diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..5b6a065
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,4 @@
+.Rproj.user
+.Rhistory
+.RData
+.Ruserdata
diff --git a/A01_Data_Analysis.Rmd b/A01_Data_Analysis.Rmd
index 717bd0d..46c8a40 100644
--- a/A01_Data_Analysis.Rmd
+++ b/A01_Data_Analysis.Rmd
@@ -1,7 +1,7 @@
---
title: "Portfoliomanagement and Financial Analysis - Assignment 1"
subtitle: "Submit until Monday 2020-09-21, 13:00"
-author: "Lastname, Surname"
+author: "Stefan, Macanovic"
output: html_notebook
---
@@ -16,9 +16,55 @@ For all exercises please refer to my book [Tidy Portfoliomanagement in R](https:
Create a daily time series for `r lubridate::year(Sys.time())`:
-1. Find the subset of first and last days per month/quarter (uniquely)
-2. Take December `r lubridate::year(Sys.time())-1` and remove all weekends and holidays in Zurich (Tokyo)
-3. create a series of five dates & times in New York. Show them for New York, London and Belgrade
+#1. Find the subset of first and last days per month/quarter (uniquely)
+
+#First, we require the necessary packages.As followed:
+require(zoo)
+require(xts)
+options(xts_check_TZ=FALSE)
+
+#Definiton of TimeSequence
+dates1 <-seq(as.Date("2020-01-01"), length=12, by="month")
+#alternative
+dates2 <-timeSequence (from = "2020-01-01", to = "2020-12-31", by = "month")
+
+#getting the information
+timeFirstDayInMonth (dates1) #(dates1-7)-> first result=1.12.2019 but ends with 1.11.2020
+
+timeFirstDayInQuarter(dates1)
+
+timeLastDayInMonth(dates1)
+
+timeLastDayInQuarter (dates1)
+
+
+#2. Take December `r lubridate::year(Sys.time())-1` and remove all weekends and holidays in Zurich (Tokyo)
+
+#first step - all days in December:
+dates2 <- timeSequence (from = "2019-12-01", to = "2019-12-31", by = "days")
+dates2
+
+#second step - remove weekends - not necessary for the task
+dates3 <- dates2[isWeekday(dates2)]
+dates3
+
+#third step - remove holidays
+dates4 <- dates2[isBizday(dates2, holidayZURICH(2020))]
+dates4 #we can see that on 25.12.2020 are holidays
+
+#3. create a series of five dates & times in New York. Show them for New York, London and Belgrade
+
+#GMT is starting zone
+Dates <- c("2016-01-01", "2017-01-01", "2018-01-01", "2019-01-01", "2020-01-01")
+Times <- c("15:22:02", "23:12:55", "10:34:02", "08:30:00", "11:18:23")
+DatesTimes <- paste(Dates, Times)
+as.Date(DatesTimes)
+NY<- timeDate(DatesTimes, zone= "GMT", FinCenter="NewYork") #turning GMT Date/Time to NYtime
+NY
+London <- timeDate(NY,zone="NewYork", FinCenter="London")
+London
+Belgrade <- timeDate (NY, zone="NewYork", FinCenter="Belgrade")
+Belgrade
## Exercise 2: Download Financial Data and Merge
@@ -32,12 +78,10 @@ tempf <- tempfile(fileext = ".RData"); tempd <- tempdir(); temptxt <- tempfile(f
inputlist <- c("F-F_Research_Data_Factors","F-F_Momentum_Factor","F-F_ST_Reversal_Factor","F-F_LT_Reversal_Factor")
# Now process only these files if they can be matched (download only)
FFdownload(exclude_daily=TRUE,tempdir=tempd,download=TRUE,download_only=FALSE,inputlist=inputlist)
-
-tempf2 <- tempfile(fileext = ".RData"); tempd2 <- tempdir()
+tempf2 <- tempfile(fileext = ".RData"); tempd2 <- tempdir() #asking Nicolas
FFdownload(output_file = tempf2,tempdir = tempd2,exclude_daily = TRUE, download = TRUE, download_only=FALSE, listsave=temptxt)
load(tempf2)
FFdownload$x_25_Portfolios_5x5$monthly$average_value_weighted_returns
-
```
```{r}
@@ -46,10 +90,143 @@ to.period()
```
+#information on S&P 500
+
+sp500 <-tq_index("SP500")
+
+#daily
+
+#Selection of 10 that have data back to 2000
+
+startDate <- "2000-09-01"
+
+stockSelectionDaily <- c('T', 'WMT', 'MSFT', 'BAC', 'PG', 'MCD', 'JPM', 'LIN', 'VZ', 'INTC') %>%
+
+tq_get(get = "stock.prices", from = startDate, to = TODAY()) %>%
+
+group_by(symbol) %>%
+
+tq_transmute(select = adjusted, mutate_fun = periodReturn, period = "daily", col_rename =
+'return')
+
+sp500Daily <- tq_get("^GSPC", get = "stock.prices", from = startDate, to = TODAY()) %>%
+
+tq_transmute(select = adjusted, mutate_fun = periodReturn, period = "daily", col_rename = 'SP500')
+
+stockSelectionMonthly <- c('T', 'WMT', 'MSFT', 'BAC', 'PG', 'MCD', 'JPM', 'LIN', 'VZ', 'INTC') %>%
+
+tq_get(get = "stock.prices", from = startDate, to = TODAY()) %>%
+ group_by(symbol) %>%
+
+tq_transmute(select = adjusted, mutate_fun = periodReturn, period = "monthly", col_rename =
+'return')
+
+sp500Monthly <- tq_get("^GSPC", get = "stock.prices", from = startDate, to = TODAY()) %>%
+
+tq_transmute(select = adjusted, mutate_fun = periodReturn, period = "monthly", col_rename='SP500')
+
+#preparing the data and merging it
+
+require(timetk)
+
+stockSelectionDaily_cols <- stockSelectionDaily %>% spread(symbol, return)
+
+stockSelectionMonthly_cols <- stockSelectionMonthly %>% spread(symbol, return)
+
+#stockSelectionDaily_xts <- tk_xts(stockSelectionDaily_cols, date_var = date)
+
+dataDaily <- stockSelectionDaily_cols %>% merge(sp500Daily, by = "date")
+
+dataMonthly <- stockSelectionMonthly_cols %>% merge(sp500Monthly, by = "date")
+
+#fetch Fama-French data
+
+tmpf <- tempfile(fileext = ".RData"); tmpd <- tempdir(); tmptxt <- tempfile(fileext = ".txt")
+
+inputlist <- c("F-F_Research_Data_Factors","F-F_Momentum_Factor","F-F_ST_Reversal_Factor","FF_LT_Reversal_Factor")
+
+FFdownload(output_file = tmpf, tempdir = tmpd, exclude_daily = FALSE, download = TRUE,
+download_only = FALSE, listsave=tmptxt, inputlist=inputlist)
+
+load(tmpf)
+
+list.files(tmpd)
+
+#prepare Fama-French data and merge it
+ffFactorsDaily <- tk_tbl(FFdownload$`x_F-F_Research_Data_Factors`$daily$Temp2, timetk_idx =
+TRUE, rename_index = "date")
+
+ffFactorsDaily <- ffFactorsDaily[ffFactorsDaily$date >= startDate,,,,]
+tail(ffFactorsDaily) #Fama-French data is only available till 30.06.2020 as of today
+dataDaily <- dataDaily %>% merge(ffFactorsDaily, by = "date")
+ffFactorsMonthly <- tk_tbl(FFdownload$`x_F-F_Research_Data_Factors`$monthly$Temp2,
+timetk_idx = TRUE, rename_index = "date")%>%
+
+mutate(date=as.Date(date, frac=1))
+ffFactorsMonthly <- ffFactorsMonthly[ffFactorsMonthly$date >= startDate,,,,]
+tail(ffFactorsMonthly) #Fama-French data is only available till 30.06.2020 as of today
+dataMonthly <- dataMonthly %>% merge(ffFactorsMonthly, by = "date")
+
+#export work into csv
+
+write.table(dataDaily , file = "./dataDaily.csv")
+
+write.table(dataMonthly, file = "./dataMonthly.csv")
+
+#transform tibble into time series
+
+install.packages("tsbox")
+
+library(tsbox)
+
+require(xts)
+
+dailyTimeSeries <- ts_xts(dataDaily)
+
## Exercise 3: Plotting Data
Carefully work through `vignette("TQ04-charting-with-tidyquant")` and create plots using [ggplot](https://ggplot2.tidyverse.org/) from the tidyverse. Select four assets to highlight all functions that are important for you!
+#install tidyverse and tidyquant package
+
+install.packages("tidyverse")
+install.packages("tidyquant")
+install.packages("magrittr")
+
+#get asset prices
+
+getSymbols(Symbols = "AMZN", from="2019-09-01", to="2020-09-01", periodicity="monthly")
+getSymbols(Symbols = "AAPL", from="2019-09-01", to="2020-09-01", periodicity="monthly")
+getSymbols(Symbols = "MSFT", from="2019-09-01", to="2020-09-01", periodicity="monthly")
+getSymbols(Symbols = "GOOG", from="2019-09-01", to="2020-09-01", periodicity="monthly")
+
+stocks <- as.xts(data.frame(AAPL = AAPL[, "AAPL.Close"], AMZN = AMZN[, "AMZN.Close"],
+ MSFT = MSFT[, "MSFT.Close"], GOOG = GOOG[, "GOOG.Close"]))
+
+head(stocks)
+
+#plotting the data
+
+plot(as.zoo(stocks), screens = 1, lty = 1:4, xlab = "Date", ylab = "Price")
+legend("right", c("AAPL", "AMZN", "MSFT", "GOOG"), lty = 1:4, cex = 0.5)
+
+#convert xts into matrix
+vecst<-data.matrix(as.data.frame(stocks)) #convert xts into matrix
+
+#boxplot of matrix
+boxplot(vecst)
+
+#historgram with normal curve
+h<-hist(vecst, breaks=10, col="red", xlab="ClosingPrice",
+ main="Histogram with Normal Curve")
+ xfit<-seq(min(vecst),max(vecst),length=40)
+yfit<-dnorm(xfit,mean=mean(vecst),sd=sd(vecst))
+yfit <- yfit*diff(h$mids[1:2])*length(vecst)
+lines(xfit, yfit, col="blue", lwd=2)
+
+#normal qq-plot
+qqnorm(stocks)
+
```{r}
ggplot(aes()) + ... + facet_wrap()
```
@@ -58,11 +235,11 @@ Additionally we need statistical information, so we want to plot a histogram (in
## Exercise 4: Statistics
-Here you might use all `tidyquant`-vignettes! My shiny-script here might also help you to get an idea: [www.riskindex.eu:3838/mci](www.riskindex.eu:3838/mci).
+#Here you might use all `tidyquant`-vignettes! My shiny-script here might also help you to get an idea: [www.riskindex.eu:3838/mci](www.riskindex.eu:3838/mci).
### Exercise 4.1 Within securities
-For the four securities calculate all interesting statistics (measures of location, dispersion, skewness and kurtosis). Check returns for univariate (and multivariate) normality.
+#For the four securities calculate all interesting statistics (measures of location, dispersion, skewness and kurtosis). Check returns for univariate (and multivariate) normality.
```{r}
table.Stats()
@@ -70,9 +247,230 @@ table.DownsideRisk
table.HigherMoments
```
+#Require packages
+require(tidyverse)
+require(tidyquant)
+require(timetk)
+options(xts_check_TZ=FALSE)
+
+#Data download
+Stocks.raw <- c("MSFT","AAPL","AMZN","GOOG") %>%
+ tq_get(get = "stock.prices", from = "2000-01-01", to = Sys.Date()) %>%
+ group_by(symbol)
+Stocks_ret_daily <- Stocks.raw %>%
+ tq_transmute(select = adjusted, mutate_fun = periodReturn,
+ period = "daily", col_rename = "return", type="log")
+Stocks_ret_monthly <- Stocks.raw %>%
+ tq_transmute(select = adjusted, mutate_fun = periodReturn,
+ period = "monthly", col_rename = "return", type="log")
+
+#geometric and arithmetic mean
+
+#monthly
+Stocks_ret_monthly %>% summarize(geometric_mean=mean.geometric(return), arithmetic_mean=mean(return)) %>%
+ mutate_at(-1, round, 5) %>% t()
+
+#daily
+Stocks_ret_daily %>% summarize(geometric_mean=mean.geometric(return), arithmetic_mean=mean(return)) %>%
+ mutate_at(-1, round, 5) %>% t()
+
+#Skewness and kurtosis
+
+#monthly
+Stocks_ret_monthly %>% summarize(Skewness=skewness(return), "Ex. Kurtosis"=kurtosis(return)) %>%
+ mutate_at(-1, round, 3) %>% t()
+
+#daily
+Stocks_ret_daily %>% summarize(Skewness=skewness(return), "Ex. Kurtosis"=kurtosis(return)) %>%
+ mutate_at(-1, round, 3) %>% t()
+
+#measures of spread
+
+#monthly
+Stocks_ret_monthly %>% summarize(Volatility=sd(return), Range=max(return)-min(return), IQR=IQR(return)) %>%
+ mutate_at(-1, round, 3) %>% t()
+
+#daily
+Stocks_ret_daily %>% summarize(Volatility=sd(return), Range=max(return)-min(return), IQR=IQR(return)) %>%
+ mutate_at(-1, round, 3) %>% t()
+
+#Standard deviation - measures of spread financial risk
+
+#monthly
+tocks_ret_monthly %>% summarize(Semideviation=SemiDeviation(return),
+ "VaR(0.05)"=VaR(return,p=0.05), "CVaR(0.05)"=CVaR(return,p=0.05)) %>%
+ mutate_at(-1, round, 3) %>% t()
+
+#daily
+Stocks_ret_daily %>% summarize(Semideviation=SemiDeviation(return),
+ "VaR(0.05)"=VaR(return,p=0.05), "CVaR(0.05)"=CVaR(return,p=0.05)) %>%
+ mutate_at(-1, round, 3) %>% t()
+
+
+#correlation
+
+#monthly
+chart.Correlation(Stocks_xts_monthly, histogram=TRUE, pch="+")
+
+#daily
+chart.Correlation(Stocks_xts_daily, histogram=TRUE, pch="+")
+
+
### Exercise 4.2 Between securities and with index
-Plot all securities vis-a-vis the index. Include a regression line and regression information. Can you plot rolling correlations between assets (and/or the index)?
+#Plot all securities vis-a-vis the index. Include a regression line and regression information. Can you plot rolling correlations between assets (and/or the index)?
+
+#grouping the 4 securities, getting monthly returns
+Ra<-c("AAPL","AMZN","MSFT","GOOG")%>%
+tq_get(get="stock.prices",from="2016-12-31",to="2019-12-31")%>%
+group_by(symbol)%>%
+tq_transmute(select = adjusted, mutate_fun = periodReturn,period = "monthly",col_rename = "Ra")
+
+#monthly Returns for the Dow Jones
+Rb <- c("DJI") %>%
+ tq_get(get = "stock.prices",from="2016-12-31",to="2019-12-31") %>%
+ tq_transmute(select = adjusted,
+ mutate_fun = periodReturn,
+ period = "monthly",
+ col_rename = "Rb")
+
+RaRb <- left_join(Ra, Rb, by = c("date" = "date"))
+
+RaRb %>%
+ tq_performance(Ra = Ra, Rb = Rb, performance_fun = table.CAPM)
+
+#AAPL vs Dow Jones
+stock_prices <- c("DJI", "AAPL") %>%
+ tq_get(get = "stock.prices",
+ from="2016-12-31",to="2019-12-31") %>%
+ group_by(symbol)
+
+stock_pairs <- stock_prices %>%
+ tq_transmute(select = adjusted,
+ mutate_fun = periodReturn,
+ period = "daily",
+ # type = "log",
+ col_rename = "returns") %>%
+ spread(key = symbol, value = returns)
+
+stock_pairs %>%
+ ggplot(aes(x = DJI, y = AAPL)) +
+ geom_point(color = palette_light()[[1]], alpha = 0.5) +
+ geom_smooth(method = "lm") +
+ labs(title = "Returns Relationship of Apple and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm") +
+ theme_tq()
+
+#AMZN vs Dow Jones
+stock_prices <- c("DJI", "AMZN") %>%
+ tq_get(get = "stock.prices",
+ from="2016-12-31",to="2019-12-31") %>%
+ group_by(symbol)
+
+stock_pairs <- stock_prices %>%
+ tq_transmute(select = adjusted,
+ mutate_fun = periodReturn,
+ period = "daily",
+ # type = "log",
+ col_rename = "returns") %>%
+ spread(key = symbol, value = returns)
+
+stock_pairs %>%
+ ggplot(aes(x = DJI, y = AMZN)) +
+ geom_point(color = palette_light()[[1]], alpha = 0.5) +
+ geom_smooth(method = "lm") +
+ labs(title = "Returns Relationship of Amazon and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm") +
+ theme_tq()
+
+#MSFT vs Dow Jones
+stock_prices <- c("DJI", "MSFT") %>%
+ tq_get(get = "stock.prices",
+ from="2016-12-31",to="2019-12-31") %>%
+ group_by(symbol)
+
+stock_pairs <- stock_prices %>%
+ tq_transmute(select = adjusted,
+ mutate_fun = periodReturn,
+ period = "daily",
+ # type = "log",
+ col_rename = "returns") %>%
+ spread(key = symbol, value = returns)
+
+stock_pairs %>%
+ ggplot(aes(x = DJI, y = MSFT)) +
+ geom_point(color = palette_light()[[1]], alpha = 0.5) +
+ geom_smooth(method = "lm") +
+ labs(title = "Returns Relationship of Microsoft and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm") +
+ theme_tq()
+
+#Google vs Dow Jones
+
+stock_prices <- c("DJI", "GOOG") %>%
+ tq_get(get = "stock.prices",
+ from="2016-12-31",to="2019-12-31") %>%
+ group_by(symbol)
+
+stock_pairs <- stock_prices %>%
+ tq_transmute(select = adjusted,
+ mutate_fun = periodReturn,
+ period = "daily",
+ # type = "log",
+ col_rename = "returns") %>%
+ spread(key = symbol, value = returns)
+
+stock_pairs %>%
+ ggplot(aes(x = DJI, y = GOOG)) +
+ geom_point(color = palette_light()[[1]], alpha = 0.5) +
+ geom_smooth(method = "lm") +
+ labs(title = "Returns Relationship of Google and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm") +
+ theme_tq()
+
+
+#Can you plot rolling correlations between assets (and/or the index)?
+Ra <- c("AAPL", "GOOG", "MSFT","AMZN") %>%
+ tq_get(get = "stock.prices",
+ from = "2013-12-31",
+ to = "2018-12-31") %>%
+ group_by(symbol) %>%
+ tq_transmute(select = adjusted,
+ mutate_fun = periodReturn,
+ period = "monthly",
+ type = "log",
+ col_rename = "Ra")
+
+Rb <- c("DJI") %>%
+ tq_get(get = "stock.prices",
+ from = "2013-12-31",
+ to = "2018-12-31") %>%
+ tq_transmute(select = adjusted,
+ mutate_fun = periodReturn,
+ period = "monthly",
+ type = "log",
+ col_rename = "Rb")
+
+RaRb <- left_join(Ra, Rb, by = c("date" = "date"))
+
+rolling_corr <- RaRb %>%
+ tq_transmute_xy(x = Ra,
+ y = Rb,
+ mutate_fun = runCor,
+ n = 6,
+ col_rename = "rolling.corr.6")
+
+rolling_corr %>%
+ ggplot(aes(x = date, y = rolling.corr.6, color = symbol)) +
+ geom_hline(yintercept = 0, color = palette_light()[[1]]) +
+ geom_line(size = 1) +
+ labs(title = "Six Month Rolling Correlations to Dow Jones (2013/12/31 to 2018/12/31)",
+ x = "", y = "Correlation", color = "") +
+ facet_wrap(~ symbol, ncol = 2) +theme_tq() +
+ scale_color_tq()
+
+
+
+
+
+#####entwurf
+
```{r}
table.CAPM
@@ -83,3 +481,102 @@ table.CAPM
Create multiple portfolios using `tq_portfolio()` (e.g. an equally weighted one, a market-value weighted one, and one where you create a trading strategy according to your liking). DO a performance analysis a la `vignette("TQ05-performance-analysis-with-tidyquant")`.
+To make a portfolio I have to choose assets. Therefore I took the monthly stock prices from Apple, Google, Netflix and Amazon from 31.12.2013 to 31.12.2019.
+```{r}
+stock_returns_monthly <- c("AAPL", "GOOG", "NFLX", "AMZN") %>%
+ tq_get(get = "stock.prices",
+ from = "2013-12-31",
+ to = "2019-12-31") %>%
+ group_by(symbol) %>%
+ tq_transmute(select = adjusted,
+ mutate_fun = periodReturn,
+ period = "monthly",
+ col_rename = "Ra")
+```
+
+Now I create the repetition for 3 portfolios
+```{r}
+stock_returns_monthly_multi <- stock_returns_monthly %>%
+ tq_repeat_df(n = 3)
+```
+
+#For the market-value weighted portfolio I get the market values as of 13 September 2019 (Source:ycharts.com) for portfolio 2
+```{r}
+MV_AAPL<-988.57
+MV_GOOG<-859.51
+MV_NFLX<-128.79
+MV_AMZN<-909.84
+
+MV_sum<-MV_NFLX+MV_AAPL+MV_AMZN+MV_GOOG
+```
+
+#Now I create the vector for the equally weighted one (25% for each stock). One portfolio is equally weighted with 25% and the 3rd portfolio is weighted after my preferences
+```{r}
+weights <- c(
+ 0.25, 0.25, 0.25, 0.25,
+ MV_AAPL/MV_sum, MV_GOOG/MV_sum, MV_NFLX/MV_sum, MV_AMZN/MV_sum,
+ 0.2, 0.4, 0.2, 0.2)
+
+```
+
+#To measure the performance of the 3 portfolios I choose the SP500 as baseline returns
+```{r}
+baseline_returns_monthly <- "^GSPC" %>%
+ tq_get(get = "stock.prices",
+ from = "2013-12-31",
+ to = "2019-12-31") %>%
+ tq_transmute(select = adjusted,
+ mutate_fun = periodReturn,
+ period = "monthly",
+ col_rename = "Rb")
+```
+
+
+#The next step is to create the portfolios according to the weight table
+```{r}
+stocks <- c("AAPL", "GOOG", "NFLX", "AMZN")
+weights_table <- tibble(stocks) %>%
+ tq_repeat_df(n = 3) %>%
+ bind_cols(tibble(weights)) %>%
+ group_by(portfolio)
+```
+
+#See the weights:
+```{r}
+weights_table
+```
+
+#The next step is to create the returns for the portfolios.
+```{r}
+portfolio_returns_monthly_multi <- stock_returns_monthly_multi %>%
+ tq_portfolio(assets_col = symbol,
+ returns_col = Ra,
+ weights = weights_table,
+ col_rename = "Ra")
+portfolio_returns_monthly_multi
+```
+
+#Combine the portfolios and baseline
+```{r}
+RaRb_multiple_portfolio <- left_join(portfolio_returns_monthly_multi,
+ baseline_returns_monthly,
+ by = "date")
+```
+
+#Now I can make a performance analysis. Therefore I create Table CAPM
+```{r}
+RaRb_multiple_portfolio %>%
+ tq_performance(Ra = Ra, Rb = Rb, performance_fun = table.CAPM)
+```
+
+#Table Sharpe Ratio
+```{r}
+RaRb_multiple_portfolio %>%
+ tq_performance(Ra = Ra, Rb = NULL, performance_fun = SharpeRatio)
+```
+
+#Create Table Stats
+```{r}
+RaRb_multiple_portfolio %>%
+ tq_performance(Ra = Ra, Rb = NULL, performance_fun = table.Stats)
+```
\ No newline at end of file
diff --git a/A01_Data_Analysis.nb.html b/A01_Data_Analysis.nb.html
index 3395211..4fcb999 100644
--- a/A01_Data_Analysis.nb.html
+++ b/A01_Data_Analysis.nb.html
@@ -9,7 +9,7 @@
-
+
Portfoliomanagement and Financial Analysis - Assignment 1
@@ -1746,7 +1746,7 @@
Portfoliomanagement and Financial Analysis - Assignment 1
Submit until Monday 2020-09-21, 13:00
-Lastname, Surname
+Stefan, Macanovic
@@ -1763,29 +1763,35 @@ Lastname, Surname
Exercise 1: xts
Create a daily time series for 2020:
-
-- Find the subset of first and last days per month/quarter (uniquely)
-- Take December 2019 and remove all weekends and holidays in Zurich (Tokyo)
-- create a series of five dates & times in New York. Show them for New York, London and Belgrade
-
+
#1. Find the subset of first and last days per month/quarter (uniquely)
+
#First, we require the necessary packages.As followed: require(zoo) require(xts) options(xts_check_TZ=FALSE)
+
#Definiton of TimeSequence dates1 <-seq(as.Date(“2020-01-01”), length=12, by=“month”) #alternative dates2 <-timeSequence (from = “2020-01-01”, to = “2020-12-31”, by = “month”)
+
#getting the information timeFirstDayInMonth (dates1) #(dates1-7)-> first result=1.12.2019 but ends with 1.11.2020
+
timeFirstDayInQuarter(dates1)
+
timeLastDayInMonth(dates1)
+
timeLastDayInQuarter (dates1)
+
#2. Take December 2019 and remove all weekends and holidays in Zurich (Tokyo)
+
#first step - all days in December: dates2 <- timeSequence (from = “2019-12-01”, to = “2019-12-31”, by = “days”) dates2
+
#second step - remove weekends - not necessary for the task dates3 <- dates2[isWeekday(dates2)] dates3
+
#third step - remove holidays dates4 <- dates2[isBizday(dates2, holidayZURICH(2020))] dates4 #we can see that on 25.12.2020 are holidays
+
#3. create a series of five dates & times in New York. Show them for New York, London and Belgrade
+
#GMT is starting zone Dates <- c(“2016-01-01”, “2017-01-01”, “2018-01-01”, “2019-01-01”, “2020-01-01”) Times <- c(“15:22:02”, “23:12:55”, “10:34:02”, “08:30:00”, “11:18:23”) DatesTimes <- paste(Dates, Times) as.Date(DatesTimes) NY<- timeDate(DatesTimes, zone= “GMT”, FinCenter=“NewYork”) #turning GMT Date/Time to NYtime NY London <- timeDate(NY,zone=“NewYork”, FinCenter=“London”) London Belgrade <- timeDate (NY, zone=“NewYork”, FinCenter=“Belgrade”) Belgrade
Exercise 2: Download Financial Data and Merge
Download information on all stocks currently part of the S&P500. Select 10 that have data back to 2000. Additionally download the S&P 500 index and the four Fama-French factors including the risk-free rate (using my package ffdownload
). Merge all data together and calculate returns (simple or continuous returns?). Split your data in two files: One holding daily returns and one with monthly returns. Additionally show how to we could get from long to wide format to transfer between tibble
(tsibble
) and xts.
-
+
?FFdownload()
tempf <- tempfile(fileext = ".RData"); tempd <- tempdir(); temptxt <- tempfile(fileext = ".txt")
inputlist <- c("F-F_Research_Data_Factors","F-F_Momentum_Factor","F-F_ST_Reversal_Factor","F-F_LT_Reversal_Factor")
# Now process only these files if they can be matched (download only)
FFdownload(exclude_daily=TRUE,tempdir=tempd,download=TRUE,download_only=FALSE,inputlist=inputlist)
-
-tempf2 <- tempfile(fileext = ".RData"); tempd2 <- tempdir()
+tempf2 <- tempfile(fileext = ".RData"); tempd2 <- tempdir() #asking Nicolas
FFdownload(output_file = tempf2,tempdir = tempd2,exclude_daily = TRUE, download = TRUE, download_only=FALSE, listsave=temptxt)
load(tempf2)
-FFdownload$x_25_Portfolios_5x5$monthly$average_value_weighted_returns
-
+FFdownload$x_25_Portfolios_5x5$monthly$average_value_weighted_returns
@@ -1797,10 +1803,62 @@
Exercise 2: Download Financial Data and Merge
+
#information on S&P 500
+
sp500 <-tq_index(“SP500”)
+
#daily
+
#Selection of 10 that have data back to 2000
+
startDate <- “2000-09-01”
+
stockSelectionDaily <- c(‘T’, ‘WMT’, ‘MSFT’, ‘BAC’, ‘PG’, ‘MCD’, ‘JPM’, ‘LIN’, ‘VZ’, ‘INTC’) %>%
+
tq_get(get = “stock.prices”, from = startDate, to = TODAY()) %>%
+
group_by(symbol) %>%
+
tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “daily”, col_rename = ‘return’)
+
sp500Daily <- tq_get(“^GSPC”, get = “stock.prices”, from = startDate, to = TODAY()) %>%
+
tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “daily”, col_rename = ‘SP500’)
+
stockSelectionMonthly <- c(‘T’, ‘WMT’, ‘MSFT’, ‘BAC’, ‘PG’, ‘MCD’, ‘JPM’, ‘LIN’, ‘VZ’, ‘INTC’) %>%
+
tq_get(get = “stock.prices”, from = startDate, to = TODAY()) %>% group_by(symbol) %>%
+
tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “monthly”, col_rename = ‘return’)
+
sp500Monthly <- tq_get(“^GSPC”, get = “stock.prices”, from = startDate, to = TODAY()) %>%
+
tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “monthly”, col_rename=‘SP500’)
+
#preparing the data and merging it
+
require(timetk)
+
stockSelectionDaily_cols <- stockSelectionDaily %>% spread(symbol, return)
+
stockSelectionMonthly_cols <- stockSelectionMonthly %>% spread(symbol, return)
+
#stockSelectionDaily_xts <- tk_xts(stockSelectionDaily_cols, date_var = date)
+
dataDaily <- stockSelectionDaily_cols %>% merge(sp500Daily, by = “date”)
+
dataMonthly <- stockSelectionMonthly_cols %>% merge(sp500Monthly, by = “date”)
+
#fetch Fama-French data
+
tmpf <- tempfile(fileext = “.RData”); tmpd <- tempdir(); tmptxt <- tempfile(fileext = “.txt”)
+
inputlist <- c(“F-F_Research_Data_Factors”,“F-F_Momentum_Factor”,“F-F_ST_Reversal_Factor”,“FF_LT_Reversal_Factor”)
+
FFdownload(output_file = tmpf, tempdir = tmpd, exclude_daily = FALSE, download = TRUE, download_only = FALSE, listsave=tmptxt, inputlist=inputlist)
+
load(tmpf)
+
list.files(tmpd)
+
#prepare Fama-French data and merge it ffFactorsDaily <- tk_tbl(FFdownload\(`x_F-F_Research_Data_Factors`\)daily$Temp2, timetk_idx = TRUE, rename_index = “date”)
+
ffFactorsDaily <- ffFactorsDaily[ffFactorsDaily$date >= startDate,,,,] tail(ffFactorsDaily) #Fama-French data is only available till 30.06.2020 as of today dataDaily <- dataDaily %>% merge(ffFactorsDaily, by = “date”) ffFactorsMonthly <- tk_tbl(FFdownload\(`x_F-F_Research_Data_Factors`\)monthly$Temp2, timetk_idx = TRUE, rename_index = “date”)%>%
+
mutate(date=as.Date(date, frac=1)) ffFactorsMonthly <- ffFactorsMonthly[ffFactorsMonthly$date >= startDate,,,,] tail(ffFactorsMonthly) #Fama-French data is only available till 30.06.2020 as of today dataMonthly <- dataMonthly %>% merge(ffFactorsMonthly, by = “date”)
+
#export work into csv
+
write.table(dataDaily , file = “./dataDaily.csv”)
+
write.table(dataMonthly, file = “./dataMonthly.csv”)
+
#transform tibble into time series
+
install.packages(“tsbox”)
+
library(tsbox)
+
require(xts)
+
dailyTimeSeries <- ts_xts(dataDaily)
Exercise 3: Plotting Data
Carefully work through vignette("TQ04-charting-with-tidyquant")
and create plots using ggplot from the tidyverse. Select four assets to highlight all functions that are important for you!
+
#install tidyverse and tidyquant package
+
install.packages(“tidyverse”) install.packages(“tidyquant”) install.packages(“magrittr”)
+
#get asset prices
+
getSymbols(Symbols = “AMZN”, from=“2019-09-01”, to=“2020-09-01”, periodicity=“monthly”) getSymbols(Symbols = “AAPL”, from=“2019-09-01”, to=“2020-09-01”, periodicity=“monthly”) getSymbols(Symbols = “MSFT”, from=“2019-09-01”, to=“2020-09-01”, periodicity=“monthly”) getSymbols(Symbols = “GOOG”, from=“2019-09-01”, to=“2020-09-01”, periodicity=“monthly”)
+
stocks <- as.xts(data.frame(AAPL = AAPL[, “AAPL.Close”], AMZN = AMZN[, “AMZN.Close”], MSFT = MSFT[, “MSFT.Close”], GOOG = GOOG[, “GOOG.Close”]))
+
head(stocks)
+
#plotting the data
+
plot(as.zoo(stocks), screens = 1, lty = 1:4, xlab = “Date”, ylab = “Price”) legend(“right”, c(“AAPL”, “AMZN”, “MSFT”, “GOOG”), lty = 1:4, cex = 0.5)
+
#convert xts into matrix vecst<-data.matrix(as.data.frame(stocks)) #convert xts into matrix
+
#boxplot of matrix boxplot(vecst)
+
#historgram with normal curve h<-hist(vecst, breaks=10, col=“red”, xlab=“ClosingPrice”, main=“Histogram with Normal Curve”) xfit<-seq(min(vecst),max(vecst),length=40) yfit<-dnorm(xfit,mean=mean(vecst),sd=sd(vecst)) yfit <- yfitdiff(h$mids[1:2])length(vecst) lines(xfit, yfit, col=“blue”, lwd=2)
+
#normal qq-plot qqnorm(stocks)
@@ -1812,23 +1870,66 @@
Exercise 3: Plotting Data
Exercise 4: Statistics
-
Here you might use all tidyquant
-vignettes! My shiny-script here might also help you to get an idea: www.riskindex.eu:3838/mci.
+
#Here you might use all tidyquant
-vignettes! My shiny-script here might also help you to get an idea: www.riskindex.eu:3838/mci.
Exercise 4.1 Within securities
-
For the four securities calculate all interesting statistics (measures of location, dispersion, skewness and kurtosis). Check returns for univariate (and multivariate) normality.
+
#For the four securities calculate all interesting statistics (measures of location, dispersion, skewness and kurtosis). Check returns for univariate (and multivariate) normality.
-
-
table.Stats()
-table.DownsideRisk
-table.HigherMoments
+
+
table.Stats()
+
+
Error in checkData(R, method = "zoo") :
+ argument "R" is missing, with no default
+
+
#Require packages require(tidyverse) require(tidyquant) require(timetk) options(xts_check_TZ=FALSE)
+
#Data download Stocks.raw <- c(“MSFT”,“AAPL”,“AMZN”,“GOOG”) %>% tq_get(get = “stock.prices”, from = “2000-01-01”, to = Sys.Date()) %>% group_by(symbol) Stocks_ret_daily <- Stocks.raw %>% tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “daily”, col_rename = “return”, type=“log”) Stocks_ret_monthly <- Stocks.raw %>% tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “monthly”, col_rename = “return”, type=“log”)
+
#geometric and arithmetic mean
+
#monthly Stocks_ret_monthly %>% summarize(geometric_mean=mean.geometric(return), arithmetic_mean=mean(return)) %>% mutate_at(-1, round, 5) %>% t()
+
#daily Stocks_ret_daily %>% summarize(geometric_mean=mean.geometric(return), arithmetic_mean=mean(return)) %>% mutate_at(-1, round, 5) %>% t()
+
#Skewness and kurtosis
+
#monthly Stocks_ret_monthly %>% summarize(Skewness=skewness(return), “Ex. Kurtosis”=kurtosis(return)) %>% mutate_at(-1, round, 3) %>% t()
+
#daily Stocks_ret_daily %>% summarize(Skewness=skewness(return), “Ex. Kurtosis”=kurtosis(return)) %>% mutate_at(-1, round, 3) %>% t()
+
#measures of spread
+
#monthly Stocks_ret_monthly %>% summarize(Volatility=sd(return), Range=max(return)-min(return), IQR=IQR(return)) %>% mutate_at(-1, round, 3) %>% t()
+
#daily Stocks_ret_daily %>% summarize(Volatility=sd(return), Range=max(return)-min(return), IQR=IQR(return)) %>% mutate_at(-1, round, 3) %>% t()
+
#Standard deviation - measures of spread financial risk
+
#monthly tocks_ret_monthly %>% summarize(Semideviation=SemiDeviation(return), “VaR(0.05)”=VaR(return,p=0.05), “CVaR(0.05)”=CVaR(return,p=0.05)) %>% mutate_at(-1, round, 3) %>% t()
+
#daily Stocks_ret_daily %>% summarize(Semideviation=SemiDeviation(return), “VaR(0.05)”=VaR(return,p=0.05), “CVaR(0.05)”=CVaR(return,p=0.05)) %>% mutate_at(-1, round, 3) %>% t()
+
#correlation
+
#monthly chart.Correlation(Stocks_xts_monthly, histogram=TRUE, pch=“+”)
+
#daily chart.Correlation(Stocks_xts_daily, histogram=TRUE, pch=“+”)
Exercise 4.2 Between securities and with index
-
Plot all securities vis-a-vis the index. Include a regression line and regression information. Can you plot rolling correlations between assets (and/or the index)?
+
#Plot all securities vis-a-vis the index. Include a regression line and regression information. Can you plot rolling correlations between assets (and/or the index)?
+
#grouping the 4 securities, getting monthly returns Ra<-c(“AAPL”,“AMZN”,“MSFT”,“GOOG”)%>% tq_get(get=“stock.prices”,from=“2016-12-31”,to=“2019-12-31”)%>% group_by(symbol)%>% tq_transmute(select = adjusted, mutate_fun = periodReturn,period = “monthly”,col_rename = “Ra”)
+
#monthly Returns for the Dow Jones Rb <- c(“DJI”) %>% tq_get(get = “stock.prices”,from=“2016-12-31”,to=“2019-12-31”) %>% tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “monthly”, col_rename = “Rb”)
+
RaRb <- left_join(Ra, Rb, by = c(“date” = “date”))
+
RaRb %>% tq_performance(Ra = Ra, Rb = Rb, performance_fun = table.CAPM)
+
#AAPL vs Dow Jones
+stock_prices <- c(“DJI”, “AAPL”) %>% tq_get(get = “stock.prices”, from=“2016-12-31”,to=“2019-12-31”) %>% group_by(symbol)
+
stock_pairs <- stock_prices %>% tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “daily”, # type = “log”, col_rename = “returns”) %>% spread(key = symbol, value = returns)
+
stock_pairs %>% ggplot(aes(x = DJI, y = AAPL)) + geom_point(color = palette_light()[[1]], alpha = 0.5) + geom_smooth(method = “lm”) + labs(title = “Returns Relationship of Apple and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm”) + theme_tq()
+
#AMZN vs Dow Jones stock_prices <- c(“DJI”, “AMZN”) %>% tq_get(get = “stock.prices”, from=“2016-12-31”,to=“2019-12-31”) %>% group_by(symbol)
+
stock_pairs <- stock_prices %>% tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “daily”, # type = “log”, col_rename = “returns”) %>% spread(key = symbol, value = returns)
+
stock_pairs %>% ggplot(aes(x = DJI, y = AMZN)) + geom_point(color = palette_light()[[1]], alpha = 0.5) + geom_smooth(method = “lm”) + labs(title = “Returns Relationship of Amazon and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm”) + theme_tq()
+
#MSFT vs Dow Jones stock_prices <- c(“DJI”, “MSFT”) %>% tq_get(get = “stock.prices”, from=“2016-12-31”,to=“2019-12-31”) %>% group_by(symbol)
+
stock_pairs <- stock_prices %>% tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “daily”, # type = “log”, col_rename = “returns”) %>% spread(key = symbol, value = returns)
+
stock_pairs %>% ggplot(aes(x = DJI, y = MSFT)) + geom_point(color = palette_light()[[1]], alpha = 0.5) + geom_smooth(method = “lm”) + labs(title = “Returns Relationship of Microsoft and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm”) + theme_tq()
+
#Google vs Dow Jones
+
stock_prices <- c(“DJI”, “GOOG”) %>% tq_get(get = “stock.prices”, from=“2016-12-31”,to=“2019-12-31”) %>% group_by(symbol)
+
stock_pairs <- stock_prices %>% tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “daily”, # type = “log”, col_rename = “returns”) %>% spread(key = symbol, value = returns)
+
stock_pairs %>% ggplot(aes(x = DJI, y = GOOG)) + geom_point(color = palette_light()[[1]], alpha = 0.5) + geom_smooth(method = “lm”) + labs(title = “Returns Relationship of Google and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm”) + theme_tq()
+
#Can you plot rolling correlations between assets (and/or the index)? Ra <- c(“AAPL”, “GOOG”, “MSFT”,“AMZN”) %>% tq_get(get = “stock.prices”, from = “2013-12-31”, to = “2018-12-31”) %>% group_by(symbol) %>% tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “monthly”, type = “log”, col_rename = “Ra”)
+
Rb <- c(“DJI”) %>% tq_get(get = “stock.prices”, from = “2013-12-31”, to = “2018-12-31”) %>% tq_transmute(select = adjusted, mutate_fun = periodReturn, period = “monthly”, type = “log”, col_rename = “Rb”)
+
RaRb <- left_join(Ra, Rb, by = c(“date” = “date”))
+
rolling_corr <- RaRb %>% tq_transmute_xy(x = Ra, y = Rb, mutate_fun = runCor, n = 6, col_rename = “rolling.corr.6”)
+
rolling_corr %>% ggplot(aes(x = date, y = rolling.corr.6, color = symbol)) + geom_hline(yintercept = 0, color = palette_light()[[1]]) + geom_line(size = 1) + labs(title = “Six Month Rolling Correlations to Dow Jones (2013/12/31 to 2018/12/31)”, x = "“, y =”Correlation“, color =”") + facet_wrap(~ symbol, ncol = 2) +theme_tq() + scale_color_tq()
+
#####entwurf
@@ -1841,10 +1942,189 @@
Exercise 4.2 Between securities and with index
Exercise 5: Performance Analysis
Create multiple portfolios using tq_portfolio()
(e.g. an equally weighted one, a market-value weighted one, and one where you create a trading strategy according to your liking). DO a performance analysis a la vignette("TQ05-performance-analysis-with-tidyquant")
.
+
To make a portfolio I have to choose assets. Therefore I took the monthly stock prices from Apple, Google, Netflix and Amazon from 31.12.2013 to 31.12.2019.
+
+
+
+
stock_returns_monthly <- c("AAPL", "GOOG", "NFLX", "AMZN") %>%
+ tq_get(get = "stock.prices",
+ from = "2013-12-31",
+ to = "2019-12-31") %>%
+ group_by(symbol) %>%
+ tq_transmute(select = adjusted,
+ mutate_fun = periodReturn,
+ period = "monthly",
+ col_rename = "Ra")
+
+
+
+
Now I create the repetition for 3 portfolios
+
+
+
+
stock_returns_monthly_multi <- stock_returns_monthly %>%
+ tq_repeat_df(n = 3)
+
+
+
Ungrouping data frame groups: symbol
+
+
+
+
#For the market-value weighted portfolio I get the market values as of 13 September 2019 (Source:ycharts.com) for portfolio 2
+
+
+
+
MV_AAPL<-988.57
+MV_GOOG<-859.51
+MV_NFLX<-128.79
+MV_AMZN<-909.84
+
+MV_sum<-MV_NFLX+MV_AAPL+MV_AMZN+MV_GOOG
+
+
+
+
#Now I create the vector for the equally weighted one (25% for each stock). One portfolio is equally weighted with 25% and the 3rd portfolio is weighted after my preferences
+
+
+
+
weights <- c(
+ 0.25, 0.25, 0.25, 0.25,
+ MV_AAPL/MV_sum, MV_GOOG/MV_sum, MV_NFLX/MV_sum, MV_AMZN/MV_sum,
+ 0.2, 0.4, 0.2, 0.2)
+
+
+
+
+
#To measure the performance of the 3 portfolios I choose the SP500 as baseline returns
+
+
+
+
baseline_returns_monthly <- "^GSPC" %>%
+ tq_get(get = "stock.prices",
+ from = "2013-12-31",
+ to = "2019-12-31") %>%
+ tq_transmute(select = adjusted,
+ mutate_fun = periodReturn,
+ period = "monthly",
+ col_rename = "Rb")
+
+
+
+
#The next step is to create the portfolios according to the weight table
+
+
+
+
stocks <- c("AAPL", "GOOG", "NFLX", "AMZN")
+weights_table <- tibble(stocks) %>%
+ tq_repeat_df(n = 3) %>%
+ bind_cols(tibble(weights)) %>%
+ group_by(portfolio)
+
+
+
+
#See the weights:
+
+
+
weights_table
+
+
+
+
+
+
+
+
+
#The next step is to create the returns for the portfolios.
+
+
+
+
portfolio_returns_monthly_multi <- stock_returns_monthly_multi %>%
+ tq_portfolio(assets_col = symbol,
+ returns_col = Ra,
+ weights = weights_table,
+ col_rename = "Ra")
+
+
+
Problem with `mutate()` input `portfolio..`.
+ℹ Portfolio 2: Sum of weights does not equal 1.
+ℹ Input `portfolio..` is `purrr::pmap(list(returns.., weights.., portfolio), custom_function)`.
+ℹ The error occurred in group 2: portfolio = 2.Portfolio 2: Sum of weights does not equal 1.
+
+
+
portfolio_returns_monthly_multi
+
+
+
+
+
+
+
+
+
#Combine the portfolios and baseline
+
+
+
+
RaRb_multiple_portfolio <- left_join(portfolio_returns_monthly_multi,
+ baseline_returns_monthly,
+ by = "date")
+
+
+
+
#Now I can make a performance analysis. Therefore I create Table CAPM
+
+
+
+
RaRb_multiple_portfolio %>%
+ tq_performance(Ra = Ra, Rb = Rb, performance_fun = table.CAPM)
+
+
+
+
+
+
+
+
+
#Table Sharpe Ratio
+
+
+
+
RaRb_multiple_portfolio %>%
+ tq_performance(Ra = Ra, Rb = NULL, performance_fun = SharpeRatio)
+
+
+
+
+
+
+
+
+
#Create Table Stats
+
+
+
+
RaRb_multiple_portfolio %>%
+ tq_performance(Ra = Ra, Rb = NULL, performance_fun = table.Stats)
+
+
+
+
+
+
+
-
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dGVkIG9uZSwgYSBtYXJrZXQtdmFsdWUgd2VpZ2h0ZWQgb25lLCBhbmQgb25lIHdoZXJlIHlvdSBjcmVhdGUgYSB0cmFkaW5nIHN0cmF0ZWd5IGFjY29yZGluZyB0byB5b3VyIGxpa2luZykuIERPIGEgcGVyZm9ybWFuY2UgYW5hbHlzaXMgYSBsYSBgdmlnbmV0dGUoIlRRMDUtcGVyZm9ybWFuY2UtYW5hbHlzaXMtd2l0aC10aWR5cXVhbnQiKWAuCgoK
+
---
title: "Portfoliomanagement and Financial Analysis - Assignment 1"
subtitle: "Submit until Monday 2020-09-21, 13:00"
author: "Stefan, Macanovic"
output: html_notebook
---


```{r load_packs}
pacman::p_load(tidyverse,tidyquant,FFdownload)
```

