#PROJECT-2: MF ANALYSIS INDIA General Analysis of the MF’s of India.Data used is taken from open data available on various sites.
knitr::opts_chunk$set(root.dir = "C:/Users/rsman/Documents/PERS FOLDERS/RAJDEEP/INVESTMENTS/ANALYSIS/DATA")
library(lubridate)
library(stringr)
library(pander)
library(data.table)
library(xlsx)
library(dplyr)
library(scales)
library(ggplot2)
library(Quandl)
library(tabulizer)
library(knitr)
knitr::opts_chunk$set(echo = TRUE)
knitr::opts_chunk$set(root.dir = "C:/Users/rsman/Documents/PERS FOLDERS/RAJDEEP/INVESTMENTS/ANALYSIS/DATA")
getwd()
[1] “C:/Users/rsman/Documents/PERS FOLDERS/RAJDEEP/INVESTMENTS/ANALYSIS/DATA”
#Data from Quandl
#qdl.link <- "https://www.quandl.com/api/v3/databases/AMFI/metadata?api_key=yKy3ZHB-brjUqC83QqRn"
#temp.amfi.data <- tempfile()
#download.file(qdl.link,temp.amfi.data)
#data <- read.table(unz(temp, "a1.dat"))
#unlink(temp)
###Functions
colFmt1 = function(x,color){
outputFormat = knitr::opts_knit$get("rmarkdown.pandoc.to")
if(outputFormat == 'latex')
paste("\\textcolor{",color,"}{",x,"}",sep="")
else if(outputFormat == 'html')
paste("<font color='",color,"'>",x,"</font>",sep="")
else
x
}
colFmt = function(x,color){
outputFormat = knitr::opts_knit$get("rmarkdown.pandoc.to")
if(outputFormat == 'html')
paste("<font color='",color,"'>",x,"</font>",sep="")
else
x
}
makeCharac <- function(rx.vr){
new.vr <- as.character(rx.vr)
return(new.vr)
}
###End Functions
pandoc.header(colFmt("Section-1: India's Mutual Funds-General Details", 'red'), 1, 'setext')
Section-1: India’s Mutual Funds-General Details
CWD <- "C:/Users/rsman/Documents/PERS FOLDERS/RAJDEEP/INVESTMENTS/ANALYSIS/DATA/"
setwd("C:/Users/rsman/Documents/PERS FOLDERS/RAJDEEP/INVESTMENTS/ANALYSIS/DATA")
mfdetails <- as.data.frame(read.csv(unzip("AMFI_metadata.csv.zip"), sep = ","))#AMFI Data
mfportfolio <- as.data.frame(read.xlsx("selectedmf.xlsx", sheetName = "Sheet1"))#My selected MF's
amcdetails <- as.data.frame(read.xlsx("amfi_amc.xlsx", sheetName = "Sheet1"))#Fund Companies
aum1 <- as.data.frame(read.xlsx("amfi_aum_amcwise_one.xlsx", sheetIndex = 1))# AUM of Period-1
aum2 <- as.data.frame(read.xlsx("amfi_aum_amcwise_two.xlsx", sheetIndex = 1))#AUM of Period-2
amcdetails <- amcdetails[-which(is.na(amcdetails$AMC)),]
#mfdetails <- read.csv("MFData.csv", sep = ",")
mfdetails$from_date <- as.Date(mfdetails$from_date)
mfdetails$to_date <- as.Date(mfdetails$to_date)
##No of MF per AMC
mfdetails$n_company <- trimws(substr(mfdetails[,2],1, str_locate(mfdetails[,2],"-")-2))
mfdetails[grep(";", mfdetails[,"n_company"]),"n_company"]<-
substr(mfdetails[grep(";", mfdetails[,"n_company"]),"n_company"],str_locate(mfdetails[grep(";", mfdetails[,"n_company"]),"n_company"],";")+1 ,500)
mfdata <- mfdetails
mfdata$n_company <- trimws(substr(mfdetails[,2],1, str_locate(mfdetails[,2],"-")-2))
mfdata[grep(";", mfdata[,"n_company"]),"n_company"]<-
substr(mfdata[grep(";", mfdata[,"n_company"]),"n_company"],str_locate(mfdata[grep(";", mfdata[,"n_company"]),"n_company"],";")+1 ,500)
df.tmp <- mfdata[mfdata$to_date >= Sys.Date()-30,]
df.coys <- data.frame(tapply(df.tmp$name, df.tmp$n_company, length))
rm(df.tmp)
df.coys$company <- rownames(df.coys)
df.coys$no_of_funds <- df.coys$tapply.df.tmp.name..df.tmp.n_company..length.
#rownames(df.coys) <- rep(1:dim(df.coys$no_of_funds))
rownames(df.coys) <- rep(1:length(df.coys$no_of_funds))
df.coys <- df.coys[,-1]
df.coys <- subset(df.coys, company %in% amcdetails$AMC)
#MF Gen Details
mf.gen.df <- data.frame(matrix(ncol = 2, nrow = 0))
colnames(mf.gen.df) <- c("Details", "Data")
tmp.df <- data.frame("Details" = "Data Since", "Data" = as.character(min(mfdata$from_date)))
tmp.df$Details <- as.character(tmp.df$Details)
tmp.df$Data <- as.character(tmp.df$Data)
mf.gen.df <- rbind(mf.gen.df, tmp.df)
tmp.df <- data.frame("Details" = "No of Asset Management Companies", "Data" = nrow(df.coys))
mf.gen.df <- rbind(mf.gen.df, tmp.df)
tmp.df <- data.frame("Details" = "No of MF's as on today", "Data" = nrow(mfdata[mfdata$to_date >= Sys.Date()-30,]))
mf.gen.df <- rbind(mf.gen.df, tmp.df)
min_dt <- min(mfdata$from_date)
tmp.df <- data.frame("Details" = paste("No of MF's launched on or before ", min_dt," and still active"), "Data" = nrow(mfdata[mfdata$from_date==min_dt & mfdata$to_date >= Sys.Date()-30,]))
mf.gen.df <- rbind(mf.gen.df, tmp.df)
dt.var <- as.Date(gsub(" ","",paste(as.character(year(Sys.Date())),"-01-01")))
dt.var.lst <- as.Date(gsub(" ","",paste(as.character(year(Sys.Date())-1),"-01-01")))
tmp.df <- data.frame("Details" = paste("MF's Launched in ", year(dt.var.lst)),
"Data" = nrow(mfdata[year(mfdata$from_date) == year(dt.var.lst),]))
mf.gen.df <- rbind(mf.gen.df, tmp.df)
tmp.df <- data.frame("Details" = paste("MF's Launched in ",
year(Sys.Date()), " till now"),"Data" = nrow(mfdata[mfdata$from_date >= dt.var,]))
mf.gen.df <- rbind(mf.gen.df, tmp.df)
pandoc.header('1A. Mutual Funds Summary', 1, 'setext')
1A. Mutual Funds Summary
#pander(mf.gen.df,justify = c("left"))
knitr::kable(mf.gen.df, caption = colFmt("MF's General Details", "blue"))
MF’s General Details
Data Since |
2006-04-01 |
No of Asset Management Companies |
38 |
No of MF’s as on today |
6035 |
No of MF’s launched on or before 2006-04-01 and still active |
36 |
MF’s Launched in 2019 |
1124 |
MF’s Launched in 2020 till now |
383 |
write.xlsx(mf.gen.df, file = "MFDETAILS.xlsx", sheetName = "GenDetails")
rm(mf.gen.df)
rm(tmp.df)
pandoc.header("1B.Top 10 Asset Management Companies(AMC's) by Number of Funds", 1, 'setext')
1B.Top 10 Asset Management Companies(AMC’s) by Number of Funds
df.coys <- df.coys[order(df.coys$no_of_funds, decreasing = TRUE),]
rownames(df.coys) <- NULL
knitr::kable(df.coys[1:10,], caption = colFmt("Top 10 AMC's by Number of Funds", "blue"))
Top 10 AMC’s by Number of Funds
ICICI Prudential Mutual Fund |
448 |
UTI Mutual Fund |
378 |
Aditya Birla Sun Life Mutual Fund |
303 |
Franklin Templeton Mutual Fund |
293 |
IDFC Mutual Fund |
254 |
Sundaram Mutual Fund |
232 |
SBI Mutual Fund |
231 |
DSP Mutual Fund |
223 |
Axis Mutual Fund |
216 |
Tata Mutual Fund |
210 |
mf.yrly.calc <- function(mfdata, rx.yr){
mfdata <- mfdata[year(mfdata$from_date) <= rx.yr & mfdata$to_date >= Sys.Date()-30,]
df.coys.tmp <- data.frame(tapply(mfdata$name, mfdata$n_company, length))
df.coys.tmp$company <- rownames(df.coys.tmp)
df.coys.tmp$no_of_funds <- df.coys.tmp[,1]
rownames(df.coys.tmp) <- rep(1:nrow(df.coys.tmp))
df.coys.tmp <- df.coys.tmp[,-1]
colnames(df.coys.tmp) <- c("company", rx.yr)
plot.data <- df.coys.tmp
plot.data$year <- rx.yr
return(list(df.coys.tmp, plot.data))
}
max.yr <- max(year(mfdetails$from_date))-1
st.yr <- max.yr-10
plot.data <- data.frame(matrix(ncol =3, nrow =0))
colnames(plot.data) <- c("company", "no_of_funds", "year")
for (i in st.yr: max.yr) {
rx.lst <- mf.yrly.calc(mfdata[mfdata$to_date >= Sys.Date()-30,], i)
fn.df <- data.frame(rx.lst[1])
colnames(fn.df) <- c("company", i)
df.coys <- left_join(df.coys, fn.df, by = "company")
df.coys[is.na(df.coys)] <- 0
tmp.df <- data.frame(rx.lst[2])
colnames(tmp.df) <- c("company", "no_of_funds", "year")
plot.data <- rbind(plot.data, tmp.df)
}
pandoc.header(paste("1C.Top 10 AMC's from ", st.yr ," to ", max.yr), 1, 'setext')
1C.Top 10 AMC’s from 2009 to 2019
df.coys <- df.coys[order(df.coys$no_of_funds, decreasing = TRUE),]
rownames(df.coys) <- NULL
ctr <- ncol(df.coys)
knitr::kable(df.coys[1:10,c(1,3:ctr,2)], caption = colFmt(paste("Top 10 MF Companies and their absolute growth from ",st.yr, " to ", max.yr), "blue"))
Top 10 MF Companies and their absolute growth from 2009 to 2019
ICICI Prudential Mutual Fund |
125 |
147 |
157 |
162 |
293 |
344 |
356 |
363 |
369 |
395 |
441 |
448 |
UTI Mutual Fund |
86 |
89 |
90 |
92 |
167 |
183 |
229 |
247 |
256 |
288 |
302 |
378 |
Aditya Birla Sun Life Mutual Fund |
93 |
95 |
97 |
99 |
190 |
226 |
240 |
242 |
242 |
250 |
299 |
303 |
Franklin Templeton Mutual Fund |
87 |
88 |
90 |
97 |
173 |
187 |
187 |
189 |
189 |
197 |
205 |
293 |
IDFC Mutual Fund |
52 |
64 |
70 |
74 |
153 |
178 |
186 |
204 |
220 |
236 |
248 |
254 |
Sundaram Mutual Fund |
78 |
83 |
83 |
83 |
141 |
145 |
147 |
154 |
160 |
183 |
216 |
232 |
SBI Mutual Fund |
92 |
95 |
98 |
99 |
198 |
200 |
218 |
219 |
219 |
221 |
231 |
231 |
DSP Mutual Fund |
52 |
57 |
59 |
65 |
144 |
160 |
170 |
182 |
186 |
205 |
223 |
223 |
Axis Mutual Fund |
10 |
33 |
40 |
52 |
95 |
107 |
124 |
126 |
145 |
167 |
201 |
216 |
Tata Mutual Fund |
42 |
43 |
47 |
47 |
92 |
94 |
126 |
126 |
126 |
138 |
198 |
210 |
tmp.df <- df.coys[1:10,] #Name of Top 10 companies
plot.1 <- subset(plot.data, company %in% tmp.df$company)
ggplot(plot.1, aes(x=plot.1$year, y= plot.1$no_of_funds)) +
geom_line(aes(colour=plot.1$company, group=plot.1$company))+
geom_point(aes(colour=plot.1$company), size=3)+scale_fill_brewer(palette = "Set1")+
theme_classic()+
labs(subtitle = "ss")
## Warning: Use of `plot.1$company` is discouraged. Use `company` instead.
## Warning: Use of `plot.1$company` is discouraged. Use `company` instead.
## Warning: Use of `plot.1$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.1$no_of_funds` is discouraged. Use `no_of_funds` instead.
## Warning: Use of `plot.1$company` is discouraged. Use `company` instead.
## Warning: Use of `plot.1$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.1$no_of_funds` is discouraged. Use `no_of_funds` instead.
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)
rm(plot.1)
#calculate the Percent growth
ctr <- ncol(tmp.df)
tmp.df.change <- data.frame(tmp.df[,1])
colnames(tmp.df.change) <- c("company")
tmp.df.percent <- data.frame(matrix(ncol = 3, nrow = 0))
colnames(tmp.df.percent) <- c("company","growth", "period")
for (i in 3:(ctr-1)) {
new.name <- paste(colnames(tmp.df[i]),"-",colnames(tmp.df[i+1]))
name.str <- colnames(tmp.df.change)
new.name <- gsub(" ","", new.name)
new.data <- ((tmp.df[i+1] - tmp.df[i])/tmp.df[i])*100
tmp.df.change <- cbind(tmp.df.change, new.data)
name.str <- c(name.str, new.name)
colnames(tmp.df.change) <- name.str
c1<- tmp.df.change[1]
c2<- data.frame(new.data)
new.df.percnet <- data.frame(c1, c2, new.name)
colnames(new.df.percnet) <- c("company","growth", "period")
tmp.df.percent <- rbind(tmp.df.percent, new.df.percnet)
}
ctr <- ncol(tmp.df.change)
tmp.df.change$avg_growth <- rowMeans(tmp.df.change[,c(2:ctr)])
pandoc.header(paste('1D.Top 10 AMC by Percent Growth', st.yr ,' to ', max.yr), 1, 'setext')
1D.Top 10 AMC by Percent Growth 2009 to 2019
options(digits = 3)
knitr::kable(tmp.df.change, caption = colFmt(paste("Top 10 MF Companies and their Percent growth from ",st.yr, " to ", max.yr),"blue"))
Top 10 MF Companies and their Percent growth from 2009 to 2019
ICICI Prudential Mutual Fund |
17.60 |
6.80 |
3.18 |
80.9 |
17.41 |
3.49 |
1.966 |
1.65 |
7.046 |
11.65 |
15.2 |
UTI Mutual Fund |
3.49 |
1.12 |
2.22 |
81.5 |
9.58 |
25.14 |
7.860 |
3.64 |
12.500 |
4.86 |
15.2 |
Aditya Birla Sun Life Mutual Fund |
2.15 |
2.10 |
2.06 |
91.9 |
18.95 |
6.20 |
0.833 |
0.00 |
3.306 |
19.60 |
14.7 |
Franklin Templeton Mutual Fund |
1.15 |
2.27 |
7.78 |
78.4 |
8.09 |
0.00 |
1.070 |
0.00 |
4.233 |
4.06 |
10.7 |
IDFC Mutual Fund |
23.08 |
9.38 |
5.71 |
106.8 |
16.34 |
4.49 |
9.677 |
7.84 |
7.273 |
5.08 |
19.6 |
Sundaram Mutual Fund |
6.41 |
0.00 |
0.00 |
69.9 |
2.84 |
1.38 |
4.762 |
3.90 |
14.375 |
18.03 |
12.2 |
SBI Mutual Fund |
3.26 |
3.16 |
1.02 |
100.0 |
1.01 |
9.00 |
0.459 |
0.00 |
0.913 |
4.53 |
12.3 |
DSP Mutual Fund |
9.62 |
3.51 |
10.17 |
121.5 |
11.11 |
6.25 |
7.059 |
2.20 |
10.215 |
8.78 |
19.0 |
Axis Mutual Fund |
230.00 |
21.21 |
30.00 |
82.7 |
12.63 |
15.89 |
1.613 |
15.08 |
15.172 |
20.36 |
44.5 |
Tata Mutual Fund |
2.38 |
9.30 |
0.00 |
95.7 |
2.17 |
34.04 |
0.000 |
0.00 |
9.524 |
43.48 |
19.7 |
ggplot(tmp.df.percent, aes(x=tmp.df.percent$period, y= tmp.df.percent$growth)) +
geom_line(aes(colour=tmp.df.percent$company, group=tmp.df.percent$company))+
geom_point(aes(colour=tmp.df.percent$company), size=3)+scale_fill_brewer(palette = "Set1")+
theme_classic()+ theme(axis.text.x=element_text(angle = 90, hjust = 0))+
labs(subtitle = "ss")
## Warning: Use of `tmp.df.percent$company` is discouraged. Use `company` instead.
## Warning: Use of `tmp.df.percent$company` is discouraged. Use `company` instead.
## Warning: Use of `tmp.df.percent$period` is discouraged. Use `period` instead.
## Warning: Use of `tmp.df.percent$growth` is discouraged. Use `growth` instead.
## Warning: Use of `tmp.df.percent$company` is discouraged. Use `company` instead.
## Warning: Use of `tmp.df.percent$period` is discouraged. Use `period` instead.
## Warning: Use of `tmp.df.percent$growth` is discouraged. Use `growth` instead.
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)
rm(tmp.df.change)
rm(tmp.df.percent)
cat("Looking at the chart above we can see that all the AMC's have been launching new funds in an identical manner. There was one spike in the year 2013 and there was a significant rise in the number of funds launched by AMC's. This data is being analsyed further in the document. ")
Looking at the chart above we can see that all the AMC’s have been launching new funds in an identical manner. There was one spike in the year 2013 and there was a significant rise in the number of funds launched by AMC’s. This data is being analsyed further in the document.
