equityresearch: Equity Research in R

funs_used_in_file <- function(){

functions_used <- NCmisc::list.functions.in.file(file.choose())



funs_used <- functions_used %>%
  tibble(name = names(.),dat = .) %>%
  unnest(dat) %>%
  mutate(
    name = str_replace_all(name,"package:","") %>%
      str_replace_all("character\\(0\\)","local_package") %>%
      str_replace_all('\\"',"") %>%
      str_replace_all("c\\(","") %>%
      str_replace_all(",","") %>%
      str_replace_all("\\)","")
    )


n_space <- max(str_count(funs_used$name," "),na.rm=T)+1

funs_used <- funs_used %>%
  separate(name,paste0("name_",1:n_space),sep = " ",extra = "merge") %>%
  select(package_name = name_1,fun_used = dat) %>%
  na.omit()


funs_used %>% count(package_name) %>% arrange(desc(n)) %>% print()



funs_used




}


# ishares
ishs_links <- c("iShares Select Dividend ETF" = "https://www.ishares.com/us/products/239500/ishares-select-dividend-etf", "iShares Core S&P Total U.S. Stock Market ETF" = "https://www.ishares.com/us/products/239724/ishares-core-sp-total-us-stock-market-etf", "iShares U.S. Preferred Stock ETF" = "https://www.ishares.com/us/products/239826/ishares-us-preferred-stock-etf", "iShares Russell 3000 ETF" = "https://www.ishares.com/us/products/239714/ishares-russell-3000-etf", "iShares Nasdaq Biotechnology ETF" = "https://www.ishares.com/us/products/239699/ishares-nasdaq-biotechnology-etf", "iShares Core High Dividend ETF" = "https://www.ishares.com/us/products/239563/ishares-high-dividend-etf", "iShares Core S&P U.S. Growth ETF" = "https://www.ishares.com/us/products/239713/ishares-core-sp-us-growth-etf", "iShares Core Dividend Growth ETF" = "https://www.ishares.com/us/products/264623/ishares-core-dividend-growth-etf", "iShares Core S&P U.S. Value ETF" = "https://www.ishares.com/us/products/239715/ishares-core-sp-us-value-etf", "iShares U.S. Aerospace & Defense ETF" = "https://www.ishares.com/us/products/239502/ishares-us-aerospace-defense-etf", "iShares U.S. Technology ETF" = "https://www.ishares.com/us/products/239522/ishares-us-technology-etf", "iShares U.S. Medical Devices ETF" = "https://www.ishares.com/us/products/239516/ishares-us-medical-devices-etf", "iShares U.S. Healthcare ETF" = "https://www.ishares.com/us/products/239511/ishares-us-healthcare-etf", "iShares Expanded Tech-Software Sector ETF" = "https://www.ishares.com/us/products/239771/ishares-north-american-techsoftware-etf", "iShares U.S. Financials ETF" = "https://www.ishares.com/us/products/239508/ishares-us-financials-etf", "iShares U.S. Financial Services ETF" = "https://www.ishares.com/us/products/239509/ishares-us-financial-services-etf", "iShares Expanded Tech Sector ETF" = "https://www.ishares.com/us/products/239769/ishares-north-american-tech-etf", "iShares PHLX Semiconductor ETF" = "https://www.ishares.com/us/products/239705/ishares-phlx-semiconductor-etf", "iShares Dow Jones U.S. ETF" = "https://www.ishares.com/us/products/239513/ishares-dow-jones-us-etf", "iShares U.S. Healthcare Providers ETF" = "https://www.ishares.com/us/products/239510/ishares-us-healthcare-providers-etf", "iShares U.S. Home Construction ETF" = "https://www.ishares.com/us/products/239512/ishares-us-home-construction-etf", "iShares U.S. Industrials ETF" = "https://www.ishares.com/us/products/239514/ishares-us-industrials-etf", "iShares U.S. Consumer Services ETF" = "https://www.ishares.com/us/products/239506/ishares-us-consumer-services-etf", "iShares U.S. Energy ETF" = "https://www.ishares.com/us/products/239507/ishares-us-energy-etf", "iShares U.S. Utilities ETF" = "https://www.ishares.com/us/products/239524/ishares-us-utilities-etf", "iShares Transportation Average ETF" = "https://www.ishares.com/us/products/239501/ishares-transportation-average-etf", "iShares U.S. Regional Banks ETF" = "https://www.ishares.com/us/products/239521/ishares-us-regional-banks-etf", "iShares U.S. Consumer Goods ETF" = "https://www.ishares.com/us/products/239505/ishares-us-consumer-goods-etf", "iShares U.S. Basic Materials ETF" = "https://www.ishares.com/us/products/239503/ishares-us-basic-materials-etf", "iShares U.S. Telecommunications ETF" = "https://www.ishares.com/us/products/239523/ishares-us-telecommunications-etf", "iShares U.S. Pharmaceuticals ETF" = "https://www.ishares.com/us/products/239519/ishares-us-pharmaceuticals-etf", "iShares