For all exercises please refer to my book [Tidy Portfoliomanagement in R](https://bookdown.org/sstoeckl/Tidy_Portfoliomanagement_in_R). Unfortunately some functions (e.g. `get_exchange()`) are not working on rstudio.cloud, so please try to solve the exercises without. Also remember, that ecverything you do below must be **explained** to me (why? what does this mean? what is the interpretation?). If you have any questions or problems, please refer to the assignment forum on moodle.

## Exercise 1: xts

Create a daily time series for `r lubridate::year(Sys.time())`:

#1. Find the subset of first and last days per month/quarter (uniquely)

#First, we require the necessary packages.As followed:
require(zoo)
require(xts)
options(xts_check_TZ=FALSE)

#Definiton of TimeSequence
dates1 <-seq(as.Date("2020-01-01"), length=12, by="month")
#alternative 
dates2 <-timeSequence (from = "2020-01-01", to = "2020-12-31", by = "month")

#getting the information
timeFirstDayInMonth (dates1) #(dates1-7)-> first result=1.12.2019 but ends with 1.11.2020

timeFirstDayInQuarter(dates1)

timeLastDayInMonth(dates1)

timeLastDayInQuarter (dates1)


#2. Take December `r lubridate::year(Sys.time())-1` and remove all weekends and holidays in Zurich (Tokyo)

#first step - all days in December:
dates2 <- timeSequence (from = "2019-12-01", to = "2019-12-31", by = "days")
dates2

#second step - remove weekends - not necessary for the task
dates3 <- dates2[isWeekday(dates2)]
dates3

#third step - remove holidays
dates4 <- dates2[isBizday(dates2, holidayZURICH(2020))]
dates4 #we can see that on 25.12.2020 are holidays

#3. create a series of five dates & times in New York. Show them for New York, London and Belgrade

#GMT is starting zone
Dates <- c("2016-01-01", "2017-01-01", "2018-01-01", "2019-01-01", "2020-01-01")
Times <- c("15:22:02", "23:12:55", "10:34:02", "08:30:00", "11:18:23")
DatesTimes <- paste(Dates, Times)
as.Date(DatesTimes) 
NY<- timeDate(DatesTimes, zone= "GMT", FinCenter="NewYork") #turning GMT Date/Time to NYtime
NY
London <- timeDate(NY,zone="NewYork", FinCenter="London")
London
Belgrade <- timeDate (NY, zone="NewYork", FinCenter="Belgrade")
Belgrade


## Exercise 2: Download Financial Data and Merge

Download information on all stocks currently part of the S&P500. Select 10 that have data back to 2000. Additionally download the S&P 500 index and the four Fama-French factors including the risk-free rate (using my package [`ffdownload`](https://github.com/sstoeckl/ffdownload)). Merge all data together and calculate returns (simple or continuous returns?).
Split your data in two files: One holding daily returns and one with monthly returns. Additionally show how to we could get from long to wide format to transfer between `tibble` (`tsibble`) and xts.

```{r}
?FFdownload()
tempf <- tempfile(fileext = ".RData"); tempd <- tempdir(); temptxt <- tempfile(fileext = ".txt")
inputlist <- c("F-F_Research_Data_Factors","F-F_Momentum_Factor","F-F_ST_Reversal_Factor","F-F_LT_Reversal_Factor")
# Now process only these files if they can be matched (download only)
FFdownload(exclude_daily=TRUE,tempdir=tempd,download=TRUE,download_only=FALSE,inputlist=inputlist)
tempf2 <- tempfile(fileext = ".RData"); tempd2 <- tempdir() #asking Nicolas
FFdownload(output_file = tempf2,tempdir = tempd2,exclude_daily = TRUE, download = TRUE, download_only=FALSE, listsave=temptxt)
load(tempf2)
FFdownload$x_25_Portfolios_5x5$monthly$average_value_weighted_returns
```

```{r}
periodReturn
to.period()
```


#information on S&P 500

sp500 <-tq_index("SP500")

#daily

#Selection of 10 that have data back to 2000

startDate <- "2000-09-01"

stockSelectionDaily <- c('T', 'WMT', 'MSFT', 'BAC', 'PG', 'MCD', 'JPM', 'LIN', 'VZ', 'INTC') %>%

tq_get(get = "stock.prices", from = startDate, to = TODAY()) %>%

group_by(symbol) %>%
 
tq_transmute(select = adjusted, mutate_fun = periodReturn, period = "daily", col_rename =
'return')

sp500Daily <- tq_get("^GSPC", get = "stock.prices", from = startDate, to = TODAY()) %>%

tq_transmute(select = adjusted, mutate_fun = periodReturn, period = "daily", col_rename = 'SP500')

stockSelectionMonthly <- c('T', 'WMT', 'MSFT', 'BAC', 'PG', 'MCD', 'JPM', 'LIN', 'VZ', 'INTC') %>%

tq_get(get = "stock.prices", from = startDate, to = TODAY()) %>%
 group_by(symbol) %>%

tq_transmute(select = adjusted, mutate_fun = periodReturn, period = "monthly", col_rename =
'return')

sp500Monthly <- tq_get("^GSPC", get = "stock.prices", from = startDate, to = TODAY()) %>%

tq_transmute(select = adjusted, mutate_fun = periodReturn, period = "monthly", col_rename='SP500')

#preparing the data and merging it

require(timetk)

stockSelectionDaily_cols <- stockSelectionDaily %>% spread(symbol, return)

stockSelectionMonthly_cols <- stockSelectionMonthly %>% spread(symbol, return)

#stockSelectionDaily_xts <- tk_xts(stockSelectionDaily_cols, date_var = date)

dataDaily <- stockSelectionDaily_cols %>% merge(sp500Daily, by = "date")

dataMonthly <- stockSelectionMonthly_cols %>% merge(sp500Monthly, by = "date")

#fetch Fama-French data

tmpf <- tempfile(fileext = ".RData"); tmpd <- tempdir(); tmptxt <- tempfile(fileext = ".txt")

inputlist <- c("F-F_Research_Data_Factors","F-F_Momentum_Factor","F-F_ST_Reversal_Factor","FF_LT_Reversal_Factor")

FFdownload(output_file = tmpf, tempdir = tmpd, exclude_daily = FALSE, download = TRUE,
download_only = FALSE, listsave=tmptxt, inputlist=inputlist)

load(tmpf)

list.files(tmpd)

#prepare Fama-French data and merge it
ffFactorsDaily <- tk_tbl(FFdownload$`x_F-F_Research_Data_Factors`$daily$Temp2, timetk_idx =
TRUE, rename_index = "date")

ffFactorsDaily <- ffFactorsDaily[ffFactorsDaily$date >= startDate,,,,]
tail(ffFactorsDaily) #Fama-French data is only available till 30.06.2020 as of today
dataDaily <- dataDaily %>% merge(ffFactorsDaily, by = "date")
ffFactorsMonthly <- tk_tbl(FFdownload$`x_F-F_Research_Data_Factors`$monthly$Temp2,
timetk_idx = TRUE, rename_index = "date")%>%

mutate(date=as.Date(date, frac=1))
ffFactorsMonthly <- ffFactorsMonthly[ffFactorsMonthly$date >= startDate,,,,]
tail(ffFactorsMonthly) #Fama-French data is only available till 30.06.2020 as of today
dataMonthly <- dataMonthly %>% merge(ffFactorsMonthly, by = "date")

#export work into csv

write.table(dataDaily , file = "./dataDaily.csv")

write.table(dataMonthly, file = "./dataMonthly.csv")

#transform tibble into time series

install.packages("tsbox")

library(tsbox)

require(xts)

dailyTimeSeries <- ts_xts(dataDaily)

## Exercise 3: Plotting Data

Carefully work through `vignette("TQ04-charting-with-tidyquant")` and create plots using [ggplot](https://ggplot2.tidyverse.org/) from the tidyverse. Select four assets to highlight all functions that are important for you!

#install tidyverse and tidyquant package

install.packages("tidyverse")
install.packages("tidyquant")
install.packages("magrittr")

#get asset prices

getSymbols(Symbols = "AMZN", from="2019-09-01", to="2020-09-01", periodicity="monthly")
getSymbols(Symbols = "AAPL", from="2019-09-01", to="2020-09-01", periodicity="monthly")
getSymbols(Symbols = "MSFT", from="2019-09-01", to="2020-09-01", periodicity="monthly")
getSymbols(Symbols = "GOOG", from="2019-09-01", to="2020-09-01", periodicity="monthly")

stocks <- as.xts(data.frame(AAPL = AAPL[, "AAPL.Close"], AMZN = AMZN[, "AMZN.Close"],
 MSFT = MSFT[, "MSFT.Close"], GOOG = GOOG[, "GOOG.Close"]))
 
head(stocks)

#plotting the data

plot(as.zoo(stocks), screens = 1, lty = 1:4, xlab = "Date", ylab = "Price")
legend("right", c("AAPL", "AMZN", "MSFT", "GOOG"), lty = 1:4, cex = 0.5)

#convert xts into matrix
vecst<-data.matrix(as.data.frame(stocks)) #convert xts into matrix

#boxplot of matrix
boxplot(vecst)

#historgram with normal curve
h<-hist(vecst, breaks=10, col="red", xlab="ClosingPrice",
 main="Histogram with Normal Curve")
 xfit<-seq(min(vecst),max(vecst),length=40)
yfit<-dnorm(xfit,mean=mean(vecst),sd=sd(vecst))
yfit <- yfit*diff(h$mids[1:2])*length(vecst)
lines(xfit, yfit, col="blue", lwd=2)

#normal qq-plot
qqnorm(stocks)

```{r}
ggplot(aes()) + ... + facet_wrap()
```

Additionally we need statistical information, so we want to plot a histogram (including normal density), a box-plot and a qq-plot. Try to accumulate data in a meaningful way to not have 10 different plots!

## Exercise 4: Statistics

#Here you might use all `tidyquant`-vignettes! My shiny-script here might also help you to get an idea: [www.riskindex.eu:3838/mci](www.riskindex.eu:3838/mci).

### Exercise 4.1 Within securities

#For the four securities calculate all interesting statistics (measures of location, dispersion, skewness and kurtosis). Check returns for univariate (and multivariate) normality.

```{r}
table.Stats()
table.DownsideRisk
table.HigherMoments
```

#Require packages
require(tidyverse)
require(tidyquant)
require(timetk)
options(xts_check_TZ=FALSE)

#Data download
Stocks.raw <- c("MSFT","AAPL","AMZN","GOOG") %>%
    tq_get(get  = "stock.prices", from = "2000-01-01", to = Sys.Date()) %>%
    group_by(symbol)
Stocks_ret_daily <- Stocks.raw %>%
    tq_transmute(select = adjusted, mutate_fun = periodReturn,
                 period = "daily", col_rename = "return", type="log")
Stocks_ret_monthly <- Stocks.raw %>%
    tq_transmute(select = adjusted, mutate_fun = periodReturn,
                 period = "monthly", col_rename = "return", type="log")

#geometric and arithmetic mean

#monthly
Stocks_ret_monthly %>% summarize(geometric_mean=mean.geometric(return), arithmetic_mean=mean(return)) %>%
          mutate_at(-1, round, 5) %>% t()
          
#daily
Stocks_ret_daily %>% summarize(geometric_mean=mean.geometric(return), arithmetic_mean=mean(return)) %>%
          mutate_at(-1, round, 5) %>% t()

#Skewness and kurtosis

#monthly
Stocks_ret_monthly %>% summarize(Skewness=skewness(return), "Ex. Kurtosis"=kurtosis(return)) %>%
          mutate_at(-1, round, 3) %>% t()

#daily
Stocks_ret_daily %>% summarize(Skewness=skewness(return), "Ex. Kurtosis"=kurtosis(return)) %>%
          mutate_at(-1, round, 3) %>% t()
          
#measures of spread

#monthly
Stocks_ret_monthly %>% summarize(Volatility=sd(return), Range=max(return)-min(return), IQR=IQR(return)) %>%
          mutate_at(-1, round, 3) %>% t()
          
#daily
Stocks_ret_daily %>% summarize(Volatility=sd(return), Range=max(return)-min(return), IQR=IQR(return)) %>%
          mutate_at(-1, round, 3) %>% t()

#Standard deviation - measures of spread financial risk

#monthly
tocks_ret_monthly %>% summarize(Semideviation=SemiDeviation(return), 
  "VaR(0.05)"=VaR(return,p=0.05), "CVaR(0.05)"=CVaR(return,p=0.05)) %>%
  mutate_at(-1, round, 3) %>% t()

#daily
Stocks_ret_daily %>% summarize(Semideviation=SemiDeviation(return), 
  "VaR(0.05)"=VaR(return,p=0.05), "CVaR(0.05)"=CVaR(return,p=0.05)) %>%
  mutate_at(-1, round, 3) %>% t()


#correlation

#monthly
chart.Correlation(Stocks_xts_monthly, histogram=TRUE, pch="+")

#daily
chart.Correlation(Stocks_xts_daily, histogram=TRUE, pch="+")


### Exercise 4.2 Between securities and with index

#Plot all securities vis-a-vis the index. Include a regression line and regression information. Can you plot rolling correlations between assets (and/or the index)?

#grouping the 4 securities, getting monthly returns
Ra<-c("AAPL","AMZN","MSFT","GOOG")%>%
tq_get(get="stock.prices",from="2016-12-31",to="2019-12-31")%>%
group_by(symbol)%>%
tq_transmute(select     = adjusted, mutate_fun = periodReturn,period     = "monthly",col_rename = "Ra")

#monthly Returns for the Dow Jones
Rb <- c("DJI") %>%
    tq_get(get  = "stock.prices",from="2016-12-31",to="2019-12-31")  %>%
    tq_transmute(select     = adjusted,
                 mutate_fun = periodReturn,
                 period     = "monthly",
                 col_rename = "Rb")
                 
RaRb <- left_join(Ra, Rb, by = c("date" = "date"))

RaRb %>%
    tq_performance(Ra = Ra, Rb = Rb, performance_fun = table.CAPM)

#AAPL vs Dow Jones    
stock_prices <- c("DJI", "AAPL") %>%
    tq_get(get  = "stock.prices",
         from="2016-12-31",to="2019-12-31") %>%
    group_by(symbol)

stock_pairs <- stock_prices %>%
    tq_transmute(select     = adjusted,
                 mutate_fun = periodReturn,
                 period     = "daily",
                # type       = "log",
                 col_rename = "returns") %>%
    spread(key = symbol, value = returns)

stock_pairs %>%
    ggplot(aes(x = DJI, y = AAPL)) +
    geom_point(color = palette_light()[[1]], alpha = 0.5) +
    geom_smooth(method = "lm") +
    labs(title = "Returns Relationship of Apple and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm") +
    theme_tq()

#AMZN vs Dow Jones
stock_prices <- c("DJI", "AMZN") %>%
    tq_get(get  = "stock.prices",
         from="2016-12-31",to="2019-12-31") %>%
    group_by(symbol)

stock_pairs <- stock_prices %>%
    tq_transmute(select     = adjusted,
                 mutate_fun = periodReturn,
                 period     = "daily",
                # type       = "log",
                 col_rename = "returns") %>%
    spread(key = symbol, value = returns)

stock_pairs %>%
    ggplot(aes(x = DJI, y = AMZN)) +
    geom_point(color = palette_light()[[1]], alpha = 0.5) +
    geom_smooth(method = "lm") +
    labs(title = "Returns Relationship of Amazon and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm") +
    theme_tq()
    
#MSFT vs Dow Jones
stock_prices <- c("DJI", "MSFT") %>%
    tq_get(get  = "stock.prices",
         from="2016-12-31",to="2019-12-31") %>%
    group_by(symbol)

stock_pairs <- stock_prices %>%
    tq_transmute(select     = adjusted,
                 mutate_fun = periodReturn,
                 period     = "daily",
                # type       = "log",
                 col_rename = "returns") %>%
    spread(key = symbol, value = returns)

stock_pairs %>%
    ggplot(aes(x = DJI, y = MSFT)) +
    geom_point(color = palette_light()[[1]], alpha = 0.5) +
    geom_smooth(method = "lm") +
    labs(title = "Returns Relationship of Microsoft and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm") +
    theme_tq()
    
#Google vs Dow Jones

stock_prices <- c("DJI", "GOOG") %>%
    tq_get(get  = "stock.prices",
         from="2016-12-31",to="2019-12-31") %>%
    group_by(symbol)

stock_pairs <- stock_prices %>%
    tq_transmute(select     = adjusted,
                 mutate_fun = periodReturn,
                 period     = "daily",
                # type       = "log",
                 col_rename = "returns") %>%
    spread(key = symbol, value = returns)

stock_pairs %>%
    ggplot(aes(x = DJI, y = GOOG)) +
    geom_point(color = palette_light()[[1]], alpha = 0.5) +
    geom_smooth(method = "lm") +
    labs(title = "Returns Relationship of Google and Dow Jones 2016/12/31 to 2019/12/31 - Method: lm") +
    theme_tq()


#Can you plot rolling correlations between assets (and/or the index)?
Ra <- c("AAPL", "GOOG", "MSFT","AMZN") %>%
    tq_get(get  = "stock.prices",
          from = "2013-12-31",
           to   = "2018-12-31") %>% 
    group_by(symbol) %>%
    tq_transmute(select     = adjusted,
                 mutate_fun = periodReturn,
                 period     = "monthly",
                  type       = "log",
                 col_rename = "Ra")

Rb <- c("DJI") %>%
    tq_get(get  = "stock.prices",
           from = "2013-12-31",
           to   = "2018-12-31") %>%
    tq_transmute(select     = adjusted,
                 mutate_fun = periodReturn,
                 period     = "monthly",
                  type       = "log",
                 col_rename = "Rb")

RaRb <- left_join(Ra, Rb, by = c("date" = "date"))

rolling_corr <- RaRb %>%
    tq_transmute_xy(x          = Ra,
                    y          = Rb,
                    mutate_fun = runCor,
                    n          = 6,
                    col_rename = "rolling.corr.6")

rolling_corr %>%
    ggplot(aes(x = date, y = rolling.corr.6, color = symbol)) +
    geom_hline(yintercept = 0, color = palette_light()[[1]]) +
    geom_line(size = 1) +
    labs(title = "Six Month Rolling Correlations to Dow Jones (2013/12/31 to 2018/12/31)",
         x = "", y = "Correlation", color = "") +
    facet_wrap(~ symbol, ncol = 2) +theme_tq() +
    scale_color_tq()





#####entwurf


```{r}
table.CAPM
```

## Exercise 5: Performance Analysis

Create multiple portfolios using `tq_portfolio()` (e.g. an equally weighted one, a market-value weighted one, and one where you create a trading strategy according to your liking). DO a performance analysis a la `vignette("TQ05-performance-analysis-with-tidyquant")`.


