQQmBo8VydjIfJ8OYsseeqj1fCNDqQCZnFejVa8Lvp7t9e2nFI7nCxqpIBymeHvkguQLfhJ8XoB9fefjH5Tx95PdCDZQBKmElJc3Pjrs5z1MC5AoDVMReiqdt4aFcAQ/Q44M5TfgPdiojlVSlkwHaEgaoCI4WJFuspUx8XS5IrqAHaGlPjzr/WM3PJDPZC98ONuFFcLQg2WI/ZMPX9YLkCnqAHt++FJ16MqOykN0X13e+kT7jzEbVJ5mZjf/kONDZ2EnxVqM4xHKFASpiK8VfiwXJFfgAfXXGONDrhama15PKZhKknInUDkspvp5pHWK5wgAVYYCKgAfowYyB9B8Up7p/ekUNY/rsR/p3cYx+g3Ph58OB9CI4WpBsYRNeBDtA9UD6hgXos/XrYr6p4zRZgElPRfqMqzG1AUcKkiu0RYSdSCLYATqrD+njnVKAHn+mFgf9flrl/OyV+Nffq9Y/GaBlcKQguUJbRDiMSQQ9QB1sJMcAbQJHCpIrtEWEA+lFsAN0/kB6BugC4EhBcoW2iOBIQXIFPECPD6KHGKDewJGC5AptEcGRguQKeoBOr649zQD1BY4UJFdoiwiOFCRXwAN0+twTUbR2f8NAegboguBIQXKFtojgSEFyBTxAK9saL/5A1Jl8BqhTkFyxtMXf4FgsW3CkILnCAO0IA9QpSK5YrrHib3oWli04UpBcAQ9Q5ziTzwB1CpIrVrb4XCAAyxYcKUiuMEA7wgB1CpIrNrZ4XaIKyxYcKUiuLEeATsXNkBigi4IjBckVG1u8LpKKZQuOFCRXliBA3/6Wevh554+fWrgLngFaAUcKkisMUBEcKUiuwAfo9NWk9+jOpeiUg0lJzuQzQJ2C5Aqb8CI4UpBcgQ/QvSg69Sfbd/1q+ldRdM/idVBn8hmgTkFyhZ1IIjhSkFxBD9CjKHo6XVLkre35WxwzQK3AkYLkCocxieBIQXIFPUD31Fz4dE2mg+g0A9QpOFKQXOFAehEcKUiugAfo9KpaDzQN0FvbHEjvFhwpSK7QFhEcKUiugAdoEp1pgLpYHNSZfAaoU5BcoS0iOFKQXGGAdoQB6hQkV2iLCI4UJFfAA3R6VXUcpcl55KAb3pl8BqhTkFyhLSI4UpBcAQ/QpOMoCdA4TNmJ5BYcKUiu0BYRHClIrqAH6K3t6MH3dYDefjxq3mCOAdoJHClIrtAWERwpSK6gB6jeGP7C9tr9X4n/dLC7hzP5DFCnILlCW0RwpCC5Ah+gx7/dzlYDdbE7kjP5DFCnILlCW0RwpCC5gh+gx5/8/EKcnnc/8LqD/GSAlsCRguQKbRHBkYLkyhIEqFOcyWeAOgXJFdoigiMFyRUGaEcYoE5BcoW2iLSV4nNqawKSK7ABeueSgx2QGKCzwZGC5AptEWkpxeviKqkSIFcYoB1hgDoFyRXaItJOit/l/VIlQK4wQDvCAHUKkiu0RaSVFM8LTKdKgFxhgHaEAeoUJFdoi0grKZ63OEmVALnCAG1F1IqW5e6owQM4UpBcoS0iDFARBmgbGKCeQXKFtoiwCS/CAO293KEVGHCkILlCW0TYiSQCHKB1gNYDXaDcoRUYcKQguUJbRDiMSYQB2nu5Qysw4EhBcoW2iHAgvQhwgK7d/2SFb+MsqLxAuUMrMOBIQXKFtojgSEFyBTlA+QzUNzhSkFyhLSI4UpBcYYD2X+7QCgw4UpBcoS0iOFKQXGGA9l/u0AoMOFKQXKEtIjhSkFxhgPZf7tAKDDhSkFyhLSI4UpBcYYD2X+7QCgw4UpBcoS0iOFKQXLGyxekABQZoeHCkILlCW0RwpCC5YmOL2yGycwJ0+rvXfrHwoCUG6GxwpCC5QltEcKQguWJhi+NJWnMC1BOOxC9U7tAKDDhSkFyhLSI4UpBcaW+L62UCGKDhwZGC5AptEcGRguRKe1tcL1TFAA0PjhQkV2iLCI4UJFcYoH2DoCEDRwqSK7RFBEcKkitswnej+4AEpLOPIwXJFdoigiMFyRV2InVigQEJSGcfRwqSK7RFBEcKkiuww5igA3SR7xKks99Fip/VypBcYVSI4EhBcgV2ID1ygC70NAPp7HeQ4mm9XCRXGBUiOFKQXIGdyokcoAv1pyGdfXspvnZsQHKFUSGCIwXJFQZoB1Y3QL3tGYbkCqNCBEcKkisM0A6sbhPe2661SK4wKkSspHjd1wPJFQZoF1a2E4kBWsL79j9ItthI8buzHJIrDNBOrOowJjbhi/jfgBLJFpvxOn73NkZyhQHajVUdSM9OJEMPW6Aj2dJeirev2UwJkCsM0P7LHVqBgcOYRNpp8R0TWgmQLdZTbrx9tyC5wgDtv9yhFRg4kF6knRbfMaGVANnCABVhgPZe7tAKDDhSkFxhgIqwCS/CAO293KEVGHCkILnCJrwIO5FEGKC9lzu0AgOOFCRX2IkkwmFMIgzQ3ssdWoEBRwqSKxzGJMKB9CIM0N7LHVqBAUcKkiscSC+CIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBcmVVQtQQgg5ebAGGgAcKUiu0BYRHClIrqxaDTRUaYvlDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFdoigiMFyRUGaP/lDq3AgCMFyRXaIoIjBckVBmj/5Q6twIAjBckV2iKCIwXJFQZo/+UOrcCAIwXJFUtb9ieTfU9CoGzBkYLkCgO0/3KHVmDAkYLkip0tcXzGEepLCZAtOFKQXGGA9l/u0AoMOFKQXLGyJY5PhacERbIFRwqSKwzQ/ssdWoEBRwqSKza27GcB6qcVj2QLjhQkVxig/Zc7tAIDjhQkV2xsSfPTVxUUyRYcKUiuMED7L3doBQYcKUiuMEBFcKQgucIA7b/coRUYcKQgucImvAiOFCRXGKD9lzu0AgOOFCRX2IkkgiMFyRUGaP/lDq3AgCMFyRUOYxLBkYLkCgO0/3KHVmDAkYLkCgfSi+BIQXKFAdp/uUMrMOBIQXKFtojgSEFyhQHaf7lDKzDgSEFyhbaI4EhBcoUB2n+5Qysw4EhBcoW2iOBIQXKFAdp/uUMrMOBIQXKFtojgSEFyhQHaf7lDKzDgSEFyhbaI4EhBcoUB2n+5Qysw4EhBcoW2iOBIQXKFAdp/uUMrMOBIQXKFtojgSEFyhQHaf7lDKzDgSEFyhbaI4EhBcoUB2n+5Qysw4EhBcoW2iOBIQXKFAdp/uUMrMOBIQXKFtojgSEFyhQHaf7lDKzDgSEFyhbaI4EhBcoUB2n+5Qysw4EhBcoW2iOBIQXKFAdp/uUMrMOBIQXKFtojgSEFyhQHaf7lDKzDgSEFyhbaI4EhBcoUB2o3ua5ghnX0cKUiu0BYRHClIrjBAO7HAKrpIZx9HCpIrtEUERwqSKwzQLkz2J+PxpNs+DkhnH0cKkiu0RQRHCpIrDNAOxPE5ihl3asUjnX0cKUiu0BYRHClIrjBAO6Dyc6z+36UKinT2caQguUJbRHCkILnCAO3AeDgeDYej+I9O5XaiwQk4UpBcoS0iOFKQXGGAdiBOz+FI/6dTuZ1ocAKOFCRXaIsIjhQkVxigHRgNRsPBYBj/0ancTjQ4AUcKkiu0RQRHCpIrDNAOjIa7u0P1fwaoK5BcoS0iOFKQXGGAdmC8OxpcvDgY7fIZqCuQXKEtIjhSkFxhgHZgPNy9uBv/j51IzkByhbaI4EhBcoUB2gEGqHOQXKEtIjhSkFxhgHYgbsLrTiQ24Z2B5AptEcGRguQKA7QDHMbkHCRXaIsIjhQkVxigHRiNkoH0IwaoK5BcoS0iOFKQXGGAdmCs8lMlKJvwrkByhbaI4EhBcoUB2oH9URKgo1VbTKT7KqjzQHKFUSGCIwXJFQZoF0bJYiJdWvBQZ99SygKroM5VAuQKo0IERwqSKwzQDqzocnZxfCq8JCiSK4wKERwpSK4wQDugKmJqQeVOWYJ09q2k7GcB6qMVj+QKo0IERwqSKwzQDqRJsmIBulCp5yoBcoVRIYIjBckVK1uc9iEscYAuVBdDOvtdAnQy7tR3Nk8JkCuMChEcKUiu2Njitg9hiQN0oaeBSGe/QxN+PB5PPHQkIbnCqBDpIMXTqA0kVyxscdyHsMwBupq7cqoLIE7PsY9WPJIrDFAReym+Rm0gudLeFtd9CEsdoKu5L3xc9YwroF46kpBcYYCKWEvxNmoDyZX2trjuQ1juAF2k3KEVGKwH0quhW17uCiRXGKAi9rMufI3aQHKFAdo3CBoyulYqGKA9gWSLrRR/ozaQXDmpTfgvXrmys/O9NxigM7GW4q1WgeQKA1SEASpyMjuRPn9mR/H13zBAZ9GhX4D3RJ8g2cImvMjJHMZ0feeRN44/e3nnkd8zQGfQQYqnnlUkVxigIuxEEjmRA+k/vaLrnp8/8/DfMUBn0EWKn7F9SK4wQEU4jEnkRE7l/GDnm+mfP2CAzgBHCpIrtEWEA+lFTmSAXt/5sf7z4zRIGaAyOFKQXKEtIjhSkFw5kQH6xctp0/3TK9lD0C+nODwKIYSAwAAlhJCOeArQ6kCmUPXtYs07tAIDjhQkV2iLCI4UJFdWpQnPAJXAkYLkCm0RwZGC5AoDtP9yh1ZgwJGC5AptEcGRguTKiQxQ9sK3BEcKkiu0RQRHCpIrJzNAs/GfHAc6GxwpSK7QFhEcKUiunMwA5UykduBIQXKFtojgSEFy5WQG6Bcv73yDc+HngyMFyRXaIoIjBcmVkxmgx59xNaY24EhBcoW2iOBIQXLlhAbo8WevxPn5vWr9E8F5BA0ZOFKQXKEtIjhSkFw5qQHaRKjSFssdWoEBRwqSK7RFBEcKkisM0P7LHVqBAUcKkiu0RQRHCpIrDND+yx1agQFHCpIrtEUERwqSKwzQ/ssdWoEBRwqSK7RFBEcKkisM0P7LHVqBAUcKkiu0RQRHCpIrDND+yx1agQFHCpIrtEUERwqSKwzQ/ssdWoEBRwqSK7RFBEcKkisM0P7LHVqBAUcKkiu0RQRHCpIrDND+yx1agQFHCpIrtEUERwqSKwzQ/ssdWoEBRwqSK7RFBEcKkisM0P7LHVqBAUcKkiu0RQRHCpIrDND+yx1agQFHCpIrtEUERwqSKwzQ/ssdWoEBRwqSK7RFBEcKkisM0P7LHVqBAUcKkiu0RQRHCpIrDND+yx1agQFHCpIrtEUERwqSKwzQ/ssdWoEBRwqSK7RFBEcKkiurFqDh+fKXQytAhK6I0BYJuiLAAF1p6IoIbZGgKwIM0JWGrojQFgm6IsAAXWnoightkaArAgzQlYauiNAWCboiwABdaeiKCG2RoCsCDNCVhq6I0BYJuiKwMgFKCCGuYYASQkhHGKCEENIRBighhHSEAUoIIR1hgBJCSEcYoIQQ0hEGKCGEdOQEBui//MXOzsPfeyP54YtXruzsZD/EfP7MN9O/fRa/rPgvJxwLVx7+X3/fu7xQNNsy07ATTktXjotXzopy8gL0H3c0D/+d+uHzZ/QPX/9N9q/Xd76Z/OXTK4WXnXxauvLPycu+8RvxQ04ezbbMNuxk09IVRX7lrConLkA/3nn4L+OK1MvJGb++88gb6odHkjrVF9d30hP+xcvlfznhtHQl/laJ/+WLf1wRV2bYMtOwE05bV4pXzspy0gI0DsYfqz/j780fq0DQZ/rzZ5KvzH/50Y6JitK/nHDaunI9jYjryctPOs22zDTshNPWldKVs7KctAD9/Jn0y/H6zg+Ojz9IT+8H6of4vzvf/+f0Nx8nf2aXxAmnpSu5Gx+vxm3RbMssw046bV0p3U8ry0kL0Bx9jq+XAuGDb/xfeTSsVqUiZ7YrX7ycuvHpldVorGYItsz9l5PPHFdK99PKclIDNG1y1ALh4+oz0G+G0ReGOa6saoA22TLrX04+c1xJYICGFuAJ3fKYEaCqp0Tx/RW6I+a7cr3yLHRFaLJl1r+cfOa4ksAADS3ADx/rkRaFs5+NQMlP+Kc/SgbsrMzYvuMWrnx6RX2jqO+WVRmxo2i0Zca/nHzmuZL9/ZsBtAFxMgP04ysPqyc3M+paeVSs0DPQ+a6ofgHF/7JKVa0ZtjT+y8lnrivpDwzQE8gHaSzObKz+IP3zm73LC0QLV5KRKd99Y5WSotmWGYadeOa7ksAADS3AA6ZaWe9CXN3ukhau5KzQbdFsyyzDTjptXCn9emU5eQH6xXUzEzEbuGcG8K1qgLZyJef6Sgx4PJ5ly2zDTjbtXNEwQEMLcE6xB7k+2nNVm/DtXEnvlk+vrMqT4WZbZht2smnnioYBGlqAaz4onuIvXlbd7MVJzNkJ/3hnpTqRWrui5jr/y5UVqWnNsGWOYSealq5oGKChBTgmXTtmJ52k+1l1GZ1qf/NqREVrV9LVdlYjKGbYMs+wk0xrVxQM0NACHPPxTvkcf/ZK/Lfv/b7w799M//b/qfVAv7saw0Dbu/LP/9POzn/3l/0rDEKzLfMMO8m0d+WYAXriApQQQnqDAUoIIR1hgBJCSEcYoIQQ0hEGKCGEdIQBSgghHWGAEkJIRxighBDSEQYoIYR0hAFKCCEdYYASQkhHGKCEENIRBighhHSEAUqWhr0oOm1+ml6NosvhxBByzAAlS8SdS8XIPCjFKSEhYICS5eEoiu76Vfr3W9vm74QEggFKloi4Ef9Q8jc24AkCDFCyRMSN+LUX9N/YgCcIMEDJMhE34u95/1gnqf6TkKAwQMkyoVruqhG/l9VEY24/ux1Faw+8nv38jvo5uvDU++kbLr/9eBTd/YLwaYQsCAOULBW3tlV0HuXPQnVjPuFB/eP01eznU6qPKQ7QJ9UP7HAiPmCAkuVCPfyMUzFvwMc/q8rnJ6+mCRr//GD8b7cfTx6SqiprnLi3///2zmU3buQKoGwvJK163yMZthL9gSIDY2AmkL9CgQPE8MD7NuRBEDuYD9BACiIY6XVD0kJo8B+n3rzFKjbJChoajs9ZuM3mZdWtMnhUD1J+/3QZwx8YBArTQhvxqJnAqxGp20y6Ml8+nrpjt0rKbj3sEgQKE+NOr3CKCbyfnCtVzvUuk3OrOtRn3AfATkCgMDWuqmYCb61pWcYb80svULbrYWcgUJgaaggaBqD67c4GP9Z8uP3n3w8rL1CeF4WdgUBhavQI9PpQHiJQ2CUIFKZGS6CxH/WmUVUdvX73dYlAYecgUJgaUqDJEqd7iqkWa6AIFHYGAoWpIQUqXkkyLm2EqsamCBR2DQKFqREJVB04Y671A5+NQK9YA4Xdg0BhakQC1aLcf69EeWkfbnJT+NuzyryBhEBhpyBQmBqxQJt34e2vaTpzRy8vzStICBR2CQKFqdESaH3/Vj+49Ny97b75dKh/N9Nnt0GPQGGXIFAAgEIQKABAIQgUAKAQBAoAUAgCBQAoBIECABSCQAEACkGgAACFIFAAgEIQKABAIQgUAKAQBAoAUAgCBQAoBIECABSCQAEACkGgAACFIFAAgEIQKABAIQgUAKAQBAoAUAgCBQAoBIECABSCQGHi3C2qwJtRVy5Hxo9g8+nYVHDSG7mr+sV/9fx46rrn6MevSWQ4We0dr7qKW2/9v6HXey/e+Us3P3//3S+lWdv/oProx848ShiYnWni1eh/MAQKE+d3KVBrnCcTaOiTfa2LxpHV7LwdKk5Wz7rU1yNQ0fPrLaX0sHnbneX/wcDsECh8m9wtDgpHLH9YgW4uqoMv6vPmzKTxeOqscfs2/RkTTtY3i05N9gl0b+HPL/cWhQJVSc/MCPn21difhFsZmN32JnaCQGHifMsC7RgxrSvXJY+nsw/SkeqCtkDEybtCu6yr/TN35ePpn04LBbqs9r+ELEv/STMMzA6BwrdJS6Dr6uR6Ue1/8J96ZU1N4l5+kSdtqBLozaEa9tjLb17pdUBzEMLu9XdH0YQyF6aqUHPm5/7+14MpxVwL9O5M1W0raAWZ+tXp2V/r+tdFtfc+DRJ1qdjrQ9+MQIdAr4IMjMKFI1VmrR8a4qT/a5SDauHsvE+gB5eu2PXsp1whvQ3R/4yzD01O+u8d3SsOusoamV3TRNefA9L1IFCYOIlAX6h742DlP+u1XQ+cvREnbeiyel1Z0yk+uvW3uQjzS4nCHrkwv+Q4825qBPrCnDEVtoN0/T+Y706W5sSHdpCsa1kdZZYpO0egUZhwpHBretJdFuVgUlP95K+yTYt7RSnqv26WvHz279O0kP6GtBJ7qDu7Vx4kZRVlJ5po+3NIuh4EChMnEaj11brx1suv9eZjZQc1cnKo7pyDL3r88Uafmekh4LUMU7fjn1d6bbAZG+XC9D7M8areXIq7zE/hmwoyQer08Up9ozdN7i/0FVFQVJeKna9cUQ0dAlXFzMSGuxRosuARTm6uF27FNCFUk5gAAATtSURBVM7hvN4sqz6B/u/imd2umtvyxjYkMzTOd290kJRVmF1oounPIekGEChMHLELr++3tR3KhU8/slnqT/9l7b4y95VZcXPLlfY+dmF2JhmRCwtVCJ15gR6s/EWZIHta5X9Su3XLKCiqSxbV0LVrfH+mu+P5OyvRWKCtsZTchTdVZHLYXPRN4VdXxjDqT1vZ2Ibk+jrbva2Cs2WVZGebODjdAAKFiZMI1A6x3GcY2ZjjdbQ74e6K4JeH//zjrLJm9Nfuf04rTMPcvS9Gd16g5kbV92suyNbv1KELS4NCXaIoixhsZaaXmxujULv8OlCge+dJa7zWkol/xNqsmMz1tc9+MZWNaYhPw+V1ZZM5yXdvXHBHWaOyi5oYfiD1pRtAoDBxkil8JNAwsjG3Tlugxq32frKDtkqa0d7M++9k8ZmwnMqiXXgr0DQoI9AoSNYlirJsF6jmVj9Mb2esWwWqv1DTWddPUbn+yt5NpJWJvFvMa6eo4Q3xabj6MwIVZcUFd5Q1KruoiVagA9INIFCYOIlA5/IzyMMJVN4HUqB6HDt7/sNnNzd3YXoDttIrlU1laZiYBHcLNBdk6xcCjYOiuvI3sh8xrcMNH3N/2tqFb/0IER105S6PcvC6Xee8PY/K1I3RM2VT3uiGtNZA3Vpk2r1xwdt+qgzNLmqiqXdIugEEChOnT6DxCLRDoHoJrJnxi7DNz6/seMge5cIyy3c5gaZBGYGKoLiuMQIVxRh7DNuFdyvCUQ7pCLRTUSpEz5G9okY2pPVFLNAooXgRe6hAu7NLRqDD0vUgUJg42wXaXgONBXpiC9AjG3tPqcFJLNDaTG99DdmwzAZydgqfBCUCjYLiurYLNEYU0xaoLUwihuim7GwO/ZNkXc6/FvM6TJLHNSR+DjQSaFRW3I2Dp/ADsgtroMPS9SBQmDjbBdrehY8FGrad/V2zrsSt62d3TQ3ZsPDijJgeJwLNBSUCjYLiusYIVLxvtKzmtRTox+Qdn+akm8RHiQ7ehdfj+O/t41p2n3tcQ+roTaT7i87uzWQ3RKDd2SW78APTdSBQmDg9ArXPgT68dU9uxgI1z/hpb9h5m34mMx776FfK7xt9ZMP0WEXHyYcFrSbl3ZcJSgUqg+K6RglUPweqt9Tvbau9Ize3r6pkIaERqG7uqpWoecZq87HqV5T2b7NjNbYhtvrZS/3Qg35jf/amo3ujg+EC7c4uamIzhe9N14FAYeLI38YkZunBlfGbSLFA7ZtIx3VYRTy4lANVX/S+2IPJhPkqTEFNUger6O5Lg1KBRkFRXYNcEQj7yDNbQ+gg/zaPfG1SvAtvn0iVidpN8dcDFKWutv415Q1qSDRtNxJzmDcn890rD0YItDs72US3dDAoXQsChYnTJ9D4XfjWJpJ5Ddoc6Acn985bS6Xmlek9+fsps2Hu1er3ouxfF22BpkEZgUZBsq5xAq037nVu8yS9+H2gK9dlWYH6faQo0evDIe/C2/e2TkR5QxrSNtLDp6Mm667uFQcjBLolO9FEO6Ifmq4GgQLAE/H4l8RIEwOBAsATcVX6y5d/NyBQAHgaNn+b+gAUgQIAlIJAAQAKQaAAAIUgUACAQhAoAEAhCBQAoBAECgBQCAIFACgEgQIAFIJAAQAKQaAAAIUgUACAQhAoAEAhCBQAoBAECgBQCAIFACjkN2qzDtn8N6dCAAAAAElFTkSuQmCC)
dtmaxSA2021avg = mean(BTM2021$DTMAXSA)
dtmaxSA2020avg = mean(BTM2020$DTMAXSA,na.rm=TRUE)
dtmaxSA2019avg = mean(BTM2019$DTMAXSA)
dtmaxSA2018avg = mean(BTM2018$DTMAXSA)
dtmaxSA2017avg = mean(BTM2017$DTMAXSA,na.rm=TRUE)
dtmaxSA2021sd = sd(BTM2021$DTMAXSA)
dtmaxSA2020sd = sd(BTM2020$DTMAXSA,na.rm=TRUE)
dtmaxSA2019sd = sd(BTM2019$DTMAXSA)
dtmaxSA2018sd = sd(BTM2018$DTMAXSA)
dtmaxSA2017sd = sd(BTM2017$DTMAXSA,na.rm=TRUE)
dtmaxSA2021med = median(BTM2021$DTMAXSA)
dtmaxSA2020med = median(BTM2020$DTMAXSA,na.rm=TRUE)
dtmaxSA2019med = median(BTM2019$DTMAXSA)
dtmaxSA2018med = median(BTM2018$DTMAXSA)
dtmaxSA2017med = median(BTM2017$DTMAXSA,na.rm=TRUE)
dtmaxSA_vec_avg = c(dtmaxSA2017avg,dtmaxSA2018avg,dtmaxSA2019avg,dtmaxSA2020avg,dtmaxSA2021avg)
dtmaxSA_vec_med = c(dtmaxSA2017med,dtmaxSA2018med,dtmaxSA2019med,dtmaxSA2020med,dtmaxSA2021med)
dtmaxSA_vec_sd = c(dtmaxSA2017sd,dtmaxSA2018sd,dtmaxSA2019sd,dtmaxSA2020sd,dtmaxSA2021sd)
dtmaxSAData = data.frame(date_vec,dtmaxSA_vec_avg,dtmaxSA_vec_med,dtmaxSA_vec_sd)
colnames(dtmaxSAData) = c("Year","Avg","Med","SD")
ggplot(NULL, aes(x = date_vec, y = tmaxSA_vec_avg)) +
geom_path(data = dtmaxSAData,aes(x = Year, y = Avg), color = "red") +
geom_point(data = dtmaxSAData,aes(x = Year, y = Avg), color = "red", size = 4) +
geom_path(data = dtmaxSAData,aes(x = Year, y = Med), color = "green") +
geom_point(data = dtmaxSAData,aes(x = Year, y = Med), color = "green", size = 4) +
geom_point(data = BTMALL,aes(x=BTMALL$DATE,y=BTMALL$DTMAXSA),alpha = 0.1) +
geom_errorbar(aes(ymin = dtmaxSA_vec_avg - dtmaxSA_vec_sd, ymax = dtmaxSA_vec_avg + dtmaxSA_vec_sd),width = 50) +
ggtitle("Annual Average Deep Temperature Maximum Salinity Anomoly in Region 3","Background contains all datapoints in chronological order") +
theme(plot.title = element_text(hjust = 0.5)) +
xlab("Year") +
ylab("Absolute Salinity [g/kg]") +
labs(caption = "Error bars are the mean +- SD. Red = Mean, Green = Median.")
