Copy from: MORTGAGE RATES IN THE 21ST CENTURY

df2 <- df.rates %>% spread(symbol,price)


knitr::kable(head(df2,10))

Then we can group by this date variable and compute averages of the daily Treasury yields.

Make the code more readable by creating a fucntion

myr0 <- function(x, a= 0.02){
  geo_ribbon(alpha = a, 
             color =NA, 
             aes(ymin=0, ymax=min(x,!!var)))
}

myr <- function(x, a= 0.02){
  geom_ribbon(alpha =a , 
              color =NA,
              aes(ymin-min(x,!!var)))
}

Yield Curve Plot

Animation

oopt<-ani.options(interval=1/10)
suppressMessages(
  saveGIF({for (i in i.start:N){
  g<- myplotf(i)
  print(g)
  print(paste(i-i.start+1,"out of",N-i.start))
    ani.pause()
  }
    for (ii in 1:20){
      print(g)
      ani.pause()
      print(paste(ii,"out of",20))
    }
  }, movie.name = "ycv2_2018.gif",  ani.width=1200, ani.height=1200)  # set YOURDIRECTORY where you want to save file
)
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[1] FALSE

Further study and modification

---
title: "Mortage"
output: html_notebook
---



Copy from:  [MORTGAGE RATES IN THE 21ST CENTURY](http://lenkiefer.com/2018/07/07/mortgage-rates-in-the-21st-century/)

```{r setup, include=FALSE}
knitr::opts_chunk$set(echo = TRUE, cache = TRUE)

indent1 = '    '
indent2 = paste(rep(indent1, 2), collapse='')
indent3 = paste(rep(indent1, 3), collapse='')

doeval = TRUE
doecho = FALSE

# default dependancy
library(knitr)       # for kable 
#library(tidyverse)   # column as nested data  frame
library(lubridate)  # applying the `month` function to extract month from date
                     # the pacakge `tidyverse` is dependent on the package `lubridate`
#library(conflicted) # `conflicted` library always make trouble not debuggable or readable


# yet another example
# [gganimate](https://github.com/thomasp85/gganimate)
library(gapminder)

library(scales)
library(cowplot)  #for arranging plots
library(lubridate)
library(tidyquant)

library(animation)
```


```{r import data, message = FALSE}
tickers <- c("DGS3MO",
             "DGS1",
             "DGS2",
             "DGS3",
             "DGS5",
             "DGS7",
             "DGS10", 
             "MORTGAGE30US")

df.rates <- tidyquant::tq_get(tickers,get="economic.data",from="2000-01-01")

df.rates %>% head
```



```{r message=FALSE}
df2 <- df.rates %>% spread(symbol,price)


knitr::kable(head(df2,10))
```




```{r, message = FALSE}
df2 <- df2 %>%
  mutate(id = as.numeric(rel(!is.na(MORTGAGE30US))),
        id2 = cumsum(id) + 1*(id == 0)) %>%
  mutate(date2=ifelse(id==1,date,NA)) %>% 
  fill(date2, .direction = "up") %>%
  mutate(date2 = base::as.Date(date2,origin = "1970-01-01"))

knitr::kable(head(df2, 10))
```