To make a portfolio I have to choose assets. Therefore I took the monthly stock prices from Apple, Google, Netflix and Amazon from 31.12.2013 to 31.12.2019.
```{r}
stock_returns_monthly <- c("AAPL", "GOOG", "NFLX", "AMZN") %>%
  tq_get(get  = "stock.prices",
         from = "2013-12-31",
         to   = "2019-12-31") %>%
  group_by(symbol) %>%
  tq_transmute(select     = adjusted, 
               mutate_fun = periodReturn, 
               period     = "monthly", 
               col_rename = "Ra")
```

Now I create the repetition for 3 portfolios
```{r}
stock_returns_monthly_multi <- stock_returns_monthly %>%
  tq_repeat_df(n = 3)
```

#For the market-value weighted portfolio I get the market values as of 13 September 2019 (Source:ycharts.com) for portfolio 2
```{r}
MV_AAPL<-988.57
MV_GOOG<-859.51
MV_NFLX<-128.79
MV_AMZN<-909.84

MV_sum<-MV_NFLX+MV_AAPL+MV_AMZN+MV_GOOG
```

#Now I create the vector for the equally weighted one (25% for each stock). One portfolio is equally weighted with 25% and the 3rd portfolio is weighted after my preferences
```{r}
weights <- c(
  0.25, 0.25, 0.25, 0.25, 
  MV_AAPL/MV_sum, MV_GOOG/MV_sum, MV_NFLX/MV_sum, MV_AMZN/MV_sum, 
  0.2, 0.4, 0.2, 0.2)

```

#To measure the performance of the 3 portfolios I choose the SP500 as baseline returns
```{r}
baseline_returns_monthly <- "^GSPC" %>%
  tq_get(get  = "stock.prices",
         from = "2013-12-31",
         to   = "2019-12-31") %>%
  tq_transmute(select     = adjusted, 
               mutate_fun = periodReturn, 
               period     = "monthly", 
               col_rename = "Rb")
```


#The next step is to create the portfolios according to the weight table
```{r}
stocks <- c("AAPL", "GOOG", "NFLX", "AMZN")
weights_table <-  tibble(stocks) %>%
  tq_repeat_df(n = 3) %>%
  bind_cols(tibble(weights)) %>%
  group_by(portfolio)
```

#See the weights:
```{r}
weights_table
```

#The next step is to create the returns for the portfolios. 
```{r}
portfolio_returns_monthly_multi <- stock_returns_monthly_multi %>%
  tq_portfolio(assets_col  = symbol, 
               returns_col = Ra, 
               weights     = weights_table, 
               col_rename  = "Ra")
portfolio_returns_monthly_multi
```

#Combine the portfolios and baseline
```{r}
RaRb_multiple_portfolio <- left_join(portfolio_returns_monthly_multi, 
                                     baseline_returns_monthly,
                                     by = "date")
```

#Now I can make a performance analysis. Therefore I create Table CAPM
```{r}
RaRb_multiple_portfolio %>%
  tq_performance(Ra = Ra, Rb = Rb, performance_fun = table.CAPM)
```

#Table Sharpe Ratio
```{r}
RaRb_multiple_portfolio %>%
  tq_performance(Ra = Ra, Rb = NULL, performance_fun = SharpeRatio)
```

