音乐团体专辑、歌曲和歌词图

想法

作为一位十几岁女儿的爸爸，我听了很多流行音乐。Lady Gaga，Taylor Swift。最近全是One Direction。正如“”最近所说，“One Direction在2015年统治了互联网”。有时我听到“这是一首悲伤的歌”或“这是一首开心的歌”。我能用Neo4j从他们的音乐中学到什么？能否从歌词中得出某种情感倾向？我能让我的女儿对此产生兴趣吗？只有一种方法可以知道…

如何开始

第一步是了解更多关于这个乐队的信息。目前有四名成员，但他们的大多数专辑都是五人时期。Harry Stiles, Niall, Liam, Zayn和Louis。他们已经发行了五张专辑：Four、Take me home、Up all night、Midnight memories和Made in the A.M.。在我女儿的帮助下，我们找到了一个包含所有歌曲歌词的网站。我发现，虽然有些歌曲文件包含关于谁演唱哪个部分的信息，但很多都没有。我曾希望通过了解演唱者来帮助判断情感倾向。也许Harry总是唱悲伤/分手歌曲（他确实和Taylor Swift约会过）。由于这些信息不一致，我无法依赖它。

歌曲情感倾向？

我认为按歌曲中的位置、行和列来追踪歌词的能力很重要。这样就可以查询“在歌曲开头（0,0）出现最多的词是什么？某些词组合（‘I’和‘you’）在同一行出现的频率是多少？”最后一个问题可能有助于更好地理解情感倾向？

工具

工具：Python, py2neo, R和RNeo4j。

模型

第一步是按专辑将歌曲组织成文件。完成后，就可以很容易地让Python读取专辑列表、歌曲标题和歌词（词语）。图…

我决定将Group节点指向一个乐队或歌手。一个Group由成员组成，而成员是Artist。对于乐队来说这很好。我选择以同样的方式对待单人艺人。所以Lady Gaga或Taylor Swift将被视为一个Group、Member和Artist。

节点

Group
Member
Artist
Album
Song
Lyrics

关系

Album BY Group
Lyric IN Song
Song ON Album
Member ISA_ARTIST Artist
Group HAS_MEMBER Member

图

为了这个gist，我将数据限制为每个专辑一首歌曲，并将歌词减少了三分之二。即使这样，仍有581个歌词节点。有232个独特的词。差异是由于词语重复出现但在不同位置。词“you”在这五首歌曲中出现了28次。

