suppressPackageStartupMessages({
library(tidyverse)
library(scales)
library(glue)
library(tidyquant)
library(DT)
library(lubridate)
library(treemapify)
})
S&P 500 Index
In this project we will analyze stocks in S&P 500 index (symbol: ^GSPC) which measures the stock performance of 500 large companies listed on stock exchanges in the United States (Wikipedia).
We can get daily values of the index using tq_get()
function of the tidyquant
package
sp <- tq_get("^GSPC", from = "1950-01-01")
sp %>%
select(-adjusted, -symbol) %>%
DT::datatable(
caption = "S&P 500 Raw Data",
options = list(
dom = 'tip',
pageLength = 10,
autoWidth = TRUE
),
rownames = FALSE) %>%
formatRound(columns = 2:5,digits = 2)
Let’s use ggplot
to plot the close
column vs date
(fill in the missing code)
sp %>%
ggplot(aes(x = date, y = close))+
geom_line(color= "steelblue")+
scale_x_date(breaks = pretty_breaks(8))+
scale_y_continuous(breaks = pretty_breaks(8), labels = comma_format(prefix = "$"))+
labs(x = "", y="", title = "S&P 500 Index")+
theme_bw()
![](data:image/png;base64,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)
A question: how much did the index S&P 500 gain since Jan 1, 1950?
sp %>%
summarise(gain = last(close)/first(close))
Annual returns can be calculated as the following
sp_annual_returns <-
sp %>%
tq_transmute(select = close,
mutate_fun = annualReturn,
col_rename = "gain") %>%
mutate(year= year(date))
sp_annual_returns %>%
mutate(is_pos = gain > 0) %>%
ggplot(aes(x = year, y = gain))+
geom_col(aes(fill = is_pos), width = 1,show.legend = FALSE)+
scale_x_continuous(breaks = pretty_breaks(8))+
scale_y_continuous(breaks = pretty_breaks(8), labels = percent_format(accuracy = 1))+
labs(x = "", y="", title = "Annual Returns S&P 500 Index")+
theme_bw()+
geom_smooth(method = "lm", se = FALSE, lty = "dashed", size = 0.5)
![](data:image/png;base64,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)
Average annual return
sp_annual_returns %>%
filter(year < 2020) %>%
summarise(average_gain = percent(mean(gain),accuracy = 0.01))
NA
Stocks comprising the S&P500 Index
df <- tq_index("SP500") %>%
select(symbol, company, weight, sector)
df %>%
DT::datatable(
caption = "S&P 500 Stocks",
filter = "top",
options = list(
dom = 'tip',
pageLength = 10,
autoWidth = TRUE
),
rownames = FALSE) %>%
formatPercentage(columns = 3,digits = 2)
Let’s now find the composition of the index based on various sectors
df %>%
group_by(sector) %>%
summarise(N= n(),
weight = sum(weight)) %>%
arrange(-weight) %>%
DT::datatable(
caption = "S&P 500 Breakdown by Sector",
options = list(
dom = 't',
pageLength = 11,
autoWidth = TRUE
),
rownames = FALSE) %>%
formatPercentage(columns = 3,digits = 2)
df %>%
ggplot(aes(area = weight, fill = fct_reorder(sector, weight, .fun = sum,.desc = TRUE),label = symbol, subgroup = sector))+
geom_treemap(alpha = 0.5, start = "topleft")+
geom_treemap_text(start = "topleft", size = 12)+
scale_fill_viridis_d(name = "Sector")
![](data:image/png;base64,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)
Which sector performed best since the beginning of the month?
qt<-
df %>%
pull(symbol) %>%
tq_get(from="2020-06-01")
dfj <-
qt %>%
filter(date > today()-ddays(7)) %>%
group_by(symbol) %>%
summarise(gain = last(close)/first(close)-1) %>%
left_join(df, by = "symbol")
dfj %>%
group_by(sector) %>%
summarise(average_gain = sum(gain*weight,na.rm = TRUE)/sum(weight,na.rm = TRUE)) %>%
arrange(-average_gain) %>%
DT::datatable(
caption = "Last Week Perfomance by Sector",
width = "500px",
options = list(
dom = 't',
pageLength = 11,
autoWidth = TRUE
),
rownames = FALSE) %>%
formatPercentage(columns = 2,digits = 2)
Which stocks had the highest gain in each sector?
