adding new files for Clustering lessons

3 years ago · cbcc794b7d
parent 70cba360ea
commit cbcc794b7d
11 changed files with 568 additions and 5752 deletions
--- a/4-Clustering/1-Visualize/README.md
+++ b/4-Clustering/1-Visualize/README.md
@ -1,11 +1,13 @@
 # Introduction to Clustering, Cleaning and Visualizing Data

+[![No One Like You by PSquare](https://img.youtube.com/vi/ty2advRiWJM/0.jpg)](https://youtu.be/ty2advRiWJM "No One Like You by PSquare")

-![Embed a video here if available](video-url)
-
+> While you're studying Machine Learning with Clustering, enjoy some Nigerian Dance Hall tracks - this is a highly rated song from 2014 by PSquare.
 ## [Pre-lecture quiz](link-to-quiz-app)

-Describe what we will learn
+Clustering is a type of unsupervised learning that presumes that a dataset is unlabelled.
+
+

 ### Introduction

--- a/4-Clustering/1-Visualize/notebook.ipynb
+++ b/4-Clustering/1-Visualize/notebook.ipynb
--- a/4-Clustering/README.md
+++ b/4-Clustering/README.md
@ -1,7 +1,12 @@
 # Clustering Models for Machine Learning
-## Regional topic: Clustering models for Nigerian audience's musical taste
+## Regional topic: Clustering models for a Nigerian audience's musical taste

-In Nigeria, a diverse audience has diverse musical tastes. Using data scraped from Spotify (inspired by [this article](https://towardsdatascience.com/country-wise-visual-analysis-of-music-taste-using-spotify-api-seaborn-in-python-77f5b749b421), let's look at some music popular in Nigeria.
+Nigeria's diverse audience has diverse musical tastes. Using data scraped from Spotify (inspired by [this article](https://towardsdatascience.com/country-wise-visual-analysis-of-music-taste-using-spotify-api-seaborn-in-python-77f5b749b421), let's look at some music popular in Nigeria. This dataset includes data about various songs' 'danceability' score, 'acousticness', loudness, 'speechiness', popularity and energy. It will be interesting to discover patterns in this data!
+
+![A turntable](./images/turntable.jpg)
+
+Photo by <a href="https://unsplash.com/@marcelalaskoski?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Marcela Laskoski</a> on <a href="https://unsplash.com/s/photos/nigerian-music?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Unsplash</a>
+  

 In this series of lessons, you will discover new ways to analyze data using Clustering techniques. Clustering is particularly useful when your dataset lacks labels. If it does have labels, then Classification techniques such as those you learned in previous lessons are more useful. But in cases where you are looking to group unlabelled data, clustering is a great way to discover patterns.
 ## Topics
@ -14,6 +19,6 @@ In this series of lessons, you will discover new ways to analyze data using Clus

 "Introduction to Clustering" was written with ♥️ by [Jen Looper](https://www.twitter.com/jenlooper)

-The [Maya Architecture](https://www.kaggle.com/ujwalkandi/archaeological-sites-with-maya-inscriptions) dataset was sourced from Kaggle.
+The [Nigerian Songs](https://www.kaggle.com/sootersaalu/nigerian-songs-spotify) dataset was sourced from Kaggle as scraped from Spotify.

 The Flask API project was suggested by [this GitHub repo](https://github.com/amirziai/sklearnflask)
--- a/4-Clustering/data/kpop_idols.csv
+++ b/4-Clustering/data/kpop_idols.csv
--- a/4-Clustering/data/kpop_idols_boy_groups.csv
+++ b/4-Clustering/data/kpop_idols_boy_groups.csv
@ -1,148 +0,0 @@
-Name,Short,Korean Name,Debut,Company,Members,Orig. Memb.,Fanclub Name,Active
-100%,,백퍼센트,2012-09-18,TOP Media,4,7,Perfection,Yes
-14U,,원포유,2017-04-17,BG,14,14,,Yes
-1the9,,원더나인,2019-02-09,MBK,9,9,,Yes
-24K,,투포케이,2012-09-06,Choeun,8,6,24U,Yes
-2AM,,투에이엠,2008-06-21,"JYP, Big Hit",4,4,I Am,No
-2PM,,투피엠,2008-07-04,JYP,6,7,Hottest,Yes
-8Eight,,에이트,2007-09-06,Big Hit,3,3,Sweet Voice,No
-A-JAX,,에이젝스,2012-06-01,DSP,5,7,A-LIGHT,No
-A.C.E,ACE,에이스,2017-05-23,Beat,5,5,Choice,Yes
-A.cian,,에이션,2012-10-10,Wings,4,5,,No
-A6P,,에이식스피,2015-05-20,DS,6,6,,No
-AB6IX,,에이비식스,2019-05-22,Brand New,5,5,ABNEW,Yes
-AlphaBat,,알파벳,2013-11-14,Simtong,5,9,,Yes
-ASTRO,,아스트로,2016-02-23,Fantagio,6,6,AROHA,Yes
-ATEEZ,,에이티즈,2018-10-24,KQ,8,8,,Yes
-B.A.P,BAP,비에이피,2012-01-27,TS,6,6,BABY,No
-B.Heart,,비하트,2017-01-25,Poong,4,4,,Yes
-B.I.G,,비아이지,2014-07-09,GH,5,5,,Yes
-B1A4,,비원에이포,2010-04-19,WM,5,5,BANA,Yes
-Be.A,,비에이,2017-05-25,Chrome,3,5,,Yes
-Beatwin,,비트윈,2014-01-06,Elen,2,6,,Hiatus
-BIGBANG,,빅뱅,2006-08-19,YG,4,5,VIP,Yes
-Bigflo,,빅플로,2014-07-19,HO,5,5,,Yes
-BIGSTAR,,빅스타,2012-07-12,Brave,5,5,,No
-BLACK6IX,,블랙식스,2017-04-07,BLACK HOLE,6,6,,Yes
-Blanc7,,블랑세븐,2017-03-03,Jackpot,7,7,Prism,No
-BLK,,비엘케이,2017-11-28,Byking,7,7,,No
-Block B,,블락비,2011-04-13,KQ,7,7,BBC,Yes
-Boyfriend,,보이프렌드,2011-05-26,Starship,6,6,Bestfriend,No
-Boys Republic,,소년공화국,2013-06-03,"Happy Tribe, Universal",5,5,Royal Family,Hiatus
-BtoB,,비투비,2012-03-21,Cube,7,7,Melody,Yes
-BTS,Bangtan Boys,방탄소년단,2013-06-13,Big Hit,7,7,ARMY,Yes
-C-Clown,,씨클라운,2012-06-19,Yedang,6,6,Crown,No
-CICI,,씨씨,2019-06-27,UPVOTE,4,4,,Yes
-CIX,,씨아이엑스,2019-07-23,C9,5,5,,Yes
-CNBLUE,,씨엔블루,2010-01-14,FNC,4,4,Boice,Yes
-CRAVITY,,크래비티,2020-04-04,Starship,9,9,,Yes
-CROSS GENE,,크로스진,2012-07-08,Amuse,5,6,Chromosome,Yes
-D-Crunch,,디크런치,2018-08-06,All-S,9,9,,Yes
-Dalmatian,DMTN,달마시안,2010-09-01,Monkey Funch,7,7,Dalmate,No
-DAY6,,데이식스,2015-09-07,JYP,5,6,,Yes
-DKB,Darkbee,다크비,2020-02-03,Brave,9,9,,Yes
-ENOi,,이엔오아이,2019-04-19,KITHEWHALE,7,7,,Yes
-EXO,,엑소,2012-04-08,SM,9,12,EXO-L,Yes
-Fly to the Sky,,플라이 투 더 스카이,1999-11-21,"SM, H2",2,2,Fly High,Yes
-FTISLAND,,에프티 아일랜드,2007-06-07,FNC,4,5,Primadonna,Yes
-g.o.d.,,지오디,1999-01-26,"JYP, SidusHQ",5,5,Fan God,Yes
-Golden Child,,골든 차일드,2017-08-28,Woollim,10,11,,Yes
-GOT7,,갓세븐,2014-01-16,JYP,7,7,I GOT7,Yes
-GreatGuys,,멋진녀석들,2017-08-25,DNA,9,9,Grace,Yes
-H.B.Y,Hot Blood Youth,열혈남아,2017-08-16,Rainbow,5,5,,Yes
-H.O.T,,에이치오티,1996-09-07,SM,5,5,Club H.O.T,No
-HALO,,헤일로,2014-07-26,Histar,6,6,,Yes
-HIGH4,,하이포,2014-04-08,NAP,4,4,,No
-Highlight,Beast,하이라이트,2009-10-14,Around Us,4,6,B2uty,Yes
-HISTORY,,히스토리,2013-04-26,LOEN,5,5,Storia,No
-Homme,,옴므,2010-06-28,Big Hit,2,2,,Yes
-Honeyst,,허니스트,2017-05-17,FNC,4,4,,Yes
-Hotshot,,핫샷,2014-10-29,Star Crew,5,6,,Yes
-iKON,,아이콘,2015-09-15,YG,6,7,iKONIC,Yes
-Imfact,,임팩트,2016-01-27,Star Empire,5,5,,Yes
-IN2IT,,인투잇,2017-10-26,MMO,7,8,,Yes
-Infinite,,인피니트,2010-06-09,Woollim,6,7,Inspirit,Yes
-INX,,인엑스,2016-08-02,NA,5,5,,No
-IZ,,아이즈,2017-08-31,Music K,4,4,,Yes
-JBJ,,제이비제이,2017-10-18,Fave,6,6,,No
-JBJ95,,제이비제이95,2018-10-30,Hunus,2,2,,Yes
-JJCC,,제이제이씨씨,2014-03-13,Jackie Chan Group,5,6,,Yes
-JYJ,,제이와이제이,2010-09-08,C-JeS,3,3,Cassiopeia,Yes
-K-Much,,케이머치,2014-01-07,Chrome,4,5,,No
-KNK,,크나큰,2016-03-03,YNB,5,5,Tinker Bell,Yes
-Limitless,,리미트리스,2019-07-09,ONO,4,4,,Yes
-LU:KUS,,루커스,2014-07-04,JWK,4,5,,Yes
-Lucente,,루첸트,2018-09-18,NOGA,7,7,,Yes
-M.I.B,,엠아이비,2011-10-26,Jungle,4,4,,No
-M.O.N.T,MONT,몬트,2019-01-04,FM,3,3,,Yes
-Madtown,,매드타운,2014-10-06,GNI,7,7,,No
-MAP6,,맵식스,2015-11-10,DreamT,5,5,,Yes
-Masc,,마스크,2016-08-19,JJ Holic,4,8,,Yes
-MBLAQ,,엠블랙,2009-10-14,J. Tune,3,5,A+,Yes
-Mfect,M.fect,엠펙트,2015-04-27,Midas,5,5,,Yes
-MONSTA X,,몬스타엑스,2014-05-14,Starship,6,7,Monbebe,Yes
-MR.MR,,미스터미스터,2012-10-04,WinningIn,6,5,,Yes
-MustB,,머스트비,2019-01-21,MustM,7,7,,Yes
-MVP,,엠브이피,2017-03-13,PH,7,7,,Yes
-MXM,,엠엑스엠,2017-09-06,Brand New,2,2,,Yes
-MYNAME,,마이네임,2011-10-27,H2,5,5,MYgirl,Yes
-Myteen,,마이틴,2017-07-26,The Music Works,6,7,,Yes
-N-Sonic,,엔소닉,2011-10-05,C2K,6,5,,No
-N-Train,,엔트레인,2011-05-27,MediaLine,5,5,,No
-N.Flying,,엔플라잉,2015-05-20,FNC,4,4,N.Fia,Yes
-NCT,,엔시티,2016-04-09,SM,18,18,NCTzen,Yes
-Newkidd,,뉴키드,2019-04-25,J-FLO,7,7,,Yes
-Noir,,느와르,2018-04-09,LUK,9,9,,Yes
-NTB,,엔티비,2018-05-28,High Choice,6,6,,Yes
-NU'EST,,뉴이스트,2012-03-15,Pledis,5,5,LOΛΕ,Yes
-Oneus,,원어스,2019-01-09,RBW,6,6,,Yes
-ONF,,온앤오프,2017-08-02,WM,6,7,,Yes
-PENTAGON,PTG,펜타곤,2016-10-10,Cube,9,10,,Yes
-Phantom,,팬텀,2011-11-25,"Brand New, RBW",3,3,,No
-RAINZ,,레인즈,2017-10-12,(Genie),7,7,Rainzer,No
-Road Boyz,,로드 보이즈,2015-11-17,Coconut,5,5,,No
-ROMEO,,로미오,2015-11-04,CT,7,7,,Yes
-SECHKIES,6KIES,젝스키스,1997-04-15,"DSP, YG",5,6,Yellowkies,Yes
-Seven O'Clock,SOC,세븐어클락,2017-03-16,"Staro, KDH",5,6,,Yes
-Seventeen,SVT,세븐틴,2015-05-26,Pledis,13,13,Carat,Yes
-SF9,,에스에프나인,2016-10-05,FNC,9,9,Fantasy,Yes
-SG Wannabe,,SG 워너비,2004-01-20,B2M,3,4,,Yes
-SHINee,,샤이니,2008-05-22,SM,4,5,Shawol,Yes
-Shinhwa,,신화,1998-03-24,"SM, Good, Shinhwa",6,6,Shinhwa Changjo,Yes
-Signal,,시그널,2019-08-28,J-Star,4,4,,Yes
-Snuper,,스누퍼,2015-11-16,Widmay,6,6,Swing,Yes
-Spectrum,,스펙트럼,2018-05-09,WYNN,6,7,,Yes
-Speed,,스피드,2013-01-15,MBK,7,7,,No
-SS501,,더블에스오공일,2005-06-08,"DSP, CI",5,5,Triple S,No
-Stray Kids,SKZ,스트레이 키즈,2018-03-26,JYP,9,9,,Yes
-Super Junior,SJ,슈퍼주니어,2005-11-06,SM,11,12,ELF,Yes
-Supernova,,초신성,2007-09-21,CJ E&M,5,6,,Yes
-Target,,타겟,2018-01-23,TNS,7,7,,Yes
-Teen Top,,틴탑,2010-07-09,TOP Media,5,6,Angel,Yes
-The Boyz,,더보이즈,2017-12-31,Cre.Ker,12,12,,Yes
-The Eastlight,,더 이스트라이트,2016-11-03,MediaLine,6,6,,No
-The Legend,,전설,2014-07-09,SS,5,5,,No
-THE MAN BLK,,더 맨 블랙,2018-11-15,Stardium,10,10,,Yes
-ToppDogg,,탑독,2013-10-22,"Stardom, Hunus",5,13,ToppKlass,No
-TRAX,,트랙스,2004-07-20,SM,2,4,,No
-TRCNG,,티알씨엔지,2017-10-10,TS,10,10,,Yes
-TST,Top Secret,일급비밀,2017-01-04,JSL,7,7,,Yes
-Turbo,,터보,1995-09-06,"MBK, Turbo Co.",3,2,,Hiatus
-TVXQ!,TVXQ,동방신기,2003-12-26,SM,2,5,Cassiopeia,Yes
-TXT,,투모로우바이투게더,2019-03-04,Big Hit,5,5,,Yes
-U-KISS,,유키스,2008-08-28,NH Media,6,6,Kissme,Yes
-UNB,,유앤비,2018-04-07,Unit Culture,9,9,,No
-UNIQ,,유니크,2014-10-20,Yuehua,5,5,Unicorn,Yes
-UP10TION,,업텐션,2015-09-11,TOP Media,10,10,HONEY10,Yes
-Varsity,,바시티,2017-01-05,GKC,12,12,,Yes
-VAV,,브이에이브이,2015-10-31,A team,7,6,,Yes
-Verivery,VRVR,베리베리,2019-09-01,Jellyfish,7,7,,Yes
-VERMUDA,,버뮤다,2017-07-13,JJJ,5,5,,Yes
-VICTON,,빅톤,2016-11-09,Plan A,7,7,Alice,Yes
-VIXX,,빅스,2012-05-24,Jellyfish,6,6,Starlight,Yes
-VOISPER,,보이스퍼,2016-02-23,Evermore,4,4,,Yes
-VROMANCE,,브로맨스,2016-06-12,RBW,4,4,,Yes
-Wanna One,,워너원,2017-08-07,YMC,11,11,Wannable,No
-We In The Zone,,위인더존,2019-05-27,Choon,5,5,,Yes
-WINNER,,위너,2014-08-12,YG,4,5,Ace,Yes
-ZE:A,,제국의 아이들,2010-01-07,Star Empire,9,9,ZE:A Style,Hiatus
--- a/4-Clustering/data/kpop_idols_girl_groups.csv
+++ b/4-Clustering/data/kpop_idols_girl_groups.csv
@ -1,153 +0,0 @@
-Name,Short,Korean Name,Debut,Company,Members,Orig. Memb.,Fanclub Name,Active
-(G)I-DLE,,(여자)아이들,2018-05-02,Cube,6,6,,Yes
-15&,,피프틴앤드,2012-10-05,JYP,2,2,,No
-2EYES,,투아이즈,2013-07-20,SidusHQ,4,5,,No
-2NE1,,투애니원,2009-05-06,YG,4,4,Blackjack,No
-3YE,,써드아이,2019-05-21,GH,3,3,,Yes
-4Minute,,포미닛,2009-06-15,Cube,5,5,4nia,No
-4TEN,,포텐,2014-08-26,Jungle,4,4,,Yes
-9Muses,Nine Muses,나인뮤지스,2010-08-12,Star Empire,4,9,MINE,No
-A.DE,,에이디이,2016-07-23,2ABLE,6,7,,No
-ABRY,,에이브리,2017-11-15,withHC,4,4,,Yes
-After School,,애프터스쿨,2009-01-15,Pledis,6,5,Playgirlz,No
-AiRiSu,,아이리수,2018-07-25,Jang,4,4,,Yes
-ANS,,에이엔에스,2019-09-16,ANS,8,6,,Yes
-AOA,,에이오에이,2012-07-30,FNC,5,8,ELVIS,Yes
-Apink,,에이핑크,2011-04-19,Plan A,6,7,Pink Panda,Yes
-Apple.B,,애플비,2017-08-01,GH,5,5,,No
-April,,에이프릴,2015-08-24,DSP,6,6,Fineapple,Yes
-Ariaz,,아리아즈,2019-10-23,Rising Star,6,6,,Yes
-Baby V.O.X,,베이비복스,1997-07-05,DR Music,5,5,,No
-Badkiz,,배드키즈,2014-03-24,Zoo,5,5,,Yes
-Berry Good,,베리굿,2014-05-21,Asia Bridge,6,5,,Yes
-BESTie,,베스티,2013-07-11,YNB,4,4,BESTiny,No
-BLACKPINK,,블랙핑크,2016-08-08,YG,4,4,,Yes
-Blady,,블레이디,2011-05-16,Star Planet,5,4,Hi ade,No
-Bloomy,,블루미,2016-02-01,DS,4,4,,Yes
-Bob Girls,,단발머리,2014-06-10,Chrome,4,4,,No
-Bolbbalgan4,BOL4,볼빨간사춘기,2016-04-22,Shofar,2,2,,Yes
-Bonus Baby,,보너스베이비,2017-01-01,Maroo,6,6,,Hiatus
-Brave Girls,,브레이브걸스,2011-03-31,Brave,5,5,,Yes
-Brown Eyed Girls,B.E.G.,브라운 아이드 걸스,2006-03-02,Mystic,4,4,Everlasting,Yes
-Bulldok,,불독,2016-10-20,Kconic,5,3,,No