create (_0:`Artist` {`firstName`:"Harry", `name`:"Harry"})
create (_1:`Member` {`name`:"Harry"})
create (_2:`Artist` {`firstName`:"Niall", `name`:"Niall"})
create (_3:`Member` {`name`:"Niall"})
create (_4:`Artist` {`firstName`:"Louis", `name`:"Louis"})
create (_5:`Member` {`name`:"Louis"})
create (_6:`Artist` {`firstName`:"Zayn", `name`:"Zayn"})
create (_7:`Member` {`name`:"Zayn"})
create (_8:`Artist` {`firstName`:"Liam", `name`:"Liam"})
create (_9:`Member` {`name`:"Liam"})
create (_10:`Group` {`name`:"One Direction"})
create (_11:`Album` {`name`:"four"})
create (_12:`Song` {`lineCount`:5, `name`:"Act My Age"})
create (_13:`Lyric` {`column`:0, `name`:"One", `row`:0})
create (_14:`Lyric` {`column`:1, `name`:"two", `row`:0})
create (_15:`Lyric` {`column`:2, `name`:"three", `row`:0})
create (_16:`Lyric` {`column`:3, `name`:"four", `row`:0})
create (_17:`Lyric` {`column`:0, `name`:"When", `row`:1})
create (_18:`Lyric` {`column`:1, `name`:"I’m", `row`:1})
create (_19:`Lyric` {`column`:2, `name`:"fat", `row`:1})
create (_20:`Lyric` {`column`:3, `name`:"and", `row`:1})
create (_21:`Lyric` {`column`:4, `name`:"old", `row`:1})
create (_22:`Lyric` {`column`:5, `name`:"and", `row`:1})
create (_23:`Lyric` {`column`:6, `name`:"my", `row`:1})
create (_24:`Lyric` {`column`:7, `name`:"kids", `row`:1})
create (_25:`Lyric` {`column`:8, `name`:"think", `row`:1})
create (_26:`Lyric` {`column`:9, `name`:"I’m", `row`:1})
create (_27:`Lyric` {`column`:10, `name`:"a", `row`:1})
create (_28:`Lyric` {`column`:11, `name`:"joke", `row`:1})
create (_29:`Lyric` {`column`:0, `name`:"Cause", `row`:2})
create (_30:`Lyric` {`column`:1, `name`:"I", `row`:2})
create (_31:`Lyric` {`column`:2, `name`:"move", `row`:2})
create (_32:`Lyric` {`column`:3, `name`:"a", `row`:2})
create (_33:`Lyric` {`column`:4, `name`:"little", `row`:2})
create (_34:`Lyric` {`column`:5, `name`:"slow", `row`:2})
create (_35:`Lyric` {`column`:6, `name`:"when", `row`:2})
create (_36:`Lyric` {`column`:7, `name`:"I", `row`:2})
create (_37:`Lyric` {`column`:8, `name`:"dance", `row`:2})
create (_38:`Lyric` {`column`:0, `name`:"I", `row`:3})
create (_39:`Lyric` {`column`:1, `name`:"can", `row`:3})
create (_40:`Lyric` {`column`:2, `name`:"count", `row`:3})
create (_41:`Lyric` {`column`:3, `name`:"on", `row`:3})
create (_42:`Lyric` {`column`:4, `name`:"you", `row`:3})
create (_43:`Lyric` {`column`:5, `name`:"after", `row`:3})
create (_44:`Lyric` {`column`:6, `name`:"all", `row`:3})
create (_45:`Lyric` {`column`:7, `name`:"that", `row`:3})
create (_46:`Lyric` {`column`:8, `name`:"we’ve", `row`:3})
create (_47:`Lyric` {`column`:9, `name`:"been", `row`:3})
create (_48:`Lyric` {`column`:10, `name`:"through", `row`:3})
create (_49:`Lyric` {`column`:0, `name`:"Cause", `row`:4})
create (_50:`Lyric` {`column`:1, `name`:"I", `row`:4})
create (_51:`Lyric` {`column`:2, `name`:"know", `row`:4})
create (_52:`Lyric` {`column`:3, `name`:"that", `row`:4})
create (_53:`Lyric` {`column`:4, `name`:"you’ll", `row`:4})
create (_54:`Lyric` {`column`:5, `name`:"always", `row`:4})
create (_55:`Lyric` {`column`:6, `name`:"understand", `row`:4})
create (_56:`Album` {`name`:"made in the A.M"})
create (_57:`Song` {`lineCount`:14, `name`:"If I Could Fly"})
create (_58:`Lyric` {`column`:0, `name`:"If", `row`:0})