# Then we can group by this date variable and compute averages of the daily Treasury yields.


```{r Regroup, message=FALSE}
df3 <- 
  df2 %>%
  group_by(date2) %>% 
  # de-select date id and `id2`
  select(-date,-id,-id2) %>% 
  summarize_all(mean, na.rm=T) %>% 
  rename(date=date2) %>%
  mutate(year=year(date), 
         yearf=factor(year), #will use for color later
         spread10y2y=DGS10-DGS2)

knitr::kable(head(df3,10))
```


```{r Functions for colors, message=FALSE}
  # Function for colors ----
  #####################################################################################
  ## Make Color Scale ----  ##
  #####################################################################################
  my_colors <- c(
    "green"      = rgb(103,180,75, maxColorValue = 256),
    "green2"      = rgb(147,198,44, maxColorValue = 256),
    "lightblue"  =  rgb(9, 177,240, maxColorValue = 256),
    "lightblue2" = rgb(173,216,230, maxColorValue = 256),
    'blue'       = "#00aedb",
    'red'        = "#d11141",
    'orange'     = "#f37735",
    'yellow'     = "#ffc425",
    'gold'       = "#FFD700",
    'light grey' = "#cccccc",
    'purple'     = "#551A8B",
    'dark grey'  = "#8c8c8c")
  
  
  my_cols <- function(...) {
    cols <- c(...)
    if (is.null(cols))
      return (my_colors)
    my_colors[cols]
  }
  
  
  my_palettes <- list(
    `main`  = my_cols("blue", "green", "yellow"),
    `cool`  = my_cols("blue", "green"),
    `hot`   = my_cols("yellow", "orange", "red"),
    `mixed` = my_cols("lightblue", "green", "yellow", "orange", "red"),
    `mixed2` = my_cols("lightblue2","lightblue", "green", "green2","yellow","gold", "orange", "red"),
    `mixed3` = my_cols("lightblue2","lightblue", "green", "yellow","gold", "orange", "red"),
    `mixed4` = my_cols("lightblue2","lightblue", "green", "green2","yellow","gold", "orange", "red","purple"),
    `mixed5` = my_cols("lightblue","green", "green2","yellow","gold", "orange", "red","purple","blue"),
    `mixed6` = my_cols("green", "gold", "orange", "red","purple","blue"),
    `grey`  = my_cols("light grey", "dark grey")
  )
  
  
  my_pal <- function(palette = "main", reverse = FALSE, ...) {
    pal <- my_palettes[[palette]]
    
    if (reverse) pal <- rev(pal)
    
    colorRampPalette(pal, ...)
  }
  
  
  scale_color_mycol <- function(palette = "main", discrete = TRUE, reverse = FALSE, ...) {
    pal <- my_pal(palette = palette, reverse = reverse)
    
    if (discrete) {
      discrete_scale("colour", paste0("my_", palette), palette = pal, ...)
    } else {
      scale_color_gradientn(colours = pal(256), ...)
    }
  }
  
  
  
  scale_fill_mycol <- function(palette = "main", discrete = TRUE, reverse = FALSE, ...) {
    pal <- my_pal(palette = palette, reverse = reverse)
    
    if (discrete) {
      discrete_scale("fill", paste0("my_", palette), palette = pal, ...)
    } else {
      scale_fill_gradientn(colours = pal(256), ...)
    }
  }

```



```{r plot, message=FALSE}

 df.mtg<- 
  df.rates%>%dplyr::filter(symbol=="MORTGAGE30US", year(date)>=2000) %>%
    mutate(year=year(date), 
           yearf=factor(year)) %>% 
  group_by(year) %>% 
  mutate(week=row_number()) %>% 
  ungroup()
  
  df.mtg$year <- year(df.mtg$date)
  dlist <- unique(df.mtg$date)
  N <- length(dlist)
  
  dlist <- unique(df.mtg$date)
  N <- length(dlist)
  W <- max(df.mtg$week)
  
  lp<- tail(df.mtg,1)$price
  g.line <- 
    ggplot(data=df.mtg ,
           aes(x=date,y=price, fill=yearf,color=yearf))+
    geom_ribbon(alpha=0.4, color=NA, aes(ymin=lp,ymax=price))+
    geom_ribbon(alpha=0.05, color=NA, aes(ymin=3.5,ymax=price))+
    geom_ribbon(alpha=0.05,  color=NA, aes(ymin=3,ymax=price))+
    geom_ribbon(alpha=0.05, color=NA, aes(ymin=2.5,ymax=price))+
    geom_ribbon(alpha=0.05, color=NA, aes(ymin=1,ymax=price))+
    geom_ribbon(alpha=0.05, color=NA, aes(ymin=0,ymax=price))+
    geom_hline(yintercept=lp, linetype=2)+
    geom_line(size=1.1)+
    scale_color_mycol("mixed5")+
    scale_fill_mycol("mixed5")+
    theme_minimal(base_size=16)+
    theme(legend.position="none")+
    geom_text( data= filter(df.mtg, year> 1999 & week==26 & year<2018 | (year==2018 & week==14)), 
               aes(y=3.25,label=yearf),size=3)+
    scale_y_continuous(limits=c(0,9.1),breaks=seq(0,9,1),sec.axis=dup_axis(),expand=c(0,0))+
    scale_x_date(limits=as.Date(c("2000-01-01","2018-07-15")),date_breaks="1 year",date_labels="%Y",expand=c(0,0))+
    labs(x="",y="30-year fixed mortgage rate (%)\n",
         subtitle="U.S. weekly average mortgage rates\ndotted line 4.52%, weekly average for July 05, 2018",
         title="Mortgage rate trends",
         caption="@lenkiefer Source: Freddie Mac Primary Mortgage Market Survey")+
    theme(plot.caption=element_text(hjust=0))
  g.line
```