-Busters,,버스터즈,2017-11-27,JTG,5,5,Bu-Chu,Yes
-BVNDIT,,밴디트,2019-04-10,MNH,5,5,,Yes
-C-REAL,,씨리얼,2011-10-11,NAP,3,5,,No
-Camila,,카밀라,2018-08-29,Camila,3,3,,No
-Cherry Bullet,,체리블렛,2019-01-21,FNC,7,10,,Yes
-Cherry On Top,,체리온탑,2018-08-09,United,4,4,,Yes
-ChoColat,,쇼콜라,2011-08-16,Paramount,5,5,Chocolatier,No
-cignature,,시그니처,2020-02-04,C9,7,7,,Yes
-CLC,,씨엘씨,2015-03-18,Cube,7,5,Chesire,Yes
-CoCoSoRi,,코코소리,2016-01-05,MOLE,2,2,,No
-Crayon Pop,,크레용팝,2012-07-17,Chrome,4,5,,No
-D-Unit,,디유닛,2012-08-01,D-Business,2,3,Unique,No
-D.Holic,,디홀릭,2014-10-29,H.Mate,4,5,,No
-Dal Shabet,,달샤벳,2011-01-03,Happy Face,4,6,Darling,Hiatus
-Davichi,,다비치,2008-02-04,CJ E&M,2,2,,Yes
-Destiny,,데스티니,2018-09-28,D-SIDE,4,4,,Yes
-DIA,,다이아,2015-07-14,MBK,7,7,AID,Yes
-Dorothy,,도로시,2016-08-16,Leek Mill,3,5,,No
-DreamCatcher,,드림캐쳐,2017-01-13,Happy Face,7,7,,Yes
-Dreamnote,,드림노트,2018-11-07,iME,6,8,,Yes
-ELRIS,,엘리스,2017-07-01,Hunus,7,5,,Yes
-Episode,,에피소드,2020-02-04,Pops,5,5,,Yes
-Everglow,,에버글로우,2019-03-18,Yuehua,6,6,,Yes
-EvoL,,이블,2012-08-10,Stardom,5,5,Voller,No
-EXID,,이엑스아이디,2012-02-16,Yedang,5,6,LEGO,Yes
-f(x),,에프엑스,2009-08-24,SM,4,5,MeU,No
-F-ve Dolls,5Dolls,파이브돌스,2011-01-20,MBK,6,5,,No
-Favorite,,페이버릿,2017-07-05,Astory,6,6,,Yes
-Fiestar,,피에스타,2012-08-31,LOEN,5,6,Let's,No
-FLAVOR,,플레이버,2018-11-26,FENT,3,3,,Yes
-fromis_9,,프로미스나인,2018-01-24,Stone,9,9,,Yes
-Gavy NJ,,가비엔제이,2005-11-11,Good Fellas,3,3,,Yes
-Gawi Bawi Bo,GBB,지비비,2018-05-01,LOUDers,5,5,,Yes
-GeeGu,,지구,2017-10-26,NOS,7,9,,Yes
-Gfriend,,여자친구,2015-01-15,Source,6,6,Buddy,Yes
-GI,Global Icon,지아이,2013-04-03,Simtong,3,5,,No
-Girl's Day,GsD,걸스데이,2010-07-07,DreamT,4,5,Dai5y,Hiatus
-Girlkind,,걸카인드,2018-01-16,Nextlevel,5,5,,Yes
-Girls Girls,,여자여자,2015-12-09,H Brothers,4,5,,No
-Girls' Alert,GsA,소녀주의보,2017-05-25,Roots,5,5,,Yes
-Girls' Generation,SNSD,소녀시대,2007-08-05,SM,5,9,SONE,Yes
-GLAM,,글램,2012-07-16,Big Hit,4,4,,No
-Good Day,,굿데이,2017-08-30,C9,10,10,,No
-GP Basic,,지피 베이직,2011-03-18,Jacyhan,4,6,Spade,No
-Greyish,,그레이시,2017-06-01,Elijah,4,4,,Yes
-Gugudan,,구구단,2016-06-28,Jellyfish,8,9,,Yes
-GWSN,,공원소녀,2018-09-05,Kiwi Pop,7,7,Groo,Yes
-H.U.B,HUB,허브,2017-02-09,New Planet,5,4,,Yes
-Hash Tag,Hashtag,해시태그,2017-10-11,LUK,7,7,,Yes
-Hello Venus,HV,헬로비너스,2012-05-09,Fantagio,6,6,Hello Cupid,No
-Heygirls,,헤이걸스,2017-11-20,Moai,4,4,,Yes
-Hi Cutie,,하이큐티,2017-10-12,Space,4,5,,Yes
-HighSchool,,여고생,2019-04-30,Richworld,4,4,High Class,Yes
-Highteen,,하이틴,2016-10-14,Elijah,4,4,,Yes
-Hinapia,,희나피아,2019-11-03,Alseulbit,5,5,,Yes
-Hint,,힌트,2017-03-31,Starpro,5,7,,Yes
-Honey Popcorn,,허니팝콘,2018-03-21,Kyun Create,3,3,,Yes
-I.C.E,,아이스,2015-11-16,HS,3,4,,Yes
-ITZY,,있지,2019-02-12,JYP,5,5,Mitzy,Yes
-IZ*ONE,IZONE,아이즈원,2018-10-29,Off The Record,12,12,,Yes
-Jewelry,,쥬얼리,2001-03-30,Star Empire,4,4,,No
-KARA,,카라,2007-03-29,DSP,4,5,Kamilia,No
-KHAN,,칸,2018-05-23,Maroo,2,2,,No
-Kitten Girls,,키튼걸스,2018-09-04,Wannabe,4,4,,Yes
-Laboum,,라붐,2014-08-27,NH,5,6,Latte,Yes
-Ladies' Code,LC,레이디스 코드,2013-03-07,Polaris,3,5,Lavely,Hiatus
-LipBubble,,립버블,2017-03-22,Zenith,7,7,,Yes
-Loona,LOOΠΔ,이달의 소녀,2016-10-04,Blockberry,12,12,,Yes
-Lovelyz,,러블리즈,2014-11-17,Woollim,8,8,Lovelinus,Yes
-Lusty,,러스티,2019-06-26,babaplay,5,5,,Yes
-Mamamoo,,마마무,2014-06-18,RBW,4,4,Moomoo,Yes
-Marmello,,마르멜로,2017-05-24,Rolling,5,5,,No
-Matilda,,마틸다,2016-03-18,Box,4,4,,No
-Melody Day,,멜로디데이,2014-02-25,Cre.Ker,4,3,,No
-Minx,,밍스,2014-09-18,Happy Face,5,5,,No
-miss A,,미쓰에이,2010-07-01,JYP,3,4,Say A,No
-Mixx,,믹스,2016-05-02,Chiko,5,4,,No
-Momoland,,모모랜드,2016-11-09,Double Kick,6,7,,Yes
-myB,,마이비,2015-08-25,Maroo,6,6,,No
-Nature,,네이처,2018-08-03,n.CH,9,9,,Yes
-O21,,오투원,2016-06-21,Houxiu,3,6,,No
-Oh My Girl,OHMG,오마이걸,2015-04-21,WM,7,8,Miracle,Yes
-OhBliss,,오블리스,2016-10-17,JT Corea,5,5,,Yes
-P.O.P,,피오피,2017-07-26,DWM,6,6,,Yes
-Pink Fantasy,,핑크판타지,2018-10-28,My Doll,8,8,,Yes
-Playback,,플레이백,2015-06-25,Coridel,5,4,,Yes
-Pristin,,프리스틴,2017-03-21,Pledis,10,10,,No
-Pungdeng-E,,풍뎅이,2013-12-11,DOMA,3,3,,Yes
-PURPLEBECK,,퍼플백,2019-06-24,Majesty,5,5,Beckies,Yes
-Rainbow,,레인보우,2010-08-12,DSP,7,7,,No
-Rania,,라니아,2011-04-06,DR,5,8,,Yes
-Red Velvet,RV,레드벨벳,2014-08-01,SM,5,4,,Yes
-Rockit Girl,,락킷걸,2019-05-30,Rolling,2,2,,Yes
-Rose Finger,,로즈핑거,2018-10-03,YC:Bros,4,4,,Yes
-Rubber Soul,,러버소울,2015-02-10,Happy Tribe,2,3,,Yes
-S.E.S,,에스.이.에스,1997-11-01,SM,3,3,,No
-S.I.S,,에스아이에스,2017-08-25,Double X,6,6,,Yes
-Saturday,,세러데이,2018-07-18,SD,6,7,,Yes
-SECRET,,시크릿,2009-10-13,TS,3,4,Secret Time,No
-Sha Sha,,샤샤,2018-02-27,Major Ent,6,6,,No
-SISTAR,,씨스타,2011-08-09,Starship,4,4,STAR1,No
-Sonamoo,,소나무,2014-12-29,TS,5,7,Solbangul,Yes
-SPICA,,스피카,2012-02-07,CJ E&M,5,5,Mercury,No
-Stellar,,스텔라,2011-08-28,Pascal,4,4,Twinkle,No
-Sunny Hill,,써니힐,2007-09-20,Nega,4,5,,No
-T-ara,,티아라,2009-07-29,MBK,4,6,QUEEN'S,Hiatus
-Tahiti,,타히티,2012-06-23,J-line,5,6,,No
-The Grace,CSJH,천상지희,2005-04-29,SM,3,4,,No
-Tiny-G,,타이니지,2012-08-23,GNG,3,4,,No
-TWICE,,트와이스,2015-10-20,JYP,9,9,Once,Yes
-Two X,,투엑스,2012-08-20,J. Tune,4,5,,No
-Uni.T,,유니티,2018-05-18,Unit Culture,8,9,,No
-Unicorn,,유니콘,2015-09-03,Cartoon Blue,4,5,,No
-Wable,,와블,2016-02-17,Kiwi,2,2,,Yes
-Wanna.B,,워너비,2014-11-17,Zenith,5,4,Ru.B,Yes
-Wassup,,와썹,2013-08-07,Mafia,7,7,,No
-We Girls,,위걸스,2018-08-31,Afternoon,8,8,,Yes
-Weki Meki,WeMe,위키미키,2017-08-08,Fantagio,8,8,,Yes
-WJSN,Cosmic Girls,우주소녀,2016-02-25,Starship,13,12,Ujung,Yes
-Wonder Girls,WG,원더걸스,2007-02-13,JYP,4,5,Wonderful,No
-Yellow Bee,,옐로비,2017-11-23,Addiction,5,5,,Yes
--- a/4-Clustering/data/kpop_music_videos.csv
+++ b/4-Clustering/data/kpop_music_videos.csv
--- a/4-Clustering/data/maya-sites.csv
+++ b/4-Clustering/data/maya-sites.csv
@ -1,330 +0,0 @@
-Name,Alt_Name,Acronym,Country_Area,Latitude,Longitude
-Acanceh,,ACC,"Mexico, Yucatàn (MX-YUC)",20.813087,-89.45246
-Acanmul,,ACN," Mexico, Campeche (MX-CAM)",19.90093,-90.3254
-Acasaguastlan ,San Agustin Acasaguastlan = Guaytan,,"Guatemala, El Progreso (GT-PR)",14.928033,-89.962406
-Acte,Acté = Akte,ACT,"Guatemala, Petén (GT-PE)",17.0755,-89.939
-Actun Balam,,," Belize, Cayo (BZ-CY)",16.45,-88.58
-Actun Ch'on,Actun Chon = Actun Chón,ATC,"Mexico, Yucatàn (MX-YUC)",20.29668,-89.423006
-Actun Chapat,,ACP," Belize, Cayo (BZ-CY)",17.03631,-89.08801
-Actun Dzib,Actun Tz'iib = Actun Tz'ib,," Belize, Toledo (BZ-TOL)",16.197779,-89.057019
-Actun Neko,,," Belize, Cayo (BZ-CY)",17.18516,-88.67501
-Actun Tunichil Muknal,Actun Tunichil Mucnal = Tunichil Muknal,ATM," Belize, Cayo (BZ-CY)",17.11356,-88.86394
-Actuncan,Actun Can,ATU," Belize, Cayo (BZ-CY)",17.107507,-89.140828
-Acum,,,"Mexico, Yucatàn (MX-YUC)",20.253525,-89.456318
-Aguacate,,AGA,"Guatemala, Petén (GT-PE)",17.149,-89.2025
-Aguas Calientes,,AGC,"Guatemala, Petén (GT-PE)",16.56167,-90.38333
-Aguateca,,AGT,"Guatemala, Petén (GT-PE)",16.395316,-90.204668
-Akalpeten,,," Mexico, Campeche (MX-CAM)",18.415,-89.84139
-Ake,,AKE,"Mexico, Yucatàn (MX-YUC)",20.947223,-89.30158
-Aktun Uxil,Cueva de las Tres Marias = Uxil,,"Mexico, Yucatàn (MX-YUC)",20.34,-89.58111
-Aktun Xch'omil Ch'en,Actun Xch'omil Ch'en = Actun Xch'omil = Xch'omil Ch'en,,"Mexico, Yucatàn (MX-YUC)",20.70775,-88.262739
-Aktunkin,,," Mexico, Campeche (MX-CAM)",18.21732,-89.47427
-Akumal,Ocumal,AKM," Mexico, Quintana Roo (MX-ROO)",20.40088,-87.3198
-Almuchil,,AMC," Mexico, Campeche (MX-CAM)",20.152959,-89.640334
-Altamira,Alta Mira,ALM," Mexico, Campeche (MX-CAM)",17.98889,-89.54472
-Altamira,,ALT,"Mexico, Chiapas (MX-CHP)",15.35,-92.54599
-Altamirano,,,"Mexico, Chiapas (MX-CHP)",16.40,-92.35028
-Altar de los Reyes,,ALR," Mexico, Campeche (MX-CAM)",17.99042,-89.40622
-Altar de Sacrificios,,ALS,"Guatemala, Petén (GT-PE)",16.473785,-90.525184
-Altun Ha,Altun-Ha,ALH,"Belize, Belize (BZ-BZ)",17.76394,-88.34706
-Alvaro Obregon,Álvaro Obregón = Alvaro Obregón = Obregón,OBR,"Mexico, Tabasco (MX-TAB)",17.290197,-91.229206
-Anonal,,ANL,"Guatemala, Petén (GT-PE)",16.51845,-90.11464
-Arroyo de Piedra,Arroyo Piedra = Dos Piedras,ARP,"Guatemala, Petén (GT-PE)",16.451927,-90.269997
-Bajo de la Joventud,Bajo Juventud,,"Guatemala, Petén (GT-PE)",17.403332,-89.625181
-Baking Pot,,BKP," Belize, Cayo (BZ-CY)",17.198485,-89.009253
-Bakna,,BKN," Mexico, Campeche (MX-CAM)",19.8415,-90.08178
-Balakbal,,BLK," Mexico, Campeche (MX-CAM)",17.88222,-89.585
-Balamku,,BAL," Mexico, Campeche (MX-CAM)",18.556518,-89.944885
-Balamtun,,BLM,"Guatemala, Petén (GT-PE)",17.06617,-90.07267
-Becan,,BCN," Mexico, Campeche (MX-CAM)",18.517393,-89.466701
-Bedrock,,,"Belize, Orange Walk (BZ-OW)",17.943173,-88.986627
-Bejucal,,BJC,"Guatemala, Petén (GT-PE)",17.28211,-89.76916
-Bellote (Island),El Bellote,BLL,"Mexico, Tabasco (MX-TAB)",18.41861,-93.12175
-Bilimkok,,BMK," Mexico, Campeche (MX-CAM)",20.11,-89.84117
-Blackman Eddy,,BED," Belize, Cayo (BZ-CY)",17.2167,-88.9167
-Blue Creek,,,"Belize, Orange Walk (BZ-OW)",17.867988,-88.89345
-Bonampak,,BPK,"Mexico, Chiapas (MX-CHP)",16.704,-91.065
-Buenavista del Cayo,Buenavista de Cayo = Buenavista,BVC," Belize, Cayo (BZ-CY)",17.13475,-89.12976
-Bugambilias,,," Mexico, Quintana Roo (MX-ROO)",18.33,-88.21243
-Caactun,,CAA,"Mexico, Yucatàn (MX-YUC)",20.23,-88.4304
-Cahal Pech,,CLP," Belize, Cayo (BZ-CY)",17.145956,-89.073708
-Calakmul,,CLK," Mexico, Campeche (MX-CAM)",18.105612,-89.810328
-Canancax,,CNX,"Mexico, Chiapas (MX-CHP)",16.85975,-91.18561
-Cancuen,,CNC,"Guatemala, Petén (GT-PE)",16.01469,-90.03842
-Candzibaantun,,CDZ," Mexico, Campeche (MX-CAM)",17.85172,-89.71156
-Cap'eldzibtunichna,,CDZ," Mexico, Campeche (MX-CAM)",20.24405,-89.97677
-Caracol,,CRC," Belize, Cayo (BZ-CY)",16.763237,-89.117781
-Chacmultun,,CHM,"Mexico, Yucatàn (MX-YUC)",20.17278,-89.345
-Chactun,,," Mexico, Campeche (MX-CAM)",18.72428,-89.52733
-Champerico,,CHP," Mexico, Campeche (MX-CAM)",17.91422,-89.49914
-Chapatengo,,,"Mexico, Chiapas (MX-CHP)",16.117476,-92.532619
-Cheyokolna,,," Mexico, Campeche (MX-CAM)",17.880833,-89.815833
-Chiapa de Corzo,,CPC,"Mexico, Chiapas (MX-CHP)",16.702936,-93.003933
-Chicanna,,CHC," Mexico, Campeche (MX-CAM)",18.506936,-89.486376
-Chichen Itza,,CHN,"Mexico, Yucatàn (MX-YUC)",20.683121,-88.569032
-Chinikiha,,CNK,"Mexico, Tabasco (MX-TAB)",17.432832,-91.579593
-Chinkultic,,CKL,"Mexico, Chiapas (MX-CHP)",16.12894,-91.78492
-Chochkitam ,Tzotzkitam = Chochquitan = Chosquitan = BA-25,CKM,"Guatemala, Petén (GT-PE)",17.62419,-89.19963
-Chunhuitz,,CNZ,"Guatemala, Petén (GT-PE)",17.16921,-89.21635
-CivalSibal,,CVL,"Guatemala, Petén (GT-PE)",17.3675,-89.259167
-CobaNohoch Mul,,COB,"Mexico, Quintana Roo (MX-ROO)",20.49004,-87.732332
-Comalcalco,,CML,"Mexico, Tabasco (MX-TAB)",18.28001,-93.201341
-Copan,,CPN,"Honduras, Cop<6F>n (HN-CP)",14.837622,-89.141233
-Cueva de Galon,Cueva de las Pinturas = Cobanerita,CVG,"Guatemala, Petén (GT-PE)",16.89534,-90.00454
-Cueva de la Virgencita,,," Mexico, Campeche (MX-CAM)",18.253351,-89.277256
-Cuychen,,CUY," Belize, Cayo (BZ-CY)",17.01805,-89.059982
-Dos Caobas,,DCB,"Mexico, Chiapas (MX-CHP)",16.798796,-90.981059
-Dos Pilas,Dos Pozos,DPL,"Guatemala, Petén (GT-PE)",16.44583,-90.29583
-Dzehkabtun,,DZK," Mexico, Campeche (MX-CAM)",19.693113,-89.910491
-Dzibanmac,,," Mexico, Campeche (MX-CAM)",18.28,-89.23368
-Dzibilchaltun,,DBC,"Mexico, Yucatàn (MX-YUC)",21.091357,-89.596431
-Dzibilnocac,,DBN," Mexico, Campeche (MX-CAM)",19.578209,-89.594867
-Dzilam,Dzilam Gonzalez,DZL,"Mexico, Yucatàn (MX-YUC)",21.28144,-88.92994
-Eduardo Quiroz Cave,,," Belize, Cayo (BZ-CY)",16.75,-88.883333
-Edzna,Etzna,ETZ," Mexico, Campeche (MX-CAM)",19.597036,-90.230109
-Ek Balam,Ek' Balam = Ek' B'ahlam = Ekbalam,EKB,"Mexico, Yucatàn (MX-YUC)",20.890692,-88.136312
-"Abra, El",,ABR,"Honduras, Cop<6F>n (HN-CP)",15.103761,-88.80487
-"Amparo, El",,AMP,"Mexico, Chiapas (MX-CHP)",16.5344,-91.82478
