library(tidyverse)
Nice Example: Here is a nice example from the tidyr website.
stocks <- data.frame(
time = as.Date('2009-01-01') + 0:9,
X = rnorm(10, 0, 1),
Y = rnorm(10, 0, 2),
Z = rnorm(10, 0, 4)
)
stocks
stocksm <- stocks %>% gather(stock, price, -time)
stocksm
stocksm %>% spread(stock, price)
#> time X Y Z
#> 1 2009-01-01 -0.25148344 0.03835518 -0.9835856
#> 2 2009-01-02 0.44479712 0.05912151 -4.7102532
#> 3 2009-01-03 2.75541758 1.09965508 -3.9034025
#> 4 2009-01-04 0.04653138 -4.54822971 4.2602293
#> 5 2009-01-05 0.57770907 5.36511437 0.5266825
#> 6 2009-01-06 0.11819487 -0.72244251 1.9545152
#> 7 2009-01-07 -1.91172049 0.42671150 -6.7978023
#> 8 2009-01-08 0.86208648 2.14869176 -5.8829452
#> 9 2009-01-09 -0.24323674 -1.33017650 1.1366014
#> 10 2009-01-10 -0.20608719 2.22790484 5.3492817
stocksm %>% spread(time, price)
#> stock 2009-01-01 2009-01-02 2009-01-03 2009-01-04 2009-01-05 2009-01-06
#> 1 X -0.25148344 0.44479712 2.755418 0.04653138 0.5777091 0.1181949
#> 2 Y 0.03835518 0.05912151 1.099655 -4.54822971 5.3651144 -0.7224425
#> 3 Z -0.98358565 -4.71025324 -3.903402 4.26022928 0.5266825 1.9545152
#> 2009-01-07 2009-01-08 2009-01-09 2009-01-10
#> 1 -1.9117205 0.8620865 -0.2432367 -0.2060872
#> 2 0.4267115 2.1486918 -1.3301765 2.2279048
#> 3 -6.7978023 -5.8829452 1.1366014 5.3492817
Download some stock market data. Nice and tidy.
Using quantmod
library(quantmod)
getSymbols("GOOG",src="yahoo") # from yahoo finance
[1] "GOOG"
getSymbols("GOOG",src="yahoo")
[1] "GOOG"
barChart(GOOG)
![](data:image/png;base64,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)
GOOG %>% head()
GOOG.Open GOOG.High GOOG.Low GOOG.Close GOOG.Volume GOOG.Adjusted
2007-01-03 231.4944 236.7899 229.0652 232.2842 15513200 232.2842
2007-01-04 232.9847 240.4114 232.6618 240.0686 15877700 240.0686
2007-01-05 239.6910 242.1749 237.5102 242.0209 13833500 242.0209
2007-01-08 242.2693 243.3522 239.5420 240.2276 9570600 240.2276
2007-01-09 241.1565 242.5475 239.0452 241.1814 10832700 241.1814
2007-01-10 240.6498 245.1803 239.4625 243.1486 12014600 243.1486
We will use the BatchGetSymbols R package to download stock market data.
library(BatchGetSymbols)
library(tidyverse)
# set dates
first.date <- Sys.Date() - 10
last.date <- Sys.Date()
# set tickers
tickers <- c('F','Goog','AAPL')
l.out <- BatchGetSymbols(tickers = tickers,
first.date = first.date,
last.date = last.date,
cache.folder = file.path(tempdir(),
'BGS_Cache') ) # cache in tempdir()
Running BatchGetSymbols for:
tickers = F, Goog, AAPL
Downloading data for benchmark ticker | Found cache file
F | yahoo (1|3) | Found cache file - OK!
Goog | yahoo (2|3) | Found cache file - Feels good!
AAPL | yahoo (3|3) | Found cache file - Well done!
print(l.out$df.control)
Is the data in a tidy format?
print(l.out$df.tickers)
l.out$df.tickers %>% ggplot(aes(x = ref.date, y = price.close)) +
geom_line() +
facet_wrap(~ticker, scales = 'free_y')
![](data:image/png;base64,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)
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