## Warning: Use of `BTMALL$DATE` is discouraged. Use `DATE` instead.
## Warning: Use of `BTMALL$DTMAXSA` is discouraged. Use `DTMAXSA` instead.
## Warning: Removed 2 rows containing missing values (geom_point).
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)
export = data.frame(BTMALL$LAT,BTMALL$LON,BTMALL$DATE,BTMALL$TMAX,BTMALL$TMAXD,BTMALL$TMAXSA)
colnames(export) = c("LAT","LON","DATE","TMAX","TMAXD","TMAXSA")
write.table(export, file = "mcappola_tmaxdata.dat", sep = "\t")
export2 = data.frame(BTMALL$LAT,BTMALL$LON,BTMALL$DATE,BTMALL$DTMAX,BTMALL$DTMAXD,BTMALL$DTMAXSA)
colnames(export) = c("LAT","LON","DATE","DTMAX","DTMAXD","DTMAXSA")
write.table(export, file = "mcappola_dtmaxdata.dat", sep = "\t")
# 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,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAABYlBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZpAAZrYzMzM6AAA6ADo6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kLY6kNtNTU1NTW5NTY5Nbm5Nbo5NbqtNjshmAABmADpmOgBmOjpmOmZmZjpmZmZmZpBmkGZmkJBmkLZmkNtmtrZmtttmtv9uTU1ubk1ubm5ubo5ujqtujshuq+SOTU2Obk2Obm6Oq6uOq8iOq+SOyOSOyP+QOgCQOjqQZjqQZmaQkGaQkLaQtraQttuQ27aQ29uQ2/+rbk2rbm6rjm6ryOSr5P+2ZgC2Zjq2Zma2kDq2kGa2kJC2tpC2tra2ttu229u22/+2/7a2///Ijk3Ijm7Iq27I5P/I///bkDrbkGbbtmbbtpDbtrbb27bb29vb2//b/7bb///kq27kyI7kyKvk///r6+v/tmb/yI7/25D/27b/29v/5Kv/5Mj//7b//8j//9v//+T////CfrcQAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO29i98kR3WmmQ3yil7EctEnBqGFMV6YgZ4djOyZNVrYMbvWMm6N8YBZmhVtZMwiW6kLaunr+v+3Lnk5J+LENTMr38p8nx/oq8qMjDh5MvLpyIysquZACCGkimbtAAgh5FahQAkhpBIKlBBCKqFACSGkEgqUEEIqoUAJIaQSCpQQQiqhQAkhpBIKlBBCKqFACSGkEgqUEEIqoUAJIaQSCpQQQiqhQAkhpBIKlBBCKqFAl+Z3P/p80zQvfecP46L7d755XPSFn/zBKfq0+ZNu0fuN5uU52zJKOc0LPnw4RvHSF3+SF0cG7h6e+N5stV8btTcvfekfcrf77UvH8p/969eaB39zOHxy+VPF41gX+ePPjgf8gYrK6BahXmnytHmxMtKNQYEuy/0b/Wn1YNDDR9/oFr3wS1X26KpJAs1ryyrlNq+XSh58N2+/kwAJ9J1v1mprwN0b58iGeOuS0/9zskDNf/t6ftsfwi8NZYwuGOqVNsdelPmP+sahQBdltNXoh+N50vOZX4myp+UhgeaoJa8tq5TXvMARaNN8uTAFAWAEekxI9bhvwNsbdWQTW33m/5kq0ONBCudOxNYfX6MLhnpluNbpWdsCFOiiPD4Z5/fHs/RnD4eOeVz24Hj5fP93x3XiOuij1xrTYCfjZf1jn9eWVSrWvBiX3v/uR6fza96Rx7H+rBN2MaZcOA+8L3P3u2/oIxvk6fHoiJsi1ZEcu0i4uZMZXzi28se3xmNndMFArwzzODbo3Q8U6JKcOm93zXsayb3cv7gMF45n3XjCXK6zjD752Fxa25ZVKtq8vrA/bTPvyGODAj3/m5dT52PtqupInnbbffJvjXvUT4fQnvb/YhpdMNArIxy34EU8Bbos8rzqz5an41nzeDDYR6ex3ectg+X258y2rFKx5t07o6cTbdbpgy0KVOgoymM9nK+N5Ljdi0MF33UO4Unm4/2cS/1GFzR7ZSr6dQ8cBhTokjwVfbE7x0SHHk+7843Gl983DHYaMeb9Q5/XllEq1rw/tfR05iHoJgWaedRmEujT/ihf7mOebtCMiPz29RvdwuyVCd6f+27OTUKBXouuX8qzZHh97OUv/NLsubkX8PlteaVizfsClW746EenK/oviVlbveRyWn50fjom9GSPL1Cn1senuM/LvnC+QH1HVBdowKnhJJj7tx42D75wTsA7p7XNZ7/z+675M6fcCJ89HYfwclN/h91Ujjv+sr/5774pNh9m5z7zq0+8SSSvoY/Oj5591npA6rhZ3/b5SiKY7GPBc6qNbmH1lFjiu53kEJQCvRrdOSmFMfy7/+H/eLovaRgs81qwpC2vVKT5gy/QUz2Xre7fGibm+1kmZ8m5zX4S+Ev2vwOuQL1aT+fx027Ry+Pql4MNeDWcNPa4t+TwtM7lKa4MgQ6b+js8EBiB6s3fUJtHBOo1NC4wHjJSI8Hz3ODRtO6V/CWTl50yuoXVU2KJH/Lqt7IzKNAr0Q9K5KnmSM0w2OOqO44ZbYlSkeYPxtOh/aSEfB7qxaFCteS04NvDY1D2SNoRqF/r8Tz+P4ZF33086O9vAg34NRwjfqkvIJ7WOVeRFuiwqV9xMHcnp38v0vKpbFigVg5GvFHfY+fA/vbz5x3SV/KXZwMu2xrdwuopscT3e8mn6SnQK/F+131Vr9M3wXyDHU+ymrtiGW2JUuHmuxA8gZ43Ow1OTifp+HiMt+Righf+oXuyx7xj5gjUr/V85p4uZt85Guez51mS4VkbqwE7ruYrfzj88feXp3VOo7PzSO28drx6tQU6bOpXHMrdKawhR6Ll826IVDzWIfSReA2dXHv24R//zm+6vzAXnO9pqMvti627MbrRLayeEkt8qOX9QYFeh+HW4dMSgdYNQHPaMiY6MgXaefe0+fcSS85+e/EyLnwceEBbC9Sv43wev9wvEa7r5z6cBowano7W0WvPO5YUqLmpsy8yd388X0W/7Gw+PjQ2psIWqN+QOI5PvR5hfoDsdOPVGSyejPpLv45LDFZPiSX+0sgcH0G4dSjQq3A60y8dr0Sg4lSauy1RKtj8mZBAZd2Xi0h/yTASi+yLFqhfx2E0r1C+mDx2GjBqEA8OiH3s515SAu03NSpWSdEMB6Df/LFq+bK5LVAzsy/86hDAV+qZ+x8pgX72W+dRaejf1YBAg4lXBXcNBXoNxIleItCnoRuH09uS6gk1fyYkUOmQyzSGv0TdZQ2cbVqgfh1iFC4c3G1lNGDUYKfRn5O2BdpvalSskqIYp6+6zdUt6H6XbIH6DZ1r/+JfOzc1x1D9vLoj0POy/vo/X6DBxEea3hkU6BX46BujrQrugQY+xDnOMVjXxHltyVKh5i8E7oGqj9Sfb4z5S7Q1AiMldUYadYi4xbM2QqC6AasGv+X7f/7vP37Y5An0xXBoKncDD77wnd871ThPkfWZNgUayOPlGvy/mJ9UczuJfw90COe0y/n3QIOJd3dvv1Cgy3O6/TVcghXMwgemkKICzWtLlQo1PxTVSx97U9In/uQP/hJ9kywwZxsV6KnlhECdBqwa9Hl++TK/MX+VAs25/TGLQId7vRdecD+t6Qk0MAt/GEaS2bPwFGgaCnRxfqtONykk5y68exYGruBjAs1r67eeAKzm/Tr61l+0fJISaM0ItEig5gjUFej4GOgtCXR4RP6EM950bs1EngPtyxrdwuopFGgOFOjSnB9KGbuzfPbD+XRQ4OMss7fllAo03+EKtHu0336s1JklqrqEd2eayi/h3RpEy93DmC998du/+P8y74EKgUa/Mq5AoP3ioEDNhv749988y9G5KpECjX8SqS9rdAurp1CgOVCgC+M+NBj51LH/cZbCp0Ty2jIeY7Sa7zA+C98/XRQdCvXtF08iuYVSAvUnkdwa9FNA/ddtRCeRHnsCjU85JwVaNokUbOjefxBUzORYn4U3Ls4zPwufJVBOIq0dwMZ56n2Juz4n5b/gvk/LnlPOa8svZTffEfo2Jnl/4Wk/k+sskY9KhT4T4D3G5NSRFKjTgFGDbcH3rUt4oTtXoEbFI0mBys3TjzHphlz5ek2L8bX3bUwy7/1ro1sYi9IC5WNMFOjCvO/9cMZZQd8dVv6NLizPwtILpLy2jFJ282MVYun4faDi20S789Jfcr6d1z097j12OtYoBOrXkRSo04BRgx4HigfbHYE+lc9/eV4xKk7lzt489SC935BQqn9fRxwg6/tAReJP4v6T/mP4TrcwFiUFygfpDxTosphPjz++3IL0v/vbOQsL/33PayvybH5SoH/8p/Mttu+NVZ8+RHmetnjRXHKZDxk+v2i263yU06w1LlCnAb8GPbo6j9HOn5K8NDwq6fQs0gv/V38n0d3UqDiVO2/zvI9yeg2dH5o4/9jb7/zHz1IfqDzv1VGs9799KD9P5HZBf1FSoPwo54ECXZanekL10t3Et0ro/ud/oLrkY0h5bZmlrOZ7vN9E6qUuZ4sv1XhLTgte8jb06pdB+LWmBOo24NfgjANH5Fd3fE9t+e2HvkD9ilO5U5u7XyZyCArU3AP/APQ8TvSTt8S23/Vi6ffEX5QUKL9M5ECBLor7RErX9UK/fzhJoHltBUoZzfc4AhWPId4PT9b0++EuOe9Cd/4++Hd23N7X2bm1Jmfh3Qa8GqTGBhU9+Pd9ft8ftPRJl6wH3/vQEKixw4nc6c0/GZ6g6h+BCAjUaOgfh6Pg379Oeuypv23Or3ImBZoy9y6gQBdEDjqkri6/wP2Se79fn4WFk/B5bYVK+c33SIG+9Gf6+Zjfnb+a+As/CS25/BvwzjeGry828L9Q2ak1/RiT14BTg9LY5auKT79+Piw+P3n+lXPAp99pP32PsSlQa4c7cgR6+krih6cvRR6cFRKo0dAff3YeaVu/2p6+kj7/Lrz1I/CqC7qLUgLlFfwJCpQsRuldCLwGboKn6yTB+0KAXUKBksWgQK/CJ6+tcS/ynr/ocYICJYtBgV6Hp2s8TsSfNT5DgZLFoECvwzEN1x+CPq74qsUNQoGSxaBAr8RxNHjtNLzPh+jPUKBkMSjQa/H02sPBY+Z5AX+CAiWLQYFei6v77OrGRoUCJYSQSihQQgiphAIlhJBKKFBCCKmEAiWEkEooUEIIqYQCJYSQSihQQgiphAIlhJBKKFBCCKmEAiWEkEooUEIIqYQCJYSQSihQQgip5MoCbY9c/gsKcGzMWx3MWx3IeVsxNAo0CnBszFsdzFsdyHmjQFEBjo15q4N5qwM5bxQoKsCxMW91MG91IOeNAkUFODbmrQ7mrQ7kvFGgqADHxrzVwbzVgZw3ChQV4NiYtzqYtzqQ80aBogIcG/NWB/NWB3LeKFBUgGNj3upg3upAzhsFigpwbMxbHcxbHch5o0BRAY6NeauDeasDOW8UKCrAsTFvdTBvdSDnjQJFBTg25q0O5q0O5LxRoKgAx8a81cG81YGcNwoUFeDYmLc6mLc6kPNGgaICHBvzVgfzVgdy3ihQVIBjY97qYN7qQM4bBYoKcGzMWx3MWx3IeaNAUQGOjXmrg3mrAzlvFCgqwLExb3Uwb3Ug540CRQU4NuatDuatDuS8UaCoAMfGvNXBvNWBnDcKFBXg2Ji3Opi3OpDzRoGiAhwb81YH81YHct4oUFSAY2Pe6mDe6kDOGwWKCnBszFsdzFsdyHmjQFEBjo15q4N5qwM5bxQoKsCxMW91MG91IOdt8wJ9/tNHd3fff5sCnRHmrQ7mrQ7kvG1doJ++fnfiq7+hQOeDeauDeasDOW9bF+iTu1ffPjx78+7V9yjQ2WDe6mDe6kDO28YF+vGj89jz09df+VsKdDaYtzqYtzqQ87Zxgb579/Xu7w8o0Nlg3upg3upAztvGBfrk7ofnvx90IqVA54B5q4N5qwM5b9sW6PM3u0v3jx/1N0E/17FAa4QQshIUKCGEVLKwQN0HmS5j4PXG30mAY2Pe6mDe6kDO2+4u4SEF2gRYOy5BKMQSZm00tM20Y7roLq3Q34r3pvgo1RzX6jjHwnO0F1wXe+tAgSJQ1s1XEWtpiGuCu5uzHQ6A/RHV18S1YJwleQk0LSUdrfAwFLr6wb2CQFechS86nOZ2y/ScOQjkbVLoV2Tq7q8dv2Lqzlxrp7zm/PaDFhqXzhtSbfBdLOf/HkRYtbmv5BoC7Z//vP5zoLmHIWO76cy8b3l5W2RPVqNqhzeUhqseXq8pM7du4SUjSpNzSszLNQSK8EmkylyHY1v9cNfkLRXMHDtF1qHuqE9vcrHaZ6bqJEtzDYE+f/PuazCfhS/L7JTYFj7q0/NW0fIc+0QIHrUn0TUEeniG+G1MWVlcJrZZjuvceZune5X0WbI9FugaWRtO732Vp81VBHp49tOjP7/vjj9BZuFj+Vw6tglHdeG8TetsVmxV3ZoQSbofVXa52vPkOgINcYmgNvb5mTe3FU0VNHzVvBX0REIwyOvHE88MCjRA9jGZWmVXbXFzc+StvFMSgoXsxqE+veCHZCjQKPIBs5rUT+4b81ZIyLZQJ0TmqTLRCRoKNIobW9bxmLmPEEJ6QqdZzpm3iCEoUI/FDj4hJJs5T9DFZEGBdsx++Akh67OwN3Yt0LWPLSFkMa7ikN0JtOwAeLFFD9DMHYAQUsM1RNKxC4Fm533Jg0oIiVF2sgY2vzbbFuiMR5cQMg9lp2isWG+x5RSSYlsCzTxyhcebEOKQeRIVnqBN+DmlYJ0tBToTkVTnHW1CiGbp86dOxK7F5lJIOZsRaCzPyx1+QshC5J/8FOhUghlftwuQHRPupzdJxnlaVe/UU/8EBToN+0DM2XsI8cjolLdJwBQT9mvqGZ6AAp2GPkKJY1jdrZI9xFq8TGuEzEri7JqhlkWhQKeR/J5VUdJaW9TX3I5SujEhEPfqw2dT1WZrQoHWk91RZul05FYRPX7p/lDbUa9BRWRO3hChQKsJH3V59GfsgZG2yJVJ9IEFm8zthhAUBhs0xZTzdFko0Gr8C/Bucf961k5o97KZmiBXJbN74TF7yHlnGgVqN70lgfaL5uuZh7EdXayi2tItCprYN2U95tTf1o44QK4JJjdTAwVqN33zAp2j34bTU9jEIvHthyk94VayHd2Bee7PTk2jHRoFajZ92wLt+ovRhab3s4zN7WrKejsKi8U/4fAuldDM+udo+Do7FGxpPihQu+nbF2grL+TF8qqeVtZNJ3d6u+KKjStbmn0vUm0t225Ol+n62/yNB0O4TitLQ4HaTd+8QLs/zcUiw2K72wV6X21/LezzJcWD1RQWrw25ah+HDcWvmU7PHPSVfVVjN/F0ugMFaje9BYGOvXJYHPxqpvF1Ttc1Y6vu95mnTPjnrZdxQW2YjTSBruKgqgrUnz685cyWlMwIZ24OWVLIsa3Y9K0LVDyyFJ3wltvknzPh34VfiIwIrS2UlDKKW5msa9Cu8+DU6zWTdXQnh5qxH2u0HG4cWVLIsa3Y9M0LdOiSTUygapt4ly7q/GKhWpd/JpU+iB9twFsTqbokysSVqrf24BR1UpV7cOsJ15rd36Y0nxeKEVxJ4etCgdpN37RA1TVk1C3hVV6VuWdAoKR62y20a0ufe+EY7DJueXfDRAOpRt1aCvfBrLK0gmR0Kcb+Vt/0bMF4wc1UzwJQoHbTtyxQ0Xsvf6L9O6fPuyuM2NxKYidUqsG8k1NuntGObiDaUiSSmgjjVO62s20BM8Y+IYoikCWFHNuKTd+uQFW/TnT7vPPAXxsbrZRcp0eqmRMrO8GSs7cr3hxUJFWNlfSAOclodzmQJYUc24pN37hAM6dMzq8Tp4ixLlxlpLUJZ6y5orS+WXEiiB4LUaT245Lp9M9CtF+tCbKkkGNbsembFWg3bSTOish5kjiH9MKMU85bPcdpXLZlTYt2ZSqcvnIvpPBx8GoqaFvXs8wdAw2yCCjQOijQcuQDTNbp459DVmnPEE4tfmzFp3Hk9M6torRVkaLc4Fu9jRZo8BCUxzQxnXmVRkEWAQVaBwVaTtSf5vV46z90pE5E67R0n2csPLGLNrLqKSzu7GwodZeykVqaxh+BFgUROaZV9c0Isggo0Doo0GLElefwH2UAc/CUnvlx0xMt3nqWEnWoQrluiAenNjwerFhN539iAqlT/2JE282Oyctb0T4FIl0EZBFQoHVQoMVEBmfdAMo6OaNjOjM9xo1V586drl87x906tkMlnsmpM7Bm2MSMMDeSeOMTN18WZBFQoHVQoKU4dy+DZ6c+T0X5wINJXnpSk/zuTFXwgSehLr1FDvZWiRQFEmdbsjCgydPl8diXBFkEFGgdFGghwUvx9Lncba8XBM9uL7Zk7XZNzXApH6oh+KSAG1L/NpW3wHW9NebM3DlRPKOkH7Tf4Bogi4ACrYMCLWM8GfNOZHX66ld2vcOpHvg2pqKblX7F7urIHVy39LhZMm+mqzLjrqVvxroHmgj3WiCLgAKtgwItQ08gDXclzZM5eKpHzumxhqBA3aLljrG27+Ws7uK65YYjl8rSgvgt6LYPTgyJUK8Jsggo0Doo0DLOp6Q4dzOGosN24ZPeaCNwZKypdbOBSDjBjbt/H1rfPvqtmoWvwNnX/NLuFlaG5CeRYlleAWQRUKB1UKCFNGoQKgXarTcF4Fgu2kC33oqtQFCZBY138wwgq4MXFThVxavvOQy7AQeyCCjQOijQQuRJrATqn9++UTLO/2Ft4fOMutbMDZytS8pm7EEkdZm1NsZNkljTXd5yi14bZBFQoHVQoKVcTs2gdFppEOuC2zy7jRUZAk2XKCgZHOHpJee7C4lP+xgJS5OT7BwOutW8ja4Dsggo0Doo0FKC1nFKdC/7RcUeCX2rkBFFpCopoEhjbp3GwmGBn7ecYMLN28GEmk8iYivedmGQRUCB1kGBlpNwgm2JxJZ5tQ8lQ9uL9znVGI0u/bRRMLRIoouOTlTuRTXNDrIIKNA6KNBiMqa99fpU6UzVWLVY0Rkttu641dvimgQbtXalWHrGMU03dR2QRUCB1kGBltL4w72wKbKd4p7b4bM9xzpOuXklmR5IByMMbGSUrH8UKXpMgyFfBWQRUKB1UKClBD0xE37dZghBEZxfT20+1lCgfKPVr24FZ9ZmFSw+PnnHNLXni4AsAgq0Dgq0lPFsy9BLKYOegwXkU44V9TtX9uYav2rnvZc3d7v+lV4fql2u0cUrDk9xjzbaXwpkEVCgdVCgpfTeaZe9e5jxhcq5ERh1eEva/t6uv6kXg86bV+WwNFBZVsyq8SKKjun05kpAFgEFWgcFWoi2T3KWp4A2tP1Moi6vxtnx8EiyHd+Ye6HS1/iZCmau/Pjk9uiJrVSBLAIKtA4KtBB1k3J4MZyKw3+qic/R5G/sxWaVFrvlrnBLBNwXHVe6qRMLs/ahxm3JYxoOcGmQRUCB1kGBFuIYY3ylvmNksRkm76QXranAElfMxn6lCgZXp+p3lsf3MBloivAxnVbvDCCLgAKtgwItRIygBocGBp2OysrEEdKJe/J7I+J4U0GLDGud7Vu3TDS6vlTm/gYyXFLaI/klLHnVLAGyCCjQOijQUgY7dH96K7nP76QcMwUVjh4Gt8EWrIW6HqdqcyYoGVFJ8MlUV2ysjmllwwuBLAIKtA4KtJTzqdhYqpJv9Brz/M0SU1pCfmuRysMxlTTe5S1WcSTg8nR3NeRV5XyZyLTW5wVZBBRoHRRoMd45qc9Ufc7GzuPJs02ijcSTm9bWtc3pvPnlgpvVYQWdWx7FnB3IIqBA66BAK/BPTX3OirM3IqTsO4U5WJEMy4OblFffDnkr22QCbqWy+is0PyPIIqBA66BAK7DOUff09YpMfbwpCzscLzxReKZWY7FMpDAY5JMNODYKtA4KtJzQ/biAVPTqK1j00mhGEVN7U9rUeahKrpnMdJsjyCcbcGzMWx0UaDHu/U29LnySyyXuyjJTLYS7m03BZb6VpmyDZsenW7NbRj7ZgGNj3uqgQEux5o+8ImHHJC2RaZN4JeUzRE3iKdLyxzNj61K5kjXrRvRaIwLkkw04NuatDgq0kNDjSHbZW2FysKHdT+RSbByqzqpFFPQ2QD7ZgGNj3uqgQAsxnRB2SbF/Ss21LjpgKy/hPPbbeDW6xRI1OJshn2zAsTFvdVCghYTO54BewivN8gGrrEv81q7cw7xshVoJFE0cDndz5JMNODbmrQ4KtJD0fb2oinI/6pi9eFHCu2Tvc0a2klU5hVPZbl15I59swLExb3VQoKUkznm3qOWL7kVcXQe7hnDFi5F8Xl28dDMQS0hOAosyfX6JfLIBx8a81UGBlpJ/+hsbWQaJqitUIrXlRMLVX/Jmb2DsdiAHuVkrzjBFUAtwbMh5o0BrKNKAteVNoMMVY2+RN2MbucovVJSr8sxSBLUAx4acNwq0lnIhuJsu5rrzktmbaIad7fNmtRTbx9IsVaUV+WQDjo0CrYMCnUCVF5yNb4nxyFVEX56f2pyWb3clkEVAgdZBgU6k1g9q46oH2cEdrPeyJjdV2zR1rV0FZBFQoHVQoNMxnFG1eeZjTsAMO+TsXl1a6rY5yFCwQBYBBVoHBToT2iG1W4sacr5zEwV3Z5wdq0xJZR5xr+SRRUCB1kGBzkhAKJkbOhoNz3QvTH2bQ7xqz6qTWbVRF4gKCAVkEVCgdVCgM9PUnLpyg4n6m5H6UJx0VCeyZrtDIBIAkEVAgdZBgS5A8ZnbQAo0HztuuT91SazZzrn1UV7BciCLgAKtgwJdhNJTVxQfT/2QraYLbwn0zsvl7vqiLBZv2B9TI7C1QRYBBVoHBboMpaeuU9oyUMhbE8U3I6E98FaWpbFsW3FMp7S8BMgioEDroECXolAdmV6KlwQhGGptHkvK62M6oeH5QRYBBVoHBbocZfooEVPuFpn1LobdfnkaS4p7x7Su1SVAFgEFWgcFujx1Asn7uKTdglkwp7oFMAIszV5ReeOYVrW7AMgioEDroECvh2WWMPILO2rs5zdollJ/FqJ0152klWXZOqaN8dtJK4AsAgq0Dgr0+uTJ5CCKx7afRXDjjHf3d/Y2hoYK59arZ+GNWspanh9kEVCgdVCgq+GrRSE/iWRu7VdSLzV1p1C/mBmnrZwsZWfUyZtTTbP6J5SQRUCB1kGBro0hszNiBGpu5W473WxjECKYOZuwGs3KT0k+YwItaXcBIPpbCODYkPNGgWLgn93jA+HBgq4TZvSajGSJFgruSmYVGokdU72PVweov/kAx4acNwoUCXmCD5NI4SK90uS6kCUmuS54WV9drx5CZ6YlK4fpY6r37IrA9TcJcGzIeaNA8TAN5qyU7yMbetNBRqnLlpMUW7VxYIfSGYlnL0Ogos5k4TkB7W8XgGNDzhsFikpKVrJcxmbxMnPMSU3cvEnbLKt08pgqdacKzwp0fwOODTlvuxXoLXA8wYcXJsNKvVGo5FjGLBWv4crE05JVLrK5nzZCbhuOQDWHwDeSBISjVlrFVBW6onmehppeR7IJIxFW3uIEK1wc9P6GCnLedjsCvUSw3t4nOYhT3VidNE2GitSiTIklqrTXLyXXQN7SRLZfEPT+hgpy3ihQVNzvtfQKaJPMoaMZ6rhU1PrxzHCDNNKakbcEga0X5Sb6GyDIeaNAUZGxBc52b+lVHn4vITogrQzUyItcmH1M/eqW5mb6GxjIeaNAUXFjc1xhKSX/Q/ORQskK2naGaaaUQ/2PDpmR6CDNvEWQtVyDm+pvQCDnjQJFxf5WIeUTuezyMlA8pqqAlkL1nDiMv72eW2mkuVgkVnCJgmXHtK/0KtxcfwMBOW8UKCrB2KRM1HvPBRXOsqqJ1ZX/CH4qmrL5p+j+5Ruxqz+7/DRus7+tD3LeKFBUorG5pkj7K+yabA0l6qiZ1C/CiCEaWUaS+1BLDkw9t9vf1gU5bxQoKgXPM16BRJPCoPqj5pObNeMIfigpUlE8h9OOVSa33d/WAzlvFCgqGcvhCBMAACAASURBVLGl9ZNfNpP4hXjg8X35rrxFK357r3TeklU65WoOUhm33t/WAjlvFCgqObFVu0huXVVVshn5XvzXfEY0q0JrO3tFUYJ0ucpjlcnN97eVQM4bBYpKeWwVWpLeCPvFME1O7XY9WRf2QVeGg3RX+nnJSVRx0kvYWH+7Gsh5o0BRmRhb0lFpzGdNz6Edws2YDXthZUQYHHCK11Yj6tdMvTiTeZqW9Thb7m9Lgpw3ChSVGWLLV1NSZjq0g2zDbSmh0NidA+99oBqnTlXE/QisP0DNyFVNttNsvb8tBXLeKFBU5okt4jLLc0F0aPpjpqHK/OVO06FAMq6xU/viLXcW5OWqPN9RdtDfFgE5bxQoKrPFFjVCRFVhfem8xSbXw1IS76wKYrHJGtw9sa7J3S2dDf1kLDWptI/+Nj/IeaNAUZkrtpB/rPVlQg22YJSyVsTbjNfdrzX2JBHTsDojWZOTr9lFf1sA5LxRoKjMKtC4Rp3lYfmENNaYn0ayisUqszeMtR781yCwc3LLeKGZkq/ZRX9bAOS8UaCozCnQ/q/nKVnI9UtYXJe8DTUMNcn3no7G1kLVBtuLbGHv79CovSaM2q/Z2UV/WwDkvFGgqMwX2+AD6QlXG7030toyNJaxyHdSuEJr7ilW2s9bcG2gZWv9lJTb7KS/zQ5y3ihQVGaMTekgoSV7abcqaLECjNgCZbwlWTX6H+UM5iRYUXizSeylv80Nct4oUFRmjU0LIWYqxyimYobvAw1umIEVTjSwSKjhvFklYu12ZQO3Byayn/42L8h5o0BRmTe2tMoCg09Loee8jW9jdVtu8isMR6XWRfYllje/jJ8Wc8cnZ91hR/1tVpDzRoGiMndsBZqbgmgtfic0t6bWd2i0vJ03v1I/CnfEy8eYQEDOGwWKytViS5osjVNP/y7jgjvafKCYbsvdIJw3s/1uybiu0S+n53eE/a0O5LxRoKhcM7aIxKpwq/QaKYrBKhAWdDxvRvtmgFasocizYX+rAzlvFCgq144tLLCphFpwmncHg3k1xxqM7Km/QG7u1uzGX5li9rc6kPNGgaKyQmwpXQVMlWk7s0qn7fIKA8WTexracWe1V2F2Ewbsb3Ug540CRWWl2Ho7BH2VabAm24a6WGtuNSyybWnHFt9Nb5dl41ZKYlvkwf5WB3LeKFBU1ovNlVbIW74JQ/7yK4zX05pFEx9LtReEd1JFJ+9wxubqUwujsL/VgZw3ChSVdWNTciiQX0hfowOd+pNVqOrMNoLlvShUPF5sw59AYau+cAsG7G91IOeNAkVl9diEL0ZJZIvPt42rp7QMk5XGt3N2wt01c2f9srZsrXdJ2N/qQM4bBYoKRGzST2qRIasM6TUpg5bNwutagpfv6k2/ILSvRg3xJ1cLssn+Vgdy3ihQVFBiM1QRtlmm/gIVtepPOeEnpdyRcHpnAxXpcoWpZH+rAzlvFCgqOLF5Hum/TGR2Wm945xaIlI1Umi3QjErtlGTB/lYHct4oUFSgYtPCkF+oHDNNnuDCdvIeaO8W2ubKqFmVi+9uRvC8B3olkPNGgaICFps0x5i3lLMKfCZWGJrS3gt567I43WZKooFQomTkkP2tDuS8UaCooMWWlJHtlCYstUgNsef15RZmlJm3MoN1iLCD4cWWB2F/qwM5bxQoKnCx5cjILNOEreZUUDN9ZISZDslpNrK/6b1PxCNgf6sDOW8UKCp4sY2SOPiyiBhQPw0VMFrId5F6bWsdUo8LNIb7wzssXlt12k0FEsj+Vgdy3ihQVABj04awFRJVXUShzqbB502dvz6HNmjQgPz0O3eX/VeRSfjQ3l1gf6sDOW8UKCqosUkxaEcEneZJzLoi9hcXPFQaWuPMZIVuW4qX3t6K/bayYG2VCBYT1P7WYp+nFCgqwLEdpA+SGguJxF2SqCQ1W9VjrvdeOGINXsmr0ay7yhkze6tLwl4d5P6GHNuKTVOgMYBjOxwsK5zWhFXh6ixQuo3UktzuEtxQIOvJ0FA1bb/aeikWhAPxb3LYeQs1fWWw+xssFCgqwLGd8haQQJashuvhTK01ztAxMLHfBSdrsO4MGNIyFg3LxRsnDWMsRshO1UPe3OoDLV8f8P6GCgWKCnBsyU8iBZ+RjC5QayJVdqtDm/dRqiVNcEDa+uVVaGK9kwZpe6sW0fblZay/UaBhkM9TChQV4Nhk3mwrhR0q1sgKfPH4W7tWiodgrMl4rim0vA/dWTCq1s2RU4dZYbTya3Mj/Q0NChQV4Nj8vOUJzPGYs3X48t98qW0U2NavLLbuUlHr2W9sxNjr4ZWZKlmJWWeo7qtzU/0NBwoUFeDYQnlzHCWWRYyVLOVuY9fgLdZb5LYw1mW1Y41Bx9bCSRnz5scdqvra3GB/Q4ACRQU4tmjetL7s4aPhv4xr+H6TrCrkotgdU6MtKT2vnL+7Y+XBjOhJJCv0xJOlV+BW+9vKUKCoAMcWz5s39NQ3PT0fyi2VzLzCUlZmHad3h9YuKxq3KzZbkpHZQcs7ocGMXNZZ32IVaMJqaFlutr+tCwWKCnBsibxZozd92zNoipjNclTXvzGa1m1HGouMBe1mxf6GU3LmYC30Novu4WLcbn9bFQoUFeDYUnlrLIVqFdjqKrkZOmzUeGPF4a/d+PjSrWcs5ipf1e/V5+63nZPGqjGwOJileOYncMP9bU0oUFSAY8sQaEqUBapMPY3k3JgcWrA21RVYI8pAtLoB3ZIzgI7kLVRpqCm/xHIGveH+tiYUKCrAsaXzJs71gMLyBJqcSfKddWidIsk2rCkkq0mxc2o3G8egQcm5H0AwUpYSJAUKBgWKCnBsOXkTNpAaCqkqaLusyXgVXDuMBMdV0SqNJwBa92kCr3irK3Z33PScyJvbWqg2L63pzFdy4/1tLShQVIBjy8xbYorZUJm1OrR165bqgxsabAeTGlEkB6jWQNMtIteqHXeX2HmzaotLlPdA0aBAUQGOrSZvYQfFrCZFmFDeENzYYOu7LNa61ci4nV2FXGLsblbe/BatjXXRVLrL2Vh/uxYUKCrAsVXmbTBio1616buVekSpbePKTj1r2baey3TjRlOmQv1pH1WxV95vN5k33aq3sV/GKlDP9vrbVaBAUQGOrTpvjRzitebLkNaMZeMfKSt9n3F8NdomWKPTmA7P3RO3Ystsut28vLlBREs57U1hi/3tClCgqADHVp+3QUeuY8SALig2z1TmcPagm3NaHt+E5ohkNK12qapZ1RX6N0A7NDdvTnJSRb0MVbHJ/rY8FCgqwLFNyJvjhqDAwmazp4LGxQezudYZRI62CTak/vo3ArzK9KjRijx78s3Tc5M0o9dYKdvsb4tDgaICHNukvLmCadW7JOr2o3SbPcEim/DiGMvGmxwaHrdwJaUL+4vPS/PyFqza27nA1rlFNVvtbwtDgaICHNu0vDXm3I8xZGvckmILYTZd3jPHsIUZiSzsN9S4QhojtvwUlFeB1IKFvBSkasltsWOz/W1ZKFBUgGObmDdXTLZCW+E+T2utcJm23eXzkm57IZP4K4ym3ObPy0NmCoorT2lJ5VmpSBeNVnlhu/1tUShQVIBjq8ubMqU5oBrcJI1oKVSU9hx3CFoxFJW7wrdl9BrfrjNRbzBFmSPGREVeyXSNm+tv14ECRQU4tmqBjqYcFmgR9G8a9cIrrMo07oDWuI5PjUKdYhHiZdwGnbw5OxeLJDunecXSZTbX364DBYoKcGy1eRu9Yc0dtf4itS4htpjN1OZ2WM4ldrzlVjopHpdsbvhJj8C4sGL2nAJdGQoUFeDYpj0HqqZ0DNkEPRQ0lJJS2F/mQr3GKNsL3wsmvH+hGA7DF53Y81BGZEmyNqFAF4MCRQU4tqmPMSmr9G+VrmKmFAukz5z5JOuWo+E0Nyq5saguPGIO7J/Zfp+3YW+sbcvTmVMoXWar/W1hKFBUgGObPgsvTdGrSqhV68s3phCTWCPqDk3eR+0XKT4IVJdL7p2uQP8mkqW1UKXRbGYVSpbabn9bFAoUFeDYZsibYRnxUssxiuczV4Cx5gJh2SG0Qla6ULgK9V7lrfE+3DRsXprJrELJYtvub4tBgaICHNsseXMk1fqDtiyBXrYUxjqI1+4Uu9N2PDC7pUCpzFrk+sAthUUEmqHQrfe3haBAUQGObZ68SS8pi/gr0qiRp9SSqlg0HTVKrJ2hSM4d0XAF5ix+3ZNMueXiVW++vy0DBYoKcGxz5W10ZOvapVHLjTeWmMJL+2ply3H1RBsa6vLbyKhrCMAukpk8d8vskoG1O+hvS0CBogIc22x5a8YreHeENJztWj2ei/IUOlSqq4+GFnkaQNQlbrJauxfBzkeuDUON5JU11u2hvy0ABYoKcGzz5U1oz7vGNBxpTK63KYe2SqD6PkEiskCNvTPHHbDqNqR2GPczOIeVGihGAs4UaaDELvrb/FCgqADHNmPePIMWKNSdh7q8Pnj3J23LxRU61KpDkWG4dwG8Il7lh0NsrQyvUqJGFIlSIriKxq4E8nlKgaICHNusAu2GiKMHndWWQr37of761nGJrFFWHTSMLu3V1zXk7kzUe4fDcO8gVGxcnqosQcKgfgP76G+zQ4GiAhzbnHm76KRtAwYVY7GIMq33cmtZbSNncYKKURU4sahG7VhtRoGGCxoNBuvLILG9CGQn/W1uKFBUgGObNW/DGdwJyTvjAwo152g8PxlSlbc3QwrVEnNDsSq9rI/fGLjkzbgn4e1v6F05ye37KPbS32aGAkUFOLaZ86ZkZ5zyAWXaK+TQMmS7xrWiEZL/OlClDNeYCpN0ebPuq5oJsd6Vk94+YHIYkM9TChQV4Njmzlt/+o4KtA0aGHZao9PWs6qQhKOLLIFG22/0cDe0n+MIdNwx827l/AZNKRLaoMjnKQWKCnBs8+dNadAYFIa0FVSocqVUqFw6VG7Eo17L4tqj1sxSkE6ger/0Dsod1rsfqTdJTowHXIMin6cUKCrAsS2Rt1GdjX0jdCgUNGhUoa1ZUNTttOdE5twIlVUUCtSfd3IaMub/JxvUacGK9TBXI/ODfJ5SoKgAx7ZI3vpT2hZR/o1Ib+HwyjGoaNEIxg3LD9UPIGXQyyy8X5dVtWHacMWlWJk7zKbp2UE+TylQVIBjWyhvSkPebVCnWFChB29QOIpNFJMrDEN6TRmRxjB30BKosSTcplnrBGRD7v1ZIJDPUwoUFeDYlsqbFp4zAPPL2do6tN4d0bBBbVup6/zhpRFrhklVaKZA7VsIdovJFNZAgU6AAkUFOLbl8jbqxnSaW8wS1aFtG6/MKCRhpqbRBcfq7Rufxii02KPaqObOqX00mpydUaCLVD8d5POUAkUFOLYF8zbqxbFFwUV0X1bryqi3ceee3BicFu1Q5dA2LMqoQm1v+VGYgU1GCnTmqucB+TylQFEBjm3JvPUaal2FGncKExfzrTlClPX2L9RmIUkZd2Wd1sIRXTZRl/DuTQk7F34o80uUAp0ABYoKcGyL5k1ev0tTWHMtGSNR+U6/VA1YvjMC0827GzTa+16dUYEGnG0tn9ehDS/hJ0CBogIc27J5GyzUarFYY7GiWRxrmfJY3KDRmwjjstb1/ogjUOPq3GuyiV/fz+C7vpaDEzgQyOfpRgT6r39xd/fKf37v8ub5Tx/d3X3/beMNBToLC+dNXUiPmvCF0eQrVG6iV7gzRUGLmnJxSouY7SZFNfa1ubvMKOhUbK/MZKzg4LwHAvk83YZA370787XfnN58+vr5zVf9NxToPCwtUHUB7CrUu3UYsmjgstwoKCtvxJyQP0a0w3Ua9czmhzPupluVnYpIriZJVGx7kLFigXyebkKgHz965a8Oh2d/cff107snd6++fXj25t2r77lvKNB5WDpvzTDwcjUXMpN9M9S6TyluEYg1ymvaqDqu4I3KVJtebLYXjZmq1J1Jt60SxLYHZ1lNdQuBfJ5uQqBP7n5w8ehpoHn573Ho+crfOm8o0Jm4gkDP4hjeyFNant3CWdY4z3dWt1XbCok6xvC9pwMLzunI0bBc7BRSpa19d95l2axWenaKvIytDPJ5ugmBdnz6+smW717Goce/P3DeUKAzsXzeOrGJd+KM9k51NeWkhWB5SzjSV4UjNkMsZrCivdZTaL+R+kmkkKTcexS5HpvkvECSJtQ4J8jn6ZYE+vGj04X6k7sfnt99cHKnekOBzsQV8jbaaHw/ns6u1NqwQoPoeseGL0uNUILC82vuy8lN24BAvYq9WxRFSSvaQHKwd2ZSnTOBfJ5uSKD/8uhky+dvdlfrJ52qN5dSn+uY2hpZmP7Udd52S8ZV3Su1wiEoLlF8aKarxA+kMXqoX9HBD2coZ8Xn7phq3G40I2tlG8X2S8ZOkJl4iJ7c3b3yXw8U6HYY7dK/bQxxHqRCx7eOodRCr8woCUdintyMGBu50dCUNKhcaQQotxZ7ql+V5W0u36l/vuapkizFtAP0/P/+Xx/dvfK/KYF+9Tfqjd7gMgZeb/ydBDi2K+VNXJR37xvv6n181d8JPbTGlWjr3pAMT50PNaor4tATTOf/yvd6OkttOlY3tuW0Ka78I81mZK58O/OYmlNrVwf5PN3QJfzhX0/X8KkRKAU6nWsJtP+rLCaMI9cMTjo4C6S2lLm8J0jVjU5pNhmMEaEzv+/NwAzrD6IVJ8Jxf9SzVFMmhQo3sY+pvgtdF8xkkM/TWxboB5fH538oFjjOpEAX4Tp505Mp46KEQf2p+1FLrWdQ/TCTOzA1g/EXijZb8fTVEHe//nDQtRsO7V8NVVckTiUmm5RAVzQo8nm6KYGeNclZ+MW5lkD9k9d5Ckm/MVSkDeUaUo0W/StsFUs0Qj3ybOXCfvFYr4rNjnR4lGqCskp1Zx1TLwvrGBT5PL1lgfY8f7PT5Fmg/SOf3XOg4g0FOhNXE6iW4+VvaxjUv5B373K6GvUFpraXg8BzkXCE6pUS72hQ7UYVeNii4XZz81dU3Dimjj9XG4Qin6dbEOhxnPn18S8/ibQ418qbq9DLn9Y9kW2FumNNucJVrauxvt6xhUSEwQqUEg8HT4lSmF6kUwagMwjUsOU6BkU+Tzch0I8f3f35e4fnv747afI4Hv3a8PF39YYCnYkr5k3LsR2GdI4elAyFxXxNCuHFPsHU1SqqTwRoyVnVOBYI1NHIdjAEOr3WWUA+Tzch0P5u6CvnK/ln8guYnvHbmObnqnkzDeqryHHjsJVjMP26r9ySq6uzsES96g119vGH9eO0GdZtfuKKimeNQMurnQPk83QbAj08+8ujPvtv/Xz206Myv/+e8YYCnYVr501JxZ0sUsUa/cy8WBxDG7IZPtGub4MGJBquUK09vTnYShIVeTcD6oUVbcsg5x5ot7QuoHqQz9ONCLScSwTr7X0S4NiunjffoHq6RhZ0xprD0qA99RZtb09LXoZEvbr0RbjaJi5Q+e/DuGGlr2z3xciYhR+W1kQ0AeTzlAJFBTi26+dNaUl+3Mcq6QgyZwyqyjfDHLzVgtOunGnSfh1eDRoMhOztpjRona7K/Zl+DjS6bFGQz1MKFBXg2FbIm5rPadStSofxEl4UCbgyLFGp0Ug0zsuwQlvjpoBRrbrbW38ftFyfwY9ymv+ClEc0CeTzlAJFBTi2NfLm344MDOjkZ+Fb4TPbmtHRaXiwJcedaqFWqBDoec0hokNXvf2fNQVq1GPmfGGQz1MKFBXg2FbJmzWhYylUfRZ+eCW3CktTjyJj9hIGVctk/WOxPpCwQN1d8W49ZGTIqa1oi9AkklVzYcXTQT5PKVBUgGNbJ2/2xbJ3Qh90ETW0axpluBxS0XhRqdd6BHoICNRqyZvdKhNpuUJzH6QvqnQekM9TChQV4NhWyltk9ltw0CVa7dL+bdnEkmGjRtwplQ268ak3lkBDYuwjVkYuMGmpQr1jagdVUONsIJ+nFCgqwLGtJtDGeWvp5KALOCXF8mFRxJkRk15eOU434xuabA6ugiIyHDb0FidFmm9ZgSFQo+KCCucD+TylQFEBjm2tvMVsMixzRqAXZRojwtbWY1BQ5jp3UByObvzrFgjvrbXLfu1We+X+zBNoSYXzgXyeUqCoAMe2Wt4MJ3i2OIgV4399g7YBJ8bvsOrV2ih+4Zhyk4rL0KC1A4XeHMgQ6EoDUOjzlAJFBTi29fJmOcoxzSjQfovG+ZKPNj4ElSWDRnJ12I6VGuUsvSVNN8QQWzvZmwPqmNoVUqA+FCgqwLGtmDfvtHamidwRaP9CFusXBu5xSrkGhoHStXqpFfBA94NvIvDErloem9mbAzJvgXrna6wM5POUAkUFOLY182YKVCpN3QMdykhvuhNLw7aWSA2fjIrV8RjW0bX3P+lh74mxq6rhpczZcciYfFrJoMjnKQWKCnBsq+bNGwz2f7tT/yDX9bIcz/3RfjkKVTWLakXTMYE69R4OUuEpgwZGyCqE2cjU8joGRT5PKVBUgGNbWaDOzM243DPAoC+53ag0Y1DnvRo30LUOTeshohuqVJ4QaLcssZ+GOZ2dnocsdy7Sch7I5ykFigpwbOvmLeASewwllimXKTmaeONH7/kjV4PupJKeihEtjvcdYnvpxiZXpnJUQF973jGlQB0oUFSAY1s5b8omzj1IayilPCgLOlvF8WfcHQ02461WK9DB/KKqsI1i1+9zWmyslgKtggJFBTi2tfMmxWSODKNPE7mirRKoUI/SmhuOu0mrBRrUUWTuaOIvfVi7cIICrYICRQU4tvXzJkdjxsjQV2jUiPZKY6HZjLahV8yLWlSVKdBAmPEUpdGVZB3TGVqtYP3+FoYCRQU4NoC8KQuZCjW28KaI3G2CBvXmg4ICVTV72h1ubapNzP2TcXt7PotH9aYZx3QWbVcA0N+CUKCoAMcGkbeQpg4hsRiWTFwoRxCNynugqqrWt2n33ykCnc+gpQJdSZ8g/S0ABYoKcGwgeXMU2vSTISGzBFQYXWtMxjuX4eNUULC2YckhV6B6aiy+B2VJsxtp0/1tNX3C9DcTChQV4NhQ8ib8IYUSdou7XhUz1NSt9A2q6m4sg8oKuzet+xxocBrevN06mzitVlL9bZ4WK0HpbxYUKCrAseHkzTmrk5LpFnoetbfu13Wb+FsMtfqv/PpaS6CmlOS419qdmWSWL9BV9YnU33woUFSAYwPKm39eHyzlyA3koFIXDBi00UIzfOILUVQ7bugL1ByCGgFauzCZbIGuq0+o/uZBgaICHBtQ3gyBdssTCr2scy0VVqgs4StlVLD3JJXcXn8W3o5fCrRtfVvPZ7NMga6tT6j+5kGBogIcG1DeQgJtvaeN5DajCrVFM2bjR4O6VTaN+N5Rd1WrxR3bgX693k5VV5KhMFkCnbG9aoD6mwcFigpwbEh5805w59uYLItKNTkvDcx1waeLWsOs4o1x+e/vkR+/XpKZmgROPeYxRdAnVn9zoUBRAY4NKW+eZJRAe+M4Gu1eRKyZVcB2qB9c//ZgbGiNQP29M6ubhluRcUwx9InV31woUFSAY4PLmxSTFqi0jme/hCeNTVIW9X0nhXjwDRq+gncrnNWevj/NnzWG0CdgfxNQoKgAx4aZN19p6vEkv5jrCNOMWQptnDFiwLDnvDm1G7vh7JSxY9Px6zp4BUD0idrfLlCgqADHBpw3ZZpRa4FJH8sStkEjA1lRvCsSLuGKNSVQb4P5UuQuPnhlZmltDoD7GwUKC3Bs6HkbVdctsyZ9QgM7d8in7eg+5xkyo55LT5R1wvJDbIPaKyKq4oNTcFJL84Lc3yhQVIBjw89bL79uWZMyqFJjwHrOjI6swKht3EaElrSpGJQGl9QkxdhPM29D4ZpGFgO5v1GgqADHdgt5c61oWSEgsIyL8NZ91XpDVbfedtB6O1gx2ZIaO4+BFaTDCyKRN0B/Qvc3ChQV4NhuI29KGrZBTNM1UlSm02RZt5ZLtV3l1uatFGjfXCyi+JxYghx1qrzh6RO7v1GgqADHdit5U/ZorJ/CCBlU2DLqtNa5eh+qbQczBjZXM1TpqJxdybZcvg3HJwRyt7gayP2NAkUFOLYbyptQQsigw6WxO+OepB096NpaSk5t4m5u+koWD0STmY0SgYLqE7u/UaCoAMd2S3nTsvME0QwLpUKLaIeq5XvVkqO9DBOK9WK4W27QfCGi2rPF7m8UKCrAsd1S3hqlIk8SGdZ0xRUQob+ZU2jMm3NtH9gRvd4pnD8EzSpU4uTrg9zfKFBUgGO7rbwF3Ba3ppwdCtXgVe/eDXU38AQalahflZhxmm8E2rcCfEyR+xsFigpwbLeWN1+DrSfQvuRQXuswotBxfetXq8r6Am1d56qQVbXD8la+T5AoJlsGPqbI/Y0CRQU4ttvLm+dM+VBQK/00lLc0KHXq1B4uKUKzBKom8scKHa+KYbPcowSxMp7d09WtBXJ/o0BRAY7tBvPmXbfbBnUV5l2Fjxs3Tu12SWWwIW9aoJE2hS+9p7Lc2q29NjPh1t0Fl6hrRZD7GwWKCnBsN5g3a1JHG9Qs5ulGbCz84880DWVVaIFLeBmmY093SNy6ZaO5iFbtAHxMkfsbBYoKcGw3mLegSvQQVEnRM+j4LJQjoUaLVb2WofUC7RsIP+/UDOtlMP5eJRxqPGIQKgp8TJH7GwWKCnBsN5g3Vxy+VVyDGkZsGvWrR4OOmuG3lbxHlFQTXd7EyNfQZ9tXrG8tBMwXdKLVfhTgY4rc3yhQVIBju728+f4ICDRsUHkZPYrOryvQglgfuos5vjWiCgvQW1cmzh7gY4rc3yhQVIBju728hWdT5E3RbrEuIC7F5U8sycIhYamyhki90jo2t4HQHjd+yP7OJAE+psj9jQJFBTi2m8tb9CpX3dZshWwN4/m6dWvzbCb8pn/Swynuu9e7IxDa5UYF5j4ekAnwMUXubxQoKsCx3VzeQhoZlNP4Dyy1471I06B9Eb+2XsSidBfawX9o+x5JkgAAIABJREFUqV/r+NFbmRBooAQFujQUKCrAsd1c3oIeCRhUeKuVBpVv/ard4vLNJbRD62qyv1p35ec6MabQ6KrAjvsAH1Pk/kaBogIc2+3lLToFIw3qThXpEaDj064CXZNtvvM7Q6BjhW5YfiQhUQb1SYEuDwWKCnBst5e3xCS26yfXhOK150hPlY7PxMKAQO0JeWs23VRlQKsqtgyAjylyf6NAUQGO7QbzFjOJP25sTHyPDoWtO6iyfj2GVQ2rBuUmzng3Vn1YoOG9dgE+psj9jQJFBTi2G8xbVCXKgP4Sz2BN/+D8sHlKcOIeq1reL3BmpwbXhmPQ9VOga0GBogIc2w3mLa4Sf74nZtBmEKh5+1NXPDq37X7W2NrGd/Gg3NYuL1Qbm56P7bUG+Jgi9zcKFBXg2G4wbymBevPrTWwAOEhU3Jn0Daqra7tJJLsuJ5j0imCp7J12AD6myP2NAkUFOLYbzFtaoEKC4xbBYWjb/a9tlUeHC3vXbJ1A8+wXWBVyZ8igRf5kf6uDAkUFOLZbzFviJmh/uTyKy72sDzpUX5SL7XQLAf2FZoVCdrXkaxu0zJ/sb3VQoKgAx3aTeUsItHUVqkaSpkH70mMtoqyqXVnX1bAbyqhGW6GtP0S1TRvZYQPgY4rc3yhQVIBju8m8xR9k6v4IgzrWDE3wqHGgNzZsLQWnH5NqG7mxHbFj0KL9tQA+psj9jQJFBTi2m8xbhkDlsLONGdQcJvbq8waHl7Xe7YFxvSVTsd4MmALFgAJFBTi2m8xbXKCNKjQKc7w/mniuSQwKnd/oHGr0raoaDFQcvBtAgSJAgaICHNst5s0eyY1r3b/j5blrrJRMnSmpvr4j44/KaTtKF4av8GNyNefys1N2BviYIvc3ChQV4NhuMW+p55j6v3IIaunMEehQOuS4sV4hUH8jsTD5wOf4miPQ1aFAUQGO7RbzlifQ3qBicNg6Qmv1n36rpD9dgcrt2rxqRCEZrL13hf5kf6uDAkUFOLZbzFsTNah+FqkbMV7et5ZFHYG28r2hvpRAo87Ub5U+RdThPcoE+Jgi9zcKFBXg2G4xb95IzlmrCqq59da+MalqNG6KtkJxXXknbzn2dGNv1I1TUSC8Q5kAH1Pk/kaBogIc223mLaZQZ6pbD/SGbcOqC1lwMOnZcTJvpm1NfcrYm+65AO1MYxsK9EpQoKgAx3areQsr1L3NqO40tpHJHVGxXKq12Dds/KicE1xYoo6W27g/KdBrQYGiAhzb7eYtNMRzlmkFDgO/gEDNFVKhQqBBR7o6DsRu7EXODmUAfEyR+xsFigpwbLecN3uEZ+qsGUZ6SqBKmK1aG5lHP5Xsv43JbdGPyfaf41jvVmiyghjAxxS5v1GgqADHduN5MxzqC7Rt3A8U2WLst9UDy6BI9YNH5hornjGoQb/mdtHt4wAfU+T+RoGiAhzb7efNVY8tUGcaXTprlJdzH1S+Me+dqtIBf5oCFPdUW+Fse/9ykqABPqbI/Y0CRQU4tk3kzR8PqpVaoO4VuryeV/WNZute9O/Pf9wvVHY3lO1bAeviEX9SoNeCAkUFOLat5E360V0zDviGov5Fd+N88ZwWm/Tp+Y+aRPK305GZ0YoY+vsK5n7l52AA+Jgi9zcKFBXg2LaTt9Fx7vLWMGhrXXr3Wzhek+PRvrrL78Ibo0/feAEx6ihCBSnQ60GBogIc24by1onIn5ZvhweYxB9DoLKecZlc109IdY8xeYUtfwYd6DeQa98UwMcUub9RoKgAx7apvJkCHUd3ztVyQKBi1l7qdlzXXB5j6hsKaNgNIBCvugFqbE+BXg8KFBXg2DaWN0tB459mVFYbNJ++atf1jctHgXYbhEVqWlUGK8p78VOg14MCRQU4tq3lzbOVnFsaZmr0JLglUGfWXdR+eXt+kN5Z2AS8HDCosGYb/OkkCvR6UKCoAMe2ubyFBNoKuaUEKi7VVX2i3GHcwirZSpGaChVbiZC8eijQ60GBogIc2/by5glUDUENtECd0aOqQC10hWcPM1vRhB/XEIEOW991LQf4mCL3NwoUFeDYtpc3fxpmvFI2FeqNQMWKboFcoeoc1xuDTFmht15MVPWDXmsfKNDrQYGiAhzb9vLmiWy0XusPI53hZl9aGNQtfnkx5s2t4LLQi8BVqG7TNaW6oVAM8DFF7m8UKCrAsW0vb8ZQUAnUM6Ly3zAmlCNTv3wrBaptaIbgSdZ9ExBolT/Z3+qgQFEBjm17eRtn0NUy8Z/xyjkuUHmNLeXbPcak2ov7s3UUOgxv1Uo34NYdyeYCfEyR+xsFigpwbNvLmz1l07oCbfqBny9QMQXf2kXFCLTx2rP0OVQtW4sYVN62LQf4mCL3NwoUFeDYNpg345payrMVdzh9gaqbpGLeaPBqX/ko0NbbOhrc2IAz5tQSvvypSgD7Wx0UKCrAsW0xb+KG5bCovwsqXoxOVGVdg4q5eMuT0odJfaotPMVb8VYBfEyR+xsFigpwbFvMm9KcWtQvkL5rXPNJuw0CdY2nhqaWEGPhWRuMc1VjwJX+ZH+rY7cCJUQx9L+LpM4vhgXd38PwjcjjVyOLTYYNu23FIlG5+lbl7Oisbfz3Y9Bkb3AEqgGObYt58x+3FCNRfRGuRqB6XDi87P6j71Ke8uYPXpOBqTYS0/C1F/Dsb5XsdgR6iWC9vU8CHNsW8+Y/Biq1qJc06mq+9+m4Wb9N4zwIfxForjw9O4+PBbgBDoso0GtDgaICHNsG82aJR9hRz4Q7C8aHPlt1x1SK9RJalkDdga32uG5H10WBXh8KFBXg2DaYN8s77nxPKx6Z91f026ipeO3KuEAdccqRpipgLGy9suUAH1Pk/kaBogIc207yZjzlKXXpDBNl0W5rV5X9j8pp0wXEOa70CmpRhl4XAnxMkfsbBYoKcGw7yZsrUGe86YqvW9G/NoTYz5sb29rm84aXgcen5Aa1ewt8TJH7GwWKCnBsO8mb+wT86C5Hgur1MPL0zWhpM2A8b61vTbMCCvTKUKCoAMe2k7xZE96jG/W0UqsXNOq1rkVt5Bk0oEbtUh2TGXMxwMcUub/dgkD/6ecDv/gDBbo+O8mbEOh4d9MfQI6z8Ga5+D1OPawNFXIe/xSb+uX4SaSrgi/Qf3wo+tVnfkWBrs9e8iYF2rb9uNMx4nA93+ofkw9hNBNfLUOQUdnj1+oxKPAxRe5v8AJ9X3UvChSBveRtvPju/7rPhPYC7d3a68135lDKaqZEoOqVu8UYQTHAxxS5v6EL9P6N5sFP/nng93P5kwKdwG7ypgUqhpqOQLsXqqhWYsSf6tnRoESd0fDwUhXv7yPUAHxMkfsbukA/ea353mzSpEDnYTd5G8R2+e/wJKh/YT6MTbuSvkCP/z+Ex5d6wioYiXEz1DNq5b4CH1Pk/oYv0Pmu2inQmdhP3rQQ5WtLoeYd0K6e8AB0qHV8bRTQEang1AJOIl0XdIHev0GBwrGfvClptuJ1XKDyqSa5USS2QZvxAWhKoHyM6cqgC/TwlJfwcOwnb+OIUizxzdmMTzP5ih2fbIrmTd5o9Vd65VoKFAJ4gX7y2oO/oUCx2E/ehASHJRGBqgHncN0+vM0QaMCf+pF6ubShQFcFXqCHj15rXvhWz5/xQXoA9pO3wZ7KWhGBqg2dQvG8DeWsVW5BsVg/IUqBXhl8gb4leyGfA0VgR3nrL8zVI6Fpgfr+DNox/Riou7Qv1wx3DcZyFOiVgRfoU9W/KFAE9pO3xhNov1hbzxeoXypFoH1rjfC212btrgIfU+T+hi7Q84P0s123U6CzsJ+8uQK1p+KtEWir1l9W6d+Gi3s0blbV9tBkS4FeHXSBLjWHRIFOYDd5kx7s3nfLkwJ1rXha0+VNVplvVCs6VVEfcSXAxxS5v+ELlM+BwrGbvAUei7e0JwUa8uA5b44U1dsMnRpby6UU6JVBFygfpAdkN3kbrZQyWv/f1p0UUu8OYg69HYs6770gwg5txHNTMuIKgI8pcn9DF+jhafMyBQrGfvImBHp5ETOoL1D5cJLrPkuXpkD9oIZSjRy8yj8VAB9T5P4GL9D7Nx58lwLFYj95G299ihuNvj6lQOW4c3iO9KK1g/BjyJVFDqVAVwddoPc//tOmefBFPkiPxH7yJuaOGq1TLdBBnsO1/ODPtnUEOhYItZnjUHc8S4GuA7pAP3lNdVU+B4rAfvImBdrod45ApTedZ5AGzx3kpvFmc0Qoq2ko0HWgQFEBjm0/eQsItPEYnhhtnNXyKdJDo+4BhBvNE6jUJgW6EugCXYxLBOvtfRLg2PaTN1ugAfx1lwdEB60dDv34NDLIzNfnUIcaidbuKvAxRe5vFCgqwLHtKG9KoO2oK2sI2hpPjQ5iPYd2kHqsn0KShZ1tKNArQ4GiAhzbjvI26k+OQI1ZJHfpeK/0Us85NPUcqK+6In3K8WdLga4FBYoKcGx7ypt8hCnyWL2r1VY9+NT9veRN+tVpqkB/eiBLga4FBYoKcGy7ypu8Om9Dd0DH50DHUWRUoJYrS+SnW6FAV4MCRQU4tn3lbTRn/867hB/ukfoDUEuggXn4wvGnFDQFuhYUKCrAse0rb75A+7/j1bv3+x3yfunwt/82plardmyoIKYuEOnnsipcgI8pcn+jQFEBjm1fedMCNS/lW/dVq207zsK34q6qc9PTuqqPxKRGsRToWlCgqADHtq+86buN5jW8HFAKr7mC677Orm39n3m3LulTQV1adqqp3k3gY4rc3yhQVIBj21fexlmkyzsDMe6U1/SjE0eB6klz8WhpofvG9sb6KdDrQ4GiAhzbvvLW32rMFqhYLuvoBNpqzTXDQ6QVcVGgq0OBogIc277y1t+zHFRl3wP17KlcJkegzo3PWn1SoAjckkDvf/ytP/vrX1Cgq7OvvNkC9YairXano7JxFl5c1lfbU94D7W6CimbqAD6myP3tlgR6+WammX5k7hLBenufBDi2feXNEKj/IKgzKPX9qZ4D1ZtVxaQb4gh0LW5MoJ/51Udv/MksX6p8iWC9vU8CHNu+8uYJtLUEqh/u9P3ZC9S/wi+Vnq7BmZSiQK/MLQn0/p9+/os/HO5/P4c/KdAJ7CtvZQLtb4eqCuQTULUX7bqGsRJ1u4Aj0GtzSwKdlUsE6+19EuDY9pU3fXkcuoQXF+a2P2eTp561183V187+VgcFigpwbPvKmytQ53Ld1achUGvgWBqD2Ni9/p9lAMr+VgcFigpwbPvKmxKouPeYL9BuoyJ9GiNcuUrEpt9VA3xMkfvbbQj0n3vmuf9JgU5jZ3kbBn6n/7RiGBigdWTXaPUGW4lV6ZYUkc0zAGV/qwNfoPc/Eh2JPyqHwN7yNgq0KROosN/phc5b1Jhx1Y73VVsKdF3gBap/lpMCRWBveXPufrbDO6FM9UeUaP3SxcZ0o3G/vETHWQnwMUXub/ACfdo0n/32z3t+McszoBToNHaXN2f6aHhnm9Cb6xlVV2VML5rQQ1EU6PVBF+j9G82LczmTAp2J3eXNmT9qW0ug3lz5sHGjnTtLNGPVHIGuCbpAP3ltpo9uUqDzsb+8SYGGRqC2P6Xihp81niZR9yEmzsKvCL5A57vtSYHOxP7yNowvW/MeqH9p7o8/2yFvUyU6btu0FOjKoAv0/g2OQOHYX96EQJOz8H35odgY2kFUOEGishVewq8LukAPT5uXKVAw9pe3UaDWvLp8M5bvS4nQDk6l1Q4dQlEVUKDXB16gn7z24LsUKBb7y1ulQB0/+nmrVqh3z0C0WgfwMUXub7gCvf/xt858s2kefPFbHX/Gx5gA2F/exofoo0926o99ep/dNPNW61AKFAJcgeon6Dv4ID0C+8tbJ6q4QNWVu/gzhmbHVnUp7zZ5WVZWhw5uwrYLg9zfKFBUgGPbYd4yBaoLu0IL563YoUP5uQag7G914Ap0YS4RrLf3SYBj22HesgSqLtwNI0bzVqJQ4Vsp0Oy9sQA+psj9jQJFBTi2HeYtLFD5SpYsFWib61B3uDsuL9khD+Bjitzf0AV6/2Mxb/Thn/5PnEQCYId5G4aY3mOgzhS8GH56RkvnLXkpL24XOE/sU6CrgC5Q9UmkOT+WdIlgvb1PAhzbDvM22HP0lnEN34qH2w0PZuUtLFBH1H0cIsQpAB9T5P52UwL98CEFisAO8+YL1ECssPw5UaCylfFBKRXiFICPKXJ/AxaoNQ0/z08aU6DT2GHecgTqrDBCy4gt5E+31k6gukT27hgAH1Pk/gYs0MP7fh/93lz+pEAnsMO8uQK1H2PyP5KkQ0vHFh9+6oCMGCcAfEyR+xuyQO//27e+9acPx48hfevb/zCbPynQCewwb+KeZ/feEGjUnm2uQC0zeovtYhk7EgT4mCL3N2SBnuDX2QGyw7yNeuzexgiGlidQZ6RpVms1QoGuALpA1WNMFCgGO8xbvkBjoWXFJqvpX3u1mwLN3x0ruElbLwpyf0MXaM8/U6A47DBv4zX6+NZTZ1yf+XkbZKmFLC06+xU8+1sdtyDQd7556jUPvvRLChSDHeatN6T+xc2S4WdblLdQheGmJvqT/a0OfIHevzH0mS/PeDV/iWC9vU8CHNsO8zYKVHzTZ9H1e1uYt0h9FCgO8AI9+fPBF//653//pw+bOX+g8xLBenufBDi2HeZtEKj4xpBSfxaPQKPr00vKAD6myP0NXqBPm+Yrl4Hn/d/xOVAMdpi3UaD2pzhnFWhGZRQoCOgCPQ5Ax99EejzjEPQSwXp7nwQ4th3mTShS+LLMn/kf5UxX6K3LaD4O8DFF7m/oAlW/C8/PwmOww7z1vmwXFahl6dAnk/wNM3clFNy0zZcEub/hC5TfxgTHDvM2ClSqrcyfibwZtQQr1wtm0Cf7WyXoAlW/C//hQ36ZCAI7zJsSaP+x+DlHoOEarBa8x0NL9iUQ3PQqlgK5v6EL9PBU3Pd8ynugEOwwb1Kg6jvrnJfx0EKxZWyr6peF59En+1sl8AK9f2N4/PPpjL8pR4FOYI956wUqLuOtq/l4aHZsmTcA2kGcjj+z9yEK8DFF7m/oAr3/8en5zy9+5+f//fT3C/P9OvwlgvX2PglwbLvM2yBJJdPGkWg8NDO2kiGkcS0/kz/Z3+pAF+hiP258iWC9vU8CHNsu8zZMjvdX8dbT9InQrNjKFLiYP9nf6qBAUQGObZd5G4wZEWgqNFugBSF0A92ajVMAH1Pk/oYu0MW4RLDe3icBjm2XeVOX8PrzSFk3QFs7bxWX74v4k/2tDgoUFeDY9pa38dPv/cAz9JMeidD82HKvwZWrx4XZu5AG+Jgi97cbEej97ylQHPaVt05Zvb6G+6DTBZq3lfc50nFx2Y4kgpuzsnlB7m+3INDT94F+5lef/M/fmfO76S8RrLf3SYBj21XeemX1/pxJoLnb6JJLXb+37G+V4Av0/q1T9zkK9LXmhV9RoAjsKW+DstTFu/mdTOnQ+tjq7Olc8FOgCOAL9HHTvPC/PPzMr+7/9zl/Fp4CncCO8ib82X8XqCnQrJuZ57zly9N/7NP5BHzJjqSDm7W2WUHub/ACfb9pvtt9i8hvH/L7QCHYUd6EP2cRaIE9h1ukgbueFCgC8AJ9fPo+0O5rmPhZeAx2lLfh/uccAi2xp5hhCk0bcRIJAHSBXr6NqRNo+PtAn//60d3dv/mr7s1Pj2++/7bxhgKdhR3lTU7A63c+yapq9Kk2cgXKx5hWB12gF3V2Ag1+H+iz1+/O/PnpzaeXN1/9jfeGAp2H/eStGaaOpgr0XCIztqE6p2K3iVkNCnxMkfvbJgT6/M27r719eP7/3r3yt8d3T+5effvw7M27V99z31Cg87CfvI3+bMfLdFOdcZldSuXlzdGnXGMUzd+XBMDHFLm/oQv0/o3TxFFnzvcD0/AfdCPMd+++fjh8/Oj85tPXTzZVbyjQmdhP3oZhpxCouOspDBp1WSfCjLyF7Wne86RA1wZdoJeJo4tAjzI1J5GOA9Afju/OFj3//YHzhgKdif3kzRSo9yH4Ni7QwYSZv4mkN1KxWPHNBPAxRe5v8AL98GHz5T+cBfrRNxrx8x6CT1+XtzifdDb94ORO9YYCnYkd5c0XqPUEfXQWflRhIm/O/U63PgoUEXiBnn4Yvnnp4YMvfv7492WzxMePXn3vX/7D3d3X/uvhNBztrtZPS9WbS+HPdQRaI0TQNIfT3I94eXp3+dsMf7o3Zg8OLbfKqZLehlY9eXWTPRDsCv/4sP+X3vbnyY4/vczC/4ACJTMiraYF2iszJdBMf1rbu0soUBIj3BX++LOXjn3ps1/6ZWD9B6cHmN47PP/1aRZeOPOrv1Fv9EaXMfB64+8kwLHtJm/yorrpv4tJfcJS3w61tpehBWJrrG3dq/jITdZZAD6myP0N/xI+zQd33RTRk7uvJ0egFOh09pI35bW4QK1ZH29RRKBm20t+ctMD+Jgi97dbFugHl+v2H378KORMCnQR9pI3ZTAx554lUGNYGfxVTqtld2sKFBJ8gd7/7uc///k/W89/jgLtrs/PLzgLvzg7yZt3Ce3NwbtjUVXYN17oVzmNhq2FdXuRC/AxRe5v4AL96Ef9DNKD7wS/lH4YZ35w+sBR/8hn9xyoeEOBzsQ+8uaPKFv3U0i2QG17toG8GZ/PtLemQBGBFujlu5QHvhL6NtAn3fjyyUmT/CTS4uwib/4ltC9Q92I+8W2ftkB1G8GtOQKFBFmg92+cetNnv3XkT88D0dD3KX/86PR9S5dZ+O6D8d3H39UbCnQm9pA3z2NaoK5JpVrDoRmxqUfnY1sv7E/2tzqQBfr42J2+1F+4f/Sj47vQ14F+8Oh8N/SV8w3PZ/ILmJ7x25jmZwd5802mLekJNCXPc2iWQPvKE1svPQBlf6sDWKAfPtSPzj9tAh/lPHny9K2f//Ht/s1Rmd9/z3hDgc7C9vNmyExbs7UsmnKc+bPGXd3Jb8OLrUy0mwXwMUXub8ACfeyOOB8HP4tUwSWC9fY+CXBsm8+bpTNjxOlNyKdC82IbP2efjKh2ZS7AxxS5v+EK9HQHVP8E0vtz/qrcJYL19j4JcGxbz5upQne0qQTamg/Se6EtJNBZhqDAxxS5v+EK9JPX3Cv24zU9BYrA1vMWGn8G5+BXF+gMBgU+psj9DVqgzvfP+0so0FXYet7Mz2TaAm1nEGjGlhQoKhQoKsCxbT1v/hOgwwfhXYtOFug4hC0JqWhtHsDHFLm/UaCoAMe29bx5H+Hsn5MPCtT+MhEvtIBAcyKiQDGhQFEBjm3reXM/1N52n4EXAnWv6msEmmvPNmlICnQ1KFBUgGPbet4GH42GGwVq3gMtFaiooCyiqtVZAB9T5P5GgaICHNvW8ya/FWRc5NuzSqDKnRRoDsj9DVqgPhQoAlvP