#New Launch trend monthwise
mf.mthly.df <- data.frame(matrix(ncol = 4, nrow = 0))
colnames(mf.mthly.df) <- c("company", "no_of_funds", "month", "year")
mf.mthly.calc <- function(rx.df, rx.yr){
mf.mthly.df <- data.frame(matrix(ncol = 4, nrow = 0))
colnames(mf.mthly.df) <- c("company", "no_of_funds", "month", "year")
lpr.df <- rx.df[year(rx.df$from_date) == rx.yr,]
for (i in 1:12) {
loop.df <- lpr.df[month(lpr.df$from_date)==i,]
df.coys.tmp <- data.frame(tapply(loop.df$name, loop.df$n_company, length))
df.coys.tmp$company <- rownames(df.coys.tmp)
df.coys.tmp$no_of_funds <- df.coys.tmp[,1]
df.coys.tmp$month <- month.name[i]
df.coys.tmp$year <- rx.yr
df.coys.tmp <- df.coys.tmp[,-1]
colnames(df.coys.tmp) <- c("company", "no_of_funds", "month", "year")
rownames(df.coys.tmp) <- rep(1:nrow(df.coys.tmp))
mf.mthly.df <- rbind(mf.mthly.df, df.coys.tmp)
}
df.mths.tmp <- data.frame(tapply(lpr.df$n_company, months(lpr.df$from_date), length))
colnames(df.mths.tmp) <- c("no_of_funds")
df.mths.tmp$month <- rownames(df.mths.tmp)
df.mths.tmp$year <- rx.yr
rownames(df.mths.tmp) <- rep(1:nrow(df.mths.tmp))
return(list(mf.mthly.df, df.mths.tmp))
}
mthly.plot.df <- data.frame(matrix(ncol = 4, nrow = 0))
colnames(mthly.plot.df) <- c("company", "no_of_funds", "month", "year")
mthly.tot.plot <- data.frame(matrix(ncol=3, nrow = 0))
colnames(mthly.tot.plot) <- c("no_of_funds", "month", "year")
for (j in st.yr:max.yr) {
#j<- j+1
rx.lst <- mf.mthly.calc(mfdetails, j)
tmp.df <- data.frame(rx.lst[1])
mthly.plot.df <- rbind(mthly.plot.df, tmp.df)
mth.tot.df <- data.frame(rx.lst[2])
mthly.tot.plot <- rbind(mthly.tot.plot, mth.tot.df)
}
ploter.fn.1 <- function(rx.df){
plot.data <- rx.df
gg.plot <- ggplot(plot.data , aes(x=plot.data$month , y= plot.data$no_of_funds )) +
geom_line(aes(colour=plot.data$year, group=plot.data$year), show.legend = FALSE)+
geom_point(aes(colour=plot.data$year), size=3, show.legend = FALSE)+
facet_wrap(~company, nrow=1, scales = "free")+
theme(axis.text.x=element_text(angle = 90, hjust = 0))+
scale_x_discrete(limits = c("January",
"February","March","April",
"May","June","July","August","September","October","November","December"))
gg.plot
}
plot.data <- plot.data[plot.data$year == max.yr,]
pandoc.header("1F. MFs launched by Top 10 AMC's in the last three years", 1, 'setext')
1F. MFs launched by Top 10 AMC’s in the last three years
tmp.df <- df.coys[1:2,] #Name of Top 3 companies
plot.data <- subset(mthly.plot.df, company %in% tmp.df$company)
ploter.fn.1(plot.data[plot.data$year >= max.yr-2 ,])
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$month` is discouraged. Use `month` instead.
## Warning: Use of `plot.data$no_of_funds` is discouraged. Use `no_of_funds`
## instead.
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$month` is discouraged. Use `month` instead.
## Warning: Use of `plot.data$no_of_funds` is discouraged. Use `no_of_funds`
## instead.
![](data:image/png;base64,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)
tmp.df <- df.coys[3:4,] #Name of Top 4-6 companies
plot.data <- subset(mthly.plot.df, company %in% tmp.df$company)
ploter.fn.1(plot.data[plot.data$year >= max.yr-2,])
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$month` is discouraged. Use `month` instead.
## Warning: Use of `plot.data$no_of_funds` is discouraged. Use `no_of_funds`
## instead.
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$month` is discouraged. Use `month` instead.
## Warning: Use of `plot.data$no_of_funds` is discouraged. Use `no_of_funds`
## instead.
![](data:image/png;base64,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)
tmp.df <- df.coys[5:6,] #Name of Top 7-9 companies
plot.data <- subset(mthly.plot.df, company %in% tmp.df$company)
ploter.fn.1(plot.data[plot.data$year >= max.yr-2,])
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$month` is discouraged. Use `month` instead.
## Warning: Use of `plot.data$no_of_funds` is discouraged. Use `no_of_funds`
## instead.
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$month` is discouraged. Use `month` instead.
## Warning: Use of `plot.data$no_of_funds` is discouraged. Use `no_of_funds`
## instead.
![](data:image/png;base64,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)
tmp.df <- df.coys[7:8,] #Name of Top 10-12 companies
plot.data <- subset(mthly.plot.df, company %in% tmp.df$company)
ploter.fn.1(plot.data[plot.data$year >= max.yr-2,])
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$month` is discouraged. Use `month` instead.
## Warning: Use of `plot.data$no_of_funds` is discouraged. Use `no_of_funds`
## instead.
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$month` is discouraged. Use `month` instead.
## Warning: Use of `plot.data$no_of_funds` is discouraged. Use `no_of_funds`
## instead.
![](data:image/png;base64,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)
tmp.df <- df.coys[9:10,] #Name of Top 10-12 companies
plot.data <- subset(mthly.plot.df, company %in% tmp.df$company)
ploter.fn.1(plot.data[plot.data$year >= max.yr-2,])
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$month` is discouraged. Use `month` instead.
## Warning: Use of `plot.data$no_of_funds` is discouraged. Use `no_of_funds`
## instead.
## Warning: Use of `plot.data$year` is discouraged. Use `year` instead.
## Warning: Use of `plot.data$month` is discouraged. Use `month` instead.
## Warning: Use of `plot.data$no_of_funds` is discouraged. Use `no_of_funds`
## instead.
![](data:image/png;base64,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)
cat("Looking at the chart above we can see that there is no pattern of AMC's launching new funds. Some AMC's launch funds in Jan-Feb period while the others launch them during different times of the year.")
Looking at the chart above we can see that there is no pattern of AMC’s launching new funds. Some AMC’s launch funds in Jan-Feb period while the others launch them during different times of the year.
ploter.fn.2 <- function(rx.df, yr.1, yr.2){
rx.df <- rx.df[rx.df$year==yr.1 | rx.df$year==yr.2, ]
gg.plot <- ggplot(rx.df , aes(x=rx.df$month , y= rx.df$no_of_funds )) +
geom_line(aes(colour=rx.df$year, group=rx.df$year), show.legend = FALSE)+
geom_point(aes(colour=rx.df$year), size=3, show.legend = FALSE)+scale_fill_brewer(palette = "Set1")+
facet_wrap(~year, nrow=1, scales = "free")+
theme(axis.text.x=element_text(angle = 90, hjust = 0))+
scale_x_discrete(limits = c("January",
"February","March","April",
"May","June","July","August","September","October","November","December"))
#return(g1.plot)
gg.plot
}
pandoc.header(paste('1G.Total MFs launched since', max.yr-9 ,' to ', max.yr), 1, 'setext')
1G.Total MFs launched since 2010 to 2019
ploter.fn.2(mthly.tot.plot, max.yr-9, max.yr-8)
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$month` is discouraged. Use `month` instead.
## Warning: Use of `rx.df$no_of_funds` is discouraged. Use `no_of_funds` instead.
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$month` is discouraged. Use `month` instead.
## Warning: Use of `rx.df$no_of_funds` is discouraged. Use `no_of_funds` instead.
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)
ploter.fn.2(mthly.tot.plot, max.yr-7, max.yr-6)
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$month` is discouraged. Use `month` instead.
## Warning: Use of `rx.df$no_of_funds` is discouraged. Use `no_of_funds` instead.
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$month` is discouraged. Use `month` instead.
## Warning: Use of `rx.df$no_of_funds` is discouraged. Use `no_of_funds` instead.
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)
ploter.fn.2(mthly.tot.plot, max.yr-5, max.yr-4)
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$month` is discouraged. Use `month` instead.
## Warning: Use of `rx.df$no_of_funds` is discouraged. Use `no_of_funds` instead.
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$month` is discouraged. Use `month` instead.
## Warning: Use of `rx.df$no_of_funds` is discouraged. Use `no_of_funds` instead.
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)
ploter.fn.2(mthly.tot.plot, max.yr-3, max.yr-2)
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$month` is discouraged. Use `month` instead.
## Warning: Use of `rx.df$no_of_funds` is discouraged. Use `no_of_funds` instead.
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$month` is discouraged. Use `month` instead.
## Warning: Use of `rx.df$no_of_funds` is discouraged. Use `no_of_funds` instead.
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)
ploter.fn.2(mthly.tot.plot, max.yr-1, max.yr)
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$month` is discouraged. Use `month` instead.
## Warning: Use of `rx.df$no_of_funds` is discouraged. Use `no_of_funds` instead.
## Warning: Use of `rx.df$year` is discouraged. Use `year` instead.
## Warning: Use of `rx.df$month` is discouraged. Use `month` instead.
## Warning: Use of `rx.df$no_of_funds` is discouraged. Use `no_of_funds` instead.
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)
cat("Looking at the chart above we can see that there were two spikes in the number of new funds being lauched, first spikeis around January to February and the second spike is around November to December. In all, maximum number of funds are launched in the period from November to March. This data is being analsyed further in the document to reach conculsions regarding the performance of these funds and the subscription.")
Looking at the chart above we can see that there were two spikes in the number of new funds being lauched, first spikeis around January to February and the second spike is around November to December. In all, maximum number of funds are launched in the period from November to March. This data is being analsyed further in the document to reach conculsions regarding the performance of these funds and the subscription.
pandoc.header(paste("1H. AMC's with schemes aging more than 5 yrs as on ", Sys.Date()-30) , 1, 'setext')
1H. AMC’s with schemes aging more than 5 yrs as on 2020-04-07
old.schemes <- mfdata[mfdata$to_date - mfdata$from_date > 1825 & mfdata$to_date > Sys.Date()-30,]#schemes more than 5 yrs
old.schem.plot <- data.frame(tapply(old.schemes$name, old.schemes$n_company, length))
old.schem.plot$amc <- rownames(old.schem.plot)
old.schem.plot$no_of_funds <- old.schem.plot$tapply.old.schemes.name..old.schemes.n_company..length.
old.schem.plot <- old.schem.plot[,-1]
rownames(old.schem.plot) <- rep(1:nrow(old.schem.plot))
old.schem.plot <- old.schem.plot[order(old.schem.plot$no_of_funds, decreasing = TRUE),]
knitr::kable(old.schem.plot[1:10,], caption = colFmt("Top 10 AMC's with maximum number of Funds more than 5 years old ", "blue"))
Top 10 AMC’s with maximum number of Funds more than 5 years old
13 |
ICICI Prudential Mutual Fund |
349 |
25 |
Nippon India Mutual Fund |
269 |
1 |
Aditya Birla Sun Life Mutual Fund |
240 |
31 |
SBI Mutual Fund |
211 |
37 |
UTI Mutual Fund |
209 |
10 |
Franklin Templeton Mutual Fund |
187 |
15 |
IDFC Mutual Fund |
183 |
7 |
DSP Mutual Fund |
170 |
11 |
HDFC Mutual Fund |
168 |
18 |
Invesco Mutual Fund |
148 |
rm(old.schemes)
min_dt <- min(mfdata$from_date)
aa <- mfdata[mfdata$from_date==min_dt & mfdata$to_date >= Sys.Date()-30,]
knitr::opts_chunk$set(echo = TRUE)
aum1 <- as.data.frame(read.xlsx("amfi_aum_amcwise_one.xlsx", sheetIndex = 1))
aum2 <- as.data.frame(read.xlsx("amfi_aum_amcwise_two.xlsx", sheetIndex = 1))
period_1 <- names(aum1)[1]
period_2 <- names(aum2)[1]
pandoc.header(colFmt("Section-2: Assets Under Management(AUM)", "red"), 1, 'setext' )
Section-2: Assets Under Management(AUM)
pd1 <- colnames(aum1[1])
aum1 <- aum1[,-1]
aum1 <- aum1[-1:-5,]
colnames(aum1) <- c("amc", "period1", "fof")
aum1$period1 <- as.numeric(as.character(aum1$period1))
aum1$fof <- as.numeric(as.character(aum1$fof))
pd2 <- colnames(aum2[1])
aum2 <- aum2[,-1]
aum2 <- aum2[-1:-5,]
colnames(aum2) <- c("amc", "period2", "fof")
aum2$period2 <- as.numeric(as.character(aum2$period2))
aum2$fof <- as.numeric(as.character(aum2$fof))
#fin.table.1a[is.na(fin.table.1a)] <- 0
aum.temp1 <- aum1[1:2]
aum.temp2 <- aum2[1:2]
aum.change <- merge(aum.temp1, aum.temp2, by.x = "amc", by.y = "amc")
#aum.change <- data.frame(aum1[1], aum1[2], aum2[2])
aum.change <- aum.change[aum.change$period1 !=0 & aum.change$period2 !=0,]
aum.change <- aum.change[-which(is.na(aum.change$amc)),]
aum.change$percentchange <- 0
aum.change$percentchange <- ifelse(aum.change$period1 == 0,
100,round(100*(aum.change$period2 - aum.change$period1)/aum.change$period1,2) )
cat("Period:- ", period_1, "*** to ***", period_2)
Period:- Average.Assets.under.Management..AAUM..for.the.quarter.of.October…December.2019..Rs.in.Lakhs. *** to *** Average.Assets.under.Management..AAUM..for.the.quarter.of.January…March.2020..Rs.in.Lakhs.