-"Camalote Dolores, El",El Camalote = El Camalote/Dolores,CAD,"Guatemala, Petén (GT-PE)",16.77167,-89.46
-"Cayo, El",,CAY,"Mexico, Chiapas (MX-CHP)",17.06436,-91.21247
-"Chicozapote, El",,CZP,"Mexico, Chiapas (MX-CHP)",16.95522,-91.11824
-"Chilonche, El",Chilonche,CHT,"Guatemala, Petén (GT-PE)",16.813609,-89.560915
-"Chorro, El",San Lucas = El Pato = La Armenia,CRO,"Guatemala, Petén (GT-PE)",16.642167,-90.574333
-"Encanto, El",,ENC,"Guatemala, Petén (GT-PE)",17.273611,-89.562778
-"Excavado, El",,EXC,"Guatemala, Petén (GT-PE)",16.425734,-90.227732
-"Gallinero, El",,GAL," Mexico, Campeche (MX-CAM)",17.827556,-89.48325
-"Mameyal, El",,MAM," Mexico, Campeche (MX-CAM)",17.981667,-89.266667
-"Manantial, El",Corosal = Corozal = El Tablero = Ch'anal,MAN,"Guatemala, Petén (GT-PE)",17.69057,-89.43583
-"Meco, El",,MEC," Mexico, Quintana Roo (MX-ROO)",21.211155,-86.803912
-"Mirador, El",,MRD,"Guatemala, Petén (GT-PE)",17.756111,-89.92088
-"Pabellón, El",,PAB,"Mexico, Chiapas (MX-CHP)",16.472121,-90.57001
-"Palmar, El",,PLM," Mexico, Campeche (MX-CAM)",18.077787,-89.337349
-"Peru, El",Waka',PRU,"Guatemala, Petén (GT-PE)",17.26606,-90.35578
-"Portón, El",,PRT,"Guatemala, Baja Verapaz (GT-BV)",15.04745,-90.26079
-"Porvenir, El",,PVR,"Mexico, Chiapas (MX-CHP)",17.455145,-92.328758
-"Puente, El",,PUT,"Honduras, Cop<6F>n (HN-CP)",15.110079,-88.791041
-"Reinado, El",Ni'tuunal,,"Guatemala, Petén (GT-PE)",16.844444,-90.449167
-"Resbalon, El",,RSB," Mexico, Quintana Roo (MX-ROO)",18.771389,-88.786667
-"Retiro, El",,RTR,"Mexico, Chiapas (MX-CHP)",17.523793,-92.261839
-"Rey, El",,REY," Mexico, Quintana Roo (MX-ROO)",21.061616,-86.7813
-"Rosal, El",,RSL," Mexico, Campeche (MX-CAM)",20.147173,-90.105057
-"Tabasqueño, El",,TBS," Mexico, Campeche (MX-CAM)",19.49917,-89.78472
-"Temblor, El",,TMB,"Guatemala, Petén (GT-PE)",17.061667,-89.611667
-"Tortuguero, El",,TRT,"Mexico, Tabasco (MX-TAB)",17.686038,-92.569127
-"Zacatal, El",,," Mexico, Campeche (MX-CAM)",18.32667,-89.86694
-"Zapote, El",,ZAP,"Guatemala, Petén (GT-PE)",17.02105,-89.64349
-"Zotz, El",Xinoxultún = Dos Aguadas = El Diablo = El Sotz,ZTZ,"Guatemala, Petén (GT-PE)",17.23372,-89.82155
-Flores,Noj Peten,FLS,"Guatemala, Petén (GT-PE)",16.930194,-89.891576
-Hacienda Hotzuc,Hotzuc,HTZ,"Mexico, Yucatàn (MX-YUC)",20.805382,-89.692545
-Halakal,,HLK,"Mexico, Yucatàn (MX-YUC)",20.690021,-88.536227
-Hobomo,Xobomo,HBM," Mexico, Campeche (MX-CAM)",19.54863,-90.48769
-Hochob,,HCH," Mexico, Campeche (MX-CAM)",19.408825,-89.770851
-Holmul,La Riverita,HLM,"Guatemala, Petén (GT-PE)",17.31194,-89.27306
-Hormiguero,,HRM," Mexico, Campeche (MX-CAM)",18.409722,-89.493056
-Huacutal,Aguacatal,HUA,"Guatemala, Petén (GT-PE)",17.095278,-90.028333
-Hun Nal Ye,,,"Guatemala, Alta Verapaz (GT-AV)",15.677686,-90.319565
-Huntichmul,Huntichmul I,HNT,"Mexico, Yucatàn (MX-YUC)",20.122131,-89.588195
-IchmulIchmul de Morley = Kumche,,ICL,"Mexico, Yucatàn (MX-YUC)",20.857557,-88.38127
-IkilIki,,IKL,"Mexico, Yucatàn (MX-YUC)",20.614311,-88.814352
-Itzan,,ITN,"Guatemala, Petén (GT-PE)",16.566667,-90.466667
-Itzimte-Bolonchen,Itzimte = Bolonchen,ITB," Mexico, Campeche (MX-CAM)",20.01773,-89.7281
-Ixkun,,IXK,"Guatemala, Petén (GT-PE)",16.573896,-89.409568
-Ixlu,,IXL,"Guatemala, Petén (GT-PE)",16.97843,-89.68702
-Ixtonton,,IXT,"Guatemala, Petén (GT-PE)",16.510148,-89.395934
-Ixtutz,,IXZ,"Guatemala, Petén (GT-PE)",16.472963,-89.478321
-Jaina,Island of Jaina = Isla de Jaina,JAI," Mexico, Campeche (MX-CAM)",20.209341,-90.486523
-Jimbal,Bambunal,JMB,"Guatemala, Petén (GT-PE)",17.2825,-89.611944
-Jolja,Ixtelha = Cueva de Jolja = Joloniel = Jolja',JOL,"Mexico, Chiapas (MX-CHP)",17.351417,-92.321555
-Ka'Kabish,,,"Belize, Orange Walk (BZ-OW)",17.81611,-88.72972
-Kabah,,KAB,"Mexico, Yucatàn (MX-YUC)",20.248921,-89.647778
-Kaminaljuyu,,KJU,"Guatemala, Guatemala (GT-GU)",14.631257,-90.54847
-Kayal,,KYL," Mexico, Campeche (MX-CAM)",19.66817,-90.14098
-Kendal,,KEN,"Belize, Stann Creek (BZ-SC)",16.822541,-88.366402
-Kichpanha,,KIP,"Belize, Orange Walk (BZ-OW)",17.996041,-88.46698
-Kinal,Las Ruinas,KNL,"Guatemala, Petén (GT-PE)",17.69965,-89.245351
-Kiuic,Kiwick = Kewick,KUC,"Mexico, Yucatàn (MX-YUC)",20.096485,-89.551165
-Kohunlich,,KOH," Mexico, Quintana Roo (MX-ROO)",18.41966,-88.79079
-"Amelia, La",,AML,"Guatemala, Petén (GT-PE)",16.52944,-90.42417
-"Corona, La",,CRN,"Guatemala, Petén (GT-PE)",17.519746,-90.372226
-Florida,LaOcultun = La Florida-Namaan = El Naranjo-Frontera,FLD,"Guatemala, Petén (GT-PE)",17.229708,-90.811744
-Honradez, LaCorozalón,HRZ,"Guatemala, Petén (GT-PE)",17.59798,-89.28288
-"Joyanca, La",,JOY,"Guatemala, Petén (GT-PE)",17.23769,-90.568789
-Linterna, LaLa Linterna II,LTN,"Guatemala, Alta Verapaz (GT-AV)",16.037312,-90.227358
-"Mar, LaRabbit Stone",,MAR,"Mexico, Chiapas (MX-CHP)",17.11178,-91.41003
-"Milpa, La",,MLP,"Belize, Orange Walk (BZ-OW)",17.821111,-89.055833
-Montura,LaKinin = La Monturita,MTR,"Guatemala, Petén (GT-PE)",17.208333,-89.988333
-Muñeca,LaXamantun = El Mirador = La Gran Parada,MCA," Mexico, Campeche (MX-CAM)",18.219269,-89.612303
-"Naya, La",,NAY,"Guatemala, Petén (GT-PE)",17.01617,-89.47767
-"Pasadita, La",,PSD,"Guatemala, Petén (GT-PE)",16.990144,-91.055417
-"Pochitoca, La",,PCT,"Guatemala, Petén (GT-PE)",17.109333,-89.394
-Rejolla,LaLa Rejoya,REJ,"Guatemala, Petén (GT-PE)",16.799541,-89.201877
-Sufricaya,LaEl Güiro,SUF,"Guatemala, Petén (GT-PE)",17.304166,-89.285166
-Labna,,LAB,"Mexico, Yucatàn (MX-YUC)",20.17246,-89.578687
-Lacanha,Lacanja = Lacanha Kuna = Nak Balum Winik,LAC,"Mexico, Chiapas (MX-CHP)",16.713757,-91.100146
-Laguna Perdida, IILaguna Perdida,LGP,"Guatemala, Petén (GT-PE)",17.072833,-90.1855
-Lamanai,,LMN,"Belize, Orange Walk (BZ-OW)",17.76505,-88.65299
-Lashtunich,Laxtunich = Lamb Site = Site R,LTI,"Guatemala, Petén (GT-PE)",16.981835,-91.089809
-Loltun,,LOL,"Mexico, Yucatàn (MX-YUC)",20.25353,-89.45597
-"Alacranes, Los",,ALC," Mexico, Campeche (MX-CAM)",17.98167,-89.20944
-"Angeles, Los",Los Ángeles,," Mexico, Campeche (MX-CAM)",18.215362,-89.176769
-Lubaantun,,LBT," Belize, Toledo (BZ-TOL)",16.282028,-88.959555
-Machaquila,,MQL,"Guatemala, Petén (GT-PE)",16.325373,-89.865615
-Mayapan,,MPN,"Mexico, Yucatàn (MX-YUC)",20.629652,-89.460594
-Monumento 104Aguada Cancuen,,," Mexico, Campeche (MX-CAM)",17.816304,-89.314546
-Moral,Morales = Balancan = Balancan-Morales = Moral-Reforma = Acalan,MRL,"Mexico, Tabasco (MX-TAB)",17.769255,-91.297661
-Motul de San Jose,Motul,MTL,"Guatemala, Petén (GT-PE)",17.026517,-89.90115
-Mountain Cow,Tzimin Tunich = Tzimin Kax / Haatzcab Ceel = Hatzcab Ceel = Hatzcap Ceel / Cahal Cunil / Cahal Pichik,MCW," Belize, Cayo (BZ-CY)",16.789217,-89.049382
-Naachtun,Infiernon = La Ruinosa,NCT,"Guatemala, Petén (GT-PE)",17.79405,-89.72847
-Nadzbeiltun,,," Mexico, Campeche (MX-CAM)",18.297222,-90.085833
-Nadzcaan,Nadz Caan = Nadzcàan = Nadzca'an,NDZ," Mexico, Campeche (MX-CAM)",18.606966,-89.845908
-Naj Tunich,Najtunich,NTN,"Guatemala, Petén (GT-PE)",16.275556,-89.259722
-Nakbe,Zacatal,NKB,"Guatemala, Petén (GT-PE)",17.679911,-89.835159
-Nakum,Nacun = Nakcun = Nakúm,NKM,"Guatemala, Petén (GT-PE)",17.175941,-89.40514
-Naranjo,Manantial = Naranjo Sa'al,NAR,"Guatemala, Petén (GT-PE)",17.133511,-89.262047
-Nim Li Punit,Nimli Punit,NMP," Belize, Toledo (BZ-TOL)",16.321899,-88.824074
-Nohmul,,NHM,"Belize, Orange Walk (BZ-OW)",18.217315,-88.584749
-Nohpat,,NPT,"Mexico, Yucatàn (MX-YUC)",20.31428,-89.70597
-Ojo de Agua,Ojos de Agua,OAG,"Mexico, Chiapas (MX-CHP)",16.855075,-91.154667
-Ojo de Agua,,OJO," Mexico, Campeche (MX-CAM)",17.940167,-89.250915
-Okop,Yo'okop = La Aguada,OKP," Mexico, Quintana Roo (MX-ROO)",19.965988,-88.459167
-Oxkintok,,OXK,"Mexico, Yucatàn (MX-YUC)",20.562377,-89.953492
-Oxpemul,,OXP," Mexico, Campeche (MX-CAM)",18.319755,-89.778381
-Pacbitun,Pakbitun,PAC," Belize, Cayo (BZ-CY)",17.09211,-88.99433
-Palenque,Otulum,PAL,"Mexico, Chiapas (MX-CHP)",17.483877,-92.046888
-Pasión del Cristo,,PCR," Mexico, Campeche (MX-CAM)",18.425171,-89.308934
-Pestac,,PST,"Mexico, Chiapas (MX-CHP)",16.890805,-92.010762
-Piedras Negras,,PNG,"Guatemala, Petén (GT-PE)",17.168695,-91.260188
-Pistolas,,PIT," Mexico, Quintana Roo (MX-ROO)",19.92694,-87.445515
-Pixoy,,PIX," Mexico, Campeche (MX-CAM)",19.819349,-89.746794
-Plan de AyutlaSak Tz'i',,PAY,"Mexico, Chiapas (MX-CHP)",16.784024,-91.279784
-Playa del Carmen,,PLC," Mexico, Quintana Roo (MX-ROO)",20.61497,-87.08282
-Pok,,," Mexico, Campeche (MX-CAM)",18.38375,-89.2663
-Pol Box,,," Mexico, Quintana Roo (MX-ROO)",18.543005,-88.843382
-Polol,,POL,"Guatemala, Petén (GT-PE)",16.788889,-90.20833
-Pomona,,PMB,"Belize, Stann Creek (BZ-SC)",16.989846,-88.374721
-Pomona,,PMT,"Mexico, Tabasco (MX-TAB)",17.484629,-91.570211
-Pomuch,Pokmuch = Tixpokmuch,PMC," Mexico, Campeche (MX-CAM)",20.11094,-90.22544
-Pook's Hill,,PKH," Belize, Cayo (BZ-CY)",17.15418,-88.852032
-PopolaPusil,,PPL,"Mexico, Yucatàn (MX-YUC)",20.581488,-88.633618
-Poptun,,POP,"Guatemala, Petén (GT-PE)",16.337587,-89.41
-Pottery Hill Cave,,," Belize, Cayo (BZ-CY)",16.92,-89.122
-Primera Seccion Benemerito de las Americas,,,"Mexico, Chiapas (MX-CHP)",16.559623,-90.67155
-Punta Chimino,Punta de Chimino,PCH,"Guatemala, Petén (GT-PE)",16.43196,-90.1922
-Pusilha,Chumucha,PUS," Belize, Toledo (BZ-TOL)",16.1125,-89.195278
-Quirigua,,QRG,"Guatemala, Izabal (GT-IZ)",15.27046,-89.04033
-Rancho Ina,,RIN," Mexico, Quintana Roo (MX-ROO)",20.580423,-87.138013
-Rancho Perez,,,"Mexico, Yucatàn (MX-YUC)",19.97902,-89.493202
-Ratinlixul,,RTN,"Guatemala, Alta Verapaz (GT-AV)",15.657987,-90.663026
-Río Amarillo,,RAM,"Honduras, Cop<6F>n (HN-CP)",14.889382,-89.003077
-Río AzulIxcanrío = Las Gardenias,,RAZ,"Guatemala, Petén (GT-PE)",17.779073,-89.280009
-Río Bec,Rio Bec = Ixtinta,RBC," Mexico, Campeche (MX-CAM)",18.33961,-89.3797
-Río Hondo,,RHD,"Belize, Orange Walk (BZ-OW)",18.117915,-88.661763
-Sabacche,,SAB,"Mexico, Yucatàn (MX-YUC)",20.20395,-89.569717
-Sabana Piletas,Savana Xpilha = Chuhe,,"Mexico, Yucatàn (MX-YUC)",20.105633,-89.617333
-Sacchana,Quen Santo,SCN,"Mexico, Chiapas (MX-CHP)",16.0803,-91.78753
-Sacnicte,Sac Nicté = Sanacte = Sannacte,SNT,"Mexico, Yucatàn (MX-YUC)",20.204335,-89.585726
-Sacul,,SCU,"Guatemala, Petén (GT-PE)",16.538017,-89.291883
-Salinas de los Nueve Cerros,,SAL,"Guatemala, Alta Verapaz (GT-AV)",15.989219,-90.61709
-San Bartolo,,SBR,"Guatemala, Petén (GT-PE)",17.548333,-89.403888
-San Clemente,Chichantun,SCM,"Guatemala, Petén (GT-PE)",17.016816,-89.521133
-San Diego,,SDG,"Guatemala, Petén (GT-PE)",16.91705,-90.469883
-San Diego Becanchen,San Diego de Becanchen = San Diego bei Becanchen = San Diego Buenavista,SDB,"Mexico, Yucatàn (MX-YUC)",19.857717,-89.291483
-San Gervasio,,SNG," Mexico, Quintana Roo (MX-ROO)",20.499973,-86.846276
-San Joaquín,San Joaquín I,SJQ," Mexico, Campeche (MX-CAM)",20.17066,-90.10644
-San Joaquín II,,," Mexico, Campeche (MX-CAM)",20.17343,-90.09892
-San Lorenzo,,SLM," Mexico, Campeche (MX-CAM)",18.382333,-89.5475
-San Pedro Dzitbalche,,SPD," Mexico, Campeche (MX-CAM)",20.19,-90.03526
-San Simon Pueblo,San Simon = Hacienda San Simon,SSM,"Mexico, Yucatàn (MX-YUC)",20.20283,-89.811
-Santa Bárbara,"Santa Bárbara, Campeche = Santa Barbara (Paraiso)  = Santa Barbara (Yucatán) [Hacienda Paraiso] = El Paraíso =  Hunanhil",SBB,"Mexico, Yucatàn (MX-YUC)",20.70333,-90.11183
-Santa Elena Balancan,,SEB,"Mexico, Tabasco (MX-TAB)",17.625003,-91.414444
-Santa Elena Poco Uinic,Poco Uinic,SEP,"Mexico, Chiapas (MX-CHP)",16.587477,-91.739021
-Santa Rita Corozal,Santa Rita,SRC,"Belize, Corozal (BZ-CZL)",18.40232,-88.395094
-Santa Rita Xicalango,,SRG," Mexico, Campeche (MX-CAM)",18.14,-92.00358
-Santa Rosa Xtampak,Santa Rosa Xlabpak,SRX," Mexico, Campeche (MX-CAM)",19.77258,-89.598232