## Make the code more readable by creating a fucntion

```{r myr0,myr funciton, message = FALSE}
myr0 <- function(x, a= 0.02){
  geo_ribbon(alpha = a, 
             color =NA, 
             aes(ymin=0, ymax=min(x,!!var)))
}

myr <- function(x, a= 0.02){
  geom_ribbon(alpha =a , 
              color =NA,
              aes(ymin-min(x,!!var)))
}

```




```{r main body, message= FALSE}
myf <- function(var=DGS10, my.ylab=NULL){
    var <-  enquo(var)

    if(missing(my.ylab)) {my.ylab=var} 
    
    myr0 <- function(x, a=0.02){
    geom_ribbon(alpha=a, color=NA, aes(ymin=0,ymax=min(x, !!var )))    
      }
    
    myr <- function(x, a=0.02){
      geom_ribbon(alpha=a, color=NA, aes(ymin=min(x, !!var )))    
      }
    
    ggplot(data=df3 ,
           aes(x=date,y=!!var, ymax= !! var , fill=yearf,color=yearf))+
      geom_line()+
      geom_ribbon(alpha=0.5, color=NA, aes(ymin=last(!!var)))+
      map(c(0,pull(df3,!!var) %>% min()) %>% pretty(12), myr0, a=0.01)+
      map(c(0,pull(df3,!!var) %>% last()) %>% pretty(12), myr, a=0.015)+
      
      geom_hline(aes(yintercept=last(!!var)), linetype=2)+
      geom_line(size=1.1)+
      scale_color_mycol("mixed5")+
      scale_fill_mycol("mixed5")+
      theme_minimal(base_size=14)  +
      theme(legend.position="none")+
      scale_y_continuous(breaks=seq(0,9,1),
                         #limits=c(0,9.1),
                         sec.axis=dup_axis(),expand=c(0,0))+
      scale_x_date(limits=as.Date(c("2000-01-01","2018-07-15")),date_breaks="1 year",date_labels="%Y",expand=c(0,0))+
      labs(x="",y=my.ylab,
           subtitle="Dotted line at last observation",
           title="Rate trends",
           caption="Source: Federal Reserve H.15, Freddie Mac Primary Mortgage Market Survey\nWeekly averages (daily Treasury yields averaged over week ending Thursday)\n@lenkiefer ")+
      theme(plot.caption=element_text(hjust=0))
  }
  
  myf(var=DGS10, my.ylab="10-year Treasury Yield (%)")+ labs(title="U.S. Treasury Yields: 10-year Constant Maturity")
```



```{r `myf`/plot applied to `spread10y2y`, message=FALSE}
myf(spread10y2y)+ 
  labs(title="U.S. Treasury Yield Curve Slope: 10-year minus 2-year", 
       y="10-year CMT - 2-year CMT (%)")
```