ploter.fn.3 <- function(rx.df){
plot.data <- rx.df
ggplot(plot.data, aes(x=plot.data$amc, y=plot.data$percentchange, fill = rainbow(nrow(plot.data)))) +
geom_bar(stat = "identity", show.legend = FALSE)+
coord_flip()
}
pandoc.header("2A. Top 10 AMC's as per AUM", 1, 'setext')
2A. Top 10 AMC’s as per AUM
aum.plot <- aum.change[order(aum.change$period2, decreasing = TRUE),]
aum.plot <- aum.plot[1:10,]
aum.plot$amc <- factor(as.factor(aum.plot$amc), levels=aum.plot$amc)
ggplot(aum.plot, aes(x=aum.plot$amc, y=aum.plot$period2, fill=rainbow(10)))+
geom_bar(stat = "identity", show.legend = FALSE)+coord_flip()+
scale_y_continuous(name="Amount in Lakhs", labels = comma)
## Warning: Use of `aum.plot$amc` is discouraged. Use `amc` instead.
## Warning: Use of `aum.plot$period2` is discouraged. Use `period2` instead.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAABvFBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZpAAZrYAsPYAv30Av8QzMzM5tgA6AAA6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kJA6kLY6kNtNTU1NTW5NTY5Nbm5Nbo5NbqtNjshmAABmOgBmOjpmOpBmZjpmZmZmZpBmkJBmkLZmkNtmtttmtv9uTU1uTY5ubk1ubm5ubo5ujo5ujqtujshuq6tuq8huq+SOTU2OTW6Obk2Obm6Ojk2Ojm6Ojo6Oq6uOq8iOq+SOyOSOyP+QOgCQZjqQZmaQkGaQkLaQtraQttuQ2/+VkP+jpQCrbk2rbm6rjm6rq46rq8iryOSr5Mir5OSr5P+2ZgC2Zjq2Zma2kDq2kGa2kJC2tpC2tra2ttu229u22/+2///Ijk3Ijm7Iq27Iq47Iq6vIyI7IyKvI5KvI5OTI5P/I/8jI///YkADbkDrbkGbbtmbbtpDbtrbbttvb27bb29vb2//b///kq27kq47kyI7kyKvkyMjk5Kvk5Mjk5P/k/8jk/+Tk///na/Pr6+v4dm3/Yrz/tmb/yI7/25D/27b/29v/5Kv/5Mj/5OT//7b//8j//9v//+T////1xQWBAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO29i58kV5Xnlz2AsS33iEXYRHV1lZiFXRaSVkvCXW6tHlsl2N0Zu7aRsBozNgOT3RJGjayB2QGKah6mbK9STLVUnfkPO+LGjce9N27kicj7ipO/7+ej7qyoiHvyxLnnq3hl9mwNAABgFLPYbwAAAKYKBAoAACOBQAEAYCQQKAAAjAQCBQCAkUCgAAAwEggUAABGAoECAMBIIFAAABgJBAoAACOBQAEAYCQQKAAAjAQCBQCAkUCgqfD/UhmwqiuCR0SOfkIGD8gvR61tIdBUGFBBj9PDEjJ4QOToJWTwgPxy1NoWAk2FARX0OD0sIYMHRI5eQgYPyC9HrW0h0FQYUEGP08MSMnhA5OglZPCA/HLU2hYCTYUBFfQ4PSwhgwdEjl5CBg/IL0etbSHQVBhQQY/TwxIyeEDk6CVk8ID8ctTaFgJNhQEV9Dg9LCGDB0SOXkIGD8gvR61tIdBUGFBBj9PDEjJ4QOToJWTwgPxy1NoWAk2FARX0OD0sIYMHRI5eQgYPyC9HrW0h0FQYUEGP08MSMnhA5OglZPCA/HLU2hYCTYUBFfQ4PSwhgwdEjl5CBg/IL0etbSHQVBhQQY/TwxIyeEDk6CVk8ID8ctTaFgJNhQEV9Dg9LCGDB0SOXkIGD8gvR61tIdBUoFfw/9klPLaCtluDRaoC8pOLGZBfjlrbQqCpQK9gbKcFxWMraLs1WKQqID+5mAH55ai1LQSaCvQKxnZaUDy2grZbg0WqAvKTixmQX45a20KgqUCvYGynBcVjK2i7NVikKiA/uZgB+eWotS0Emgr0CsZ2WlA8toK2W4NFqgLyk4sZkF+OWttCoKlAr2BspwXFYytouzVYpCogP7mYAfnlqLUtBJoK9ArGdlpQPLaCtluDRaoC8pOLGZBfjlrbQqCpQK9gbKcFxWMraLs1WKQqID+5mAH55ai1LQSaCvQKxnZaUDy2grZbg0WqAvKTixmQX45a20KgqUCvYGynBcVjK2i7NVikKiA/uZgB+eWotS0Emgr0CsZ2WlA8toK2W4NFqgLyk4sZkF+OWttCoKlAr2BspwXFYytouzVYpCogP7mYAfnlqLUtBJoK9ArGdlpQPLaCtluDRaoC8pOLGZBfjlrbQqCpQK9gbKcFxWMraLs1WKQqID+5mAH55ai1LQSaCvQKxnZaUDy2grZbg0WqAvKTixmQX45a20KgqUCvYGynBcVjK2i7NVikKiA/uZgB+eWotS0Emgr0CsZ2WlA8toK2W4NFqgLyk4sZkF+OWttCoKlAr2BspwXFYytouzVYpCogP7mYAfnlqLUtBJoK9ArGdlpQPLaCtluDRaoC8pOLGZBfjlrbQqCpQK9gbKcFxWMraLs1WKQqID+5mAH55ai1LQSaCvQKxnZaUDy2grZbg0WqAvKTixmQX45a20KgqUCvYGynBcVjK2i7NVikKiA/uZgB+eWotS0Emgr0CsZ2WlA8toK2W4NFqgLyk4sZkF+OWttCoKlAr2BspwXFYytouzVYpCogP7mYAfnlqLUtBJoK9ArGdlpQPLaCtluDRaoC8pOLGZBfjlrbQqCpQK9gbKcFxWMraLs1WKQqID+5mAH55ai1LQSaCvQKxnZaUDy2grZbg0WqAvKTixmQX45a20KgqUCvYGynBcVjK2i7NVikKiA/uZgB+eWotS0Emgr0CsZ2WlA8toK2W4NFqgLyk4sZkF+OWttCoKlAr2BspwXFYytouzVYpCogP7mYAfnlqLUtBJoK9ArGdlpQPLaCtluDRaoC8pOLGZBfjlrbMhHo5fzGB+v11VFW8sIbf5SLs4ri9zl/uJcv2nvpUWvb5f6Lb13I16v3Xv3WB+rQq3df7gl8dXSjWt8M1sMyO9SW0CsY22lB8dgK2m4NFqkKyE8uZkB+OWpty1OguSOPy8Wq01an1Y93mm2X+Y8nzWtdfqbq2kCgnvHYCtpuDRapCshPLmZAfjlqbctMoPVxZunEcnFNLtj94/xg85MHbYMus/15ZbPF/nwLgW72Zs+o9ArGdlpQPLaCtluDRaoC8pOLGZBfjlrb8hToen0mjgI1py2yg4v2r0uW2c278qero28fQaBJ4bEVtN0aLFIVkJ9czID8ctTalqtA85P1E91prZ/yX9eHoMvs4KE8h1/ufV8MsSh/e5Ydlif9h60lxV+PX8kX7r9x0SPQ9gaL7OT8VpbJK6/n82zvGAIl4rEVtN0aLFIVkJ9czID8ctTalqtAS3N1Ok3wyUX9Mhfo7+U5/OLGzykCfSAvdR6SBfpCc2l0IV6+BoHS8NgK2m4NFqkKyE8uZkB+OWpty1agl/P8dF1xWnlQapIL9E+nYr2ro8MrTaDVyba6ZO/t/PV5tvcOVaDZ4UVx5HkiNj5erxZZLdBnJPRkYzstKPTdAkB4GAs0f93cGBcHi7nwOsgFenEm3Jr/SRGofC2E3HkX3txAXHsVi8rl+bYQKIkBkwCA4ECgQqDCkqv8OJQi0IJPfve9uxldoIfV6+pNnOEUnobHkzFttwaLVAXkd3prBuSXo9a23AWqnMLbBSq2vJwfrkkCfXJXmvKEegpfv67Wx00kIh5bQdutwSJVAfnJxQzIL0etbdkKtNAi+RroRXGjvDiDJwm0ONTcu/36+8YpPEGg1UoQKBGPraDt1mCRqoD85GIG5Jej1rZsBdpxF7592rzMXr6oX+YCXRY33POVCQItrl8W25rXQHEE6h6PraDt1mCRqoD85GIG5Jej1rZcBXp11PscaHVZskAINN/0Z/P6saRegVaXMUWI4QLFNdBBeGwFbbcGi1QF5CcXMyC/HLW25SrQB+LGt/WTSOIRJIkQ6Op079VCueUQpd7KW+WlQFtLKgcui8+DWgXaHsKUaesufAW9grGdFhSPraDt1mCRqoD85GIG5Jej1rYsBbr6wyulIC2fhX9yT/0sfKHVs/I593KI3I3H6yenWSnQ4tetJeUp/Oph1ivQ9hDaBdQ769WDDAKl4bEVtN0aLFIVkJ9czID8ctTalplAm29jOmkWN9S3z9VvYyoPVsVfpRDLzx/d+Gl1y+jgor1kWQ5x8LB1TdMI1t5AuYV/hk8iDcFjK2i7NVikKiA/uZgB+eWotS1Pgb7wxkVrcZvHr5jfByrMKT8dL4W4yo9Rbz4qz95/K9TaXvI49/D+cfP807orWGsD9SHS81v4LDwdj62g7dZgkaqA/ORiBuSXo9a2TATKAHoFYzstKB5bQdutwSJVAfnJxQzIL0etbSHQVKBXMLbTguKxFbTdGixSFZCfXMyA/HLU2hYCTQV6BWM7LSgeW0HbrcEiVQH5ycUMyC9HrW0h0FSgVzC204LisRW03RosUhWQn1zMgPxy1NoWAk0FegVjOy0oHltB263BIlUB+cnFDMgvR61tIdBUoFcwttOC4rEVtN0aLFIVkJ9czID8ctTaFgJNBXoFYzstKB5bQdutwSJVAfnJxQzIL0etbSHQVKBXMLbTguKxFbTdGixSFZCfXMyA/HLU2hYCTQV6BWM7LSgeW0HbrcEiVQH5ycUMyC9HrW0h0FSgVzC204LisRW03RosUhWQn1zMgPxy1NoWAk0FegVjOy0oHltB263BIlUB+cnFDMgvR61tIdBUoFcwttOC4rEVtN0aLFIVkJ9czID8ctTaFgJNBXoFYzstKB5bQdutwSJVAfnJxQzIL0etbSHQVKBXMLbTguKxFbTdGixSFZCfXMyA/HLU2hYCTQV6BWM7LSgeW0HbrcEiVQH5ycUMyC9HrW0h0FSgVzC204LisRW03RosUhWQn1zMgPxy1NoWAk0FegVjOy0oHltB263BIlUB+cnFDMgvR61tIdBUoFcwttOC4rEVtN0aLFIVkJ9czID8ctTaFgJNBXoFYzstKB5bQdutwSJVAfnJxQzIL0etbSHQVKBXMLbTguKxFbTdGixSFZCfXMyA/HLU2hYCTQV6BWM7LSgeW0HbrcEiVQH5ycUMyC9HrW0h0FSgVzC204LisRW03RosUhWQn1zMgPxy1NoWAk0FegVjOy0oHltB263BIlUB+cnFDMgvR61tIdBUoFcwttOC4rEVtN0aLFIVkJ9czID8ctTaFgJNBXoFYzstKB5bQdutwSJVAfnJxQzIL0etbSHQVKBXMLbTguKxFbTdGixSFZCfXMyA/HLU2hYCTQV6BWM7LSgeW0HbrcEiVQH5ycUMyC9HrW0h0FSgVzC204LisRW03RosUhWQn1zMgPxy1NoWAk2FARX0OD0sIYMHRI5eQgYPyC9HrW0h0FQYUEGP08MSMnhA5OglZPCA/HLU2hYCTYUBFfQ4PSwhgwdEjl5CBg/IL0etbSHQVBhQQY/TwxIyeEDk6CVk8ID8ctTaFgJNhQEV9Dg9LCGDB0SOXkIGD8gvR61tIdBUGFBBj9PDEjJ4QOToJWTwgPxy1NoWAk2FARX0OD0sIYMHRI5eQgYPyC9HrW0h0FQYUEGP08MSMnhA5OglZPCA/HLU2hYCTQV6Bf9bUOK2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am0LgaYCvYKxvZUMbhvD6WiUgPzkYgbkl6PWthBoKtArGNtbyeC2MZyORgnITy5mQH45am27pUAv51nFjQ82r36W3ZGvro7y9Zsf1ZVadK1gQ4ypsHr35c2bLfdffOui2uC9V781aIxWzEH7YpkdakvoFYztrWRw2xhOR6ME5CcXMyC/HLW25S1QU1MdLPMwJ83rYWNAoBFx2xhOR6ME5CcXMyC/HLW23VqgFG/WaALtYdPvadsQBbo/r1Zb7BsJDRDogLcMgTrAbWM4HY0SkJ9czID8ctTaFgLNV7p5V254dfTtgWNAoBFx2xhOR6ME5CcXMyC/HLW2dSrQZXbnfJ7dfGe9fvxKfiK7/0ZxaXGRnZzfyrKXHq0rgV7O995pTuHbv29oy/DJvfzk+Lb4fb7y5d1s79+t17+dZ/tvN0uKUHKbevXVaXE6fSgWZVUEM9wyO3goz+GXe98XYyxK0Z9lh9UYzZLiryY9q0DbG6gx8120dwyBOsBtYzgdjRKQn1zMgPxy1NrWsUBfzN11cLF+IK8FHgqTvFBfFxTGzP15sm4L9IWO64bmtcW9EzHY6+KnOwux6J1myWG1TbN6LdClMoIeLhfo7+U5/OLGzykCbaVHFGgrpnjn2WsQ6Pa4bQyno1EC8pOLGZBfjlrbOhZoYc/i773i4PBcGi47vCgOu05KgV4dFa/aAm1+39CIKV//5Yv16mFWmi3/IX+dH8Otn5yWcsoOHpWbi22U1cvjvFypL/1xvXpgvJ3qXR/86VREuzo6vNIEWo2hLmnSIwq0ibks3vpqkdUCfUZC3+mxvZUM9F0GgB+c3YUvfLAUiqrlkR+9nRQ/HFxUy3Jj5guLX7YF2vy+oRGTPGtur5xHvSPC5T8syuO6s/y1HLO1eim/atGilJkerhjmTPg0/5Mi0HZ6nXfhzQ2amOXy1SkEuj30XQaAHxwL9KB6oHL9ye++dzcrBSpUIUxyVpx7C7G0Bdr8vqEW0+q0lHIeSuiytK9YJgVaj1f8p64u5Fd6vFlfD1csliuWY2wSaDs9okDrmPKt6+mucQo/ArenZk5HowTkd3prBuSXo9a2jk/hpUCf3JUqOVFNclY/2tkWqKqmkpZA209Xdgn0pFytvDGlrr4sL1NKp4oxzXDL6uD1cn64Jgm0lR7xFL5+Xa2Pm0gOcNsYTkejBOQnFzMgvxy1tnUs0EO5NMv2br/+/mmHQF+cC52RBXp1pAr0ZN0rUHX1pXKfp0egYpizWoj9Am2nN1Sg1UoQqAPcNobT0SgB+cnFDMgvR61tfQi0uMB3sW6ugbYFeijVNUCg8vhRQBBoe3XyEWixZnEGTxGokh6OQCPitjGcjkYJyE8uZkB+OWpt60OglbHK++2qQLvuwm86hW/dnu8S6J3qjchT+NbqnddAOwWab/uzeX242itQJb3hAsU1UGe4bQyno1EC8pOLGZBfjlrb+hToMtMFKW+Nl8KiCVTcXy9Hq483VYGKX9dHd8rqnXfhOwWaH8G+Wotd/ra8Vd4eQyxR0rMKtD2EKdPWXfgKegVjeysZ3DaG09EoAfnJxQzIL0etbf2dwhdPa3YKVDzIRBdofqB38Ggtn6LsEmj9jGX1HGiz+rJ66umlP64/uSefA+0UaHF5tohYxs3dKJ4zLQVa/Lq1REnPKtD2ENoF1DvFM6kQ6Pa4bQyno1EC8pOLGZBfjlrbermJtCzv4hw81O1RfZRTPi5EEmj1OaKs+Fa5LoG+lsl7+1J+rdUvyw9GqZ9E6hZovupB/dHM8l7+jZ9Wt4wOLtpL2ulZBdreQIl5hk8iucJtYzgdjRKQn1zMgPxy1NrWi0DXj+9m2f6xedFRfplIfi49QKDyw+1vl1t23ETKjzbzYNpn4cXqxSfmCy0qn4XvFmj7Af/8p3yDm4/KfMox2kta6dm/TKS1gRrz/BY+C+8Gt43hdDRKQH5yMQPyy1Fr28l/I/1C/QjodKFXMLa3ksFtYzgdjRKQn1zMgPxy1NoWAk0FegVjeysZ3DaG09EoAfnJxQzIL0etbSHQVKBXMLa3ksFtYzgdjRKQn1zMgPxy1NoWAk0FegVjeysZ3DaG09EoAfnJxQzIL0etbSHQVKBXMLa3ksFtYzgdjRKQn1zMgPxy1Np28gJlA72Csb2VDG4bw+lolID85GIG5Jej1rYQaCrQKxjbW8ngtjGcjkYJyE8uZkB+OWptC4GmAr2Csb2VDG4bw+lolID85GIG5Jej1rYQaCrQKxjbW8ngtjGcjkYJyE8uZkB+OWptC4GmAr2Csb2VDG4bw+lolID85GIG5Jej1rYQaCrQKxjbW8ngtjGcjkYJyE8uZkB+OWptC4GmAr2Csb2VDG4bw+lolID85GIG5Jej1rYQaCrQKxjbW8ngtjGcjkYJyE8uZkB+OWptC4GmAr2Csb2VDG4bw+lolID85GIG5Jej1rYQaCrQKxjbW8ngtjGcjkYJyE8uZkB+OWptC4GmAr2Csb2VDG4bw+lolID85GIG5Jej1rYQaCrQKxjbW8ngtjGcjkYJyE8uZkB+OWptC4GmAr2Csb2VDG4bw+lolID85GIG5Jej1rYQaCrQKxjbW8ngtjGcjkYJyE8uZkB+OWptC4GmAr2Csb2VDG4bw+lolID85GIG5Jej1rYQaCrQKxjbW8ngtjGcjkYJyE8uZkB+OWptC4GmAr2Csb2VDG4bw+lolID85GIG5Jej1rYQaCrQKxjbW8ngtjGcjkYJyE8uZkB+OWptC4GmAr2Csb2VDG4bw+lolID85GIG5Jej1rYQaCrQKxjbW8ngtjGcjkYJyE8uZkB+OWptC4GmAr2Csb2VDG4bw+lolID85GIG5Jej1rYQaCrQKxjbW8ngtjGcjkYJyE8uZkB+OWptC4GmAr2Csb2VDG4bw+lolID85GIG5Jej1rYQaCoMqKDH6WEJGTwgcvQSMnhAfjlqbQuBpsKACnqcHpaQwQMiRy8hgwfkl6PWthBoKgyooMfpYQkZPCBy9BIyeEB+OWptC4GmwoAKepwelpDBAyJHLyGDB+SXo9a2EGgqDKigx+lhCRk8IHL0EjJ4QH45am0LgabCgAp6nB6WkMEDIkcvIYMH5Jej1rYQaCoMqKDH6WEJGTwgcvQSMnhAfjlqbQuBpsKACnqcHpaQwQMiRy8hgwfkl6PWthBoKtAr+N+B0fTsVgfNNQiGcjED8stRa1sINBXoFYwtoSnTs1sdNNcgGMrFDMgvR61tIdBUoFcwtoSmTM9uddBcg2AoFzMgvxy1toVAU4FewdgSmjI9u9VBcw2CoVzMgPxy1NoWAk0FegVjS2jK9OxWB801CIZyMQPyy1FrWwg0FegVjC2hKdOzWx001yAYysUMyC9HrW0h0FSgVzC2hKZMz2510FyDYCgXMyC/HLW2hUBTgV7B2BKaMj271UFzDYKhXMyA/HLU2hYCTQV6BWNLaMr07FYHzTUIhnIxA/LLUWtbCDQV6BWMLaEp07NbHTTXIBjKxQzIL0etbSHQVKBXMLaEpkzPbnXQXINgKBczIL8ctbaFQFOBXsHYEpoyPbvVQXMNgqFczID8ctTaFgJNBXoFY0toyvTsVgfNNQiGcjED8stRa1sINBXoFYwtoSnTs1sdNNcgGMrFDMgvR61tIdBUoFcwtoSmTM9uddBcg2AoFzMgvxy1toVAU4FewdgSmjI9u9VBcw2CoVzMgPxy1NoWAk0FegVjS2jK9OxWB801CIZyMQPyy1FrWwg0FegVjC2hKdOzWx001yAYysUMyC9HrW0h0FSgVzC2hKZMz2510FyDYCgXMyC/HLW2hUBTgV7B2BKaMj271UFzDYKhXMyA/HLU2hYCTQV6BWNLaMr07FYHzTUIhnIxA/LLUWtbCDQV6BWMLaEp07NbHTTXIBjKxQzIL0etbSHQVKBXMLaEpkzPbnXQXINgKBczIL8ctbaFQFOBXsHYEpoyPbvVQXMNgqFczID8ctTaFgJNBXoFY0toyvTsVgfNNQiGcjED8stRa1sINBXoFYwtoSnTs1sdNNcgGMrFDMgvR61tIdBUoFcwtoSmTM9uddBcg2AoFzMgvxy1toVAU4FewdgSmjI9u9VBcw2CoVzMgPxy1NoWAk0FegVjS2jK9OxWB801CIZyMQPyy1FrWwg0FegVjC2hKdOzWx001yAYysUMyC9HrW0h0FSgVzC2hKZMz2510FyDYCgXMyC/HLW25SnQ1Wl2x1x61rVwvV7uv/jWRbXhe69+6wNtrHdf7ol0dXSjWv9ynlXc+KBnkzJodqgtoVcwtoSmTM9uddBcg2AoFzMgvxy1tuUp0NxlBxfGUptAc+OdNK91+ZmqawOBToue3eqguQbBUC5mQH45am3LU6CLG/927x3qystsf17ZbLE/30Kgm73ZMyq9grElNGV6dquD5hoEQ7mYAfnlqLUtS4FeHR2c92pPYZndvCvVd3X07SMIlDM9u9VBcw2CoVzMgPxy1NqWpUCX2Z1KbMvyXF7IrTyFf/JKfo79wnF77YOH8hx+ufd9sd2iPNk/yw5Xp8Up+WFrSfHX42KM/TcuegTa3mCRnZzfyrKXHonfnM+zvWMINA49u9VBcw2CoVzMgPxy1NqWpUAX+fn7QjpRiCzX4Im8BlpdqWz8lQv09/IcfnHj5xSBPsjqMYgCfaG5NLoQL1+DQKPQs1sdNNcgGMrFDMgvR61tOQr0cp4fdcpDz/yH3KZn4odCoLkQ/8f85eN5c400X/NPp8JtV0eHV5pAq5Ntdcne2/nr8ywfgyjQ7PCiOPI8ERsfr1eLxuDPSOj5xZbQlBk5pQDohqNAxZHm1ZFUZK4w+bpYXi9uKFR7Jo5X8z8pApWvxWFt5114cwMhc7GoXJ5vC4HGYPhsAqAHhgJdncpT5Tvyx+xWJTNxBHrzfXX9QqDCksWGFIEWfPK7793N6AI9rF5XAj/DKXwUenarg9O7QTA8vTUD8stRa1uGAr0sL2guq6cx64dCxZHpWWG4m2+1nhItBCo8WGxIEuiTu9KUJ9RT+Pp1c3MLAo1Bz2510FyDYCgXMyC/HLW2ZSjQs/p59vI20tWRlFV5F764H57zcq1QcbW0uOd0VguxX6DFoebe7dffN07hCQKtVoJA49CzWx001yAYysUMyC9HrW35CTT3ZftUuhTqSflCntS/VzyFVH8qSQh0Wdxwz91GEGhx/bKwr3kNFEegydOzWx001yAYysUMyC9HrW35CbRW02V5pz332v85F+fwrY9yrh42n/UUAs3F9rN5/VhSr0Cry5i5qccIFNdAY9KzWx001yAYysUMyC9HrW35CbR6AFR+o4g4TiwNVgi0stzlXBXo6nTv1WLDUoil3spb5aVAW0sqBy4zcVffItD2EKZMW3fhK+gVjC2hKdOzWx001yAYysUMyC9HrW3ZCbRltLOseh60dJ68C3/waL1+0hLYUj4kKuXEUdEAACAASURBVG46lZvnbjwu1ikFWvy6taQ8hc+PYXsF2h5Cu4Cav4sHGQQahZ7d6qC5BsFQLmZAfjlqbctOoK1z49xVJ/UjoLkFlU8i3axlVxpS3qsvhVh+/ujGT6tbRgcX7SXLcoSDh61rmmtdoO0NlFv4Z/gkUkR6dquD5hoEQ7mYAfnlqLUtN4GWH9qsXx+2H3qXn4W/N5efY5eUApVfISqFuLqXK/ZRefb+W6HW9pLHd/MRjpvnn0q0LxNpbaA+RHp+C5+Fj0bPbnXQXINgKBczIL8ctbblJtDpQq9gbAlNmZ7d6qC5BsFQLmZAfjlqbQuBpgK9grElNGV6dquD5hoEQ7mYAfnlqLUtBJoK9ArGltCU6dmtDpprEAzlYgbkl6PWthBoKtArGFtCU6ZntzporkEwlIsZkF+OWttCoKlAr2BsCU2Znt3qoLkGwVAuZkB+OWptC4GmAr2CsSU0ZXp2q4PmGgRDuZgB+eWotS0Emgr0CsaW0JTp2a0OmmsQDOViBuSXo9a2EGgq0CsYW0JTpme3OmiuQTCUixmQX45a20KgqUCvYGwJTZme3eqguQbBUC5mQH45am0LgaYCvYKxJTRlenarg+YaBEO5mAH55ai1LQSaCvQKxpbQlOnZrQ6aaxAM5WIG5Jej1rYQaCrQKxhbQlOmZ7c6aK5BMJSLGZBfjlrbQqCpQK9gbAlNmZ7d6qC5BsFQLmZAfjlqbQuBpgK9grElNGV6dquD5hoEQ7mYAfnlqLUtBJoK9ArGltCU6dmtDpprEAzlYgbkl6PWthBoKtArGFtCU6ZntzporkEwlIsZkF+OWttCoKlAr2BsCU2Znt3qoLkGwVAuZkB+OWptC4GmAr2CsSU0ZXp2q4PmGgRDuZgB+eWotS0Emgr0CsaW0JTp2a0OmmsQDOViBuSXo9a2EGgq0CsYW0JTpme3OmiuQTCUixmQX45a20KgqUCvYGwJTZme3eqguQbBUC5mQH45am0LgaYCvYKxJTRlenarg+YaBEO5mAH55ai1LQSaCvQKxpbQlOnZrQ6aaxAM5WIG5Jej1rYQaCrQKxhbQlOmZ7c6aK5BMJSLGZBfjlrbQqCpQK9gbAlNmZ7d6qC5BsFQLmZAfjlqbQuBpgK9grElNGV6dquD5hoEQ7mYAfnlqLUtBJoK9ArGltCU6dmtDpprEAzlYgbkl6PWthBoKtArGFtCU6ZntzporkEwlIsZkF+OWttCoKkwoIIep4clZPCAyNFLyOAB+eWotS0EmgoDKuhxelhCBg+IHL2EDB6QX45a20KgqTCggh6nhyVk8IDI0UvI4AH55ai1LQSaCgMq6HF6WEIGD4gcvYQMHpBfjlrbQqCpMKCCHqeHJWTwgMjRS8jgAfnlqLUtBJoKAyrocXpYQgYPiBy9hAwekF+OWttCoKkwoIIep4clZPCAyNFLyOAB+eWotS0EmgoDKuhxelhCBg+IHL2EDB6QX45a20KgqUCv4P8H/OCx7brqyE8uZkB+OWptC4GmAr2CsT3DFo9t11VHfnIxA/LLUWtbCDQV6BWM7Rm2eGy7rjryk4sZkF+OWttCoKlAr2Bsz7DFY9t11ZGfXMyA/HLU2hYCTQV6BWN7hi0e266rjvzkYgbkl6PWthBoKtArGNszbPHYdl115CcXMyC/HLW2hUBTgV7B2J5hi8e266ojP7mYAfnlqLUtBJoK9ArG9gxbPLZdVx35ycUMyC9HrW0h0FSgVzC2Z9jise266shPLmZAfjlqbQuBpgK9grE9wxaPbddVR35yMQPyy1FrWwg0FegVjO0Ztnhsu6468pOLGZBfjlrbQqCpQK9gbM+wxWPbddWRn1zMgPxy1NoWAk0FegVje4YtHtuuq4785GIG5Jej1rYQaCrQKxjbM2zx2HZddeQnFzMgvxy1toVAU4FewdieYYvHtuuqIz+5mAH55ai1LQSaCvQKxvYMWzy2XVcd+cnFDMgvR61tIdBUoFcwtmfY4rHtuurITy5mQH45am0LgaYCvYKxPcMWj23XVUd+cjED8stRa1sINBXoFYztGbZ4bLuuOvKTixmQX45a20KgqUCvYGzPsMVj23XVkZ9czID8ctTaFgJNBXoFY3uGLR7brquO/ORiBuSXo9a2EGgq0CsY2zNs8dh2XXXkJxczIL8ctbaFQFOBXsHYnmGLx7brqiM/uZgB+eWotS0Emgr0Csb2DFs8tl1XHfnJxQzIL0etbSHQVKBXMLZn2OKx7brqyE8uZkB+OWptC4GmAr2CsT3DFo9t11VHfnIxA/LLUWtbCDQV6BWM7Rm2eGy7rjryk4sZkF+OWttCoKlAr2Bsz7DFY9t11ZGfXMyA/HLU2hYCTQV6BWN7hi0e266rjvzkYgbkl6PWthBoKtArGNszbPHYdl115CcXMyC/HLW2hUBTgV7B2J5hi8e266ojP7mYAfnlqLUtV4FeHd34oP3yLGtxZ305r3+9Xu6/+NaFfL1679VvfaCOtHr3ZVqcy3kd4MYHPZuUQbNDbQm9grE9wxaPbddVR35yMQPyy1FrWwg0d1mWnTSvdfmZqrPEgUCnjse266ojP7mYAfnlqLXtrghUe6UKdH9e2WyxP99CoJu92TMqvYKxPcMWj23XVUd+cjED8stRa1sINHfZzbvyp6ujbx9BoDuLx7brqiM/uZgB+eWotS0Emrvs4KE8h1/ufV+sssjP8nPOssPVaXFKfthaUvz1+JV84f4bFz0CbW+wyE7Ob2XZS4/Eb87n2d4xBJogHtuuq4785GIG5Jej1rYQaCHQ38tz+MWNn1ME+kBe6jwkC/SF5tLoQrx8DQJND49t11VHfnIxA/LLUWtbCLQQ6J9OxY9XR4dXmkCrk211yd7b+evzbO8dqkCzw4viyPNEbHy8Xi2yWqDPSOi5xfYMW4ZMMAAKINBCoBdn4hw+/5MiUPk6Pzg96b4Lb25wcFEtKpfn20KgyTF0kgEAgQqBCkuu8uNQikALPvnd9+5mdIEeVq+vjvLD1vZANfRziNieYYvHE7+uOvI7vTUD8stRa1sIVAhU/OZyfrgmCfTJXWnKE+opfP26Wh83kRLEY9t11ZGfXMyA/HLU2hYCFQItbpQXZ/AkgRaHmnu3X3/fOIUnCLRaCQJNEI9t11VHfnIxA/LLUWtbvgItT5XXbbH1CHRZ3HDPlxEEWly/LC5pmtdAcQQ6bTy2XVcd+cnFDMgvR61tuQpU2K1kWd7CWfcKNP/Vz+b1Y0m9Aq3cfHU0SqC4BposHtuuq4785GIG5Jej1rZcBZobSmozV+kduaxHoKvTvVcL5ZarlHorb5WXAm0tqRy4LD5UbxVoewhTpq278BX0Csb2DFs8tl1XHfnJxQzIL0etbdkK9HKe3Xw///sPd7OOq6GGQItvGykWlavkbjxePznNSoEWv24tKU/hVw+zXoG2h9AuoN5Zrx5kEGh6eGy7rjryk4sZkF+OWtuyFeh6WT1VVF8M7RVoLraD+qOZ5eePbvy0umV0cNFesizHPXjYuqa51gXa3kC5hX+GTyKlise266ojP7mYAfnlqLUtX4GuV+/eqj6xLukTqDzTl6us7mXZzUfl2ftvhVrbSx7fzcc9bp5/MsdUh1AfIj2/hc/Cp4nHtuuqIz+5mAH55ai1LWOBTgx6BWN7hi0e266rjvzkYgbkl6PWthBoKtArGNszbPHYdl115CcXMyC/HLW2hUBTgV7B2J5hi8e266ojP7mYAfnlqLUtBJoK9ArG9gxbPLZdVx35ycUMyC9HrW0h0FSgVzC2Z9jise266shPLmZAfjlqbQuBpgK9grE9wxaPbddVR35yMQPyy1FrWwg0FegVjO0Ztnhsu6468pOLGZBfjlrbQqCpQK9gbM+wxWPbddWRn1zMgPxy1NoWAk0FegVje4YtHtuuq4785GIG5Jej1rYQaCrQKxjbM2zx2HZddeQnFzMgvxy1toVAU4FewdieYYvHtuuqIz+5mAH55ai1LQSaCvQKxvYMWzy2XVcd+cnFDMgvR61tIdBUoFcwtmfY4rHtuurITy5mQH45am0LgaYCvYKxPcMWj23XVUd+cjED8stRa1sINBXoFYztGbZ4bLuuOvKTixmQX45a20KgqUCvYGzPsMVj23XVkZ9czID8ctTaFgJNBXoFY3uGLR7brquO/ORiBuSXo9a2EGgq0CsY2zNs8dh2XXXkJxczIL8ctbaFQFOBXsHYnmGLx7brqiM/uZgB+eWotS0Emgr0Csb2DFs8tl1XHfnJxQzIL0etbSHQVKBXMLZn2OKx7brqyE8uZkB+OWptC4GmAr2CsT3DFo9t11VHfnIxA/LLUWtbCDQV6BWM7Rm2eGy7rjryk4sZkF+OWttCoKlAr2Bsz7DFY9t11ZGfXMyA/HLU2hYCTQV6BWN7hi0e266rjvzkYgbkl6PWthBoKtArGNszbPHYdl115CcXMyC/HLW2hUBTgV7B2J5hi8e266ojP7mYAfnlqLUtBJoK9ArG9gxbPLZdVx35ycUMyC9HrW03CfRXvnwBNAZU0OP0sIQMHhA5egkZPCC/HLW2tQr06d9+4e/X60+fnz33E8/mAIIBFfQ4PSwhgwdEjl5CBg/IL0etbW0C/ej67C9Kgc6ufdO3O8AaAlUDIkcvIYMH5Jej1rYWgX58fTb73G/yF//4neuza3/jWx4AAlUDIkcvIYMH5Jej1rYWgd6ffbY6c3/65uzzPsUBSgZU0OP0sIQMHhA5egkZPCC/HLW27Rbop8+3jjo/vl6czAPPDKigx+lhCRk8IHL0EjJ4QH45am1rE2jLmcoPwBcDKuhxelhCBg+IHL2EDB6QX45a2+IINBUGVNDj9LCEDB4QOXoJGTwgvxy1trVeA/1852vgjQEV9Dg9LCGDB0SOXkIGD8gvR61tLQL9aDZ77tfi1T//YDbDc0wBoFfwfwGTYGMnbtfJI4BAHYyvYnsO9P5sNrv27LPPXs//xgFoCOgVjC0GQGNjJ27XySOAQB2Mr2IT6NMfziTX/o1vdYACegVjiwHQ2NiJ23XyCCBQB+Or2D8L//SXX82PQL/4H37j1xtAQq9gbDEAGhs7cbtOHgEE6mB8FXwbUyrQKxhbDIDGxk7crpNHAIE6GF8FAk0FegVjiwHQ2NiJ23XyCCBQB+Or2AX6jz+q+TucxvuHXsHYYgA0Nnbidp08AgjUwfgqNoH+w/VZAx6kDwC9grHFAGhs7MTtOnkEEKiD8VXsz4FCoGGhVzC2GACNjZ24XSePAAJ1ML5Kt0Cfvjm79te/qvm1f30AegVjiwHQ2NiJ23XyCCBQB+Or2D4Lj08fhYZewdhiADQ2duJ2nTwCCNTB+CqEb2MCQaBXMLYYAI2NnbhdJ48AAnUwvortFB4CDQ29grHFAGhs7MTtOnkEEKiD8VUsN5E+xCl8aOgVjC0GQGNjJ27XySOAQB2Mr2IRqPKFoCAE9ArGFgOgsbETt+vkEUCgDsZXsT0H+ufnZ5/9WsW/woP0/qFXMLYYAI2NnbhdJ48AAnUwvopNoD/Ac6CBoVcwthgAjY2duF0njwACdTC+ivUaKAQaGHoFY4sB0NjYidt18gggUAfjq/Q8SI/z9qDQKxhbDIDGxk7crpNHAIE6GF+F8I/KgSDQKxhbDIDGxk7crpNHAIE6GF8FD9KnAr2CscUAaGzsxO06eQQQqIPxVfAgfSrQKxhbDIDGxk7crpNHAIE6GF/FehPpy96NARToFYwtBkBjYydu18kjgEAdjK9iEejTN699w7syQBt6BWOLAdDY2InbdfIIIFAH46tYTuG/+9XZ7NoX8SB9QOgVjC0GQGNjJ27XySOAQB2Mr2L9Ojs8BxoYegVjiwHQ2NiJ23XyCCBQB+OrQKCpQK9gbDEAGhs7cbtOHgEE6mB8FfyrnKlAr2BsMQAaGztxu04eAQTqYHwVCDQV6BWMLQZAY2MnbtfJI4BAHYyvAoGmAr2CscUAaGzsxO06eQQQqIPxVXoE+rT6N+V++S9xDdQ/9ArGFgOgsbETt+vkEUCgDsZXsX4f6Hec3ES6nB9clK8eZNmJ+rvVuy/rq59ld9QFy/0X37qo1n/v1W99oG2waG1gbFyNkR32vscNMTreZouroxvV+pfzrOKG/j4Jb4pewdhiADQ2duJ2nTwCCNTB+CrWb6Rv34X/3PYCPTP82SU2U6BZs92yQ0xOBNofo39zCBTY2NiJ23XyCCBQB+Or2L8P9NoXv3q9+G+2zWeSKoF2+JMo0P15tdZif94rUBubBdobY4BAN3uzZ1R6BWOLAdDY2InbdfIIIFAH46tYvw/0c78p/vxm4dLPjf8gkhRolz+JAr15V2rp6ujbR54E2hsDAgXj2NiJ23XyCCBQB+Or9H4faPmVIve3+Bc6S4GeN/58ci8/w33p0Xq9Oi3OdQuLPH4lf7H/RinaO2KjvXdqzxw8lNsu974vZdXaIBfo5d18wHrjRXZyfquMkHM+z/aOhauW2Z38h5vvKFtbY0gvn2WH1dtslqjvwCrQ9ga2N6VAr2BsMQAaGztxu04eAQTqYHyV3u8D/Wj2+frPcQiBLlvXGMvrhHsnjUAfyOuGh2vpwNyf9eFqLrffy/PrxY2fl7Jqb7DIXhQjFpqWAn2huQq5EC9fKwVarJiv1t7aGmODQFtjEAXa/aYU6BWMLQZAY2MnbtfJI4BAHYyvskGgxdn7p8+PP4cvBJr787j+MXvpj+vVg6w4xCwPwpbZ3tvr4iC1WFQ48Oqodbqfy+1Pp8I7V0eHpayUDXIbHTwqjulOaoFmhxdyQb7m8Xq1yEqBCsmqW1tjtO23lKZuL2nGIAq0+00JnpHQd2psMQAa9IqCyWK7BipO4T++Xnh0m6+nzwVanLFWspJnwLlRdDPlR3qlA/MXrcuaudwuzoRQ8z8VuZUbLEotimVSoM2Ccs18xVJ676z1cJtiWATaHqPzLry5QfebEkCgXKFXFEwWy134++LqZ3kptNToOAqp7N3K5LNMtbYKZ7Xuo3zyu+/dzaRA1dtCxYpivVV+jNjIqt5gUY4hNCUFWi+4OiqdKTV4UF/1rLe2xugXaHsMokC735QC/RwithgAjY3ngtudS44Ap/AOxlexCPTj67PnflLchv9yIdNtTuHzI7/8j9IWlT1K7UiBPrkrtSMEmqMLVKx8OT+sZNXeoK2ps+YAT7qqdNtSEWh7a2uMDQJtjUE8he9+Uwr0CsYWA6CxsRO36+QRQKAOxlexfRLpvvj80Uez2bXrsy3+eY9LeXWy1FVtm5ZAxTHq7dffl6fw2YvNLfi19N4i/9VZLStlgz6BVkJbNhrUtrbG6Bdoe4yhAlXelAK9grHFAGhs7MTtOnkEEKiD8VWsn4X/h+LE/el98UGkrZ8DXZRXIDuOQIuLgcUa1TXQQ/XktjrXL86uy63UDQYcgYpR1a1tMfoFqoyBI1BgY2MnbtfJI4BAHYyv0vNlIv859+bTXzz77Ne3+Ac9pECvjsQZdMc10Mqp5b33rrvwF4V0fjavHhlSN+gXqHIN9LDcqr21LUa/QJUxhgsU10B3hY2duF0njwACdTC+iuevs6s+yikvg5p34SuhLLP6Rnr7fo94vTrde7XwnSLQcoM+gWp34RWBLluXWs0Y8n22t2wtUcawCrQ9hO1NKdArGFsMgMbGTtyuk0cAgToYXyWQQOVl0PI50E/uyedAhbiK8+HVw6wRaPtBpqV8RF48g946ha826BVoHu1O8dCpcQpfbW2LsRaPrj45zZrbT60lyhhWgbaHsL0pBXoFY4sB0NjYidt18gggUAfjq3QK9FfypP2XfzWbfeGvhylTpRZobh1hpvqTSOW9GPGYvfgo0cPagW0TlfbK1zy4aMmt2aBXoOVN/eqTSIeV15qtrTHKzx/d+Gl1y+jgor2kPYZVoO0NbG9KgV7B2GIANDZ24nadPAII1MH4Kh0C/Qf53OfTN+WX2W1/DXRdXwatPwuf81vhrMd3s2z/uNSY/DKRRW2XZXXt9M66vonf3qBfoOvzW81n4eWQ7a3tMVb527z5qNyofJvtJa0x7F8m0trA9qYU6BWMLQZAY2MnbtfJI4BAHYyvYgr0B9UXKH+Yy/MLX7u+nUEBFXoFY4sB0NjYidt18gggUAfjqxgC/Wg2e+7HxYuPr8/+4if537+YbfFtTIAMvYKxxQBobOzE7Tp5BBCog/FVDIHer7576cNKnFt9ISigQq9gbDEAGhs7cbtOHgEE6mB8FV2g8ptA14VJ5Ufgt/ksPCBDr2BsMQAaGztxu04eAQTqYHwVTaCffmU2+8yzgtlsVr74y2LRF+BQz9ArGFsMgMbGTtyuk0cAgToYX0UT6NPvXL/2xa8VFE8wiRdfK/5ppK/9K5zFe4ZewdhiADQ2duJ2nTwCCNTB+Cr6Kbz8JtDiymd1Lv/xdVwDDQC9grHFAGhs7MTtOnkEEKiD8VVsN5E+fb7+hzzub/FPegAy9ArGFgOgsbETt+vkEUCgDsZX6XqM6bM//tUvv1IdgP7zd/AYUxDoFYwtBkBjYydu1chjgEAdjK/S+SC9oDoQneEANAj0CsYWA6CxsRO36+QRQKAOxlfp/Chn4c8vieuehUC/hCugIaBXMLYYAI2NnbhdJ48AAnUwvkrnl4n8049+LF99+lf/+id+vQEk9ArGFgOgsbETt+vkEUCgDsZX8fx1doAMvYKxxQBobOzE7Tp5BBCog/FVLP+s8Xdbz31+/NV/gZN4/9ArGFsMgMbGTtyuk0cAgToYX6VboMo/Bb/NvwsPyNArGFsMgMbGTtyuk0cAgToYX4UgUHwWPgj0CsYWA6CxsRO36+QRQKAOxlcxBCoeXNLAJ5ECQK9gbDEAGhs7cbtOHgEE6mB8FfMI9CNToHiQPgD0CsYWA6CxsRO36+QRQKAOxlcxBfr0f5PfH1Lxr39srAPcQ69gbDEAGhs7cbtOHgEE6mB8FcI1UBAEegVjiwHQ2NiJ23XyCCBQB+OrEB5jAkGgVzC2GACNjZ24XSePAAJ1ML4KHqRPBXoFY4sB0NjYidt18gggUAfjq9gF+s9/++xsdu3Zr//arzeAhF7B2GIANDZ24nadPAII1MH4KlaBfljfg/+yZ3MAAb2CscUAaGzsxO06eQQQqIPxVWwCLfz5mS9+7at/CYMGgl7B2GIANDZ24nadPAII1MH4KhaBfnx99rnya5j+/Gb9b3sAn9ArGFsMgMbGTtyuk0cAgToYX8Ui0PvNp4+evolvVA4BvYKxxQBobOzE7Tp5BBCog/FVLI8xvdk66sQ/KhcEegVjiwHQ2NiJ23XyCCBQB+Or4NuYUmFABT1OD0vI4AGRo5eQwQPyy1FrWwg0FQZU0OP0sIQMHhA5egkZPCC/HLW2tZ3Ct75A5CN8G1MIBlTQ4/SwhAweEDl6CRk8IL8ctbbFTaRUGFBBj9PDEjJ4QOToJWTwgPxy1NrW/hjTZ8svYfqnr+AxpiAMqKDH6WEJGTwgcvQSMnhAfjlqbdv3IP3s2WefxUeRQjGggh6nhyVk8IDI0UvI4AH55ai1rfWjnL+4Lj/Jee0bns0BBAMq6HF6WEIGD4gcvYQMHpBfjlrb2r9M5Okvv5ofgX7xr3EDKQwDKuhxelhCBg+IHL2EDB6QX45a2+Lr7FKBXsH/C3DDY8MrUydQnCYgBAoCQa9g7G4HzvHY8MrUCRSnCbhzAn363a+Z4OvpA0CvYOxuB87x2PDK1AkUpwm4cwLt+leNZ/gkUgDoFYzd7cA5HhtemTqB4jQBIVAINBD0CsbuduAcjw2vTJ1AcZqAOydQEAt6BWN3O3COx4ZXpk6gOE1ACBQEgl7B2N0OnOOx4ZWpEyhOE3DHBforf74AGvQKxu524ByPDa9MnUBxmoA7LNBf/pX4HNJzP/HrDSChVzB2twPneGx4ZeoEitME3FmBPn2zvoX0JTzEFAJ6BWN3O3COx4ZXpk6gOE3AXRVo4c9rX/yPP/rfv3p9hm+zCwK9grG7HTjHY8MrUydQnCbgrgr0w9nsfygPPJ/+cNb6cmXgDXoFY3c7cI7HhlemTqA4TcAdFWh+ANp8h919HIKGgF7B2N0OnOOx4ZWpEyhOE3BHBfrp88q/yokH6QNAr2DsbgfO8djwytQJFKcJuLMCxT8qFxp6BWN3O3COx4ZXpk6gOE3AHRUo/l348NArGLvbgXM8NrwydQLFaQLuqEDXH7aue36Ia6AhoFcwdrcD53hseGXqBIrTBNxVgT59s37880N8l0gQ6BWM3e3AOR4bXpk6geI0AXdUoE+/Wzz/+cWv/+j/KP7+Ar4VNAD0CsbuduAcjw2vTJ1AcZqAOypQfKldeOgVjN3twDkeG16ZOoHiNAEhUAg0EPQKxu524ByPDa9MnUBxmoA7KlAQHnoFY3c7cI7HhlemTqA4TUAIFASCXsHY3Q6c47HhlakTKE4TEAIFgaBXMHa3A+d4bHhl6gSK0wSEQEEg6BWM3e3AOR4bXpk6geI0ASHQ9dN//NHf4QEm/9ArGLvbgXM8NrwydQLFaQJCoMUdedx/DwC9grG7HTjHY8MrUydQnCYgBAqBBoJewdjdDpzjseGVqRMoThMQAsUpfCDoFYzd7cA5HhtemTqB4jQBIVAQCHoFY3c7cI7HhlemTqA4TUAIFASCXsHY3Q6c47HhlakTKE4TEAL1zNVRdqd+eeOD9fqs/nk4l/NihA6W2aF95OX+i29dyNer9179ljbE6t2Xe0KWb1pGzyosb0N/Rwr0CsbuduAcjw2vTJ1AcZqAOyzQf/xRjcdroLlA996pXkYSaG68k+a1PoSpujYQKHCAx4ZXpk6gOE3AnRXoP1wP8zUiuUArlbRcNJJ+gdpYZvvz6teLfWOIAQId8P4hUNDCY8MrUydQnCbgrgr0o1Dfw3R1tHdLHv/FE+jNu3K7q6NvG28CAgXe8djwytQJFKcJuxSHKgAAIABJREFUuKMCffrm7Npf/6rm12QvDCYX0M+keFqn8Ivs5PJutvdGcWmy/Xq9fnIvP0N+6dG6/MX5reoHQakwdfn5PNs7bp/CP34lH2H/jYt6q2V28FA6fLn3/aNyCLHqWXa4Oi1OyQ9bS9QxrAJtb2B7Rwr0CsbuduAcjw2vTJ1AcZqAOyrQT5+ffXOD+RxRCEhaSRHo6/NSXOrr9bK8zrh3In7xgnbBsRJoa/lCvHytEegDeZmy8Vcu0N/Lc/jFjZ9TBNoagyjQ7nekQK9g7G4HzvHY8MrUCRSnCbizAg314aNCQLmkTtaaQLODR8Wh2on6+nKevfTH9eqBuPGU/+LwQv6ipBJos3yZH+ytV4usFmi+4O18zfP61pUQ6J9Ohduujg6vNIFWJ9vqkmYMokC735HgGQl9n8XuduCcwX0DEsF2Ch9SoFI9ikCFi86ygwvltTxWzZcJLR2Up/j1zfVKoM3y8pe5oQ/rkcXa0tmCXKAXZ+LH/E+KQNtjdN6FNzfofkcCCBRAoJPF+s8aBzyFl0JUBHqn/mXrda29ZWlW4aCz5mS4Emi9/OqoPNA8Ux5j+uR337ubqQIVllzlx6EUgbbHIAq0+x0p0M8hYnc7cI7HU05l6gSK0wTc0VP4/Bz+2t9stp8DSgEJrag3kYpfrk7zxa3XlX0Us3YItF5e6a11E+nJXWk5RaDyQPhwTRJoawziKXz3O1KgVzB2twPneGx4ZeoEitME3FWBrv/8/OyzX6vw+A8aS6HUEtsg0PpxI5pAK6c1Ai0OE/duv/6+dgovopzVQuwXaHuMoQJV3pECvYKxux04x2PDK1MnUJwm4M4K9AfBngMthZI7JsQRaHHt8WJtXgMt1ijO4CkCVcbAEShwgMeGV6ZOoDhNwF0V6IfhHqSvHgKVj2C2r4EKJbVe69dACQLVroFWC66ONIGK51EP1xSBKmMMFyiugQIDjw2vTJ1AcZqAOypQ8SB9kC8BrQVUfKCyJVBx27p9C1s6ULkLv1Ggxl34yl/LrLl3LwSaH+C+Wji1Ogw+rDcrBdpaooxhFWh7CNs7UqBXMHa3A+d4bHhl6gSK0wTcUYEGu4fUEtCifNC8eg60fnCy/bp8DvSTe/I50M0CzTe4Uzw3qp7Crx5mukDz32bNs1S5G4/XT06zUqDFr1tLlDGsAm0PYXtHCvQKxu524ByPDa9MnUBxmoA7K9Cgz4EKcrO0BPqauMtdeKf9Wvsk0maBFl5UPom0LG+fHzxstioNmYc/qD+aWX7+6MZPq1tGBxftJe0xrAJtb2B7Rwr0CsbuduAcjw2vTJ1AcZqAOyrQwA/Sl5y1BXqSH3LuHxeL26+1z8ITBLo+v6V+Fv7x3awYrLSmoHyZC+9O835WeZibj8qz998KtbaXtMawf5lIawPbO1KgVzB2twPneGx4ZeoEitME3FGBrj+cfXmD+byyaG7xKK85Q69g7G4HzvHY8MrUCRSnCbirAn365rVveFeGHQi0r4Kxux04x2PDK1MnUJwm4I4K9Ol3vzqbXftigAfpu4FA+yoYu9uBczw2vDJ1AsVpAu6oQD99PtRzoN1AoH0VjN3twDkeG16ZOoHiNAEhUAg0EPQKxu524ByPDa9MnUBxmoA7KlAQHnoFY3c7cI7HhlemTqA4TUAIFASCXsHY3Q6c47HhlakTKE4TEAIFgaBXMHa3A+d4bHhl6gSK0wTcVYH+86/aePxH5UAFvYKxux04x2PDK1MnUJwm4I4KNPZNpF2EXsHY3Q6c47HhlakTKE4TEAKFQANBr2DsbgfO8djwytQJFKcJuKMCffqPP5L8+6/Mrv3Hvwv9IP0uQq9g7G4HzvHY8MrUCRSnCbijAm3z8fXPwZ8BoFcwdrcD53hseGXqBIrTBIRAo3+xyK5Ar2DsbgfO8djwytQJFKcJCIHiEDQQ9ArG7nbgHI8Nr0ydQHGagBBoyG9X3mnoFYzd7cA5HhtemTqB4jQBIdDiCBQCDQC9grG7HTjHY8MrUydQnCYgBLp+en+GU/gA0CsYu9uBczw2vDJ1AsVpAu6oQJ9+t/oq0K999foMN5FCQK9g7G4HzvHY8MrUCRSnCbijAlUfpMcBaAjoFYzd7cA5HhtemTqB4jQBIdDZZ74Of4aAXsHY3Q6c47HhlakTKE4TcEcFCsJDr2DsbgfO8djwytQJFKcJCIGCQNArGLvbgXM8NrwydQLFaQJCoCAQ9ArG7nbgHI8Nr0ydQHGagLss0KfV14H+8l/iOVD/0CsYu9uBczw2vDJ1AsVpAu6sQP/8HXydXVjoFYzd7cA5HhtemTqB4jQBd1Wg2nNMEKh/6BWM3e3AOR4bXpk6geI0AXdVoB/OZte++NXrxX+za9/wLg8Age40HhtemTqB4jQBd1SgT98snp7P//xm4VI8SB+CARX0OD0sIYMHRI5eQgYPyC9HrW1tD9Jf+5t19U2g9wuNAt8MqKDH6WEJGTwgcvQSMnhAfjlqbWsTqLhv9NHs8/WfwDMDKuhxelhCBg+IHL2EDB6QX45a224QaHH2/unzOIcPwIAKepwelpDBAyJHLyGDB+SXo9a2tmug4hS+/CZQfKFyEAZU0OP0sIQMHhA5egkZPCC/HLW2tdyFvy+ufpaXQvGFykEYUEGP08MSMnhA5OglZPCA/HLU2tYi0I+vz577SXEb/suFTHEKH4ABFfQ4PSwhgwdEjl5CBg/IL0etbW2fRLovPn/00Wx2DV+oHIYBFfQ4PSwhgwdEjl5CBg/IL0etba2fhf+H4sT96X18oXIo6BX8bwAYiJw6nqRin6u7K9D1+j/n3nz6i2efxRcqB4FewdjNCKaHnDqepGKfq7ssUBAUegVjNyOYHnLqeJKKfa5CoCAQ9ArGbkYwPeTU8SQV+1yFQEEg6BWM3Yxgesip40kq9rkKgYJA0CsYuxnB9JBTx5NU7HMVAgWBoFcwdjOC6SGnjiep2OcqBAoCQa9g7GYE00NOHU9Ssc9VCBQEgl7B2M0IpoecOp6kYp+rECgIBL2CsZsRTA85dTxJxT5XIVAQCHoFYzcjmB5y6niSin2uQqAgEPQKxm5GMD3k1PEkFftchUBBIOgVjN2MYHrIqeNJKva5CoGCQNArGLsZwfSQU8eTVOxzFQIFgaBXMHYzgukhp44nqdjnKgQKAkGvYOxmBNNDTh1PUrHPVQgUBIJewdjNCKaHnDqepGKfqxAoCAS9grGbEUwPOXU8ScU+VyFQEAh6BWM3I5gecup4kop9rkKgIBD0CsZuRjA95NTxJBX7XIVAQSDoFYzdjGB6yKnjSSr2uQqBgkDQKxi7GcH0kFPHk1TscxUCBYGgVzB2M4LpIaeOJ6nY5yoECgJBr2DsZgTTQ04dT1Kxz1UIFASCXsHYzQimh5w6nqRin6sQKAgEvYKxmxFMDzl1PEnFPlchUBAIegVjNyOYHnLqeJKKfa5CoCAQ9ArGbkYwPeTU8SQV+1yFQEEg6BWM3Yxgesip40kq9rkKgYJA0CsYuxnB9JBTx5NU7HMVAgWBoFcwdjOC6SGnjiep2OcqBNrN6jS7oy5ZZofr9VmxdPXuyxu3v5xngr3bj4ofz1qjXR3d+MAS9N1b+Sa33ya8P2UQOfpv85h3OtZd7r/41kUV4r1Xv6VF70+nFajKKceWQStosbsU6BWM3Yxgesip40kq9rkKgXaTy+LgQlnSCNR0Q+f2FSdrokDrbW5u1FOXQJfFpp0ClW9Cvtaj96cDgYIpIKeOJ6nY5yoE2s3ixr/de8diBJpAS/9+8sCQjU2g+UHvQXG4+vguYfyOQc6yw4vOdZfZ/rwacbE/30Kgm73ZMyq9grGbEUwPOXU8ScU+VyFQizYOzjUDjBNoocUT9Vc2gS6rY96rI83dnW+wQ6Bdh59i4Jt35dpXR982NoRAwfSRU8eTVOxzFQK1tP+dljnO59necXUKnxsx57DS3ZkQxeNX8mX7bzRHgLVA14vCa/LU/04+0s3vlwMbm5zVyhGbLEofiqWL7OT8Vpa99Khe2TiFFyfwYoQn9/JT7dvNqoWZH0qLL/fK6M3gMh0lXPvNWQVqf3/N7lKgVzB2M4LpIaeOJ6nY5yoE2skiPwZcVIeOC+Gm11SBSrGUB5gP5KXBxhnaEagU6Iu52g7+b7GluclSPdlXBfWCdunRLlB5pXLvpDXwwe/lOfzixs8pAm29OaJAW++vtbsU6BWM3Yxgesip40kq9rkKgXYh9FcdYy7z46n1apFpN5FKvwq/5GsUd87Ps+bUuxLo6oEYRW4nXts2uTrK9t74o0VQxfXN/MjupFnZuIlU/pmP8vLFevWwJds8kT+dih+vjqT424NX6bSXNG+OKNDm/bV3l+AZCX33x25GMD3oswsMYpRAhYuqS5GlKfIjNVWgrT+lS9qXO5s71jcfrevtxIBCSR2brJ/cLda//VYpUVVQQseL5iqnVaDVhYDWFdHi/wRn8mGAE4pA22+u8y68uUHz/tq7SwCBAv/QZxcYxBiBrk7luWh5SFd69EwTaGUiKcBPfve9u1mXQPPjsXo7oZlaSdomedzHQqHZSy1bSkEd1q9LbAJdncpD2uYirIgr3nORF0Wg7TdHFGj9/pTdpUA/h4jdjGB6yKnj6bTWPldxCt/BZXnFsLwoWRnEeA500eilPHbMFIHKU/jyvNYUqLlJyR+Kh+l1x+l26xOo+axmEVesX+RFEmjrzRFP4evXyu5SoFcwdjOC6SGnjiep2OcqBNrBWS2hk0YbhkCLv8qXxaHZ3u3X3z81BSq12d5OuszYpObJkXkXnirQq6NugQrdn9VC7Bdo+80NFaiyuxToFYzdjGB6yKnjSSr2uQqBmrQkdNhzBHp1dHAhzuCL632FLVedAhXb6wLt2KT19Kc03jiBms+QiuGWxQ33fBuCQJU3hyNQMAXk1PEkFftchUBN6t6/nIvb0N3XQItnnf7X0/Ikv1wjFy9VoB2btFy6hUDN5/blcPkGP5sfrikCVd7ccIHiGigIj5w6nqRin6sQqEl9Y6j8RhHLXfjyuc7ydlLpjGXro+gbTuG7NjmrT7oXZajDOixdoPmf1cNXyk2k4u7Sq0Ve5Ybtwcu31VqivDmrQG3vz7gLX0GvYOxmBNNDTh1PUrHPVQjUoKUMYaPLea6E1YP2c6Clm4pT/UoW4tHLLoGez1ufRNJO4dVNiudAjy+KTxKJx51yfR2vn5xmAwWaj1J8or79zOhSPorauifWHrz8dWuJ8uasArW9v/buUqBXMHYzgukhp44nqdjnKgRq0NLUpbyF3v4kUnmPpXBOLpr6UK3g4KGyZUXrQfrmJlLHJs29b/EpovJ++o2f2gTautHVFuh6KSM331FXGlJ+v1QpxPbgZTrtJe03ZxWo9f21dpcCvYKxmxFMDzl1PEnFPlchUJ32VUR5Inp+q/VZ+LX44k1xfFmdLhdfoJTtH7dPm2uB3n77Yt0h0I5NiudAy4+gl0/Sr+4VT+EvhwpUfha+9aWiy0r3d+ro7cFlOu0lrTdn/zIR6/trdpcCvYKxmxFMDzl1PEnFPlch0C2wfv8R6IBewdjNCKaHnDqepGKfqxDoeOpP/QAK9ArGbkYwPeTU8SQV+1yFQMejf2Mo6IVewdjNCKaHnDqepGKfqxDoWBZZhgPQIdArGLsZwfSQU8eTVOxzFQIdy8Pya0IAFXoFYzcjmB5y6niSin2uQqAgEPQKxm5GMD3k1PEkFftchUBBIOgVjN2MYHrIqeNJKva5CoGCQNArGLsZwfSQU8eTVOxzFQIFgaBXMHYzgukhp44nqdjnKgQKAkGvYOxmBNNDTh1PUrHPVQgUBIJewdjNCKaHnDqepGKfqxAoCAS9grGbEUwPOXU8ScU+VyFQEAh6BWM3I5gecup4kop9rkKgIBD0CsZuRjA95NTxJBX7XIVAQSDoFYzdjGB6yKnjSSr2uQqBgkDQKxi7GcH0kFPHk1TscxUCBYGgVzB2M4LpIaeOJ6nY5yoECgJBr2DsZgTTQ04dT1Kxz1UIFASCXsHYzQimh5w6nqRin6sQKAgEvYKxmxFMDzl1PEnFPlchUBAIegVjNyOYHnLqeJKKfa5CoCAQ9ArGbkYwPeTU8SQV+1yFQEEg6BWM3Yxgesip40kq9rkKgYJA0CsYuxnB9JBTx5NU7HMVAgWBoFcwdjOC6SGnjiep2OcqBAoCQa9g7GYE00NOHU9Ssc9VCBQEgl7B2M0IpoecOp6kYp+rECgIBL2CsZsRTA85dTxJxT5XIVAQiAEV9Dg9LCGDB0SOXkIGD8gvR61tIdBUGFBBj9PDEjJ4QOToJWTwgPxy1NoWAk2FARX0OD0sIYMHRI5eQgYPyC9HrW0h0FQYUEGP08MSMnhA5OglZPCA/HLU2hYCTYUBFfQ4PSwhgwdEjl5CBg/IL0etbSHQVBhQQY/TwxIyeEDk6CVk8ID8ctTaFgJNhQEV9Dg9LCGDB0SOXkIGD8gvR61tIdBUGFBBj9PDEjJ4QOToJWTwgPxy1NoWAk0FegX/awCADY/yFO2nAoGmAr2CsWcoAAnjUZ6i/VQg0FSgVzD2DAUgYTzKU7SfCgSaCvQKxp6hACSMR3mK9lOBQFOBXsHYMxSAhPEoT9F+KhBoKtArGHuGApAwHuUp2k8FAk0FegVjz1AAEsajPEX7qUCgqUCvYOwZCkDCeJSnaD8VCDQV6BWMPUMBSBiP8hTtpwKBpgK9grFnKAAJ41Geov1UINBUoFcw9gwFIGE8ylO0nwoEmgr0CsaeoQAkjEd5ivZTgUBTgV7B2DMUgITxKE/RfioQaCrQKxh7hgKQMB7lKdpPBQJNBXoFY89QABLGozxF+6lAoKlAr2DsGQpAwniUp2g/FQg0FegVjD1DAUgYj/IU7acCgaYCvYKxZygACeNRnqL9VCDQVKBXMPYMBSBhPMpTtJ8KBJoK9ArGnqEAJIxHeYr2U4FAU4FewdgzFICE8ShP0X4qEGgq0CsYe4YCkDAe5SnaTwUCTQV6BWPPUAASxqM8RfupQKCpQK9g7BkKQMJ4lKdoPxUINBXoFYw9QwFIGI/yFO2nAoGmAr2CsWcoAAnjUZ6i/VQg0FSgVzD2DAUgYTzKU7SfCgSaCvQKxp6hACSMR3mK9lOBQFOBXsHYMxSAhPEoT9F+KhBoKtArGHuGApAwHuUp2k8FAk0FegVjz1AAEsajPEX7qXgW6OX8xgflqz/cm2fZ3kuPaIuL11nJ/hsX/TGW2WHPb1fvvpz/eZbdURdfHdWhlvsvvlWFWL336rc+UNcsB7DRGqd+x1l244OeTSxvml7B2DMUgITxKE/RfiqBBLo6rdxyh7C4fF3r6KDfoP0CLX/bK9A8xEnzWpdf//AQKABJ4VGeov1Uwgj06ijbP841+MmDUpX9i+WW0puP57r8NCgCNVAEuj+v1lnsz7cQ6GZv9oxKr2DsGQpAwniUp2g/lTACXdRHkWfi6Kx/sdyy+t1ywwHd9gK9eVf+cHX07SMIFIAJ41Geov1Uggi0pZb8pP3OhsXVlpVAhaOW2Z3zeXbznUV5OHpW+idftHcsXfSkuJp6W1xMXWQn57ey7KVH8hrBYXUK//iV6qKqItCDh/Icfrn3fbG8iVINoMbtHEcVaHuD5v3ob7oFvYKxZygACeNRnqL9VIIIdNE6Cf/kYtPiaktNoC/Oi6uhisgW4oLja+K1vAK5dyKWvyAvRaoCfSAvUR7qAv29PIdf3Pg5RaDd4/QJ9IXm0mj7TbehVzD2DAUgYTzKU7SfSgiB5hI6oS+uXzen8PmrpbyX1PbSMj+SW68WUmTZyxfr1cOs9F92eFEc6Z0oN5Hy9d/OX59ne+9oAv3Tqbwme3ilCbQaQIvbNU6fQNvvp3nTgmck9J0ae4YCkDD0RnJBCIFeHeWmIS+uX5cCXZ3PpfzEyqqXite5hw/rc+vSlIuWbFsCldsKcasCvTgTLs//pAjUMk5zF97coHk/7TctgEABcAi9kVyQsECVx5iW8n5Ty0vV9sXr1akcS3h3Udqp5b/6MaZPfve9u5kpULHWKj8OpQjUMk6fQOv3037TKvRziNgzFICE8Xj6LtpPJcwpfKcpLYvr19JGt4vT5W6BlmsvhUDbz2Ca/isF+uSuXMcQqPjxcl4NukGg3eP0ncJ3vmkVegVjz1AAEsajPEX7qUzgGqigEk7LRdXaS+ElgkALJ+/dfv39jlP44kZ5cQZPEqhlHJJA229ahV7B2DMUgITxKE/RfipB7sK3z1eXxc2e3sXVlpsE2j6YUy8HdAu0uO5YDNl1DbRYrTiDpwjUNg6OQAGIj0d5ivZTCf0caHk9sHdxteVmgbavgbaPZrsFWq2fH62aAs1//tm8fiypV6C2cYgCxTVQADziUZ6i/VRCfxJJPPuzYbHcslOgpXjKm9jqXfhydXk+3ifQZSZ+UAW6Ot17tXBwubwdpRqgXmIbRxWo+UbNRwcU6BWMPUMBSBiP8hTtpxL2s/BP7nV+Fl5bLLfsFGhureP1k9NMXovMT8wfVM+BHjxay2ctVYEW4zSn8KuHWZdA8zXEI6Tl8naUpXwKoF5iG0cVaHsI7QJq/aYV6BWMPUMBSBiP8hTtpxLo25jq+9bq1y5ZFpevOwVa3m6/8VN5WNh8qGcp79oX3z2n3/EpnvO8U37tUvFU1MPWtch1Zch8vYP6o5ntKOUA7SWWcVSBtjdQbuG333QbegVjz1AAEsajPEX7qQT7PtDHr3R+8adlsVWg61V+tHrzkfzx/Jb+WXjxzJMirN/OK4GuH+e+3j9unluqhi4ilZ/Gr4TYjiIGUJZ0j6N9mUhrA+0D/LfwWXgAfOFRnqL9VPCN9KlAr2DsGQpAwniUp2g/FQg0FegVjD1DAUgYj/IU7acCgaYCvYKxZygACeNRnqL9VCDQVKBXMPYMBSBhPMpTtJ8KBJoK9ArGnqEAJIxHeYr2U4FAU4FewdgzFICE8ShP0X4qEGgq0CsYe4YCkDAe5SnaTwUCTQV6BWPPUAASxqM8RfupQKCpQK9g7BkKQMJ4lKdoPxUINBXoFYw9QwFIGI/yFO2nAoGmAr2CsWcoAAnjUZ6i/VQg0FSgVzD2DAUgYTzKU7SfCgSaCvQKxp6hACSMR3mK9lOBQFOBXsHYMxSAhPEoT9F+KhBoKtArGHuGApAwHuUp2k8FAk0FegVjz1AAEsajPEX7qUCgqUCvYOwZCkDCeJSnaD8VCDQV6BWMPUMBSBiP8hTtpwKBpgK9grFnKAAJ41Geov1UINBUoFcw9gwFIGE8ylO0nwoEmgr0CsaeoQAkjEd5ivZTgUBTgV7B2DMUgITxKE/RfioQaCrQKxh7hgKQMB7lKdpPBQJNBXoFY89QABLGozxF+6lAoKlAr2DsGQpAwniUp2g/FQg0FegVjD1DAUgYj/IU7acCgaYCvYKxZygACeNRnqL9VCDQVKBXMPYMBSBhPMpTtJ8KBJoKAyrocXpYQgYPiBy9hAwekF+OWttCoKkwoIIep4clZPCAyNFLyOAB+eWotS0EmgoDKuhxelhCBg+IHL2EDB6QX45a20KgqTCggh6nhyVk8IDI0UvI4AH55ai1LQSaCgMq6HF6WEIGD4gcvYQMHpBfjlrbQqCpMKCCHqeHJWTwgMjRS8jgAfnlqLUtBJoKAyrocXpYQgYPiBy9hAwekF+OWttCoKkwoIIep4clZPCAyNFLyOAB+eWotS0EmgoDKuhxelhCBg+IHL2EDB6QX45a20KgqUCv4H8BALgAAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAAQGAuUDBApAYCBQPkCgAARmtwV6dXTjA+Xl1VFW8sIbfxSLL+dZhVz1D/fyRXsvPWoNs9x/8a0L+Xr13qvf+mCtsHr3Zdp7MIP1sMwOtSUQKACBgUCVl7VAc0ceF4t1p61Oqx/vNMMs8x9Pmte6/EzVWd4DBArAtIBAlZf1gj/cK514OVdUlgt2/zg/2PzkQdugy2x/XtlssT/fQqCbvdkzKgQKQGAgUOVla8GZOArUnLbIDi7avy5ZZjfvyp+ujr59BIECsCNAoMrL1oL8ZP1Ed1rrp/zX9SHoMjt4KM/hl3vfF0Msyt+eZYflSf9ha0nx1+NX8oX7b1z0CLS9wSI7Ob+VZfLK6/k82zuGQAGIDgSqvGwtKM3V6TTBJxf1y1ygv5fn8IsbP6cI9IG81HlIFugLzaXRhXj5GgQKQGwgUOVlW6CX8/x0XXFaeVBqkgv0T6divaujwytNoNXJtrpk7+389Xm29w5VoNnhRXHkeSI2Pl6vFlkt0Gck9LxjzzoAmEBvOhvTFmiWKTe+VYHmr5sb4+JgMRdeB7lAL86EW/M/KQKVr4WQO+/CmxuIa69iUbk83xYCBSAyA2xjAQIVAhWWXOXHoRSBFnzyu+/dzegCPaxeV2/iDKfwAMQGp/DKyw6BKqfwdoGKLS/nh2uSQJ/claY8oZ7C16+r9XETCYDoQKDKy7ZACy2Sr4FeFDfKizN4kkCLQ82926+/b5zCEwRarQSBAhAdCFR5ueEufPu0eZm9fFG/zAW6LG645ysTBFpcvyy2Na+B4ggUgCkBgSovlQW9z4FWlyULhEDzTX82rx9L6hVodRlThBguUFwDBSARIFDlZWvBA3Hj2/pJJPEIkkQIdHW692qh3HKIUm/lrfJSoK0llQOXxedBrQJtD2HKtHXs+HMlAAAQxElEQVQXvgICBSAwEKjyslqw+sMrpSAtn4V/ck/9LHyh1bP2jfzcjcfrJ6dZKdDi160l5Sn86mHWK9D2ENoF1Dvr1YMMAgUgNhCo8rL9bUzifpH+8fT69rn6bUzlwar4qxyo/PzRjZ9Wt4wOLtpLluUQBw9b1zSNYO0NlFv4Z/gkEgBpAIEqL1vfB1qeqpvf7/H4FfP7QIU55afj5Zir/Bj15qPy7P23Qq3tJY9zD+8fN88/rbuCtTZQHyI9v4XPwgOQArstUF5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD5AoAAEBgLlAwQKQGAgUD4MqOCIsm9H8IjI0U/I4AH55ai1LQSaCgMq6HF6WEIGD4gcvYQMHpBfjlrbQqCpMKCCHqeHJWTwgMjRS8jgAfnlqLUtBJoKAyrocXpYQgYPiBy9hAwekF+OWttCoKkwoIIep4clZPCAyNFLyOAB+eWotS0EmgoDKuhxelhCBg+IHL2EDB6QX45a20KgqTCggh6nhyVk8IDI0UvI4AH55ai1LQSaCgMq6HF6WEIGD4gcvYQMHpBfjlrbQqCpQK/g/wwAcAkEOn0gUAAiAYFOHwgUgEhAoNMHAgUgEhDo9IFAAYgEBDp9IFAAIgGBTh8IFIBIQKDTBwIFIBIQ6PSBQAGIBAQ6fSBQACIBgU4fCBSASECg0wcCBSASEOj0gUABiAQEOn0gUAAiAYFOHwgUgEhAoNMHAgUgEhDo9IFAAYgEBDp9IFAAIgGBTh8IFIBIQKDTBwIFIBIQ6PSBQAGIBAQ6fSBQACIBgU4fCBSASECg0wcCBSASEOj0gUABiAQEOn0gUAAiAYFOHwgUgEhAoNMHAgUgEhDo9IFAAYgEBDp9IFAAIgGBTh8IFIBIQKAdrN69lWXZ7bfFD5fzTLB3+1H5440PqvWW+y++dVFt896r3/pAH+blniBXR/VAVYicGx/0bFIGzQ61JRAoAJGAQE1qn938YK3Y7WStCVQuk691+ZmqawOBAjB5IFCD1Wl2UBxsPr4rVHU5PxBHmZ88EHZTBbo/r2y22J9vIdDN3uwZFQIFIBIQqMEyK42ZK27vnUaghVhPdIHevCt/ujr69hEECsCOAYEanNWGWmR3WgKtfmwL9OChPIdf7n1fCFGsI8bIfZtz2FpS/PX4lXzh/hsXPQJtb7DITs5vZdlL4vLr+nye7R1DoAAkAwRqsFQvRPYegR78Xp7DL278nCLQB/JS5yFZoC80l0YX4uVrECgAqQCBGlwdZXtv/LH+sRLo6oE4tdcE+qdT8ePV0eGVJtDqZFtdslfc2j/P9t6hCjQ7vCiOPE/Exsfr1SKrBfqMhJ5a7NkGADOG2qWBrUDXT+4WR3q33yol2twiv/lobQj04kycw+d/UgQqX4tj2c678OYGwt5iUbk83xYCBSARRluGsUDXq8dCodlLhbwau+UHgKZAhSVX+XEoRaAFn/zue3czukAPq9flLa32JdoKnMIDEAmcwlv4Q/EwffnckjyFL0+kdYEKD17OD9ckgZYHt5khUPspfP26Wh83kQBIBgjUzpMj9S68eL5JF2hxo7w4gycJtDjU3Lv9+vvGKTxBoNVKECgAyQCB6lSnyuvamJVA5cGmJtBlccM9X0YQaHH9shjLvAaKI1AApggEqlM+rSQgCTRf+rN5/VhSr0ArN18djRIoroECkBgQqMFZ/Rzoojzt7j+FX53uvVootxRiqbfyVnkp0NaSyoHLLPeiVaDtIUyZtu7CV0CgAEQCAjUongM9zp355F6mfJTzfN7xSaSLwm7CuKUQczcer5+cZqVAi1+3lpSn8KuHWa9A20NoF1DvFE+jQqAApAIEalLfKt8rv36p/qqkjgfpxRLxVynE8vNHN35a3TI6uGgvWcpxHrauaa51gbY3UG7hn+GTSACkBQTawUp+Yl08SV8L9Pbb5WOhukBz4RWWk0Jc3SueuC/P3n8r1NpeUjxgun/cPP9Uon2ZSGsD9SHS81v4LDwAKQGBTh8IFIBIQKDTBwIFIBIQ6PSBQAGIBAQ6fSBQACIBgU4fCBSASECg0wcCBSASEOj0gUABiAQEOn0gUAAiAYFOHwgUgEhAoNMHAgUgEhDo9IFAAYgEBDp9IFAAIgGBTh8IFIBIQKDTBwIFIBIQ6PSBQAGIBAQ6fSBQACIBgU4fCBSASECg0wcCBSASEOj0gUABiAQEOn0gUAAiAYFOHwgUgEhAoNMHAgUgEhDo9IFAAYgEBDp9IFAAIgGBTh8IFIBIQKDTBwIFIBIQ6PSBQAGIBAQ6fSBQACIBgU6fARUcUG43BI+IHP2EDB6QX45a20KgqTCggh6nhyVk8IDI0UvI4AH55ai1LQSaCgMq6HF6WEIGD4gcvYQMHpBfjlrbQqCpMKCCHqeHJWTwgMjRS8jgAfnlqLUtBJoKAyrocXpYQgYPiBy9hAwekF+OWttCoKkwoIIep4clZPCAyNFLyOAB+eWotS0EmgoDKuhxelhCBg+IHL2EDB6QX45a20KgqTCggh6nhyVk8IDI0UvI4AH55ai1LQSaCgMq6HF6WEIGD4gcvYQMHpBfjlrbQqCpMKCCHqeHJWTwgMjRS8jgAfnlqLUtBJoKAyrocXpYQgYPiBy9hAwekF+OWttCoKkwoIIep4clZPCAyNFLyOAB+eWotS0EOjmeeSb2O/APcuQB/xwh0MnBf1IiRy7wzxECnRz8JyVy5AL/HCHQycF/UiJHLvDPEQKdHPwnJXLkAv8cIdDJwX9SIkcu8M8RAp0c/CclcuQC/xwh0MnBf1IiRy7wzxECBQCAkUCgAAAwEggUAABGAoECAMBIIFAAABgJBAoAACOBQAEAYCQQKAAAjAQCnRare/Mse+lR7LcxiKujQ/mq490ri+w/jFg5HI9fybI9V2871Rzv5jm+cWF9JxxyHAMEOimujrKCGx/EfiNDWGRSoB3vXllk/2HEyuF4IGJne++4eNuJ5nhW5njTydtONMdRQKCTYpEdPFo/Oc0OLmK/EzKrRVYJtOPdK4vsP4xYORjLbO94XQQXbc8zx8u5yPFuWUmeOY4DAp0Sl3PRpFdH5dHOFChO/aRAO969ssj+w4iVg7E6zU7WInjxN88cc7Hdad4d0xzHAYFOiTOporNyPk+A/NTv5fP6XRvvXllk/2HEysG4OpInnAsXbzvNHCvKXHnnOBAIdEosyoOd/KzxcMOaqXB28+363Xa8e2WR/YcRK4dHCJR3jpfz4tyad44DgUAnxOpUntqUE3kqyHboePfKIvsPI1YOjzjv5J3j+bwQHO8chwKBTogpTrD1rghUnH5yznGRZXtv6++x/BWbHIcDgU6I1gSb0IMeHQKt3r2yyP7DiJWDsxSPMTHOcfWfXphne/+OdY4jgEAnxBT/D73ejSPQ5XzvRH+P5W/45LhePy7O4ZnnOBAIdEJMcYKtd0KgZ/Ixes45Fiyz7d926jkOAwKdEhO8S7le78Bd+AdZ9eAi3xwFwmzMcxwGBDolqufjJvSc3Lpph453ryyy/zBi5YCsFvIjjvp77Fg0zRyrDwuUAuWZ40gg0CkxwU9qrBuBcv0Ey6L1yUOmOS7qk4hDtjmOAwKdEvmRwM2JfVZ43Qi0490ri+w/jFg5HGftqExzvJxnL1+sVw/kowYscxwHBDopnkzu22rWrSta7Xd/ORdHGUpC1h8GrRwY+QVCmfzIP8scixqW3zh1stXbTjvHUUCg0+LJvXx+vTSZ/z8LmlsCrXcve0lNyPbDoJUDs6z9WabJMcciePs7T5nmOAYIFMTh6n8acJ1r0MrpgBy3WXkSQKAgDmdDztMGrZwOyHGblScBBAqisPpPA45FBq2cDshxm5WnAQQKAAAjgUABAGAkECgAAIwEAgUAgJFAoAAAMBIIFAAARgKBAgDASCBQAAAYCQQKAAAjgUABAGAkECjYRZ6+OZt97jf+49zvj7Lh1x9fn325+enT59s/gSSAQMEukqtpdu1vPAz8i3+hGBECZQ4ECnaRD2ef/crs8+7H1Y0IgTIHAgU7SH4G//kPZ3/x984H3mDEgatDoMkDgYIdJDfTNz+azb7pfGAIdMeAQMEOcj8/+sx95P42EgS6Y0CgYPfIVfT54jpodRupOKNf//Irs9m1L+U+++VfzWaz534i1/3zd4r7TfLHxmHlBYDi56d/+5ez2We+/huxUNDSXGlIbTX9123+qQg3e7ZcrxJofrD82b/vGEW8t9kX/trdngEDgUDB7lGevTfHd7lA/6v7pfz+4u9/UL6QcpVOnF37N8VPHQL9779SrpAbrk+g7dX0Xzc8lcHlevIdfnRd/JiP8tzz5W/LrX6hrAxiAIGC3eO+sF+uTamv4qnQWX7wWfjrM7Pnfr1++kMpqVyJn/1xflz4lfKCaYdAc7X+Zv3nN6U2u+/CG6upv274ULyN9Z/zcMUjAqVAPy79WY7y9WaUfPnn8gPj4r16eJ4AkIBAwc5RnsELXZW3kZ5WYiscVcrofiXI0nD5GtUpezlGI9Bvyt+LFe0CVVZTf228sSquEGjlT2OU+jGC+z6eJwAkIFCwc1QXP3M1lb6SelwXLqpP3YsXzWXS8mCwQ6DSgFJiVoGqq6m/rvmoCiffUBG09qcxyod+PgoAhgCBgl2jPgysvdkcGNaCK13W+K48OOwQ6OfbP9sFqq6m/rqD+5VAn3teewvNKB8VN7d+PHo3ABdAoGDXKD7GWSN8KO7CC1SBts64y5ddd+HbP9sFqq6m/lrln//pR9/9y1kl0NZNKWOU8o7TZ77+6+32B9gCCBTsGh+2/FkKrEeg9e2Z+0EE+ou/rN5YJdDPXq82MUcRD1wVd+HxIFMsIFCwY3z6fFug4jJiKkeg4mmA2bNf+w+/rk/hP/ebD2fNnSVzlH/6rlCu+89UARIQKNgxPmo9SvRRKSebQHuugd73IVD5FNO6dQ30y8Kq35RvoXOU+pkrEB4IFOwY91s3rz99vnoitFug9YNOUrv1fRzLY03bCbQ54JXvq34O9C/kc6DtUVrXF/AcUzQgULBbqB+Bvy8MaRWo/hxorbiPZl4F+uGsJdC1PInXR/mw9dATjkAjAYGC3eIj5cNAH4mzX6tA259EElvlP3/uJ+unf3vdItBCak9bd8U3CrQh/4U8hS+iifBSoPnbkzbXL8Be+0bxuaU3cQ00GhAo2CmkjNQf7QLVPgsvb/PkFv1ht0A/Kn7Z+mDlMIF+Kj8wP3vuh8qn9UvNG6M0z2PhW5piAYGCnULc2G79/OGsvE9jE6j8NqYvVUeV5dchfcN2F379i3ztz7cvEQwRaDl68XR8ebG1/rqT+8W7NEd5+rfPFg+CfgkPgkYDAgUAgJFAoAAAMBIIFAAARgKBAgDASCBQAAAYCQQKAAAjgUABAGAkECgAAIwEAgUAgJFAoAAAMBIIFAAARgKBAgDASCBQAAAYCQQKAAAjgUABAGAkECgAAIwEAgUAgJFAoAAAMBIIFAAARgKBAgDASP5/I4FCWlvIzXYAAAAASUVORK5CYII=)
##headings from pd1 and pd2 need to be extracted
pandoc.header("2B. Top 10 AMC's whose AUM has grown in the Period", 1, 'setext')
2B. Top 10 AMC’s whose AUM has grown in the Period
aum.plot <- aum.change[aum.change$percentchange > 0,]
aum.plot <- aum.plot[order(aum.plot$percentchange, decreasing = TRUE),]
plot2.1 <- aum.plot[1:10,]
plot2.1$amc <- factor(as.factor(plot2.1$amc), levels = plot2.1$amc)
ploter.fn.3(plot2.1)