dfj %>%
group_by(sector) %>%
top_n(1,gain) %>%
select(symbol, company, gain, sector) %>%
arrange(-gain) %>%
DT::datatable(
caption = "Best Stocks by Sector in June",
width = "500px",
options = list(
dom = 't',
pageLength = 11,
autoWidth = TRUE
),
rownames = FALSE) %>%
formatPercentage(columns = 3,digits = 2)
NA
LS0tCnRpdGxlOiAiSW50cm9kdWN0aW9uIHRvIFN0b2NrIE1hcmtldCBBbmFseXNpcyIKYXV0aG9yOiAiQWxleCIKb3V0cHV0OgogIGh0bWxfbm90ZWJvb2s6CiAgICBjb2RlX2ZvbGRpbmc6IGhpZGUKICAgIG51bWJlcl9zZWN0aW9uczogeWVzCiAgICB0aGVtZTogY2VydWxlYW4KICAgIHRvYzogeWVzCi0tLQoKYGBge3J9CnN1cHByZXNzUGFja2FnZVN0YXJ0dXBNZXNzYWdlcyh7CiAgbGlicmFyeSh0aWR5dmVyc2UpCiAgbGlicmFyeShzY2FsZXMpCiAgbGlicmFyeShnbHVlKQogIGxpYnJhcnkodGlkeXF1YW50KQogIGxpYnJhcnkoRFQpCiAgbGlicmFyeShsdWJyaWRhdGUpCiAgbGlicmFyeSh0cmVlbWFwaWZ5KQp9KQpgYGAKCiMgUyZQIDUwMCBJbmRleAoKSW4gdGhpcyBwcm9qZWN0IHdlIHdpbGwgYW5hbHl6ZSBzdG9ja3MgaW4gUyZQIDUwMCBpbmRleCAoc3ltYm9sOiBeR1NQQykgd2hpY2ggbWVhc3VyZXMgdGhlIHN0b2NrIHBlcmZvcm1hbmNlIG9mIDUwMCBsYXJnZSBjb21wYW5pZXMgbGlzdGVkIG9uIHN0b2NrIGV4Y2hhbmdlcyBpbiB0aGUgVW5pdGVkIFN0YXRlcyAoW1dpa2lwZWRpYV0oaHR0cHM6Ly9lbi53aWtpcGVkaWEub3JnL3dpa2kvUyUyNlBfNTAwX0luZGV4KSkuCgpXZSBjYW4gZ2V0IGRhaWx5IHZhbHVlcyBvZiB0aGUgaW5kZXggdXNpbmcgYHRxX2dldCgpYCBmdW5jdGlvbiBvZiB0aGUgYHRpZHlxdWFudGAgcGFja2FnZQoKYGBge3J9CnNwIDwtIHRxX2dldCgiXkdTUEMiLCBmcm9tID0gIjE5NTAtMDEtMDEiKSAKCnNwICU+JSAKICBzZWxlY3QoLWFkanVzdGVkLCAtc3ltYm9sKSAlPiUgCiAgRFQ6OmRhdGF0YWJsZSgKICAgIGNhcHRpb24gPSAiUyZQIDUwMCBSYXcgRGF0YSIsCiAgICBvcHRpb25zID0gbGlzdCgKICAgICAgZG9tID0gJ3RpcCcsCiAgICAgIHBhZ2VMZW5ndGggPSAxMCwKICAgICAgYXV0b1dpZHRoID0gVFJVRQogICAgKSwKICAgIHJvd25hbWVzID0gRkFMU0UpICU+JSAKICBmb3JtYXRSb3VuZChjb2x1bW5zID0gMjo1LGRpZ2l0cyA9IDIpCmBgYAoKTGV0J3MgdXNlIGBnZ3Bsb3RgIHRvIHBsb3QgdGhlIGBjbG9zZWAgY29sdW1uIHZzIGBkYXRlYCAgKGZpbGwgaW4gdGhlIG1pc3NpbmcgY29kZSkKCmBgYHtyfQpzcCAlPiUgIAogIGdncGxvdChhZXMoeCA9IGRhdGUsIHkgPSBjbG9zZSkpKwogIGdlb21fbGluZShjb2xvcj0gInN0ZWVsYmx1ZSIpKwogIHNjYWxlX3hfZGF0ZShicmVha3MgPSBwcmV0dHlfYnJlYWtzKDgpKSsKICBzY2FsZV95X2NvbnRpbnVvdXMoYnJlYWtzID0gcHJldHR5X2JyZWFrcyg4KSwgbGFiZWxzID0gY29tbWFfZm9ybWF0KHByZWZpeCA9ICIkIikpKwogIGxhYnMoeCA9ICIiLCB5PSIiLCB0aXRsZSA9ICJTJlAgNTAwIEluZGV4IikrCiAgdGhlbWVfYncoKQpgYGAKCgpBIHF1ZXN0aW9uOiBob3cgbXVjaCBkaWQgdGhlIGluZGV4IFMmUCA1MDAgZ2FpbiBzaW5jZSBKYW4gMSwgMTk1MD8KCmBgYHtyfQpzcCAlPiUgCiAgc3VtbWFyaXNlKGdhaW4gPSBsYXN0KGNsb3NlKS9maXJzdChjbG9zZSkpCmBgYAoKQW5udWFsIHJldHVybnMgY2FuIGJlIGNhbGN1bGF0ZWQgYXMgdGhlIGZvbGxvd2luZwoKYGBge3J9CnNwX2FubnVhbF9yZXR1cm5zIDwtIAogIHNwICU+JQogIHRxX3RyYW5zbXV0ZShzZWxlY3QgICAgID0gY2xvc2UsIAogICAgICAgICAgICAgICBtdXRhdGVfZnVuID0gYW5udWFsUmV0dXJuLAogICAgICAgICAgICAgICBjb2xfcmVuYW1lID0gImdhaW4iKSAlPiUgCiAgbXV0YXRlKHllYXI9IHllYXIoZGF0ZSkpCgoKCmBgYAoKCmBgYHtyLCBtZXNzYWdlID0gRkFMU0V9CnNwX2FubnVhbF9yZXR1cm5zICU+JSAKICBtdXRhdGUoaXNfcG9zID0gZ2FpbiA+IDApICU+JSAKICBnZ3Bsb3QoYWVzKHggPSB5ZWFyLCB5ID0gZ2FpbikpKwogIGdlb21fY29sKGFlcyhmaWxsID0gaXNfcG9zKSwgd2lkdGggPSAxLHNob3cubGVnZW5kID0gRkFMU0UpKwogIHNjYWxlX3hfY29udGludW91cyhicmVha3MgPSBwcmV0dHlfYnJlYWtzKDgpKSsKICBzY2FsZV95X2NvbnRpbnVvdXMoYnJlYWtzID0gcHJldHR5X2JyZWFrcyg4KSwgbGFiZWxzID0gcGVyY2VudF9mb3JtYXQoYWNjdXJhY3kgPSAxKSkrCiAgbGFicyh4ID0gIiIsIHk9IiIsIHRpdGxlID0gIkFubnVhbCBSZXR1cm5zIFMmUCA1MDAgSW5kZXgiKSsKICB0aGVtZV9idygpKwogIGdlb21fc21vb3RoKG1ldGhvZCA9ICJsbSIsIHNlID0gRkFMU0UsIGx0eSA9ICJkYXNoZWQiLCBzaXplICA9IDAuNSkKYGBgCgpBdmVyYWdlIGFubnVhbCByZXR1cm4KCmBgYHtyfQpzcF9hbm51YWxfcmV0dXJucyAlPiUgCiAgZmlsdGVyKHllYXIgPCAyMDIwKSAlPiUgCiAgc3VtbWFyaXNlKGF2ZXJhZ2VfZ2FpbiA9IHBlcmNlbnQobWVhbihnYWluKSxhY2N1cmFjeSA9IDAuMDEpKQoKYGBgCgojIFN0b2NrcyBjb21wcmlzaW5nIHRoZSBTJlA1MDAgSW5kZXgKCmBgYHtyLCBtZXNzYWdlPUZBTFNFfQpkZiA8LSB0cV9pbmRleCgiU1A1MDAiKSAlPiUgCiAgc2VsZWN0KHN5bWJvbCwgY29