-Santo Domingo,,SDM,"Guatemala, Petén (GT-PE)",15.58,-89.44407
-Sayil,,SAY,"Mexico, Yucatàn (MX-YUC)",20.177985,-89.651939
-Seibal,El Ceibal = Sactankiki = Saxtanquiqui,SBL,"Guatemala, Petén (GT-PE)",16.513575,-90.061565
-Siho,,SHO,"Mexico, Yucatàn (MX-YUC)",20.489802,-90.171916
-SisilhaSisila,,SIS," Mexico, Campeche (MX-CAM)",20.220726,-89.888846
-Tak'alik Ab'aj,Abaj Takalik = Takalik Abaj = San Isidro Piedra Parada,ABJ,"Guatemala, Retalhuleu (GT-RE)",14.634945,-91.733077
-Tamarindito,,TAM,"Guatemala, Petén (GT-PE)",16.451161,-90.238642
-Tancah,,TAN," Mexico, Quintana Roo (MX-ROO)",20.24628,-87.41432
-Tayasal,Taizá = Taitzá = Noj Peten,TSL,"Guatemala, Petén (GT-PE)",16.93762,-89.8969
-Techoh,Tecoh,TCH,"Mexico, Yucatàn (MX-YUC)",20.287296,-89.40335
-Tecolote,,,"Guatemala, Petén (GT-PE)",16.981835,-91.089809
-Tikal,Mutul,TIK,"Guatemala, Petén (GT-PE)",17.222049,-89.623542
-Tintal,,TNT,"Guatemala, Petén (GT-PE)",17.580455,-89.996414
-Tipan Chen Uitz,,TCU," Belize, Cayo (BZ-CY)",17.1,-88.8
-Tohcok,,TCK," Mexico, Campeche (MX-CAM)",19.770274,-89.875133
-Tonala,,TNL,"Mexico, Chiapas (MX-CHP)",16.05601,-93.7652
-Tonina,Aharicab = Tulhá = Tonila = Ocosingo = San Carlos,TNA,"Mexico, Chiapas (MX-CHP)",16.90122,-92.00967
-Topoxte,,TPX,"Guatemala, Petén (GT-PE)",17.062237,-89.424462
-Tres Islas,,TRS,"Guatemala, Petén (GT-PE)",16.196947,-90.0529
-Tulum,,TUL," Mexico, Quintana Roo (MX-ROO)",20.21472,-87.42889
-Tunkuyi,,TUN," Mexico, Campeche (MX-CAM)",20.07128,-89.70823
-Tz'ibatnah,,,"Guatemala, Petén (GT-PE)",17.69056,-89.43444
-Tz'unun,,TZU,"Belize, Orange Walk (BZ-OW)",18.06,-88.34327
-Tzibanche,Dzibanche,TZB," Mexico, Quintana Roo (MX-ROO)",18.63841,-88.75866
-Tzimin Che,,," Belize, Toledo (BZ-TOL)",16.393231,-88.799744
-Tzocchen,Dzocchen = Tzochcen = Dzotchen = Tzotchen,TZC," Mexico, Campeche (MX-CAM)",20.20572,-89.97303
-Tzum,,TZM," Mexico, Campeche (MX-CAM)",19.969483,-89.82075
-Uaxactun,Bambonal = San Leandro,UAX,"Guatemala, Petén (GT-PE)",17.391196,-89.629533
-Uaymil,Huaymil = Guaymil = Isla Uaymil = Uaymitun,UYM," Mexico, Campeche (MX-CAM)",20.454841,-90.477431
-Ucanal,Yokanal,UCN,"Guatemala, Petén (GT-PE)",16.8405,-89.3625
-Ukum,,UKM,"Mexico, Yucatàn (MX-YUC)",20.501666,-89.310834
-Uolantun,,UOL,"Guatemala, Petén (GT-PE)",17.185279,-89.579932
-Uxbenka,,UXB," Belize, Toledo (BZ-TOL)",16.240205,-89.068708
-Uxmal,Ushmal,UXM,"Mexico, Yucatàn (MX-YUC)",20.360732,-89.769316
-Uxul,,UXL," Mexico, Campeche (MX-CAM)",17.85611,-89.985
-Wakahtal G<>iro,,WKT,"Guatemala, Petén (GT-PE)",17.40,-89.56326
-Witzna,Huitzna,WIT,"Guatemala, Petén (GT-PE)",17.426,-89.251
-X'Burrotunich,Xburrotunich,XBR,"Mexico, Yucatàn (MX-YUC)",20.29,-89.5146
-X'Castillo,Castillo Pak,XCS,"Mexico, Yucatàn (MX-YUC)",20.33,-89.56089
-Xcakochna,,,"Mexico, Yucatàn (MX-YUC)",20.0455,-89.439167
-Xcalumkin,Holactun = Yokactun,XLM," Mexico, Campeche (MX-CAM)",20.172139,-90.010194
-Xcambo,,XCM,"Mexico, Yucatàn (MX-YUC)",21.313471,-89.35394
-XcanahelebX ,Cana Heleb,XCH,"Mexico, Yucatàn (MX-YUC)",20.159403,-89.508487
-Xcanlol,X'canlol = Flor de Mayo,,"Mexico, Yucatàn (MX-YUC)",20.188891,-89.294631
-Xcaret,,XCT," Mexico, Quintana Roo (MX-ROO)",20.579287,-87.119497
-Xchan,,XCN," Mexico, Campeche (MX-CAM)",20.05235,-90.02412
-Xcocha,,XCA," Mexico, Campeche (MX-CAM)",20.065883,-90.103217
-Xcochkax,Xkochkax,XCK," Mexico, Campeche (MX-CAM)",20.182862,-89.808182
-Xcorralche,Xcoralche = Pich Corralche = X Corralche = Tabi,XCR,"Mexico, Yucatàn (MX-YUC)",20.300317,-89.53465
-Xcucsuc,Xcuksuc,XCU," Mexico, Campeche (MX-CAM)",20.191565,-89.991928
-Xculoc,,XCL," Mexico, Campeche (MX-CAM)",20.186135,-89.829278
-Xelha,Xel-ha,XLH," Mexico, Quintana Roo (MX-ROO)",20.319208,-87.366394
-Xkalachetzimin,Xcalachetzimin,XKA," Mexico, Campeche (MX-CAM)",20.199658,-90.051777
-Xkichmook,Xkichmol,XKM,"Mexico, Yucatàn (MX-YUC)",19.887364,-89.525174
-Xkipche,Cibche = Pozo Cibiche,,"Mexico, Yucatàn (MX-YUC)",20.299769,-89.828531
-Xkombec,Xcombec = Xumbec,XKB," Mexico, Campeche (MX-CAM)",20.164667,-90.399167
-Xkukican,X-Kukican,XKK,"Mexico, Yucatàn (MX-YUC)",20.240566,-89.408333
-Xmakabatun,Xmacabatun = Piedras Negras,XMK,"Guatemala, Petén (GT-PE)",17.517222,-89.236666
-Xnaheb,Xnaheb Ahse Enel,XNH," Belize, Toledo (BZ-TOL)",16.2795,-88.9035
-Xnucbec,San Andres,XNC,"Mexico, Yucatàn (MX-YUC)",20.295903,-89.681029
-Xpuhil II,Xpujil,XPH," Mexico, Campeche (MX-CAM)",18.50817,-89.405
-Xpulyaxche,Pakchen,XPL," Mexico, Campeche (MX-CAM)",19.529863,-89.80525
-Xtablakal,Xtabla,XTB,"Mexico, Yucatàn (MX-YUC)",19.975333,-89.534833
-Xtelhu,,XTH,"Mexico, Yucatàn (MX-YUC)",20.47592,-88.77589
-Xuelen,,XUE," Mexico, Campeche (MX-CAM)",20.237426,-90.139515
-Xul,,XLY,"Mexico, Yucatàn (MX-YUC)",20.09773,-89.463532
-Xulha,,XLA," Mexico, Quintana Roo (MX-ROO)",18.573087,-88.459773
-Xultun,El Delirio = Los Tambos,XUL,"Guatemala, Petén (GT-PE)",17.53075,-89.313239
-Xunantunich,Benque Viejo = Mount Maloney,XUN," Belize, Cayo (BZ-CY)",17.08944,-89.14167
-Xupa,,XUP,"Mexico, Chiapas (MX-CHP)",17.442083,-91.946583
-Xutilha,,XTL,"Guatemala, Petén (GT-PE)",16.190937,-89.531279
-Yakalmai,,YAK," Mexico, Campeche (MX-CAM)",20.19178,-90.07153
-Yakalxiu,,YKL,"Mexico, Yucatàn (MX-YUC)",20.182217,-89.500367
-Yalcabakal,,YLC," Mexico, Campeche (MX-CAM)",19.49,-90.31225
-Yaleltsemen,,YLS,"Mexico, Chiapas (MX-CHP)",16.59,-93.01079
-Yaltutu,Yaltatu = Yaltitud,YLT,"Guatemala, Petén (GT-PE)",16.85436,-89.37647
-Yaxche Xlabpak,,YXX," Mexico, Campeche (MX-CAM)",20.12437,-89.71365
-Yaxchilan,Menche = Menche Tinamit = La Ville Lorillard = Lorillard City = Lorillard Town = Usumacinta,YAX,"Mexico, Chiapas (MX-CHP)",16.899712,-90.964698
-Yaxcopoil,,YXP,"Mexico, Yucatàn (MX-YUC)",20.756915,-89.703474
-Yaxha,Yaxhá = Yaxjá = Ya'axjá,YXH,"Guatemala, Petén (GT-PE)",17.07588,-89.40248
-Yaxhom,Yaaxhom,YXM,"Mexico, Yucatàn (MX-YUC)",20.241896,-89.48589
-Yaxuna,,YXN,"Mexico, Yucatàn (MX-YUC)",20.541596,-88.662541
-Yohom,,YOH," Mexico, Campeche (MX-CAM)",20.17629,-90.07405
-YulaUla,,YUL,"Mexico, Yucatàn (MX-YUC)",20.615642,-88.570021
-Zacpeten,Sacpeten = Sakpeten,ZPT,"Guatemala, Petén (GT-PE)",16.98846,-89.66114
-Zaculeu,,ZAC,"Guatemala, Huehuetenango (GT-HU)",15.33379,-91.49275
-Zapote Bobal,Hixwitz = Hix Witz,ZPB,"Guatemala, Petén (GT-PE)",17.009164,-90.309259
--- a/4-Clustering/data/nigerian-songs.csv
+++ b/4-Clustering/data/nigerian-songs.csv
@ -0,0 +1,531 @@
+name,album,artist,artist_top_genre,release_date,length,popularity,danceability,acousticness,energy,instrumentalness,liveness,loudness,speechiness,tempo,time_signature
+Sparky,Mandy & The Jungle,Cruel Santino,alternative r&b,2019,144000,48,0.666,0.851,0.42,0.534,0.11,-6.699,0.0829,133.015,5
+shuga rush,EVERYTHING YOU HEARD IS TRUE,Odunsi (The Engine),afropop,2020,89488,30,0.71,0.0822,0.683,0.000169,0.101,-5.64,0.36,129.993,3
+LITT!,LITT!,AYLØ,indie r&b,2018,207758,40,0.836,0.272,0.564,0.000537,0.11,-7.127,0.0424,130.005,4
+Confident / Feeling Cool,Enjoy Your Life,Lady Donli,nigerian pop,2019,175135,14,0.894,0.798,0.611,0.000187,0.0964,-4.961,0.113,111.087,4
+wanted you,rare.,Odunsi (The Engine),afropop,2018,152049,25,0.702,0.116,0.833,0.91,0.348,-6.044,0.0447,105.115,4
+Kasala,Pioneers,DRB Lasgidi,nigerian pop,2020,184800,26,0.803,0.127,0.525,6.69e-06,0.129,-10.034,0.197,100.103,4
+Pull Up,Everything Pretty,prettyboydo,nigerian pop,2018,202648,29,0.818,0.452,0.587,0.00449,0.59,-9.84,0.199,95.842,4
+take a break,rare.,Odunsi (The Engine),afropop,2018,141933,27,0.808,0.608,0.3,4.8e-05,0.0863,-11.213,0.0453,119.964,4
+Cash,Enjoy Your Life,Lady Donli,nigerian pop,2019,187714,36,0.846,0.214,0.669,0.467,0.0857,-7.822,0.0441,115.008,4
+SATISFIED,GEMINI,Tay Iwar,alternative r&b,2019,123082,30,0.555,0.912,0.295,0.275,0.0967,-11.038,0.036,77.033,4
+Morocco,Mandy & The Jungle,Cruel Santino,alternative r&b,2019,186696,33,0.735,0.872,0.596,0.866,0.16,-7.379,0.0865,89.966,4
+luv in a mosh,EVERYTHING YOU HEARD IS TRUE,Odunsi (The Engine),afropop,2020,97071,35,0.66,0.609,0.745,0.00301,0.342,-4.125,0.0421,177.991,4
+Raw Dinner,Mandy & The Jungle,Cruel Santino,alternative r&b,2019,143569,46,0.603,0.714,0.433,0.0407,0.105,-5.935,0.338,63.545,5
+Waka,Wildfire,prettyboydo,nigerian pop,2020,172708,23,0.583,0.296,0.563,0.00023,0.214,-6.801,0.143,96.568,4
+Summer Time (feat. Tay Iwar),Suzie's Funeral,Cruel Santino,alternative r&b,2016,226146,19,0.663,0.871,0.462,3.33e-06,0.125,-6.769,0.0278,139.946,4
+Bite the Dust,Enjoy Your Life,Lady Donli,nigerian pop,2019,142857,14,0.69,0.469,0.516,0.000236,0.0865,-8.45,0.131,104.991,4
+City on Lights!,dnt'dlt,AYLØ,indie r&b,2019,200937,15,0.535,0.488,0.696,4.33e-06,0.167,-7.65,0.264,159.48,4
+PDA!,EVERYTHING YOU HEARD IS TRUE,Odunsi (The Engine),afropop,2020,148666,29,0.624,0.56,0.646,0.0,0.233,-5.179,0.0793,179.874,4
+End Of The Wicked (feat. Octavian),End Of The Wicked (feat. Octavian),Cruel Santino,alternative r&b,2020,186341,49,0.748,0.608,0.819,0.0615,0.109,-5.41,0.0789,150.01,4
+Catching a Wav,Passionfruit Summers,Amaarae,afro r&b,2017,195000,34,0.655,0.793,0.333,0.00139,0.101,-12.849,0.051,80.033,4
+hectic,rare.,Odunsi (The Engine),afropop,2018,201082,34,0.713,0.171,0.669,0.00349,0.0724,-6.997,0.0921,90.988,4
+Whoa!,Insert Project Name,AYLØ,indie r&b,2017,205395,24,0.64,0.954,0.352,0.0731,0.106,-8.418,0.0526,108.356,4
+FLAVA,Enjoy Your Life,Lady Donli,nigerian pop,2019,166153,17,0.663,0.871,0.446,6.06e-05,0.146,-7.182,0.192,156.119,4
+Alté Cruise,rare.,Odunsi (The Engine),afropop,2018,192309,36,0.89,0.563,0.536,0.000859,0.622,-4.794,0.123,95.02,4
+Classic,Classic,Lady Donli,nigerian pop,2018,216296,45,0.721,0.313,0.782,0.0,0.0791,-9.297,0.071,161.971,4
+I listen to you...,dnt'dlt,AYLØ,indie r&b,2019,227500,17,0.828,0.273,0.529,5.73e-06,0.101,-12.471,0.143,119.976,4
+angel,rare.,Odunsi (The Engine),afropop,2018,151304,36,0.76,0.229,0.111,0.00119,0.129,-19.362,0.044,92.014,4
+Around,Enjoy Your Life,Lady Donli,nigerian pop,2019,111107,12,0.847,0.424,0.653,0.0,0.27,-5.617,0.0412,142.517,3
+SPACE,GEMINI,Tay Iwar,alternative r&b,2019,193249,27,0.853,0.249,0.372,0.00116,0.0517,-10.347,0.0596,116.989,4
+Alté,Alté,DRB Lasgidi,nigerian pop,2019,182909,18,0.774,0.021,0.73,2.46e-05,0.0749,-4.424,0.0315,105.077,4
+Beginning,Beginning,Joeboy,afropop,2019,158052,55,0.878,0.149,0.668,0.000116,0.1,-7.076,0.107,109.955,4
+Aye,Aye,DaVido,afropop,2014,235053,0,0.729,0.628,0.868,0.0,0.057,-4.72,0.0474,115.0,4
+Baby,Baby,Joeboy,afropop,2019,165448,13,0.785,0.142,0.806,0.000285,0.147,-5.34,0.0558,105.001,4
+Assurance,Assurance,DaVido,afropop,2018,249320,48,0.665,0.275,0.799,2.99e-06,0.0756,-3.244,0.115,206.007,4
+Yori Yori,Least Expected,Bracket,afro dancehall,2009,218426,43,0.685,0.523,0.783,0.0,0.112,-1.606,0.169,102.62,4
+Nobody,Nobody,DJ Neptune,afro dancehall,2020,145860,63,0.707,0.251,0.866,2.5e-06,0.263,-3.612,0.0354,108.053,4
+Perfect Gentleman,The Journey,Sean Tizzle,afro dancehall,2014,254824,16,0.693,0.369,0.936,3.83e-05,0.123,-4.091,0.0635,125.945,4
+Case,Case,Teni,afro dancehall,2018,202448,54,0.81,0.358,0.638,0.0,0.211,-4.778,0.0398,102.003,4
+Adiepena,Adiepena,KiDi,afro dancehall,2018,195728,36,0.741,0.307,0.762,0.0,0.318,-6.089,0.0346,102.965,4
+Nobody Fine Pass You,Nobody Fine Pass You,T-Classic,nigerian pop,2019,215170,0,0.765,0.628,0.687,2.28e-06,0.0736,-5.98,0.125,114.056,4
+Duduke,Duduke,Simi,afropop,2020,172000,60,0.781,0.552,0.656,5.18e-05,0.131,-4.105,0.106,96.083,4
+Mad over You,Mad over You,Runtown,afro dancehall,2016,215906,53,0.842,0.458,0.543,0.000135,0.102,-4.778,0.0483,107.048,4
+Odo Remix (feat. Mayorkun & Davido),Odo Remix (feat. Mayorkun & Davido),KiDi,afro dancehall,2017,233592,41,0.722,0.0642,0.608,0.0111,0.0514,-4.684,0.0304,103.04,4