create (_59:`Lyric` {`column`:1, `name`:"I", `row`:0})
create (_60:`Lyric` {`column`:2, `name`:"could", `row`:0})
create (_61:`Lyric` {`column`:3, `name`:"fly", `row`:0})
create (_62:`Lyric` {`column`:0, `name`:"Id", `row`:1})
create (_63:`Lyric` {`column`:1, `name`:"be", `row`:1})
create (_64:`Lyric` {`column`:2, `name`:"coming", `row`:1})
create (_65:`Lyric` {`column`:3, `name`:"right", `row`:1})
create (_66:`Lyric` {`column`:4, `name`:"back", `row`:1})
create (_67:`Lyric` {`column`:5, `name`:"home", `row`:1})
create (_68:`Lyric` {`column`:6, `name`:"to", `row`:1})
create (_69:`Lyric` {`column`:7, `name`:"you", `row`:1})
create (_70:`Lyric` {`column`:0, `name`:"I", `row`:2})
create (_71:`Lyric` {`column`:1, `name`:"think", `row`:2})
create (_72:`Lyric` {`column`:2, `name`:"I", `row`:2})
create (_73:`Lyric` {`column`:3, `name`:"might", `row`:2})
create (_74:`Lyric` {`column`:4, `name`:"give", `row`:2})
create (_75:`Lyric` {`column`:5, `name`:"up", `row`:2})
create (_76:`Lyric` {`column`:6, `name`:"everything", `row`:2})
create (_77:`Lyric` {`column`:0, `name`:"Just", `row`:3})
create (_78:`Lyric` {`column`:1, `name`:"ask", `row`:3})
create (_79:`Lyric` {`column`:2, `name`:"me", `row`:3})
create (_80:`Lyric` {`column`:3, `name`:"to", `row`:3})
create (_81:`Lyric` {`column`:0, `name`:"Pay", `row`:4})
create (_82:`Lyric` {`column`:1, `name`:"attention", `row`:4})
create (_83:`Lyric` {`column`:0, `name`:"I", `row`:5})
create (_84:`Lyric` {`column`:1, `name`:"hope", `row`:5})
create (_85:`Lyric` {`column`:2, `name`:"that", `row`:5})
create (_86:`Lyric` {`column`:3, `name`:"you", `row`:5})
create (_87:`Lyric` {`column`:4, `name`:"listen", `row`:5})
create (_88:`Lyric` {`column`:5, `name`:"cause", `row`:5})
create (_89:`Lyric` {`column`:6, `name`:"I", `row`:5})
create (_90:`Lyric` {`column`:7, `name`:"let", `row`:5})
create (_91:`Lyric` {`column`:8, `name`:"my", `row`:5})
create (_92:`Lyric` {`column`:9, `name`:"guard", `row`:5})
create (_93:`Lyric` {`column`:10, `name`:"down", `row`:5})
create (_94:`Lyric` {`column`:0, `name`:"Right", `row`:6})
create (_95:`Lyric` {`column`:1, `name`:"now", `row`:6})
create (_96:`Lyric` {`column`:2, `name`:"Im", `row`:6})
create (_97:`Lyric` {`column`:3, `name`:"completely", `row`:6})
create (_98:`Lyric` {`column`:4, `name`:"defenseless", `row`:6})
create (_99:`Lyric` {`column`:0, `name`:"For", `row`:7})
create (_100:`Lyric` {`column`:1, `name`:"your", `row`:7})
create (_101:`Lyric` {`column`:2, `name`:"eyes", `row`:7})
create (_102:`Lyric` {`column`:3, `name`:"only", `row`:7})
create (_103:`Lyric` {`column`:0, `name`:"Ill", `row`:8})
create (_104:`Lyric` {`column`:1, `name`:"show", `row`:8})
create (_105:`Lyric` {`column`:2, `name`:"you", `row`:8})
create (_106:`Lyric` {`column`:3, `name`:"my", `row`:8})
create (_107:`Lyric` {`column`:4, `name`:"heart", `row`:8})
create (_108:`Lyric` {`column`:0, `name`:"For", `row`:9})
create (_109:`Lyric` {`column`:1, `name`:"when", `row`:9})
create (_110:`Lyric` {`column`:2, `name`:"youre", `row`:9})
create (_111:`Lyric` {`column`:3, `name`:"lonely", `row`:9})
create (_112:`Lyric` {`column`:4, `name`:"and", `row`:9})
create (_113:`Lyric` {`column`:5, `name`:"forget", `row`:9})
create (_114:`Lyric` {`column`:6, `name`:"who", `row`:9})
create (_115:`Lyric` {`column`:7, `name`:"you", `row`:9})