#Create Table Stats
```{r}
RaRb_multiple_portfolio %>%
  tq_performance(Ra = Ra, Rb = NULL, performance_fun = table.Stats)
```
diff --git a/data.Rdata b/data.Rdata
index 56b27a5..e3926db 100644
Binary files a/data.Rdata and b/data.Rdata differ
diff --git a/dataDaily.csv b/dataDaily.csv
new file mode 100644
index 0000000..18c0b93
--- /dev/null
+++ b/dataDaily.csv
@@ -0,0 +1,5010 @@
+"date" "BAC" "INTC" "JPM" "LIN" "MCD" "MSFT" "PG" "T" "VZ" "WMT" "SP500" "Mkt.RF" "SMB" "HML" "RF"
+"1" 2000-09-01 0 0 0 0 0 0 0 0 0 0 0 0.38 0.15 -0.35 0.025
+"2" 2000-09-05 0.0190472582094801 -0.0633980610030572 0.0144285273094362 -0.00282480404510976 0.00422815801663612 -0.000890415618956975 0.0183299318346146 0.00582295924676424 -0.0127656156242496 0.0205133188731423 -0.00900206067976006 -0.97 -0.23 1.33 0.025
+"3" 2000-09-06 0.00233697344843198 -0.0512184251975791 -0.0196936542669583 0.0234248814786124 0.0147368133154835 -0.00980437322079319 0.0150001225334109 -0.007235883448512 -0.0201149898024472 0.00502487764541604 -0.00984019191613483 -1.23 -0.33 2.01 0.025
+"4" 2000-09-07 0.0139862281913121 0.0263969624130862 0.0223215258028986 -0.0277774951680254 -0.0207468879668051 0.00900123680703069 -0.0128080137257759 -0.00291524611258209 0.0234605964696639 0.0199999250889817 0.0068755302395711 0.8 0.59 -0.72 0.025
+"5" 2000-09-08 0.028735172617228 -0.0305836189873382 0.00982550094203383 -0.0385716957453756 -0.0254237859175596 -0.0107047222961895 0.0129741872947275 0.0540935575721866 0.0157587138923503 0.0220590760290948 -0.00533108594730758 -0.83 -0.65 0.9 0.025
+"6" 2000-09-11 0.0111734871688174 -0.0105161217089038 -0.00540513711082524 0.00148538055925762 -0.0130435962124815 -0.0072138830382068 -0.0118226902864952 0.01941688645685 0.0169257931471392 0.0431655300242737 -0.0035061826697893 -0.45 -0.77 1.43 0.025
+"7" 2000-09-12 0.00773421282038655 0.00386472347732836 -0.0815223424676184 -0.00148317747626858 0.0220264950091065 -0.0099905609209926 0.00598212407916687 -0.00680277670400442 -0.00416101972759442 -0.00689638638104018 -0.0048816324558395 -0.5 0.41 -0.08 0.025
+"8" 2000-09-13 -0.00328866360053626 -0.0567853033068882 -0.0402365537638093 -0.0341754745940548 -0.0624999782167905 0.00183460810393865 -0.00891988106680031 -0.0054793659322433 -0.033426140966501 -0.00120527358401701 0.00197035338949902 0.29 -0.18 -0.15 0.025
+"9" 2000-09-14 -0.00852639001750966 -0.0265307296413914 -0.0135631972438618 -0.00769179700342548 0.00229906765231958 -0.0357144644389009 -0.019249998818624 -0.011019469460719 0.00288185117277129 -0.025522525521915 -0.00272072981358817 0.01 0.92 -0.37 0.025
+"10" 2000-09-15 -0.025797014180248 -0.0353777298263903 -0.0175001757814762 -0.0496126073952039 0.0275226232819266 -0.0246912798480742 0.0196278346117116 -0.0139273287834353 0.0229886232925713 -0.00952303563501788 -0.0101696543591594 -1.23 -0.11 0.98 0.025
+"11" 2000-09-18 -0.0216404121291665 -0.029611244739101 -0.0521628606370274 -0.00978790360442761 0.0178572062433231 -0.0185002972446994 -0.00599996109701573 0.011299317236436 -0.0252810174771152 -0.0168275872690858 -0.0145312476669257 -1.8 -0.34 0.55 0.025
+"12" 2000-09-19 0.0221190780950609 0.0817465705449412 0.00671166184768479 -0.0296541930001889 -0.0219297680461883 0.0317459646408049 -0.0100604071083992 0.0167598774412412 0.00720462793192844 -0.0244497608188932 0.0106541414690509 1.24 0.43 -1.53 0.025
+"13" 2000-09-20 -0.0193621192938245 0.0445139493788809 -0.00800030666015916 -0.0220714009645814 -0.00672618585738749 -0.0115385523890877 0.00508165878673195 -0.0233515025180682 -0.0386265100946833 -0.0275688076647382 -0.00586345493477436 -0.39 0.61 -0.59 0.025
+"14" 2000-09-21 -0.0150986031860273 -0.0250248340417163 -0.0403227336253603 0.0208335303449523 -0.0248309682764044 -0.00097279884327317 0.0171887401776127 0.0506327137112079 -0.0178573801597121 0.0309276014383977 -0.00157779504020084 -0.54 -0.69 1.08 0.025
+"15" 2000-09-22 0.0377354256058415 -0.220330574939215 0.0588239002446218 -0.00340132550434313 0.0624999727037572 -0.0146055569186253 0.0159047969083772 0.0267740378738643 0.0530302335100767 0.0100001508247838 -0.000227789233524178 0.4 -0.52 -0.15 0.025
+"16" 2000-09-25 0 -0.0534548303504175 -0.00529119593043437 -0.00341301413468476 0.0261437344311404 -0.0316204897210459 -0.0117413890037813 0.011733996115729 -0.00719388125077125 -0.0297029218723339 -0.00668862319424735 -0.56 -0.24 0.45 0.025
+"17" 2000-09-26 -0.021590628292293 -0.0454540852860694 -0.0199467490449499 -0.0239727580431024 0.0148619692672949 0.0234693373802619 -0.0217824061745099 -0.00386581914246531 0.0057969218656917 -0.0331626553161952 -0.00821391337345057 -0.96 -0.62 1.12 0.025
+"18" 2000-09-27 -0.0209066393707644 0.0129864345844439 -0.0122117263480425 -0.00175428580796377 0 -0.0329011684337446 0 -0.0181116090837388 0.0014407344821965 0.0158306815133007 -0.000448437873535767 -0.21 -0.62 0.33 0.025
+"19" 2000-09-28 0.0249115977962007 0.0128203449196671 0.0302200969275017 0.0246044826890721 0 0.0113398505696285 0.0840079720883473 0.0474307667744771 0.0877697530542223 0.00909048089627884 0.022235217480181 2.32 0.15 -1.21 0.025
+"20" 2000-09-29 -0.030092730563078 -0.0646970447749923 -0.0146667577870674 0.0257293712296711 0.0104605629452266 -0.0163097816987914 0.000933803198654326 0.00377370333616667 0.0251329245697656 -0.00900858849466557 -0.0149353204215366 -1.26 0.7 1.25 0.025
+"21" 2000-10-02 0.0131264754013054 -0.0345871501582005 0.0284167907046893 0.0200668355327329 -0.00414061876134453 -0.0196888654892229 0.015858050402215 0.00375962516917361 -0.0219358686757101 -0.0389615812541371 -0.000194937729671607 -0.7 -1.59 1.47 0.025
+"22" 2000-10-03 0.0212012048630796 0.00467311265402315 -0.0157891249654006 0.0491804288238289 0.00623686422601755 -0.0433410298410677 0.0110193622816106 -0.00249621346829987 0.00527699884287336 -0.00945914564143635 -0.00680254495174937 -1.29 0.13 1.05 0.025
+"23" 2000-10-04 -0.0265277841912772 0.0418603500091708 -0.0186841866091597 -0.0328131071351848 -0.00826473987016518 -0.0198884792859041 0.0190731923913845 0.0362940374046372 0.038057427192304 0.00682114509040077 0.00551013362792885 0.64 0.04 -0.64 0.025
+"24" 2000-10-05 0.0213268615486881 -0.0238092410274945 -0.0246917810007616 -0.0274635298472845 0.00416677943914889 -0.00112788918097384 0.0409980564078085 0.0401236421487665 0.0575407777124239 -0.00135514488491506 0.00136655911776606 -0.23 -0.11 0.08 0.025
+"25" 2000-10-06 -0.0417634812571427 -0.0259147279354176 -0.0351617080796967 -0.00498294855487635 -0.00829892294453205 0.00338584727608371 0.0128431393165489 -0.00466729165526958 -0.0289158923836084 -0.0122112360123808 -0.019000500215129 -2.17 -0.12 1.57 0.025
+"26" 2000-10-09 -0.0205806606174946 -0.021909630786891 -0.0189500220427801 0.0217024533024031 0.00627663098069675 -0.0247467576257505 -0.0143705186040926 -0.0164125781220552 -0.0148877517861586 -0.00824213698057075 -0.00493968094123931 -0.39 -0.28 0.51 0.025
+"27" 2000-10-10 -0.0370830079177789 -0.0383993500561697 -0.0297181522093005 -0.00163358674605718 -0.0041580028765269 0.00692026735969375 -0.00600343833200601 -0.0286057781816851 -0.0214108338613826 0.0277009594081505 -0.0107059112069846 -1.44 0.02 0.69 0.025
+"28" 2000-10-11 -0.0333765468376995 -0.0582365155891428 -0.00306258091110345 -0.0212766022852918 0.00208726000505077 0.0217643838121246 0.0146677685287464 -0.0355825624555237 -0.0437575026894517 -0.0229109701759046 -0.0161713988814667 -1.77 -0.01 0.85 0.025
+"29" 2000-10-12 -0.0531210137151208 0.0494701032662184 -0.0706604902884189 -0.0351169229208438 -0.0541667289021028 -0.0246640258267913 0.00170080939949835 0.0152668376561598 -0.0107682815458213 -0.0262065948827338 -0.0255094481619543 -2.83 0.69 1.21 0.025
+"30" 2000-10-13 0.0448809913672572 0.0875418474525089 0.0495866200570432 -0.0294630752487625 0.0176216234572175 -0.0114942780435909 -0.013582206345537 0.00501258494601009 0.0122451203570464 0.0198294243564709 0.0333814721472252 3.88 -0.55 -2.36 0.025
+"31" 2000-10-16 -0.0295298122466177 -0.116099355119355 -0.00314966645247106 0.0642854705181997 0.00432859468622948 -0.0627905336316543 -0.0094666096004985 0.0124689066133252 -0.0013431733664675 0.0513893631032833 0.000327434731942189 0.24 -0.19 -0.47 0.025
+"32" 2000-10-17 -0.0539419304361791 0.0140110520795964 -0.0410746720472864 -0.0503355355711195 -0.0344828207153559 0.00124036765042046 0.0191137836311865 0.0332514761245362 0.0417218293214476 -0.0277410144656017 -0.0179322460677578 -1.95 0.16 0.59 0.025
+"33" 2000-10-18 -0.0131582300762461 0.0552674644094369 -0.028005642009499 0.0300353635386037 0.00223241399421426 0.0260224099137296 0.0236419916143136 0.0047673198289051 -0.0116281152151428 0.0163042699518616 -0.00580751140278513 -0.84 -0.26 0.6 0.025
+"34" 2000-10-19 0.04444453921734 0.0981997981003944 0.0559320474611509 -0.102915874054241 -0.00668166394784664 0.195652035702948 -0.0225939039914671 -0.0118624704073024 0.00522945178714607 0.0227267490953909 0.0347432847982563 3.66 -0.62 -2.13 0.025
+"35" 2000-10-20 -0.00709201141690663 0.0268256946968219 -0.0144467537313347 -0.0152961207665128 0.0134533386417626 0.0535357392264768 -0.00171210220474827 -0.0252099887425498 0.00780228655412363 -0.0261433960769257 0.00588297757796186 0.92 0.39 -1.01 0.025
+"36" 2000-10-23 0 0.00580597619939782 0 -0.0155342735915162 0.030972963199984 -0.0469797825403244 -0.0454544772363905 0.0665022051819777 0.0258062927696343 0.0161074968935013 -0.000823251670122538 0.03 0.7 -0.67 0.025
+"37" 2000-10-24 0.01714273659757 -0.0303037459697114 0.0439737804074363 0.0611440096128786 0 -0.0100605833057275 0.0584004424749411 -0.00461883745973102 0.0100623471571013 0.0224567660617234 0.00168362919025533 -0.12 -0.9 1.16 0.025
+"38" 2000-10-25 -0.00983152997396586 -0.0163685854136104 -0.00155984529509434 -0.00929375995265924 -0.00429184599003651 -0.00406488635085822 0.01782678686249 0.0174017794915371 -0.00622641121900069 -0.0503871933768697 -0.0237674471480926 -2.52 -0.14 1.88 0.025
+"39" 2000-10-26 -0.0156028183238538 0.081694148416773 0 0.0281429206873156 -0.00215520170845429 0.0520407001772876 0 -0.0068416251837814 0.0225566856557433 -0.0544217388407843 -0.000337081831570107 0 0.89 -0.33 0.025
+"40" 2000-10-27 0.036022871571824 0.0377623411669501 0.0671877789045305 0.0328463719534924 0.0280780198290931 0.0504365464678316 0.026688705624162 0.0344430311240416 0.0404411735061307 -0.00431723230939074 0.0110961388222803 0.91 -1.2 1.25 0.025
+"41" 2000-10-30 0.0458968836554212 -0.0296497697367828 0.024889754898233 0.0229684631835414 0.0483192373228203 0.020313956258921 -0.000811973819597078 0.0321863191131615 0.0435803215550905 0.0115609043987801 0.013830353157146 0.74 -1.55 1.82 0.025
+"42" 2000-10-31 0.0226065314531527 0 0.0400000346092344 0.0293606623958518 -0.00601205089283052 -0.00271512362834492 -0.0707319838344678 -0.00752640328300846 0.0440179763256461 0.0371433845643208 0.0219781714303278 2.75 0.59 -1.65 0.025
+"43" 2000-11-01 0.00650191894337704 -0.00277757772841503 0.00412054297671638 -0.0352348591425012 0.0201611816407736 0.0108896529303291 -0.0341205781916263 -0.0281690206964244 -0.0356754512329625 0.02892480183462 -0.00572271782751843 -0.48 -0.22 0.49 0.024
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+"57" 2000-11-21 0.00794900230655804 0.036474566474942 0.00324164586366327 0.00184160151534329 0.013059679402631 0.00837235835495798 -0.0116764027794773 -0.00109626508273142 0.00358864999127162 -0.0156659309662707 0.00352294842741419 -0.05 -0.85 0.72 0.024
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+"59" 2000-11-24 0.019448727080696 0.0667680680440197 0.0450751869417891 0.020036393572322 -0.0164232075927431 0.0247251830295829 -0.0240265922293021 -0.0299143813429276 -0.00471703578700644 -0.0149863629140585 0.0146783290633223 2.08 0.83 -2.02 0.024
+"60" 2000-11-27 0.00953914178065607 0 0.00638948270460538 0.00178586357085675 -0.0519484139063201 0.0107238566259953 -0.0101865695563097 -0.0231278973578076 0.0177728616750508 0.0912862583387666 0.00536600974286183 0.3 -0.2 -0.64 0.024
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+"62" 2000-11-29 0.0187155887827402 0.0171003730590504 -0.0016453136406106 0.0391458361114647 0.0400005569787971 -0.0289177337173068 0.0254454135940136 -0.0100895490835341 0.014772158462 0.0586734180289925 0.00437102900898512 0.18 -1.71 1.05 0.024
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+"68" 2000-12-07 0.0263157963001155 0.0177168666837029 -0.0218401288154692 -0.0115891666889273 0.0210971358016154 -0.0628442788690691 0.0199306452762438 0 -0.0148936748056453 0.00342049633072228 -0.00585286447860967 -0.59 0.1 0.43 0.025
+"69" 2000-12-08 0.0480763981284147 0.0522244030150774 0.0207330970302593 0.0134006617372824 -0.0247936572869991 0.024705613464411 -0.031435830733609 -0.0472354588569319 -0.0291576671819878 -0.010226881267957 0.0196047523645322 2.79 0.64 -1.42 0.025
+"70" 2000-12-11 0.0626915153615426 0.101102774225073 0.0625004365584674 -0.0115703137349936 0.0148307726661512 0.0665901234499682 -0.0307016740157756 -0.0169278441389473 -0.0189094515835521 -0.0562576609392232 0.00752610493332195 1.15 0.22 -0.95 0.025
+"71" 2000-12-12 0 -0.0250415530725333 0.0117641639906731 0.0183945647392345 0.0313151748432086 0.00538222322359738 0.0416289415853666 0.0282896040146157 0.00453455217554866 0.0097325355570026 -0.00653521034648996 -1.07 -0.55 0.54 0.025
+"72" 2000-12-13 -0.0115108337058173 -0.027397463987445 0.0348839354051531 0.0459764351082361 0.00809747125788784 -0.0192719645849275 0.0069502229938041 0.0227277721801362 0.0395035469349656 -0.0301204949959621 -0.00816090050854834 -1.14 -0.25 1.12 0.025
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+"75" 2000-12-18 0.0403590467488617 0.0250483339531398 0.0327169560491596 0.02685584259254 0.0257930853325834 -0.0279544030191418 0.0175133044215907 -0.00698498844141415 0.00903955586329541 0.0137845649981165 0.00807069756224776 0.6 -0.62 1.31 0.025
+"76" 2000-12-19 0.0172413272169822 0.00563926526542313 -0.0123970294228436 0.00923124984890733 0.0174080704937303 -0.0627447508291235 0.00688390940356398 -0.126612057127177 -0.0705485026881125 -0.05067955033381 -0.0129579616021136 -1.63 -0.43 2.11 0.025
+"77" 2000-12-20 -0.0338984271651959 -0.0448598641543667 -0.0292884858170928 -0.00457344231022994 -0.0456271203352625 -0.0739195289771241 -0.00769204091665465 -0.0536914332562082 -0.0337349611532407 0.0208068427453336 -0.0312959457346068 -3.59 -0.94 3.03 0.025
+"78" 2000-12-21 0.0716374345416941 0.0371819601196051 0.0387928723228714 0.0183767448625893 0.04183265667783 0.046686906297065 0.0267011233351215 0.018439852048991 -0.026184419104286 0.0574713764757824 0.00800164071668208 0.54 -0.18 0.32 0.025
+"79" 2000-12-22 0.00682138846827618 -0.00566049743326502 0.009682128396026 0.0300752937231601 0 0.0690649384544038 -0.0100667469239119 0.0222845389473261 -0.0140845988039879 0.0144931865218294 0.0243869651301354 3.06 0.73 -2.1 0.025
+"80" 2000-12-26 0.0040651889152401 -0.00189744594042007 0.00274013399063988 0.0145982486170706 -0.00573598240180329 0.00942114181361609 0.00932186423381598 0.0204358796383479 0.0337660270578939 -0.0357143363552962 0.00707530177012128 0.55 -0.45 0.75 0.025
+"81" 2000-12-27 0.0107959749666366 -0.0095060813732124 0.0136607880521944 0.015827746615283 0.0192306404912863 -0.00933321229698958 0.027708043577688 0.0200263866804535 0.0163319197687524 0.0382713594336253 0.01043963504584 1.36 0.76 -0.31 0.025
+"82" 2000-12-28 0 -0.0499036886255759 0.0121292427541309 0.0014167797248672 0.0226414011406237 -0.0403770642949642 0.00980405122125294 -0.0130886895940771 -0.0321382981567102 0.00713399280632987 0.00398814588125807 0.88 1.79 -0.68 0.025
+"83" 2000-12-29 -0.0200262413931621 -0.0282828007723622 -0.0319569303272665 0.0042427383456165 0.0036900031733198 -0.0266476937571586 0.0153720303986935 0.0132622754001002 0.0242654030560039 0.00354215711257932 -0.0104480088013913 -1.23 -0.22 1.43 0.025
+"84" 2001-01-02 0.0190730403955295 0.0332642324092083 -0.0316371208959232 -0.0295773836126108 -0.0147056499870222 0 0.00079627135502025 0.0549735511851348 0.00249376722275918 0.0141174366263204 -0.0280319388213666 -3.52 -0.29 1.96 0.026
+"85" 2001-01-03 0.0681815034999809 0.102112928790775 0.158997174850189 0.0362845260057236 0.00559696263660747 0.105187020514631 -0.0493625035849201 0.0124071357144673 0.0572140769215075 0.0846867290844784 0.0500986059036896 5.39 0.57 -4.12 0.026
+"86" 2001-01-04 0.031289410980393 -0.0127800184833435 0.0271607513820153 0.0168066742523942 -0.0204082717513977 0.0104301134097042 -0.0309887903229057 0.0147058792293906 0.0294112380285445 -0.0385022094191502 -0.0105524743814034 -1.3 0.71 0.24 0.026
+"87" 2001-01-05 -0.0679607828575446 -0.0513176798257547 -0.0588945711310797 -0.00137768570445762 -0.001893972724054 0.0141942084752011 0.0363009924242521 -0.0338162610498425 -0.00228506493350245 -0.0400447709159983 -0.0262423619573705 -2.98 0.29 2.18 0.026
+"88" 2001-01-08 0.00520797430677922 -0.00389845627706298 0.00638579719311894 -0.0179308165864891 0.001897566663557 -0.00381763575244076 0.0216846502851007 0.00761441513833572 0.00133809260378603 0 -0.00191781187355289 -0.36 -0.51 0.95 0.026
+"89" 2001-01-09 -0.0259071383484853 0.00978443251398109 -0.01142162310366 -0.0224716724705788 0.00189387129292684 0.0587488188243319 -0.0253057226101389 0.0361600598422069 0.0230409786499877 -0.0220168359359386 0.00381218963250873 0.51 0.49 -0.23 0.026
+"90" 2001-01-10 0.0332449315803989 0.023255970974621 0.0462133795314967 0.00430972705241173 0.00378083574738675 0.0205063086285899 -0.0108881600762699 0.00842329743899484 0.012387568170545 -0.020141264093792 0.00958638570899994 1.44 0.81 -1.3 0.026
+"91" 2001-01-11 0.0180188153212504 0.0113635918088497 0.0625768521216403 -0.011444670732719 -0.0150659256221191 0.0401895069189784 -0.0143945757274639 0 -0.00778636103182961 0.00483651661684403 0.0103176999350065 1.39 1.63 -2.84 0.026
+"92" 2001-01-12 -0.00758554129936473 -0.0374531171194069 -0.0150115768169546 -0.0188132865151696 0.0286804752135721 -0.0272731706127625 -0.0335048578623713 -0.0274462207263265 -0.00448455126459824 0.0192536518592041 -0.00623287057519117 -0.4 1.23 -0.56 0.026
+"93" 2001-01-16 0.0382161343662122 -0.0233462605004684 -0.00234423937268191 0.0162243290854478 0.0148700531519863 -0.0175232034222813 0.0231109155075917 -0.0171781754083847 -0.0202695004090883 0.0330580283003088 0.00614309256303414 0.68 1.07 -0.22 0.026
+"94" 2001-01-17 -0.0269939492450281 -0.0278883181825589 -0.00352531132281941 -0.00725657939526214 0.016483806703194 0.00713445210282382 -0.0195563214360545 0.00499386584623207 -0.0080463020192576 -0.0137142691202314 0.00212561485620566 0.37 0.17 -0.83 0.026
+"95" 2001-01-18 -0.0126102724276815 0.0553275890852769 -0.0294814808962515 -0.0102341138495767 -0.0306310646915227 0.0484063491041276 0.00890470586553493 0.00496889041359472 0.0336034902114626 -0.0162222523451674 0.0139153199421906 1.16 -0.09 -1.38 0.026
+"96" 2001-01-19 0.00510881091115079 0.0427187394005519 -0.0170109370386665 -0.0487443171880177 -0.0241633013132629 0.0990989414235706 -0.0123568352895388 -0.0173052090891341 -0.0067267048257742 -0.0424029300837145 -0.00402822920155388 -0.55 -0.17 -0.27 0.026
+"97" 2001-01-22 0.0241419874854456 -0.0055868511470758 0.00617989388028839 -0.00621111246666772 0.0209524414787432 -0.0143440267201628 -0.011618016562735 -0.016351847456505 -0.0259589200762045 0.0344404032339796 0.000268137254415324 -0.01 -0.45 1.1 0.026
+"98" 2001-01-23 0 0.0599250346686999 0.0159709435410487 0.0312498036163815 -0.0186570916666995 0.00727662055367784 0.00452128431654741 0.00895126488236753 -0.0023181033774885 0.015457424103108 0.013031498761817 1.57 0.46 -0.43 0.026
+"99" 2001-01-24 0.0136479472864759 0.024734962157587 0.0302296691679387 -0.0136368190642662 -0.0627374368226635 0.0392153241043052 0.0072007405731489 -0.0392906387942243 -0.0360045511680629 0.00234241928389034 0.00286682220758316 0.34 -0.4 -0.35 0.026
+"100" 2001-01-25 0.0085676638240344 -0.0482756495320256 -0.00352083981835549 0.0138253529002668 -0.0405677961926724 -0.0178748952000112 0 0 -0.0132526813868539 0.00934518880678148 -0.00497693964386858 -0.81 -0.68 1.59 0.026
+"101" 2001-01-26 0.0327674246696059 0.0398552474536036 0.0212011296972259 -0.0196973598490201 -0.019027702695167 0.0353895379226088 -0.0098302515651516 -0.0145118465649524 0.013430673827906 -0.00694419459887563 -0.00188584907745903 -0.11 0.32 -0.22 0.026
+"102" 2001-01-29 0.0156513789715489 0.0331008331968394 0.0172094081232759 0.0495209807337693 0.0179309240759951 0.00781239787317212 -0.0346571098196397 0.0259707761823438 0.0270845916614757 0.0107228247108853 0.00680474802275555 0.9 0.66 -0.31 0.026
+"103" 2001-01-30 0.0268423313737605 -0.00168673127155239 0.0156014874538288 0.0558438262432657 -0.00237106639082296 -0.0174419742895383 0.0635755336437784 0.000417430728211654 0.0114492759843094 -0.00793418397354262 0.0070078770913109 0.63 -0.11 -0.2 0.026
+"104" 2001-01-31 -0.0297458420873429 0 -0.0176843713790553 -0.0107119360660098 -0.00339530439165836 -0.0364891772289087 0.0104079339310432 0.00897318059753105 0.0196696452091889 0.0563515741487113 -0.00561971429057706 -0.72 0.42 0.28 0.026
+"105" 2001-02-01 -0.0100331356792357 0.0219596932185657 0.0156389282450495 0.0205280877880769 -0.0109030616512865 0.0214947105558785 0.0293711573081075 0.0455021788749961 0.000910136323777344 -0.01936623342288 0.0054611320161555 0.39 -0.27 0.82 0.02
+"106" 2001-02-02 0.00600569117313143 -0.0561986468001506 -0.0216650531139516 -0.00353657699817755 0.0137787439344488 -0.0250505240282382 -0.00256964688213357 -0.014837107308812 -0.0545460511763822 -0.0168759517883559 -0.0174739896078878 -1.9 -0.31 2.21 0.02
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+"169" 2001-05-04 0.00768606235946745 0.0157898057508257 0.0326530486580212 0.026017156078133 -0.00297380589542495 0.0323947064818129 0 0.00837334012483737 0 -0.00150613112105102 0.0144404280345503 1.45 -0.15 0.01 0.015
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+"173" 2001-05-10 0.0072234443189092 -0.030737814871616 0.00550230735256929 0.0371600384140935 -0.0106617172011769 -0.00568203895562214 -0.00528806553256445 0.00923078308217717 -0.00761794008479122 0.0354717516959866 -0.000286717260157499 -0.1 0.09 0.59 0.015
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+"180" 2001-05-21 -0.00894733790155677 0.0396384843184123 0.0263705798250613 -0.00518554127830095 0.00201355941569981 0.0102806945011755 -0.0330474747763684 -0.0114560384827582 0.00941634321582074 0.0222902957962783 0.0161537475076599 1.87 0.17 -1.41 0.015
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+"190" 2001-06-05 0.022514140320566 0.0431577818687934 -0.0202019948499137 0.00992654183902819 0.0061581881503574 0.0257133432725041 0.00754742955428567 0.00856334128083214 0.00180460779057778 0.00607893161089024 0.0129901596505848 1.45 0.39 -1.18 0.013
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+"209" 2001-07-02 0.00782901208914377 0.0276924691695546 0.0299080461302319 0.00425522009990131 0.0125645293485923 -0.0328770444277748 0.0105016547077719 0.0134792188911281 0.0162612051624373 0.0194670502722389 0.0100785425681629 0.56 -3.32 1.31 0.014
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+"219" 2001-07-17 0.0377971431125068 0.0264333623631878 0.0266992720821468 0.00713904970517643 0.00325721692153702 0.00899156833569492 0.0112794713035642 0.0251280699705998 0.0101964297527926 -0.0024304184341466 0.0099713006682971 1.05 0.47 -0.74 0.014
+"220" 2001-07-18 0.00596573255563904 -0.0337797386717139 0.0302598301083279 -0.012848622084474 -0.000721247892888854 -0.0174049172865918 -0.00503227325910893 0.000907543273711564 -0.00460372232802719 0.0118089338477803 -0.00554163262652452 -0.69 -0.7 0.58 0.014
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+"225" 2001-07-25 0.00628921609398847 0.0186982097658444 0.0051549008727203 0.0222775413882814 0.0320538626614375 0.0174912091092172 0.0280511442151878 0.0632354023562107 0.0327413890863526 0.0376651435159674 0.0160798579900854 1.37 -1.03 -0.09 0.014
+"226" 2001-07-26 0.0113783160721663 0.0122367050796901 0.00792509893900428 0.00244666472865918 -0.0126280699810305 -0.0131897520489693 0.0142859475742927 0.00852888409552377 0.00680670434319164 0.00725966897528152 0.0104495326331975 1.19 -0.37 0.08 0.014
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+"231" 2001-08-02 0.00730181924326923 0.0442275727394612 0 0.016299630794133 -0.00782844602552302 0.0147432431712589 -0.000558954959713143 -0.0155828112581088 -0.0222460194274812 0.0178155515504668 0.00396399939630077 0.33 -0.29 0.06 0.013
+"232" 2001-08-03 -0.00173428474718262 -0.0127763623920929 -0.00413745545092603 0.0162544373622187 -0.00480243949182291 -0.00830233399199443 -0.0173525853362932 -0.0165082155473045 -0.0150462251062934 -0.0107165315435206 -0.00524269834118374 -0.49 0.2 0.1 0.013
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+"234" 2001-08-07 0.0043004434545455 0.0112282298364998 0.000234173030138951 0.0198637841465441 0 0.00332688469963305 -0.00197848294068137 0.00758817803720113 0.00563173805682182 0.0106423783632907 0.00326539722886499 0.21 -0.38 0.18 0.013
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+"264" 2001-09-25 0.0328020343630051 0.0173630389497814 0.0205653362736768 0.0281086329568201 -0.0142217690771587 -0.013651070899392 0.0221707791142918 0.0463829774663531 0.0374999819497155 0.0236884492246683 0.00878968348649534 0.74 -0.61 0.75 0.018
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+"267" 2001-09-28 0.0267227947401134 -0.00535237216530415 0.0310990866210084 0.0176888963876412 0.0051849166264637 0.0242185189703243 0.00538655716500336 0.0188110757294868 0.00951543356052542 0.00222773661694897 0.0219219881297354 2.25 0.41 0.52 0.018
+"268" 2001-10-01 0.00941809759563728 -0.021037544697674 -0.00439242331223944 0 0.00700112059369018 0.0121169174700104 -0.00549478668931658 -0.0135830768585818 0.021992228608676 0.00525183742678226 -0.00229589806853236 -0.45 -1.03 -0.18 0.01
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+"270" 2001-10-03 0.0085742077553792 0.0864895020163148 0.000577332962374166 0.0120484580546234 0.0372910907436355 0.0599437295493341 -0.000409434689248589 -0.017446412300806 -0.0150804729057891 0.0218989194506876 0.019927210178343 2.28 0.53 -1.1 0.01
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+"275" 2001-10-10 0.0508148920421825 0.0750591428823604 0.0133535067654096 0.0334599155828605 0.0229246102512228 0.0174117851377018 0.0110287925387511 0.00492641980079767 -0.00642794556339554 0.0297612824271343 0.0229382446179325 2.35 0.31 -0.56 0.01
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+"278" 2001-10-15 0.0479158435252409 -0.0255796353516564 0.0200671940442447 -0.0105270023763918 0.000678355515950413 0.0297982344689325 -0.0115374127023704 -0.0063425668454008 -0.00172089740639803 0.0109643232329915 -0.00152983462033063 -0.09 0.54 -0.25 0.01
+"279" 2001-10-16 0.0388834720863713 0.0237896643263118 0.0116238009443783 0.00564573927743983 0.00643856259350972 0.00671715397838524 -0.00253129066841284 -0.0109411848406352 -0.00210675787024917 -0.00635768356253963 0.00693596133756502 0.78 0.46 -0.69 0.01
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+"282" 2001-10-19 0.000525848460268596 0.00415796984715455 -0.00790825278058938 -0.0138312202734401 -0.022571577322557 0.0202644727539925 0.0206252575255494 0.00808482659157472 0.00479850137876214 0.021387603259065 0.00455731751374189 0.54 0.69 -0.75 0.01
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+"284" 2001-10-23 0.00856020884499742 -0.0118579169112228 0.0127439939550478 0.00103701816413948 -0.0260563994897363 0.00448804125656199 -0.0131125161561667 -0.0632851090735268 -0.0254104578277657 -0.00810709312702074 -0.00469767399509669 -0.51 0.04 -0.16 0.01
+"285" 2001-10-24 0.0176540660246678 0.01919971311628 0.0128632612039408 -0.0149249168478509 0.0119307012496861 0.0147276975842383 -0.00139853022900971 0.0110884201052688 0.00481331461886358 -0.00247121480567736 0.000387103365451003 0.08 0.54 -1.11 0.01
+"286" 2001-10-25 0.0140115324228522 0.0243330457095563 0.034787343940673 0.0151510449336436 0.0128620714459073 0.0202219577766982 0.0124650158802002 -0.00790593198081757 0.00179662565414107 0.0156250878300446 0.0137209875343978 1.42 0.7 -1.34 0.01
+"287" 2001-10-26 -0.00230273336554998 -0.00919526537520787 0.00186774206010631 0.0310946207826213 0.0211636210448565 -0.00575455393967716 0.0146629604920292 0.00771155532834733 0.00836868612614694 0.00225161841975186 0.00410877213655092 0.41 0.29 0.1 0.01
+"288" 2001-10-29 -0.0189617965080757 -0.0649652562850315 -0.049001324406578 -0.019702399317067 -0.057685567210858 -0.041157173116886 -0.0279480962883996 0.011225498101384 -0.00829923245464603 -0.0284539605627725 -0.0238183036160045 -2.33 0.38 0.81 0.01
+"289" 2001-10-30 -0.00840318021006259 -0.0264681285077244 -0.00560073494226931 -0.0280969268541472 -0.0472871323525351 -0.0127436214905471 0.0406732525652507 -0.0388507271776646 -0.017732787907172 -0.0250481167943887 -0.0171659177954836 -1.76 0.4 0.67 0.01
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+"291" 2001-11-01 0.0162741595371796 0.0622439193028554 0.027714660106902 0.0277657768035349 0.00498707490954486 0.0634564710835981 0.0298186736699422 0.0270270833493971 0.026701684603335 0.0163426451184445 0.0229481084135432 2.1 -0.56 -0.72 0.008
+"292" 2001-11-02 0.0153461592108273 0.0138782462844527 -0.00825533613281393 0.0243352158344299 0.0225188506671234 -0.00711525585563 0.00026310805611951 -0.0135417909482682 0.00410650887019348 0.0139737696328366 0.00285949180760814 0.18 -0.82 0.48 0.008
+"293" 2001-11-05 0.00262870025568418 0.025875117701144 0.00887873276691131 -0.0203340544763057 -0.000372955351934157 0.0304564414199848 0.0122362345826037 -0.00233092673398672 -0.00292112086863627 0.0175568682287994 0.0143855920758775 1.42 -0.6 -0.32 0.008
+"294" 2001-11-06 0.0176965003610905 0.0478484798139227 0.0324531043418201 0.00801485747571129 0.00821489093266625 0.0238660384177929 0.0139086806779638 -0.00597068428242342 -0.0146485501059699 0.0192950613117349 0.0145261502066385 1.44 -0.39 -0.04 0.008
+"295" 2001-11-07 0.0103038457174314 0.00141606649952575 0.0279704235721774 -0.00101942556324564 0.000740480997761139 -0.0081817166484448 0.00141107706428056 -0.00652915956247702 -0.0118931933522646 -0.0203856923024105 -0.00273486945732548 -0.23 0.06 -0.35 0.008
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+"985" 2004-08-06 0.000119354716491493 -0.038022674263526 -0.00523706609502461 -0.0351008931974897 -0.0200890610101674 -0.0141659301828581 -0.00301053494570991 -0.017009054199103 -0.00750510726112119 -0.0138332011197321 -0.0154806891445858 -1.59 -0.9 0.73 0.005
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+"987" 2004-08-10 0.0127493227300399 -0.00132962016474103 0.0255061391279849 0.0133930734965162 0.0221714142926999 0.0198675262087602 0.0209074132234131 0.0156877718619555 0.0195612487144379 0.0144056807102477 0.0129739099681225 1.39 0.75 -0.37 0.005
+"988" 2004-08-11 0.00623530377704995 -0.0168586887767785 -0.00243343936928042 0.00103661521114162 -0.0145853179958175 -0.0111828861560788 0.00867204543009059 0.00158491785493542 0.00793026649361939 -0.0092114248403532 -0.00301193642731912 -0.29 -0.39 0.14 0.005
