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November 11, 2023 18:12
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GDP Nowcast v. 10-yrs
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# Inspired by the work of Rich Falk-Wallace | |
library(tidyverse) | |
library(tidyquant) | |
library(timetk) | |
library(readxl) | |
library(plotly) | |
library(scales) | |
library(formattable) | |
url <- | |
"https://www.atlantafed.org/-/media/documents/cqer/researchcq/gdpnow/GDPTrackingModelDataAndForecasts.xlsx" | |
destfile <- "GDPTrackingModelDataAndForecasts.xlsx" | |
curl::curl_download(url, destfile) | |
treasury_fred_symbols <- | |
tibble( | |
symbol = c("DGS1MO","DGS3MO", | |
"DGS1", "DGS2", | |
"DGS5", "DGS10", | |
"DGS30" ), | |
name = c("one_month","three_month", | |
"one_year", "two_year", | |
"five_year", "ten_year", | |
"thirty_year") %>% | |
as_factor() | |
) | |
treasury_data <- | |
treasury_fred_symbols %>% | |
tq_get(get = "economic.data", from = "1979-01-01") %>% | |
rename(yield = price) %>% | |
mutate(yield = yield/100) | |
read_excel(destfile, sheet = "Contributions", | |
skip = 1) %>% | |
clean_names() %>% | |
select(date, `GDP Nowcast`= gdp_forecast) %>% | |
mutate(`GDP Nowcast` = `GDP Nowcast`/100, | |
date = ymd(date)) %>% | |
left_join( | |
treasury_data %>% | |
filter(str_detect(name, "ten")) %>% | |
select(date, `10-YR Yield` = yield) | |
) %>% | |
fill(`10-YR Yield`, .direction = c("down")) %>% | |
pivot_longer(-date) %>% | |
filter(date >= "2013-01-01") %>% | |
mutate(value = case_when(date <= "2022-02-01" & date >= "2020-01-01" ~ NA_real_, | |
TRUE ~ value) | |
) %>% | |
ggplot(aes(x = date, y = value, color = name)) + | |
geom_line() + | |
scale_color_manual(values = c("orange", "steelblue")) + | |
theme_minimal() + | |
scale_y_continuous(labels = percent_format(accuracy = 1), | |
breaks = pretty_breaks(n = 10)) + | |
scale_x_date(date_labels = "%b %Y", | |
date_breaks = "13 months") + | |
labs(x = "", y = "", title = "GDP Now v. 10-yr (2014-Present)", | |
color = "", caption = "Source: Rich Falk-Wallace") + | |
theme(plot.title = element_text(hjust = .5), | |
legend.position = c(.68, .88)) |
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