create (_116:`Lyric` {`column`:8, `name`:"are", `row`:9})
create (_117:`Lyric` {`column`:0, `name`:"Im", `row`:10})
create (_118:`Lyric` {`column`:1, `name`:"missing", `row`:10})
create (_119:`Lyric` {`column`:2, `name`:"half", `row`:10})
create (_120:`Lyric` {`column`:3, `name`:"of", `row`:10})
create (_121:`Lyric` {`column`:4, `name`:"me", `row`:10})
create (_122:`Lyric` {`column`:5, `name`:"when", `row`:10})
create (_123:`Lyric` {`column`:6, `name`:"were", `row`:10})
create (_124:`Lyric` {`column`:7, `name`:"apart", `row`:10})
create (_125:`Lyric` {`column`:0, `name`:"Now", `row`:11})
create (_126:`Lyric` {`column`:1, `name`:"you", `row`:11})
create (_127:`Lyric` {`column`:2, `name`:"know", `row`:11})
create (_128:`Lyric` {`column`:3, `name`:"me", `row`:11})
create (_129:`Lyric` {`column`:0, `name`:"For", `row`:12})
create (_130:`Lyric` {`column`:1, `name`:"your", `row`:12})
create (_131:`Lyric` {`column`:2, `name`:"eyes", `row`:12})
create (_132:`Lyric` {`column`:3, `name`:"only", `row`:12})
create (_133:`Lyric` {`column`:0, `name`:"For", `row`:13})
create (_134:`Lyric` {`column`:1, `name`:"your", `row`:13})
create (_135:`Lyric` {`column`:2, `name`:"eyes", `row`:13})
create (_136:`Lyric` {`column`:3, `name`:"only", `row`:13})
create (_137:`Album` {`name`:"midnight memories"})
create (_138:`Song` {`lineCount`:13, `name`:"best song ever"})
create (_139:`Lyric` {`column`:0, `name`:"Maybe", `row`:0})
create (_140:`Lyric` {`column`:1, `name`:"its", `row`:0})
create (_141:`Lyric` {`column`:2, `name`:"the", `row`:0})
create (_142:`Lyric` {`column`:3, `name`:"way", `row`:0})
create (_143:`Lyric` {`column`:4, `name`:"she", `row`:0})
create (_144:`Lyric` {`column`:5, `name`:"walked", `row`:0})
create (_145:`Lyric` {`column`:6, `name`:"straight", `row`:0})
create (_146:`Lyric` {`column`:7, `name`:"into", `row`:0})
create (_147:`Lyric` {`column`:8, `name`:"my", `row`:0})
create (_148:`Lyric` {`column`:9, `name`:"heart", `row`:0})
create (_149:`Lyric` {`column`:10, `name`:"and", `row`:0})
create (_150:`Lyric` {`column`:11, `name`:"stole", `row`:0})
create (_151:`Lyric` {`column`:12, `name`:"it", `row`:0})
create (_152:`Lyric` {`column`:0, `name`:"Through", `row`:1})
create (_153:`Lyric` {`column`:1, `name`:"the", `row`:1})
create (_154:`Lyric` {`column`:2, `name`:"doors", `row`:1})
create (_155:`Lyric` {`column`:4, `name`:"past", `row`:1})
create (_156:`Lyric` {`column`:5, `name`:"the", `row`:1})
create (_157:`Lyric` {`column`:6, `name`:"guards", `row`:1})
create (_158:`Lyric` {`column`:7, `name`:"just", `row`:1})
create (_159:`Lyric` {`column`:8, `name`:"like", `row`:1})
create (_160:`Lyric` {`column`:9, `name`:"she", `row`:1})
create (_161:`Lyric` {`column`:10, `name`:"already", `row`:1})
create (_162:`Lyric` {`column`:11, `name`:"own", `row`:1})
create (_163:`Lyric` {`column`:12, `name`:"it", `row`:1})
create (_164:`Lyric` {`column`:1, `name`:"said", `row`:2})
create (_165:`Lyric` {`column`:2, `name`:"can", `row`:2})
create (_166:`Lyric` {`column`:3, `name`:"you", `row`:2})
create (_167:`Lyric` {`column`:5, `name`:"it", `row`:2})
create (_168:`Lyric` {`column`:6, `name`:"back", `row`:2})
create (_169:`Lyric` {`column`:7, `name`:"to", `row`:2})
create (_170:`Lyric` {`column`:8, `name`:"me", `row`:2})
create (_171:`Lyric` {`column`:9, `name`:"she", `row`:2})