U.S. Oil & Gas Exploration & Production ETF" = "https://www.ishares.com/us/products/239517/ishares-us-oil-gas-exploration-production-etf", "iShares U.S. Broker-Dealers & Securities Exchanges ETF" = "https://www.ishares.com/us/products/239504/ishares-us-brokerdealers-etf", "iShares U.S. Oil Equipment & Services ETF" = "https://www.ishares.com/us/products/239518/ishares-us-oil-equipment-services-etf", "iShares U.S. Insurance ETF" = "https://www.ishares.com/us/products/239515/ishares-us-insurance-etf", "iShares North American Tech-Multimedia Networking ETF" = "https://www.ishares.com/us/products/239770/ishares-north-american-techmultimedia-networking-etf", "iShares ESG MSCI USA Small-Cap ETF" = "https://www.ishares.com/us/products/296644/ishares-esg-msci-usa-small-cap-etf-fund", "iShares U.S. Dividend and Buyback ETF" = "https://www.ishares.com/us/products/291387/ishares-u-s-dividend-and-buyback-etf-fund", "iShares Evolved U.S. Discretionary Spending ETF" = "https://www.ishares.com/us/products/292414/ishares-evolved-u-s-discretionary-spending-etf-fund", "iShares Evolved U.S. Innovative Healthcare ETF" = "https://www.ishares.com/us/products/292423/ishares-evolved-u-s-innovative-healthcare-etf-fund", "iShares Evolved U.S. Media and Entertainment ETF" = "https://www.ishares.com/us/products/292424/ishares-evolved-u-s-media-and-entertainment-etf-fund", "iShares Evolved U.S. Technology ETF" = "https://www.ishares.com/us/products/292425/ishares-evolved-u-s-technology-etf-fund", "iShares U.S. Infrastructure ETF" = "https://www.ishares.com/us/products/294315/ishares-u-s-infrastructure-etf-fund", "iShares Evolved U.S. Financials ETF" = "https://www.ishares.com/us/products/292421/ishares-evolved-u-s-financials-etf-fund", "iShares Evolved U.S. Healthcare Staples ETF" = "https://www.ishares.com/us/products/292422/ishares-evolved-u-s-healthcare-staples-etf-fund", "iShares Evolved U.S. Consumer Staples ETF" = "https://www.ishares.com/us/products/292415/ishares-evolved-u-s-consumer-staples-etf-fund", "iShares Core S&P 500 ETF" = "https://www.ishares.com/us/products/239726/ishares-core-sp-500-etf", "iShares S&P 500 Growth ETF" = "https://www.ishares.com/us/products/239725/ishares-sp-500-growth-etf", "iShares S&P 500 Value ETF" = "https://www.ishares.com/us/products/239728/ishares-sp-500-value-etf", "iShares S&P 100 ETF" = "https://www.ishares.com/us/products/239723/ishares-sp-100-etf", "iShares Russell Top 200 Growth ETF" = "https://www.ishares.com/us/products/239720/ishares-russell-top-200-growth-etf", "iShares Morningstar Large-Cap Growth ETF" = "https://www.ishares.com/us/products/239580/ishares-morningstar-largecap-growth-etf", "iShares Morningstar Large-Cap ETF" = "https://www.ishares.com/us/products/239579/ishares-morningstar-largecap-etf", "iShares Morningstar Large-Cap Value ETF" = "https://www.ishares.com/us/products/239581/ishares-morningstar-largecap-value-etf", "iShares Russell Top 200 Value ETF" = "https://www.ishares.com/us/products/239722/ishares-russell-top-200-value-etf", "iShares Russell Top 200 ETF" = "https://www.ishares.com/us/products/239721/ishares-russell-top-200-etf", "iShares Russell 1000 Growth ETF" = "https://www.ishares.com/us/products/239706/ishares-russell-1000-growth-etf", "iShares Russell 1000 Value ETF" = "https://www.ishares.com/us/products/239708/ishares-russell-1000-value-etf", "iShares Edge MSCI Min Vol USA ETF" = "https://www.ishares.com/us/products/239695/ishares-msci-usa-minimum-volatility-etf", "iShares Russell 1000 ETF" = "https://www.ishares.com/us/products/239707/ishares-russell-1000-etf", "iShares Edge MSCI USA Momentum Factor ETF" = "https://www.ishares.com/us/products/251614/ishares-msci-usa-momentum-factor-etf", "iShares Edge MSCI USA Quality Factor ETF" = "https://www.ishares.com/us/products/256101/ishares-msci-usa-quality-factor-etf", "iShares Edge MSCI USA Value Factor ETF" = "https://www.ishares.com/us/products/251616/ishares-msci-usa-value-factor-etf", "iShares MSCI KLD 400 Social ETF" = "https://www.ishares.com/us/products/239667/ishares-msci-kld-400-social-etf", "iShares Edge MSCI Multifactor USA ETF" = "https://www.ishares.com/us/products/272824/ishares-msci-usa-multi-factor-etf", "iShares MSCI USA ESG Select ETF" = "https://www.ishares.com/us/products/239692/ishares-msci-usa-esg-select-etf", "iShares