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+"992" 2004-08-17 0.00905939608258222 0.00420156411845807 0.00503446615678138 -0.00403010854990904 0.024077612954035 -0.00147610153267141 -0.0023645689738504 -0.00665611974489388 -0.00612836130880434 0.0123387107056252 0.00219578175056667 0.3 0.12 -0.6 0.005
+"993" 2004-08-18 0.00656115891534559 0.0330079155043181 0.0102822077294233 0.0116338151635025 0.00417118927481797 0.015156813518846 0.00656448523173236 0.00827758447051163 0.00539558771797721 -0.00692897217943533 0.0124433383118305 1.34 0.75 -0.78 0.005
+"994" 2004-08-19 0.00240075230875147 -0.0094506605781014 -0.00835051658188701 -0.000249966578478311 0.00453181858849017 -0.0123815070961002 -0.013043433218498 -0.00117286982028508 0.00306662051047901 0.00734489326779952 -0.00359767327602312 -0.38 -0.26 0.24 0.005
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+"996" 2004-08-23 -0.00225993097044508 0.0124884500435019 -0.00258720619541741 -0.00749622225164537 -0.0158850818235167 0.00442449657177746 -0.00182346095865482 0.00156499104535657 -0.00353513136882155 -0.0155536629331441 -0.00243084814343364 -0.32 -0.37 -0.31 0.005
+"997" 2004-08-24 0.00441711593820027 -0.0100504619311397 0.00103704593024689 0.0120848309207207 0.00863430459555325 0 0.0036532387994539 -0.000781088987150902 -0.00430829411260414 0.00111556608156071 0.000465361213922488 0.03 0.16 0.15 0.005
+"998" 2004-08-25 -0.000113232867787638 0.0129213235143697 0.0220268558388641 0.0101991601566025 0.00297676081279996 0.0113801783796335 0.00636912307845838 0.00390766984624058 -0.00305419342711322 0.00445594347144884 0.00800045655591353 0.84 0.14 -0.51 0.005
+"999" 2004-08-26 -0.00541227465210448 -0.0082004405041286 0.000253851693190033 0.015266908083079 0.00556604233375979 -0.00399270297560905 0.00723298328576027 0.001946504617095 -0.00408444944621955 -0.0040668654924888 0.000117655846898046 -0.05 -0.49 0.39 0.005
+"1000" 2004-08-27 0.00918348266664748 0.0114838425537649 0.00684415041686726 -0.0128545140872 0.00258284309705448 0.000728892010786186 0.00502740035436422 0.00388444012423328 -0.00128187727064033 -0.00593912531348784 0.00242519078306414 0.33 0.5 -0.22 0.005
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+"1002" 2004-08-31 0.00919892060714234 -0.0143526629216525 0.0122761784367982 0.00470422632033318 0.000740756613938798 0 0.00828712308719259 -0.000387531610698821 0.00563673639290774 -0.0099616212722452 0.00463082007811511 0.48 0.04 0.15 0.005
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+"1006" 2004-09-07 0.0151337799740479 -0.00797940738034086 0.000501976097192269 -0.00851129168603049 -0.0136885888135605 0.00922185530416186 0.00176822686345379 0.0187020128284479 0.00848693717224225 0.000752070078104961 0.00688742577477508 0.73 0.32 0.03 0.005
+"1007" 2004-09-08 -0.00361405921076885 -0.00854737550050044 -0.0125403551118102 -0.00810642542299567 0.00438267742582954 -0.00365500195305457 0.00141246280403839 -0.00524523312779379 0.000495144854210983 -0.00394143232311228 -0.00448589028822921 -0.48 -0.34 0.01 0.005
+"1008" 2004-09-09 0.00589373641886137 0.0228191523471981 0.00939779349260506 -0.00793303991372274 -0.0021815129669156 0.000733591117384469 -0.0112815707408113 -0.00941602820082321 -0.00321617047815015 -0.00960759653352983 0.00189021021992519 0.34 1.22 -0.37 0.005
+"1009" 2004-09-10 0.00518422189318235 0.019831263521614 0.00151021288753861 0.00823846536846928 -0.0142131259990874 0.00769799677490579 0.00160443562905943 0.0102659501047935 0.00124091612650745 0.0167393672988938 0.00495362844045122 0.53 0.14 -0.65 0.005
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+"1012" 2004-09-15 -0.00405871533263602 -0.0168515647186119 -0.0103820663150833 -0.00288360171637181 -0.00253599486471268 -0.00911016262919817 -0.00617821775570182 -0.0210368059203604 -0.0210732340491654 -0.00582517605679977 -0.00705463943208473 -0.67 0.17 0.32 0.005
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+"1014" 2004-09-17 0.00721667227123057 0.023868810838334 0.00176856887054155 0.00595117033234405 0.00289960471352968 0.00917099659617149 0.00625998903696057 -0.00301251514035505 0.00970620213565998 -0.00549550369351604 0.00449492567868259 0.35 -0.54 -0.01 0.005
+"1015" 2004-09-20 -0.00649411147418544 0.0160273833931897 -0.00680955174652309 -0.00118336960588272 -0.00722808240892281 0 -0.0334164176256678 -0.0015104977370094 -0.00936656805265712 -0.00533540713600433 -0.00562677570713555 -0.51 0.19 0.07 0.005
+"1016" 2004-09-21 0.0069871476471286 0.00764801167756612 0.0182828873392151 0.00308042591554347 0.010921120618165 -0.00908765375452147 0.00919442852082275 -0.00113472065339393 0.00895722013158129 0.00114924131276717 0.00632694556230629 0.66 0.36 -0.08 0.005
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+"1021" 2004-09-28 -0.00319463838623069 -0.0120480441264212 0.00638891021846244 0.0154743244271047 0.000716238789409296 0.00294191796308585 0.00261056133046345 -0.0057758299894437 0.00150722856348762 0.00495078767485801 0.00592652501220603 0.63 0.64 -0.23 0.005
+"1022" 2004-09-29 -0.002060387391428 0.0198168158161469 0.00761797433340972 0 -0.00250391755886026 0.0113678839435274 0.0128324834059885 0.00735812757576881 -0.00200645417000422 0.00416817109607903 0.00427003022185124 0.5 0.67 -0.66 0.005
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+"1024" 2004-10-01 0.0191558950940705 0.0393819680802974 0.0153536486082213 -0.000702325949343496 0.00392387459056476 0.0216997232689302 0.00997793525690138 0.014258513567039 0.0167597904024308 -0.00131480348589152 0.0151806462236432 1.48 0.57 -0.14 0.005
+"1025" 2004-10-04 0.00430202474797681 0.0134286007366997 -0.00600013334225347 0.00796076062452133 -0.00497500271040463 -0.00460186967707221 -0.00567103217535336 0.0220361615805098 0.0219776627777601 0.00338785559001531 0.00324352098983649 0.38 0.35 -0.16 0.005
+"1026" 2004-10-05 0.00834301830807793 0.00899260967212556 -0.00754510322434743 -0.0011617501124459 -0.00214290314854793 0.00924612438081529 -0.00165623591663233 0.0111527293359008 0.00635391979343614 0.00187509256055685 -0.000607894829190769 -0.11 -0.18 0.09 0.005
+"1027" 2004-10-06 0.0118512337889345 -0.00891246336784146 0.000760032957146883 0.00348833805916371 -0.00357905970888883 0.00528543066024456 0.000737077638573558 0.00976286041649033 0.0167910336514792 0.010672668758575 0.00667272154066567 0.69 0.12 0.14 0.005
+"1028" 2004-10-07 0.00397767479670041 0.00520634843982903 0.00101278867774401 -0.0183081902979562 0.00323305960762976 -0.0126183619314911 -0.0121548978400734 -0.00552509629211095 -0.00891960258912272 -0.00796603631364012 -0.0099820712848635 -1.05 -0.61 0.3 0.005
+"1029" 2004-10-08 -0.0063828842237682 -0.0324858064040824 0.00303575692461577 -0.00377680414232862 0.000357699317688143 -0.00638969996657468 -0.00354163912074779 -0.00629617419222761 -0.00924362868652917 -0.0130718521455601 -0.00752665176611722 -0.8 -0.5 0.62 0.005
+"1030" 2004-10-11 0.00598139672716069 0.0029198036105651 -0.00680918143481823 0.0047386324070906 -0.00930568214375804 0.0025010198252704 0.00411617143475596 0.0014909260724798 0.00294644275673162 0.000946191874778401 0.00200509737637322 0.23 0.2 -0.45 0.005
+"1031" 2004-10-12 0.00264270016442913 -0.01601167691063 0.00330097023933962 -0.00943351433733519 -0.00469680764037661 -0.00106926251843353 -0.00260873225386959 0.000744483172697041 0.0119948881412335 0.00037758057587256 -0.00226793991940599 -0.23 -0.06 0.27 0.005
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+"1034" 2004-10-15 0.0178732988597388 0.00487593194096037 0.00545051443752231 0.0189770588801477 -0.0030948107081713 0.0068344963105551 0.0135921029590349 0.0125240057353229 0.00245279557466849 0.00825348900807188 0.00445024592486143 0.45 0.27 0.05 0.005
+"1035" 2004-10-18 -0.000222220280972962 0.00873353217490003 0.00671116552024342 0.00188587719221522 0.00724408743183136 0.0150053444708098 -0.00055855240680458 0.00862008359281274 -0.000978706078564096 0.00742406358669956 0.00525182210552178 0.51 0.01 -0.79 0.005
+"1036" 2004-10-19 -0.013784107164311 0.000481078573673077 -0.0261536937000134 -0.0143531410830724 -0.00684973582113513 -0.00809592523863256 -0.0122999525569902 -0.0078031223904842 -0.0127356434730121 -0.00453439653934562 -0.00968567871877191 -0.92 0.14 -0.53 0.005
+"1037" 2004-10-20 -0.0144276774532487 0.0312499111965618 -0.0192209291281324 0.00620649180725374 -0.00689647813684846 0.0184528231782612 0.0153556345814991 -0.00898893483841545 -0.00669799788896264 -0.00379679038712677 0.000389813554559026 0.11 0.49 -0.13 0.005
+"1038" 2004-10-21 0.00434636609127015 0.011188887457106 0.0120802891327936 -0.0047450767443149 -0.00972220729964646 -0.004878188791269 0.00112041811768782 -0.0294782316930788 -0.00624351925143596 -0.00705042436107062 0.0025641555486462 0.37 0.76 -0.06 0.005
+"1039" 2004-10-22 -0.00250519387257941 -0.0179808291596767 -0.00610046535129649 -0.00953516865557091 0 -0.0287112206515245 -0.0106302029233308 -0.0171341600728234 -0.0206085430930423 -0.00230286247497247 -0.00971540646291791 -1 -0.59 0.64 0.005
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+"1041" 2004-10-26 0.00573113551011373 0.00422310570275108 0.0126957282938374 0.0167469462160255 0.0172655914730171 0.00977178489508868 0.0168161918340608 -0.00960319078895289 0.0030868237671946 0.00994254487891699 0.0148793535539933 1.36 -0.6 0.65 0.005
+"1042" 2004-10-27 0.0111695143307959 0.0280373607606474 0.0141374080160193 -0.01058864926536 0.0110841270477484 0.00896034680802216 -0.0268743795183317 0.00848411519124959 0.010256154058798 0.0170390248485781 0.0128792973007552 1.39 0.38 -1.13 0.005
+"1043" 2004-10-28 0.00360701566424559 0.012273025285249 0.0120985953228461 -0.00499412472378202 -0.00548122519152894 -0.00497311571411829 -0.00907703804581095 0.0156254457826654 -0.000507880387904724 0.00502586668498251 0.00181261503154184 0.13 -0.34 -0.06 0.005
+"1044" 2004-10-29 0.00606479259860793 -0.000449177277790147 0.00311883171592475 0.00860467285726951 0.0041335204380144 -0.00142795228623838 -0.00253387700661245 -0.00355013430968143 -0.00710968048447846 -0.00129667211843965 0.002448032839383 0.18 -0.53 0.24 0.005
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+"1047" 2004-11-03 0.0104052573586806 0.00443062606026512 0.00778184775920665 0.0123813314259706 0.00411069804569997 0.00814449721985566 0.0174613960811141 0.0070537016750718 0.0140000139338872 0.00609420822078399 0.0111802039169686 1.17 0.45 -0.05 0.007
+"1048" 2004-11-04 0.0133653162843015 0.00926352604937764 0.0203352683695701 0.0286921906994404 0.0109179564447444 0.01861619924618 0.0256454808930158 0.0163425411252891 0.012820242588816 0.0326726765001619 0.0161564851221725 1.51 -0.65 0.28 0.007
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+"1799" 2007-10-30 0.000208943393067429 0.000380780420791149 -0.00235677486078312 -0.0256764424477349 0 0.0289269078433561 -0.0400946989126053 -0.00790633394068718 -0.013698604056658 0.00799766981546801 -0.00646339350885017 -0.64 0.09 0.13 0.014
+"1800" 2007-10-31 0.00604262144420709 0.0239821181255666 0.00945026227714219 0.0193173176370742 0.00963124986125652 0.0348611827880596 0.00826696157622653 0.00917679161251539 0.0156524163839498 -0.00352636432426956 0.0119919953757366 1.23 0.04 -0.12 0.014
+"1801" 2007-11-01 -0.0532315538178068 -0.0148701525050395 -0.0570216350383281 -0.0243330625086933 -0.0125522768782522 0.00679118772238763 -0.0133773102738927 -0.0318259274446723 -0.0288693484636191 -0.0261004862631423 -0.0264235138364264 -2.66 -0.86 -0.43 0.016
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+"1804" 2007-11-06 0.0249716361042094 0.0242176782072385 0.0313303446838773 0.0295605635535066 0.00117289397161269 -0.00871196148662334 0.00413267387297811 0 -0.00182603113880353 0.00590559632794352 0.0120492191095778 1.19 0.02 -0.17 0.016
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+"1810" 2007-11-14 -0.0116705697278745 -0.0110944869780649 0.00222013304066193 0.00791877601119739 -0.00700510318340919 -0.0153801191336662 -0.000419228322835696 -0.0127979730802518 -0.00137676930677966 0.0117463788328585 -0.00706937149562858 -0.63 -0.22 -0.18 0.016
+"1811" 2007-11-15 -0.0360807588041008 -0.0123787946479814 -0.0358803016684422 -0.012208392254212 0.0084656902922069 -0.00501040133998865 0.00405377984923727 0.000762414721761973 -0.0110294764863611 -0.00666520378971869 -0.0132124281449134 -1.25 0.05 -0.06 0.016
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+"1815" 2007-11-21 -0.0147305059531564 -0.0348745539546464 -0.0228201916704915 -0.0169852222740066 -0.019664764656144 -0.0101213292637411 -0.0129763908870115 -0.015250499833309 -0.0280358043422111 -0.0140659295101535 -0.0159268818367836 -1.54 0.41 0.09 0.016
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+"1817" 2007-11-26 -0.0294327663435082 -0.0279215897263606 -0.0355183227576322 -0.0190901269881194 -0.015592330130379 -0.0334210046118111 -0.00919552561704806 -0.0340152931171815 -0.0330673536111252 -0.0153073471606409 -0.0232386903163018 -2.09 -0.06 -0.65 0.016
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+"1819" 2007-11-28 0.0444803754705074 0.0430103220128346 0.0380167916458536 0.0590989243749169 0.00887596114239919 0.0193585201665534 0.010665399300485 0.020964124075505 0.0229133584493861 0.0305476282342079 0.028559854204993 2.9 0.29 -0.19 0.016
+"1820" 2007-11-29 -0.00490502158022454 0.00572733905654932 -0.00705204560448058 0.012785312286234 0.00655498455406023 -0.00326379281314415 0.00324734500676405 0.0141327944015914 0.00165044159424377 0.00656417279928712 0.000476474786232028 0.01 -0.5 -0.31 0.016
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+"1822" 2007-12-03 -0.014307369017825 0.00651891998832821 -0.00898737923491044 -0.013234894698291 0.0232600102094074 -0.0202381280124881 -0.00648639175864885 0.00183154176916411 -0.00277734615449432 -0.000626614873484477 -0.00588733739666059 -0.6 -0.53 0.1 0.014
+"1823" 2007-12-04 -0.0167143614724841 0.00228545156544624 -0.0234456747909009 0.0103267393165822 0.00334306516591054 -0.0045562815520066 -0.00312814639508541 -0.0109715962483085 0.0164771314794172 0.00668502685410877 -0.00654025666061908 -0.61 -0.15 -0.15 0.014
+"1824" 2007-12-05 0.0263215589573051 0.0345873740220748 0.0169872516210283 0.0172125212323075 -0.00866276767643326 0.0421116088876361 0.00709488491006405 0.0147914872417216 0.0164384288573716 0.0147334206593368 0.0151901300990469 1.47 0.02 -0.04 0.014
+"1825" 2007-12-06 0.0161396317673015 0.0279205706253738 0.0291763877522482 0.0143722762667853 0.0129389520109293 0.0117131564766089 0.00501259475680116 0.0104110245651023 -0.00224653891759907 0.00756620376029971 0.0150369060475222 1.55 0.85 0.27 0.014
+"1826" 2007-12-07 -0.0128372388920328 -0.00893459820016551 -0.00281340241750627 0.000342471881935591 -0.00199065034337298 -0.000578971996701427 -0.000808458996896189 -0.00901574378998493 0.0198110539894127 -0.00507397614449456 -0.00177792141152577 -0.07 0.04 -0.05 0.014
+"1827" 2007-12-10 0.0279921121855147 0.0018029121555585 0.0290795336961831 0.0211310789633792 0.0289230576591748 0.00666106867950922 0.00283301981202322 -0.0148173208640987 0.00110370897612566 0.00836417322216176 0.00750995357400441 0.71 -0.14 0.24 0.014
+"1828" 2007-12-11 -0.0426675038784551 -0.0305974220844203 -0.0312105408505353 -0.0403806663895774 0.01987034944231 -0.018987689323538 -0.0065922737328431 0.0411614213693228 -0.0194044322071106 -0.00809243365394474 -0.0252710744251642 -2.5 -0.26 -0.07 0.014
+"1829" 2007-12-12 -0.0273234527233084 0.0129968261415052 0.00457167892965527 0.0202824179785348 -0.0232849404749739 0.0108508054374983 0.0112408179334753 0.0570196373989866 0.0105693074235924 -0.0118828383445625 0.00605010784339832 0.48 0.04 -0.2 0.014
+"1830" 2007-12-13 -0.00874969306837925 -0.0043989155441142 -0.00845100083164319 0.0225066538492051 -0.00243283729305477 0.0217578096426032 -0.0036164115531987 0.00215810707928332 0.00177985833576355 0.00207348172336297 0.00122432415233997 0.06 -0.33 -0.31 0.014
+"1831" 2007-12-14 -0.0206740491799594 -0.032032465544774 -0.0122376829904509 -0.0163131437005013 -0.00569004874783663 0.00255543257670787 -0.00672001154102519 -0.0157898713773189 -0.0144379816821066 -0.014483861787432 -0.0137462678513494 -1.36 -0.49 -0.26 0.014
+"1832" 2007-12-17 -0.0109103466380283 -0.0216811134235928 -0.0148231810010633 -0.021354143098982 -0.0228907803050584 -0.026055019860565 -0.008930950512266 -0.0155564307193532 -0.0286233245141368 0.00419906083107446 -0.01502089835214 -1.59 -0.2 0.31 0.014
+"1833" 2007-12-18 -0.00479608060041092 0.00738723870844149 -0.0141475352479502 0.0251861139528642 0.00117144842354699 0.0101774429894004 -0.00546149599926993 0.0024688587027144 0.0164734047762167 0.00857224597003148 0.00627979517897836 0.65 1.14 -0.01 0.014
+"1834" 2007-12-19 0.00216898813552757 0.0108064015825617 0.00182261351257162 -0.00905691428764555 -0.0163798065928299 0.00143955225337233 0.00192187598705118 -0.0162559755657545 -0.00365167143469314 -0.00331650540073725 -0.0013608297208324 -0.1 0.3 -0.42 0.014
+"1835" 2007-12-20 -0.00432835022812084 0.00840018349344973 -0.0147797414836187 0.0121101444058467 -0.00101951047960247 0.0209828153532354 0.00287727409622618 0.00801191142809232 0.00389468796565118 -0.0047841606408312 0.00490020302821748 0.64 0.86 -0.39 0.014
+"1836" 2007-12-21 0.0123158684533524 0.0208252696382547 0.0180013800576238 0.0308156557789148 0.021092322634372 0.0152026068504834 0.0121607082605213 0.03030319052138 0.0114099925818905 0.00752385906573605 0.0166698395223333 1.64 0.33 -0.02 0.014
+"1837" 2007-12-24 0.00858743831828535 0.0129822576358496 0.0163228831288429 0.00449001965024753 0.0046638812337827 0.0144205539349158 -0.0018901836251447 0.000482037563936721 0.0106049887193103 0.0109933835484286 0.00807700464478889 0.8 0.09 0.21 0.014
+"1838" 2007-12-26 0.00047280708350117 0.00512624360230496 0.00245362926893122 0.00021800788690074 -0.00712981901057508 0.000820007631559205 0.00135218380256319 0.0192775372523486 0.00692099864229778 -0.00738633184389781 0.000808635797803436 0.1 0.22 -0.04 0.014
+"1839" 2007-12-27 -0.0198573531453187 -0.0225860465395723 -0.0289274626623611 -0.0132970146245965 -0.0115226755215903 -0.0174817274669448 -0.00202571601982338 -0.00661957054289419 -0.0159648558026119 -0.0126085357815936 -0.0142822893810359 -1.49 -1.16 0.04 0.014
+"1840" 2007-12-28 -0.00868319035731557 -0.00260908584687691 -0.00870766848062277 0 0.00523714553817101 0.0041701638831062 0.00487242492899198 0.00999482232048798 0.00540789605016356 0.00648996270114832 0.00150376961526333 0.12 -0.37 -0.14 0.014
+"1841" 2007-12-31 0.00389282254181533 -0.00373713360449357 0.00901525516648682 -0.0201036454091721 -0.00991622900445799 -0.0143961207979395 -0.0111786637095015 -0.0207346221439445 -0.0208425577234236 -0.011439948566795 -0.00685158849130929 -0.65 0.02 0.42 0.014
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+"1921" 2008-04-25 0.0113545045158376 -0.00572935080882087 0.017457655732227 0.0448771062759084 0.00151044392851518 -0.0619493496256985 -0.00418962245688081 -0.00181122276379364 0.0187019524775047 0.00348141657072398 0.00649473679146007 0.68 -0.2 0.18 0.008
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+"1923" 2008-04-29 -0.00838122168399857 -0.00396280015449557 -0.00549226475228615 -0.0377339696204153 0.0102366766602111 -0.012073396217268 -0.00468165146727628 0.00757186008697608 0.00685106655126222 0.0219702567225468 -0.00388869283889182 -0.36 -0.42 0.33 0.008
+"1924" 2008-04-30 -0.00845257321845161 -0.015915624472454 0.0121065926056796 0.00861591032359965 -0.010298620505006 -0.00418968263028718 0.0174505124711495 0.00310969988880649 0.00706644133145962 -0.0107488324718432 -0.00384630194467905 -0.3 -0.12 0.09 0.008
+"1925" 2008-05-01 0.0492809692023526 0.0462717735211891 0.0335787066217734 -0.00689988461713698 0.0224903697183907 0.0308552689395731 -0.000298415169201371 0.0317745974160029 0.0218294217011079 0.00155189612518347 0.0171407130412202 1.66 0.06 0.22 0.008
+"1926" 2008-05-02 0.0101550670414439 0.012451154998121 -0.0119801852505235 0.0204013636405393 0.000492535129403837 -0.00544191259074622 -0.00343097100158973 0.00475746235705121 0.00686675824710825 -0.00981567072114342 0.0032355983013399 0.2 -0.75 0.02 0.008
+"1927" 2008-05-05 -0.0206084180634356 -0.00810547766051295 -0.0135631951673363 0.00302640641141272 -0.00131250004956562 -0.0054720983056894 -0.00224583444709803 -0.00697754773856218 -0.0174285946803988 -0.00921696173097075 -0.00453358362769218 -0.41 0.3 -0.13 0.008
+"1928" 2008-05-06 0.00692863944884348 0.0141931931070627 0.00416663911009296 0.00969696250649776 -0.00624277916217442 0.0213204574180459 0 -0.00727739514700365 -0.000257195788487374 -0.0108835829321345 0.00765193363826344 0.75 -0.03 0.29 0.008
+"1929" 2008-05-07 -0.0316004744028849 -0.0173871874840732 -0.0338173756731216 -0.0252906170746285 -0.0183500251904587 -0.016498344927511 -0.0127531807615874 -0.0187058212966742 -0.0156851033912919 0.00851858935620764 -0.0181137900094919 -1.66 0.06 -0.18 0.008
+"1930" 2008-05-08 -0.0176318046179847 0.00992612875452714 -0.0111657721193866 0.0222247147161496 0.00656775525070885 0.00205437242975859 0.00182377361559616 0.00103051062897075 -0.000783729817602552 0.00580712903534097 0.0036695521217287 0.37 0.14 -0.16 0.008
+"1931" 2008-05-09 -0.0182156612717675 -0.00128177100898219 0.0112918543923368 -0.00963890190520833 -0.00886753235346671 0.004099549015538 -0.0107704247804535 -0.0069480189228126 -0.00888890015141042 0.000349933825132265 -0.00672544834069722 -0.54 0.65 -0.25 0.008
+"1932" 2008-05-12 0.0215556211427332 0.0115534837726468 0.0143868327695842 0.0175188551422005 0.0275153674906532 0.0204152329285825 0.00214686337561609 0.0134750400639498 0.00395663942504432 0.0146902136761573 0.0110207787192766 1.1 0.66 -0.34 0.008
+"1933" 2008-05-13 -0.0221690708462801 0.00507613775819804 -0.0372567688852218 0.0131789989465325 0.00492819324061711 -0.00334672392371804 0.00581486066968528 0.00383520078610333 0.00131364808594769 -0.0236124933783066 -0.000384671352488319 0.09 0.67 -0.04 0.008
+"1934" 2008-05-14 0.005189530588674 0.00336698006902125 0.0094551264720264 0.00671326170986242 -0.0119333516148754 0.00503669847533361 -0.00349918248335723 0.00891515238816654 0.0220414129923732 0.0184002353449733 0.00400558419131469 0.38 -0.43 0.17 0.008
+"1935" 2008-05-15 -0.00244518478253086 0.0473991164094079 0.0241778092481844 -0.00718976771503987 0.00694884572366283 0.0173739400857713 0.0131298269793527 0.00631138092360439 -0.00128348231227704 -0.00574405890666418 0.0105844644130793 1.02 -0.09 -0.3 0.008
+"1936" 2008-05-16 -0.0147106410322749 0.00120158663974568 -0.0104214655218849 -0.00251851356723698 -0.00542238423751162 -0.0151066647239633 0.00587711710995675 0.00526832362529484 -0.00334190071225926 -0.00140045761418628 0.00125039869308941 0.1 -0.4 0.02 0.008
+"1937" 2008-05-19 -0.00193542838299221 -0.00479987988078867 -0.0116050455130799 -0.00652368577775098 -0.00132151027976302 -0.0176726452478594 0.00164776367999164 0.010980906968465 0.00851182025029273 -0.0112204340568905 0.000898045407480952 -0.02 -0.28 0.24 0.008
+"1938" 2008-05-20 -0.0196674146997666 -0.0317527242259181 -0.0497935137851027 0.0139797733961649 -0.0127379457033725 -0.0237607930837924 -0.0149567013004489 -0.0281414633095907 -0.0324811166272243 -0.00797884629607748 -0.00927358947563983 -0.8 0.62 -0.17 0.008
+"1939" 2008-05-21 -0.0214745865624638 -0.0178494078925594 -0.0292906330595603 -0.0295588018331043 -0.0150805825225324 -0.0177333267064229 -0.0104766728925202 -0.0121916584223868 -0.0161243979786277 -0.0128686546546116 -0.0160535323437917 -1.56 0.45 0.17 0.008
+"1940" 2008-05-22 0.00288752618479959 0.009298221545331 0.0148510981402155 0.00290611098273552 -0.00425300994778643 0.00778771554685354 0.00690503446373625 0.00745678198097144 0.00671673453367205 0.0148469242599492 0.0026173789661954 0.38 0.29 -0.04 0.008
+"1941" 2008-05-23 -0.0230345378274373 -0.0196814941010047 -0.0169570002183408 -0.0147026886468213 -0.0136680462468036 -0.0147523439487429 -0.00533406874094799 -0.0165900538694428 -0.0104083209450619 -0.00535187179959984 -0.0132104007724385 -1.24 0.15 -0.37 0.008
+"1942" 2008-05-27 0.00707328419083719 0.00811623346755064 0.0163042813382801 -0.00326727533839122 0.00658192427115711 0.0139038794456188 -0.00306408164233973 0.00778638192343095 0.00809046159823823 0.0116589189948797 0.00684622155945735 0.72 0.58 -0.22 0.008
+"1943" 2008-05-28 -0.00877962074576 -0.00550852029106041 -0.00348745200564127 0.0381372163113107 0.00998144609360208 -0.00914187776741548 -0.00307361117191307 0.0175121673753909 0.010433486355933 0.0122340926991427 0.00396289031299624 0.49 -0.06 -0.06 0.008
+"1944" 2008-05-29 0.0215527664604875 -0.0140605819554459 0.0165657377258097 -0.00136846891838571 0.0134604749461902 0.0046129938568007 0.00924939705877703 0.0174638476019191 0.0158854773616612 0.0148888750754128 0.00533493729069323 0.61 0.29 -0.25 0.008
+"1945" 2008-05-30 -0.0170520028644572 0.00172843924514043 -0.0130823086916394 0.00200282452652401 -0.00269007180337943 0.00035334948261978 0.00885907972071176 -0.00746266996737144 0.00260627178545336 -0.00345193032908564 0.00151616651040465 0.29 0.26 0 0.008
+"1946" 2008-06-02 -0.0126433382212976 0.000863230582552887 -0.0197673974646637 -0.0154639075979833 -0.0129803005535996 -0.0183615548977142 -0.0104467996981532 -0.0137848369781368 -0.015856446662343 -0.00935206752731299 -0.0105042638051662 -0.98 0.15 0.24 0.008
+"1947" 2008-06-03 -0.00804062595536059 -0.0112071136129248 -0.00616866652668246 0.0196606274342905 -0.0169086488461337 -0.0176261322000182 0.000765238878339236 -0.0144853252557663 -0.0132066424150196 0.00996472967682416 -0.00578782808701606 -0.46 0.29 0.02 0.008
+"1948" 2008-06-04 -0.0208141729643854 0.0235396468041378 -0.00620636972108857 0.0124661653045222 0.00729650598513465 0.00842200411381522 0.0158995173055005 -0.0072201446478225 -0.0101714298760587 -0.0015581169450134 -0.000326696179841934 0.02 0.7 -0.74 0.008
+"1949" 2008-06-05 0 0.0166097107423933 0.0112893489848462 0.0306525529756088 0.00772534008202719 0.0275957250689876 0.00331045041753342 0.0249353454961099 0.0535427874906242 0.0367545683699952 0.0194961508534064 1.95 0.32 -0.09 0.008
+"1950" 2008-06-06 -0.0465769568831872 -0.0406368641825217 -0.0477433420970533 -0.0309507460545583 -0.018949295425868 -0.0286213685365394 -0.0194989521640709 -0.031677567967855 -0.018737369621052 -0.0239129605689942 -0.0308892087079725 -2.9 0.16 -0.03 0.008
+"1951" 2008-06-09 -0.0291800803382016 -0.00611370252869803 -0.0643550373842242 0.00801077463132827 0.0414398309302795 0.00800253291378339 0.0107085166277638 -0.0170112049145837 -0.00758564330484246 0.0205586405608837 0.000793688418394334 -0.03 -0.53 -0.22 0.008
+"1952" 2008-06-10 0.000337309267489871 -0.00351465975765397 0.0207945833688084 -0.0179584610336833 0.00775595933110274 0.00649619369328014 0.00892989462162275 -0.00905265168278369 -0.0110699332810833 0.00352538180085804 -0.00243807203590884 -0.31 0 -0.22 0.008
+"1953" 2008-06-11 -0.0259958059145945 -0.0383599192063511 -0.0302952905716214 -0.00819773011167202 -0.0170653018781799 -0.0276082775717978 -0.00690061989676372 -0.029016398860206 -0.0226546623976294 -0.0210772855322778 -0.0168943435092948 -1.66 -0.14 -0.15 0.008
+"1954" 2008-06-12 0.0204505604028837 0.0110045198302431 0.0237007902966568 0.0180142562071566 0.0100424390826674 0.041297873718573 0.00392742349292963 0.00691759184756524 -0.00109108183467954 0.0100819825318434 0.003279698861689 0.31 0 -0.06 0.008
+"1955" 2008-06-13 0.0115488148380969 0.0276641618523046 0.0413045659327327 0.0158217455760101 0.0102800937512493 0.0293905167645045 -0.000150444400248584 0.00796900966774206 0.0191100513144726 0.00118407497418582 0.0150462612605935 1.55 0.26 -0.35 0.008
+"1956" 2008-06-16 0.0181331542700622 0.00882635376761987 0.00909574017293058 0.00338165845847538 -0.000167422536005546 -0.00481574008839081 -0.00827669674302633 -0.0139040012074324 -0.0291987522993483 0.00219683715437879 8.0870273196032e-05 0.15 0.88 -0.18 0.008
+"1957" 2008-06-17 -0.0356199272139966 -0.0122484776835651 -0.022533769509542 -0.00255324404386625 -0.0121786360846294 -0.00449381636032165 -0.00151773707047287 -0.0132705949105801 -0.00965782305010487 -0.0104537530140297 -0.00677133302338728 -0.55 0.15 -0.25 0.008
+"1958" 2008-06-18 -0.0297537685696676 -0.0132863382145936 -0.00768460147498162 -0.00235484589694357 -0.0168890995394386 -0.0118055713037896 -0.0121577370993813 -0.0123288542994734 0.00250770657818311 -0.0173792764912434 -0.009711824058657 -0.96 0.2 0.26 0.008
+"1959" 2008-06-19 -0.00810748719928422 0.0255836920109391 -0.00232334610795049 0.00482320990732665 0.00652808225383628 0.0165146379449204 -0.00153857232112331 -0.00283640494973969 0.0144522492160089 0.000346734574100616 0.00375232415560722 0.34 0.49 -0.58 0.008
+"1960" 2008-06-20 -0.0369579913412295 -0.0210069263042225 -0.020439737438702 -0.00694471413069242 -0.0203106181981915 -0.0241961799607342 -0.0268103660695751 -0.0204836994837652 -0.0306847764801158 -0.0247875675688275 -0.0185428556227414 -1.79 0.34 0.07 0.008
+"1961" 2008-06-23 -0.0450183902098105 -0.000446495846613049 -0.0261490037370319 0.023346562479565 -0.00679437905399338 -0.00921020986283272 -0.00364181903803518 -0.00145186297405431 0.0149799072876704 0.00675438011098994 5.30726192848885e-05 -0.16 -0.61 -0.31 0.008
+"1962" 2008-06-24 0.0285934761527533 0.00223581893725178 0.02305414814217 -0.0279396958741523 0.000175163142693169 -0.00858082110133263 -0.00111218408617886 -0.00319965589206228 -0.0139236905124367 0.0120055419909662 -0.00281484142640365 -0.54 -1.17 0.28 0.008
+"1963" 2008-06-25 -0.000375196497426789 0.010709560917546 0.00503674453301883 0.013544171950761 0.018064191587057 0.0223584381455288 0.0100220547436285 0.00583612994151927 0.00508356537954935 0.0139567456168839 0.00584340729375343 0.64 0.35 -0.43 0.008
+"1964" 2008-06-26 -0.0676439275476389 -0.0467992905326761 -0.0419410218665826 -0.043659905381113 -0.027562527204802 -0.0211635820593945 -0.0195303474001218 -0.0290111628400331 -0.0359649727702649 -0.0221954566108691 -0.0293652260275131 -2.83 0.56 0.13 0.008
+"1965" 2008-06-27 -0.00886759406839333 -0.00463152370242637 -0.0349671186134093 0.00970638888494824 0.000885767244735103 -0.00432466231910522 -0.0282731843504471 -0.0212128199763615 -0.000874640806830196 -0.00932624461949938 -0.00371742891383064 -0.37 0.23 -0.42 0.008
+"1966" 2008-06-30 -0.0292797543419446 -0.000465591804284293 -0.0211123602323456 -0.00443697684827293 -0.00495579345999386 -0.00434291884344817 0.00529010227797899 0.0283878335741801 0.0326720018204836 -0.00177590811251926 0.00126722492033982 -0.07 -1.21 0.32 0.008
+"1967" 2008-07-01 -0.00251387150175286 0.00418983969462139 0.00265215797375595 0.00201630771835304 0.0190326928781135 -0.0232641471581635 0.0192403856836745 -0.011575943751844 0.00367242466989692 0.0147687349738934 0.00383596406250009 0.29 -0.44 0.28 0.007
+"1968" 2008-07-02 -0.0533390230104441 -0.0296705747941594 0.017048987496683 -0.0366408652668453 0.00244352391227998 -0.0368443687831873 0.0114548272600397 -0.0123119439533369 0.00281459723258726 -0.0092936310348638 -0.0182036200053521 -2 -0.87 0.12 0.007
+"1969" 2008-07-03 -0.00621063558007495 -0.012900097667451 0.0205199227796973 0.0353961862578365 -0.00417917610998719 0.00386419713778419 0.0156325172552381 -0.00942536941193739 0.00336802612982812 0.00177016901419025 0.0010939216010224 -0.15 -0.67 -0.17 0.007
