# Load Packages
library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr     1.1.4     ✔ readr     2.1.5
## ✔ forcats   1.0.0     ✔ stringr   1.5.1
## ✔ ggplot2   3.5.2     ✔ tibble    3.3.0
## ✔ lubridate 1.9.4     ✔ tidyr     1.3.1
## ✔ purrr     1.1.0     
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(tidyquant)
## Registered S3 method overwritten by 'quantmod':
##   method            from
##   as.zoo.data.frame zoo 
## ── Attaching core tidyquant packages ─────────────────────── tidyquant 1.0.11 ──
## ✔ PerformanceAnalytics 2.0.8      ✔ TTR                  0.24.4
## ✔ quantmod             0.4.28     ✔ xts                  0.14.1── Conflicts ────────────────────────────────────────── tidyquant_conflicts() ──
## ✖ zoo::as.Date()                 masks base::as.Date()
## ✖ zoo::as.Date.numeric()         masks base::as.Date.numeric()
## ✖ dplyr::filter()                masks stats::filter()
## ✖ xts::first()                   masks dplyr::first()
## ✖ dplyr::lag()                   masks stats::lag()
## ✖ xts::last()                    masks dplyr::last()
## ✖ PerformanceAnalytics::legend() masks graphics::legend()
## ✖ quantmod::summary()            masks base::summary()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

Stock Index

tq_index_options()
## [1] "DOW"       "DOWGLOBAL" "SP400"     "SP500"     "SP600"
data <- tq_index("SP400")
## Getting holdings for SP400

Stock Exchanges

tq_exchange_options()
## [1] "AMEX"   "NASDAQ" "NYSE"
data <- tq_exchange("NYSE")
## Getting data...

tq_get

Stock prices from Yahoo Finance

tq_get_options()
##  [1] "stock.prices"       "stock.prices.japan" "dividends"         
##  [4] "splits"             "economic.data"      "quandl"            
##  [7] "quandl.datatable"   "tiingo"             "tiingo.iex"        
## [10] "tiingo.crypto"      "alphavantager"      "alphavantage"      
## [13] "rblpapi"
stock <- tq_get("MSFT")

Economic data from FRED

wti_price_usd <- tq_get("DCOILWTICO", get = "economic.data")
wti_price_usd
## # A tibble: 2,788 × 3
##    symbol     date       price
##    <chr>      <date>     <dbl>
##  1 DCOILWTICO 2015-01-01  NA  
##  2 DCOILWTICO 2015-01-02  52.7
##  3 DCOILWTICO 2015-01-05  50.0
##  4 DCOILWTICO 2015-01-06  48.0
##  5 DCOILWTICO 2015-01-07  48.7
##  6 DCOILWTICO 2015-01-08  48.8
##  7 DCOILWTICO 2015-01-09  48.4
##  8 DCOILWTICO 2015-01-12  46.1
##  9 DCOILWTICO 2015-01-13  45.9
## 10 DCOILWTICO 2015-01-14  48.5
## # ℹ 2,778 more rows
unemployment_nh <- tq_get("NHUR", get = "economic.data")
unemployment_nh
## # A tibble: 127 × 3
##    symbol date       price
##    <chr>  <date>     <dbl>
##  1 NHUR   2015-01-01   3.8
##  2 NHUR   2015-02-01   3.8
##  3 NHUR   2015-03-01   3.7
##  4 NHUR   2015-04-01   3.6
##  5 NHUR   2015-05-01   3.5
##  6 NHUR   2015-06-01   3.4
##  7 NHUR   2015-07-01   3.3
##  8 NHUR   2015-08-01   3.3
##  9 NHUR   2015-09-01   3.2
## 10 NHUR   2015-10-01   3.1
## # ℹ 117 more rows