Edge MSCI USA Size Factor ETF" = "https://www.ishares.com/us/products/251465/ishares-msci-usa-size-factor-etf", "iShares MSCI USA Equal Weighted ETF" = "https://www.ishares.com/us/products/239693/ishares-msci-usa-etf", "iShares ESG MSCI USA ETF" = "https://www.ishares.com/us/products/286007/ishares-esg-msci-usa-etf-fund", "iShares Russell 1000 Pure U.S. Revenue ETF" = "https://www.ishares.com/us/products/290127/ishares-russell-1000-pure-u-s-revenue-etf-fund", "iShares Core S&P Mid-Cap ETF" = "https://www.ishares.com/us/products/239763/ishares-core-sp-midcap-etf", "iShares Russell Mid-Cap ETF" = "https://www.ishares.com/us/products/239718/ishares-russell-midcap-etf", "iShares Russell Mid-Cap Value ETF" = "https://www.ishares.com/us/products/239719/ishares-russell-midcap-value-etf", "iShares Russell Mid-Cap Growth ETF" = "https://www.ishares.com/us/products/239717/ishares-russell-midcap-growth-etf", "iShares S&P Mid-Cap 400 Growth ETF" = "https://www.ishares.com/us/products/239762/ishares-sp-midcap-400-growth-etf", "iShares S&P Mid-Cap 400 Value ETF" = "https://www.ishares.com/us/products/239764/ishares-sp-midcap-400-value-etf", "iShares Morningstar Mid-Cap ETF" = "https://www.ishares.com/us/products/239582/ishares-morningstar-midcap-etf", "iShares Morningstar Mid-Cap Value ETF" = "https://www.ishares.com/us/products/239584/ishares-morningstar-midcap-value-etf", "iShares Morningstar Mid-Cap Growth ETF" = "https://www.ishares.com/us/products/239583/ishares-morningstar-midcap-growth-etf", "iShares Russell 2500 ETF" = "https://www.ishares.com/us/products/288024/ishares-russell-2500-etf-fund", "iShares Russell 2000 ETF" = "https://www.ishares.com/us/products/239710/ishares-russell-2000-etf", "iShares Core S&P Small-Cap ETF" = "https://www.ishares.com/us/products/239774/ishares-core-sp-smallcap-etf", "iShares Russell 2000 Value ETF" = "https://www.ishares.com/us/products/239712/ishares-russell-2000-value-etf", "iShares Russell 2000 Growth ETF" = "https://www.ishares.com/us/products/239709/ishares-russell-2000-growth-etf", "iShares S&P Small-Cap 600 Value ETF" = "https://www.ishares.com/us/products/239775/ishares-sp-smallcap-600-value-etf", "iShares S&P Small-Cap 600 Growth ETF" = "https://www.ishares.com/us/products/239773/ishares-sp-smallcap-600-growth-etf", "iShares Micro-Cap ETF" = "https://www.ishares.com/us/products/239716/ishares-microcap-etf", "iShares Morningstar Small-Cap Value ETF" = "https://www.ishares.com/us/products/239588/ishares-morningstar-smallcap-value-etf", "iShares Morningstar Small-Cap ETF" = "https://www.ishares.com/us/products/239586/ishares-morningstar-smallcap-etf", "iShares Edge MSCI Multifactor USA Small-Cap ETF" = "https://www.ishares.com/us/products/272825/ishares-msci-usa-small-cap-multi-factor-etf", "iShares Morningstar Small-Cap Growth ETF" = "https://www.ishares.com/us/products/239587/ishares-morningstar-smallcap-growth-etf", "iShares Edge MSCI Min Vol USA Small-Cap ETF" = "https://www.ishares.com/us/products/284609/ishares-edge-msci-min-vol-usa-small-cap-etf-fund"
)

ishs_tbl <- structure(list(ticker = c("DVY", "ITOT", "PFF", "IWV", "IBB",
                                      "HDV", "IUSG", "DGRO", "IUSV", "ITA", "IYW", "IHI", "IYH", "IGV",
                                      "IYF", "IYG", "IGM", "IYY", "SOXX", "IYJ", "IHF", "ITB", "IYC",
                                      "IYE", "IDU", "IYT", "IAT", "IYK", "IYM", "IYZ", "IHE", "IEO",
                                      "IAI", "IEZ", "IAK", "IGN", "ESML", "DIVB", "IEDI", "IEIH", "IEME",
                                      "IETC", "IFRA", "IEFN", "IEHS", "IECS", "IVV", "IVW", "IVE",
                                      "OEF", "IWY", "JKE", "JKD", "JKF", "IWX", "IWL", "IWF", "IWD",
                                      "USMV", "IWB", "MTUM", "QUAL", "VLUE", "DSI", "LRGF", "SUSA",
                                      "SIZE", "EUSA", "ESGU", "AMCA", "IJH", "IWR", "IWS", "IWP", "IJK",
                                      "IJJ", "JKG", "JKI", "JKH", "SMMD", "IWM", "IJR", "IWN", "IWO",
                                      "IJS", "IJT", "IWC", "JKL", "JKJ", "SMLF", "JKK", "SMMV"), name = c("iShares Select Dividend ETF",
                                                                                                          "iShares Core S&P Total U.S. Stock Market ETF", "iShares U.S. Preferred Stock ETF",
