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What would the Beatles say?

First, let’s get the data. https://www.azlyrics.com/b/beatles.html looks promising, but can we take their data? Let’s use polite to see if we can.

session <- bow("https://www.azlyrics.com/b/beatles.html", force = TRUE)
## No encoding supplied: defaulting to UTF-8.
session
## <polite session> https://www.azlyrics.com/b/beatles.html
##     User-agent: polite R package - https://github.com/dmi3kno/polite
##     robots.txt: 3 rules are defined for 2 bots
##    Crawl delay: 5 sec
##   The path is scrapable for this user-agent

We can! They say use crawl delay of 5 seconds… so that’s cool.

Go ahead and grab the full page

result <- scrape(session) 
## No encoding supplied: defaulting to UTF-8.
mainPage <- result %>%
  html_nodes(".album , #listAlbum a")

Now we have albumnames, songnames and links in a dirty mess… let’s clean it up

df <- tibble(text = mainPage %>% html_text(),
       link = mainPage %>% html_attr("href")) %>% 
  ## albumnames don't have links, let's use this:
  mutate(album = ifelse(is.na(link),text, NA)) %>% 
  ## drag down from above:
  fill(album) %>% 
  ## and finally remove entries w/out link since we already have the album
  filter(!is.na(link)) %>% 
  ## repair the link
  mutate(link = gsub("\\.\\.", "https://www.azlyrics.com/", link))

sample_n(df,3)
## # A tibble: 3 x 3
##   text             link                            album                   
##   <chr>            <chr>                           <chr>                   
## 1 Dear Wack!       https://www.azlyrics.com//lyri~ "compilation: \"Live At~
## 2 Within You With~ https://www.azlyrics.com//lyri~ "album: \"Sgt. Pepper's~
## 3 Everybody's Try~ https://www.azlyrics.com//lyri~ "compilation: \"Live At~

Cool! Now we can visit each page and grab the lyrics. A little more selectorgadgeting and we know what to look for. Let’s start small

lyricsRaw <- sample_n(df, 1) %>% pull(link) %>% 
  bow %>% scrape() %>% html_nodes("br+ div") %>% 
  ## only need first row
  head(1) %>% html_text
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
lyricsRaw
## [1] "\r\n\r\nYou say you will love me\nIf I have to go\nYou'll be thinking of me\nSomehow I will know\nSomeday when I'm lonely\nWishing you weren't so far away\nThen I will remember\nThings we said today\nYou say you'll be mine, girl\nTill the end of time\nThese days such a kind girl\nSeems so hard to find\nSomeday when we're dreaming\nDeep in love, not a lot to say\nThen we will remember\nThings we said today\nMe, I'm just the lucky kind\nLove to hear you say that love is luck\nAnd though we may be blind\nLove is here to stay and that's enough\nTo make you mine, girl\nBe the only one\nLove me all the time, girl\nWe'll go on and on\nSomeday when we're dreaming\nDeep in love, not a lot to say\nThen we will remember\nThings we said today\nMe, I'm just the lucky kind\nLove to hear you say that love is luck\nThough we may be blind\nLove is here to stay and that's enough\nTo make you mine, girl\nBe the only one\nLove me all the time, girl\nWe'll go on and on\nSomeday when we're dreaming\nDeep in love, not a lot to say\nThen we will remember\nThings we said today\n"

Cool! Let’s construct a function that’ll get this for multiple files

lyricsGetter <- function(x){
  print(x)
  Sys.sleep(5)
  x %>% bow %>% scrape %>% html_nodes("br+ div") %>% 
  ## only need first row
  head(1) %>% html_text
}