2yhQuWi6QP1xJwWaA3J/o0BRAY5t63mLCDT8GfioQOUWVkvpkLICngLwMUXub7gCvf/xt3z+jA/SA7D1vJkCHYXZCndmCHR0Z/BB+vyQatbmAXxMkfsbrkAX5hLBenufBDi2redtvPMpFvmjzgyB6mHnBIFGh6DpmwcZAB9T5P5GgaICHNte8maMQF3Gh5GMy3P3mn2SQKP3B3JriQB8TJH7GwWKCnBsO8mb9JK4Byo/PjQ+Iqo8Zt/wnCTQcNF5/Mn+VgcFigpwbPvIm/95JHXVLsTZFdWPjxpWmyTQUNmZ/Mn+VgcFigpwbLvIm/ZSQKDDKrVFSGkLCTS/ihjAxxS5v1GgqADHtoO8uUPIwN3PYdXlxVA4EBoFWgVyf6NAUQGObft50/7U4hRPhI5rLy+G8oHQKNAqkPsbBYoKcGybz5vUpzH2VANQCnRxkPsbBYoKcGxbz5s3n+58lGhYMhZxt7JDo0CrQO5vFCgqwLFtPW/jJ5HGwaUr0GHuvR0XimGrHRoFWgVyf6NAUQGObet56weUepA5zr1nCNS0mpe3IvlRoIhQoKgAx7b1vI2PKvUL2kKB2k9n+gItjKpgcTHAxxS5v1GgqADHtu28jZfq4xIp0CZToL7Z3LyVuY8CRYQCRQU4tk3nzdNnKyeR2vH/o0BbX6Dml4t4P+lRGFjJ4mKAjylyf6NAUQGObcN58+yp/Sm+zk48xjRMy/t16dAmCTRQngJdFQoUFeDYtps368q7f0RpuHQfngPtt+nc6W/p1DZRoPYGFOiqUKCoAMe22byZ/uyNqSaRtEBbW6DugHaqQM0tKNBVoUBRAY5tq3kzZ37OamyFQPtS4mnRoED1LVWdN3OiPhmgsay0FhvgY4rc3yhQVIBj22jebH82/TSRK9A2S6BDxY0v0KoQrQDnAPiYIvc3ChQV4Ni2mTfTn23jz8IXjUBl5c1kgRoGpUBXhQJFBTi2TebN1Kd8RknRjk/BFwjUec6pLsz4+2qAjylyf6NAUQGObYN5s/V5kWdrCrTJE6jayplEqgvUeV9TiQXwMUXubxQoKsCxbS9v9uX7MMHu+bMRIhMCbdwq5Yh1jnug3lazDUDZ3+qgQFEBjm1zedNGFIv7B5SGSaQMgRrm7EPTAq0I1BdoVSUWwMcUub9RoKgAx7a1vOlLcrl8MKNSZ1igorQVmoytdgA6w31UE+BjitzfKFBUgGPbWN70nJBeYd4ADQg0/Dx9H5oSaHGcrWfmGf3J/lYHBYoKcGybyttgydCqpmkbV6JtRKBhNcq8VT1Fv9z4k/2tEgoUFeDYNpS3JulPbc82R6Ahr4m8FbvPvy1g3yaoBviYIvc3ChQV4Ni2k7feSgF/dqsKBRq045i3IvdZ81Gh5wbqAT6myP2NAkUFOLat5G10UNifrX6SPi7QtlGbeqEdhk3yA7TnpObWJ/tbJRQoKsCxbSRvwp+xAaiaSMoagYYMWiLQsDvbJfTJ/lYJBYoKcGzbyJuQUOhDSNaTTG1MoEbdMrQsgUbVORSIVFAH8DFF7m8UKCrAsW0ib9KfSYG6N0FtgYoJBpnQAAAerElEQVR6agWacGdfJLy2GuBjitzfKFBUgGPbQt6khQKfYb/86QWqnmQyBSq9ViXQpDtjG08F+Jgi9zcKFBXg2LaQt9RoUQlUDD17xbkCbQoEGmowb2xJgSJBgaICHNsG8pbyp55DcgXauJ9EassEarWWfWVOgSJBgaICHNsG8pbyp7gF2qqxZ55Ao5NIxrqi+5oUKBAUKCrAsd1+3hI3QMcBaG9GJdDWEmijBWqGdgi0WPhcfUHhfICPKXJ/o0BRAY7t5vOWcwHfDH8aJdDWFKgzBI0J1BqAZsRcVzgf4GOK3N8oUFSAY7v5vKVM18gBaCMF2gRGoN08fLzaTqCRcIpinxfgY4rc3yhQVIBju/m8DRIK+7OTopqCTws0+mj+JW9ek2WPdS7lT/a3OihQVIBju/m8jQINrJZX5Y3xdXYpgYZHoJY/KdA4yP2NAkUFOLYbz9uorMgD7aMS1Qg0NAuvBRqo1xBooT4pUDQoUFSAY7vpvDUpf443QPtBaP8kU65AQ5LzBVrsTwoUDAoUFeDYbjlvQlnJG6C9RIsFGgrNEWi5PilQNChQVIBju928KX0mb4Cq/2iFxgQadJwj0Bp/UqBgUKCoAMd2s3nT/gypSN4AbQMCbcICDSvOE2jWDvnBLQLwMUXubxQoKsCx3WzecvTZz7y3UqDCna3jT1egkYop0DqQ+xsFigpwbDebt3H2KOahwY/92FMOQBMCjVZMgdaB3N8oUFSAY7vZvA2z5Cl9itl0edVOga4Ccn+jQFEBju1m8zZYLlZE3t70B6ARgSb0ec7bVH9SoGBQoKgAx3azeetlGCuhpoe60kqgvVPFJm3radUM7aA2y9gZexcWAfiYIvc3ChQV4NhuNm9NE7989/zpD0D9uaJRoCm7SYFW+5MChYICRQU4tpvNW9JxsoC8A9pmCLRNWlEJNLUfwQAXAviYIvc3ChQV4NhuNW/pi2wh0GEivh9bRgXaZAq0VbWXQ4GCQYGiAhzbreYt6U9LoI0nUOMe6LAmHto4Aq31IAUKBgWKCnBst5q39A3EphnUJp9LUgJ1B5tN0/1wUoZAm4kDUAoUDQoUFeDYbjVvWf6UApXDz5hAm0yBTvYnBYoGBYoKcGy3mbf0BXyrvyNkvAHaaoF2q3W9GQKdOgU/acsUwMcUub9RoKgAx3aTect4TtN/hml48ElNJunZfAp0aZD7GwWKCnBst5i3nEmexvm5eH3FruaTvKHq1QTK50ChoEBRAY7tFvOW8ZiRGqH20+3D+LIZBSqfmR/elAh0wk8TU6BYUKCoAMd2s3lLCFR6bZhDaqMCbaoEOsGCFCgWFCgqwLHdbN6i9tG3SIdLeFugzfCYaMUl/BQJUqBYUKCoAMd2s3mL2cf1p3sP1BVoKwRbJtBJDqRAsaBAUQGO7Wbzli1QcfczNAJtR42WCXSaAilQLChQVIBju9m8he3jjz8bS6BiNn7YIl+gBwq0CuT+RoGiAhzbzeYtaJ9GCXS4frcE6uiTI9DlQe5vFCgqwLFtL2+uQOWnOpVAW1efRQI9DPVVQ4FiQYGiAhzb5vKmHozvXDg8sz6bQJuLQCc8BNpSoGhQoKgAx7a5vDnuGy7V+3fqeflagR79yRFoFcj9jQJFBTi2reXNdd9wt3NYqwTqX/CXCHSiASlQLChQVIBj21jeurkduaCbb+/etPoS3nvkqUSgUwVIgWJBgaICHNvG8tY/zSkWuI+BSoEaU04lAi0Ozwh2CYCPKXJ/o0BRAY5tY3m7CFQtaKw5pHYGgU72HwWKBQWKCnBsG8ubo76LK12BDv9TE0ztsG4sG25l/EmPeihQLChQVIBj21je9ENM4weOhrWjQEe5lgu0bWfwJwUKBgWKCnBsG8ubFGinRjEm1QJta0egGc/Z5wa7DMDHFLm/UaCoAMe2sbwpAw4zSlqKUqD2PdBUIy0FWgtyf6NAUQGObWN5Gw0oJt6b8Ai0RqDeTH8tFCgWuxUoIQNN04g/h9Of/nVX4LywOf//vE6s7RYmWujrnR7q9DrIFuEIVAMc2+byNjzrObxVY8z+kr5+BHopcOAItArk/rbbEeglgvX2PglwbJvLW/+s5/jW+XaRdqpAL6FxFr4K5P5GgaICHNvm8qZuerbtYEqxWtwGrZpEOofG50CrQO5vFCgqwLFtL2/eo/Tap93CXpX1AuUnkWpA7m8UKCrAsW0ub/ohzcYagFKg64Hc3yhQVIBj21ze1DNG5zugyqfdHwp0JZD7GwWKCnBsW8ubekhzmChSa8XH4SnQa4Pc3yhQVIBj21rehqfnL3/7zx71a4dnnKZPIs0h0IUMCnxMkfsbBYoKcGwby1vjClS+dQRa/VHOc2gzfB/oYkNQ4GOK3N8oUFSAY9tW3sZLdPVWr09/H2hOaDOMQClQLChQVIBj21TetDgbbwAqlDmHQAujs+JdxqDAxxS5v1GgqADHtqW8qcn38Yvq9Oc4GyHQdt0H6RcbggIfU+T+RoGiAhzblvImBCq82CiBNk3bSE9WC3QW91GgSFCgqADHtqW8yac8nc8eteMa/XB9zRcqn0OjQKtA7m8UKCrAsW0pb0Kg3sL+dXffkwJdCeT+RoGiAhzblvJm6ci5gB8etKdA1wG5v1GgqADHtqW8pQXatu1cAp0lbxQoEhQoKsCxbSlvOQJNjkBzQ6NAq0DubxQoKsCxbSlvCYE2/aNLFOh6IPc3ChQV4Ni2lLekQMVHPSnQdUDubxQoKsCxbShv5ud6zBucFOhqIPc3ChQV4Ng2lDfTRhQoFsj9jQJFBTi2DeWtVqDul43khUaBVoHc3yhQVIBj21DeOALtAT6myP2NAkUFOLYN5a1aoIkq7NBmepB+EYMCH1Pk/kaBogIc24bylhaoeEgeQ6ALDUGBjylyf6NAUQGObUN5yxDo+EK+TlRhh0aBVoHc3yhQVIBj21De7KeYfIG6X6icqCIQGgVaBXJ/o0BRAY5tQ3nL+ih8f/1Oga4Dcn+jQFEBjm1DebuyQItiC0GBAkGBogIc24bylvNR+HYugc5kPgoUCAoUFeDYNpS36wp0nrxRoEBQoKgAx7ahvGUKtJ1DoA0FWgdyf6NAUQGObUN5S3+XSP9iBoHOlDcKFAgKFBXg2DaUt1yBto5AV/woJwWKBAWKCnBsG8obBdoDfEyR+xsFigpwbBvPmy1HHIEuY1DgY4rc3yhQVIBj23je6gWaMNt8Al3AoMDHFLm/UaCoAMe28bzBC3QRgwIfU+T+RoGiAhzbxvOmb3yKpTACXcKgwMcUub9RoKgAx7bxvOlnl8RSHIG2HIGCQIGiAhzbxvNWL9BUaNvO22Ig540CRQU4to3nTQi0pUABQM4bBYoKcGwbz1tsBNpQoNcHOW8UKCrAsW08b1Kgamk3CKVArwxy3ihQVIBj23jehi8QiQnUL54R2rbzthjIeaNAUQGObeN5EwLVSycI9Fxo43lbDOS8UaCoAMe28bw1/XeAak3qe6Be8USd59C2nbfFQM4bBYoKcGwbz9vFiP1ws1826evsGgp0Ash5o0BRAY5t43kzBNpM+0LlrsjG87YYyHmjQFEBjm3jeaNAwUDOGwWKCnBsG88bBQoGct4oUFSAY9t43ihQMJDzRoGiAhzbxvNGgYKBnDcKFBXg2DaeNwoUDOS8UaCoAMe29bzFBHp5V/hRTgp0Esh5o0BRAY5t43mLjkAv7yjQa4KcNwoUFeDYNp63/oNIFCgIyHmjQFEBjm3beRs+yamXTRBoX2LbeVsO5LxRoKgAx7bpvI2W1Au1QI0NIlX2oW05bwuCnDcKFBXg2Dadt/kF2lCg00DOGwWKCnBsm87bAgIdQtty3hYEOW8UKCrAsW06b1GBDl90Z2yQEdqW87YgyHmjQFEBjm3TeYsIdPxDgV4T5LxRoKgAx7bpvFGgcCDnjQJFBTi2TeeNAoUDOW8UKCrAsW06bxQoHMh5o0BRAY5t03mjQOFAzhsFigpwbJvOW2imnQJdDeS8UaCoAMe26bxZn+SkQFcFOW8UKCrAsW06bxQoHMh5o0BRAY5t03mjQOFAzhsFigpwbJvOGwUKB3LeKFBUgGPbdN4oUDiQ80aBogIc26bzRoHCgZw3ChQV4Ni2nLeGAoUDOW8UKCrAsW05b+Zz9BToqiDnjQJFBTi2LefN1qEn0Ca1hRnahvO2JMh5o0BRAY5ty3nLE2hLgV4R5LxRoKgAx7blvOUKtORH5YbQNpy3JUHOGwWKCnBsW84bBYoHct4oUFSAY9ty3ihQPJDzRoGiAhzblvNGgeKBnDcKFBXg2LacN87C44GcNwoUFeDYtpy3HIG2chKeAl0c5LxRoKgAx7blvGUKlCPQK4KcNwoUFeDYtpy3PIHyOdBrgpw3ChQV4Ni2nLdcgcpJpFyDbjlvS4KcNwoUFeDYtpy3lECnDEG3nLclQc4bBYoKcGxbzlvAhqNA2/qboFvO25Ig540CRQU4ti3nLTkCFRaNbmKFtuG8LQly3ihQVIBj23LeAgJttUDrvs9uy3lbEuS8UaCoAMe26bxZNmy0QJ1pIwp0YZDzRoGiAhzblvNm2lANPPMF6q7Yct6WBDlvGxHos7+8u3vlP793efP8p4/u7r7/tvGGAp2FLectdAuUAl0P5LxtQ6D/cnfma785vfn09fObr/pvKNB52HDegpPwjkCzngOlQOcBOW+bEOjHj+5effvw/Nd3r57GoE9Ob569abyhQOdhu3kLudCZhXcEmlvbdvO2LMh524RAn3R+fHL3w5NNz8PNT19/5W+dNxToTGw3b5kCbSnQa4Kcty0I9PmbJ3Ee+eDu64fDu6f/HE5/f+C8oUBnYrt5yxVo3veBUqDzgJy3bQi0G19+/Og4En0ibareUKAzsd281QmU90CXBTlvmxNo+M2l8Oc6qlsjG6YJ9MLj8tOq8+rxP4mNwisImZ1J90C/3v2lQMkUKFByq0ybhf/z906z8Hdf/Y1wpvNGb3MZA683/k4CHNt281ZzCc/nQJcGOW9buIQ/zRGd+U8Zl/AU6HS2m7ccgXoFKdCFQc7bLQv0g4s2T9NE//oXd3f/8e2ce6AU6HS2m7eIQOXqzF+Vo0DnATlvGxFov8CdeOcs/BJsN29hF6rVFOhVQc7bLQvU48nl0c/LI5/vem8o0JnYbt44AkUEOW+bEGinx48feR8+4ieRlmC7eQsKVK+mQK8Kct42IdAP7l75q8PhXx+dPfr8zbuvDR9/V28o0JnYbt5C3yVCga4Jct42IdDDry93Qy+WfCa/gOkZv41pfrabt+APeugXFOhVQc7bNgR6+Jf/cHf3b/6qe/Psp0dlfv894w0FOgvbzVtCoOMCCvSKIOdtIwIt5xLBenufBDi27eYtR6Du19lRoEuDnDcKFBXg2PaWN0Og4dWRFXvL21wg540CRQU4tr3lrVKg3tc07S1vc4GcNwoUFeDYdpc391eMcwXqLNhd3mYCOW8UKCrAse0vbzGBBr8PlAKdCeS8UaCoAMe2v7zpOaPGHZGmNzqzv7zNA3LeKFBUgGPbX94o0DVBzhsFigpwbPvLm/wsPAV6bZDzRoGiAhzb/vIWFyjvgS4Lct4oUFSAY9tf3jyB5jxIT4HOBHLeKFBUgGPbX960QDM/iUSBzgRy3ihQVIBj21/eKNA1Qc4bBYoKcGz7y1tcoPGNRGi7y9s8IOeNAkUFOLb95c0TaMFGI/vL2zwg540CRQU4th3mjQJdEeS8UaCoAMe2v7xxBLomyHmjQFEBjm1/eZM/6UGBXhvkvFGgqADHtru86d9EaoKPzttbDewubzOBnDcKFBXg2PaWN/c3kSjQ64KcNwoUFeDY9pa3OoH6pfaWt7lAzhsFigpwbHvLm/GrnDkbeYX2lre5QM4bBYoKcGx7y1vNCNQqs7e8zQVy3ihQVIBj21veKgRqFtlb3uYCOW8UKCrAse0ub+Wz8GaJ3eVtJpDzRoGiAhzb/vKmBZpxD5QCnRHkvFGgqADHtr+8yU8icQR6bZDzRoGiAhzb/vKmBJp3D9RYuL+8zQNy3ihQVIBj21/eKNA1Qc4bBYoKcGz7yxsFuibIeaNAUQGObX95o0DXBDlvFCgqwLHtL28U6Jog540CRQU4tv3lzf0dYwr0miDnjQJFBTi2/eXN+Q05CvSqIOeNAkUFOLb95Y0CXRPkvFGgqADHtsO8UaArgpw3ChQV4Nj2lzeOQNcEOW8UKCrAse0vb3oOiQK9Lsh5o0BRAY5td3nTOuQs/JVBzhsFigpwbLvLm2NDCvS6IOeNAkUFOLbd5o0P0q8Cct4oUFSAY9tt3vQHkjJKanabt4kg540CRQU4tt3mjQJdBeS8UaCoAMe227xlC9S+yN9t3iaCnDcKFBXg2HabtwKBWkt3m7eJIOeNAkUFOLbd5o0CXQXkvFGgqADHttu8UaCrgJw3ChQV4Nh2m7f8SSST3eZtIsh5o0BRAY5tt3mjQFcBOW8UKCrAse02b705KdCrgpw3ChQV4Nh2mzeOQFcBOW8UKCrAse02b71AKzffbd4mgpw3ChQV4Nh2m7eLQGsHoPvN20SQ80aBogIc227z1gm0dvPd5m0iyHmjQFEBjm23eeMIdBWQ80aBogIc227zxnugq4CcNwoUFeDYdps3zsKvAnLeKFBUgGPbbd7yv1DZZLd5mwhy3ihQVIBj223eKNBVQM4bBYoKcGy7zRsFugrIeaNAUQGObbd5o0BXATlvFCgqwLHtNm8U6Cog540CRQU4tt3mjQJdBeS8UaCoAMe227xRoKuAnDcKFBXg2HabNwp0FZDzRoGiAhzbbvM2fB8oBXpNkPNGgaICHNtu80aBrgJy3ihQVIBj21veBl9SoKuAnDcKFBXg2PaWNwp0XZDzRoGiAhzb3vLmCbSSveVtLpDzRoGiAhzb3vJGga4Lct4oUFSAY9tb3ijQdUHOGwWKCnBse8sbBbouyHmjQFEBjm1veaNA1wU5bxQoKsCx7S1vFOi6IOeNAkUFOLa95Y0CXRfkvFGgqADHtre8TfTmwN7yNhfIeaNAUQGObW95o0DXBTlvFCgqwLHtLW8U6Log540CRQU4tr3ljQJdF+S8UaCoAMe2t7xRoOuCnDcKFBXg2PaWNwp0XZDzRoGiAhzb3vJGga4Lct4oUFSAY9tb3ijQdUHOGwWKCnBse8sbBbouyHmjQFEBjm1veaNA1wU5bxQoKsCx7S1vFOi6IOeNAkUFOLa95Y0CXRfkvFGgqADHtre8UaDrgpw3ChQV4Nj2ljcKdF2Q80aBogIc297yRoGuC3LeKFBUgGPbW94o0HVBzttuBUpILg37JoGHI1ANcGx7yxtHoOuCnLfdjkAvEay390mAY9tb3ijQdUHOGwWKCnBsu8sbBboqyHmjQFEBjm1veeOPyq0Lct4oUFSAY9tb3gZtUqCrgJw3ChQV4Nh2lreGAl0X5LxRoKgAx7azvI3WpEBXATlvFCgqwLHtLG8cga4Mct4oUFSAY9tb3ijQdUHOGwWKCnBse8sbZ+HXBTlvFCgqwLHtNm8U6Cog540CRQU4NuatDuatDuS8UaCoAMfGvNXBvNWBnDcKFBXg2Ji3Opi3OpDzRoGiAhwb81YH81YHct4oUFSAY2Pe6mDe6kDOGwWKCnBszFsdzFsdyHmjQFEBjo15q4N5qwM5bxQoKsCxMW91MG91IOeNAkUFODbmrQ7mrQ7kvFGgqADHxrzVwbzVgZw3ChQV4NiYtzqYtzqQ80aBogIcG/NWB/NWB3LeKFBUgGNj3upg3upAzhsFigpwbMxbHcxbHch5o0BRAY6NeauDeasDOW8UKCrAsTFvdTBvdSDnjQJFBTg25q0O5q0O5LxRoKgAx8a81cG81YGcNwoUFeDYmLc6mLc6kPNGgaICHBvzVgfzVgdy3ihQVIBjY97qYN7qQM4bBYoKcGzMWx3MWx3IeaNAUQGOjXmrg3mrAzlvFCgqwLExb3Uwb3Ug540CRQU4NuatDuatDuS8UaCoAMfGvNXBvNWBnDcKFBXg2Ji3Opi3OpDzRoGiAhwb81YH81YHct4oUFSAY2Pe6mDe6kDOGwWKCnBszFsdzFsdyHmjQFEBjo15q4N5qwM5bxQoKsCxMW91MG91IOeNAkUFODbmrQ7mrQ7kvFGgqADHxrzVwbzVgZw3ChQV4NiYtzqYtzqQ80aBogIcG/NWB/NWB3LeKFBUgGNj3upg3upAzhsFigpwbMxbHcxbHch5o0BRAY6NeauDeasDOW8UKCrAsTFvdTBvdSDnjQJFBTg25q0O5q0O5LxRoKgAx8a81cG81YGcNwoUFeDYmLc6mLc6kPNGgaICHBvzVgfzVgdy3ihQVIBjY97qYN7qQM4bBYoKcGzMWx3MWx3IeaNAUQGOjXmrg3mrAzlvFCgqwLExb3Uwb3Ug540CRQU4NuatDuatDuS8UaCoAMfGvNXBvNWBnDcKFBXg2Ji3Opi3OpDzRoGiAhwb81YH81YHct4oUFSAY2Pe6mDe6kDO224FeuJzn7t+m1uAeauDeauDecuBAr0ZmLc6mLc6mLccKNCbgXmrg3mrg3nLgQK9GZi3Opi3Opi3HCjQm4F5q4N5q4N5y4ECvRmYtzqYtzqYtxwo0JuBeauDeauDecuBAr0ZmLc6mLc6mLccVhAoIYRsAwqUEEIqoUAJIaQSCpQQQiqhQAkhpBIKlBBCKqFACSGkEgqUEEIqWUOg//qXd3evfP/tFVq+XZ7/9NHdHXNWDPtaPR8/evW9tWOAZwWB/vruzCt/e/2mb5ZPXz/n7Ku/WTuQG4N9rZ7nb95RoEmuL9AP7l75q8Ph2Zu0QQFP7l59+5Qz9ugi2Ncm8O4du1uaqwv0+O/aD09/j2OqH1677Zvl40dnA3z6OodSJbCvTeDjRxRoBlcX6Kevd6OBJ3c/uHbbN8u7d1/v/jJnBbCv1XP8x+c/8R5omvVm4dmp83nSjaA+6ERKymBfK+bJ3dc5iZTBagLl5Wg+z9/scsUuXQX7WjEfHC/f2dsyWE2g73IwlQ0FOg32tVLO/+Swt2WwlkA/4KMl+QiBcjq5HPa1Ys73PCjQDFYS6AePXuG8aDYcgU6Bfa2Yd8/z7+xtGVxNoB9cHmm+dOV3OSYogQKdAPtaMR8/OqeMvS2DVQT6a/bpMjgLXw37Wjnv3g3wllGCFS7hnz+5+xoPSxH98598DrQQ9rUaKNB8VhDoE37AoRR+EqkS9rUJ8BI+g+sL9F326WKev3n3NX4Wvhz2tSlQoBms8FHO4fKA9/OyecZvY6qAfW0SFGgGVxfoB3fs1BU8++kxYd9nfy6CfW0SFGgG/EZ6QgiphAIlhJBKKFBCCKmEAiWEkEooUEIIqYQCJYSQSihQQgiphAIlhJBKKFBCCKmEAiWEkEooUEIIqYQCJYSQSihQQgiphAIliDxuNC/P3sI7P3p4rPcLP/nD7DWTHUGBEkSWFug7n+9rfvDdmasme4ICJYgsLNCny45uyW6gQAku9280Ly5R78mfn/3O74+vfvfN4xj0b5Zog+wCCpTgspBAP3zYNF/u730eZfonvA9KKqFACS4LCfRxI6t9zCEoqYYCJbi4Av3oNHP+4Eu/HFe+843jgtNo8p3jtXhzWfPJa83L9z87lnzhJ2atx/VSmR9+4du/XGoHyNahQAkujkCHqZ8vdyv/h26u6TO/equbUj+J8SjIr7xxeW9enL/fLHNnlewQCpTgogX69DLE/ONbF4PenyR5HHzeH99/tvnS7w/3f3cx5lGgzfn9W7Ypn3LincwFBUpwUQL98GH/5ul5pHkS6FmEJ2Fe1jw+jkX1e+v25lGg31s2brIbKFCCixLo07Mdx8XH/3YLBk9ezHoUaLfi+MoYglKgZDYoUIKLFKh8/fh0qX5c0N3ifNwL8/1eoC/Kgi4UKJkNCpTgIqV5vrM5cDTmuNIXaH+Pc1gjeZ/3QMlcUKAEl2qB9iPMp5ZAP3yox6X/+F9+v0z4ZPtQoAQXR6AvBlYWjkCd50CPb/lRJFIJBUpwce6Bas/lCdRy49PGeTqKV/SkEgqU4KJm4cdnki4ujQm006ZQqUR9Fv63jTVKJSQLCpTg4j4H2nnx/fM0ekygnTdDH3M/faTpwenbmO7PnwDlAJTUQoESXLxPIp0+3d5/4Cgq0OYrfzh89KPOjf5F+ltyQurL19gVsk0oUIJL6LPw55FoTKBffCi/K9m4y/mPD4dvpP93S+8F2TAUKMHF/zamz59/x8hZaUwinUaf3Zcz2dNE93//zZNDX/oOJ+DJBChQsjX8qaNPXuNtTrIIFCjZGr5AP3zIz26SRaBAydbwBHr/Bh9UIstAgZKt4Qn0wy/wK+fJMlCgZGsEHp8nZH4oULI1KFByNShQQgiphAIlhJBKKFBCCKmEAiWEkEooUEIIqYQCJYSQSihQQgiphAIlhJBKKFBCCKmEAiWEkEooUEIIqYQCJYSQSihQQgiphAIlhJBK/n8PEKVjvOsbewAAAABJRU5ErkJggg==)