+On Top Your Matter,On Top Your Matter,WizKid,afro dancehall,2014,284814,26,0.706,0.0536,0.966,0.0,0.0566,-1.266,0.0564,124.003,4
+Happy Day,Happy Day,Patoranking,afro dancehall,2014,260146,5,0.716,0.232,0.952,0.000105,0.0868,-2.717,0.111,102.948,4
+No One Like You,Best Of P-Square,P-Square,afro dancehall,2014,268120,1,0.826,0.549,0.877,0.0,0.0924,-3.028,0.172,101.993,4
+If,If,DaVido,afropop,2017,237714,57,0.951,0.397,0.661,0.0,0.0686,-2.678,0.0612,104.997,4
+Walk With Me,Walk With Me,Stormrex,Missing,2015,261973,0,0.488,0.586,0.666,0.0,0.397,-7.577,0.151,111.33,4
+Amen,Boo of the Booless,chike,nigerian pop,2020,220203,30,0.48,0.494,0.709,0.0,0.127,-5.963,0.104,90.826,4
+Yanga,Yanga,Chidinma,afropop,2018,182033,22,0.885,0.289,0.717,0.0,0.048,-5.36,0.169,118.0,4
+Thunder,Thunder,KiDi,afro dancehall,2018,197537,24,0.748,0.515,0.628,0.0,0.0586,-8.81,0.0322,102.983,4
+All I Want Is You,All I Want Is You,Banky W.,afro dancehall,2015,220343,22,0.47,0.127,0.91,0.000862,0.117,-4.508,0.0554,114.024,4
+Pino Pino,Pino Pino,Phyno,afro dancehall,2016,287137,1,0.65,0.633,0.937,0.0,0.13,-1.421,0.151,101.973,4
+Pana,Pana,Tekno,afropop,2017,244867,2,0.67,0.316,0.544,0.0308,0.0746,-7.388,0.325,199.871,4
+Mama,Mama,Mayorkun,afro dancehall,2017,198504,0,0.855,0.392,0.592,0.0,0.105,-3.685,0.071,104.035,4
+Majesty,Heartwork,Peruzzi,afropop,2018,211826,0,0.796,0.281,0.766,2.63e-06,0.137,-5.041,0.0643,110.073,4
+4DAYZ,4DAYZ,Kiss Daniel,afro dancehall,2018,160000,0,0.761,0.24,0.883,0.000496,0.0534,-3.591,0.0952,123.993,4
+FIA,FIA,DaVido,afropop,2017,214205,50,0.819,0.344,0.751,1.27e-05,0.425,-3.175,0.0459,107.063,4
+Kind Love,Ayo,WizKid,afro dancehall,2014,231947,26,0.627,0.0269,0.913,1.44e-06,0.0654,-2.402,0.0376,119.004,4
+Romantic (feat. Tiwa Savage),Romantic (feat. Tiwa Savage),Korede Bello,afro dancehall,2016,225933,49,0.764,0.0886,0.593,0.000296,0.0621,-4.026,0.0456,103.993,4
+Prayer,Prayer,DMW,afropop,2017,216111,0,0.728,0.14,0.823,0.000167,0.318,-6.015,0.0405,119.931,4
+Girl (feat. Wizkid),Cupid Stories,Bracket,afro dancehall,2011,294960,31,0.791,0.208,0.872,0.0,0.099,-5.94,0.176,120.017,4
+Poko,No Bad Songz,Kizz Daniel,afro dancehall,2018,169930,47,0.854,0.0718,0.816,0.0,0.0428,-5.225,0.11,106.017,4
+Panana,Panana,L.A.X,afro dancehall,2018,161593,22,0.75,0.776,0.744,3.3e-05,0.231,-2.799,0.0311,104.036,4
+Mi Na Bo Po,E.L.O.M.,E.L,azonto,2015,206266,0,0.478,0.0285,0.678,0.0,0.306,-5.648,0.242,61.695,4
+All Over,All Over,Tiwa Savage,afro dancehall,2017,211291,51,0.831,0.217,0.844,0.0,0.115,-4.589,0.0585,112.048,4
+For Life,For Life,Runtown,afro dancehall,2017,229633,0,0.72,0.0965,0.67,3.32e-05,0.0615,-4.895,0.216,205.67,4
+Fall,Fall,DaVido,afropop,2017,240000,61,0.928,0.379,0.675,0.0,0.0533,-3.535,0.0566,105.952,4
+Say,Rasaking,L.A.X,afro dancehall,2018,177658,13,0.774,0.515,0.605,0.0,0.0887,-6.447,0.0924,99.941,4
+Woju (Remix),Woju (Remix),Kiss Daniel,afro dancehall,2015,204210,0,0.791,0.302,0.906,2.66e-06,0.0356,-2.705,0.0478,113.955,4
+Duro (Remix),Duro (Remix),Tekno,afropop,2015,212000,1,0.607,0.313,0.87,3.73e-06,0.09,-3.298,0.0812,119.981,4
+Aje,Aje,DMW,afropop,2018,234788,0,0.771,0.416,0.79,0.0,0.0493,-3.807,0.0708,119.946,4
+Easy (Jeje),Easy (Jeje),Reekado Banks,afro dancehall,2017,200413,41,0.767,0.0704,0.839,4.8e-06,0.0604,-5.268,0.0803,126.99,4
+Applaudise,Applaudise,Iyanya,afro dancehall,2015,211693,0,0.668,0.288,0.93,0.000102,0.239,-3.274,0.0393,112.039,4
+Feeling (feat. Reekado Banks),Feeling (feat. Reekado Banks),Bisa Kdei,afro dancehall,2017,208195,15,0.704,0.354,0.705,1.85e-06,0.109,-6.434,0.0902,102.79,4
+"My Woman, My Everything (feat. Wandecoal)","My Woman, My Everything (feat. Wandecoal) - Single",Patoranking,afro dancehall,2015,233717,54,0.902,0.0438,0.845,0.0,0.0867,-2.695,0.0644,112.005,4
+Collabo,Double Trouble,P-Square,afro dancehall,2014,223500,52,0.58,0.353,0.903,6.98e-06,0.0957,-4.564,0.0773,194.828,3
+Give You Love,Give You Love,Juls,afro dancehall,2016,234605,36,0.799,0.0633,0.533,0.0,0.126,-6.412,0.0569,99.982,4
+Ohemaa,Ohemaa,Kuami Eugene,afropop,2019,245736,33,0.576,0.271,0.8,0.0,0.118,-4.479,0.0477,104.02,4
+Mon Bébé (feat. Flavour),Three,Patoranking,afro dancehall,2020,205450,34,0.631,0.6,0.386,0.0,0.112,-10.135,0.0622,96.651,4
+Tear Rubber,Greatness,DJ Neptune,afro dancehall,2018,221517,0,0.846,0.0501,0.664,6.16e-06,0.136,-3.184,0.0445,104.0,4
+Kololo,Kololo,Banky W.,afro dancehall,2017,232543,21,0.768,0.259,0.701,0.000385,0.121,-3.728,0.0543,121.026,4
+One and Only,One and Only,Korede Bello,afro dancehall,2016,170141,19,0.718,0.129,0.813,0.0,0.38,-4.102,0.112,125.965,4
+Laye,Laye,Kiss Daniel,afro dancehall,2015,229276,0,0.716,0.313,0.869,0.0,0.102,-3.923,0.107,120.018,4
+Dada Omo,Dada Omo,Sugarboy,nigerian pop,2017,213524,0,0.733,0.0662,0.92,0.0,0.107,-3.753,0.167,118.021,4
+Only Girl,Only Girl,Adekunle Gold,afro dancehall,2017,210050,0,0.83,0.327,0.667,0.0,0.141,-5.408,0.0743,105.947,4
+Obianuju,Naija Party Vibes Vol. 2,Various Artists,afro dancehall,2011,220543,0,0.696,0.172,0.733,0.0,0.315,-3.807,0.113,109.019,4
+Finally,Finally,Master Kraft,Missing,2015,222537,26,0.875,0.175,0.896,0.0,0.0589,-2.287,0.0438,111.631,4
+Ogadigide,Double Trouble,P-Square,afro dancehall,2014,252521,20,0.703,0.268,0.875,0.0,0.343,-6.088,0.081,172.469,3
+Ada Ada,Blessed,Flavour,afro dancehall,2012,233900,0,0.635,0.623,0.961,0.000138,0.111,-3.751,0.111,167.166,3
+Ololufe,Mushin2Mohits,Wande Coal,afro dancehall,2009,298800,0,0.397,0.51,0.532,0.0,0.102,-9.11,0.0693,96.811,4
+My Darling (feat. Don Jazzy),Mix of Love,Various Artists,afro dancehall,2015,249652,0,0.782,0.173,0.836,3.01e-06,0.12,-4.005,0.0494,124.995,4
+Yes/No,R & BW,Banky W.,afro dancehall,2013,247432,46,0.534,0.23,0.627,1.35e-05,0.127,-5.526,0.0745,128.796,5
+I Love U,Best Of P-Square,P-Square,afro dancehall,2014,281026,1,0.596,0.293,0.85,0.0,0.338,-2.129,0.145,97.724,4
+Tere (feat. Diamond Platnumz),No Bad Songz,Kizz Daniel,afro dancehall,2018,228121,28,0.833,0.0115,0.887,3.02e-05,0.0545,-2.839,0.171,119.97,4
+Return,Son of Mercy - EP,DaVido,afropop,2016,185360,24,0.67,0.158,0.738,0.0,0.101,-3.379,0.158,106.59,4
+Iwotago (feat. Phyno),Da Smash Hitz,Various Artists,soft rock,2015,201614,0,0.465,0.351,0.866,0.0,0.649,-4.978,0.342,173.857,3
+Ire,Ire,Boj,afro dancehall,2016,178256,8,0.683,0.149,0.882,0.0942,0.112,-4.982,0.0419,113.948,4
+Kedike,Naija Hits 2012-2013,This Is Africa,afropop,2013,233430,0,0.797,0.304,0.854,0.000587,0.172,-5.503,0.0415,117.995,4
+Strong Ting,The W Experience,Banky W.,afro dancehall,2009,301720,26,0.581,0.00755,0.844,0.00307,0.136,-2.557,0.0971,129.925,4
+Promise,Promise,Adekunle Gold,afro dancehall,2019,178000,34,0.813,0.413,0.604,0.00172,0.109,-8.667,0.0555,120.083,4
+Oyi (Remix),Best Of Flavour,Flavour,afro dancehall,2015,200013,0,0.428,0.592,0.677,1.19e-06,0.215,-11.731,0.343,112.516,5
+Always (feat. Davido),Man of the Year,Skales,afro dancehall,2015,240893,16,0.73,0.0859,0.943,0.0,0.162,-2.846,0.2,120.045,4
+Oruka,Legends,Various Artists,Missing,2015,300225,0,0.672,0.126,0.845,0.0,0.0426,-3.669,0.0531,94.999,4
+Angela,Angela,Kuami Eugene,afropop,2017,187297,42,0.653,0.0235,0.651,2.98e-05,0.221,-3.165,0.0723,200.075,4
+Obimo,Obimo,Kayswitch,Missing,2016,232896,14,0.7,0.00437,0.879,1.61e-05,0.111,-5.687,0.0594,126.03,4
+Where,Where,Tekno,afropop,2016,219080,7,0.887,0.0729,0.908,0.000192,0.0483,-3.346,0.0637,115.023,4
+Mansa,Mansa,Bisa Kdei,afro dancehall,2015,246987,0,0.665,0.16,0.875,0.0,0.0402,-4.712,0.0527,124.94,4
+Pakurumo,Superstar,WizKid,afro dancehall,2011,212005,41,0.879,0.525,0.737,0.00576,0.268,-5.412,0.0421,119.99,4
+Marry,Marry,DJ Neptune,afro dancehall,2016,209841,37,0.891,0.169,0.649,0.0289,0.058,-6.476,0.068,111.989,4
+Forever,Talk About It,M.I. Abaga,afropop,2009,257866,6,0.492,0.113,0.672,0.0,0.053,-4.588,0.191,122.024,4
+Ifunanya,Best Of P-Square,P-Square,afro dancehall,2014,266520,0,0.828,0.706,0.768,0.0,0.0433,-3.667,0.0424,110.001,4
+Ariva,Ariva,Flavour,afro dancehall,2019,218723,0,0.748,0.0861,0.641,1.34e-05,0.0751,-2.014,0.043,90.103,4
+I Gentle,I Gentle,Naeto C,afro dancehall,2012,245040,11,0.764,0.528,0.95,7.97e-06,0.142,-6.319,0.0551,119.972,4
+Fine Lady,"Afrobeats the Hits, Vol. 1",Various Artists,afro dancehall,2012,221720,0,0.75,0.0123,0.912,0.0,0.0402,-5.828,0.117,123.983,4
+Komole,The Journey,Sean Tizzle,afro dancehall,2015,251733,0,0.628,0.682,0.942,4.53e-06,0.0863,-3.84,0.144,127.991,4
+Dodo,Dodo,DaVido,afropop,2015,198191,0,0.759,0.0743,0.815,0.000237,0.167,-3.679,0.0418,113.965,4
+Today Today,Undeniable,Eldee,afro dancehall,2012,227451,18,0.715,0.00762,0.873,0.000473,0.26,-7.532,0.0338,120.009,4
+Duro,The Journey,Sean Tizzle,afro dancehall,2014,275330,3,0.633,0.0439,0.94,0.0,0.0699,-3.563,0.0547,119.946,4
+Criteria,Criteria,Olamide,afro dancehall,2018,220421,18,0.811,0.608,0.846,0.0,0.06,-4.84,0.0921,110.015,4
+Forever,Forever,Eazzy,hiplife,2016,216266,0,0.764,0.324,0.669,0.000181,0.107,-2.787,0.0339,98.979,4
+O Wa N'bę,Simisola,Simi,afropop,2017,210000,32,0.756,0.554,0.766,1.85e-05,0.132,-6.005,0.0686,106.003,4
+Ojoro,Ojoro,DJ Neptune,afro dancehall,2019,226000,1,0.772,0.17,0.841,1.73e-06,0.0715,-6.751,0.106,120.0,4
+Lovinjitis,Testimoney,Wizboyy,afro dancehall,2013,262706,37,0.772,0.493,0.871,5.66e-05,0.121,-3.673,0.242,88.778,4
+Made for You,Made for You,Banky W.,afro dancehall,2016,252030,38,0.433,0.134,0.811,0.0,0.0379,-3.6,0.246,70.638,3
+Ololufe,Best Of Flavour,Flavour,afro dancehall,2015,198213,0,0.457,0.657,0.616,2.61e-06,0.0918,-4.717,0.0373,168.523,4
+BE,BE,Tekno,afropop,2017,225645,43,0.861,0.273,0.679,2.12e-06,0.131,-5.566,0.0675,100.074,4
+Chinelo,Chinelo,Bracket,afro dancehall,2018,203493,21,0.856,0.0215,0.695,0.0,0.0776,-3.56,0.0982,105.056,4
+Chop My Money Remix,Best Of P-Square,P-Square,afro dancehall,2014,272125,2,0.815,0.156,0.797,3.66e-06,0.131,-5.875,0.0839,127.028,4
+Woman,Woman,Tekno,afropop,2019,255267,0,0.708,0.365,0.637,0.0,0.141,-5.12,0.197,124.124,5
+Facebook Love (feat. Jaywon),Essential,Essence,erotica,2010,294386,7,0.631,0.244,0.864,0.0,0.0976,-2.971,0.125,100.051,4
+Ashawo,U Know My P,Naeto C,afro dancehall,2008,262826,14,0.761,0.00957,0.807,0.0,0.35,-1.674,0.059,120.039,4
+Ki Ni Big Deal,U Know My P,Naeto C,afro dancehall,2008,268973,17,0.695,0.013,0.938,0.0,0.218,-1.489,0.113,109.954,4
+This Year (Odun Yi),A Jungle Christmas 2014,The Jungle Collective,afro dancehall,2014,230505,0,0.638,0.633,0.51,0.0,0.0885,-10.331,0.149,85.848,4
+Lefenuso,Aproko City,Lord Of Ajasa,nigerian hip hop,2016,234267,6,0.805,0.626,0.929,0.0,0.0781,-1.614,0.324,108.017,4
+Lori Le,Turn It Up,X Project,Missing,2010,243017,25,0.801,0.00907,0.819,1.32e-05,0.0652,-4.66,0.107,140.009,4
+Gongo Aso,Gongo Aso,9ice,afro dancehall,2008,224306,39,0.824,0.245,0.965,9.84e-05,0.0983,-2.742,0.0409,110.03,4
+Street Credibility,Gongo Aso,9ice,afro dancehall,2008,288413,34,0.474,0.496,0.737,0.0,0.12,-3.781,0.352,87.635,4
+Who Born The Maja,Mushin2Mohits,Wande Coal,afro dancehall,2009,187000,0,0.826,0.172,0.626,0.0,0.103,-9.68,0.135,95.426,4
+Kokoma,Kokoma,K9,Missing,2012,201599,0,0.893,0.0584,0.915,4.46e-06,0.0755,-1.863,0.12,125.049,4
+Gbamu-Gbamu,Tradition,9ice,afro dancehall,2009,241011,26,0.568,0.205,0.935,0.0,0.157,-2.266,0.23,88.516,5
+Beautiful Onyinye,The Invasion,P-Square,afro dancehall,2011,292106,37,0.709,0.687,0.793,8.11e-06,0.123,-4.725,0.057,99.96,4
+Do Me,Game Over,P-Square,afro dancehall,2008,281306,19,0.824,0.505,0.918,0.0,0.0415,-2.311,0.117,103.049,4
+Booty Call,Currliculum Vitae,Mo' Hits All Stars,afro dancehall,2009,314000,0,0.825,0.203,0.918,1.34e-06,0.144,-1.559,0.212,129.389,5