sample_n(df, 2) %>% pull(link) %>% map_chr(lyricsGetter)
## [1] "https://www.azlyrics.com//lyrics/beatles/aharddaysnight.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/dizzymisslizzy.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "\r\n\r\nIt's been a hard day's night, and I've been working like a dog\nIt's been a hard day's night, I should be sleeping like a log\nBut when I get home to you I find the things that you do\nWill make me feel alright\nYou know I work all day to get you money to buy you things\nAnd it's worth it just to hear you say you're going to give me everything\nSo why on earth should I moan, cos when I get you alone\nYou know I feel OK\nWhen I'm home everything seems to be right\nWhen I'm home feeling you holding me tight, tight, yeah\nIt's been a hard day's night, and I've been working like a dog\nIt's been a hard day's night, I should be sleeping like a log\nBut when I get home to you I find the things that you do\nWill make me feel alright owww\nSo why on earth should I moan, cos when I get you alone\nYou know I feel OK\nWhen I'm home everything seems to be right\nWhen I'm home feeling you holding me tight, tight, yeah\nIt's been a hard day's night, and I've been working like a dog\nIt's been a hard day's night, I should be sleeping like a log\nBut when I get home to you I find the things that you do\nWill make me feel alright\nYou know I feel alright\nYou know I feel alright\n"
## [2] "\r\n\r\nYou make me dizzy, Miss Lizzy\nThe way you rock and roll\nYou make me dizzy, Miss Lizzy\nWhen we do the stroll\nCome on, Miss Lizzy\nLove me before I grow too old\nCome on, give me fever\nPut your little hand in mine\nYou make me dizzy, dizzy Lizzy\nOh girl, you look so fine\nJust a-rocking and a-rolling\nGirl I said I wish you were mine\nYou make me dizzy, Miss Lizzy\nWhen you call my name\nOooooh baby\nSay you're driving me insane\nC'mon, c'mon, c'mon, c'mon baby\nI want to be your lover man\nRun and tell your mama\nI want you to be my bride\nRun and tell your brother\nBaby, don't run and hide\nYou make me dizzy, Miss Lizzy\nGirl I want to marry you\nCome on, give me fever\nPut your little hand in mine, girl\nYou make me dizzy, dizzy Lizzy\nGirl, you look so fine\nYou're just a-rocking and a-rolling\nOh I said I wish you were mine\n"

Works! Let’s get for the rest now, but wrap in safely because it seems some links in there are broken:

lyricsList <- df %>% pull(link) %>% map(safely(lyricsGetter))
## [1] "https://www.azlyrics.com//lyrics/beatles/isawherstandingthere.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/misery.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/annagotohim.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/chains.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/boys.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/askmewhy.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/pleasepleaseme.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/lovemedo.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/psiloveyou.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/babyitsyou.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/doyouwanttoknowasecret.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/atasteofhoney.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/theresaplace.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/twistandshout.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/itwontbelong.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/allivegottodo.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/allmyloving.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/dontbotherme.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/littlechild.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/tilltherewasyou.html"
## No encoding supplied: defaulting to UTF-8.
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/pleasemisterpostman.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/rolloverbeethoven.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/holdmetight.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/youreallygotaholdonme.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/iwannabeyourman.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/devilinherheart.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/notasecondtime.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/moneythatswhatiwant.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/aharddaysnight.html"
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/ishouldhaveknownbetter.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/ififell.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/imhappyjusttodancewithyou.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/andiloveher.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/tellmewhy.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/cantbuymelove.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/anytimeatall.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/illcryinstead.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/thingswesaidtoday.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/whenigethome.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/youcantdothat.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/illbeback.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/noreply.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/imaloser.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/babysinblack.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/rockandrollmusic.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/illfollowthesun.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/mrmoonlight.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/medleykansascityheyheyheyhey.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/eightdaysaweek.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/wordsoflove.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/honeydont.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/everylittlething.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/idontwanttospoiltheparty.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/whatyouredoing.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/everybodystryingtobemybaby.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/help.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/thenightbefore.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/youvegottohideyourloveaway.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/ineedyou.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/anothergirl.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/youregoingtolosethatgirl.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/tickettoride.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/actnaturally.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/itsonlylove.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/youlikemetoomuch.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/tellmewhatyousee.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/ivejustseenaface.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/yesterday.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/dizzymisslizzy.html"
## No encoding supplied: defaulting to UTF-8.
## [1] "https://www.azlyrics.com//lyrics/beatles/drivemycar.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/norwegianwoodthisbirdhasflown.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/youwontseeme.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/nowhereman.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/thinkforyourself.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/theword.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/michelle.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/whatgoeson.html"
## No encoding supplied: defaulting to UTF-8.
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## [1] "https://www.azlyrics.com//lyrics/beatles/girl.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/imlookingthroughyou.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/inmylife.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/wait.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/ifineededsomeone.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/runforyourlife.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/taxman.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/eleanorrigby.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/imonlysleeping.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/loveyouto.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/herethereandeverywhere.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/yellowsubmarine.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/shesaidshesaid.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/gooddaysunshine.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/andyourbirdcansing.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/fornoone.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/doctorrobert.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/iwanttotellyou.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/gottogetyouintomylife.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/tomorrowneverknows.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/sgtpepperslonelyheartsclubband.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/withalittlehelpfrommyfriends.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/lucyintheskywithdiamonds.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/gettingbetter.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/fixingahole.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/piggies.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/something-anthology.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/come-together.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/comeandgetit.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/aintshesweet.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/because.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/let-it-be-anthology.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/imemine.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/theend.html"
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## [1] "https://www.azlyrics.com//lyrics/beatles/canyoutakemeback.html"
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df <- df %>% 
  mutate(lyrics = lyricsList %>% map("result"),
         error = lyricsList %>% map("error"))