+"1970" 2008-07-07 -0.0388398071925471 0.00241965214727502 -0.0359668408738796 -0.00743200861152071 0.00297237089519364 0.00192427885945334 -0.0119364736306822 0.00306921824531359 -0.00895159838041459 0.00547650866520111 -0.00838543415848425 -0.81 0.12 -1.12 0.007
+"1971" 2008-07-08 0.0933580554049316 0.0101404112057508 0.0508225707503547 -0.00930531900369058 0.0202231589400133 -0.00691485246876145 0.0119217403100531 0.0210658160134474 0.0102859256430277 0.0386580128601068 0.0170803483101305 1.84 1.01 2.35 0.007
+"1972" 2008-07-09 -0.0628716309088493 -0.0530590577324366 -0.0416552000746719 -0.0153315460223301 0.0124745511402933 -0.0239844488135306 0.00219957160581519 -0.0254857576997128 -0.0197961268212054 -0.024361396207484 -0.0227761726592074 -2.06 -0.08 -1.32 0.007
+"1973" 2008-07-10 0.0135990454954595 0.0408877009188691 0.00670977864789579 0.0126095405595301 -0.013671171063853 0.00871941895883954 0.00658272345611532 0.0202370275965522 0.00692401348678939 -0.00797650412735396 0.00698975199639684 0.65 -0.02 -1.23 0.007
+"1974" 2008-07-11 -0.0308582429350662 0.000970613881528415 -0.0391194199878795 -0.00963723401032157 -0.0191643500402365 -0.0078582963313496 -0.0119900279938873 -0.00579814762827524 0.00057308373206566 -0.0160808340571569 -0.0110899439389581 -0.88 1.48 -1.11 0.007
+"1975" 2008-07-14 -0.070143322109101 -0.008236578710482 -0.044330350102964 0.000546893578531549 0.0134330207020985 -0.0039604002992244 0.00756530666191169 -0.00644585930623121 -0.00114496258416041 0.000355043902461327 -0.00902785911163351 -0.93 -0.12 -2.43 0.007
+"1976" 2008-07-15 -0.0808932911591327 0.0117240385222268 -0.0211422601069509 -0.00284166870126634 0.00809115646306213 0.0397611056244591 0.00656952049128234 -0.0129751133876255 0.00458696682330451 -0.00124304844999357 -0.0109012574011547 -0.96 1.16 -1.17 0.007
+"1977" 2008-07-16 0.22408189816145 0.00965728357926676 0.158607083015676 0.000876723942890179 0.0273223818292505 0.0424478071664143 -0.000938225554881433 -0.000938942043796298 0.00970305768739421 0.0128024866661236 0.0250635439232862 2.52 0.01 4.76 0.007
+"1978" 2008-07-17 0.168945668849127 0.0516501100523323 0.135225153944967 0.0107305176993069 0.00349065950682559 0.00953789122810256 0 -0.00532559009128353 0.00141283846999674 0.0126399229913754 0.0120125595652569 1.13 -0.1 4.14 0.007
+"1979" 2008-07-18 0.0373587467231091 0.00454760665931642 -0.0191176797910739 -0.0137579006574755 0.00115968250521492 -0.0603200633038715 -0.00344358767099284 0.011653373209686 0.000565051545684092 0.00416100406280662 0.000285727446544648 -0.08 -0.8 1.12 0.007
+"1980" 2008-07-21 0.0389232462025353 0 -0.0342325828998586 0.0121925292195995 -0.0114168452202833 -0.0085072552571549 -0.000470618093530883 -0.00902862463081699 -0.00846266745270385 -0.0105313155273161 -0.000539434250460435 0.16 0.3 -0.56 0.007
+"1981" 2008-07-22 0.132703007092577 0 0.0571796161996305 -0.00217064261592126 0.0061928437173302 0.00624030837127321 0.00722797671429931 -0.00031418115049997 -0.0133711327821413 0.0305352909665439 0.0134920634920634 1.37 0.92 3.21 0.007
+"1982" 2008-07-23 0.0336938056474343 0.00950652371490257 0.0269213657669773 0.0403482334266736 -0.00765155828780584 0.0244184512651509 0.00936000417169036 0.0389692261078196 0.033448152530785 -0.0164238940222593 0.00406416679718102 0.32 0.05 1.61 0.007
+"1983" 2008-07-24 -0.0837318886187789 -0.0282511980519826 -0.0672069716131987 -0.0311519362392101 -0.0216224675867397 -0.0374573554229608 -0.0029365666782396 -0.0411370137418647 -0.020926136243716 -0.0192802202353165 -0.0231244225616648 -2.31 0.51 -2.88 0.007
+"1984" 2008-07-25 -0.0345954703030392 0.0156904430071325 0.00970866400239223 0.0170476059845857 0.00479719938276868 0.0283017629933759 -0.000774861580421393 -0.00946358918703094 -0.0182388331093669 -0.00245764881853272 0.00416750829312207 0.47 0.91 -1.01 0.007
+"1985" 2008-07-28 -0.0513858078358166 -0.0154480561623463 -0.0470647421132228 -0.0159136541120429 -0.0146635674877215 -0.0252292884571823 -0.00977354787262441 -0.0245227279688506 -0.0246733698985387 -0.0142529895469763 -0.0185965643795591 -1.76 0.03 -1.39 0.007
+"1986" 2008-07-29 0.148253725531756 0.0258424743869443 0.0820500786576619 0.0159553244791926 0.0330510110980142 0.0239215712352221 0.0267896619839862 0.00228523708774087 0.0157737268470362 0.0255265985564017 0.023356008422742 2.27 -0.3 3.18 0.007
+"1987" 2008-07-30 0.0431409106268967 0 0.0201224762136525 0.00403229752482659 0.0125628138866105 0.00459584425679282 0.0157156299177899 0.00684071940206055 0.00615319130694458 0.0193211594835092 0.0166719916220135 1.58 -1.38 -0.09 0.007
+"1988" 2008-07-31 -0.0211246331787377 -0.00179984847239334 -0.0226120917469189 -0.00940582498748566 -0.0109181207269108 -0.0194433852247181 -0.01637368306314 -0.00323557704732935 -0.00873632464164076 0.00102437163575586 -0.0131437597282189 -1.16 0.61 0.37 0.007
+"1989" 2008-08-01 0.0130699349017998 0.00721086702976836 0.00319918480346093 -0.0238984493615917 -0.000334645914125242 -0.0108863291697737 -0.00809385221329939 -0.0120089797552884 -0.00117489939178528 -0.0148409990291629 -0.00557839477671107 -0.47 0.65 0.85 0.006
+"1990" 2008-08-04 -0.0213025609118862 0.007606137951915 -0.0152106724478602 -0.0307137674002387 0.0130501300805708 -0.00628941952976769 0.013395268308082 -0.00887005716383715 -0.00500020980885996 0.011774528768298 -0.00896608649538677 -1.09 -0.22 0.48 0.006
+"1991" 2008-08-05 0.0294301512207447 0.0285969794131598 0.0435973260297751 0.0152233110152094 0.0293969667359621 0.0367881519609714 0.0326642560168906 0.0291683980092665 0.0212828069206157 0.0326888761956603 0.0287187410131324 2.65 -0.57 1.65 0.006
+"1992" 2008-08-06 -0.00387138720306324 -0.00955667533319793 -0.0119359919429626 0.016883219572674 -0.00304833538478788 0.0309040411588875 -0.00294256521388558 -0.00579719782719501 -0.00897250448425668 0.00696061025839789 0.00335434903121556 0.5 0.54 -1.15 0.006
+"1993" 2008-08-07 -0.0576981482990693 0.0381573411810336 -0.0381734353992199 -0.0257785415703968 -0.00450561775991376 0.0136937003545936 -0.00427903580026734 -0.0181407163011353 -0.0157707896172472 -0.062540981329876 -0.0179337382837989 -1.73 0.62 -1.74 0.006
+"1994" 2008-08-08 0.0231598826608044 0.0236586839647064 0.0316501573126071 0.0124458865370338 0.0615905560687835 0.0270170451550007 0.0318614444704883 0.0217753155154903 0.026409000455119 0.0158000926062045 0.023892834748642 2.28 0.58 1.38 0.006
+"1995" 2008-08-11 0.0350385866297245 0.00619052421339927 0.019966020965275 -0.0232562980412715 0.00426375600638806 -0.00817621667687674 -0.00287262117564291 0.0280912577216879 0.0205266938370201 0.012098441840541 0.00694273047928551 0.83 1.37 1.19 0.006
+"1996" 2008-08-12 -0.067405248603613 0.00574292727681414 -0.0947720539269824 -0.00272059280602499 -0.0304777707967573 0.00788526616275154 0.0131070662643866 -0.005967136549337 -0.0135978257366886 0.0117826734802264 -0.0120506700661418 -1.05 1 -1.94 0.006
+"1997" 2008-08-13 -0.0729200836308396 -0.0163131702228594 -0.0266351348417581 0.0235332060313154 -0.0181418286162824 -0.00746797955014145 -0.010520313244724 -0.0110586303189205 -0.0134980753962449 -0.0191825019892975 -0.00291566319460645 -0.15 0.75 -2.02 0.006
+"1998" 2008-08-14 0.045737975332556 0.00994994604598687 0.0243839705491222 -0.00655332583811052 0.0130611115206323 0 0.0015802560257181 -0.00575051991843856 0.00989824617428003 0.00380103621878636 0.00552180167126237 0.63 0.1 1.3 0.006
+"1999" 2008-08-15 0.0172299139058498 -0.00410487267700865 0.00687625912232259 -0.00190106052673711 0.000471772435172602 -0.00358290188186838 0.0271123261119466 0.0173518435474422 0.00778302052144686 0.0218590669105156 0.00407593356167757 0.38 -0.37 1.07 0.006
+"2000" 2008-08-18 -0.0456027202975042 -0.0103049570691852 -0.0349355546236513 -0.00750508487535761 -0.0053435773741275 -0.00431504707308916 -0.00460889191153346 -0.0082115819920765 -0.00629299138502948 -0.00909569960953216 -0.015097809073943 -1.45 0.28 -0.89 0.006
+"2001" 2008-08-19 -0.0416380062193408 -0.017493007379806 -0.0315731677124508 -0.00270886830113048 -0.0131141117836757 -0.00942690409215063 -0.00771723662955159 -0.0191088838451051 -0.015544193115302 -0.0107087789120774 -0.00931490319377248 -1 -0.56 -1.24 0.006
+"2002" 2008-08-20 0.0430912818371798 -0.0084777806169779 0.039910183314197 0.0147129386008751 -0.000480033580682382 -0.00109820300508101 -0.00593868285662236 -0.00357099340861255 0.00731016951249996 0.00274910450039778 0.00619733191676142 0.54 -0.66 -0.06 0.006
+"2003" 2008-08-21 -0.00853538778628593 -0.0145359561647087 -0.0199998667202359 0.0130492305891692 -0.00192212877265086 -0.00403094575740881 -0.00569036295883785 0.00228076876143679 0.0034831946420395 0.00239872538596719 0.00249496438142116 0.12 -0.9 -0.45 0.006
+"2004" 2008-08-22 0.0402892504813688 0.0190886546935525 0.0388855958289844 -0.000661070731226787 0.0178141069825939 0.0242828320547772 0.0244639443663781 0.013328936425071 0.0208274556025787 0.0160684787299343 0.0113326709518888 1.14 0.43 1.03 0.006
+"2005" 2008-08-25 -0.0413772006695896 -0.0221369708877465 -0.0408814227532734 -0.0192794375631832 -0.0211291306801209 -0.00646576443611546 -0.0206675541576541 -0.0208533054114656 -0.0235188899768546 -0.0149727771375545 -0.0196254341136406 -1.92 -0.12 -0.53 0.006
+"2006" 2008-08-26 0.00207170630185272 0.00783611634600856 0.0132852026432797 0.00876245497642425 0.000805789230160725 -0.0140998168148684 -0.00413545105344659 0.00327653715015486 -0.00638479665830571 0.00768551962403929 0.00368637249008286 0.33 -0.2 0.15 0.006
+"2007" 2008-08-27 0.0217092358508635 0.0112312658434748 0.0144770434685961 0.0059023267321332 -0.00080514045665192 0.0106347203446837 0.0031502958460019 0.0189418261492686 0.0137268371159178 0.0049150970495524 0.00798265363243189 0.88 0.27 0.3 0.006
+"2008" 2008-08-28 0.0600338620888741 0.00768864843337735 0.0468496677699284 0.00741646095028514 0.019204315133305 0.0137877263051658 0.0135599841691945 0.0330127683501586 0.0218954986161659 0.0099512416829679 0.0148401444185158 1.51 0.15 1.81 0.006
+"2009" 2008-08-29 -0.00922674228873932 -0.0305209173486111 -0.0100305853042635 -0.0127466777303541 -0.0141517678203964 -0.0232639116329901 -0.0174625478275598 -0.00744664324033428 -0.00986725955168655 -0.0135273828213506 -0.013723665512595 -1.25 0.24 0.62 0.006
+"2010" 2008-09-02 0.0478483488503687 -0.012680561216558 0.0129903507892493 -0.0105746337079987 0.0146774564575198 -0.00696194927036775 0.0100331907847793 0.00812803808992069 0.020216586419181 0.00981947790947935 -0.00409251434724056 -0.44 0.31 2.02 0.007
+"2011" 2008-09-03 0.0303216619386224 -0.046058487738998 0.0184663136589653 -0.00909456770399653 -0.0189160241862293 -0.00738070605484231 0.0134807801980867 0.00527103209178281 -0.00362867609763284 0.00234644534434225 -0.00203507889098409 -0.23 0.53 1.66 0.007
+"2012" 2008-09-04 -0.0716018357351385 -0.047353881982439 -0.0453290010493897 -0.0290729781299005 -0.0275433338122896 -0.0204458133729494 -0.0137217059099572 -0.0259105044360914 -0.0417369695314259 -0.000166884478912332 -0.0299220572859505 -2.9 0.2 -0.47 0.007
+"2013" 2008-09-05 0.0532681815820606 0.00438621091241975 0.0445796310581856 0.0113902606622793 0.0046650940022237 -0.0265655716993115 0.0048270252668916 -0.00253285054702546 -0.00379978552279425 0.0160589157074567 0.004430765097025 0.42 -0.83 1.58 0.007
+"2014" 2008-09-08 0.0775673474726306 0.017467031704635 0.049242335830697 -0.0200856104133432 0.0351573619756624 0.0183236859398135 0.02246406593802 0.0333336864268166 0.0305167041806642 0.0207441134796937 0.0205101615457499 1.76 -0.57 2.2 0.007
+"2015" 2008-09-09 -0.0636334812882682 -0.0305194631475914 -0.0500600330877552 -0.0295027823235661 0.0123359136110408 -0.000765535330662814 -0.00663294841942996 0 0.00313177854965629 -0.0140324349789137 -0.0341381677317312 -3.41 0.59 -0.7 0.007
+"2016" 2008-09-10 -0.0036902012443577 -0.00836231863649384 -0.00177406871377428 0.013063145552114 0.000157878689100999 0.0130264471279886 0.00695536488108028 -0.0307224189695959 -0.0144764769276647 0.0145592783655359 0.00614942216764724 0.7 0.4 -0.77 0.007
+"2017" 2008-09-11 0.0203700742636144 0.00148791561640826 0.0571070176384716 0.0254280124141522 0.021519357044234 0.034039450121518 0.00953141506018795 0.000316969495403274 0.000288468692901001 0.018542507136605 0.0138063776026356 1.22 -0.94 0.19 0.007
+"2018" 2008-09-12 0.02056902363832 -0.00148570501271839 -0.0115244745345302 0.0200964047055545 -0.00774459134863137 0.01024175568542 0.000958048495953934 -0.000633551538674615 -0.00691077534510165 -0.0120309570643264 0.00212153388258662 0.29 -0.17 -0.2 0.007
+"2019" 2008-09-15 -0.213100238563758 -0.0396827223993124 -0.10128732638619 -0.0315666940021901 -0.00530777640443481 -0.0289650442504722 -0.013807487090059 -0.05009505874973 -0.0362420743851916 -0.0124982721853812 -0.0471358970277694 -4.45 1.49 -2.25 0.007
+"2020" 2008-09-16 0.112994215925139 0.00619864569024298 0.101081084604501 0.0183196054466728 0.00894507430585989 -0.0309469829321304 -0.00194052174370118 -0.00266987123716722 -0.0120334891305393 0.00827543108963669 0.0175232882188656 1.65 0.27 1.96 0.007
+"2021" 2008-09-17 -0.0795260305279868 -0.047741220633107 -0.121993169653003 -0.0346959270991486 -0.0275311176698478 -0.0546363129958554 -0.0147221179772579 -0.0361449067576045 -0.0481123651290551 -0.0402319056314121 -0.0471407070957293 -4.6 0.6 -2.13 0.007
+"2022" 2008-09-18 0.124264694524491 0.0382746194043195 0.126642440987763 -0.00568813362529463 0.0230325385234509 0.0280829100524242 0.00521522772856642 0.00972198321615125 0.042546598709698 0.0308518982004697 0.0433417742715463 4.41 1.06 4.84 0.007
+"2023" 2008-09-19 0.225637419153328 -0.0015578199619265 0.167493868909661 0.06682092997577 0.000312566701136996 -0.00395867346123224 -0.0133217451182014 0.0464237025541714 0.0217856707393211 -0.0289523456817018 0.0402565628112774 4.27 -1.99 3.63 0.007
+"2024" 2008-09-22 -0.0888473289181573 -0.0379615102106522 -0.132837805129913 -0.0490591544146629 -0.0220382119265322 0.00953898548391985 -0.0329734001329733 -0.0400918245155847 -0.0381381082440614 -0.0135684122078267 -0.0382365998043236 -3.94 0.34 -3.39 0.007
+"2025" 2008-09-23 -0.0248902539837109 0.00702685842108886 -0.00588187273866525 -0.0400715751923753 -0.0126256918045576 0.00157483480988052 -0.0111697194588679 -0.015748234670226 -0.03059582495045 -0.00832011949324818 -0.0156326334668579 -1.55 0.1 0.14 0.007
+"2026" 2008-09-24 -0.00690682235072526 0.0037580671511388 -0.00147924320814607 -0.0176229151136345 -0.00566533158204496 0.0110060434275956 0.0217002315120527 0.00800030967619314 0.00740676872035939 0.00890364079794059 -0.00197772807843166 -0.32 -1.05 -0.76 0.007
+"2027" 2008-09-25 0.0393107070867913 -0.00695224250510518 0.0730864583935282 -0.00877834272464773 0.013674335682806 0.034603675561889 -0.00334565802495923 0.0376118974776602 0.0246165186412808 0.0203667791937372 0.0196565045901174 1.7 -1.16 0.64 0.007
+"2028" 2008-09-26 0.0677917912302697 0.0339257242012618 0.109986038076817 -0.0482607347889786 0.0149345826140437 0.0296877780735907 0.00481653202204635 -0.00232786097037541 0.00405610805070777 0.00981385739610308 0.00338242926392174 0.11 -0.91 0.93 0.007
+"2029" 2008-09-29 -0.175749484519658 -0.100520737905697 -0.15008294358984 -0.051382576065693 -0.0481009518900306 -0.0872263085162246 -0.030360010298167 -0.074999689225819 -0.048477086567582 -0.0372262243450231 -0.0880677625249489 -8.26 3.42 -3.69 0.007
+"2030" 2008-09-30 0.157025244884991 0.0845393697471464 0.139023855306011 0.0199031737890061 0.0255984187231884 0.0671733934463776 0.0440448858179237 0.00612586542844129 0.0480074329828859 0.0246364608319058 0.0541746702123196 4.88 -3.69 2.88 0.007
+"2031" 2008-10-01 0.0894280746036853 -0.0112115358531923 0.0627413949791893 -0.0200723425850676 0.0317663083294359 -0.00786833580557256 0.0226716334470796 0.00608884888333616 -0.0211903434518054 -0.00384034156645441 -0.00454398819246193 -0.47 -0.82 2.77 0.004
+"2032" 2008-10-02 -0.0461579273794847 -0.0712744300866323 0.0121825251992049 -0.00782355236604537 -0.027960602815433 -0.00868546686558247 0.00238517126566928 -0.00427214738782711 -0.00445701244632135 -0.0135768168938243 -0.0402907925713082 -4.2 -0.58 0.62 0.004
+"2033" 2008-10-03 -0.0519657080846168 0.00639502534043723 -0.0792375818301403 0.0430106934989514 -0.026665040042149 0.0026664059491841 -0.00587913496609527 0.00536344704524105 -0.00095935430464078 0.0149531512806089 -0.0135065231434746 -1.47 -0.81 -1.23 0.004
+"2034" 2008-10-06 -0.065545307546115 -0.0219524363878264 -0.0413941776791761 -0.0490720723881887 -0.0511371386951179 -0.0535715261521045 -0.0343562455589392 -0.0448082077289271 -0.0409731462452154 -0.0306377527716405 -0.0385178404613747 -3.95 -0.05 0.43 0.004
+"2035" 2008-10-07 -0.26225956567469 -0.0537506348710328 -0.106363455116368 -0.0508818451459587 -0.0381451483555877 -0.0674425282683313 -0.0339750654054376 -0.0416979760892592 -0.0357142354916671 -0.0528499930812777 -0.057394841600429 -5.76 1.09 -3.43 0.004
+"2036" 2008-10-08 -0.0702562762538589 0.0143569758786812 -0.00050907762146668 -0.0172097334901222 -0.0283788533450932 -0.00947033362298455 -0.0022642752678188 -0.0240726282087502 -0.024622007817369 -0.00528811348213487 -0.0113327025151361 -1.27 -0.21 -2.2 0.004
+"2037" 2008-10-09 -0.111765276221667 -0.0400000106773233 -0.0666667959486299 -0.050674168444712 -0.0249016153123029 -0.0308562343835622 -0.0789711019841983 -0.0699557458025396 -0.0649116388931723 -0.0579285161208524 -0.076167095302928 -7.36 -0.23 -2.54 0.004
+"2038" 2008-10-10 0.0631689700968472 -0.0262822496638079 0.135223982672618 -0.000979208659824482 0.0243852201707226 -0.0358740337582693 -0.0216822536892537 -0.0252171361260762 0.0323950837651015 -0.00856168931042556 -0.0117592889483777 -0.95 3.81 3.05 0.004
+"2039" 2008-10-13 0.091998397734594 0.118499311228161 0.00840503158790429 0.12696076609047 0.0731024532855538 0.18604604776742 0.0626262008251348 0.162801196291569 0.080687113675959 0.0696758029482114 0.115800369607227 11.35 -2.42 -2.33 0.004
+"2040" 2008-10-14 0.164106807731304 -0.0623897447008737 -0.030483352815363 -0.0187038987071161 -0.0214853776447351 -0.054901920402686 0.0127984378924584 0.0233987774514566 0.000691085678729664 -0.00110075871795035 -0.0053221369688855 -0.86 -3 4.43 0.004
+"2041" 2008-10-15 -0.10214888536706 -0.0590080975150883 -0.0545318066926609 -0.0840722246209838 -0.079792504496037 -0.0597515180194852 -0.0667706770146056 -0.0772113983203921 -0.079792383934791 -0.080639103252059 -0.0903497781550308 -8.78 0.24 0.82 0.004
+"2042" 2008-10-16 0.0180522710562874 0.0593729246715766 0.0519610149095888 0.0303275418460967 0.056449939730574 0.067520265419817 0.032597443170453 0.0341182777951359 0.0289038084937523 0.0913085232962849 0.0425074515909178 4.32 2.17 -1.63 0.004
+"2043" 2008-10-17 -0.0416492486435118 -0.0239295288282467 -0.0286487219567885 0.00516672460387113 -0.0121188580678256 -0.010748158965534 -0.000485187809405208 -0.00667692461350167 -0.0080262518574703 -0.0155621161498184 -0.00621282613979879 -0.41 -0.77 -0.79 0.004
+"2044" 2008-10-20 0.0499138597991271 0.0348385209447075 0.0338165946061604 0.106230544430358 0.0565051611012866 0.0330129393116936 0.0351470344827587 0.0672202717725576 0.0662007270908576 0.0122745749988249 0.0476849041222889 4.55 -1.24 -0.85 0.004
+"2045" 2008-10-21 -0.0176231051932111 -0.0492517710773757 -0.0226266160153936 -0.0803998098272747 -0.0300841715814005 -0.0550163750490744 -0.0148645996259446 -0.0466839810798142 -0.0338048784356493 -0.0139628085116329 -0.0307997110420205 -2.95 0.05 0.55 0.004
+"2046" 2008-10-22 -0.0546512644721792 -0.0439344111217111 -0.0646707293973093 -0.0929415370973105 -0.0172316067180472 -0.0783386906235238 -0.0607416963701638 -0.0757872942491135 -0.0806853302531167 -0.0260850961854358 -0.0610124702708231 -5.76 0.89 0.14 0.004
+"2047" 2008-10-23 0.015004127539848 -0.00480118003473118 0.0182941737557119 -0.0406819052877403 0.0258394772563517 0.0366925960938851 0.0308030024318908 0.0622374648839286 0.0190287530639361 0.00937385743997399 0.0126340413854154 0.29 -3.36 -0.89 0.004
+"2048" 2008-10-24 -0.0839133104513907 -0.015850955775664 -0.063936611278143 -0.0536687618299151 -0.0453402749676045 -0.0161288854175017 -0.028066330566508 -0.0229612662308653 -0.0442063198116663 -0.0257769597146441 -0.0345111996538613 -3.28 -0.08 -0.36 0.004
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+"2111" 2009-01-27 0.0833335393642316 0.032137076941652 0.0228572744113529 -0.0085186743187643 0.00205472586334809 0.00170195670752649 0.00585412683286868 -0.0335445747194687 -0.033236392780536 0.00390936738998415 0.0109255829440702 1.08 -0.42 0.33 0
+"2112" 2009-01-28 0.136922852215337 0.014482295685454 0.103751103237752 0.0781673971079595 0.011619865526219 0.0215177294542939 0.0261020120086508 -0.000771335943131279 0.0320424383975595 -0.0012298346207944 0.0335576075270869 3.32 -0.61 2.66 0
+"2113" 2009-01-29 -0.0825440378985336 -0.0456813600414664 -0.0806221605722974 -0.0142187724980498 -0.0179054396961348 -0.0249447669751192 0.000687871071116231 -0.0463144117666946 -0.0223155096279078 -0.0178535065532149 -0.0331201719568412 -3.23 -0.13 -2.3 0
+"2114" 2009-01-30 -0.0294986338004584 -0.0351533242573944 0.00314603533890168 -0.01315565659561 -0.00206381628705921 -0.0278564435297957 -0.0638957302794879 -0.00364165397397598 -0.0119087951901541 -0.0154618834670479 -0.0227891351233677 -2.16 0.19 -1.18 0
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+"2116" 2009-02-03 -0.116666612781663 0.00733672212309555 -0.0456348943219206 0.00777196933257196 0.0169260378284326 0.0375769009853 0.0162114795745669 0.0083468561065918 0.0317099352806045 0.0266271517512551 0.0158339891068182 1.46 -0.18 -2.35 0.001
+"2117" 2009-02-04 -0.113207518733859 0.0213390214282851 -0.000415558496943746 0.0430589158756571 -0.0173236161948477 0.0070268008984522 -0.0257839558372736 -0.0279853850922507 -0.0301010556500841 -0.0290735996408726 -0.00748951106737539 -0.6 -0.22 -0.42 0.001
+"2118" 2009-02-05 0.0297871689552482 0.0266570960897439 0.020798156759916 0.0343500508691492 0.00864143422651931 0.0220077693516041 0.0152325480918867 0.019869921551996 0.018947596322642 0.0461008263114722 0.0163656637315566 1.61 0.14 -0.23 0.001
+"2119" 2009-02-06 0.26652871372517 0.0336843350368161 0.125917010052015 0.0369321377384131 0.00171351922892726 0.0325632208704625 0.0127529363948149 0.0369783253378464 0.0169925455546789 0.0220343115406341 0.026896022516409 2.79 -0.05 2.21 0.001
+"2120" 2009-02-09 0.123979995666448 0.0122199788843051 -0.0126674323906005 0.00718115126476704 0.00957905303100248 -0.0111901894215117 -0.0196296378502389 -0.00728521559927242 -0.0104035322798713 -0.00705186620008025 0.00148519345572717 0.03 -0.94 0.21 0.001
+"2121" 2009-02-10 -0.193032995194981 -0.0556674044985701 -0.0975072704611549 -0.0322263078653657 -0.0294808970563729 -0.0329223400639793 -0.0281448652692112 -0.0513711975476834 -0.0442815812705035 -0.0316559687195286 -0.0491212006842037 -4.62 1.08 -2.79 0.001
+"2122" 2009-02-11 0.0917265330683368 0 0.0597075897448773 0.000884630708818612 -0.00349195293678051 0.0218086248880127 -0.00563642353602345 -0.00488617305603301 -0.000666874986417487 0.0106871369015846 0.00795495093426135 0.75 -0.77 1.25 0.001
+"2123" 2009-02-12 -0.0329486761331752 -0.00568173802495908 0.00383323855420525 0.0111876554591737 -0.00210224236422496 0.00260290092697701 0.00234546034216176 -0.0061378230900706 -0.00400230919610478 -0.00207333979496815 0.00173916570800459 0.3 0.33 -0.6 0.001
+"2124" 2009-02-13 -0.0511075999195986 -0.00857161099141202 -0.0572743740257867 -0.0179065823865397 -0.00263365351072453 -0.0088264521230963 -0.00370505798331089 -0.00411660362678834 -0.0100470997846366 -0.0332432183589061 -0.00999769511129767 -0.85 0.98 -1.45 0.001
+"2125" 2009-02-17 -0.120287121469598 -0.0482708306990225 -0.123126710887544 -0.037503605555856 -0.0198907207754317 -0.0458864174869583 -0.0191817708676127 -0.0400993977048878 -0.0439783333052668 0.0367504874394946 -0.0455590474213943 -4.36 1.03 -2.33 0.001
+"2126" 2009-02-18 -0.0673469140620998 0.0113554113247363 -0.00646684020014487 -0.0138610253011485 0.0131105165319645 0.00165853660642656 0.016762904099531 -0.0111972496889745 -0.00672305172876586 0.0364843716956396 -0.000950365594429847 -0.33 -0.91 -0.72 0.001
+"2127" 2009-02-19 -0.140043965834092 -0.0508983180590519 -0.0423054508340432 -0.0174917658952959 -0.0194999484425546 -0.0115890961650086 0.00353308503467398 0.0100175035307304 -0.00285011380405431 0.00899975697164912 -0.0120240242566251 -1.15 -0.03 -2 0.001
+"2128" 2009-02-20 -0.0356233424369249 0.00788632237782028 -0.0339805031487274 0.00794768136174717 -0.013379311038465 0.00502517749035047 -0.0172109917744916 0.0168177656726676 0.0292959722699921 -0.00852319503784738 -0.0114129637419752 -1.16 -0.01 -1 0.001
+"2129" 2009-02-23 0.0316622071655306 -0.0547728596880457 -0.0195980724726493 -0.0611890682055114 -0.0128276602330394 -0.0438891708438017 -0.0268657508285165 -0.0381680554456343 -0.0333218638885724 -0.0227907176388537 -0.0346990083973613 -3.43 -0.48 0.86 0.001
+"2130" 2009-02-24 0.209718564088795 0.0538077569379856 0.0773962131116097 0.0233496289156634 0.0165215460216566 -0.0023241538031924 0.0177912452397526 0.0251323241108852 0.0258530635966063 0.0231180671928106 0.0401033152412031 4 -0.99 2.95 0.001
+"2131" 2009-02-25 0.0909095295385467 0.0235661538845631 0.0337773773222225 -0.0267562616450711 -0.00858289540263224 -0.0122306872832331 0.00301405220441198 0.0197846950263922 -0.000699863628987552 -0.0159972743182087 -0.0106578250253933 -1.15 -1.44 0.17 0.001
+"2132" 2009-02-26 0.0310074622244787 -0.0245582568107554 0.0607456788361342 -0.0129869997240013 -0.0295595558908446 -0.0318397279934914 -0.0190304698045879 0.0160274288255018 -0.00245198640565492 -0.0195081937936858 -0.0157798491584307 -1.53 -0.46 1.32 0.001
+"2133" 2009-02-27 -0.257518621609453 0.00236020030055362 -0.00867707065468959 -0.0302463932323034 0.000958267378124322 -0.0164432990385404 -0.0163369184173697 -0.0132840089299956 0.00175580772438 0.0205182867187197 -0.0235644031181079 -2.01 1.82 -2.15 0.001
+"2134" 2009-03-02 -0.0810127715876231 -0.0337522570014237 -0.0739604945437055 -0.0496917401702629 -0.00765559173352925 -0.0222906934297596 -0.0269878615432474 -0.030710403089162 -0.0354013493197541 -0.0243701979305198 -0.0466201672465351 -4.75 -0.22 -0.3 0.001
+"2135" 2009-03-03 0.00550963061552778 -0.00243654775529856 -0.00708896836963457 0.0246617402986584 0.0111857056172584 0.00569937379846142 -0.00511997701317024 -0.0160594931222484 -0.00763113793147663 -0.0137392953835803 -0.00640676629541492 -0.71 -0.67 -2.43 0.001
+"2136" 2009-03-04 -0.0137362740427002 0.0390876099211213 -0.0813899491846048 0.0351806984770937 0.0137330663374626 0.0151136755328023 0.0145824739227651 0.014556509911877 0.0307582598487881 0.0234282049661845 0.0237530733936464 2.42 0.54 -0.99 0.001
+"2137" 2009-03-05 -0.116991669059886 -0.0352666229011219 -0.13989627589039 -0.0355697091145742 -0.043086007965404 -0.0527295635513289 -0.040371870978126 -0.0191300727877192 -0.00852590982121937 0.0259849059698503 -0.0425323091344306 -4.21 -0.45 -3.02 0.001
+"2138" 2009-03-06 -0.00946344268715549 0.00812393890880947 -0.0403612101280924 0.0085810533461903 0.0247741362747589 0.000654771997240511 0.00682823865945448 0.000886642008834926 -0.0225727188099535 -0.0168846886114382 0.00121605305778716 0.2 0.41 -0.64 0.001
+"2139" 2009-03-09 0.194267397043821 0.0112809466890065 -0.00188347028861691 -0.0228093733853652 0.003837453141464 -0.00850791439642695 -0.0334720588012581 -0.0380870254565695 -0.0403224527071565 -0.0286238175405552 -0.0100236705052557 -1.09 -0.94 0.33 0.001
+"2140" 2009-03-10 0.277333076810097 0.109163374358958 0.226415434487503 0.0739164379279615 0.0053513863057324 0.0877889047250653 0.0224085297602481 0.0598530488999709 0.0546219945107551 0.0244156916030116 0.0636630233009212 6.35 -0.96 4.2 0.001
+"2141" 2009-03-11 0.0292274859909956 0.0028736241401961 0.0461535470549317 0.0358804586141324 -0.0298479420258887 0.0382280810021647 -0.00221423983976943 0.0143349357642037 -0.00615753149251419 -0.0193607915994621 0.00244581581253422 0.3 -0.56 0.57 0.001
+"2142" 2009-03-12 0.186612693584422 0.0401147497613867 0.137254987026682 0.0373021470288597 0.0223396768540489 -0.00584441935209501 0.0157533596237875 0.0428265938508035 0.0255103280651652 0.0311841368391561 0.0407286314890338 4.16 1.1 2.61 0.001
+"2143" 2009-03-13 -0.0153847440700196 0.0123965149361278 0.0237070579135457 0.028255150219223 0.0040258233217132 -0.0211642414283422 0.0255573165401863 -0.00328523004117953 0.00923969816097125 0.00510853226281438 0.00773902826196848 0.73 0.18 0.55 0.001
+"2144" 2009-03-16 0.072916693420114 -0.0306124832395626 -0.0277898253086397 -0.0207649737461045 -0.0131731514794041 -0.0240240188589603 0.0185302114801327 0.00370830103288222 0.00528180298238512 -0.00792829248269855 -0.00351592497811271 -0.55 -1.03 0.42 0.001
+"2145" 2009-03-17 0.0145632301501897 0.0456142908163566 0.0887834061410671 0.0226401900465996 0.0377248847956662 0.0400000512670204 0.003345607359726 0.0414611830882332 0.0448334416881149 0.0245898739320287 0.0321399402006937 3.2 0.66 1.44 0.001
+"2146" 2009-03-18 0.223285475154275 0.0228184660154049 0.0783610400086254 0.00311832989458893 0.033184009580449 0.00355033341277045 0.000834104758263399 0.0130074840715684 0.0315116586131856 0.00880003927324458 0.0208579410685878 2.18 0.06 3.99 0.001
+"2147" 2009-03-19 -0.0964795097509171 -0.00590533624322265 -0.0796754411058265 0.00170959780848334 -0.012811358473377 0.0106130891619529 -0.0356099206987571 -0.00389097273873884 -0.0168994888568178 -0.00971452300288145 -0.0129791632296845 -1.03 1.01 -2.53 0.001
+"2148" 2009-03-20 -0.106782254404247 -0.0330033018754393 -0.0721443147835245 -0.0190847802846115 -0.0276001443443483 -0.00466751963317835 -0.0155473893136985 -0.0105467821915116 -0.0211569449603086 -0.0072074346605967 -0.0197694000751579 -1.95 -0.34 -0.8 0.001
+"2149" 2009-03-23 0.260096982804184 0.0593858911549368 0.246652331730448 0.0545714228086205 0.036842597562365 0.0744433813116516 0.0471589893231257 0.062771293407885 0.0493078310651629 0.0381127381178723 0.0707575488024905 6.89 -0.69 4.09 0.001
+"2150" 2009-03-24 -0.0743589010382352 -0.0335054050987814 -0.0852390333786567 -0.00449961898410844 -0.0290068409029721 -0.0218218580614135 -0.0140342754479228 -0.0219171430806775 -0.0180237672951479 -0.00776989252424887 -0.0204150930188312 -1.93 -1.13 -1.55 0.001
+"2151" 2009-03-25 0.0664815866737363 -0.00399984903731487 0.0818182250305404 0.022901404870219 0.0270725230600084 -0.00278874769743009 0.0210327210841526 -0.00569644980625139 -0.0117993811164729 0.0117462086014475 0.00962637082336593 0.94 0.95 1.3 0.001
+"2152" 2009-03-26 -0.0155842520578751 0.0589021014710354 0.0189075722560117 0.029017690662374 0.0190872733752978 0.0531316909667898 0.0145651028862872 0.00649363732794761 0.0129353272449464 0.0208978503539636 0.0233203664955499 2.68 1.89 0.01 0.001
+"2153" 2009-03-27 -0.0316625321498467 -0.0252840940429824 -0.058419078637532 -0.0220440052231773 -0.0187297730763326 -0.0371745400147108 -0.00389657074494931 -0.0132829685905226 0.00261911693842598 -0.00360113175410448 -0.0203155191805739 -2.06 -1.35 0.28 0.001
+"2154" 2009-03-30 -0.17847388843446 -0.0453957624708404 -0.0930657270363704 -0.035128845253362 -0.0198145362239674 -0.0358522177567728 -0.0265598996427275 -0.0323080107407726 -0.0130631952314697 -0.0154081018628586 -0.0348187034957995 -3.47 1.76 -3.86 0.001