+1er Gaou - Version originale,1er Gaou (Album original),Magic System,afropop,2012,295146,0,0.835,0.14,0.86,0.0,0.0767,-6.872,0.0621,119.044,4
+My Car,My Car,Tony Tetuila,afro dancehall,2001,248426,24,0.917,0.25,0.707,0.00602,0.323,-10.512,0.0933,110.049,4
+See Me So,Nigeria Gold,Various Artists,afro dancehall,2011,278746,0,0.735,0.0823,0.482,0.0,0.0928,-6.68,0.427,195.886,4
+Fi Mi Le,a.k.a Fi Mi Le,Kas,Missing,2011,218331,22,0.917,0.0352,0.829,2.6e-05,0.241,-5.129,0.195,104.946,4
+Oleku (feat. Brymo),Oleku (feat. Brymo),Ice Prince,afro dancehall,2010,291363,38,0.544,0.344,0.73,1.36e-06,0.14,-4.299,0.144,162.112,5
+Ara,#TheSonOfaKapenta,Brymo,afro dancehall,2012,256813,33,0.668,0.435,0.908,4.41e-05,0.112,-4.988,0.111,129.982,4
+Pere,Currliculum Vitae,Mo' Hits All Stars,afro dancehall,2009,254000,0,0.842,0.0512,0.837,1.54e-06,0.172,-4.388,0.137,115.001,4
+Sound Track,Singles,May D,afro dancehall,2012,294112,0,0.635,0.458,0.582,2.22e-06,0.0928,-4.05,0.0771,118.006,4
+Imagine That,Expressions,Styl-Plus,afro dancehall,2007,299826,34,0.701,0.0501,0.885,0.0,0.0429,-1.203,0.12,124.989,4
+Olufunmi,Call My Name,Styl-Plus,afro dancehall,2012,309146,18,0.597,0.45,0.773,0.0,0.166,-5.496,0.109,113.197,4
+Call My Name,Call My Name,Styl-Plus,afro dancehall,2012,280653,16,0.664,0.381,0.607,2.48e-05,0.0651,-8.92,0.177,108.043,4
+African Queen,Nigeria Gold (YouTube),2Baba,afro dancehall,2011,261426,0,0.464,0.428,0.83,0.0,0.518,-4.139,0.419,74.612,4
+Nfana Ibaga (No Problem),Face 2 Face 10.0,2Baba,afro dancehall,2014,265440,22,0.615,0.22,0.723,0.0,0.082,-4.808,0.404,97.998,4
+kolomental,Old & New,Various Artists,afro dancehall,2010,276610,0,0.889,0.0387,0.699,5.61e-05,0.121,-4.879,0.169,105.995,4
+Nigeria Jaga Jaga,Old & New,Various Artists,Missing,2010,187820,0,0.835,0.0304,0.757,0.0,0.333,-6.175,0.294,97.33,4
+Mr. Lecturer,Mr. Lecturer,Eedris Abdulkareem,afro dancehall,2003,255426,17,0.834,0.0162,0.734,4.3e-05,0.11,-8.623,0.0535,127.024,4
+Live in Yankee,Mr. Lecturer,Eedris Abdulkareem,afro dancehall,2003,274720,9,0.619,0.277,0.644,0.0,0.1,-7.93,0.112,100.15,4
+Jaga Jaga,Jaga Jaga,Eedris Abdulkareem,afro dancehall,2004,226493,26,0.881,0.0384,0.689,0.0,0.227,-7.685,0.26,95.958,4
+Oruka,Unchained,Sunny Neji,highlife,2013,300173,0,0.677,0.138,0.842,0.0,0.0422,-3.551,0.0512,95.014,4
+Critical,The Alliance Reconstructed,Ikechukwu,afro dancehall,2011,238576,15,0.761,0.0154,0.96,0.00102,0.0566,-2.993,0.0559,105.983,4
+Mo Gbono Feli Feli,Carnival Street Bangers,Various Artists,afro dancehall,2013,258000,25,0.772,0.0753,0.859,0.00598,0.0718,-6.396,0.0896,105.962,4
+Pop Something Ft. D'banj,"African Football Anthems, Vol. 1",Various Artists,afro dancehall,2013,298813,0,0.661,0.00176,0.942,0.189,0.214,-4.694,0.0611,140.026,4
+Tongolo,Sangolo,Various Artists,afro dancehall,1998,251715,0,0.82,0.261,0.662,0.0,0.369,-9.514,0.0771,102.074,4
+Yahoozee,Trilogy,Olu Maintain,afro dancehall,2008,256391,0,0.802,0.234,0.641,0.0,0.148,-8.204,0.281,112.985,4
+Over The Moon Ft. K-Switch,51Lex Presents Something About You,Dr SID,afro dancehall,2011,235920,16,0.876,0.297,0.709,1.25e-05,0.0617,-7.842,0.0357,124.957,4
+Tony Montana - Remix,Tony Montana Remix,Naeto C,afro dancehall,2012,243774,24,0.726,0.0896,0.974,0.0,0.0946,-4.55,0.318,125.044,4
+Undisputed,Mi2 the Movie,M.I. Abaga,afropop,2011,164702,14,0.823,0.248,0.701,1.29e-05,0.2,-4.891,0.0509,114.978,4
+Implication,The Unstoppable (International Edition),2Baba,afro dancehall,2010,207813,0,0.764,0.332,0.842,1.44e-06,0.241,-6.872,0.0454,129.968,4
+Bomper to Bomper,Nigeria Club,Various Artists,Missing,2012,226200,6,0.731,0.0278,0.701,0.0,0.577,-10.326,0.105,119.991,4
+Oleku (feat. Brymo),Everbody Loves Ice Prince,Ice Prince,afro dancehall,2011,290413,0,0.542,0.39,0.751,0.0,0.256,-4.397,0.143,161.754,5
+Ten over Ten,Super C Season,Naeto C,afro dancehall,2011,218640,29,0.666,0.019,0.978,0.000466,0.378,-3.117,0.129,117.984,4
+Aboki,Aboki,Ice Prince,afro dancehall,2012,220760,30,0.776,0.17,0.843,0.0,0.0589,-2.992,0.057,122.01,4
+You Bad,Best Of Wande Coal,Wande Coal,afro dancehall,2016,243040,4,0.733,0.404,0.806,0.0,0.128,-4.45,0.0818,120.023,4
+Limpopo,Takeover,KCee,afro dancehall,2013,253933,23,0.691,0.432,0.966,0.0151,0.223,-2.677,0.133,125.037,4
+Caro (feat. Lax),Ayo,WizKid,afro dancehall,2014,246832,45,0.698,0.0214,0.944,4.68e-05,0.485,-2.48,0.0628,122.183,4
+Dami Duro,Best Of Davido,DaVido,afropop,2020,250250,8,0.659,0.188,0.995,0.0,0.216,-0.735,0.194,124.983,4
+Like to Party,Best of Burna Boy,Burna Boy,afro dancehall,2017,246400,0,0.452,0.136,0.718,0.0,0.121,-6.972,0.341,109.454,3
+First of All,YBNL,Olamide,afro dancehall,2016,186666,0,0.923,0.066,0.702,3.09e-05,0.0999,-6.031,0.246,124.98,4
+Stupid Love,YBNL,Olamide,afro dancehall,2016,227093,0,0.825,0.335,0.944,0.0,0.0313,-3.656,0.237,131.017,4
+Ten Ten,Best Of Wande Coal,Wande Coal,afro dancehall,2016,229146,1,0.665,0.0472,0.869,0.0,0.0775,-3.1,0.138,108.95,4
+Pop Something ft D'Banj,Turning Point,Dr SID,afro dancehall,2010,296813,24,0.661,0.00176,0.942,0.189,0.214,-4.694,0.0611,140.026,4
+Halleluyah,Olu Maintain,Olu Maintain,afro dancehall,2017,265055,7,0.678,0.622,0.575,0.0,0.359,-8.591,0.189,82.998,4
+Catch Cold,Olu Maintain,Olu Maintain,afro dancehall,2017,391001,9,0.764,0.665,0.646,2.22e-06,0.314,-10.312,0.514,106.444,4
+You Know It ft. Eldee,You Know It - Single ft. Eldee,Goldie,Missing,2010,230360,4,0.784,0.25,0.849,5.79e-06,0.256,-7.913,0.0621,119.994,4
+Kako bi Chicken,B.O.R.S,Reminisce,afropop,2012,224640,0,0.819,0.148,0.943,0.0,0.0893,-2.073,0.244,125.049,4
+If Love Is A Crime,Grass 2 Grace,2Baba,afro dancehall,2006,269733,34,0.505,0.496,0.7,0.0,0.111,-5.175,0.104,171.84,4
+African Queen,Face 2 Face - Remix,2Baba,afro dancehall,2004,260986,39,0.48,0.483,0.853,0.0,0.606,-2.081,0.381,79.362,4
+Possibilities Ft. 2face,Danger,P-Square,afro dancehall,2009,307373,31,0.698,0.561,0.646,0.0,0.0996,-7.524,0.36,91.784,4
+Bizzy Body,Get Squared,P-Square,afro dancehall,2009,289080,31,0.931,0.3,0.559,0.0,0.0398,-7.434,0.0787,100.062,4
+No Lele,Superstar,WizKid,afro dancehall,2011,218174,35,0.559,0.54,0.835,0.0,0.243,-4.256,0.185,136.29,5
+Ekuro,Omo Baba Olowo: The Genesis,DaVido,afropop,2016,207281,22,0.724,0.0142,0.823,0.0,0.0572,-5.617,0.113,122.916,4
+Pere,51Lex Presents Stop The Violence,Mo' Hits All Stars,afro dancehall,2011,254000,28,0.842,0.0512,0.837,1.54e-06,0.172,-4.388,0.137,115.001,4
+Bastard,Bastard,The Three Wisemen,Missing,2012,230714,18,0.901,0.145,0.668,0.00107,0.144,-8.597,0.263,105.011,4
+Pepper Dem Gang,The Glory,Olamide,afro dancehall,2016,219586,0,0.599,0.532,0.839,0.0,0.811,-3.441,0.374,117.643,4
+Yawa,Yawa,Mayorkun,afro dancehall,2016,204826,0,0.622,0.453,0.789,0.0,0.0987,-3.951,0.0787,123.282,4
+Daddy Yo,Daddy Yo,WizKid,afro dancehall,2016,161559,43,0.822,0.258,0.83,1.38e-05,0.137,-3.84,0.0718,98.94,4
+Diana,Diana,Tekno,afropop,2016,258626,10,0.854,0.217,0.825,4.61e-05,0.0515,-2.802,0.0629,102.989,4
+Gbagbe Oshi,Son of Mercy - EP,DaVido,afropop,2016,206640,13,0.527,0.0348,0.845,9.11e-06,0.0444,-4.125,0.141,102.96,4
+Do Like That,Do Like That,Korede Bello,afro dancehall,2016,214386,0,0.837,0.329,0.379,0.0,0.0786,-10.202,0.43,114.057,4
+Awon Da (Rasaki),Awon Da (Rasaki),L.A.X,afro dancehall,2016,209659,12,0.768,0.622,0.87,0.00166,0.0814,-4.236,0.0527,116.987,3
+Ah Skiibii (Remix) [feat. Olamide],Ah Skiibii (Remix) [feat. Olamide],Skiibii,afropop,2016,211748,4,0.762,0.103,0.97,0.0,0.0341,-0.807,0.111,132.982,4
+Bank Alert,Bank Alert,P-Square,afro dancehall,2016,253840,46,0.824,0.0767,0.915,0.0,0.045,-2.989,0.0894,129.989,4
+Omo Wobe Anthem,Omo Wobe Anthem,Olamide,afro dancehall,2016,187297,0,0.833,0.0206,0.66,0.0,0.14,-7.993,0.191,107.967,4
+Shele Gan Gan,Shele Gan Gan,Lil Kesh,afro dancehall,2016,220493,0,0.866,0.463,0.778,6.16e-05,0.0918,-4.417,0.143,105.061,4
+Cinderella,Chemistry,Falz,afro dancehall,2016,175830,20,0.717,0.238,0.77,0.0,0.0889,-3.98,0.276,114.826,4
+Foreign,Chemistry,Falz,afro dancehall,2016,182073,27,0.886,0.305,0.887,0.0,0.0945,-4.237,0.298,110.819,4
+Ariwo Ko,Gold,Adekunle Gold,afro dancehall,2016,184000,0,0.857,0.589,0.806,0.000101,0.0899,-4.735,0.214,89.929,4
+G.O.E,God Over Everything,Patoranking,afro dancehall,2016,232027,0,0.547,0.0814,0.699,0.0,0.122,-4.59,0.0426,88.239,4
+Jigi Jigi,Jigi Jigi,Niniola,afro dancehall,2016,222641,13,0.729,0.0553,0.932,0.000459,0.123,-2.001,0.178,123.922,4
+Love You Tire,Love You Tire,Mayorkun,afro dancehall,2016,182047,0,0.859,0.336,0.69,7.1e-06,0.0864,-4.12,0.0614,108.994,4
+Sons of Anarchy,The Glory,Olamide,afro dancehall,2016,140983,0,0.458,0.669,0.848,0.0,0.0952,-2.964,0.364,204.999,4
+Ireti,Ireti,Moelogo,afro dancehall,2016,251379,31,0.709,0.164,0.696,5.33e-06,0.28,-6.393,0.0412,116.005,4
+My City,Ireti,Moelogo,afro dancehall,2016,186009,18,0.597,0.152,0.615,0.0,0.161,-4.451,0.0415,89.911,4
+Love Don't Lie,Love Don't Lie,Johnny Drille,nigerian pop,2015,246543,0,0.529,0.175,0.799,0.0,0.0888,-5.038,0.0436,116.013,4
+Wait for Me,Wait for Me,Johnny Drille,nigerian pop,2015,287555,28,0.255,0.158,0.694,0.0,0.338,-5.495,0.0476,69.279,4
+Afro Lover,Afro Lover,Jilex Anderson,Missing,2016,223920,0,0.8,0.117,0.591,0.0035,0.112,-7.028,0.0719,92.013,4
+Link Up,Link Up,Ycee,afro dancehall,2016,251212,29,0.886,0.38,0.596,0.0,0.173,-6.749,0.168,106.99,4
+Ladies and Gentlemen,SPOTLIGHT,Reekado Banks,afro dancehall,2016,177941,25,0.797,0.0855,0.875,0.0,0.055,-6.523,0.0797,123.01,4
+Slide In,Slide In,Jilex,Missing,2015,258847,0,0.493,0.011,0.52,0.0,0.103,-8.039,0.203,77.13,4
+Tonight,Tonight,Nonso Amadi,afropop,2016,237374,48,0.768,0.76,0.498,2.04e-05,0.138,-6.159,0.0424,98.102,4
+Bokiniyen,Bokiniyen,Koker,afropop,2017,230680,0,0.769,0.162,0.835,0.0,0.109,-3.297,0.0883,117.995,4
+Hello,Jos To The World,Ice Prince,afro dancehall,2016,367998,0,0.497,0.611,0.683,0.00958,0.164,-7.107,0.138,121.322,5
+4 Me,4 Me,Maleek Berry,afropop,2017,197307,0,0.878,0.00852,0.605,0.0272,0.0637,-5.98,0.124,103.995,4
+LEG OVER,LEG OVER,Mr Eazi,afro dancehall,2016,197972,0,0.601,0.58,0.681,0.0,0.0934,-5.171,0.324,98.078,4
+Ballerz,Ballerz,Wande Coal,afro dancehall,2016,191150,29,0.857,0.322,0.736,7.39e-06,0.0672,-5.58,0.0441,112.986,4
+Like This,Like This,DJ Henry X,Missing,2016,161516,0,0.462,0.0234,0.755,0.0,0.572,-5.511,0.137,200.087,4
+Who You Epp,Who You Epp (feat. Wande Coal & Phyno),Olamide,afro dancehall,2016,231386,0,0.812,0.613,0.851,0.0,0.104,-3.393,0.127,110.995,4
+Legalize,Legalize,Sugarboy,nigerian pop,2016,192052,0,0.69,0.356,0.806,0.000812,0.104,-3.326,0.0531,99.984,4
+Get Up (Feat. Dj Tunez and Flash),Achikolo,Various Artists,afro dancehall,2016,200385,0,0.833,0.0187,0.722,0.0,0.0756,-6.613,0.113,117.998,4
+Oje (feat. Wizkid),Oje (feat. Wizkid),Legendury Beatz,afropop,2014,195613,15,0.661,0.00929,0.919,0.000118,0.198,-3.412,0.0475,124.043,4
+Bubble Bup,Bubble Bup,Cynthia Morgan,Missing,2016,227785,1,0.699,0.221,0.609,0.0,0.112,-5.689,0.238,98.316,4
+Wine to the Top,Wine to the Top,WizKid,afro dancehall,2017,219429,0,0.813,0.452,0.868,7.45e-06,0.0708,-2.941,0.2,104.951,4
+Radio,Radio,Nonso Amadi,afropop,2016,190000,1,0.836,0.824,0.472,0.00428,0.112,-8.004,0.0464,96.065,4
+Adore Her,The Collectiv3 Lp,Various Artists,Missing,2015,255873,19,0.625,0.211,0.527,1.53e-05,0.095,-7.565,0.159,115.016,4
+Rora Se (Tread Softly),Rora Se (Tread Softly),Moelogo,afro dancehall,2016,193469,13,0.72,0.102,0.678,0.0,0.107,-5.159,0.0523,98.016,4
+Pain Killer (feat. RunTown),Pain Killer (feat. RunTown),Sarkodie,afro dancehall,2017,219271,36,0.853,0.522,0.775,0.00348,0.0684,-4.111,0.0581,101.999,4
+Some Say,Ireti,Moelogo,afro dancehall,2016,226000,13,0.782,0.0867,0.752,0.00102,0.133,-3.297,0.0703,89.984,3