create (_172:`Lyric` {`column`:10, `name`:"said", `row`:2})
create (_173:`Lyric` {`column`:11, `name`:"never", `row`:2})
create (_174:`Lyric` {`column`:12, `name`:"in", `row`:2})
create (_175:`Lyric` {`column`:13, `name`:"your", `row`:2})
create (_176:`Lyric` {`column`:14, `name`:"wildest", `row`:2})
create (_177:`Lyric` {`column`:15, `name`:"dreams", `row`:2})
create (_178:`Lyric` {`column`:0, `name`:"And", `row`:3})
create (_179:`Lyric` {`column`:1, `name`:"we", `row`:3})
create (_180:`Lyric` {`column`:2, `name`:"danced", `row`:3})
create (_181:`Lyric` {`column`:3, `name`:"all", `row`:3})
create (_182:`Lyric` {`column`:4, `name`:"night", `row`:3})
create (_183:`Lyric` {`column`:5, `name`:"to", `row`:3})
create (_184:`Lyric` {`column`:6, `name`:"the", `row`:3})
create (_185:`Lyric` {`column`:7, `name`:"best", `row`:3})
create (_186:`Lyric` {`column`:8, `name`:"song", `row`:3})
create (_187:`Lyric` {`column`:9, `name`:"ever", `row`:3})
create (_188:`Lyric` {`column`:0, `name`:"We", `row`:4})
create (_189:`Lyric` {`column`:1, `name`:"knew", `row`:4})
create (_190:`Lyric` {`column`:2, `name`:"every", `row`:4})
create (_191:`Lyric` {`column`:3, `name`:"line", `row`:4})
create (_192:`Lyric` {`column`:4, `name`:"now", `row`:4})
create (_193:`Lyric` {`column`:5, `name`:"I", `row`:4})
create (_194:`Lyric` {`column`:6, `name`:"cant", `row`:4})
create (_195:`Lyric` {`column`:7, `name`:"remember", `row`:4})
create (_196:`Lyric` {`column`:0, `name`:"How", `row`:5})
create (_197:`Lyric` {`column`:1, `name`:"it", `row`:5})
create (_198:`Lyric` {`column`:2, `name`:"goes", `row`:5})
create (_199:`Lyric` {`column`:3, `name`:"but", `row`:5})
create (_200:`Lyric` {`column`:4, `name`:"I", `row`:5})
create (_201:`Lyric` {`column`:5, `name`:"know", `row`:5})
create (_202:`Lyric` {`column`:6, `name`:"that", `row`:5})
create (_203:`Lyric` {`column`:7, `name`:"I", `row`:5})
create (_204:`Lyric` {`column`:8, `name`:"wont", `row`:5})
create (_205:`Lyric` {`column`:9, `name`:"forget", `row`:5})
create (_206:`Lyric` {`column`:10, `name`:"her", `row`:5})
create (_207:`Lyric` {`column`:0, `name`:"Cause", `row`:6})
create (_208:`Lyric` {`column`:1, `name`:"we", `row`:6})
create (_209:`Lyric` {`column`:2, `name`:"danced", `row`:6})
create (_210:`Lyric` {`column`:3, `name`:"all", `row`:6})
create (_211:`Lyric` {`column`:4, `name`:"night", `row`:6})
create (_212:`Lyric` {`column`:5, `name`:"to", `row`:6})
create (_213:`Lyric` {`column`:6, `name`:"the", `row`:6})
create (_214:`Lyric` {`column`:7, `name`:"best", `row`:6})
create (_215:`Lyric` {`column`:8, `name`:"song", `row`:6})
create (_216:`Lyric` {`column`:9, `name`:"ever", `row`:6})
create (_217:`Lyric` {`column`:0, `name`:"I", `row`:7})
create (_218:`Lyric` {`column`:1, `name`:"think", `row`:7})
create (_219:`Lyric` {`column`:2, `name`:"it", `row`:7})
create (_220:`Lyric` {`column`:3, `name`:"went", `row`:7})
create (_221:`Lyric` {`column`:4, `name`:"oh", `row`:7})
create (_222:`Lyric` {`column`:5, `name`:"oh", `row`:7})
create (_223:`Lyric` {`column`:6, `name`:"oh", `row`:7})
create (_224:`Lyric` {`column`:0, `name`:"I", `row`:8})
create (_225:`Lyric` {`column`:1, `name`:"think", `row`:8})
create (_226:`Lyric` {`column`:2, `name`:"it", `row`:8})
create (_227:`Lyric` {`column`:3, `name`:"went", `row`:8})