+"2155" 2009-03-31 0.131011815806205 0.0210596749586789 0.069617332261136 0.0207830484474092 0.0120548225982116 0.0509155921051359 -0.00401863632271504 0.00159018731059279 -0.000661651392138474 0.0065689475480295 0.0131296148962468 1.29 -0.56 1.53 0.001
+"2156" 2009-04-01 0.0337240578394631 0 0.0586911553941434 0.0251150496161388 0.0122777851692946 0.0511701776223328 0.0237844595109089 0.0285715041384267 0.033774681206844 0.0138194000455245 0.0165566095764762 1.65 -0.5 1.48 0.001
+"2157" 2009-04-02 0.0269501503812677 0.0445774468262659 0.00249198239506709 -0.00855349115965764 0.0200939095691135 -0.00103569863919961 0.0250983401949212 0.0239195350069079 0.0397183435615271 0.0155243972333845 0.0287271138625524 3.07 1.9 0.5 0.001
+"2158" 2009-04-03 0.0497241841521885 0.0159237038742703 0.0397725120383035 0.0283669413178096 0.00514659923622962 -0.0279940700720228 0.0042493611039216 0.0109270577815266 0.0101660139955215 0.00298291799288242 0.00973177083743759 1.02 -0.13 0.87 0.001
+"2159" 2009-04-06 -0.0157896029270927 -0.00564264187330776 -0.0368852501466184 -0.0132231632801179 -0.0123586176066935 0.00053366301447344 0.000402913136037464 -0.0089450448508519 0.0073193834934826 -0.00687733654143263 -0.00833236795252235 -0.93 -0.66 -0.48 0.001
+"2160" 2009-04-07 -0.0160427620369019 -0.02585100919309 -0.0336879676364638 -0.0358791595192829 -0.00965323612769176 0 -0.0195365711956131 -0.0248282918042424 -0.0260975398123202 -0.0194647871034256 -0.0238545416731589 -2.42 -0.73 -0.2 0.001
+"2161" 2009-04-08 -0.0407608985555692 -0.0116506847950152 0.00660546521934102 0.0170382351122456 0.00288788012162811 0.0229209761816409 -0.00431395615999508 -0.00548384497942611 -0.0012610095825526 0.00419926797440939 0.011783440796274 1.28 1.06 0.09 0.001
+"2162" 2009-04-09 0.352691092789361 0.0464963875787008 0.193948077012378 0.0185153363133934 0.0199786918634826 0.0250130187109248 0.0148543386903124 0.0279634939635369 0.0132578096418163 -0.0370651126663035 0.0380532575833026 3.91 0.32 4.37 0.001
+"2163" 2009-04-13 0.15392680613111 0 0.029007901777004 0.00403982897960131 -0.00988192906850371 -0.00406697350292906 -0.0233785637168858 -0.00306467820088696 -0.0112147898835923 0.0171731788035265 0.00253336836306484 0.26 -0.93 2.28 0.001
+"2164" 2009-04-14 -0.0843918913895271 0.00187732001380825 -0.0890208588238844 -0.0162383315496196 -0.022990277652845 -0.0122514748794564 -0.0164445404307977 -0.0284397061627398 -0.0138629938734846 -0.00795672376471002 -0.0200644910522397 -2.02 -0.05 -2.85 0.001
+"2165" 2009-04-15 0.0346873797112179 -0.0243596955975217 0.0605859583763897 0.0130005477767292 -0.0158701111671175 -0.0268733136739365 0.0317458347493491 0.00672495993718991 0.01246015793462 0.00332581540830823 0.0125490172311349 1.12 -0.16 2.33 0.001
+"2166" 2009-04-16 -0.00957811787236995 0.0172853756967055 0.0208850650586601 0 0.013901719990481 0.0493893131881806 0.034461572945955 0.0212180352009967 0.00126220315627656 -0.00994344231051292 0.0155388001209746 1.69 1.23 0.12 0.001
+"2167" 2009-04-17 0.0251451266638516 -0.0182502145198461 0.000601495897249116 -0.00821897769268987 0.025411235193123 -0.0283398100016271 0.0243905399683673 -0.00153940069346981 0.00157572171754716 -0.0114221922384152 0.00496936098420475 0.55 0.86 0.25 0.001
+"2168" 2009-04-20 -0.243396485891186 -0.0384618043157285 -0.107336391798598 -0.050886794531275 -0.0135496511479011 -0.0307293703399774 -0.0180024923094727 -0.0254332396785706 -0.0267466247580963 -0.0185255554429354 -0.0427897447412073 -4.32 0.07 -4.24 0.001
+"2169" 2009-04-21 0.0922696348810788 0.0240002292816721 0.0956553294692979 0.0287990172908836 0.00542175682461599 0.0193446418858878 0.0126155675189707 -0.000395595104851543 0.00355686757131712 0.0113658702746859 0.0212520593486456 2.19 0.78 3.09 0.001
+"2170" 2009-04-22 -0.0570773998682503 0.0201822798195768 -0.019366604169255 0.0235259281163718 -0.0248066078228961 -0.0100158262722158 -0.0261141058486589 0.0181961215002104 -0.00418837181898768 -0.0174593344170144 -0.00768166392505609 -0.61 1.48 -1.1 0.001
+"2171" 2009-04-23 0.0677965517930221 -0.00893432257907956 0.0410654938990782 0.0187660758923056 0.0193546449398689 0.00745442329953838 -0.00564499595793566 -0.00932371201755189 0.0029114003181363 -0.00204234497117406 0.00992234617873056 0.66 -1.81 0.21 0.001
+"2172" 2009-04-24 0.0317458126146677 0.00579524379436669 0.005119301340337 0.0362701236758136 -0.0179023026941678 0.105179768308104 0.00385222259535101 -0.0133336578301573 0 -0.020262127772294 0.0167973486777571 1.77 0.79 0.2 0.001
+"2173" 2009-04-27 -0.0197801321068124 -0.0217669275137288 -0.0179752003842467 -0.0075785135954175 0.00331472094123764 -0.0243905642755178 0.00929074954266018 0.0059615331734777 -0.0148383370016535 0.0133695214004756 -0.0100665760841018 -0.95 -0.45 -1.71 0.001
+"2174" 2009-04-28 -0.0863231458429413 -0.0150523264872698 0.000305431061458084 -0.00763700760133068 0.000733629409453984 -0.0230390416818399 -0.0056030577198829 0.0134340573417771 0.0137521573487314 -0.000824543632061858 -0.00274053593846668 -0.2 0.92 0.08 0.001
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+"2234" 2009-07-23 0.0376127220985933 0.0177636055540606 0.0358401545750915 0.0299753595270569 -0.04641259696133 0.030645048816869 0.00528572108719016 0.0257649170787135 0.0378356837481906 -0.00833850378938783 0.0232896651576637 2.37 0.6 1.11 0.001
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+"2296" 2009-10-20 -0.00874140969699733 -0.0112686887928114 0.00108720015657182 -0.0118202239546584 -0.00607315782084872 0.000379435271885109 0.00588347400137756 -0.000384395779760349 -0.00552502981231484 -0.00366174198334779 -0.00623910410495443 -0.69 -0.7 -0.48 0
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+"2434" 2010-05-10 0.0692215112066146 0.0581883914259707 0.0291947504788168 0.0306791028986966 0.0377887739474894 0.0258777340976317 0.0349856665196653 0.0227092331639331 0.0148990346236675 0.0034350880146099 0.0439741239198919 4.47 0.96 1.16 0.001
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+"2450" 2010-06-02 0.0298122398386007 0.0297449641410221 0.0262060098378751 0.0234757467793547 0.0212475647206631 0.0220160112702905 0.00948348725112802 0.0184958212675648 0.0139658955737541 0.0157108076904724 0.0258427071829586 2.63 0.19 0.43 0.001
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+"2462" 2010-06-18 0 -0.00557622917210499 0.0192507407826468 0.005326331755237 -0.00242700944086016 0.00265431256379411 -0.00744805248607705 -0.00547539678436848 0.00137487763648259 0.00272337780974929 0.00131713106038478 0.13 0 0.24 0.001
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+"2488" 2010-07-27 0.0028268543873029 -0.0059885915356267 0.00892596806956236 0.00210120915925405 -0.00663178214621007 0.00229900804959104 0.00895699385891646 0.00731931990736134 0.0109619746683347 -0.00332495616732709 -0.00104935739545509 -0.23 -0.33 0.35 0.001
+"2489" 2010-07-28 -0.0140945888885754 -0.0115843235296073 -0.00909297722078617 0.00524319040385235 -0.00894904312315936 -0.00802768352727579 -0.00602386019612289 0.00191202286912695 0.011192478739547 0.00333604838196933 -0.00692196476634599 -0.82 -0.9 -0.03 0.001
+"2490" 2010-07-29 0.00285918484250192 -0.0140650077045645 -0.00272843347240614 -0.00544777565019916 -0.00558963310215888 0.00308307913207084 -0.0164279946954673 -0.00687012004190179 -0.00103792425249882 -0.00136906990743813 -0.00415862148138724 -0.36 0.32 0.66 0.001
+"2491" 2010-07-30 0.00071298060409819 -0.0204465893110445 0.00174118904286513 0.0117701752698294 0.00504483943024314 -0.00845200599988982 -0.00826907951566103 -0.00307469360098878 0.00623335654622514 0.00254593580401474 6.34998576147794e-05 0.06 0.03 -0.22 0.001
+"2492" 2010-08-02 0.0284900192844206 0.0266987095991584 0.0337636355871058 0.0120944458158365 0.00745742942335137 0.020147167734955 0.0147152895933498 0.0250577920486543 0.0172052152353006 0.00429765461593279 0.0220225213585155 2.08 -0.54 0.15 0.001
+"2493" 2010-08-03 -0.00692524485134549 -0.0132388030127859 -0.0134484665866478 -0.00079702672297044 0.00284660667653336 -0.00645629752259846 -0.0341607222842016 0.00376063725385922 -0.000676125734046629 -0.00233413020994844 -0.0047963548504657 -0.55 -0.41 -0.5 0.001
+"2494" 2010-08-04 -0.0104602679228153 0.000869224758818676 0.00511163145171367 0.00740322204940491 0.00340680000582116 -0.0164375915028595 -0.00650610959525988 -0.00187327392322734 -0.00473957429841287 0.00604413241621815 0.00605111225388977 0.74 0.43 -0.09 0.001
+"2495" 2010-08-05 -0.0119803246262432 -0.00289448552034888 -0.000483694976483595 0.00124365290374251 -0.00339523312558909 -0.013991177021335 0.00520538103296109 0.00375396893319935 0.00510210140443412 0.000387764264434542 -0.00126852401678912 -0.22 -0.82 0.13 0.001
+"2496" 2010-08-06 -0.00427988283570968 -0.000967432609821905 -0.0201119935575178 -0.00903362245526429 0.0183108566966492 0.00709477884296428 0.00267294014637498 -0.00747927648811497 0 0.00329301883157429 -0.00370403867567504 -0.36 -0.17 -0.35 0.001
+"2497" 2010-08-09 -0.00358156062939929 0 -0.0153312224365505 0.0116229343577905 0.0164480286863518 0.00234814997209409 0.00599800322014454 0.0120568246322894 0.0104906887960672 0.0052137197807065 0.00548306401140652 0.62 0.62 0.05 0.001
+"2498" 2010-08-10 -0.0201290767599458 -0.0401937631390394 -0.0163235217374623 -0.00101404883694189 -0.00109661159136254 -0.021085575884345 0.00662480088185702 0.00558483281051592 0.0053580621094298 0.00307306730471479 -0.00596740507299343 -0.79 -1.23 -0.21 0.001
+"2499" 2010-08-11 -0.0322822193132319 -0.0196770520338637 -0.0357414827172376 -0.0206334475775265 -0.017435285786614 -0.0083761604600423 -0.00839076553637086 -0.0170311762486927 -0.0153231235212044 -0.0172776538424557 -0.0281787650415257 -2.91 -1.07 -0.65 0.001
+"2500" 2010-08-12 -0.00985584548034635 0.00102903340257487 0.00105896837671415 0.00518080083257644 0.00684578886135312 -0.0148833784018439 -0.00464576660878602 0.00414361212188807 0.0257109238758337 -0.0115640421292859 -0.00537874944329231 -0.5 -0.07 -0.04 0.001
+"2501" 2010-08-13 0.0130166505027038 -0.0154237445080052 -0.00819900754874647 -0.000229310894029666 -0.0023589348120806 -0.00367501372016166 -0.00283387504757493 0.00225002919840644 -0.00956508981675197 -0.000594867577984548 -0.0040235740352651 -0.47 -0.8 0.24 0.001
+"2502" 2010-08-16 -0.00302334658269166 0.0167102914476935 0.00506679789881814 0.00790497566034509 -0.00139084405410328 0.00409805203936364 -0.000835758040916845 -0.00261956172918909 -0.00233130524133851 0.000198390249197988 0.000120458651841515 0.1 0.93 -0.2 0.001
+"2503" 2010-08-17 0.0015166873875907 0.00308173166369308 -0.00557191511716659 0.0131848519262368 0.0199191399073053 0.0139518782378523 0.00870007658484351 0.0120073238931238 0.0070095701725339 0.0121007281544443 0.0121922158452434 1.31 0.59 -0.19 0.001
+"2504" 2010-08-18 0.00832704447872912 0.00307177804871839 0.0109392265965922 -0.000561179907848763 0.00040965355006084 0.00445152860554976 0.00762953489310814 0.0114946450833586 -0.000662876142891844 -0.00313609794041836 0.00148277860963586 0.21 0.06 0.07 0.001
+"2505" 2010-08-19 -0.0225223890509494 -0.0352220756911832 -0.0216417096276301 -0.0109997492387666 -0.00382262338984773 -0.0153102532288057 -0.00921812034697078 -0.0113640197100712 -0.0175785013662403 -0.0157294920459106 -0.0169353919209226 -1.74 -0.82 -0.41 0.001
+"2506" 2010-08-20 -0.0115211030182411 0.000529160128945882 0.00188839263071627 0.00272369396310146 0.00150734626990867 -0.0085922922321342 -0.00348897376078938 -0.0192803552870473 -0.00844039650404194 0.00319654673621805 -0.00366302909149496 -0.28 0.27 -0.23 0.001
+"2507" 2010-08-23 0 -0.0111051239826488 -0.00700056758784484 -0.00973394210029499 0.00355795917186374 0.00206365309208056 0.00083361975524765 0.00151205995343862 0.00136229608380423 0.0183192597028987 -0.00404030665432931 -0.5 -0.94 -0.44 0.001
+"2508" 2010-08-24 -0.0178708632624065 -0.015508316225873 -0.0181670823469784 -0.0149734444629369 -0.0084537572254334 -0.00988493781216782 -0.00616348434347846 0.00868239364185341 0.00203958493437528 0.00312848780257036 -0.014512432747795 -1.48 0.14 0.14 0.001
+"2509" 2010-08-25 0.00158223333392549 0.00380234210434893 0.0005526031563583 -0.00290094493917581 0.0064630695169039 0.00249599821237401 0.000167581589699317 0.00636287484842013 0.00644717285945062 0.004873318672173 0.00328934280514392 0.45 1.04 0 0.001
+"2510" 2010-08-26 -0.0150077401044915 -0.0162335426679016 -0.0165610187076467 -0.00407246956940388 -0.000409747107195768 -0.0116184494963556 -0.00217858450199326 -0.00706591757827602 -0.00539424766251229 -0.0112509109350356 -0.00768478612200041 -0.76 -0.08 -0.26 0.001
+"2511" 2010-08-27 0.013632600807959 0.0104508043819418 0.0272243673190213 0.0198641717744148 0.0113447428904225 0.00461843713380294 0.00436656756942333 0.00898864218499829 0.0115252069419682 0.000588565133878616 0.0165867682827068 1.82 0.93 0.36 0.001
+"2512" 2010-08-30 -0.0253163614268131 -0.0223189322263413 -0.0204919185967963 -0.0153531067356405 -0.00953149707219025 -0.0121189313238406 -0.00719071452801245 -0.011506927529312 -0.0134048830546886 -0.00882368640706654 -0.0147192088038147 -1.54 -0.83 -0.4 0.001
+"2513" 2010-08-31 0.0113634030832594 -0.0161467750628593 0.0142261941961961 0.00104755960286629 0.00439928112561994 -0.00719097888911324 0.00505331677148857 0.0150206662047256 0.00305733990674639 -0.00811092925866541 0.000390794324452992 0.01 -0.26 0.77 0.001
+"2514" 2010-09-01 0.0610445160124062 0.026598601088397 0.0379536378611438 0.0124372415359268 0.0202576906264873 0.0183208358165419 0.00217847013099637 0.0118384516986512 0.0247208551290636 0.021140974610945 0.0295046213280887 3.05 0.62 0.47 0.001
+"2515" 2010-09-02 0.00529864294656224 0.00771839558792564 0.0111287192606164 -0.00577017719735751 0.00643904178814036 0.00167378131989504 0.00451511521316661 0.00182851131728956 -0.00495709733240501 0.0109377401509274 0.00908083629937084 0.97 0.26 -0.31 0.001
+"2516" 2010-09-03 0.0165663243054079 0.00820512516374294 0.0264674735423636 0.0126524145885827 0.000932990655502008 0.0146198223022385 0.00366272242765708 0.00145950784319737 0.00298893850307769 0.00540904336729975 0.0132190022174627 1.35 0.35 0.2 0.001
+"2517" 2010-09-07 -0.0214811754937881 -0.0168203820494551 -0.0227216182059542 -0.00928472960210469 0.0094557404683735 -0.0135858133415365 -0.00248813542791748 -0.00619516067374148 0.000662217516436359 -0.00345841330051788 -0.0114711898355724 -1.23 -0.79 -0.74 0.001
+"2518" 2010-09-08 0.0121118333985732 -0.0121410754692822 0.0219435015648259 0.00173533721085728 0.00369355864930165 -0.00125174451158083 0.00382422604144006 0.00440028540197335 0.00794171889210737 -0.000578365465476516 0.00643869909411254 0.65 0.02 0.17 0.001
+"2519" 2010-09-09 0.0097231477452282 0.00558638662634681 0.0250515298388765 -0.000115246522782608 -0.0224759892614355 0.00334252053538786 -0.00132481795029404 0.0153343480402683 0.0124754126768003 0.0015429364211732 0.00483229046580713 0.44 -0.48 0.55 0.001
+"2520" 2010-09-10 0.00370356410964345 -0.0016670047052868 -0.00847878871702301 -0.00138643656019866 0.00860522732584212 -0.0066636642914889 0.00182420250680804 0.000718995265230449 -0.000648577942432449 0.00115598799433259 0.00486333273323192 0.45 -0.09 -0.13 0.001
+"2521" 2010-09-13 0.0295203575421161 0.0328328845271519 0.0342049426321864 0.0105265691230398 -0.00586544426761371 0.052830510401273 0.00132443105834557 0.00359307714493151 0.0025957380176318 0.00461804515517361 0.011130615523951 1.3 1.13 0.2 0.001
+"2522" 2010-09-14 -0.0193546793839744 0.00969827114124522 -0.00972765764069539 0.00595212578107951 -0.00844878095316526 -0.0031863495758746 0.00264569703949058 0 0.000323453866891477 0.00861921894878193 -0.000713118801038637 -0.06 -0.23 -0.53 0.001
+"2523" 2010-09-15 0.00219306529459673 -0.00106735586808893 0.00638509586572766 0.00364135277327238 0.0104138797580537 0.00359550919882445 0.00775053130284742 0.00286443065716835 0.00905886260941524 0.00379815245874493 0.00354113824367808 0.36 0.11 -0.23 0.001
+"2524" 2010-09-16 -0.0116706157513843 0.0133549735210539 0.000244300416295529 0.00952389056145031 0.00120486755058224 0.00836040285293782 0 0.00356998718211177 0.00737393057120217 0.00548590737767163 -0.000364343569444259 -0.07 -0.51 -0.69 0.001
+"2525" 2010-09-17 -0.0110698622702794 -0.00843453142269968 -0.0226884344062559 -0.0076368834073981 -0.00641705881293342 -0.00434286677840701 -0.00229089837326546 0.00213458185684789 0.00827506410881607 -0.00263411856364826 0.000826856091518335 0.15 0.61 -0.59 0.001
+"2526" 2010-09-20 0.0253733591315128 0.00637929415955174 0.0282073484774523 0.00294232576183995 0.0106294057763361 0.0083266496127945 0.00754504892486363 0.0131342852447831 0.0129421049718237 0.00999819291397208 0.0152097970994174 1.6 1.13 0.22 0.001
+"2527" 2010-09-21 -0.00655038167328226 0.0110936793624921 -0.0145660533260096 -0.0060935252049904 0.00532577337094242 -0.0110108992739839 0.001464621203626 0.00245329966258967 0.00716712016490995 0.000560313236760424 -0.00256402070516304 -0.31 -0.28 -0.32 0.001
+"2528" 2010-09-22 -0.0168497601039284 -0.00679183190276222 -0.0160142099478674 -0.000340371884967383 -0.00503266209277764 -0.0214708290242472 0.00438870229806332 -0.000699434647844832 0.00216592664623017 0.00466655042319308 -0.00482549251615283 -0.52 -0.56 -0.53 0.001
+"2529" 2010-09-23 -0.0186290501886592 -0.00157836536638234 -0.0210313754282548 -0.000227179386199428 -0.0065219298012088 -0.00731409989684639 -0.00922442182549077 -0.00279842618703963 -0.00679226202462613 -0.00315824890061966 -0.00833134037309224 -0.78 -0.07 -0.68 0.001
+"2530" 2010-09-24 0.0326497612601726 0.023182479829766 0.0166238375063883 0.0234010657685773 0.00616319208219118 0.0143264838354322 0.00686012190981344 0.00245539583671217 0.0146099719012438 0.00801476821247493 0.0211943928705256 2.19 0.98 0.48 0.001
+"2531" 2010-09-27 -0.0264703434046122 -0.0092690694413653 -0.0168551638310375 -0.00310795597221147 -0.00452744892437662 -0.0020175443332574 -0.0097335758156043 0.0101472479773748 0.00674033490856751 -0.0110945098347697 -0.00566743255298119 -0.46 0.21 -0.45 0.001
+"2532" 2010-09-28 0.00226568971511587 0.0140334368255863 -0.00332672387266508 0.00690345929316605 -0.00173917177570593 -0.00202187823837363 -0.00688077656382224 0.00173176089140803 -0.00426052039789515 0.00635705995710212 0.0048503859661404 0.58 0.53 0.1 0.001
+"2533" 2010-09-29 -0.0120572449491195 -0.0138392249367219 -0.01386379633067 -0.00774090221549972 -0.00241179322649121 -0.00729345710214413 -0.00610392372806234 -0.00726121651440914 -0.00183398562135484 -0.00873263746737496 -0.00258775910673537 -0.17 0.66 -0.25 0.001
+"2534" 2010-09-30 -0.000762574878767741 -0.00207846159047498 -0.00911215221859696 0.00590643424655335 0.000806080402413256 -0.000407759747853564 -0.00464703891865359 -0.00383174474139047 -0.00214313577508096 0.00318645645751303 -0.00308372197957107 -0.26 0.04 0.3 0.001
+"2535" 2010-10-01 0.0152673756591548 0.0062495010767567 0.0197059402379796 -0.00675765861573441 0.00550267623080281 -0.00449218614107849 0.00316811468885625 0.0073427038054088 0.00920499777512873 -0.00298924661282163 0.00441643814967185 0.43 -0.06 0.21 0.001
+"2536" 2010-10-04 -0.0112782771704395 -0.0232917435728157 0.00490171188725141 -0.00680460224486612 0.000400069757417576 -0.0192779375169517 -0.00332445707303031 0.00173536786832673 0.0042566358820233 0.00393535066466399 -0.00803493254497256 -0.88 -0.72 -0.07 0.001
+"2537" 2010-10-05 0.0311786426078384 0.0148384566074717 0.0177148013733355 0.024146272231961 0.0116077149714233 0.0184025195353359 0.0143428020680247 0.0173252341942833 0.0163487517171137 0.00802712194450494 0.0208613408573399 2.11 0.77 0.14 0.001
+"2538" 2010-10-06 -0.0125372332041707 0.00835475651173101 0.0065591251999737 -0.000109420384861614 -0.00342884235508223 0.00328533424120048 0.000822016791458546 -0.0110570364724244 0.0084034626446956 0.0103702397581622 -0.000672004307559759 -0.1 -0.39 0.47 0.001
+"2539" 2010-10-07 -0.00597429877672062 0.00466139300425406 -0.00952388698345696 -0.0106383003287086 0.00397015607048612 0.00409320728876716 -0.0011497078719952 -0.0129284161705678 -0.0128896005190493 -0.00366590882087869 -0.0016465184856066 -0.16 0.05 -0.29 0.001
+"2540" 2010-10-08 -0.00976731834626066 0.00618535240763651 -0.00531374695116138 0.00454482803498091 0.00316369683842832 0.00163038209784272 0.0174341057467533 -0.00106192910521696 -0.00303680319189192 0.000920256387951568 0.0061222774629861 0.74 0.96 -0.13 0.001
+"2541" 2010-10-11 -0.00227583236103102 0.00204899396298641 0.0106844005461835 -0.00187593284672083 -0.00670192681816706 0.000814223733476283 0.00452644506362043 0.00354366764193204 0.00609191636843587 0.00367537766698289 0.000145837013689087 0.04 0.02 -0.22 0.001
+"2542" 2010-10-12 0.028136674583189 0.0107362957798081 0.0168640220232084 0.00453307041615281 -0.0001317634284006 0.00976027196867046 -0.00193109468799701 0.00247191043707828 -0.0148348794214171 -0.0126348412069128 0.00381875725655845 0.39 -0.04 0.19 0.001
+"2543" 2010-10-13 -0.0170118617838197 -0.0268085672256868 -0.0138614207729565 0.0114461263812817 0.00224921382118382 0.0205395418026355 0.00983544792140512 0.00281782565264566 -0.010141214177399 -0.00185498409350837 0.00712102024977534 0.78 0.87 -0.36 0.001
+"2544" 2010-10-14 -0.0519187358916479 0.00415805013833404 -0.0281126524080823 -0.012948952960789 0.0170296159648047 -0.00434120401118565 0.00271468279753329 0.00105390259285687 0.007140378155569 -0.0105902346357609 -0.00364138620439125 -0.38 0.41 -0.41 0.001
+"2545" 2010-10-15 -0.0492062892470855 0 -0.0405474821880795 0 0.00571115153766044 0.012287422542318 -0.000637244599558495 -0.00596502958553691 -0.000308151687185787 0.00187748012341693 0.0020274847550954 0.18 -0.06 -1.28 0.001
+"2546" 2010-10-18 0.0300502707644061 -0.00672834403040168 0.028263625234427 0.000771743150248527 -0.00206503806810554 0.0109631276507705 0.00940117573959998 0.0102366655245181 0.00493377928795491 0.00768523924802711 0.0072437449964553 0.69 0.05 0.85 0.001
+"2547" 2010-10-19 -0.0437603944447862 0.00104183210479802 -0.0133506425637301 -0.0150914569658218 -0.00426817189065232 -0.0278854561355938 -0.00268389307363448 -0.0143260360880129 -0.0131940435191813 -0.0081846470501612 -0.0158772506513938 -1.67 -0.69 0.26 0.001
+"2548" 2010-10-20 -0.00423732028338819 0.0223842966088257 0.0108781821771071 0.0178953703063345 0.00545546071264336 0.00836645871624975 0.0107180588277827 0.0141797559092438 0.0149252584577544 0.00281351067381763 0.0105240756046163 1.06 0.07 0.09 0.001
+"2549" 2010-10-21 -0.033191780831166 0.00611004582310115 -0.010498589046672 0.0192280424693314 0.0133058791100658 0.00434595080988887 0.00220946379368137 -0.00943757468741313 -0.00367659847514168 0.0104729344305541 0.00177390862265048 0.11 -0.53 -0.51 0.001
+"2550" 2010-10-22 0.00704258861767726 0.00404855800682524 0 -0.00625234567433774 0.0014019903076512 -0.00157369694700116 -0.00173223796541744 -0.00176418084748908 -0.0132225408368914 0.000555326702132097 0.00238925827877545 0.29 0.46 -0.44 0.001
+"2551" 2010-10-25 -0.0244753932055921 0.00151219847388107 -0.0167108156170036 0.0172486584923828 0.00190992136292945 -0.00748572356979937 0.002208097868589 0.00247429048129266 0.00810205604146264 -0.00203521016578945 0.00214697154416155 0.31 0.47 -0.52 0.001
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+"5002" 2020-07-22 -0.00450450264705859 0.00576602906137569 -0.00724275194677582 0.00549173416383386 0.0292258145449835 0.0143712696539284 0.00855523160483163 -0.00297520661157025 -0.00161174785100293 0.00249372842219686 0.00574708215957775 0.49 -0.58 -0.34 0
+"5003" 2020-07-23 0.00946117214234277 -0.0106470056091397 0.0029385043481911 0.00260863583721682 -0.00538712387923734 -0.0434946867029258 0.00646997587910536 -0.00862068965517249 0.00179368609865471 -0.00768882988522901 -0.0123198599989019 -1.2 0.72 1.96 0
+"5004" 2020-07-24 -0.00774247638687497 -0.162417253699171 -0.00707217598285981 -0.00776482064506545 0.00592254203225173 -0.00612219924541557 -0.0015853281044601 -0.0110367892976588 0.0179051035955273 -0.00303858029244453 -0.00619039996314674 -0.75 -0.8 0.47 0
+"5005" 2020-07-27 -0.00862434269626944 -0.0201620801033514 -0.0140414836593558 0.0114311374318175 0.0127315094084144 0.0126676761385474 0.00285805813637707 -0.00946902265809946 0.000351820592852103 -0.000228579880470203 0.0073951387022857 0.88 0.75 -1.93 0
+"5006" 2020-07-28 0.00911362669082383 -0.00665717286155565 0.00433434459578219 -0.0128008041351321 -0.0248943653399533 -0.00897721333203261 0.0123495645978469 0.0136565376013473 0.0107262354620403 0.00419172190176931 -0.00647339224416132 -0.81 -0.72 1.01 0
+"5007" 2020-07-29 0.0373562862038559 -0.0237612186756542 0.0242498972461982 0.00414448702261883 -0.000152902172000147 0.0100980070061734 0.00336253526812325 -0.00437864586127823 -0.000521903270702784 -0.00812077926675125 0.0124283816797188 1.35 0.54 0.84 0
+"5008" 2020-07-30 -0.0170162104384315 -0.00166423241782754 -0.0266854233547352 -0.0109925989748173 -0.00407727488066245 -0.000784121596135279 0.0242381735521497 0.000338328834178947 -0.00261100082487375 -0.00436151004723428 -0.003750251722071 -0.29 0.47 -1.81 0
+"5009" 2020-07-31 0.00161029420796344 -0.00541781374777028 -0.00391669770923619 0.0127675235002951 -0.00578271586733059 0.00544380454100946 -0.00228278043346186 0.000338180588434156 0.00314137876337472 -0.00553339159523802 0.00767050484022791 0.61 -1.54 -0.65 0
diff --git a/dataMonthly.csv b/dataMonthly.csv
new file mode 100644
index 0000000..e071e38
--- /dev/null
+++ b/dataMonthly.csv
@@ -0,0 +1,169 @@
+"date" "BAC" "INTC" "JPM" "LIN" "MCD" "MSFT" "PG" "T" "VZ" "WMT" "SP500" "Mkt.RF" "SMB" "HML" "RF"
+"1" 2000-10-31 -0.0823391298882429 0.0827062805947665 -0.00809589276764611 -0.00334491755176347 0.0269149706080241 0.141968849142707 0.0713456446257354 0.162340223023839 0.202915313260925 -0.0571427556255891 -0.00494948587236088 -2.76 -3.81 5.64 0.56
+"2" 2000-11-30 -0.157399734324678 -0.153804455370784 -0.18955983322755 -0.0352348591425012 0.0349560903763131 -0.166968961147592 0.0481192266059052 -0.0476706106869691 -0.0281078996603986 0.150137628714896 -0.0800686099610699 -10.72 -2.77 11.26 0.51
+"3" 2001-01-31 0.173187412599834 0.230768726086253 0.219099881974015 -0.00101391573492748 -0.136764366164827 0.407780530771946 -0.0796337151766907 0.0177312832169836 0.104049846247314 0.06917640936563 0.0346365770863295 3.13 6.54 -4.86 0.54
+"4" 2001-02-28 -0.0476009676656213 -0.227607420646853 -0.151482358617935 0.00609085565919587 0.00170332183396749 -0.0337768451681725 -0.0186531408709589 -0.0134434405578304 -0.0991813281163809 -0.118133779747407 -0.092290735849 -10.05 -0.72 12.87 0.38
+"5" 2001-04-30 0.0228312353586184 0.174726628635499 0.0774026456417134 0.0600221415193527 0.0357813428012135 0.23885765702254 -0.0348498339384513 -0.0703729839993784 0.125794810674172 0.0245543836168807 0.0768143617590098 7.94 0.54 -4.72 0.39
+"6" 2001-05-31 0.0680712135690327 -0.12562493571565 0.024385283499053 0.062539655979571 0.101090751655067 0.021106619131811 0.0697750284919247 0.0436366557545642 -0.00399491972124688 0.000193415724224932 0.00509018711964959 0.72 2.58 3.17 0.32
+"7" 2001-07-31 0.0598031106350816 0.0191451087841459 -0.0190276291048511 -0.0353191912093525 0.0768657816762504 -0.0932874932588547 0.119248003549598 0.13108268208718 0.019417098306955 0.145491865555485 -0.0107401500729342 -2.13 -4.35 5.57 0.3
+"8" 2001-08-31 -0.0333230841821355 -0.0614751905604182 -0.0900692041043846 0.0381559070556183 0.0305421296648609 -0.138087410802405 0.0440726230623485 -0.0914943167783714 -0.0766389543576438 -0.140429511042792 -0.0641084065637147 -6.46 2.5 2.5 0.31
+"9" 2001-10-31 0.0101024392927402 0.194716379508633 0.0455925678142381 0.123332984496498 -0.0394253251214018 0.136408613853765 0.019060415171104 -0.186654239265773 -0.0729729898505641 0.0383835588078441 0.0180991114452778 2.46 7.63 -8.1 0.22
+"10" 2001-11-30 0.0405159298673723 0.338446143318118 0.0667410659222794 0.121662277772994 0.0382659328614303 0.1042134019097 0.0498777604076794 -0.0191555327620175 -0.0564143236726597 0.0729576464514727 0.0751759042630535 7.54 -0.41 2.01 0.17
+"11" 2001-12-31 0.0355448813140051 -0.0370488021973622 -0.0363199245798084 0.0474238235078279 -0.0137855745743344 0.0317705128574879 0.0215598294592605 0.0478861670698263 0.00978747994205142 0.0448282390425903 0.00757383419291568 1.61 4.57 1.1 0.15
+"12" 2002-01-31 0.00127088585713353 0.114149794209687 -0.0544292624277385 0.0506794977108016 0.0268231422061516 -0.0383394433059027 0.0371736329378705 -0.0377310773355296 -0.0158556468042637 0.0422247031127576 -0.0155738325597943 -1.44 1.19 3.33 0.14
+"13" 2002-02-28 0.0242527845924323 -0.184737450521611 -0.140969118500867 -0.0025838896466609 -0.0397350326193355 -0.0842882041870278 0.0380751002575717 0.0104133927133501 0.00970874672057276 0.0338438260554788 -0.0207662113055603 -2.29 -1.1 2.5 0.13
+"14" 2002-04-30 0.065569237756248 -0.059190769945987 -0.00585557946943371 -0.0451508723153701 0.0234232812962822 -0.133477034568047 0.00607922655215232 -0.1643634711279 -0.12246008852828 -0.0887438664963668 -0.0614176261591399 -5.2 5.94 3.93 0.15
+"15" 2002-05-31 0.0459437819263355 -0.0339103964661173 0.0242172593413723 -0.0192644834984258 0.054225477417811 -0.0258326661475479 -0.00786644005115267 0.103992013199239 0.0720514608499401 -0.0315074006936813 -0.00908148107604545 -1.38 -3.21 1.68 0.14
+"16" 2002-07-31 -0.0548609560923056 0.0284617882821556 -0.256085696291959 -0.0819730584459366 -0.130052881337582 -0.122851680770782 0.00158330400913775 -0.0853242791264407 -0.169863659476543 -0.105981091840714 -0.0790042749661253 -8.18 -5.3 -3.44 0.15
+"17" 2002-09-30 -0.0814013717201382 -0.166766680962495 -0.280681635704058 -0.0845795351464885 -0.25673387462621 -0.10880199118978 0.00823425705767367 -0.187551094986758 -0.11483883924929 -0.0780075401438634 -0.110024318261519 -10.35 2.57 1.32 0.14
+"18" 2002-10-31 0.0940441034875341 0.245500596597546 0.111830439092199 0.0663277113808618 0.0254817651509771 0.222450944503227 -0.0058975647243954 0.293220853775029 0.392641858370318 0.0875306202241877 0.0864488010168099 7.84 -2.9 -5.45 0.14
+"19" 2002-12-31 0.00197647565023451 -0.254310233462217 -0.0464844019325621 -0.017645965137176 -0.130810551708964 -0.103674995166503 0.0166803398871025 -0.0487723141123233 -0.0747369024094036 -0.0615125392951059 -0.0603325726742906 -5.76 0.01 2.23 0.11
+"20" 2003-01-31 0.00689926484407155 0.00578029733344265 -0.0135251015110552 -0.0559115302068548 -0.11442801717377 -0.0820120042076304 0.000463882419546202 -0.0903764138593427 -0.00333243700124985 -0.0536532884380511 -0.0274146925599522 -2.57 1.38 -0.94 0.1
+"21" 2003-02-28 -0.0115634068658212 0.102943077705267 -0.0282775540242913 -0.0309865029772806 -0.0442412615540332 0.00194772522318365 -0.0433562862364413 -0.148935971750698 -0.0966557702942393 0.00543972754337618 -0.0170036085029294 -1.88 -0.34 -1.45 0.09
+"22" 2003-03-31 -0.0254968112310602 -0.0562316859391141 0.0454146625322904 0.0706689311315425 0.0624537304501382 0.0215188725694337 0.0878330139613881 -0.0355775893458423 0.0222669328142047 0.0844731285818687 0.00835756856615144 1.09 0.89 -2.07 0.1