                                                                                                          "iShares Russell 3000 ETF", "iShares Nasdaq Biotechnology ETF",
                                                                                                          "iShares Core High Dividend ETF", "iShares Core S&P U.S. Growth ETF",
                                                                                                          "iShares Core Dividend Growth ETF", "iShares Core S&P U.S. Value ETF",
                                                                                                          "iShares U.S. Aerospace & Defense ETF", "iShares U.S. Technology ETF",
                                                                                                          "iShares U.S. Medical Devices ETF", "iShares U.S. Healthcare ETF",
                                                                                                          "iShares Expanded Tech-Software Sector ETF", "iShares U.S. Financials ETF",
                                                                                                          "iShares U.S. Financial Services ETF", "iShares Expanded Tech Sector ETF",
                                                                                                          "iShares Dow Jones U.S. ETF", "iShares PHLX Semiconductor ETF",
                                                                                                          "iShares U.S. Industrials ETF", "iShares U.S. Healthcare Providers ETF",
                                                                                                          "iShares U.S. Home Construction ETF", "iShares U.S. Consumer Services ETF",
                                                                                                          "iShares U.S. Energy ETF", "iShares U.S. Utilities ETF", "iShares Transportation Average ETF",
                                                                                                          "iShares U.S. Regional Banks ETF", "iShares U.S. Consumer Goods ETF",
                                                                                                          "iShares U.S. Basic Materials ETF", "iShares U.S. Telecommunications ETF",
                                                                                                          "iShares U.S. Pharmaceuticals ETF", "iShares U.S. Oil & Gas Exploration & Production ETF",
                                                                                                          "iShares U.S. Broker-Dealers & Securities Exchanges ETF", "iShares U.S. Oil Equipment & Services ETF",
                                                                                                          "iShares U.S. Insurance ETF", "iShares North American Tech-Multimedia Networking ETF",
                                                                                                          "iShares ESG MSCI USA Small-Cap ETF", "iShares U.S. Dividend and Buyback ETF",
                                                                                                          "iShares Evolved U.S. Discretionary Spending ETF", "iShares Evolved U.S. Innovative Healthcare ETF",
                                                                                                          "iShares Evolved U.S. Media and Entertainment ETF", "iShares Evolved U.S. Technology ETF",
                                                                                                          "iShares U.S. Infrastructure ETF", "iShares Evolved U.S. Financials ETF",
                                                                                                          "iShares Evolved U.S. Healthcare Staples ETF", "iShares Evolved U.S. Consumer Staples ETF",
                                                                                                          "iShares Core S&P 500 ETF", "iShares S&P 500 Growth ETF", "iShares S&P 500 Value ETF",
                                                                                                          "iShares S&P 100 ETF", "iShares Russell Top 200 Growth ETF",