create (_228:`Lyric` {`column`:4, `name`:"yeah", `row`:8})
create (_229:`Lyric` {`column`:5, `name`:"yeah", `row`:8})
create (_230:`Lyric` {`column`:6, `name`:"yeah", `row`:8})
create (_231:`Lyric` {`column`:0, `name`:"I", `row`:9})
create (_232:`Lyric` {`column`:1, `name`:"think", `row`:9})
create (_233:`Lyric` {`column`:2, `name`:"it", `row`:9})
create (_234:`Lyric` {`column`:3, `name`:"goes", `row`:9})
create (_235:`Lyric` {`column`:0, `name`:"Said", `row`:10})
create (_236:`Lyric` {`column`:1, `name`:"her", `row`:10})
create (_237:`Lyric` {`column`:2, `name`:"name", `row`:10})
create (_238:`Lyric` {`column`:3, `name`:"was", `row`:10})
create (_239:`Lyric` {`column`:4, `name`:"georgia", `row`:10})
create (_240:`Lyric` {`column`:5, `name`:"rose", `row`:10})
create (_241:`Lyric` {`column`:6, `name`:"and", `row`:10})
create (_242:`Lyric` {`column`:7, `name`:"her", `row`:10})
create (_243:`Lyric` {`column`:8, `name`:"daddy", `row`:10})
create (_244:`Lyric` {`column`:9, `name`:"was", `row`:10})
create (_245:`Lyric` {`column`:10, `name`:"a", `row`:10})
create (_246:`Lyric` {`column`:11, `name`:"dentist", `row`:10})
create (_247:`Lyric` {`column`:0, `name`:"Said", `row`:11})
create (_248:`Lyric` {`column`:1, `name`:"I", `row`:11})
create (_249:`Lyric` {`column`:2, `name`:"had", `row`:11})
create (_250:`Lyric` {`column`:3, `name`:"a", `row`:11})
create (_251:`Lyric` {`column`:4, `name`:"dirty", `row`:11})
create (_252:`Lyric` {`column`:5, `name`:"mouth", `row`:11})
create (_253:`Lyric` {`column`:6, `name`:"i", `row`:11})
create (_254:`Lyric` {`column`:7, `name`:"got", `row`:11})
create (_255:`Lyric` {`column`:8, `name`:"a", `row`:11})
create (_256:`Lyric` {`column`:9, `name`:"dirty", `row`:11})
create (_257:`Lyric` {`column`:10, `name`:"mouth", `row`:11})
create (_258:`Lyric` {`column`:11, `name`:"but", `row`:11})
create (_259:`Lyric` {`column`:12, `name`:"she", `row`:11})
create (_260:`Lyric` {`column`:13, `name`:"kissed", `row`:11})
create (_261:`Lyric` {`column`:14, `name`:"me", `row`:11})
create (_262:`Lyric` {`column`:15, `name`:"like", `row`:11})
create (_263:`Lyric` {`column`:16, `name`:"she", `row`:11})
create (_264:`Lyric` {`column`:17, `name`:"meant", `row`:11})
create (_265:`Lyric` {`column`:18, `name`:"it", `row`:11})
create (_266:`Lyric` {`column`:0, `name`:"I", `row`:12})
create (_267:`Lyric` {`column`:1, `name`:"said", `row`:12})
create (_268:`Lyric` {`column`:2, `name`:"can", `row`:12})
create (_269:`Lyric` {`column`:3, `name`:"I", `row`:12})
create (_270:`Lyric` {`column`:4, `name`:"take", `row`:12})
create (_271:`Lyric` {`column`:5, `name`:"you", `row`:12})
create (_272:`Lyric` {`column`:6, `name`:"home", `row`:12})
create (_273:`Lyric` {`column`:7, `name`:"with", `row`:12})
create (_274:`Lyric` {`column`:8, `name`:"me", `row`:12})
create (_275:`Lyric` {`column`:9, `name`:"she", `row`:12})
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create _587-[:`IN`]->_427
create _588-[:`IN`]->_427
create _589-[:`IN`]->_427
create _590-[:`IN`]->_427
create _591-[:`IN`]->_427
create _592-[:`IN`]->_427
create _593-[:`IN`]->_427
create _594-[:`IN`]->_427
create _595-[:`IN`]->_427
create _596-[:`IN`]->_427
create _597-[:`IN`]->_427
create _598-[:`IN`]->_427
create _599-[:`IN`]->_427
create _600-[:`IN`]->_427
create _601-[:`IN`]->_427
;