## let's save the dataset so that we don't have to hit the website again:
saveRDS(df,"lyrics.RDS")

head(df)
## # A tibble: 6 x 5
##   text          link                         album            lyrics  error
##   <chr>         <chr>                        <chr>            <list>  <lis>
## 1 I Saw Her St~ https://www.azlyrics.com//l~ "album: \"Pleas~ <chr [~ <NUL~
## 2 Misery        https://www.azlyrics.com//l~ "album: \"Pleas~ <chr [~ <NUL~
## 3 Anna (Go To ~ https://www.azlyrics.com//l~ "album: \"Pleas~ <chr [~ <NUL~
## 4 Chains        https://www.azlyrics.com//l~ "album: \"Pleas~ <chr [~ <NUL~
## 5 Boys          https://www.azlyrics.com//l~ "album: \"Pleas~ <chr [~ <NUL~
## 6 Ask Me Why    https://www.azlyrics.com//l~ "album: \"Pleas~ <chr [~ <NUL~

OK, now let’s clean things up:

finalDF <- readRDS("C:/Users/Amit/Dropbox/My projects/amitkohli.com/lyrics.RDS")

finalDF <- finalDF %>% mutate(lyrics = as.character(lyrics),
                   error = as.character(error)) %>% 
  filter(lyrics != "NULL")

finalDF <- finalDF %>% bind_cols(
  finalDF %>% pull(lyrics) %>% map(syuzhet::get_sentences) %>% enframe
)

finalDF
## # A tibble: 15 x 7
##    text       link            album       lyrics          error  name value
##    <chr>      <chr>           <chr>       <chr>           <chr> <int> <lis>
##  1 I'll Cry ~ https://www.az~ "album: \"~ "\r\n\r\nI've ~ NULL      1 <chr~
##  2 Act Natur~ https://www.az~ "album: \"~ "\r\n\r\nThey'~ NULL      2 <chr~
##  3 Taxman     https://www.az~ "album: \"~ "\r\n\r\n1,2,3~ NULL      3 <chr~
##  4 All You N~ https://www.az~ "album: \"~ "\r\n\r\nLove,~ NULL      4 <chr~
##  5 Back In T~ https://www.az~ "album: \"~ "\r\n\r\nOh, f~ NULL      5 <chr~
##  6 Why Don't~ https://www.az~ "album: \"~ "\r\n\r\nWhy d~ NULL      6 <chr~
##  7 All You N~ https://www.az~ "album: \"~ "\r\n\r\nLove,~ NULL      7 <chr~
##  8 She Came ~ https://www.az~ "album: \"~ "\r\n\r\n(Gonn~ NULL      8 <chr~
##  9 Her Majes~ https://www.az~ "album: \"~ "\r\n\r\nHer M~ NULL      9 <chr~
## 10 I've Got ~ https://www.az~ "album: \"~ "\r\n\r\nI've ~ NULL     10 <chr~
## 11 Taxman     https://www.az~ "compilati~ "\r\n\r\n1,2,3~ NULL     11 <chr~
## 12 I Am The ~ https://www.az~ "compilati~ "\r\n\r\nI am ~ NULL     12 <chr~
## 13 Why Don't~ https://www.az~ "compilati~ "\r\n\r\nWhy d~ NULL     13 <chr~
## 14 I've Got ~ https://www.az~ "compilati~ "\r\n\r\nI've ~ NULL     14 <chr~
## 15 She Came ~ https://www.az~ "compilati~ "\r\n\r\n(Gonn~ NULL     15 <chr~