# Yield Curve Plot

```{r Yield Curve plot, message= FALSE}
# for yield curve ----
yc <- data.frame(symbol=c("DGS3MO",
                          "DGS1",
                          "DGS2",
                          "DGS3",
                          "DGS5",
                          "DGS7",
                          "DGS10"),
                 months=c(3,12,24,36,60,84,120),
                 ttm=c("3 months","1 year", "2 years","3 years","5 years","7 years","10 years")) %>% as.tbl

df.yc <- df.rates %>%
  left_join(yc,by="symbol") %>% 
  filter(symbol !="MORTGAGE30US") %>%  # drop mortgage rate data of "MORTGAGE30US"
  filter(!is.na(price))  # remove the unavailable price
knitr::kable(head(df.yc,10))

```




```{r Main part for YC plot,message= FALSE}
dlist.yc <- unique(df.yc$date)
N <- length(dlist.yc)
# dlist.yc[year(dlist.yc)==2018] find starting dates row number = 4504

i.start <- 4504

myplotf <- function(i=i.start){
in.df <- filter(df.yc,date %in% dlist.yc[c(i-30,i)]) %>% 
  group_by(ttm) %>% 
  mutate(pmax=max(price), 
         pmin=min(price)) %>%
  mutate(p.up = ifelse(date==max(date),price, pmin),
         p.down = ifelse(date==max(date),price, pmax))

g.line <- 
ggplot(data=in.df, 
       aes(x=months,y=price, group=date, linetype=factor(date),color=factor(date)))+
  theme_minimal(base_size=14)+
  scale_x_continuous(breaks=yc$months, labels=yc$ttm)+
  geom_ribbon(aes(ymin=pmin, ymax=p.up, fill="up"),alpha=0.25,color=NA)+
  geom_ribbon(aes(ymin=pmax, ymax=p.down, fill="down"), alpha=0.25)+
  geom_point(size=4)+
  geom_path()+
  scale_color_mycol("mixed",reverse=T, name="Date")+
  scale_fill_mycol("mixed",reverse=T, name="Date")+
  guides(fill=F,linetype=F)+
  theme(legend.position="top")+
  labs(x="time to maturity",y="Yield (%)",
       title="U.S. Treasury Yield Curve",
       subtitle="Blue: current day, Red: 30 trading days prior")+
  scale_y_continuous(limits=c(0,3.5),breaks=seq(0,3.5,0.5))

g.bar <- 
ggplot(data=in.df, aes(x=months,
                       y=p.down-price))+
  geom_col(aes(fill="yield up"),
           alpha=0.5)+
  geom_col(aes(y=p.up-price,fill="yield down"),
           alpha=0.5)+
  theme_minimal(base_size=14)+
  scale_x_continuous(breaks=yc$months, 
                     labels=yc$ttm)+
  scale_y_continuous(limits=c(-0.6,0.6))+
  scale_color_mycol("mixed",
                    reverse=T, 
                    name="Change")+
  scale_fill_mycol("mixed",
                   reverse=T, 
                   name="Change")+
  # theme
  theme(legend.position="top",
        plot.caption=element_text(hjust=0))+
  labs(x="time to maturity",
       y="change in yield (%)",
       title="",
       caption="Source: Board of Governors of the Federal Reserve System (US), H.15 Selected Interest Rates
       \nretrieved from FRED, Federal Reserve Bank of St. Louis; July 6, 2018
       \n@lenkiefer ")

 g<- cowplot::plot_grid(g.line,g.bar,
                        ncol=1,
                        rel_heights = c(2,1), align="hv")  # use cowplot for multiple plots
}


myplotf(N) %>% print
```


# Animation

```{r animation, message = FALSE}
oopt<-ani.options(interval=1/10)

suppressMessages(
  saveGIF({for (i in i.start:N){
  g<- myplotf(i)
  print(g)
  print(paste(i-i.start+1,"out of",N-i.start))
    ani.pause()
  }
    for (ii in 1:20){
      print(g)
      ani.pause()
      print(paste(ii,"out of",20))
    }
  }, movie.name = "ycv2_2018.gif",  ani.width=1200, ani.height=1200)  # set YOURDIRECTORY where you want to save file
)
```


# Further study and modification

- [ ] Change the theme for wsj, bbg, nyt and economists;
- [ ] Understand the scripts and make it more readble;
- [ ] Change the plot to ploty?