## Warning: Use of `plot.data$amc` is discouraged. Use `amc` instead.
## Warning: Use of `plot.data$percentchange` is discouraged. Use `percentchange`
## instead.
![](data:image/png;base64,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)
pandoc.header("2C. 10 AMC's whose AUM has reduced in the Period", 1, 'setext')
2C. 10 AMC’s whose AUM has reduced in the Period
aum.plot <- aum.change[aum.change$percentchange < 0,]
aum.plot <- aum.plot[order(aum.plot$percentchange, decreasing = TRUE),]
plot2.1 <- aum.plot[1:10,]
plot2.1$amc <- factor(as.factor(plot2.1$amc), levels = plot2.1$amc)
ploter.fn.3(plot2.1)
## Warning: Use of `plot.data$amc` is discouraged. Use `amc` instead.
## Warning: Use of `plot.data$percentchange` is discouraged. Use `percentchange`
## instead.
![](data:image/png;base64,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)
knitr::opts_chunk$set(echo = TRUE)
pandoc.header(colFmt("Section-3: Schemewise Analysis", "red"), 1, 'setext')
Section-3: Schemewise Analysis
pandoc.header("3A. Schemes whose AUM has increased maximum from Mar 2019 to Jun 2019", 1, 'setext')
3A. Schemes whose AUM has increased maximum from Mar 2019 to Jun 2019
aum.s1 <- as.data.frame(read.xlsx("amfi_aum_schemewise_one.xlsx", sheetIndex = 1))
aum.s2 <- as.data.frame(read.xlsx("amfi_aum_schemewise_two.xlsx", sheetIndex = 1))
aum.s1 <- aum.s1[-1:-6,]
aum.s1 <- aum.s1[-which(is.na(aum.s1$NA..1)),]
colnames(aum.s1) <- c("amfi_code", "scheme", "period1", "fof")
aum.s2 <- aum.s2[-1:-6,]
aum.s2 <- aum.s2[-which(is.na(aum.s2$NA..1)),]
colnames(aum.s2) <- c("amfi_code", "scheme", "period2", "fof")
aum.change.scheme <- merge(aum.s1, aum.s2, by.x = "amfi_code", by.y = "amfi_code")
aum.change.scheme$period1 <- as.numeric(as.character(aum.change.scheme$period1))
aum.change.scheme$period2 <- as.numeric(as.character(aum.change.scheme$period2))
aum.change.scheme$percentchange <- ifelse(aum.change.scheme$period1 == 0,
100,round(100*(aum.change.scheme$period2 -
aum.change.scheme$period1)/aum.change.scheme$period1,2))
old.schemes <- mfdata[mfdata$to_date - mfdata$from_date > 1825 & mfdata$to_date > Sys.Date()-30,]#schemes more than 5 yrs
aum.change.scheme <- subset(aum.change.scheme, amfi_code %in% old.schemes$code)
aum.change.scheme <- aum.change.scheme[order(aum.change.scheme$percentchange, decreasing = TRUE),]
#aum.change.scheme <- aum.change.scheme[aum.change.scheme$]
knitr::kable(aum.change.scheme[1:20,c(2,8)], caption = colFmt("Top 20 Schemes and their Percent growth in AUM in the last three months ", "blue"))
Top 20 Schemes and their Percent growth in AUM in the last three months
2858 |
BNP Paribas Short Term Fund - Direct Plan - Monthly Dividend Option |
26808 |
3702 |
BNP PARIBAS LIQUID FUND – DIRECT PLAN - WEEKLY DIVIDEND OPTION |
20213 |
2355 |
DSP Strategic Bond Fund - Direct Plan - Daily Dividend |
6305 |
2641 |
Sundaram Money Fund - Direct Plan - Weekly Dividend Reinvestment Option |
4124 |
1439 |
Essel Ultra Short Term Fund - Regular Plan- Monthly Dividend Option |
4105 |
2813 |
BNP Paribas LOW DURATION Fund - Direct Plan - Daily Dividend Option |
4073 |
1677 |
Invesco India Short Term Fund- Discretionary Dividend |
1763 |
3269 |
Quant Multi Asset Fund-GROWTH OPTION-Direct Plan |
827 |
2306 |
Indiabulls Ultra Short Term Fund - Direct Plan - Growth Option |
674 |
1871 |
IDFC Low Duration Fund -Direct Plan-Monthly Dividend |
656 |
2724 |
L&T Banking and PSU Debt Fund - Direct Plan - Daily Dividend Option |
625 |
3342 |
L&T Liquid Fund - Direct Plan - Weekly Dividend |
475 |
1049 |
Principal Ultra Short Term Fund-Monthly Dividend Option |
474 |
2756 |
SBI MAGNUM ULTRA SHORT DURATION FUND -DIRECT PLAN - WEEKLY DIVIDEND |
462 |
3118 |
Invesco India Treasury Advantage Fund - Direct Plan - Discretionary Dividend option |
379 |
3023 |
Invesco India Banking & PSU Debt Fund - Direct Plan -Daily Dividend Option |
341 |
1491 |
ICICI Prudential Gold ETF |
327 |
2708 |
Kotak Global Emerging Market Fund - Growth - Direct |
323 |
2890 |
ICICI Prudential Money Market Fund Option - Direct Plan -Monthly Dividend |
319 |
1201 |
HSBC Flexi Debt Fund - Half Yearly Dividend |
318 |
rm(old.schemes)
rm(aum.change.scheme)
rm(aum.s1)
rm(aum.s2)
knitr::opts_chunk$set(echo = TRUE)
pandoc.header(colFmt("Section-4: Industry wise Analysis", "red"),1,'setext')
Section-4: Industry wise Analysis
pandoc.header("4A. Change in the investments by Industry Dec 2019 to Mar 2020", 1, 'setext')
4A. Change in the investments by Industry Dec 2019 to Mar 2020
funds.s2 <- as.data.frame(read.xlsx("sebi_DepyofFunds_2.xlsx", sheetIndex = 1))
funds.s1 <- as.data.frame(read.xlsx("sebi_DepyofFunds_1.xlsx", sheetIndex = 1))
sector.details <- as.data.frame(read.xlsx("sectors.xlsx", sheetIndex = 1))
funds.s1 <- funds.s1[,c(-2,-5)]
funds.s2 <- funds.s2[,c(-2,-5)]
colnames(funds.s1) <- c("sector", "aum", "percent")
colnames(funds.s2) <- c("sector", "aum_new", "percent_new")
sector.change <- merge(sector.details, funds.s1, by.x = "sectors", by.y = "sector")
sector.change <- merge(sector.change, funds.s2, by.x = "sectors", by.y = "sector")
sector.change$aum <- as.numeric(as.character(sector.change$aum))
sector.change$percent <- as.numeric(as.character(sector.change$percent))
sector.change$aum_new <- as.numeric(as.character(sector.change$aum_new))
sector.change$percent_new <- as.numeric(as.character(sector.change$percent_new))
sector.change$percent_change <- sector.change$percent_new - sector.change$percent
sector.change$type <- ifelse(sector.change$percent_change >= 0,"Increase","Decrease")
sector.change <- sector.change[order(sector.change$percent_change),]
sector.change$sectors <- factor(as.factor(sector.change$sectors), levels = sector.change$sectors)
knitr::kable(sector.change[1:5,c(1,5,6,7,8)], caption = colFmt("Five sectors with maximum reduction in investment in the last three months", "blue"))
Five sectors with maximum reduction in investment in the last three months
3 |
BANKS |
191055 |
21.264 |
-4.035 |
Decrease |
15 |
FINANCE |
84479 |
9.403 |
-0.833 |
Decrease |
7 |
CONSTRUCTION PROJECT |
25270 |
2.813 |
-0.739 |
Decrease |
24 |
NON - FERROUS METALS |
6727 |
0.749 |
-0.440 |
Decrease |
1 |
AUTO |
26992 |
3.004 |
-0.435 |
Decrease |
knitr::kable(sector.change[(nrow(sector.change)-4) : nrow(sector.change),c(1,5,6,7,8)], caption = colFmt("Top Five sectors where MF's have increased investment in the last three months", "blue"))
Top Five sectors where MF’s have increased investment in the last three months
31 |
POWER |
32830 |
3.65 |
0.520 |
Increase |
33 |
SOFTWARE |
80444 |
8.95 |
0.985 |
Increase |
35 |
TELECOM - SERVICES |
26063 |
2.90 |
0.994 |
Increase |
30 |
PHARMACEUTICALS |
59082 |
6.58 |
1.470 |
Increase |
9 |
CONSUMER NON DURABLES |
84709 |
9.43 |
1.757 |
Increase |
ggplot(sector.change, aes(x=sector.change$sectors, y=sector.change$percent_change))+
geom_bar(stat = 'identity', aes(fill=sector.change$type), width = .5, show.legend = FALSE)+coord_flip()
## Warning: Use of `sector.change$type` is discouraged. Use `type` instead.
## Warning: Use of `sector.change$sectors` is discouraged. Use `sectors` instead.
## Warning: Use of `sector.change$percent_change` is discouraged. Use
## `percent_change` instead.
![](data:image/png;base64,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)
sector.change <- sector.change[sector.change$percent_change > 0.0125 | sector.change$percent_change < -.01, ]
ggplot(sector.change, aes(x=sector.change$sectors, y=sector.change$percent_change))+
geom_bar(stat = 'identity', aes(fill=sector.change$type), width = .5, show.legend = FALSE)+coord_flip()
## Warning: Use of `sector.change$type` is discouraged. Use `type` instead.
## Warning: Use of `sector.change$sectors` is discouraged. Use `sectors` instead.
## Warning: Use of `sector.change$percent_change` is discouraged. Use
## `percent_change` instead.
![](data:image/png;base64,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)