                                                                                                          "iShares Morningstar Large-Cap Growth ETF", "iShares Morningstar Large-Cap ETF",
                                                                                                          "iShares Morningstar Large-Cap Value ETF", "iShares Russell Top 200 Value ETF",
                                                                                                          "iShares Russell Top 200 ETF", "iShares Russell 1000 Growth ETF",
                                                                                                          "iShares Russell 1000 Value ETF", "iShares Edge MSCI Min Vol USA ETF",
                                                                                                          "iShares Russell 1000 ETF", "iShares Edge MSCI USA Momentum Factor ETF",
                                                                                                          "iShares Edge MSCI USA Quality Factor ETF", "iShares Edge MSCI USA Value Factor ETF",
                                                                                                          "iShares MSCI KLD 400 Social ETF", "iShares Edge MSCI Multifactor USA ETF",
                                                                                                          "iShares MSCI USA ESG Select ETF", "iShares Edge MSCI USA Size Factor ETF",
                                                                                                          "iShares MSCI USA Equal Weighted ETF", "iShares ESG MSCI USA ETF",
                                                                                                          "iShares Russell 1000 Pure U.S. Revenue ETF", "iShares Core S&P Mid-Cap ETF",
                                                                                                          "iShares Russell Mid-Cap ETF", "iShares Russell Mid-Cap Value ETF",
                                                                                                          "iShares Russell Mid-Cap Growth ETF", "iShares S&P Mid-Cap 400 Growth ETF",
                                                                                                          "iShares S&P Mid-Cap 400 Value ETF", "iShares Morningstar Mid-Cap ETF",
                                                                                                          "iShares Morningstar Mid-Cap Value ETF", "iShares Morningstar Mid-Cap Growth ETF",
                                                                                                          "iShares Russell 2500 ETF", "iShares Russell 2000 ETF", "iShares Core S&P Small-Cap ETF",
                                                                                                          "iShares Russell 2000 Value ETF", "iShares Russell 2000 Growth ETF",
                                                                                                          "iShares S&P Small-Cap 600 Value ETF", "iShares S&P Small-Cap 600 Growth ETF",
                                                                                                          "iShares Micro-Cap ETF", "iShares Morningstar Small-Cap Value ETF",
                                                                                                          "iShares Morningstar Small-Cap ETF", "iShares Edge MSCI Multifactor USA Small-Cap ETF",
                                                                                                          "iShares Morningstar Small-Cap Growth ETF", "iShares Edge MSCI Min Vol USA Small-Cap ETF"
                                      ), link = c("https://www.ishares.com/us/products/239500/ishares-select-dividend-etf",
                                                  "https://www.ishares.com/us/products/239724/ishares-core-sp-total-us-stock-market-etf",
                                                  "https://www.ishares.com/us/products/239826/ishares-us-preferred-stock-etf",
                                                  "https://www.ishares.com/us/products/239714/ishares-russell-3000-etf",
                                                  "https://www.ishares.com/us/products/239699/ishares-nasdaq-biotechnology-etf",