查找包含词语“my”的所有歌曲

MATCH (l:Lyric{name:"my"})-[r0:IN]-(s:Song) RETURN s.name,l.row,l.column

显示歌曲“If I Could Fly”中的不同歌词

MATCH (n:Lyric)-[r0:IN]-(s:Song{name:"If I Could Fly"}) RETURN distinct (n.name)

MATCH (l:Lyric)-[r0:IN]- (n:Song) where l.name =~ "(?i)said"  RETURN n,l

显示歌曲“Act My Age”中的所有歌词。

8S3nRcb

显示该团体所有艺术家和成员

fmWnbfS

显示所有专辑中的所有歌曲。对于这个gist，每个专辑只有一首歌曲。

f25Z6aL

显示该团体的所有专辑和成员

m6HQKQY

显示歌曲“Kiss you”的所有歌词。有些歌词与其他歌曲有连接。这是因为这些歌词在相同的位置被使用。歌词“Baby”在“Kiss Me”和“What makes you beautiful”中位于相同的行和列。

wSQO6cZ

一个查询，用于查找单词“I”和“you”在同一行的歌曲。该查询在Python中运行良好，因为我可以过滤掉返回值为0的结果。这种类型的搜索在查找短语、同一行的单词时很有帮助。

match (l1:Lyric{name: 'I'}) --(s:Song)
match (l2:Lyric{name :'you'}) --(s:Song)
return case  when l1.row = l2.row then [l1,l2,s] else 0 end

结果

歌曲 Act My Age

歌词

列

行

you

实际行，第3行：“I can count on you after all that we’ve been through”

If I Could Fly

歌词

列

行

you

实际行，第5行：“I hope that you listen 'cause I let my guard down”

情感倾向与R

虽然我不是R专家，但我找到了一些例子来帮助我入门。

下面是前十个最常见的歌词的条形图。“I”和“you”很受欢迎。

情感倾向最后要考虑的是情感倾向。我想通过简单的积极词和消极词过程来看是否能确定情感倾向。我没有找到歌曲词汇列表，所以我选择使用AFINN列表。按照Jeffrey Breen和Andy Bromberg的例子，我得到了一些结果。我没有将歌曲分成训练集和测试集，而是选择了两首歌曲进行处理。我女儿认为“Best Song Ever”应该是开心的，而“If I could Fly”应该是悲伤的。

过程从一个查询开始

graph = startGraph("https://localhost:7474/db/data/") query = "MATCH (l:Lyric) -[r0:IN]-(n:Song{name:'best song ever'}) RETURN l.name"

ta = cypher(graph, query)

这返回了一个歌词列表。接下来，我计算了与AFINN列表中的积极词或消极词匹配的歌词数量。我将这些词分为“reg”（1-3分）和“very”（4-5分），分别用于积极和消极词。

使用R函数 naiveBayes() 和 predict()。这个方法非常简单，但结果确实表明“Best Song Ever”比“If I Could Fly”更“开心”。如果能得到One Direction对此的看法会更好。

“Best Song Ever” reg very positive 10 3 negative 3 0

“If I Could Fly” Reg very positive 1 0 negative 4 0

我注意到一件事，简单的词语匹配是不够的。对于电影评论或电子邮件，这可能有效。但歌曲更复杂。

例如。一首快乐的歌曲可能包含“I love you”这一行，而一首悲伤的歌曲可能包含“I used to love you”这一行。两句都包含积极词“love”，但第二句可以被视为悲伤，是失去的爱。这时，查询同一行的歌词会很有帮助。这比简单匹配积极词和消极词更复杂。

结论这很有趣，我也借此和女儿度过了一段亲子时光。我想继续研究这个问题，看看通过考虑短语和关联词可以做些什么。

此页面有帮助吗？

GraphGists

音乐团体专辑、歌曲和歌词图

想法

如何开始

歌曲情感倾向？

工具

模型

图

情感倾向与R