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,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAABaFBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZrYzMzM6AAA6ADo6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kJA6kLY6kNtNTU1NTW5NTY5Nbm5Nbo5NbqtNjshmAABmADpmOgBmOjpmOmZmZjpmZmZmZpBmkGZmkJBmkLZmkNtmtrZmtttmtv9uTU1ubk1ubm5ubo5ujqtujshuq+SOTU2Obk2Obm6Oq6uOq8iOq+SOyOSOyP+QOgCQOjqQZjqQZmaQkGaQkLaQtraQttuQ27aQ29uQ2/+rbk2rbm6rjm6ryOSr5P+2ZgC2Zjq2Zma2kDq2kGa2kJC2tpC2tra2ttu229u22/+2/7a2///Ijk3Ijm7Iq27IyKvI5P/I///bkDrbkGbbtmbbtpDbtrbb27bb29vb2//b/7bb///kq27kyI7kyKvk///r6+v/tmb/yI7/25D/27b/29v/5Kv/5Mj/5OT//7b//8j//9v//+T///+cF3xJAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO29i78kVbXnGQWINWKDbR1sHoMtjvZIdV8U79xWBqZ1RpprOdqNOhYzeC5cZEDIKh41xanz70++InNHxI7MXLHXylgR6/v9KFWZJ8/OvX5nnW/teGZ1DQAAg6jGngAAwFRBoAAAA0GgAAADQaAAAANBoAAAA0GgAAADQaAAAANBoAAAA0GgAAADQaAAAANBoAAAA0GgAAADQaAAAANBoAAAA0GgAAADQaCO+PCNb1VV9dSPP94/dfXB95dPffvXH7deell9Y/vUvarJLc33yryq9fYJn9/cz+Kpp3992jxO5uq/fX81/uNPd7LY8/DF6sZvdn/0v+A0Gsk+9cyfTv2+959azfNXx+ZynDuHfphf/mH5o7nRmFXmB9jXP1kuqycHzjQuCNQNV6/Xv6w3Xqmf++Kl7VNP/Lnx2qWrigR62nvlXtV+++azKTd+clrdJ3H1u2Tg/9D3KoFAP/j+Ua21k239DPrYzPTG/14s0Oy/UjXv12E/s3tNpln6+ifP8ud94j+/UINAvbC31ZKtr5a/fTWP/SV57er5PoG+0hl56HvlXtV5+4SWQKvqO+IQTppw9s3riZ0m0OV4x7XWTrb5MzjyXY/9X6UCXcbZ/7O81w0j0yx9/dM/6uDVclQQqBfurIzz0fJ3+w83d+2+fO7GcvP56vfLryVbV1+8mJfISjMnLSFOe6/cqw69fbIuvfrwjdVvrdp6ZjWVzXbolx+81D/wybY66YX30io/fKn5M+jlcpljsvtisECXP8z+t1uZ8Ynlu3z5u30YmWbp6Z9+7hxa9EIGBOqE1a/Edpt3tZK7Vf9lswhZ/i7vfw03W2+ZTr/TvzYb8F65Vx18++aG/ep7tNYzjfe/utM7sKFA1/86nTL4naarBgv0cvt9D/99Zm/y5W5ql/W/bZlm6emfAyy/g414EQjUCelva/07eLn/XbyzM8gXq7Xdt3IGO/W35MT3yr3q0Nu394yufn2VDkpcdlSW/zW3FGiio4PcaU5uqECX3/fkboCftMJeJbDf87IZP9Ms2f45NvuTtvWhBoE64TLp8O1vbvJrsv9lXu9ovHUvY7DVivG05cNp75V51aG37x5aulRbgl42K7vsM7OpQE/MV0mgl/XPY7Mfc7UrZc8y6WQ3Z71Xt/0DzPbPEe4p7ncJAQJ1yLbb09+93d+XvztP/Dn7+3DqBvzp79V51aG37wo0Nc4Xb6y26J9JjgU3n9n8sn+xPueme75QrzGvP3hjfW7Tjz9KZ14XcGc95uoVj29PxNp8pT7adeM3jVLvtFaYrSrrhe9KbVe/u1nd+Pb6Oz/8flLH7jjaY3/pHtDqZPDF+iSxx3MnSC2/rX7v9Zo/G8v2hWuXZn6AuZ/pndUf64l8e71n4INW4ssiWYJKQKAO2foiWWfsVxOf/w+r/ZIZg524hSl5r86rDrz9dVegq3E237U/Cek79VGm1jPr96wPLT/THnv1hdxJUbuzdLbnWWUEWr/PdodiS6DperFWUfquuRXoSqB36iH3pwes6zgg0E4GyZlZ3ZOMGivB9VG8pWnbW/LX1/udK5kfYO5nuhLo5fZdb+2nsH+vy0FdFBcE6o96qZP+ArekljHYnUF7HE94r+vuXsfTBLrbdZmehPTkbsDGM6snfrQ7Dao9+PrlT3TOBk/O0tkd92oJ9KmqMWZHoM0TapsBtqpcWfyVTVVP1SOmM1i9tl+g3Qzu7J/orvraq+H3v7WecHNLfnNuwOZ7Mz/A3M90KdD/bfeuP9lNYb8M76QAB0Gg/ri3/aVo9HJz11rXYMtf3SH72k54r+RV/W+/nUJHoOtvWy15Vr/6+5NuOs9s/PLEn7bnC7X3w21FdePpX6UGWR2OX63K1iu0W9c5gS6Xs3/erlRf2b8gWRfuTgjt/rPRPQq/q6b67sfXX360eYfVGySTrsNrzaVT8cq1ax9++ftuwZ3V8PVm90Zjc3tj6+1yPfMDzP1Md5F8sNqxsY6veZJT5p3hAAjUHbtdh5cSgQ5bgJ7yXpnDJycKdOvd1be/cuSZtUCf3GzN38msyK7e2K2bnqlP62mOkuzJTQV6q1FBR6D741PpBm+3yi/XW9E7+d/aVbz9637SeYF2K04S7+7izV7qtdrx2losroz65+4Ymznkfqb7SO7tx7rTXKpyMr0ABOqNlUo27SwRaPILqv1eyat6335Nn0DTsTebpt1nduu73lo2ClvzxK/bs9gec+kKtB5z++9LV6C7SXct1rkSaffCWjF3GjPYTDov0GwGT/Qu9XqOmq3+GUkE+vjL61Vp37+APQLdRpL8q9j4cZ56whOsQaDOSEwiEehlVmkq75W6re/t1/QJNN2ftzk40n2msZe173f46oM3v7VRWWYTf7uybQm0tcjrCrRecWWOnLUF+p3dqevbMhvfU79ZXqDditejN3dJ7LnMJdBega6fq7f/Txfok7vI6ik1Ft/Zt4Y+EKgvvnhpbyvBPtCec8v3Ry5y+7VOe6/0VX1vv6FnH2jrOvbl+3Sfabqo/6yl+vZCqeuu/vbf37xZ9Qi0rqNXoLUwulvwDYHe+PaPP2oO1Rxln0lWoD0Vb7bB/0v2mrL2j7O7DzQNWbAP9FZn8m2BchTpdBCoK1Y71XYbdoKj8D2HkA4K9LT3aryq7+13L20+u9nCbcvjGx93n2nuejtyJHil9O0bbW63t6twiEC3W/+ZhVfPyecaAq3Pc9/yRPtqzY5Ae47CX+9WkicfhUegqiBQT7xfpb+zqZBa+/bbv9s9W/CHBHraezVf1ff23THqd3/yeoBA27/D7cf1Pxf700ALBLo5tzx37MRYoLtT5Fe05N3aiXLgPND6tZkfYO5nikCVQaCOWJ/qsv8lSc8oaV0d1HORjPp7tV7V8/Zb2gLdntqfP620tb/x4CZ8+yyq5Mh2tbp384/++P/27QM9QaDrXZK5w94ygV4e2geaqXjDl5vbRLftnQr08JVI9WszP8DczxSBKoNA/fC71krkwLXM3YtkhOeenPZe7Vf1vP2WzLXw69/L7g697jMHDyK1L7LaH9mub7PRexDpBIGut+Fzh06OClR2EKn3X7ir7omgyXQeZq6Fz2ycn3gt/EkC5SDS6SBQN1x2buLevJtOui7o+lR29vNp79V9Vf7tt/TdjSndv3BZHx9uPZOeKtXZods+j+pyd3S//lW/V7AJv9qG/z9yZz8eFWhax/HTmJoVt+XbuXKhfo+HmbsxpQnVf8/8ADNPHRcopzGJQKBeuNf54Iy1gn6y++Jvmi9uGUW02XXae2VelX/7/RDJs/v7gSZ389z+tnefWe8k3J6T3jntdH08/Bu768U/uLnbt5qc0D5coMvR/+2LmYKOC/T0E+m7FSdK7e6BSaLM3Q80iehh/ekAmR9g5qmjAuVEehkI1AnZs8fvbHZBdu8o3vrdFq4aTnuvA+fmHxXol/+63nH3yn7o1VWa64MhT2af2Rxl2V0V2X7fzRWIf/q4Po2p3jWwXputr46UCbShrM17dwM8LlDBpZyditenN6wv7/+we6LYsQsq720P3V+9fzO9nqjdLN2njgqUSzllIFAn1LfIaRw1f9j3mTbdy7QllyGd9l7ZV+XevqbzmUi1k9Jj0JthOs+snniq8437CtM7b6QLrOZzIoHuPX1ZdY7i9FfZEOjD1s1ErnsF2s2gkW+74vbNRNokn7FX36cq0yzdp44KlJuJyECgPmif57Jt6L5PVSwS6Gnv1fOqzNvXtASanNy4v5K9rqP9zLqErRWyn7r5fjJ4fUvNnYJu/M+bBE4W6PYk+WQPQMYaJwj0+uHuTKr6ZIUegWYy+JddSd09zUc9dtn93lM+lfOoQI+ZG5ogUB+kS5lUV5st1qfaRxGav9vCg/CnvVffq7pvX9P4XPgfNs+6+XB94+Nv/7rvmc2/AasPjHt8d8lPiw/eWC9Rn0q+vrlF8erT5jZWO12gmzPTv5u+eYdTBLq6JfHqvkb72yT3CTSTwZd/WFeU+9T241vS68+Fz30IfKNZ2k8dEyhb8EIQKHhAuhdCFY/WGOnGxvc4Bi8DgYIHRhWox/1+D18cY058oocUBAoeGFOgPs/cuRxjUnyssRQECh4YUaCrDwaS3wrQnGUi51+C3vGYhGsQKHhgLIFuD3x5PPC8nNq5p3XP41LcNwgUPDCWQDfnGvjcbL0893Jw+UPwmYRjECh4YCyBrrbfH89e7z8+Z/fZ2Y09AxAoAMBAECgAwEAQKADAQBAoAMBAECgAwEAQKADAQBAoAMBAECgAwEAQKADAQBAoAMBAECgAwEAQKADAQBAoAMBAECgAwEDOLNCFCUbDlmNVsAJuZ0ZmcshMzODIEOgZobHlkJkcMhODQNOabIYth8aWQ2ZyyEwMAk1rshm2HBpbDpnJITMxCDStyWbYcmhsOWQmh8zEINC0Jpthy6Gx5ZCZHDITg0DTmmyGLYfGlkNmcshMDAJNa7IZthwaWw6ZySEzMQg0rclm2HJobDlkJofMxCDQtCabYcuhseWQmRwyE4NA05pshi2HxpZDZnLITAwCTWuyGbYcGlsOmckhMzEINK3JZthyaGw5ZCaHzMQg0LQmm2HLobHlkJkcMhODQNOabIYth8aWQ2ZyyEwMAk1rshm2HBpbDpnJITMxCDStyWbYcmhsOWQmh8zEINC0Jpthy6Gx5ZCZHDITg0DTmmyGLYfGlkNmcshMDAJNa7IZthwaWw6ZySEzMQg0rclm2HJobDlkJofMxCDQtCabYcuhseWQmRwyE4NA05pshi2HxpZDZnLITAwCTWuyGbYcGlsOmckhMzEINK3JZthyaGw5ZCaHzMQg0LQmm2HLobHlkJkcMhODQNOabIYth8aWQ2ZyyEwMAk1rshm2HBpbDpnJITMxzgX66O3bFxevvodAx55BL25nRmZyyEyMb4F+/drFiu/9FYF6xe3MyEwOmYnxLdC7F8+/d/3grYvnP0OgTnE7MzKTQ2ZiXAv0q9vrtefXrz37WwTqFLczIzM5ZCbGtUA/uXhh++fPEKhT3M6MzOSQmRjXAr178cv1n/e3IkWg/nA7MzKTQ2ZiPAv00VvbTfevbtc7Qb+5xeDdAABGAoECAAzEWKDtE5lUV+H7VbXNsOWwaSWHzOSQmZiJbcLPXaDVjDAvumCEkh+J8PsODymYyBlAoGIQaFqTzbACBokEPHDsRyn4KR9sjAOtU9x+CFSMZ4FyFL4mX7Dq7z+cidWP8+QfXd/P+mAraPeZC7zOzLVA6/M/OQ9UdWYaGoBzc+gHd+ArfS1whj5TxevMXAuUK5G2uGhsCyuAOv0/qObPMvcjdtFnebzOzLVAH7118RzXwi+m3dhndAfsOZ5+7oc54T4bCdcCvX7A3ZjWBGzss5lm7vRHmvlhxuuzUnwL9PrB20t/vtpefyJQPzib2RiKmgqdnDrp0WdinAu0D9UM9jXZDFsOjS2nN7ORNTYq7RhOzWx8vM4MgaY12QxbDo0tZ2hmIyvu3Khkdga8zgyBpjXZDFsOjS1HLbOxFXc+6DM5CDStyWbYcmhsOZqZjW22kdELcjhe+wyBpjXZDFsOApXjJLOx5WfGmXP08dPsgkDTmmyGLceJDHK4ndlkMhvbhFZYZuYHBJrWZDNsOZORgSMmmdnY0lPnDJmNCwJNa7IZtpxJymBkpp7Z2OqzwjKzEUCgaU02w5YzdRmMwUwyG9t3Flhndk4QaFqTzbDlzEQGZ2VGmY0tPAPMMzsXCDStyWbYcmYkg7Mxr8zGFp4idS3mmZ0FBJrWZDNsOfOSwXmYe2ajSlCJc2dmAAJNa7IZtpy5y8CCIJmN7cBSxshMEwSa1mQzbDlBZKBKsMwyXhpFiGJGzEwDBJrWZDNsOcFkoELMzDp2GkWKhz5kpPvSsTMrAoGmNdkMW05MGZQRO7OWoNQFebIbT3vVcbz+NBFoWpPNsOXElsEwyGyxaB7wtlRlEadU4vWniUDTmmyGLQcZyCGzLRlLjarLLqdU4fWniUDTmmyGLQcZyCGzPTlRjarMlL7PWG7i9aeJQNOabIYtBxnIIbMme2F1nxqXBQJFoLYgAzlk1iGVVvepMTk+d68/TQSa1mQzbDnIQA6Z9dDSlrEYT37hEbz+NBFoWpPNsOUgAzlkdoiGunZ/XWYmNWRbgu0vLU506LEJO8gsCwJNa7IZthxkIIfMjtL14HX7CyepryvBfq0ONaiXzNog0LQmm2HLQQZyyOw0+kTW9eNB/R2QaPZ9uqMenqarzBIQaFqTzbDlIAM5ZCagR2UyiR76/s57dH16eIb+MtuAQNOabIYtBxnIITMpWQmKzNlVaHIK6unfk8NpZgi0UZPNsOUgAzlkJqd5EGn7ZKFB9w49spI9MjWjkktBoGlNNsOWgwzkkJmcOrO21gTazAmx8QoEWn8jAj0byEAOmclJMmvLbYhCq/0BpHQdikA334hAzwYykENmctLMun472aFdLx5W5ykG9ZoZAk1rshm2HGQgh8zkNDM7psZTWZyw/Dx6GN5rZgg0rclm2HKQgRwyk9PK7KAMpRI9qlAEikCtQAZyyExOLrOs5072pkyyh6ZmUnA5CDStyWbYcpCBHDKT05dZVnWnWxGBZr8RgZ4NZCCHzOQczKzEjCe8BoEiUDOQgRwyk3M0swFm3Mq2tuThVx2YmlqRuiDQtCabYctBBnLITM6pmZ2mzZYbjyr08NSKi7MBgaY12QxbDjKQQ2ZyTs5s4zuhQbffdehcpgNTK63NCASa1mQzbDnIQA6ZyTk9s73uJAZdJN+U/8b+qQ0uyhYEmtZkM2w5yEAOmcmRZLa3nWgNuvue/Pf1T21YReYg0LQmm2HLQQZyyEyOKLOGF09UaNUwaOb7+qc2tCZjEGhak82w5SADOWQmR5ZZy4wnKTRdtma/rXdqBWVZgkDTmmyGLQcZyCEzOQMy24nvoDjTv+y+cYFAEeh5QAZyyEzOwMxOWXs2/9x8V/5be6Y2tCZjEGhak82w5SADOWQmpyCzEyTatiQCRaBnAhnIITM5hZkJF6HbJWjv54I2p1Y0MzsQaFqTzbDlIAM5ZCZHIbMTDLrz5PZcpkX7VdmpFc/MBgSa1mQzbDnIQA6ZyVHKrNegi86j3O3ysgb1mhkCTWuyGbYcZCCHzOQoZnbCIrTvkz4WCBSB6oIM5JCZHM3Mji9Ce1+UW4J6zQyBpjXZDFsOMpBDZnJ0MzvFoL2e7UxNc2aKINC0Jpthy0EGcshMjnZmPXZsaPJEg3rNDIGmNdkMWw4ykENmcvQz69tGFxvUa2YINK3JZthykIEcMpNjkpmOQb1mhkDTmmyGLQcZyCEzOUaZaRjUa2YINK3JZthykIEcMpNjllnekDtPnmBQr5kh0LQmm2HLQQZyyEyOXWaHF6GHlqf11KxmVggCTWuyGbYcZCCHzORYZnbIoLmVacugXjNDoGlNNsOWgwzkkJkc08wOGPTQ6rSemuHMSkCgaU02w5aDDOSQmRzbzPoNemh1Wk/NcmYFINC0Jpthy0EGcshMjnFmpy1BWzdnqqdmOrPhINC0Jpthy0EGcshMjnlmp6886//upmY8s6Eg0LQmm2HLQQZyyEyOfWaSzXdWoAhUCWQgh8zknCEzBLr7RgR6NpCBHDKTc47MEGj9jQj0bCADOWQm5yyZDTOo18wQaFqTzbDlIAM5ZCbnPJkJDbpRqNfMEGhak82w5SADOWQmx6dA1wb1mhkCTWuyGbYcZCCHzOScKbPq0MVHCBSBqoMM5JCZnHNllv00zsMG9ZoZAk1rshm2HGQgh8zknE+gYoN6zQyBpjXZDFsOMpBDZnLOlll18DM5cwb1mhkCTWuyGbYcZCCHzOScU6AnG3SBQBFoIchADpnJOV9mYoN6zQyBpjXZDFsOMpBDZnLOmNkhg7af3X/2hz8QaFqTzbDlIAM5ZCbnnJlJ1qAIFIEWgQzkkJmccwv09GPxi2unBkWgaU02w5aDDOSQmZzzClRyQj0CRaAFIAM5ZCbnzAKVnMeEQBHocJCBHDKTc+ZNeOFl8eebmwAEmtZkM2w5yEAOmck5a2aV9GR6lwZFoGlNNsOWgwzkkJmc82YmNug5J3cqCDStyWbYcpCBHDKTc+bMpAY96+ROBIGmNdkMWw4ykENmcs6d2caJkzYoAk1rshm2HGQgh8zknD2zjEEP+/TM8zsOAk1rshm2HGQgh8zknD+zjRFPX4O6MygCTWuyGbYcZCCHzOSMIFDhRrw7gyLQtCabYctBBnLITM4ImW2PI/U4NPf02ad4EASa1mQzbDnIQA6ZyRkjs4MCbT6/cGhQBJrWZDNsOchADpnJGUWg1cHLOtPnFw4NikDTmmyGLQcZyCEzOaNktpbkos+gnUP0C18GnahAAWAmrMy4/SND5/nrao6yYQVqCaspOWQmZ6TMquwKdNH6s/E1N0x0Baqawb4mm2HLQQZyyEzOeALNeHInUNcGRaBpTTbDloMM5JCZnNEy69l835m0+4KRJtoBgaY12QxbDjKQQ2Zyxsusz5z9q9CxZtoCgaY12QxbDjKQQ2ZyRswsK9DF/m+dY0mjzbQJAk1rshm2HGQgh8zkjJlZVqD7/aDdg/TjTTUFgaY12QxbDjKQQ2ZyRs3skEArBIpAC0AGcshMzriZbbSYF2j3dFAnBkWgaU02w5aDDOSQmZyRM2sLtOdOTYv0y2ODQNOabIYtBxnIITM5o2eWWWUeEKgHhSLQtCabYcsZvbH7cTszMpMzfmZdXR5h7Akj0LQmm2HLGb+xe3E7MzKTM35mR2yJQBHoEMZv7F7czozM5Iyf2WFrOryqE4GmNdkMW874jd2L25mRmZzxM8svMxEoAi1i/Mbuxe3MyEyOg8wOb8L3XLA0Igg0rclm2HIcNHYfbmdGZnI8ZHZwDervviIINK3JZthyPDR2D25nRmZyPGR2eAnq7r4iCDStyWbYcjw0dg9uZ0ZmcjxkdlCgVUag404XgaY12QxbjofG7sHtzMhMjofMjgm0Y9Bxp4tA05pshi3HQ2P34HZmZCbHRWYHN+CTP3wYFIGmNdkMW46Lxs7jdmZkJsdHZpPaiEegaU02w5bjo7GzuJ0ZmclxkllmldlcgjoyKAJNa7IZthwnjZ3D7czITI6XzI6uQTOr0pFAoGlNNsOW46WxM7idGZnJcZOZ2KCjzRSBpjXZDFuOm8bu4nZmZCbHU2aHBepmIx6BpjXZDFuOp8Zu4XZmZCbHU2bZLfWTBHpWnSLQtCabYcvx1Ngt3M6MzOS4yqzv0vesQKvWN54NBJrWZDNsOa4au4nbmZGZHFeZZTXZ+UvGoAgUgbZw1dhN3M6MzOS4ymwr0EVWoLlFafqNZwOBpjXZDFuOq8Zu4nZmZCbHVWaHfXnAoAgUgbZw1dhN3M6MzOT4ykxiz9SgCBSBtvDV2A3czozM5DjL7LgyxzcoAk1rshm2HGeNneJ2ZmQmx1tmgtVn06DnmyICTWuyGbYcb42d4HZmZCbHW2Ynrz23T+y/72xTRKBpTTbDluOtsRPczozM5LjLTGDQhkIRKAJNcdfYe9zOjMzk+Mus68j0pqC9nxN/viUoAk1rshm2HH+NvcPtzMhMjsPMMoY8tAytFXo2gyLQtCabYctx2Ng1bmdGZnIcZnbKxvuYBkWgaU02w5bjsLFr3M6MzOR4zCzzCR5HVbr5vrOAQNOabIYtx2Njb3E7MzKT4zGzg57sXZuebQmKQNOabIYtx2Njb3E7MzKT4zKzY9vs7X2i+6NM55gdAk1rshm2HJeNvcHtzMhMjsvMDuuzte5s3sPpDLNDoGlNNsOW47KxN7idGZnJ8ZnZMYOmd7lb1GvPcxkUgaY12Qxbjs/GXuN2ZmQmx2dmJwi0fVxp/23Wk0OgaU02w5bjs7HXuJ0ZmclxmpnEoA1tIlAEusZpY69wOzMyk+M0s9Z2em77fTSDItC0Jpthy3Ha2CvczozM5HjN7IhBM5/+sf8+46kh0LQmm2HL8drYCzIbgtuZec3syOVHi74l6BlOB0WgaU02w5bjtbEXZDYEtzPzmtlSiNftNWeyKM1+/MeiXpjaTg2BpjXZDFuO18ZekNkQ3M7Ma2adDfj9Mfb+jfv9KU2WINC0Jpthy/Ha2AsyG4LbmTnOLLPV3liC9t+2yXZeCDStyWbYchw3ttuZkZkcx5n1CDT/cCdOe4Mi0LQmm2HLcdzYbmdGZnI8Z9by5KLxt9wSdP1t5gZFoGlNNsOW47mxx55AH2Qmx3VmmUXmXqW5FermG40NikDTmmyGLcd1YzuFzOT4ziyvzp1B80vQhfHZ9Ag0rclm2HJ8N7ZPyEyO78z6lqB9q9LkciQ7gyLQtCabYcvx3dg+ITM5vjM7zZpdgzaWo+rzQqBJTTbDluO7sX1CZnKcZ9b1ZMuXjScWDYFaGRSBpjXZDFuO88Z2CZnJ8Z7ZQYEuqsV+lbo4l0ERaFqTzbDleG9sj5CZHPeZ9Qm0XnSmN6Nvb8TbGBSBpjXZDFuO+8Z2CJnJ8Z9Zjzyb1uwxqM28EGhSk82w5fhvbH+QmRz/mfW7sy3QpkHNzmVCoGlNNsOW47+x/UFmcvxn1qfOzPn0rS13BIpAPeJ2ZmQmx39m/QLNnUi/+8sCgSJQn7idGZnJ8Z9ZRpSL1oNF9yvbbzWZFwJNarIZthz/je0PMpPjP7OsNZPnWofiESgCXeG/sf1BZnL8Z9az8OwRaGMFamNQBJrWZDNsOf4b2x9kJsd/ZpmF596mu8PuDcUuECgCdTszMhuA25n5z6xHoPVCM/2j/gsCRaD+G9sfZCZnApkdNmjVvKKz+bFICBSB+sPtzMhMzgQyS7bO8x+DtEg34u2PIiHQtCabYcuZQGO7g8zkTCCz/qVnYwnavnPT9imDeSHQpCabYcuZQGO7g8zkTCCzHoE279SUeeFi/bFJBvNCoElNNrFxEv0AACAASURBVMOWM4HGdgeZyZlAZj13Y1o0zv5cLLpnjBrdmR6BpjXZDFvOBBrbHWQmZwKZ9e3/XDSUuWj4NDGo/rwQaFKTzbDlTKCx3UFmciaQWSrQ5kWcjecX2dPpDQyKQNOabIYtZwKN7Q4ykzOBzBoCbV8Gn/ynT6DaBkWgaU02w5YzgcZ2B5nJmUJmu0s2cxvy9Sqz83z9NfVzmRBoWpPNsOVMobG9QWZyppBZZ4M9u8rMi3X9p/K8EGhSk82w5Uyhsb1BZnImkdlBga4NWe8CbdxeeSdQXYMi0LQmm2HLmURjO4PM5Ewjs56t99Z2em4hamBQBJrWZDNsOdNobF+QmZyJZNbjzlSSiUDbt8DTNSgCTWuyGbaciTS2K8hMzlQy61+A7pegqTDbBtWcFwJNarIZtpypNLYnyEzOVDI7sAmf3FM5vUA+1WuluQRFoGlNNsOWM5XG9gSZyZlKZlVGjU2BZu/JtH+gOC8EmtRkM2w5U2lsT5CZnMlkdkigVX0zkUXboMkpTnrzQqBJTTbDljOZxnYEmcmZTmYCgS6aG/PKp9Mj0LQmm2HLmU5j+4HM5Ewos+7GecugVbIE7WziI1AT3LbPhBrbDWQmZ0KZnSjQ3Kn2CBSB+sHtzMhMzoQyO7wNn9x5qUegWgZFoGlNNsOWM6HGdgOZyZlSZn3q3Dhy0b8E1b0cCYGmNdkMW86UGtsLZCZnSpkdFmhywmfzeQSKQF3hdmZkJmdKmR0U6P6zjRuvTO7JNCuBfvrzi4tn/+mzzYNHb9++uHj1vcwDBOoQtzMjMzlTyuzQxUg7SVZV1RHo7us683Ig0E8u1jz319WDr19bP/he9wEC9YjbmZGZnElldlCge4N2t+HnJtCvbj/7i+vrBz+/eGH16O7F8+9dP3jr4vnP2g8QqEfczozM5Ewqs+NL0PzNlXVvyeRAoHcvfrbx6Gqhufnvcun57G9bDxCoS9zOjMzkTCuzfn1uV6GHz6bXMagDgW75+rWVLT/ZrEOXf/6s9QCBusTtzMhMzsQy61uC7u+4tP/DyqB+BPrV7dWG+t2LX64f3V+5s/EAgbrE7czITM7EMtvLsm8Jmv7RsKuaQd0I9O+3V7Z89NZ2a32l08aDzau+uaX03QBg8lTX1ep/PaxeUG3MtH5UP7v+7+Z/fiicy92Li2f/+RqBAsDJNIRYtWV6fb3TZPLFWqTrv4xdwJ6yqTz6r//p9sWz/7kh0O/9tfGg+Q0Ka+/cqtpm2HImtmnlAjKTM7nM9p8fl9/FuT+hqUp2jTa+XDovL5vw15+utuGPrUARqDfczozM5Ewusypv0OQc+kX7fKdFIlAFg44n0Pub0+d/mTzRciYCrZlcYzuAzORML7Oqyt7UbpGe7dlelia3VJ6VQNea5Ch8juk19viQmZwJZlYvNLtb8OkStLkCnYdAax69tdXkWqD1KZ/b80CTBwjUJW5nRmZyJpjZbmWZN2jVMejmm9R2go4v0OU684X9n1yJlGOCjT06ZCZngpn1bsNvNuQbp9JbHEVyINCvbl/89LPrR+9erDS5XI8+t7v8vfEAgbrE7czITM4EM6sOGHR3gKn1wcYzE2i9N/TZ9Zb8g/QGTA+4G9OaCTb26JCZnAlm1thibwt0f2f65ka84mF4DwK9fvCPS33Wd/188PZSma9+lnmAQB3idmZkJmeCmeX1WdWnMm1eshfooiXQxSwEKqew6r6abIYtZ4KNPTpkJmeKmdULzLxFN69oCrTxsXKlS1AEmtZkM2w5U2zssSEzOZPMLFlXZv3ZOJVpf3ooAtXHbftMsrFHhszkTDKz5JBR/wq0cy8mBGqA2/aZZGOPDJnJmWZmuW33PoHuv4BA9XHbPtNs7HEhMznTzOyAQPdH2hs7QfenNyFQTdy2zzQbe1zITM40M8vv/9wbNL8C3Z2CXzgvBJrUZDNsOdNs7HEhMznTzKw6YtDMLZn2HxuPQBVx2z7TbOxxITM5E80st8Q8ItDdPUJLDYpA05pshi1noo09KmQmZ6KZVYcMujtM33ToTqCFp9Ij0LQmm2HLmWhjjwqZyZlqZgcMuv3y5g6hjUvi95vyRfNCoElNNsOWM9XGHhMykzPZzKre3aC7r+f0qXAgHoGmNdkMW85kG3tEyEzOdDOr2vs48wbdvQ6BWuC2fabb2ONBZnImnFmvQKv219PL4RGoKm7bZ8KNPRpkJmfCmbUPEmUEuki+jkAtcNs+E27s0SAzOdPN7MBx+P0LmvtAE4EWGBSBpjXZDFvOdBt7PMhMzmQz213YflCgrSXo7osIVAm37TPZxh4RMpMz2cxOFWj+iwhUCbftM9nGHhEykzPZzPYb47lP99i+ZLHoLEARqCpu22eyjT0iZCZnupmdaNDOPtDinaAINK3JZthyptvY40FmciacWXX4cs7NS5r3E1FZgiLQtCabYcuZcGOPBpnJmXJmpwi0Ic/6hnYLBKqF2/aZcmOPBZnJmXJm+3sutW+enDPobsG6/96B80KgSU02w5Yz5cYeCzKTM+XMsrdNbgq0bVBWoMq4bZ8pN/ZYkJmcKWe2P4rUXHz2C3T/JQSqg9v2mXJjjwWZyZl0Zk2DZgWa++r+W4fNC4EmNdkMW86kG3skyEzOpDOrDhg0eQ0CRaCecDszMpMz7cwOGDR5CQJFoJ5wOzMykzPxzI4bNHOa/fbpwfNCoElNNsOWM/HGHgUykzP1zA5cEr9/AQJFoI5wOzMykzP1zI7eUwSBIlBnuJ0ZmcmZeGbVIYFuv5R+VeOWygg0rclm2HIm3tijQGZyJp5Z/oqj9hI0fQaBquK2fSbe2KNAZnImntkJAl0gUATqCrczIzM5E8/sJIFWCBSBOsLtzMhMzsQzO0Wg9Ud5bJ9BoJq4bZ+JN/YokJmcqWd26Jr3pkERqAVu22fqjT0GZCZn6pkdXoKmBq3vpoxANXHbPlNv7DEgMzmTzywn0EVLoemTuxvZD58XAk1qshm2nMk39giQmZypZ3ZkBVrbsmnVBQLVwm37TL2xx4DM5Ew9s0M3DaltmX9q+LwQaFKTzbDlTL2xx4DM5Ew8s8SD/Qbt3E6EjzVWw237TLyxR4HM5Ew7s4YH8/LsW5QWzAuBJjXZDFvOtBt7HMhMzrQzOyrQzTGj3LMF80KgSU02w5Yz7cYeBzKTM+3Mjgu0dxlaMC8EmtRkM2w5027scSAzOdPOLPVgvztzXyuZFwJNarIZtpxpN/Y4kJmcaWeWmPDA6jP32ccl80KgSU02w5Yz7cYeBzKTM+3MksXkMYHmP/V40LwQaFKTzbDlTLuxx4HM5Ew9s50Nu45MZMkmPAL1g9uZkZmc6We2d+SBC+IRKAJ1g9uZkZmcOWRWb6r3OXTRFWjRvBBoUpPNsOXMobHPDZnJmUdmu8303PGijFfL5oVAk5pshi1nHo19XshMzjwy215cVAv0wK1FEKgubttnHo19XshMzjwyawn0OEXzQqBJTTbDljOPxj4vZCZnHpltVp3JlnxGmWoGRaBpTTbDljOPxj4vZCZnJpnVjuxfgbbvuVwwLwSa1GQzbDkzaeyzQmZy5pJZn0D71FoyLwSa1GQzbDlzaexzQmZyZpNZrcn2pnrP30rmhUCTmmyGLWc2jX1GyEzObDLbCdT8MBICTWuyGbac2TT2GSEzOfPJLPm8uOxmPAK1wG37zKexzweZyZlPZj3b8FV3x+gCgarhtn3m09jng8zkzCez9jb8/oQmBIpAPeF2ZmQmZzaZVfmdoAgUgXrD7czITM5sMkv3bWZ2gi4QqAlu22c2jX1GyEzObDLbmXKRFWiHgnkh0KQmm2HLmU1jnxEykzOfzBKBZoWJQC1w2z7zaezzQWZyZpTZgW14BIpA/eB2ZmQmZ0aZHV6Cps+VXYqEQNOabIYtZ0aNfTbITM6MMkvXlpnVJwK1wG37zKixzwaZyZlPZntTLvoviGcTXhm37TOfxj4fZCZnPpntbrm0foBAEahX3M6MzOTMJrP9hZybRx1htv5eMC8EmtRkM2w5s2nsM0JmcmaTWbXYXQm/OHYQiRWoGm7bZzaNfUbITM5sMktvJZLZhF8gUBPcts9sGvuMkJmc+WRWJWvPI3dkYhNeDbftM5/GPh9kJmdGmdUCzd4QdMF5oCa4bZ8ZNfbZIDM5M8qsqo8f5SS6QKAmuG2fGTX22SAzOXPKrL4KKTkntGcbHoFq4bZ95tTY54LM5Mwps/0SlKPwCNTtzMhsAG5nNqfMai3WJ9R3doTqGBSBpjXZDFvOnBr7XJCZnDllthdo7tqj9o3qh88LgSY12Qxbzpwa+1yQmZxZZVZbsWtPBIpA3eB2ZmQmZ06Z7TfMswLV2gmKQNOabIYtZ06NfS7ITM6cMktPT0KgCNQrbmdGZnJmlFlyM6ZF36fDLxCoLm7bZ0aNfTbITM6MMqtvw1Q/7Cw4GwItmBcCTWqyGbacGTX22SAzOTPKbH8W6PZhZ4sdgarjtn1m1Nhng8zkzCmz/Vmgmz8zS9BFuT8RaKMmm2HLmVNjnwsykzOnzPaXcm4eHTqIVDIvBJrUZDNsOXNq7HNBZnJmldnBJWjyRMlZoAi0WZPNsOXMqrHPBJnJmVNmFQJFoDVzauxzQWZy5pTZTpz1n02Bdo4pDZ0XAk1qshm2nDk19rkgMzkzyqzKCjQ5bBRboAAA/VRV+88V17Uyr69TgY43zR2sQC2Z0crgbJCZnBll1l6BtpagWqeBTnUFWlDxoZpshi1nRo19NshMzowyO0GgKtvwCDStyWbYcmbU2GeDzOTMKLMegSbGRKDquG2fGTX22SAzOTPKbO/N+s+MQBUuRUKgaU02w5Yzo8Y+G2QmZ4aZ7e9L3yfQRZFBEWhak82w5cywsc0hMzkzzKy+cUjr440XzRUoAlXBbfvMsLHNITM5M8xs58rW53MiUAPcts8MG9scMpMzw8zqGy81z1uakkD/9Z0df/wYgQ5iho1tDpnJmWFmfQKtJiLQf7mZzPmxvyDQQcywsc0hMzlzzCwRaAf/Ar3XmC8CHcgcG9saMpMzx8zq3Z+dM0GnINCr16sbv/7bjo+0/IlA3eB2ZmQmZ5aZ7Qw6QYE+fLF6RU2aCNQjbmdGZnLmmdnaoIvshxv7F6jeVjsCdYnbmZGZnJlmtr1pcvsuoA2VDp6X8SY8AtVgpo1tCpnJmWlmO3s2VqE6F8MbH0S6ZBNeg5k2tilkJmemmR0XaMG8bAX68MUbv0Ggxcy0sU0hMzkzzSwvUJUFqPl5oF+8WD3xcs0POZF+GDNtbFPITM5MM6vqK+F7Bep2E/76d+ksOQ90IDNtbFPITM5cM6u316cn0MvGLBHoQOba2JaQmZy5ZrZT59QEuj6RXm27HYE6xO3MyEzOXDPLXYk0CYFaHUNCoG5wOzMykzPXzHpuSz8FgXIeqAZzbWxLyEzOXDObrEA5kV6HuTa2JWQmZ66ZJZ8wp+xP+4NItxBoOXNtbEvITM5cM5uuQK9ev/ETBFrMXBvbEjKTM9PMqqMCdbsJ/+YPqurG05xIX8hMG9sUMpMz18x6BLpwL9CHLzY0z3mgA5lrY1tCZnLmmtlOkFM7iIRAdZhrY1tCZnLmmtlekOniU+V2THwqZ1qTzbDlzLWxLSEzOXPNrCvQjTMVDIpA05pshi1nro1tCZnJmWtmiR57BTrQoAg0rclm2HLm2tiWkJmcuWaWX4E2DiIhUAXcts9cG9sSMpMz18wQKAL1ituZkZmcmWZW9R+FXyBQRdy2z0wb2xQykzPXzPYCbSsUgWritn3m2tiWkJmcuWaWrEAznw6/PaA0cF4INKnJZthy5trYlpCZnLlm1rMPtCnSgfNCoElNNsOWM9fGtoTM5Mw1s/xpTM3jSEPnhUCTmmyGLWeujW0JmcmZa2YNgeZXoYPnhUCTmmyGLWeujW0JmcmZa2Z9Ai1efyLQZk02w5Yz18a2hMzkzDWzvk34SQn06s2Xf/irPyLQIcy1sS0hMzlzzWwWK9DNnZmUPmRucL2Ha7IZtpy5NrYlZCZntpkd3Qc6fF7nFOhjf/ni9W+o3FR5cL2Ha7IZtpzZNrYhZCZnrpkdP4g0fF7n24T/13f++PH11Uca/kSgbnA7MzKTM9PMGn6c7Ca8KoPrPVyTzbDlzLSxTSEzOfPMrKnH/BJ0+LwQaFKTzbDlzLOxbSEzOfPMrGXH3BY8AlXBbfvMs7FtITM5ITKb3mlMf6vR2f+JQD3hdmZkJidEZo11Z7FBrQV69UYyXz5UbiAhGlsZMpMTIrNk7elfoM2P5USgAwnR2MqQmZwImTV3fRbvBTUW6GVVPf6jd2r+qHIOKAL1hNuZkZmcCJlljyF5FejV69WTWs5EoC5xOzMykxMhs0kJ9OGLSpduIlCvuJ0ZmckJkdm0BKq32xOBusTtzMhMTojMpiTQq9dZgWoQorGVITM5MTKbkECvL6tbCLScGI2tC5nJiZHZlAT68MUbP0GgxcRobF3ITE6MzCYh0Ks3X17z/aq68fTLW37IaUzDiNHYupCZnBiZTUKgzTPot3Ai/UBiNLYuZCYnRGbTOIiEQDUJ0djKkJmcGJlNQqDGDJz0sZpshi0nRmPrQmZyYmSGQBGoH9zOjMzkxMhM05/W54G+mRw3+vwH/4aDSMOI0di6kJmcGJlNSKCNK5E0L0saWu6RmmyGLSdGY+tCZnJiZDZVgX5+E4EOJEZj60JmcmJkNg2B5g7D63ykMQL1hNuZkZmcGJlN5CDSve4cX9HyJwJ1g9uZkZmcGJlNRKBX/+fLL//g5v4ypJd/9Cc1fyJQN7idGZnJiZFZXqADDcrt7NKabIYtJ0Zj60JmcoJkNh2BNk5jQqCDCdLYqpCZnCCZTUegNX9DoEUEaWxVyExOkMya3vQu0A++v5rdjWf+jEAHE6SxVSEzOUEyywh04VWgV6/vZvodxa35gZM+VpPNsOUEaWxVyExOkMwmtAm/8ueNp3/1zn/7wc1K8wM6B076WE02w5YTpLFVITM5QTJT9OcZPhf+u5uF59XvOQ90MEEaWxUykxMks+kIdLkA3X8m0h3FJejASR+ryWbYcoI0tipkJidIZjl9+tyEb3wuPNfCDyZIY6tCZnKCZDYlgXI3Jg2CNLYqZCYnSGbJuUvODyI1Phf+85vcTGQgQRpbFTKTEySz6Qj0+jLZ73nJPtChBGlsVchMTozMsoeQnAr06vXd6Z+Xip8ph0Dd4HZmZCYnSGbZo/AuBXr15ur8z6d//M5/X/35bb1Phx846WM12QxbTpDGVoXM5ATJbDqnMZl9uPHASR+ryWbYcoI0tipkJidIZlVuJ+jQeSHQpCabYcsJ0tiqkJmcIJlNZwVqxsBJH6vJZthygjS2KmQmJ0hm2YNIQ+eFQJOabIYtJ0hjq0JmcoJkNrkV6NVHCLSIII2tCpnJCZKZoj/PdD/Qx/7y8H/8sea96YeWe6Qmm2HLCdLYqpCZnCCZTUmgV7/bHDd6+GL1hOLHIw0t90hNNsOWE6SxVSEzOUEyU/SnuUDvVNUT/9PNx/5y9b9qfiw8AnWD25mRmZwomU1nBXqvqn6yvYvI+ze5H+hQojS2JmQmJ0pm0xHondX9QLe3YeJa+MFEaWxNyExOlMxaZzD5PQq/uRvTVqD99wN99O7ti4t/94vtg7eXD159L/MAgTrE7czITE6UzDILUJ/Xwm/UuRVo7/1AH7x2seanqwdfbx5876+dBwjUI25nRmZyomSWvZ/dwHmNL9BHb1089971o//74tnfLh/dvXj+vesHb108/1n7AQL1iNuZkZmcKJlNRqBXr68OHG3Nea/nMPz97Qrzk4sXrq+/ur1+8PVrK5s2HiBQl7idGZnJiZJZQ6ALxwLdHDjaCHQp0+xBpOUC9Jf7R2uLrv/8WesBAnWJ25mRmZwwmWUOw/sU6Oc3q+98vBboFy9Vycd7JHz9WrqL8+7WpvdX7mw8QKAucTszMpMTJ7OpCHT1wfDVUzdvPP2t5Z+3sq/46vbzn/39P15cPPfP16vl6HZrffVs48Hmxd/c0vNuAADHaclz+XjsCfV94V9u1pPM+3Nlx7c3R+F/hkABwJ7MAnTsGfV+5cs/PLWc3uPP/Lnn6/dXJzB9dv3o3dVR+MSZ3/tr40HzmwYum4+tqm2GLSfOppUeZCYnSmZ6u0Ad3A/0/sX2ENHdixeOrkARqDfczozM5ETJbBYCvb/Zbv/lV7f7nIlAa6I0tiZkJidKZhMS6NWH77zzzt9y53/uBbrdPl//haPwOaI0tiZkJidMZhMR6Bdv1EeQbvy496b0u3Xm/dUFR/Upn9vzQJMHCNQlbmdGZnLiZDYFgW7upbzju313A727XV/eXWmSK5FyxGlsPchMTpzMJiDQq9dX03r85SU/WC9E++6n/NXt1f2WNkfhtxfGby9/bzxAoC5xOzMykxMms1qa1f4vQ+dlJtA7y3k9U2+4f/HG8lHf7UDv317vDX12vcPzQXoDpgfcjWlNmMZWhMzkhMls607PAv38ZvPU+cuq51LOlSdXd/38h/fqB0tlvvpZ5gECdYjbmZGZnDCZtW/HtBi8DW8m0DvtFeed3muRBjBw0sdqshm2nDCNrQiZyQmTWWsLvmAnqJVAV3tAmx+BdE/zU+UGTvpYTTbDlhOmsRUhMzlhMsucxuRMoA9fbG+xL7fpEehAwjS2ImQmJ05mUxBo6/7z3WcQ6KnEaWw9yExOoMwQqAFu2ydQY6tBZnICZYZADXDbPoEaWw0ykxMoMwRqgNv2CdTYapCZnDiZsQ/UArftE6ex9SAzOXEyQ6AWuG2fOI2tB5nJCZNZQ5wl/rQUaBcEOpAwja0ImckJk5naAhSBNmqyGbacMI2tCJnJCZOZf4Fevflylx9yIv0wwjS2ImQmJ0xm/gVqzMBJH6vJZthywjS2ImQmJ0xmXX16O4iEQDUJ09iKkJmcOJl1158ItBy