                                                  "https://www.ishares.com/us/products/239563/ishares-high-dividend-etf",
                                                  "https://www.ishares.com/us/products/239713/ishares-core-sp-us-growth-etf",
                                                  "https://www.ishares.com/us/products/264623/ishares-core-dividend-growth-etf",
                                                  "https://www.ishares.com/us/products/239715/ishares-core-sp-us-value-etf",
                                                  "https://www.ishares.com/us/products/239502/ishares-us-aerospace-defense-etf",
                                                  "https://www.ishares.com/us/products/239522/ishares-us-technology-etf",
                                                  "https://www.ishares.com/us/products/239516/ishares-us-medical-devices-etf",
                                                  "https://www.ishares.com/us/products/239511/ishares-us-healthcare-etf",
                                                  "https://www.ishares.com/us/products/239771/ishares-north-american-techsoftware-etf",
                                                  "https://www.ishares.com/us/products/239508/ishares-us-financials-etf",
                                                  "https://www.ishares.com/us/products/239509/ishares-us-financial-services-etf",
                                                  "https://www.ishares.com/us/products/239769/ishares-north-american-tech-etf",
                                                  "https://www.ishares.com/us/products/239513/ishares-dow-jones-us-etf",
                                                  "https://www.ishares.com/us/products/239705/ishares-phlx-semiconductor-etf",
                                                  "https://www.ishares.com/us/products/239514/ishares-us-industrials-etf",
                                                  "https://www.ishares.com/us/products/239510/ishares-us-healthcare-providers-etf",
                                                  "https://www.ishares.com/us/products/239512/ishares-us-home-construction-etf",
                                                  "https://www.ishares.com/us/products/239506/ishares-us-consumer-services-etf",
                                                  "https://www.ishares.com/us/products/239507/ishares-us-energy-etf",
                                                  "https://www.ishares.com/us/products/239524/ishares-us-utilities-etf",
                                                  "https://www.ishares.com/us/products/239501/ishares-transportation-average-etf",
                                                  "https://www.ishares.com/us/products/239521/ishares-us-regional-banks-etf",
                                                  "https://www.ishares.com/us/products/239505/ishares-us-consumer-goods-etf",
                                                  "https://www.ishares.com/us/products/239503/ishares-us-basic-materials-etf",
                                                  "https://www.ishares.com/us/products/239523/ishares-us-telecommunications-etf",
                                                  "https://www.ishares.com/us/products/239519/ishares-us-pharmaceuticals-etf",
                                                  "https://www.ishares.com/us/products/239517/ishares-us-oil-gas-exploration-production-etf",
                                                  "https://www.ishares.com/us/products/239504/ishares-us-brokerdealers-etf",
                                                  "https://www.ishares.com/us/products/239518/ishares-us-oil-equipment-services-etf",
                                                  "https://www.ishares.com/us/products/239515/ishares-us-insurance-etf",
                                                  "https://www.ishares.com/us/products/239770/ishares-north-american-techmultimedia-networking-etf",
                                                  "https://www.ishares.com/us/products/296644/ishares-esg-msci-usa-small-cap-etf-fund",
                                                  "https://www.ishares.com/us/products/291387/ishares-u-s-dividend-and-buyback-etf-fund",
                                                  "https://www.ishares.com/us/products/292414/ishares-evolved-u-s-discretionary-spending-etf-fund",