tcGFueSwgd2VpZ2h0LCBzZWN0b3IpCgpkZiAlPiUgCiAgRFQ6OmRhdGF0YWJsZSgKICAgIGNhcHRpb24gPSAiUyZQIDUwMCBTdG9ja3MiLAogICAgZmlsdGVyID0gInRvcCIsCiAgICBvcHRpb25zID0gbGlzdCgKICAgICAgZG9tID0gJ3RpcCcsCiAgICAgIHBhZ2VMZW5ndGggPSAxMCwKICAgICAgYXV0b1dpZHRoID0gVFJVRQogICAgKSwKICAgIHJvd25hbWVzID0gRkFMU0UpICU+JSAKICBmb3JtYXRQZXJjZW50YWdlKGNvbHVtbnMgPSAzLGRpZ2l0cyA9IDIpCmBgYAoKTGV0J3Mgbm93IGZpbmQgdGhlIGNvbXBvc2l0aW9uIG9mIHRoZSBpbmRleCBiYXNlZCBvbiB2YXJpb3VzIHNlY3RvcnMKCmBgYHtyLCBtZXNzYWdlPUZBTFNFfQpkZiAlPiUgCiAgZ3JvdXBfYnkoc2VjdG9yKSAlPiUgCiAgc3VtbWFyaXNlKE49IG4oKSwKICAgICAgICAgICAgd2VpZ2h0ID0gc3VtKHdlaWdodCkpICU+JSAKICBhcnJhbmdlKC13ZWlnaHQpICU+JSAKICBEVDo6ZGF0YXRhYmxlKAogICAgY2FwdGlvbiA9ICJTJlAgNTAwIEJyZWFrZG93biBieSBTZWN0b3IiLAogICAgb3B0aW9ucyA9IGxpc3QoCiAgICAgIGRvbSA9ICd0JywKICAgICAgcGFnZUxlbmd0aCA9IDExLAogICAgICBhdXRvV2lkdGggPSBUUlVFCiAgICApLAogICAgcm93bmFtZXMgPSBGQUxTRSkgJT4lIAogIGZvcm1hdFBlcmNlbnRhZ2UoY29sdW1ucyA9IDMsZGlnaXRzID0gMikKYGBgCgpgYGB7ciwgZmlnLmhlaWdodD0gMTAsIGZpZy53aWR0aCA9IDEyfQpkZiAlPiUgCiAgZ2dwbG90KGFlcyhhcmVhID0gd2VpZ2h0LCBmaWxsID0gZmN0X3Jlb3JkZXIoc2VjdG9yLCB3ZWlnaHQsIC5mdW4gPSBzdW0sLmRlc2MgPSBUUlVFKSxsYWJlbCA9IHN5bWJvbCwgc3ViZ3JvdXAgPSBzZWN0b3IpKSsKICBnZW9tX3RyZWVtYXAoYWxwaGEgPSAwLjUsIHN0YXJ0ID0gInRvcGxlZnQiKSsKICBnZW9tX3RyZWVtYXBfdGV4dChzdGFydCA9ICJ0b3BsZWZ0Iiwgc2l6ZSA9IDEyKSsKICBzY2FsZV9maWxsX3ZpcmlkaXNfZChuYW1lID0gIlNlY3RvciIpCmBgYAoKCldoaWNoIHNlY3RvciBwZXJmb3JtZWQgYmVzdCBzaW5jZSB0aGUgYmVnaW5uaW5nIG9mIHRoZSBtb250aD8KCgpgYGB7ciwgbWVzc2FnZT1GQUxTRSwgd2FybmluZz1GQUxTRX0KcXQ8LSAKICBkZiAlPiUgCiAgcHVsbChzeW1ib2wpICU+JSAKICB0cV9nZXQoZnJvbT0iMjAyMC0wNi0wMSIpCgpgYGAKCmBgYHtyLCBtZXNzYWdlPUZBTFNFLHdhcm5pbmc9RkFMU0V9CmRmaiA8LSAKICBxdCAlPiUgCiAgZmlsdGVyKGRhdGUgPiB0b2RheSgpLWRkYXlzKDcpKSAlPiUgCiAgZ3JvdXBfYnkoc3ltYm9sKSAlPiUgCiAgc3VtbWFyaXNlKGdhaW4gPSBsYXN0KGNsb3NlKS9maXJzdChjbG9zZSktMSkgJT4lIAogIGxlZnRfam9pbihkZiwgYnkgPSAic3ltYm9sIikKYGBgCgpgYGB7cixtZXNzYWdlPUZBTFNFfQpkZmogJT4lIAogIGdyb3VwX2J5KHNlY3RvcikgJT4lIAogIHN1bW1hcmlzZShhdmVyYWdlX2dhaW4gPSBzdW0oZ2Fpbip3ZWlnaHQsbmEucm0gPSBUUlVFKS9zdW0od2VpZ2h0LG5hLnJtID0gVFJVRSkpICU+JSAKICBhcnJhbmdlKC1hdmVyYWdlX2dhaW4pICU+JSAKICBEVDo6ZGF0YXRhYmxlKAogICAgY2FwdGlvbiA9ICJMYXN0IFdlZWsgUGVyZm9tYW5jZSBieSBTZWN0b3IiLAogICAgd2lkdGggPSAiNTAwcHgiLAogICAgb3B0aW9ucyA9IGxpc3QoCiAgICAgIGRvbSA9ICd0JywKICAgICAgcGFnZUxlbmd0aCA9IDExLAogICAgICBhdXRvV2lkdGggPSBUUlVFCiAgICApLAogICAgcm93bmFtZXMgPSBGQUxTRSkgJT4lIAogIGZvcm1hdFBlcmNlbnRhZ2UoY29sdW1ucyA9IDIsZGlnaXRzID0gMikKYGBgCgpXaGljaCBzdG9ja3MgaGFkIHRoZSBoaWdoZXN0IGdhaW4gaW4gZWFjaCBzZWN0b3I/CgpgYGB7cn0KZGZqICU+JSAKICBncm91cF9ieShzZWN0b3IpICU+JSAKICB0b3BfbigxLGdhaW4pICU+JSAKICBzZWxlY3Qoc3ltYm9sLCBjb21wYW55LCBnYWluLCBzZWN0b3IpICU+JSAKICBhcnJhbmdlKC1nYWluKSAlPiUgCiAgRFQ6OmRhdGF0YWJsZSgKICAgIGNhcHRpb24gPSAiQmVzdCBTdG9ja3MgYnkgU2VjdG9yIGluIEp1bmUiLAogICAgd2lkdGggPSAiNTAwcHgiLAogICAgb3B0aW9ucyA9IGxpc3QoCiAgICAgIGRvbSA9ICd0JywKICAgICAgcGFnZUxlbmd0aCA9IDExLAogICAgICBhdXRvV2lkdGggPSBUUlVFCiAgICApLAogICAgcm93bmFtZXMgPSBGQUxTRSkgJT4lIAogIGZvcm1hdFBlcmNlbnRhZ2UoY29sdW1ucyA9IDMsZGlnaXRzID0gMikKICAKYGBgCgoKIyBJbmRpdmlkdWFsIFN0b2NrcyBQZXJmb3JtYW5jZQoKIyMgQ2FuZGxlc3RpY2sgUGxvdAoKYGBge3IsZmlnLndpZHRoPTEyLCBmaWcuaGVpZ2h0PTR9CmMoIkFBUEwiKSAlPiUgCiAgdHFfZ2V0KGZyb20gPSAiMjAyMC0wMS0wMSIpICU+JSAKICBnZ3Bsb3QoYWVzKGRhdGUsIGNsb3NlKSkrCiAgZ2VvbV9jYW5kbGVzdGljayhhZXMob3BlbiA9IG9wZW4sIGhpZ2ggPSBoaWdoLCBsb3cgPSBsb3csIGNsb3NlID0gY2xvc2UpKSArCiAgc2NhbGVfeV9jb250aW51b3VzKGJyZWFrcyA9IGJyZWFrc19leHRlbmRlZCg2KSwgbGFiZWxzID0gY29tbWFfZm9ybWF0KHByZWZpeCA9ICIkIikpKwogIHNjYWxlX3hfZGF0ZShicmVha3MgPSBwcmV0dHlfYnJlYWtzKDYpKSsKICBmYWNldF93cmFwKH5zeW1ib2wsIHNjYWxlcyA9ICJmcmVlX3kiKSArCiAgdGhlbWVfdHEoKSsKICBsYWJzKHg9ICIiLHk9ICIiKQogIApgYGAKCgoKCgoKCgo=