37ROnsfUgMzlhMkuPvy+2Ah1mUASa1mQzbDlhGlsRMpMTJrNUoBUC1cJt+4RpbEXITE6YzDKHkBBoOW7bJ0xjK0JmcuJkpnYUCYGmNdkMW06cxtaDzOTEyaypTgSqg9v2idPYepCZnDiZtQS6GHwmKAJNa7IZtpw4ja0HmcmJk1lboIM/VQ6BpjXZDFtOnMbWg8zkxMkscwwJgRbjtn3iNLYeZCYnTGa5g/AItBi37ROmsRUhMzlRMmt/onHBB8Mj0LQmm2HLidLYmpCZnCiZNc+hLzkIj0AbNdkMW06UxtaEzOREySy7Ah04LwSa1GQzbDlRGlsTMpMTJbOuQIduwSPQRk02w5YTpbE1ITM5UTLr7P4cblAEmtZkM2w5URpbEzKTEyaz3AoUgRbjtn3CNLYiZCYnTGYZfSLQcty2T5jGVoTM5MTJjE14C9y2T5zG1oPM5MTJjBWoBW7bJ05j60FmcsJkxia8CW7bJ0xjK0JmcsJkxkEkE9y2T5jGVoTM5ITJjBWoCW7bJ0xjK0JmcsJkhkBNcNs+YRpbETKTEyYzNuFNcNs+YRpbETKTEyYzVqAmuG2fMI2tCJnJiZOZlj8RaKMmm2HLidPYepCZnDiZJd6s/ztwXgg0qclm2HLiNLYeZCYnUGYdgQ4cB4GmNdkMW06gxlaDzOQEyqwl0KELUATaqMlm2HICNbYaZCYnUGZtgQ4dB4GmNdkMW06gxlaDzOQEyqy9CT8UBJrWZDNsOYEaWw0ykxMoM1agBrhtn0CNrQaZyYmTmdJJTAi0WZPNsOXEaWw9yExOnMy0TgNFoI2abIYtJ05j60FmcuJk1tEn54Eq4LZ94jS2HmQmJ05mXIlkgdv2idPYepCZnDiZIVAL3LZPnMbWg8zkBMoMgRrgtn0CNbYaZCYnUGaN3Z/sA9XBbfsEamw1yExOnMzYhLfAbfvEaWw9yExOnMw4jckCt+0Tp7H1IDM5cTJDoBa4bZ84ja0HmcmJkxkCtcBt+8RpbD3ITE6czNgHaoHb9onT2HqQmZxAmbXtiUAVcNs+gRpbDTKTEykzBKqP2/aJ1NhakJmcSJkhUH3ctk+kxtaCzOREygyB6uO2fSI1thZkJidSZghUH7ftE6mxtSAzOZEyQ6D6uG2fSI2tBZnJiZQZpzHp47Z9IjW2FmQmJ1JmCFQft+0TqbG1IDM5kTJDoPq4bZ9Ija0FmcmJlBkC1cdt+0RqbC3ITE6gzDr+RKDluG2fQI2tBpnJCZQZAjXAbfsEamw1yExOoMwQqAFu2ydQY6tBZnIiZYZA9XHbPpEaWwsykxMps2r7aUhl/kSgjZpshi0nUmNrQWZyImWmswBFoI2abIYtJ1Jja0FmcgJlprQFj0AbNdkMW06gxlaDzOREykzHnwi0UZPNsOVEamwtyExOpMxYgerjtn0iNbYWZCYnUGZswhvgtn0CNbYaZCYnUGYI1AC37ROosdUgMzmBMkOgBrhtn0CNrQaZyQmUGQI1wG37BGpsNchMTqDMlPyJQBs12QxbTqDGVoPM5MTJTMufCLRRk82w5cRpbD3ITE6gzBCoAW7bJ1Bjq0FmcgJlhkANcNs+gRpbDTKTEyizxJ0IVAu37ROosdUgMzmBMmsJlINIGrhtn0CNrQaZyQmUWVugnMakgNv2CdTYapCZnECZcR6oAW7bJ1Bjq0FmcgJlhkANcNs+gRpbDTKTEygzBGqA2/YJ1NhqkJmcQJkhUAPctk+gxlaDzOQEyiy4QAEAhtMR6NjzOe/bDbT+sX8UbIYtJ9DKQA0ykxMns6r1mZzRVqADJ32sJpthy4nT2HqQmZw4mSFQC9y2T5zG1oPM5MTJDIFa4LZ94jS2HmQmJ05miUC5EkkNt+0Tp7H1IDM5cTJDoBa4bZ84ja0HmckJlFnw05gGTvpYTTbDlhOosdUgMzmRMkOg+rhtn0iNrQWZyYmU2d6cCFQLt+0TqbG1IDM5kTKr1blgBaqG55k5hQAAGc1JREFU2/aJ1NhakJmcSJmxCa+P2/aJ1NhakJmcSJmxCa+P2/aJ1NhakJmcQJlVCFQft+0TqLHVIDM5cTKrEKgBbtsnTmPrQWZy4mTWEugCgWrgtn3iNLYeZCYnTmYI1AK37ROnsfUgMzlxMkOgFrhtnziNrQeZyQmUWbr7c2VPBKqA2/YJ1NhqkJmcOJklx49Ygarhtn3iNLYeZCYnTmYrXzYEOnQgBJrWZDNsOXEaWw8ykxMms6ol0MELUATaqMlm2HLCNLYiZCYnTGZrX6YCHTwSAk1rshm2nDCNrQiZyQmTWWcFOngkBJrWZDNsOWEaWxEykxMns41AKwSqitv2idPYepCZnDiZrc9cQqDKuG2fOI2tB5nJiZNZItCiY0gItFGTzbDlxGlsPchMTpzM2itQjsJr4LZ94jS2HmQmJ05mCNQCt+0Tp7H1IDM5cTLrCJQrkRRw2z5xGlsPMpMTKLPkOviq5FpOBJrWZDNsOYEaWw0ykxMns40yEagubtsnTmPrQWZy4mRW7bfi6w/oHDgvBJrUZDNsOXEaWw8ykxMms40268NHCFQJt+0TprEVITM5UTLb2LLa7AhFoGq4bZ8oja0JmcmJktlWoE0GzguBJjXZDFtOlMbWhMzkRMlsa8vEnQhUA7ftE6WxNSEzOVEyawk0eUoMAk1rshm2nCiNrQmZyYmSWVegrEA1cNs+URpbEzKTEyazWpr1p3mwD1QFt+0TprEVITM5cTJL7gdan9E0bCAEmtZkM2w5cRpbDzKTEyez5kcaV+wDVcFt+8RpbD3ITE6gzNJ7KSNQJdy2T6DGVoPM5ATKrHkx/PBxEGhak82w5QRqbDXITE6gzBKBltyQHoE2arIZtpxAja0GmckJlBkCNcBt+wRqbDXITE6gzBCoAW7bJ1Bjq0FmcgJllgp0gUB1cNs+gRpbDTKTEyizZPlZtARFoGlNNsOWE6ix1SAzOYEy2wuUz4VXw237BGpsNchMTqDMWIEa4LZ9AjW2GmQmJ1BmCNQAt+0TqLHVIDM5gTJDoAa4bZ9Aja0GmckJlFmyD3T4vewWCLRZk82w5QRqbDXITE6gzNIDSAhUCbftE6ix1SAzOYEy2y8+yy6GR6BpTTbDlhOosdUgMzmBMktWoOwD1cJt+wRqbDXITE6gzBr6RKA6uG2fQI2tBpnJCZTZ5gJOBKqK2/YJ1NhqkJmcQJk1byaCQFVw2z6BGlsNMpMTKLMqXX8iUB3ctk+gxlaDzOQEymz/uZxcC6+G2/YJ1NhqkJmcOJltnckKVBW37ROnsfUgMzlxMmv4k/NAlXDbPnEaWw8ykxMns1Sgwz+Sc4FAmzXZDFtOnMbWg8zkxMlsvwu0WiBQLdy2T5zG1oPM5MTJLDmNfoFAtXDbPnEaWw8ykxMoMwRqgNv2CdTYapCZnECZIVAD3LZPoMZWg8zkBMqM+4Ea4LZ9AjW2GmQmJ1BmTYEOHweBpjXZDFtOoMZWg8zkBMpsfy08AlXDbfsEamw1yExOoMxYgRrgtn0CNbYaZCYnUGbsAzXAbfsEamw1yExOoMy2H4XElUiauG2fQI2tBpnJCZQZAjXAbfsEamw1yExOoMwSgXIzES3ctk+gxlaDzOQEyqxxO3oEqoPb9gnU2GqQmZxAmSFQA9y2T6DGVoPM5ATLDIEq47Z9gjW2CmQmJ1hmCFQZt+0TrLFVIDM50TLjQ+V0cds+0RpbAzKTEy2zcn8i0EZNNsOWE62xNSAzOdEyQ6C6uG2faI2tAZnJiZYZAtXFbftEa2wNyExOtMzqQ0gIVAe37ROtsTUgMznhMmMFqorb9gnX2AqQmZxomZWfxYRAGzXZDFtOtMbWgMzkRMsMgeritn2iNbYGZCYnWmbcUFkXt+0TrbE1IDM50TJDoLq4bZ9oja0BmcmJlhkC1cVt+0RrbA3ITE6wzPhMJGXctk+wxlaBzOQEy0zhfsoItFGTzbDlBGtsFchMTrDMFG7GhEAbNdkMW06wxlaBzOQEy2w2An3wjxcXz/7TZ5sHj96+fXHx6nuZBwjUIW5nRmZyomU2k2vh/36x5rm/rh58/dr6wfe6DxCoR9zOjMzkRMtsHgL96vbF8+9dP3r34vnVGvTu6sGDtzIPEKhH3M6MzOQEy0zhfsoeBHp368e7F79c2XS93Pz6tWd/23qAQF3idmZkJidWZpszmCYv0EdvrcS55P7FC9fXn6z+c73682etBwjUJW5nRmZyYmU2G4Fu15df3V6uRO+mNm08QKAucTszMpMTK7M5CrT/webF39wy+N0AAFZU1er/a8aeSuE+0Be2fyJQADgXMxHoV7cvfvrZ9aN3V6crJc5sPWh+z/Al98FVtc2w5cTatNKBzOQEy2wmR+GvP9mcB/q/nLAJj0C94XZmZCYnWmaTFuj9jTZXh4k+/fnFxT+8d8o+UATqDbczIzM5sTKrZiPQ+on2gXeOwm+J1dg6kJmcWJlVc9mE33J3c+rn5pTPTzoPEKhL3M6MzOTEymwuAt3q8avbnYuPuBJpS6zG1oHM5MTKbC4CvX/x7C+urz+9vfboo7cunttd/t54gEBd4nZmZCYnVGbVXAR6/e5mb+jGkg/SGzA94G5Ma0I1thJkJidUZtXmINKiyJ8uBHr99/94cfHvfrF98ODtpTJf/SzzAIE6xO3MyExOqMxmJFA5BRUfqslm2HJCNbYSZCYnVGaVxkciIdBGTTbDlhOqsZUgMzmxMtPYBYpAGzXZDFtOrMbWgczkxMqsXn8iUC3ctk+sxtaBzOQEywyBKuO2fYI1tgpkJidaZmzC6+K2faI1tgZkJidcZghUFbftE66xFSAzOeEyQ6CquG2fcI2tAJnJiZZZuT8RaKMmm2HLidbYGpCZnGiZIVBd3LZPtMbWgMzkBMtM4RgSAm3UZDNsOcEaWwUykxMrM43z6BFooyabYcuJ1dg6kJmcWJlVu4s5C0CgaU02w5YTq7F1IDM5sTJDoNq4bZ9Yja0DmcmJldnanAhUEbftE6uxdSAzObEyW6tztQotGQSBpjXZDFtOrMbWgczkxMqMg0jauG2fWI2tA5nJiZWZhj8RaKMmm2HLidXYOpCZnFiZaRxDQqCNmmyGLSdWY+tAZnJiZbbZBVrmTwTaqMlm2HJiNbYOZCYnVmYIVBu37ROrsXUgMzmxMkOg2rhtn1iNrQOZyQmV2fYsJvaB6uG2fUI1thJkJidWZvVBJE5j0sJt+8RqbB3ITE6szBCoNm7bJ1Zj60BmcmJlhkC1cds+sRpbBzKTEyuznUD5SA8l3LZPrMbWgczkBMtM41pOBJrWZDNsOcEaWwUykxMtM4VrkRBoWpPNsOVEa2wNyExOtMw29kSgWrhtn2iNrQGZyYmWGZvwurhtn2iNrQGZyQmXGQJVxW37hGtsBchMTrTM2Aeqi9v2idbYGpCZnGCZ1XekR6BKuG2fYI2tApnJiZXZ7mJ4BKqE2/aJ1dg6kJmcWJntPlQOgSrhtn1iNbYOZCYnVmYqt2NCoGlNNsOWE6uxdSAzObEyQ6DauG2fWI2tA5nJiZbZ9ih8yRAINK3JZthyojW2BmQmJ2Bm7ANVxG37BGzsYshMTrzMuJRTE7ftE6+xyyEzOfEyQ6CauG2feI1dDpnJiZcZAtXEbfvEa+xyyExOvMwQqCZu2ydeY5dDZnICZoZAFXHbPgEbuxgykxMwMwSqiNv2CdjYxZCZnICZcRqTIm7bJ2BjF0NmcgJmxon0irhtn4CNXQyZyQmY2WoTvuT7EWhak82w5QRs7GLITE7AzFiBKuK2fQI2djFkJidiZmX+RKCNmmyGLSdiY5dCZnIiZoZA9XDbPhEbuxQykxMwMzbhFXHbPgEbuxgykxMwMw4iKeK2fQI2djFkJidgZqxAFXHbPgEbuxgykxMws0J/ItBGTTbDlhOwsYshMzkBMyv0JwJt1GQzbDkBG7sYMpMTL7PSBSgCbdRkM2w58Rq7HDKTEy8zBKqJ2/aJ19jlkJmceJkhUE3ctk+8xi6HzOTEywyBauK2feI1djlkJidgZghUEbftE7CxiyEzOQEzQ6CKuG2fgI1dDJnJCZgZ54Eq4rZ9AjZ2MWQmJ2BmXImkiNv2CdjYxZCZnHiZcRBJE7ftE6+xyyEzOfEyK12AItBGTTbDlhOvscshMznxMiv9UE4E2qjJZthy4jV2OWQmJ1xmFQLVxG37hGtsBchMTrTM1tvvCFQNt+0TrbE1IDM5wTLb7P9EoGq4bZ9gja0CmckJltlGnQhUDbftE6yxVSAzOcEy26oTgWrhtn2CNbYKZCYnWmZswuvitn2iNbYGZCYnXGbrg0hFIyDQtCabYcsJ19gKkJmccJkVn8WEQBs12QxbTrjGVoDM5ITLrPRDjRFosyabYcsJ19gKkJmccJmVXgmPQJs12QxbTrjGVoDM5ITLDIGq4rZ9wjW2AmQmJ1xmCFQVt+0TrrEVIDM54TJDoKq4bZ9wja0AmckJlxkCVcVt+4RrbAXITE64zBCoKm7bJ1xjK0BmcqJlVnw/egTarMlm2HKiNbYGZCYnWmbl/kSgjZpshi0nWmNrQGZyomWGQHVx2z7RGlsDMpMTLTMEqovb9onW2BqQmZxomSFQXdy2T7TG1oDM5ITLjINIqrhtn3CNrQCZyYmXGQLVxG37xGvscshMTrzMipegCDStyWbYcuI1djlkJideZlEFCgBQTOVFXKxALYm3MiiHzOTEyyzqCrSw6r6abIYtJ15jl0NmcuJlhkA1cds+8Rq7HDKTEy6z8ovhEWhak82w5YRrbAXITE64zDgPVBW37ROusRUgMznhMlt/rDGfC6+F2/YJ19gKkJmccJnxufCquG2fcI2tAJnJiZZZxefCq+K2faI1tgZkJidcZlXxUSQEmtZkM2w54RpbATKTEy4zBKqK2/YJ19gKkJmccJkhUFXctk+4xlaAzOSEy6x4FygCbdRkM2w54RpbATKTQ2ZiEGhak82w5dDYcshMDpmJQaBpTTbDlkNjyyEzOWQmBoGmNdkMWw6NLYfM5JCZGASa1mQzbDk0thwyk0NmYhBoWpPNsOXQ2HLITA6ZiUGgaU02w5ZDY8shMzlkJgaBpjXZDFsOjS2HzOSQmRgEmtZkM2w5NLYcMpNDZmIQaFqTzbDl0NhyyEwOmYlBoGlNNsOWQ2PLITM5ZCYGgaY12QxbDo0th8zkkJkYBJrWZDNsOTS2HDKTQ2ZiEGhak82w5dDYcshMDpmJQaBpTTbDlkNjyyEzOWQmBoGmNdkMWw6NLYfM5JCZGASa1mQzbDk0thwyk0NmYhBoWpPNsOXQ2HLITA6ZiUGgaU02w5ZDY8shMzlkJgaBpjXZDFsOjS2HzOSQmRgEmtZkM2w5NLYcMpNDZmIQaFqTzbDl0NhyyEwOmYlBoGlNNsOWQ2PLITM5ZCYGgaY12QxbDo0th8zkkJkYBJrWZDNsOTS2HDKTQ2ZiEGhak82w5dDYcshMDpmJQaBpTTbDlkNjyyEzOWQmBoGmNdkMWw6NLYfM5JCZGASa1mQzbDk0thwyk0NmYhBoWpPNsOXQ2HLITA6ZiUGgaU02w5ZDY8shMzlkJgaBpjXZDFsOjS2HzOSQmRgEmtZkM2w5NLYcMpNDZmIQaFqTzbDl0NhyyEwOmYlBoGlNNsOWQ2PLITM5ZCYGgaY12QxbDo0th8zkkJkYBJrWZDNsOTS2HDKTQ2ZiEGhak82w5dDYcshMDpmJQaBpTTbDlkNjyyEzOWQmBoGmNdkMWw6NLYfM5JCZGASa1mQzbDk0thwyk0NmYhBoWpPNsOXQ2HLITA6ZiUGgaU02w5ZDY8shMzlkJgaBpjXZDFsOjS2HzOSQmRgEmtZkM2w5NLYcMpNDZmIQaFqTzbDl0NhyyEwOmYlBoGlNNsOWQ2PLITM5ZCYGgaY12QxbDo0th8zkkJkYBJrWZDNsOTS2HDKTQ2ZiEGhak82w5dDYcshMDpmJQaBpTTbDlkNjyyEzOWQmBoGmNdkMWw6NLYfM5JCZGASa1mQzbDk0thwyk0NmYiYq0GB885tjz2B6kJkcMhOjFRkCtYTGlkNmcshMDAKdAjS2HDKTQ2ZiEOgUoLHlkJkcMhODQKcAjS2HzOSQmRgEOgVobDlkJofMxCDQKUBjyyEzOWQmBoFOARpbDpnJITMxCBQAYGQQKADAQBAoAMBAECgAwEAQKADAQBAoAMBAECgAwEAQKADAQBCoGp/+48XFs6++t/zbo7cuar731/rLX7/WfgauP/35MrN/+mzz4NHbty8u1gHuyDwVnkZm+6aroc+6pJHl8iloMwSqxbubn8uzv+0R6Fe3aew2n2wieW4dybaz03wyT4WnkVnSdDX0WYdGZJl8StoMgSpx/+LZX1xfP3gr/TF8dTvp7PsXL5x9Us5Z5vOLZWY/3yRz9+L591YBPv/Z7gWZp6LTyCzXdPRZm2abZfIpaTMEqsNy0fnL1Z/Lf8x+mTz3s/0r7qYPYMU2kq9ur37/N/9dBrj/RyfzVHjSzHJNR591aLRZJp+iNkOgOnz92nYRkPx8Pkn/SXv0FhboYZPdJ9uVwSdpgJ2nYMM6s1zT0Wd9bNLK5FPUZghUmX0vN9YFy0fP/z8/v7j4Bw6IdPjq9uofmrvbtJJNrMxTsGGTWU0iUPqsj01kmXyK2gyB6pJsB3zS+HnU+65TqcKKv99eZbJbGezVkHkKNmwyq2nu9qDPsmwj6+ZT1mYIVJe9NVu7VO5fXPz0s+v/7+0LtrAa3L24ePafrxGohDqzmvSfavosyy6ybj4I1BH39z+X+82DenWTs4+/waP/+p9uXzz7nxttXB9SzjwF10lmW+6nsqTPcuwj6+ZT1mYIVJP7t5+ttwzqI6Sdl3BOTptPVxtXrEBFfLrfhk+aLoE+a/NpY7fHPh9WoG745KJzCk4HVlNdVs2MQGXsBPBJfmOdPuvQ+Dclu6GDQEfl3YsTzptHBl3WmXAUXkTdR+/27Oykzzo0IkkecBTeBY/ubq8V29DaB7XbokcGO3aZrJu5PguvcR5o56noNDNrNx19lqERWS6fojZDoFrcbex06pyve3fzA+vbNRqSu7sd+i9wJdKJNDJrNV3ydfpsTyOyTD5cieSBT5qtvLtIpOar26vTJx78nH37ezaZPHq3vgPLc60rkjNPhaeR2SfdZOizDo3IMvkUtRkC1aG+SdaS9b9wyS6W7S1FtreE+R6XiOy5v72Z0Hox8CC5J842swfcjalDklmz6eizPhptluaj0GYIVIf7F2kvN4741fdkerC6deNPWRekPEhvZ/ng7WV6r64D2mW2fwq27DNrNh191kuzzfb5KLQZAgUAGAgCBQAYCAIFABgIAgUAGAgCBQAYCAIFABgIAgUAGAgCBQAYCAIFABgIAgUAGAgCBQAYCAIFABgIAgUAGAgChVH58I1vVVX1+I/+3PP1O9U3Pt7/0fPVk7hT1dz49q973/9O9dhfdl98+GL15KnDQ0gQKIzI1es7q30nb8LTBPr+vznu0b1Al2xH674/AgUJCBTGI/FX1bOWPEmgJy1EGwLdfEPm/REoSECgMB6Xy83pn3y0/MuXf7hZVa/kXnKiG0Uvuvp9tXm3zPsjUJCAQGE0lgvAx+p9j5/fLNjLKX7R0pxP5t8fgYIEBAqj0fBTw1zXydMWAt3oMvf+CBQkIFAYjeUKMOOnD99Ybk5XT/24PqiT7OVcCu3W1R++VVWPp1+93OzDvLW04q31s3nvpQJdvmL5IPf+CBQkIFAYj6X6vttaOl79rj6o88RaZG2B/tuXOl+tBbqx4vV6fZnZn9pagT6Zf38EChIQKIzHUlBV9fSvPkqeutycUPTFS9XGXW2BVjf+w8fXX7xebRabzaPwd6obv9mMkdsb0NoHeiv//ggUJCBQGJH6PKKnfryV2E5Z9XKyI9BXtt/X/er1vc1X83sGEoF++Ea1VW3n/REoiECgMCqbPZ6rbfL18fB7W7Otj5BvDuo0BfqNxvnuTYFufZffgm+dB1qLsfX+CBREIFAYm6t/fXN1OeXWnDU5Re6FdpkT6PZ78lvwTYGm1z013h+BggQECh5Yndu+M9eXH76zUlpWoJvj7D0CXW/D92zBJwJ9/JnOlfe790egIAGBgg8ut7s33/9W7Tm5QNfC69mCP3ay6GV9cVJToLcUSoP5gkBhNNqrvVv1UZ2nXv4vH/Vswh8U6Pov9/Jb8BmBZt5/OXCyK2F3ZilAHgQKo3GZXv++kdVl+7ZIMoGujkHd6dns7go08/6rvQC38i8A6IJAYTSWztpdi77aRfnK7vSktSsHCHT5gu++2CO9rkC7778eYbcEXX09u5gF2IJAYTxWx3We+dPyL1cfvFRtL67cWu5yyD7Q1d8ev9kjvcw+0M77b5678Z3VWaF/W92hiWNIcBAECuOxvhKoZr3w227Cf/hS/cRJAl3tuLxanwp/b3+K52XV3IGZEWj3/VvPPcECFA6CQGFEkjsaP7H218Ptpe7VM7/fbFKfJNB7u1Pjd9cqnSTQ7vtfb64i3XL654VAUBAojMoXbz5VpZ9StL7Z0o3ldvX2HMyTBHr9/mpru3VH+VME2n3/FdvPSVpv3AMcAoHCrLjc77Z8+CLnIIExCBTmxHKbfHcM/vObnIMExiBQmBOf74/BX73OOUhgDQKFGfHF6/v9np9/u++z5gG0QKAwGy6rijPf4awgUJgN93Z39QQ4DwgUAGAgCBQAYCAIFABgIAgUAGAgCBQAYCAIFABgIAgUAGAgCBQAYCAIFABgIAgUAGAgCBQAYCAIFABgIAgUAGAgCBQAYCD/P80uro+2bFSNAAAAAElFTkSuQmCC)
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)