+"23" 2003-04-30 0.107869412548752 0.130220687723101 0.255491974105443 0.0307013563131535 0.182572487767597 0.0561746474236082 0.0136037066758812 0.179717733992636 0.0690590330583976 0.0824525046067379 0.0810441068727261 8.22 0.56 1.03 0.1
+"24" 2003-06-30 0.0741746958158995 -0.000480270400276095 0.0401701944279049 0.00539523296150657 0.177789881579265 0.041853321574238 -0.0287521148806731 0.0035349378942986 0.0422717852826964 0.0218183554432287 0.0113222145251615 1.42 1.67 0.69 0.1
+"25" 2003-07-31 0.0447929335721211 0.196059213743401 0.0357564665197558 0.0758740019920952 0.0430648513547212 0.0300313720240144 -0.00961175913932555 -0.0758059173265315 -0.104189260939928 0.0417369543232016 0.0162237024114931 2.35 5.24 -1.14 0.07
+"26" 2003-09-30 -0.00524907181853429 -0.0374257087910376 0.00321476787766306 -0.0260488857768999 0.0499553588049737 0.048265898353496 0.0633521148382545 -0.00935006580287767 -0.0815403446242048 -0.0561096362114096 -0.0119443645207452 -1.24 0.8 0.01 0.08
+"27" 2003-10-31 -0.0295997286885878 0.19731108686705 0.055879585761228 0.123163838832665 0.0620224546605699 -0.0544374692788429 0.063989357439352 0.0912082487979766 0.0478005076276884 0.0571736539657497 0.0549614863840107 6.08 2.68 1.77 0.07
+"28" 2003-12-31 0.0775386580427113 -0.0444248328472359 0.0375700191711108 0.0682877422954438 -0.031213204840799 0.0645662815314936 0.0378220424349789 0.119845505794844 0.0682096345655576 -0.0448760898652136 0.0507655410012393 4.29 -3 2.41 0.08
+"29" 2004-03-31 -0.00179519110202775 -0.0684926748588545 0.0226723095641781 0.0262611836388054 0.00954043952036288 -0.0603089234496841 0.0231197384327078 0.0220741379969305 -0.0466991286929938 0.00443509525905839 -0.0163589192142612 -1.32 1.75 0.22 0.09
+"30" 2004-04-30 -0.00605055676112576 -0.0540438006453926 -0.096425734162733 -0.0153555611619867 -0.0469021632502987 0.0481345942443705 0.0135208713497597 0.0273388746894931 0.0435109462467984 -0.0450663453432654 -0.0167907518622987 -1.83 -2.06 -2.62 0.08
+"31" 2004-06-30 0.0278253605947467 -0.0332747862878217 0.0523889546762275 0.0832814244428222 -0.0151515946974669 0.0888297025189237 0.00983101013775967 0.0232071805665237 0.0465587735737694 -0.0579575766226951 0.0179889986691957 1.86 2.26 1.39 0.08
+"32" 2004-08-31 0.0582281026277838 -0.125295951087484 0.0602733175116903 0.0286442831114322 -0.0174546823558536 -0.0389424108672773 0.0732503197178658 0.0177585592924225 0.018422217657184 -0.00405811208535578 0.00228734984055223 0.08 -1.62 1.03 0.11
+"33" 2004-09-30 -0.0269479555060015 -0.0577732856792271 0.00378985734554016 0.0571081785633063 0.0373800419682002 0.0128205942621089 -0.0330536778630182 0.00620354858058869 0.00331228378425896 0.0100618536475792 0.0093638756915515 1.6 3.03 -0.25 0.11
+"34" 2004-11-30 0.0330428624335215 0.0071728064344998 -0.0246116825579195 0.0639809866754755 0.0741202516322466 0.0683173095846483 0.044939996267344 -0.00356296692311175 0.0544754125352938 -0.0344951389178489 0.0385949361981524 4.54 3.9 1.79 0.15
+"35" 2004-12-31 0.0255350365492748 0.0451290647208988 0.0361222804939612 -0.0134687569748738 0.0429406990471808 -0.00335701948613443 0.0299175124736317 0.0238378004399689 -0.0174631192062519 0.0170693974244949 0.0324582131440454 3.43 0.11 -0.08 0.16
+"36" 2005-01-31 -0.0131945139443324 -0.0401874060714262 -0.0346823249223925 -0.0226499802685818 0.0102930797756988 -0.0164670703827123 -0.0292531576623002 -0.0661595921899562 -0.112917312445327 -0.00795152128951671 -0.0252904670994946 -2.76 -1.51 1.96 0.16
+"37" 2005-02-28 0.0060380962500306 0.0723960585094356 -0.0208950273384442 0.0389336801556017 0.0213032639608994 -0.0396643547073924 -0.00262957254490725 0.0126263869235388 0.0106773792935115 -0.0150761246819214 0.0189033460783166 1.89 -0.5 1.65 0.16
+"38" 2005-03-31 -0.0455390537963183 -0.0316803196009425 -0.053351682024015 0.0718041199681219 -0.0586459562504096 -0.0393477323019841 -0.00169550538038576 -0.0153781700710077 -0.0130664864341851 -0.0262020213959203 -0.019117655748441 -1.97 -1.37 1.61 0.21
+"39" 2005-05-31 0.0284186263300077 0.150119612739694 0.0073262228579849 0.000854112791731865 0.0556124245872014 0.0229980619214003 0.0184665351495132 -0.0176469893443478 -0.011732249183852 0.00511647292447459 0.0299520462625658 3.65 2.88 -0.81 0.24
+"40" 2005-06-30 -0.00566822286402524 -0.0348659687558803 -0.0120281373128657 -0.0020108690456031 -0.103102753672853 -0.0372098650796097 -0.0435173937797662 0.0158252460604393 -0.0234595215701294 0.0205379692618632 -0.000142714225765839 0.57 2.62 2.63 0.23
+"41" 2005-08-31 -0.00148956501922592 -0.0495619459126296 -0.0355721166630989 -0.0220692193049853 0.0410654502886025 0.0722842450007 -0.0026963191509618 -0.0151327283535296 -0.0444056476141897 -0.0860743413996069 -0.0112221048744966 -1.22 -0.92 1.27 0.3
+"42" 2005-09-30 -0.0216126620154626 -0.0416019673803809 0.00118038851288271 -0.00391797217303269 0.0320489762586325 -0.0602627289252844 0.071737463411806 -0.00456823954699725 -0.000611277909731367 -0.0253558303599541 0.00694902469476033 0.49 -0.58 0.77 0.29
+"43" 2005-10-31 0.0389548766395786 -0.0466532419434196 0.0901439998048097 0.0308784247134877 -0.0564348844011623 -0.00116570219419954 -0.0535705581307319 0.0085685174867236 -0.0238265224609686 0.0796435811894292 -0.0177407800663194 -2.02 -1.21 0.22 0.27
+"44" 2005-11-30 0.0604891032866801 0.139219408954184 0.044511601620145 0.0524183621570846 0.0931772916944564 0.0802000583933038 0.0214323471424003 0.0444449317153104 0.0149157517805059 0.0264219257912717 0.0351860959297265 3.61 0.9 -1.19 0.31
+"45" 2006-01-31 -0.0416033035216287 -0.148237935588082 0.0100566239184106 -0.0052870162574471 0.0382556787335737 0.0764817709344792 0.0282324813919215 0.0739278053049119 0.0647622895505833 -0.0147442135776795 0.0254667713486416 3.04 5.42 1.13 0.35
+"46" 2006-02-28 0.036625872455369 -0.0264514483437899 0.0349686534012434 0.0246773951684318 -0.00285601950507641 -0.0422360391993802 0.0118186403418601 0.0631987405020624 0.0644345230345778 -0.0162651649912213 0.000453157630725398 -0.3 -0.37 -0.25 0.34
+"47" 2006-03-31 0.00419002034733884 -0.0553399224786977 0.0121539689613752 0.0263655802174712 -0.0157545196529668 0.0126537769842312 -0.0383782115857958 -0.0199348137430111 0.0106826178244881 0.0453023709876743 0.0110958104592496 1.46 3.54 0.6 0.37
+"48" 2006-05-31 -0.0203909988854627 -0.0934707107967827 -0.0603785677963614 -0.0611086370008617 -0.0404972991843867 -0.0584545752529694 -0.0680296623215274 -0.00572265550644369 -0.0551007362945769 0.0797227137551406 -0.0309169161411509 -3.57 -3.05 2.54 0.43
+"49" 2006-06-30 -0.0061981266360629 0.0543842933434238 -0.0150098455148048 0.0293178900913311 0.0129634752299816 0.028697749428261 0.0248850209822686 0.0702224734492463 0.0730528225800762 -0.00577978703166326 8.65962277825094e-05 -0.35 -0.35 0.87 0.4
+"50" 2006-07-31 0.0713094329454103 -0.052631856341708 0.0950552059168168 0.0155554845291357 0.0532738202634289 0.032617743443311 0.0164374275554342 0.0882652132420334 0.0222913487313312 -0.0761883189463993 0.00508587879799083 -0.78 -4.07 2.94 0.4
+"51" 2006-08-31 0.0096485215567268 0.0934383077320418 0.000876727835978031 0.0468629502743954 0.0144105634940044 0.0720966540418269 0.101423407741777 0.0380128599853209 0.0402124357763147 0.00874812161891425 0.0212741930323481 2.03 0.91 -1.71 0.42
+"52" 2006-10-31 0.00560014659890418 0.0374333590249138 0.0174661735016228 0.0184243905642449 0.0715742781312751 0.0497251673102355 0.0278677352516943 0.0627034127928832 0.00728516794519063 -0.000811115296195375 0.0315080029615542 3.23 1.73 -0.03 0.41
+"53" 2006-11-30 0.0100509691703807 0.00768394172049991 -0.0244519098544717 0.0356850823478949 0.0256299847901706 0.0261368043070482 -0.00946515768890444 -0.00992658168818084 -0.0197392306792691 -0.0645292248825323 0.0164666567278202 1.71 0.86 0.07 0.42
+"54" 2007-01-31 -0.0151712497196717 0.0350620940443929 0.0619265151260522 0.0628690064532635 0.000451290007261962 0.0334890581446785 0.0141723894043104 0.0637067444049702 0.0457014681356596 0.0326986257981106 0.0140590427350398 1.4 0.1 -0.11 0.44
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+"59" 2007-08-31 0.0687477616723655 0.0952706825086327 0.0115881810373777 -0.0125291553103007 0.028828184292262 -0.00549509312049457 0.0557713943053364 0.018130195598671 -0.0173634322936018 -0.0456983728228229 0.0128635715315568 0.92 -0.13 -2.24 0.42
+"60" 2007-10-31 -0.0395860833060735 0.0402168532885387 0.0340854267721422 0.0205343331604735 0.0969341197481595 0.249491301425993 -0.00674911799443845 -0.00386807303074188 0.0503685780142429 0.0357387010302519 0.0148223383003112 1.8 0.22 -2.59 0.32
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+"62" 2007-12-31 -0.0925822521454147 0.0222394667875996 -0.0431826352190553 0.0426773915520218 0.00752514386252523 0.0595241769942749 -0.00783769847074522 0.0876733965387941 0.0111083253883435 -0.00325229679589867 -0.00862850903396861 -0.87 0.2 -0.51 0.27
+"63" 2008-01-31 0.0700436709801247 -0.208552019364263 0.0954474206765532 -0.0902944067700688 -0.090476913116579 -0.0842700414492614 -0.10446523706099 -0.0648405250830613 -0.102334040944202 0.0675366158024013 -0.0611634319359364 -6.36 -0.9 3.65 0.21
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+"66" 2008-04-30 -0.00976032079701583 0.050991414106583 0.118472144301036 0.0840559394589686 0.0683167571298757 0.00493280351820791 -0.0376184428007371 0.0211759122209647 0.0729395457234836 0.100607326559615 0.0475466979131989 4.6 -1.64 -0.95 0.18
+"67" 2008-06-30 -0.284398112854908 -0.0733391363250292 -0.202092855657058 -0.00471523930400064 -0.0460891734529096 -0.0286016555202008 -0.0793338632639456 -0.155639490994127 -0.0798025257236096 -0.0266712251895966 -0.0859623849028036 -8.44 1.28 -2.41 0.17
+"68" 2008-07-31 0.378298786198089 0.0330537894216929 0.197465209189615 -0.00541145454747516 0.0635007412109319 -0.0650674841863359 0.0835316317756711 -0.0741529375029271 -0.0266043515784494 0.0430602211454307 -0.00985937109375001 -0.77 2.41 5.93 0.15
+"69" 2008-09-30 0.146442835810317 -0.181023653812561 0.213301543156807 -0.198086649925303 -0.00483846809606669 -0.0219862252166679 -0.0011463731704261 -0.127227145204017 -0.0862758804957713 0.0138821409613026 -0.0907914337790846 -9.24 -1.17 6.32 0.15
+"70" 2008-10-31 -0.309428937578261 -0.144153468212354 -0.109886599520217 -0.0918592153570201 -0.0611020891869366 -0.163357339861284 -0.0679774822611469 -0.0260539208863011 -0.0604527884012762 -0.0681247020803472 -0.16942452376742 -17.23 -2.33 -2.88 0.08
+"71" 2008-12-31 -0.113803958504102 0.0623185155646973 -0.00410595349108667 0.0121278274582499 0.0585530677237265 -0.0385754616604446 -0.0393164416367319 -0.00210054597145692 0.0382850166050424 0.00756168745343166 0.00782157689705398 1.74 3.63 -0.28 0
+"72" 2009-03-31 0.731325778038416 0.179748578978651 0.16323844385338 0.194372601763632 0.0444015674950904 0.13746170760525 -0.0224205040809859 0.0601601461263304 0.0585347586424929 0.064051525330747 0.0854044616224947 8.95 -0.12 3.64 0.02
+"73" 2009-04-30 0.309383395014967 0.0499001538142902 0.243745132535429 0.108782913602424 -0.023456049316686 0.102884844726254 0.0589748302243602 0.0325884190552765 0.0188241906148496 -0.0326298050066888 0.0939250798621647 10.19 4.76 5.53 0.01
+"74" 2009-06-30 0.172279094827586 0.0527989861735481 -0.0756097569691233 -0.0240132946098051 -0.0173722042901198 0.13786537688623 -0.0161726316169963 0.00201696312273203 0.0502396288925768 -0.0261359115769525 0.000195826530303034 0.43 2.59 -2.66 0.01
+"75" 2009-07-31 0.12045433677508 0.16314171170727 0.134762372988914 0.100042020042658 -0.0422682138206187 -0.010517131382354 0.0949838312711306 0.0740579744493841 0.0600571302863648 0.0297278446042433 0.0741417270167166 7.72 2.09 5.31 0.01
+"76" 2009-08-31 0.189316659200893 0.0632898597785461 0.124450024617844 -0.0199542499101385 0.0304448527497339 0.0539369009582029 -0.0252205024409206 -0.00686269583620436 -0.0321169351619395 0.0254415889401203 0.0335601892404949 3.33 -0.9 7.76 0.01
+"77" 2009-09-30 -0.0375050449449328 -0.0369098230413377 0.00828364853900676 0.0718522501121532 0.0147580482128806 0.043407721628032 0.0704121102199988 0.0368523816569608 -0.0248071937696007 -0.0349912563440339 0.0357233457884587 4.08 2.45 0.91 0.01
+"78" 2009-11-30 0.0871058605643791 0.0123707336211425 0.0172372647535537 0.0326027547405352 0.0884563366678792 0.0652721436827286 0.0749997737314325 0.0494739137295039 0.063196988118263 0.0980270825784408 0.0573640619813736 5.56 -2.5 -0.19 0
+"79" 2009-12-31 -0.0492442984908049 0.0624999323176578 -0.0192981442394593 -0.016210898694731 -0.0128063962825335 0.036382191932685 -0.0275861635028881 0.0404597551186765 0.0530831786127224 -0.0152237671014853 0.0177705711884004 2.75 6.1 -0.01 0.01
+"80" 2010-03-31 0.0720798221811436 0.0857281413581881 0.0662381332177893 0.111100648316508 0.0449496589718077 0.0216253787500047 -0.000158003491279146 0.0415158194227998 0.0722435637523156 0.0340925121348783 0.0587964260318918 6.31 1.43 2.13 0.01
+"81" 2010-04-30 -0.00112069725718134 0.0246748723142309 -0.0474270922919946 0.00927733261277686 0.0580031742030409 0.0426767688086676 -0.00998269705571708 0.0248742402168125 -0.0539398201336745 -0.0352522107431756 0.0147592298837911 2 4.97 2.82 0.01
+"82" 2010-06-30 -0.0864478654934815 -0.0919704306627601 -0.0750376268443319 -0.0150679957699602 -0.0149542086648531 -0.10813984010093 -0.0181700428327403 -0.00452650040283775 0.0181680741236689 -0.049248329147466 -0.0538824420264151 -5.56 -1.97 -4.48 0.01
+"83" 2010-08-31 -0.112535858900694 -0.135689688658565 -0.097318563180092 -0.00909893053587696 0.055602079388847 -0.0858114972383925 -0.0243625616616648 0.0420201959578075 0.0161729765908132 -0.0147954114489429 -0.0474491840402872 -4.77 -3 -1.96 0.01
+"84" 2010-09-30 0.0522090524793895 0.0865877382871716 0.0467546297402366 0.0546171573254266 0.0198468806623597 0.0434598336511087 0.0050276346634428 0.0580832516089527 0.103623526700696 0.0674112530356135 0.0875511029440201 9.54 3.92 -3.13 0.01
+"85" 2010-11-30 -0.0436682484709067 0.0636237950934879 -0.00611225352575506 0.00777300743832998 0.0146962042790433 -0.0470488818039247 -0.0393269258857684 -0.0255960236056861 -0.0144701575059971 -0.00147666518736489 -0.00229024979894321 0.6 3.71 -0.9 0.01
+"86" 2010-12-31 0.219378441410194 -0.00614390790772368 0.13422431392175 0.042119708823154 -0.0196679657737733 0.104909048163487 0.0533815035485015 0.0572150930698896 0.117775574564122 0.0025561327321959 0.0653000404898547 6.82 0.68 3.81 0.01
+"87" 2011-01-31 0.029235332874288 0.0204467681337708 0.0606227162102297 -0.0254527721191605 -0.0402556049849387 -0.00644951489977175 -0.0113789201529443 -0.0496780626932743 0.00859405558553727 0.0396808926855348 0.0226455739800868 1.99 -2.47 0.81 0.01
+"88" 2011-02-28 0.0407865697404215 0.00893640311372468 0.0389408576720782 0.0681424152617915 0.035684356723326 -0.0358056499698282 -0.00126714876831724 0.0312498606844449 0.036496403823614 -0.0729444556686658 0.0319565640529522 3.49 1.53 1.09 0.01
+"89" 2011-03-31 -0.0665095379328191 -0.0600833285358782 -0.0126363688534112 0.0275825679215498 0.00541693752906736 -0.04477041074259 -0.0229974665387526 0.0785767058516427 0.0438788587891825 0.00836517566861561 -0.00104731320381857 0.45 2.6 -1.58 0.01
+"90" 2011-05-31 -0.0431595718325182 -0.0200100493737111 -0.0523781285082404 -0.00545020103909855 0.049009236006921 -0.0287836149322396 0.0323572839701389 0.0141388298004896 -0.0224985361943717 0.0110107021896944 -0.0135009527669306 -1.27 -0.7 -2.07 0
+"91" 2011-06-30 -0.0664394016132456 -0.0155488826940411 -0.0531912155835226 0.0290812441802391 0.0340942223464535 0.039584330618933 -0.0511940956892631 -0.00475293216760708 0.00812339830225195 -0.0376675814709219 -0.0182574612656971 -1.75 -0.16 -0.31 0
+"92" 2011-08-31 -0.157561879127749 -0.0897214363250275 -0.0714462124540365 -0.049691203420579 0.0525154074261698 -0.0230694387928153 0.0356155548097914 -0.026657084908832 0.0249360908446332 0.0164066156562521 -0.0567911074635976 -5.99 -3.05 -2.45 0.01
+"93" 2011-09-30 -0.25091787036387 0.0601093123796246 -0.198082912239658 -0.0460099070869869 -0.028647198933941 -0.0642859943150798 -0.00785188644686852 0.00140396574695489 0.0174176914934363 -0.0242527896097331 -0.0717619883037601 -7.59 -3.52 -1.39 0
+"94" 2011-10-31 0.116013094503463 0.149953474813777 0.164209445861798 0.0876117851934595 0.0572763110774062 0.0699076463547215 0.0210778957621383 0.0435505254366642 0.0188871168299551 0.0928710424314783 0.10772303853581 11.35 3.42 -0.18 0
+"95" 2011-11-30 -0.201942984946578 0.0240944834722314 -0.109033494717107 0.00324581712591132 0.0364944446609217 -0.0321963261026579 0.00906386356694977 -0.0112588912287854 0.0202814768315807 0.0384344498510816 -0.00505871519358725 -0.28 -0.17 -0.34 0
+"96" 2012-01-31 0.282374258913006 0.0894846386813541 0.129879870799459 -0.00654793837183421 -0.0127577107410738 0.137519202049574 -0.0474669293759541 -0.0131638322471357 -0.0491062455694293 0.0267739236996092 0.0435830622185063 5.05 2.15 -1.14 0
+"97" 2012-02-29 0.119190337862836 0.0255408723263593 0.0520105937821294 0.0263653299976574 0.00936229507487996 0.0819153611424004 0.0726524789163203 0.0401221300387582 0.0119487679046009 -0.0371577877224448 0.0405894641308417 4.42 -1.74 0.09 0
+"98" 2012-04-30 -0.152559807354868 0.00995727953999492 -0.059126579834607 0.00924664084045634 -0.00662611796389823 -0.00743959144546891 -0.045107196171071 0.0686892801438297 0.0701767929262755 -0.0374181419942206 -0.00749745270927038 -0.85 -0.52 -0.49 0
+"99" 2012-05-31 -0.0924918025643691 -0.0835453763419202 -0.228711181400393 -0.0817635199839032 -0.076044589591394 -0.082400437741129 -0.0212130933629892 0.0382861790302824 0.0312037904362881 0.124879205238155 -0.0626507256331776 -6.19 0 -0.58 0.01
+"100" 2012-07-31 -0.102689690128011 -0.0356474954823474 0.0159575573970119 -0.0457095686253767 0.00937546259600874 -0.0366132321616381 0.0628544058674816 0.0766193375099575 0.027192819215593 0.0675560511420676 0.0125975741261544 0.79 -2.61 -0.26 0
+"101" 2012-08-31 0.0885560320836505 -0.0253884534306793 0.0316664608077515 0.0167693128714097 0.00933602599752081 0.0527376575710856 0.04105981794345 -0.0337551417076236 -0.0487371045825975 -0.0193119364765971 0.0197633696801482 2.55 0.4 1.28 0.01
+"102" 2012-10-31 0.0554922763651968 -0.0454548633856787 0.0372487338188867 0.0224294277194801 -0.0539508764996645 -0.0409946888089758 0.0064673788933578 -0.071841563638854 -0.00961612056483097 0.0165313301206076 -0.0197894098782274 -1.76 -1.15 3.79 0.01
+"103" 2012-11-30 0.0579402586832043 -0.0859146806102086 -0.0143951951920408 0.00941540880672864 0.0117691072577537 -0.0596094717317952 0.00852137628937011 -0.0132986954540278 -0.0116485035738917 -0.0399893922946311 0.0028467170173434 0.78 0.59 -0.98 0.01
+"104" 2012-12-31 0.178674013990714 0.0536534327607789 0.0703501366968842 0.0262332609079143 0.013442072082448 0.00338066994470276 -0.0277820088186381 -0.0123059868004187 -0.0192655652388484 -0.0473671418957987 0.00706823046386451 1.18 1.48 3.58 0.01
+"105" 2013-01-31 -0.0249785675016487 0.0203688844852679 0.0773987884712428 0.00840529002350188 0.0802630747870059 0.0277053576692188 0.116060844221243 0.0453301416541723 0.0196076176107589 0.0252089033427554 0.0504280965195785 5.57 0.38 0.91 0
+"106" 2013-02-28 -0.0070581729920548 0.00306103848043349 0.0397448286443176 0.0242823811462332 0.0145204088222777 0.021135122514641 0.0135709129853248 0.0321930917136835 0.0669570241299819 0.0118655844669544 0.0110606491952592 1.29 -0.45 0.01 0
+"107" 2013-04-30 0.0106731224372245 0.096611770161152 0.0391159622982038 0.0247443096826987 0.0245762251808594 0.156938199497665 0.00355561579020258 0.0332157284248888 0.108363778787262 0.0386206957590816 0.0180857678592523 1.55 -2.43 0.59 0
+"108" 2013-05-31 0.109666971162899 0.0233285437397557 0.113854111951888 0.000262673299435301 -0.0471254361279264 0.0617741649124239 -0.000129789770361932 -0.0659369557588613 -0.100723114907108 -0.0312804611868132 0.0207628117210461 2.8 1.66 2.56 0
+"109" 2013-07-31 0.135303027928817 -0.0367311612921372 0.0633907051899762 0.0435047462408082 -0.00929264263811502 -0.0781703502485276 0.0508049863879765 0.00899982628207052 -0.00711625661614679 0.0463149667648102 0.049462079815225 5.65 1.85 0.55 0
+"110" 2013-09-30 -0.0219766218364122 0.0427659966313403 0.0229565946460202 0.0291917525018155 0.0196059520180276 -0.00359281078731954 -0.0295285294005936 -0.000295754517835145 -0.0149856396794785 0.0134282731873387 0.0297495231772391 3.77 2.92 -1.2 0
+"111" 2013-10-31 0.0123192208933054 0.0676265026558567 0.00444388866758416 0.0374345471433675 0.00322223716072489 0.0640024532714443 0.0766147447019736 0.0847294574809985 0.0945472435949435 0.0377232434858823 0.0445957526180061 4.18 -1.49 1.1 0
+"112" 2013-12-31 -0.0151690442734833 0.0889257049500602 0.0220201793062109 0.0348567107941471 -0.0034918080862173 -0.0188833116909144 -0.0333652407369763 -0.00141961765041587 -0.0096737335503394 -0.0229838220397051 0.0235627915504928 2.81 -0.51 -0.3 0
+"113" 2014-01-31 0.0757869279820831 -0.0546992786533325 -0.0471600918976905 -0.0408366985106213 -0.0294754902966392 0.0114944449641641 -0.0517183691765254 -0.0396932765053403 -0.0121721216369669 -0.0509595466228548 -0.0355829056751626 -3.32 0.86 -2.1 0
+"114" 2014-02-28 -0.0131343742643211 0.0185864069778181 0.026372939079512 0.0453011699982055 0.019014706072483 0.0200124969509037 0.0266248142215026 -0.0417165801528241 -0.00916309144784455 0.000267970398568629 0.0431170299765953 4.65 0.31 -0.46 0
+"115" 2014-03-31 0.0411545897023164 0.0424070564464343 0.0684615870964667 0.00961197892046051 0.0302678466668311 0.0699561415829888 0.0246632055668106 0.0983397927288576 -0.000210236812952957 0.0297601974905859 0.00693216560793575 0.43 -1.88 5.06 0
+"116" 2014-04-30 -0.119767511279195 0.0340954761894063 -0.0720995300884003 -0.00320675286824257 0.034173339869461 -0.0143941986471644 0.032376616581709 0.0313320604452691 -0.00671809716086846 0.0429149340853292 0.00620078896505283 -0.19 -4.26 1.07 0
+"117" 2014-06-30 0.0158447782069797 0.1310395053077 0.0368904313637561 0.00944553965928385 -0.00680292144237782 0.0185637817991491 -0.0272309707841136 -0.00310148471200655 -0.0206164384941707 -0.0221442660577715 0.0190583316589206 2.61 3.07 -0.76 0
+"118" 2014-07-31 -0.00780724593849069 0.0967637438162428 0.0078646958160471 -0.0353808625553292 -0.0613460377822787 0.0350121527981782 -0.00830068552872343 0.0195245766095513 0.0415477556536024 -0.019847895759076 -0.0150798305819199 -2.04 -4.24 0.01 0
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+"129" 2015-12-31 -0.0317050909526567 -0.00920346076619361 -0.00974823726797447 -0.0862789889624022 0.0348630455350276 0.0207912158222734 0.0610637295447016 0.0219778905507406 0.0169417119533781 0.0505345391936081 -0.0175301851763144 -2.17 -2.83 -2.6 0.01
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+"135" 2016-09-30 -0.0303595165445074 0.0518249202675372 -0.0134815577940438 -0.00386229160133211 -0.00259384378457994 0.00243650324041411 0.0279465676016655 -0.00660456447629298 -0.00668821537132558 0.00951864412619585 -0.00123445084432539 0.25 2.04 -1.47 0.02
+"136" 2016-10-31 0.0543132065571175 -0.0762913663140324 0.047657080341873 -0.0312008950703473 -0.0241853329075591 0.0402776011394104 -0.0254021502663554 -0.0830344049295157 -0.0640909793206563 -0.0291183873029145 -0.0194256792795575 -2.02 -4.4 4.14 0.02
+"137" 2016-11-30 0.284748963493862 0.00265918516711405 0.157522017120463 0.0276779425506299 0.0677578235911795 0.012468163085505 -0.0500002338911587 0.0500138028837627 0.0374218370434865 0.0058555722704019 0.0341745221875704 4.86 5.46 8.32 0.01
+"138" 2017-01-31 0.02443417723671 0.0151640319034689 -0.01381088166209 0.0106663430857115 0.00698314075314443 0.0403927952017864 0.0501218861948518 0.00282162459731117 -0.0720497396834506 -0.0344330884542563 0.0178843581714645 1.94 -1.02 -2.77 0.04
+"139" 2017-02-28 0.0901059860877909 -0.00981976740245549 0.07077877026673 0.0022797149242042 0.0491112529369013 -0.00436389930461067 0.0396119943448918 -0.0087760465457315 0.0126506561157609 0.0627812455492138 0.0371981603372791 3.57 -2.04 -1.82 0.04
+"140" 2017-03-31 -0.0412518779696287 -0.00359147262710535 -0.0306773727178913 0.00574557754370719 0.0153545654578986 0.0293842878041564 -0.0133963368895129 -0.00574308390457068 -0.017731267616523 0.0236853128798693 -0.0003891971880845 0.17 1.19 -3.17 0.03
+"141" 2017-05-31 -0.0366922683188674 0.00632452423999363 -0.0557470693280808 0.058489073679366 0.0783249025167161 0.0260050133786167 0.0087024523973025 -0.0277566664645972 0.0159007433991489 0.0524874536641127 0.0115762513913413 1.06 -2.56 -3.81 0.06
+"142" 2017-06-30 0.0825525596775529 -0.0656329025160888 0.112598996185618 0.00777825406381072 0.0214074046535582 -0.0130297386465112 -0.0106707956862083 -0.0207630490241252 -0.0424529746989747 -0.0371500853460893 0.00481377509085545 0.78 2.16 1.35 0.06
+"143" 2017-07-31 -0.00577075603970967 0.0512745713762635 0.009900926851522 -0.0180309330802164 0.0129273698962882 0.0546933231649189 0.0502869354655369 0.04711984406754 0.0979571445323026 0.0569502080882749 0.0193488261180306 1.87 -1.38 -0.26 0.07
+"144" 2017-08-31 -0.00446950275158386 -0.0038550825938356 -0.00991305228083861 0.0106022023162231 0.0372509340571496 0.0339528946837488 0.0159656809696638 -0.0394871117573069 -0.00888434405896532 -0.0178639438065978 0.000546432811085573 0.16 -1.61 -2.22 0.09
+"145" 2017-10-31 0.0808999268242587 0.194590064090091 0.0595552679798736 0.0456560213256059 0.0652921591298559 0.116660016460016 -0.0438888669289393 -0.130136049856553 -0.0211298737150487 0.117353368579817 0.0221881353303497 2.25 -1.83 -0.08 0.09
+"146" 2017-11-30 0.0328602346913551 -0.00844735753377712 0.0388628295800073 0.0533806255138374 0.0364582219991536 0.0169836718649665 0.042274737359062 0.0811290562615214 0.0630875590831683 0.113618162382879 0.0280826276644586 3.12 -0.67 -0.04 0.08
+"147" 2018-01-31 0.0840107881989995 0.0428944227363204 0.0872691638969907 0.0440264105061574 -0.00569354031111946 0.110708245872451 -0.0531323186808693 -0.0240220349522657 0.0331732519330938 0.0794937653726042 0.0561787044441331 5.58 -2.92 -1.55 0.11
+"148" 2018-02-28 0.00312494893277293 0.0308349840687936 -0.00146979160647687 -0.0726981096474238 -0.0724675380501868 -0.00841499917272792 -0.0905721996435475 -0.0307074817795083 -0.117070638047956 -0.155628504281103 -0.0389473720618969 -3.65 0.28 -1.09 0.11
+"149" 2018-04-30 -0.00233411117031113 -0.00883254020443081 -0.00580510500155484 0.0569648053215006 0.0707253201189069 0.0246520029655954 -0.0790941151307608 -0.0696938792159091 0.0449800699341618 -0.0057324854091847 0.00271877513164354 0.29 1.13 0.56 0.14
+"150" 2018-05-31 -0.0254460792306122 0.0755247035629836 -0.0162712596167685 0.0245214643449267 -0.044374035973933 0.0614672434235934 0.011473648487645 -0.0116208073385234 -0.0340425342991446 -0.0610444017523571 0.0216083419652919 2.65 5.35 -3.21 0.14
+"151" 2018-07-31 0.0954237793484045 -0.0323879563719354 0.109161994107033 0.0591211820569935 0.00542441904259605 0.0757530563027065 0.045529560782019 0.0111096400385715 0.0383362430387282 0.0417978817706974 0.0360215562213673 3.19 -2.2 0.47 0.16
+"152" 2018-08-31 0.00161926609389651 0.0129840617146921 -0.00321872337509366 -0.0508047857251109 0.0361987739509901 0.0629927793748553 0.0255933357135774 -0.000938292423191434 0.0528658348350408 0.0805420967307902 0.0302632114660546 3.44 1.14 -4.13 0.16
+"153" 2018-10-31 -0.0665307746068285 -0.00866970378286458 -0.0270874671110866 0.0294903676264111 0.0574452569669588 -0.0661011955740398 0.0748959291781233 -0.0727690932546288 0.0811503092034831 0.0678306634646975 -0.0694033560244295 -7.68 -4.78 3.47 0.19
+"154" 2018-11-30 0.032727216938601 0.0584538521936764 0.0199046578961224 -0.0387984828518491 0.0722021217338864 0.0426838272078669 0.0657420070782555 0.0182528579699579 0.0562270423743019 -0.0262265426345434 0.017859356788849 1.69 -0.81 0.27 0.18
+"155" 2018-12-31 -0.127545710653406 -0.0482660654988204 -0.122043343514683 -0.0137400599039986 -0.0580341356018722 -0.0840472833789064 -0.0274045135917333 -0.0864276880436835 -0.0676616547021619 -0.0408774308861451 -0.0917768945965639 -9.55 -2.63 -1.49 0.19
+"156" 2019-01-31 0.155438285249618 0.00404859766024668 0.0688436220243518 0.044668029551306 0.00681429807794154 0.0281579517357455 0.057800367241845 0.0707158193595012 -0.0104118740869785 0.0287708273556304 0.0786844016550368 8.41 3 -0.6 0.21
+"157" 2019-02-28 0.0266410837498376 0.131062979909082 0.0083091837699063 0.0627570326051492 0.0348497601561553 0.0773575071247723 0.0215610438442484 0.0352628965558717 0.0337812904241421 0.0329750921662559 0.0297288891263523 3.4 2.07 -2.83 0.18
+"158" 2019-04-30 0.10837256399646 -0.0495344538069399 0.155171381963928 0.0246120308215323 0.0403895499493423 0.107342650530626 0.0305784457927785 0.00303838605499607 -0.0228442773890624 0.0544448010976535 0.0393134983956827 3.96 -1.7 1.96 0.21
+"159" 2019-05-31 -0.130150374946702 -0.131863065641105 -0.0869452753347214 0.0064101232605942 0.00941998489050611 -0.0494807243733169 -0.0335274401063373 -0.0122739019890084 -0.049658955112867 -0.00837353745852565 -0.0657777311892869 -6.94 -1.23 -2.35 0.21
+"160" 2019-07-31 0.0579309936622878 0.055984877852586 0.044912683911192 -0.0474104060281135 0.0147356570231219 0.017244034100802 0.0834877030751073 0.0314738199524545 -0.022374018019601 -0.000995630542163894 0.0131281521499778 1.19 -2.05 0.17 0.19
+"161" 2019-09-30 0.0673303217296188 0.0869015288437727 0.0712724178670867 0.0254618292464281 -0.0149561490441545 0.00848675940375476 0.0345171491061209 0.0731707059572777 0.0378268590806714 0.0386837025255287 0.0171811778292086 1.43 -0.96 6.81 0.18
+"162" 2019-10-31 0.0719917647480084 0.0970308258677555 0.0699354045602856 0.0239003552135184 -0.0838806155765899 0.0312162161798435 0.00743976902164123 0.0312096083946154 0.0122464450355315 -0.0119648840940784 0.0204317707305031 2.06 0.26 -2.04 0.15
+"163" 2019-12-31 0.0627938635034069 0.0310077682425294 0.0579842367148731 0.0368421120157401 0.0160943596208434 0.0417491608600518 0.0232672904779048 0.0454787527172127 0.0192562175439057 0.00237679566624216 0.0285898189647169 2.77 0.68 1.93 0.14
+"164" 2020-01-31 -0.0678591293240518 0.0681704256987414 -0.0444065350029115 -0.045890099750316 0.0827892572332918 0.0794547180590326 0.00368607733062887 -0.0244744444607308 -0.0218470560917788 -0.036603804483552 -0.00162809258222019 -0.11 -3.1 -6.37 0.13
+"165" 2020-03-31 -0.250334665646399 -0.025216187519203 -0.22461459488342 -0.0900246020313155 -0.148426635014946 -0.026541529411091 -0.028526032083014 -0.172345323799373 -0.00793950737929339 0.0598323214685561 -0.125119282459823 -13.39 -5.15 -14.17 0.12
+"166" 2020-04-30 0.132830835035135 0.108277910791877 0.0746982923044925 0.0635260065167047 0.134321128657088 0.136326137378538 0.0786915708105862 0.0636709614713449 0.0807342889037346 0.0697939905346956 0.126844038256638 13.65 2.76 -1.18 0
+"167" 2020-06-30 -0.00847294208145377 -0.0492610465451413 -0.0333984183256294 0.0532274276856497 -0.00992920404833397 0.110559308398223 0.0314872459575157 -0.0204148118765819 -0.0392122770135201 -0.0344994180792865 0.0183883963574947 2.45 2.68 -2.19 0.01
+"168" 2020-07-31 0.0475789506888982 -0.202239704648474 0.0374411038270401 0.155579699498689 0.053179399849558 0.00737065168399376 0.103516045310748 -0.00450717956287572 0.0543350117583667 0.0803139043635337 0.0551013214412357 5.77 -2.31 -1.27 0.01