                                                  "https://www.ishares.com/us/products/292423/ishares-evolved-u-s-innovative-healthcare-etf-fund",
                                                  "https://www.ishares.com/us/products/292424/ishares-evolved-u-s-media-and-entertainment-etf-fund",
                                                  "https://www.ishares.com/us/products/292425/ishares-evolved-u-s-technology-etf-fund",
                                                  "https://www.ishares.com/us/products/294315/ishares-u-s-infrastructure-etf-fund",
                                                  "https://www.ishares.com/us/products/292421/ishares-evolved-u-s-financials-etf-fund",
                                                  "https://www.ishares.com/us/products/292422/ishares-evolved-u-s-healthcare-staples-etf-fund",
                                                  "https://www.ishares.com/us/products/292415/ishares-evolved-u-s-consumer-staples-etf-fund",
                                                  "https://www.ishares.com/us/products/239726/ishares-core-sp-500-etf",
                                                  "https://www.ishares.com/us/products/239725/ishares-sp-500-growth-etf",
                                                  "https://www.ishares.com/us/products/239728/ishares-sp-500-value-etf",
                                                  "https://www.ishares.com/us/products/239723/ishares-sp-100-etf",
                                                  "https://www.ishares.com/us/products/239720/ishares-russell-top-200-growth-etf",
                                                  "https://www.ishares.com/us/products/239580/ishares-morningstar-largecap-growth-etf",
                                                  "https://www.ishares.com/us/products/239579/ishares-morningstar-largecap-etf",
                                                  "https://www.ishares.com/us/products/239581/ishares-morningstar-largecap-value-etf",
                                                  "https://www.ishares.com/us/products/239722/ishares-russell-top-200-value-etf",
                                                  "https://www.ishares.com/us/products/239721/ishares-russell-top-200-etf",
                                                  "https://www.ishares.com/us/products/239706/ishares-russell-1000-growth-etf",
                                                  "https://www.ishares.com/us/products/239708/ishares-russell-1000-value-etf",
                                                  "https://www.ishares.com/us/products/239695/ishares-msci-usa-minimum-volatility-etf",
                                                  "https://www.ishares.com/us/products/239707/ishares-russell-1000-etf",
                                                  "https://www.ishares.com/us/products/251614/ishares-msci-usa-momentum-factor-etf",
                                                  "https://www.ishares.com/us/products/256101/ishares-msci-usa-quality-factor-etf",
                                                  "https://www.ishares.com/us/products/251616/ishares-msci-usa-value-factor-etf",
                                                  "https://www.ishares.com/us/products/239667/ishares-msci-kld-400-social-etf",
                                                  "https://www.ishares.com/us/products/272824/ishares-msci-usa-multi-factor-etf",
                                                  "https://www.ishares.com/us/products/239692/ishares-msci-usa-esg-select-etf",
                                                  "https://www.ishares.com/us/products/251465/ishares-msci-usa-size-factor-etf",
                                                  "https://www.ishares.com/us/products/239693/ishares-msci-usa-etf",
                                                  "https://www.ishares.com/us/products/286007/ishares-esg-msci-usa-etf-fund",
                                                  "https://www.ishares.com/us/products/290127/ishares-russell-1000-pure-u-s-revenue-etf-fund",
                                                  "https://www.ishares.com/us/products/239763/ishares-core-sp-midcap-etf",
                                                  "https://www.ishares.com/us/products/239718/ishares-russell-midcap-etf",
                                                  "https://www.ishares.com/us/products/239719/ishares-russell-midcap-value-etf",
                                                  "https://www.ishares.com/us/products/239717/ishares-russell-midcap-growth-etf",
                                                  "https://www.ishares.com/us/products/239762/ishares-sp-midcap-400-growth-etf",
                                                  "https://www.ishares.com/us/products/239764/ishares-sp-midcap-400-value-etf",
                                                  "https://www.ishares.com/us/products/239582/ishares-morningstar-midcap-etf",
                                                  "https://www.ishares.com/us/products/239584/ishares-morningstar-midcap-value-etf",
                                                  "https://www.ishares.com/us/products/239583/ishares-morningstar-midcap-growth-etf",
                                                  "https://www.ishares.com/us/products/288024/ishares-russell-2500-etf-fund",
                                                  "https://www.ishares.com/us/products/239710/ishares-russell-2000-etf",
                                                  "https://www.ishares.com/us/products/239774/ishares-core-sp-smallcap-etf",
                                                  "https://www.ishares.com/us/products/239712/ishares-russell-2000-value-etf",
                                                  "https://www.ishares.com/us/products/239709/ishares-russell-2000-growth-etf",
                                                  "https://www.ishares.com/us/products/239775/ishares-sp-smallcap-600-value-etf",
                                                  "https://www.ishares.com/us/products/239773/ishares-sp-smallcap-600-growth-etf",
                                                  "https://www.ishares.com/us/products/239716/ishares-microcap-etf",
                                                  "https://www.ishares.com/us/products/239588/ishares-morningstar-smallcap-value-etf",
                                                  "https://www.ishares.com/us/products/239586/ishares-morningstar-smallcap-etf",
                                                  "https://www.ishares.com/us/products/272825/ishares-msci-usa-small-cap-multi-factor-etf",
                                                  "https://www.ishares.com/us/products/239587/ishares-morningstar-smallcap-growth-etf",
                                                  "https://www.ishares.com/us/products/284609/ishares-edge-msci-min-vol-usa-small-cap-etf-fund"
                                      )), row.names = c(NA, -92L), class = c("tbl_df", "tbl", "data.frame"
                                      ), spec = structure(list(cols = list(ticker = structure(list(), class = c("collector_character",
                                                                                                                "collector")), name = structure(list(), class = c("collector_character",
                                                                                                                                                                  "collector")), link = structure(list(), class = c("collector_character",
                                                                                                                                                                                                                    "collector"))), default = structure(list(), class = c("collector_guess",
                                                                                                                                                                                                                                                                          "collector"))), class = "col_spec"))

ishs_choices <- setNames(c("CUST",ishs_tbl$ticker),c("ZG CUSTOM",ishs_tbl$name))


watchlist <- c("AAPL","IBM","WMT","C","F")


q_quotes <- q_quotes(watchlist)


# funs_used %>%
#   group_by(package_name) %>%
#   tally() %>%
#   arrange(desc(n)) %>%
#   print()
#
# funs_used %>%
#   arrange(fun_used) %>%
#   View()
#
#
# funs_used %>%
#   group_by(package_name) %>%
#   add_tally(name = "package_n")
#
# funs_used %>%
#   mutate(n_count = str_count(name," ")) %>% slice(8) %>% pull(name) %>% dput()