+Iskaba,Iskaba,Wande Coal,afro dancehall,2016,224680,59,0.814,0.0794,0.764,0.0174,0.0696,-7.944,0.053,125.026,4
+Tilapia (feat. Medikal),"Life Is Eazi, Vol. 1 - Accra To Lagos",Mr Eazi,afro dancehall,2017,191489,0,0.593,0.615,0.671,0.208,0.307,-7.398,0.1,93.694,4
+2 People,"Life Is Eazi, Vol. 1 - Accra To Lagos",Mr Eazi,afro dancehall,2017,200727,0,0.826,0.263,0.733,0.0,0.0816,-6.121,0.297,109.944,4
+Wo Onane No,DeYaaa,Kwamz & Flava,afro dancehall,2014,209502,0,0.842,0.0281,0.61,0.0288,0.0927,-6.91,0.096,110.003,4
+Walahi,Ghetto University,Runtown,afro dancehall,2015,213914,0,0.842,0.135,0.806,6.13e-06,0.076,-4.02,0.0384,115.937,4
+Te Ota E Mole,Te Ota E Mole,Moelogo,afro dancehall,2015,184444,8,0.665,0.493,0.907,0.159,0.12,-5.719,0.0478,128.042,4
+Bang Bang,Bang Bang,Timaya,afro dancehall,2016,187586,0,0.765,0.142,0.826,0.0,0.0382,-3.953,0.193,100.008,4
+Hey Stranger,SPOTLIGHT,Reekado Banks,afro dancehall,2016,209447,23,0.863,0.341,0.813,0.00407,0.103,-7.882,0.103,100.015,4
+Wishlist,Turn Up,Various Artists,nigerian pop,2016,233064,0,0.78,0.471,0.562,2.23e-05,0.46,-7.886,0.145,90.023,4
+Tonyor,Tonyor (feat. Mr. P),Selebobo,afro dancehall,2016,216999,34,0.861,0.108,0.756,3.03e-06,0.0996,-3.146,0.0554,124.966,4
+Shout Out Trap (feat. Wande Coal),Ballers,Dammy Krane,Missing,2016,194925,0,0.858,0.084,0.752,0.0,0.373,-4.548,0.108,121.086,4
+Killy Person Freestyle,Killy Person (Freestyle),Reekado Banks,afro dancehall,2016,165283,18,0.883,0.137,0.566,0.0,0.224,-10.091,0.175,105.975,4
+One Call Away (feat. Maleek Berry),Afropop 101,Legendury Beatz,afropop,2017,177600,0,0.625,0.165,0.651,0.0,0.123,-5.128,0.304,99.728,4
+Higher Healing (feat. Huma Lara),Away and Beyond Plus,2Baba,afro dancehall,2014,235781,17,0.703,0.0611,0.833,0.0,0.0921,-5.496,0.302,159.971,4
+Just Like Dat,Just Like Dat,Orezi,afro dancehall,2017,207516,0,0.791,0.252,0.803,0.0,0.191,-4.678,0.0895,118.027,4
+Say-Baba,Say-Baba,CDQ,afropop,2017,246746,0,0.842,0.0485,0.927,0.0067,0.161,-2.945,0.0993,125.04,4
+First Come First Serve,First Come First Serve,CDQ,afropop,2016,212349,1,0.769,0.367,0.758,0.0,0.125,-5.869,0.145,109.917,4
+Pass The Agbara,Pass The Agbara,Skuki,Missing,2017,215021,0,0.962,0.578,0.613,2.92e-06,0.0656,-3.921,0.205,110.021,4
+Come Closer (feat. Drake),Come Closer (feat. Drake),WizKid,afro dancehall,2017,211273,49,0.835,0.138,0.457,1.96e-06,0.109,-7.455,0.204,99.99,4
+Shine Your Light,Shine Your Light,Moelogo,afro dancehall,2017,218181,15,0.487,0.214,0.39,2.47e-05,0.0425,-11.317,0.0461,176.071,3
+Yetunde,Yetunde,Legendury Beatz,afropop,2016,152607,24,0.681,0.127,0.791,0.0,0.087,-5.144,0.0507,103.07,4
+Gbo Gan Gbom (Une Soul),Gbo Gan Gbom (Une Soul),Flavour,afro dancehall,2016,233920,0,0.622,0.406,0.92,1.67e-06,0.0637,-0.543,0.267,112.294,3
+Go Down,Go Down,Julz,Missing,2016,204973,0,0.882,0.297,0.69,0.00275,0.0715,-5.07,0.182,128.014,4
+Far Away,Far Away,Master Kraft,Missing,2016,208065,28,0.533,0.13,0.764,4.52e-06,0.0938,-3.63,0.148,79.997,5
+Dance 4 Me,Authentic (African Edition),J. Martins,afro dancehall,2016,250287,32,0.695,0.1,0.957,0.0,0.072,-2.173,0.183,125.996,4
+Koffi Anan,Koffi Anan,Yemi Alade,afro dancehall,2016,205008,37,0.937,0.265,0.872,0.000466,0.164,-1.43,0.133,112.983,4
+Fight (feat. DJ Cuppy),"Life Is Eazi, Vol. 1 - Accra To Lagos",Mr Eazi,afro dancehall,2017,184778,0,0.74,0.0943,0.721,0.0196,0.16,-8.43,0.0723,113.018,4
+Sometimes I Pray,Shine Your Light,Moelogo,afro dancehall,2017,220190,14,0.559,0.31,0.488,0.0,0.248,-11.293,0.0977,93.854,4
+Your Smile,Your Smile,Tjan,afro r&b,2017,215760,25,0.738,0.176,0.641,6.06e-06,0.258,-9.56,0.0549,99.84,4
+Salsa,Salsa,Master Kraft,Missing,2016,184058,12,0.845,0.162,0.622,0.0,0.113,-6.298,0.302,120.023,4
+Gbemisaya,Quality,CDQ,afropop,2016,261067,6,0.807,0.0353,0.858,0.000662,0.0589,-3.278,0.0922,129.939,4
+UP 2 SUMTING,UP 2 SUMTING,Iyanya,afro dancehall,2016,207172,0,0.57,0.459,0.616,0.0,0.208,-7.084,0.285,99.954,4
+Juice (feat. Maleek Berry),First Wave EP,Ycee,afro dancehall,2017,250920,54,0.812,0.496,0.657,0.0024,0.091,-2.77,0.0738,109.998,4
+Wavy,First Wave EP,Ycee,afro dancehall,2017,215226,12,0.714,0.0348,0.815,0.0,0.129,-3.978,0.28,105.048,4
+I.J.N,I.J.N,Pheelz,Missing,2016,221333,0,0.731,0.447,0.684,0.0,0.0898,-5.361,0.0508,89.95,4
+Teré teré,Teré teré,Toofan,azontobeats,2016,207333,45,0.916,0.113,0.744,2.22e-05,0.0494,-1.724,0.0747,109.995,4
+Maradona,Maradona,Niniola,afro dancehall,2017,191242,30,0.914,0.0444,0.613,0.069,0.11,-6.808,0.0548,118.043,4
+Yolo Yolo,Yolo Yolo,Seyi Shay,afro dancehall,2017,206600,16,0.785,0.0741,0.973,7.86e-06,0.2,-3.054,0.155,105.943,4
+Baby Answer,Signature - EP,Iyanya,afro dancehall,2017,202680,0,0.72,0.114,0.936,0.0,0.154,-1.804,0.101,106.022,4
+Gimme Luv (feat. Olamide),Gimme Luv (feat. Olamide),DJ Spinall,afro dancehall,2017,202161,18,0.877,0.261,0.738,0.0,0.346,-3.383,0.0628,110.006,4
+Ojukokoro,Ten,DJ Spinall,afro dancehall,2016,175000,0,0.69,0.0498,0.836,0.00015,0.0854,-6.863,0.1,123.1,4
+Sexy Girls,Sexy Girls,SUPERSTAR DJ Xclusive,Missing,2017,208000,3,0.88,0.129,0.699,4.56e-06,0.352,-6.482,0.0731,117.011,4
+Alhaji (Can't Hear You) [Remix] (feat. Runtown),Alhaji (Can't Hear You) [Remix] (feat. Runtown),Illbliss,afro dancehall,2017,215745,18,0.777,0.265,0.846,0.0,0.118,-5.446,0.0452,108.027,4
+Halé Halé,God Over Everything,Patoranking,afro dancehall,2016,208355,0,0.778,0.181,0.588,0.0,0.113,-8.845,0.06,115.976,4
+Cheating Zone,God Over Everything,Patoranking,afro dancehall,2016,236811,0,0.582,0.447,0.834,0.0,0.0663,-4.74,0.24,76.505,4
+Money,God Over Everything,Patoranking,afro dancehall,2016,224028,0,0.644,0.137,0.887,0.0,0.0834,-4.231,0.124,101.923,4
+Kill Nobody (feat. Calibrii),First Wave EP,Ycee,afro dancehall,2017,209186,14,0.699,0.382,0.799,0.0,0.495,-5.369,0.285,102.846,4
+Bad,Bad,Juls,afro dancehall,2017,240065,40,0.758,0.563,0.46,0.0,0.0972,-9.253,0.236,96.04,4
+Sikiru,Sikiru,Magnito,nigerian hip hop,2017,213183,0,0.934,0.337,0.762,0.0,0.0604,-6.247,0.27,109.973,4
+IZZUE,Izzue,Davido x Dammy Krane,Missing,2015,180610,0,0.86,0.0301,0.671,5.49e-05,0.0807,-1.908,0.0512,107.071,4
+Joro,Joro,WizKid,afro dancehall,2019,262736,66,0.686,0.253,0.694,0.000904,0.109,-3.693,0.257,189.998,4
+Skeletun,Skeletun,Tekno,afropop,2019,192623,60,0.747,0.0355,0.64,8.07e-05,0.338,-4.766,0.0899,201.999,4
+Blow My Mind,Blow My Mind,DaVido,afropop,2019,199173,61,0.52,0.129,0.644,0.000235,0.107,-7.09,0.0783,103.646,4
+Dumebi,Rema,Rema,nigerian pop,2019,179775,18,0.922,0.202,0.666,0.00386,0.105,-4.97,0.0609,110.015,4
+Risky,A Good Time,DaVido,afropop,2019,270315,55,0.714,0.15,0.702,0.0,0.0993,-4.544,0.264,126.511,5
+Killin Dem,Killin Dem,Zlatan,afro dancehall,2019,220884,54,0.876,0.107,0.808,0.00447,0.121,-5.382,0.176,112.923,4
+"Soco (feat. Wizkid, Ceeza Milli, Spotless & Terri)","Soco (feat. Wizkid, Ceeza Milli, Spotless & Terri)",Starboy,afro dancehall,2018,255608,65,0.841,0.594,0.644,0.00402,0.142,-3.284,0.083,108.003,4
+On the Low,African Giant,Burna Boy,afro dancehall,2019,185898,73,0.816,0.692,0.781,0.00935,0.0835,-4.237,0.0425,99.95,4
+Gbona,African Giant,Burna Boy,afro dancehall,2019,187609,65,0.798,0.564,0.813,0.000141,0.108,-5.869,0.162,93.912,4
+Sensima,Sensima,Skiibii,afropop,2018,187794,58,0.874,0.0899,0.807,0.0,0.0698,-3.973,0.177,109.945,4
+One Ticket (feat. Davido),No Bad Songz,Kizz Daniel,afro dancehall,2018,208419,41,0.832,0.0614,0.919,0.0,0.0773,-3.595,0.256,106.086,4
+Fever,Fever,WizKid,afro dancehall,2018,252244,58,0.755,0.544,0.806,0.000114,0.0908,-4.618,0.0479,98.008,4
+Skin Tight (feat. Efya),Skin Tight (feat. Efya),Mr Eazi,afro dancehall,2015,248626,1,0.654,0.152,0.439,1.11e-05,0.111,-7.114,0.263,111.358,3
+Power Rangers,Power Rangers,Teni,afro dancehall,2019,212662,49,0.804,0.488,0.782,0.00403,0.1,-3.905,0.0374,105.018,4
+Soapy,Soapy,Naira Marley,afro dancehall,2019,174043,52,0.9,0.159,0.806,0.00971,0.0811,-4.816,0.246,123.038,4
+Iron Man,Rema,Rema,nigerian pop,2019,201693,7,0.76,0.587,0.568,0.04,0.0905,-3.37,0.0489,99.955,4
+Jogodo,Jogodo,Tekno,afropop,2018,263026,47,0.74,0.379,0.771,0.0,0.0889,-4.7,0.122,100.019,4
+Balance,Chulo Vibes,Timaya,afro dancehall,2019,183529,0,0.722,0.378,0.788,0.0327,0.381,-3.661,0.0508,102.079,4
+Pana,Pana,Tekno,afropop,2016,242893,60,0.553,0.305,0.553,0.0581,0.0715,-6.818,0.305,72.949,3
+Mad Over You,Runtown Hits Vol.1,Runtown,afro dancehall,2017,216058,0,0.843,0.433,0.548,8.34e-05,0.109,-5.209,0.0477,107.044,4
+Wonder Woman,Wonder Woman,DaVido,afropop,2018,236000,42,0.688,0.434,0.696,0.0,0.128,-4.37,0.301,95.954,4
+Ghetto Love,Ghetto Love,WizKid,afro dancehall,2019,198367,60,0.807,0.206,0.774,0.000338,0.127,-4.553,0.235,98.048,4
+Risky,Risky,DaVido,afropop,2019,270315,58,0.714,0.15,0.702,0.0,0.0993,-4.544,0.264,126.511,5
+Audio Money,Audio Money,Rudeboy,azontobeats,2019,224092,14,0.894,0.281,0.787,0.0,0.0341,-2.881,0.0882,104.942,4
+40Yrs,40yrs Everlasting,Flavour,afro dancehall,2019,186084,0,0.765,0.0884,0.604,0.000158,0.101,-4.607,0.104,125.113,5
+Wetin We Gain,Wetin We Gain,Victor AD,Missing,2018,214752,36,0.533,0.424,0.784,0.0,0.093,-3.285,0.315,64.428,5
+Crazy Love,Crazy Love,Flavour,afro dancehall,2018,212729,0,0.742,0.187,0.702,0.0,0.522,-3.828,0.0341,100.979,4
+Osinachi,Osinachi,HumbleSmith,afropop,2015,235773,2,0.845,0.228,0.79,0.0,0.0886,-5.42,0.301,114.941,4
+Duro,Duro,Tekno,afropop,2015,212000,20,0.74,0.282,0.84,0.000156,0.0955,-3.815,0.0859,89.816,3
+Obianuju,Obianuju,Flavour,afro dancehall,2016,195056,0,0.587,0.704,0.463,0.0,0.143,-9.06,0.0784,118.392,5
+Waka Waka,Waka Waka (feat. Davido),Selebobo,afro dancehall,2017,206496,39,0.909,0.199,0.735,0.00022,0.038,-2.905,0.0375,110.033,4
+Dance (feat. Rudeboy),Dance (feat. Rudeboy),Timaya,afro dancehall,2017,203280,0,0.709,0.0761,0.868,0.0,0.086,-2.386,0.0696,95.979,4
+Kom Kom,Kom Kom,Timaya,afro dancehall,2018,188571,0,0.767,0.0539,0.872,5.18e-05,0.171,-4.305,0.0469,98.043,4
+Yawa,Yawa,Tekno,afropop,2017,236355,46,0.92,0.223,0.584,0.000274,0.0422,-4.789,0.0629,107.965,4
+Yeba,Yeba,Kiss Daniel,afro dancehall,2017,199024,0,0.812,0.187,0.768,0.000961,0.0891,-5.267,0.0962,110.051,4
+I Don't Care,I Don't Care,Selebobo,afro dancehall,2017,209893,30,0.891,0.54,0.701,0.000286,0.0862,-3.767,0.0439,112.027,4
+Ride for You,Deal with It,Phyno,afro dancehall,2019,217154,41,0.809,0.483,0.683,7.34e-06,0.107,-4.366,0.0709,99.056,4
+Obianuju,Legacy (Ahamefuna),Duncan Mighty,afro dancehall,2011,221080,45,0.696,0.187,0.693,0.0,0.0771,-4.031,0.101,108.928,4
+Reason with me,Reason with me,Rudeboy,azontobeats,2019,251305,28,0.913,0.431,0.56,1.6e-06,0.11,-6.782,0.0913,102.014,4
+Ifunanya,Game Over,P-Square,afro dancehall,2008,266613,31,0.824,0.711,0.767,0.0,0.0468,-3.537,0.0433,109.978,4
+Woman,Woman,Tekno,afropop,2019,255220,31,0.673,0.344,0.642,0.0,0.157,-5.013,0.187,125.437,5
+Awele,Awele The Ep,Flavour,afro dancehall,2018,511738,0,0.783,0.273,0.853,0.0,0.0922,-2.855,0.0798,79.458,3
+Yati Yati,Yati Yati,Rudeboy,azontobeats,2019,202031,21,0.82,0.512,0.538,0.0153,0.0799,-9.305,0.0543,90.019,3
+Chizoba,Chizoba,Rudeboy,azontobeats,2018,241065,11,0.795,0.628,0.587,1.23e-05,0.117,-5.751,0.0831,113.399,5
+Yati-Yati,Yati-Yati,Ruffcoin,nigerian hip hop,2019,203964,16,0.77,0.473,0.756,0.00856,0.081,-3.111,0.0518,180.013,3
+I Can't Kill Myself,Chulo Vibes,Timaya,afro dancehall,2019,196000,0,0.799,0.208,0.885,0.0,0.0739,-5.772,0.195,99.951,4
+No Kissing Baby,No Kissing Baby,Patoranking,afro dancehall,2016,222857,0,0.766,0.156,0.735,5.69e-06,0.0438,-6.624,0.0704,105.009,4
+By Force,By Force,May D,afro dancehall,2017,176953,9,0.889,0.441,0.673,0.0,0.0801,-4.48,0.0608,110.029,4
+Askamaya,Askamaya,Teni,afro dancehall,2018,175960,2,0.816,0.068,0.778,5.47e-06,0.0833,-2.702,0.0622,116.038,4
+Angela,Rockstar,Kuami Eugene,afropop,2018,187285,44,0.654,0.0194,0.655,4.09e-05,0.2,-3.165,0.0766,199.997,4
+My Level,Dripset,Shatta Wale,afropop,2019,164450,7,0.675,0.283,0.662,0.0,0.194,-9.44,0.311,106.739,4
+Taking Over,Dripset,Shatta Wale,afropop,2019,216061,9,0.855,0.148,0.418,0.0,0.354,-11.115,0.341,112.913,4
+I Can't Kill Myself,Chulo Vibes,Timaya,afro dancehall,2019,196000,46,0.799,0.208,0.885,0.0,0.0739,-5.772,0.195,99.951,4
+Yeba,Yeba,Kiss Daniel,afro dancehall,2017,198974,46,0.813,0.187,0.77,0.00152,0.0979,-5.26,0.0951,110.044,4
+Something Different,Something Different,Adekunle Gold,afro dancehall,2020,176962,2,0.719,0.446,0.781,7.38e-06,0.112,-2.922,0.139,99.718,4
+Jerusalema,Jerusalema,Master KG,south african house,2019,342662,32,0.882,0.0222,0.467,1.09e-05,0.0618,-7.5,0.0513,124.015,4
+Electric (feat. Wizkid & London),SoundMan Vol. 1,Starboy,afro dancehall,2019,178775,55,0.775,0.762,0.415,0.0269,0.092,-10.038,0.259,97.942,4
+Oga,Oga,Yemi Alade,afro dancehall,2018,181342,35,0.681,0.0218,0.74,0.182,0.424,-6.346,0.0437,107.042,4
+Fake Love (feat. Duncan Mighty & WizKid),Fake Love (feat. Duncan Mighty & WizKid),Starboy,afro dancehall,2018,246792,53,0.873,0.28,0.651,0.000205,0.0782,-6.415,0.0664,106.036,4
+Catch You,Ijele The Traveler,Flavour,afro dancehall,2017,216032,4,0.763,0.251,0.741,0.000862,0.101,-4.386,0.0876,90.02,4
+Skintight,Skintight,Mr Eazi,afro dancehall,2015,205186,0,0.869,0.0737,0.399,5.06e-05,0.079,-7.507,0.127,99.722,4
+Abule,Abule,Patoranking,afro dancehall,2020,199198,50,0.687,0.119,0.79,2.57e-05,0.104,-7.122,0.194,99.669,4
+Teyamo,Teyamo,Singah,Missing,2018,242508,44,0.698,0.391,0.892,8.32e-06,0.101,-3.018,0.0534,100.062,4
+Lucky (feat. Rudeboy),Black Love,Sarkodie,afro dancehall,2019,267660,39,0.841,0.392,0.731,0.0,0.0703,-5.8,0.243,103.934,4
+Ubi Ego,Ubi Ego,Otigba Agulu,Missing,2019,410045,22,0.703,0.115,0.924,0.0,0.0853,-2.015,0.268,89.979,3
+Igbotic,Igbotic,Anyidons,Missing,2020,204146,19,0.512,0.346,0.842,0.0,0.356,-3.692,0.253,88.374,4
+FEM,FEM,DaVido,afropop,2020,202222,61,0.775,0.493,0.687,8.5e-05,0.0958,-6.174,0.0725,108.017,4
+Kontrol,Kontrol,Maleek Berry,afropop,2016,206315,69,0.868,0.281,0.521,6.36e-05,0.0992,-6.902,0.0512,113.993,4
+My Body,My Body,Solidstar,afro dancehall,2014,216373,0,0.574,0.114,0.803,0.0,0.0782,-4.399,0.291,97.968,4
+Bend Down Pause,Bend Down Pause,Runtown,afro dancehall,2015,197276,0,0.895,0.22,0.956,0.0,0.34,-2.599,0.182,100.03,4
+Ferrari,Mama Africa (The Diary of an African Woman),Yemi Alade,afro dancehall,2016,206959,30,0.513,0.358,0.932,2.45e-06,0.166,-1.173,0.355,114.115,4
+"Reggae Blues (feat. Olamide, Kcee, Orezi & Iyanya)","Reggae Blues (feat. Olamide, Kcee, Orezi & Iyanya)",HarrySong,afro dancehall,2015,289149,35,0.84,0.237,0.861,0.0013,0.0721,-1.96,0.0734,94.502,3
+Pullover (feat. Wiz Kid),Takeover,KCee,afro dancehall,2013,187866,26,0.819,0.036,0.89,0.0,0.207,-2.265,0.064,130.044,4
+Sekem,Sekem,MC Galaxy,afropop,2014,236276,0,0.835,0.32,0.881,2.86e-06,0.228,-3.69,0.0359,130.0,4
+Anointing (feat. Sarkodie),Anointing (feat. Sarkodie),Mr Eazi,afro dancehall,2016,216546,0,0.61,0.199,0.367,2.07e-06,0.0684,-10.952,0.335,100.698,4
+Kukere,Desire,Iyanya,afro dancehall,2013,223007,0,0.74,0.0681,0.842,0.00984,0.0569,-5.281,0.0872,130.059,4
+Bobo,Eyan Mayweather,Olamide,afro dancehall,2015,253466,0,0.7,0.58,0.963,0.0,0.403,-3.599,0.138,125.004,4
+Johnny,King of Queens,Yemi Alade,afro dancehall,2014,236012,12,0.84,0.2,0.842,6.68e-05,0.138,-2.641,0.232,125.105,4
+Fada Fada (Ghetto Gospel),Fada Fada (Ghetto Gospel),Phyno,afro dancehall,2016,284592,5,0.477,0.697,0.797,0.0,0.19,-2.971,0.217,89.607,3
+I Concur,I Concur,Timaya,afro dancehall,2015,245960,9,0.866,0.113,0.702,0.000871,0.0581,-2.712,0.226,126.001,4
+Wash,Wash,Tekno,afropop,2015,194080,10,0.886,0.0763,0.803,0.0,0.187,-5.004,0.162,120.989,4
+M.O.N.E.Y,M.O.N.E.Y,Timaya,afro dancehall,2016,231106,6,0.86,0.275,0.728,0.0,0.0777,-2.95,0.158,122.918,4
+Ashawo,Ashawo,Flavour,afro dancehall,2014,257751,0,0.761,0.146,0.975,0.489,0.144,-0.18,0.0611,100.612,4
+Shake Body,Man of the Year,Skales,afro dancehall,2015,208873,51,0.855,0.193,0.872,2.87e-05,0.0615,-4.09,0.0548,130.998,4
+Karolina,"Awilo Collection, Vol. 1",Awilo Longomba,afro dancehall,2016,272065,0,0.643,0.0924,0.982,0.0,0.162,-3.519,0.0525,119.953,4
+Shake,Blessed,Flavour,afro dancehall,2012,236355,0,0.731,0.262,0.949,0.0,0.575,-3.571,0.224,125.043,4
+On Top Your Matter,Ayo,WizKid,afro dancehall,2014,284773,35,0.714,0.0516,0.968,0.0,0.0758,-0.831,0.0536,124.038,4
+Baby Oku (Gyration),Super Sexy,Various Artists,bongo flava,2015,197224,0,0.639,0.229,0.97,0.00937,0.259,-1.68,0.0418,104.178,3
+Why (feat. Awilo Longomba),Ballers,Dammy Krane,afro dancehall,2016,208431,0,0.786,0.239,0.834,4.89e-06,0.241,-4.371,0.129,129.048,4
+The Money,The Money,DaVido,afropop,2015,221309,0,0.818,0.145,0.889,0.000383,0.0793,-2.387,0.134,123.982,4
+Mmege,Thankful,Flavour,afro dancehall,2014,214706,0,0.593,0.0441,0.907,2.43e-06,0.265,-0.371,0.0921,111.943,4
+Oyoyo,Oyoyo,J. Martins,afro dancehall,2009,237066,25,0.613,0.199,0.807,1.1e-05,0.0894,-6.459,0.395,101.648,4
+Woyo,Woyo,Timaya,afro dancehall,2017,163005,0,0.779,0.0285,0.842,0.00519,0.05,-2.793,0.0763,102.104,4
+Ikwokrikwo,Blessed,Flavour,afro dancehall,2012,222876,0,0.709,0.317,0.895,8.26e-05,0.601,-4.478,0.226,106.601,4
+Sisi (Remix),MixDown,Various Artists,Missing,2016,247693,0,0.78,0.565,0.916,0.0,0.144,-2.357,0.236,124.126,4
+Manuchim Soh,Munachim Soh,Duncan Mighty,afro dancehall,2012,271516,0,0.839,0.416,0.777,4.75e-06,0.118,-6.303,0.0476,129.928,4
+Ohema (feat. Mr Eazi),Ohema (feat. Mr Eazi),DJ Spinall,afro dancehall,2016,208666,34,0.777,0.0158,0.707,0.000173,0.0522,-4.812,0.152,106.98,4
+Joana,Joana,Selebobo,afro dancehall,2014,200173,29,0.738,0.371,0.933,0.0208,0.0614,-1.579,0.0435,121.985,4
+Baby (Chop Kiss),Baby (Chop Kiss),Shatta Wale,afropop,2016,198973,0,0.923,0.0523,0.842,0.00062,0.0434,-5.365,0.146,123.006,4
+Body,Body,Eugy,afro dancehall,2015,216000,36,0.831,0.378,0.259,0.000151,0.0994,-13.457,0.175,99.978,4
+Nobody Ugly,Nobody Ugly,P-Square,afro dancehall,2017,246635,2,0.882,0.123,0.738,7.5e-05,0.0589,-3.627,0.117,134.131,4
+Ife Adigomma,Thankful,Flavour N'abania,Missing,2014,292937,0,0.385,0.48,0.918,0.0381,0.196,-3.382,0.0912,136.352,4
+Nnekata,Ijele The Traveler,Flavour,afro dancehall,2017,224052,4,0.771,0.73,0.794,0.0,0.224,-4.266,0.248,161.376,3
+Sekem,Breakthrough,MC Galaxy,afropop,2015,236200,0,0.833,0.324,0.884,2.13e-06,0.253,-3.696,0.0367,130.014,4
+Desire,Desire,KCee,afro dancehall,2017,181916,2,0.812,0.251,0.761,0.000247,0.045,-3.05,0.0502,105.971,4
+Baby Na Yoka,Ijele The Traveler,Flavour,afro dancehall,2017,215875,13,0.842,0.115,0.917,2.22e-06,0.659,-3.897,0.198,102.971,4
+Sangolo,Sangolo,Eff-Jay,Missing,2014,221040,0,0.831,0.184,0.915,1.15e-05,0.11,-1.362,0.21,130.061,4
+Vanessa,Vanessa,KCee,afro dancehall,2017,238106,1,0.841,0.407,0.891,0.000125,0.0593,-3.585,0.103,110.016,4
+Malo,Malo,Bracket,afro dancehall,2017,205191,0,0.928,0.42,0.737,0.0,0.0667,-5.465,0.129,105.005,4
+Knack Am,Knack Am,Yemi Alade,afro dancehall,2017,214974,32,0.649,0.169,0.877,4.78e-05,0.0472,-1.597,0.25,125.051,5
+Wo!!,Wo!!,Olamide,afro dancehall,2017,195422,0,0.849,0.537,0.385,0.0196,0.0916,-16.261,0.0838,129.013,4
+Bend It,Bend It,Maleek Berry,afropop,2017,199626,0,0.51,0.0159,0.73,2.04e-06,0.157,-3.75,0.0716,102.397,4
+Augment,Augment (feat. Olamide),Phyno,afro dancehall,2017,283402,29,0.421,0.469,0.875,0.0,0.0683,-3.663,0.346,195.105,3
+Jaiye,Ijele The Traveler,Flavour,afro dancehall,2017,210991,0,0.748,0.208,0.952,1.03e-06,0.102,-4.621,0.0995,128.024,4
+Chimamanda,Ijele The Traveler,Flavour,afro dancehall,2017,263784,6,0.526,0.568,0.846,0.000618,0.192,-3.604,0.155,205.919,4
+Reggae Blues,Best of Harrysong,HarrySong,afro dancehall,2017,289093,7,0.816,0.233,0.86,0.000349,0.0903,-2.764,0.0725,94.424,3
+Shake,Blessed,Flavour N'abania,Missing,2012,236094,0,0.716,0.259,0.95,0.0,0.606,-3.571,0.227,125.042,4
+Pour Me Water,Pour Me Water,Mr Eazi,afro dancehall,2017,168159,0,0.848,0.171,0.457,0.000739,0.0994,-9.957,0.117,66.657,5
+Sugar,Attention to Detail,KCee,afro dancehall,2017,232933,0,0.741,0.587,0.754,0.00024,0.0485,-3.475,0.0443,122.017,4
+Ma Lo,Sugarcane,Tiwa Savage,afro dancehall,2017,182857,55,0.788,0.424,0.721,2.86e-06,0.0897,-4.577,0.152,105.23,4
+Arabanko,Best of Harrysong,HarrySong,afro dancehall,2017,200960,0,0.735,0.0803,0.863,0.000127,0.0815,-2.888,0.151,200.895,3
+Yeba,Yeba,Kiss Daniel,afro dancehall,2017,198974,0,0.812,0.185,0.768,0.00112,0.0962,-5.267,0.096,110.041,4
+Forever,Best of P-Square,P-Square,afro dancehall,2017,269426,2,0.764,0.328,0.818,0.0,0.0711,-4.27,0.06,115.003,4
+Ashawo - Remix,Uplifted,Flavour,afro dancehall,2016,262322,0,0.77,0.12,0.973,0.375,0.131,0.075,0.0763,100.617,4
+Samankwe,Best of Harrysong,HarrySong,afro dancehall,2017,212533,4,0.783,0.0205,0.907,1.63e-05,0.0645,-2.524,0.0952,99.973,4
+Testimony,Best of P-Square,P-Square,afro dancehall,2017,259906,4,0.824,0.23,0.751,0.000153,0.0739,-4.013,0.134,120.073,4
+Nek-Unek,Collywood Music Afrobeats Kickers,Various Artists,afropop,2014,229343,0,0.766,0.038,0.93,0.00831,0.0898,0.034,0.0584,123.054,4
+Sexy Rosey,Thankful,Flavour N'abania,Missing,2014,251924,0,0.727,0.0723,0.887,9.88e-06,0.186,-4.144,0.102,128.035,4
+Amayanabo,DanceHall Kings,Various Artists,afro dancehall,2010,218881,0,0.594,0.0521,0.694,0.545,0.0478,-6.289,0.334,87.498,3
+Mind,Mind,Various Artists,afropop,2018,233848,0,0.842,0.106,0.632,0.0,0.0716,-5.846,0.0895,114.956,4
+Telli Person (feat. Phyno & Olamide),Telli Person (feat. Phyno & Olamide),Timaya,afro dancehall,2017,224754,0,0.865,0.186,0.801,0.0,0.0467,-2.006,0.111,122.074,4
+Manya,Manya,Mut4y,afropop,2017,231272,45,0.82,0.324,0.605,2.33e-06,0.159,-7.676,0.0922,110.011,4
+Wake Up,Thankful,Flavour N'abania,Missing,2014,225071,0,0.693,0.261,0.928,0.0,0.304,-3.278,0.127,125.994,4
+Laye,New Era,Kiss Daniel,afro dancehall,2016,228493,39,0.734,0.36,0.891,0.0,0.0874,-2.659,0.103,120.007,4
+The Matter (feat. Wizkid),The Matter (feat. Wizkid),Maleek Berry,afropop,2013,198058,40,0.697,0.224,0.841,0.0,0.336,-6.782,0.271,103.07,4
+Yori Yori,"DJ Collins Africa Essential Anthems, Vol 2.",Various Artists,Missing,2013,217700,0,0.652,0.677,0.725,0.0,0.164,-3.486,0.169,102.879,4
+Salambala,Salambala - Single,Wizboyy Ofuasia,Missing,2015,248441,26,0.745,0.0929,0.899,0.0138,0.211,-1.648,0.0959,193.489,3
+Gâté le coin,Coupé bibamba,Awilo Longomba,afro dancehall,2013,396226,36,0.696,0.0678,0.742,0.0,0.551,-8.749,0.0413,115.072,4
+Nwa Baby,W.E.E.D.,Solidstar,afro dancehall,2016,210840,20,0.763,0.425,0.937,3.07e-06,0.0534,-0.116,0.158,105.941,4
+Oh My God (feat. Flavour),Attention to Detail,KCee,afro dancehall,2017,180506,1,0.453,0.239,0.912,0.0,0.0404,-2.413,0.211,93.598,3
+Personally - Bonus,Double Trouble,P-Square,afro dancehall,2014,192786,48,0.736,0.0787,0.747,0.00045,0.0973,-3.963,0.267,159.559,5
+Drogba (Joanna),Drogba (Joanna),Afro B,afroswing,2018,199000,0,0.966,0.0206,0.633,4.06e-06,0.0715,-6.392,0.101,108.011,4
+Sisi Maria,First Daze Of Winter,Maleek Berry,afropop,2018,197777,0,0.734,0.564,0.693,2.55e-05,0.407,-5.625,0.0399,107.933,4
+Yur Luv,Yur Luv,Tekno,afropop,2018,231053,44,0.736,0.331,0.786,3.14e-05,0.186,-4.988,0.067,103.956,4
+Bank Alert,Best of P-Square,P-Square,afro dancehall,2017,253907,13,0.806,0.0679,0.914,0.0,0.0439,-3.537,0.0988,130.023,4
+Oshé (feat. Awilo Longomba),Rich & Famous [Famous],Praiz,afro r&b,2014,190902,29,0.54,0.222,0.945,0.0,0.27,-2.681,0.114,121.928,4
+Infinity,Infinity,Wizboyy,afro dancehall,2012,229786,19,0.788,0.308,0.916,0.0,0.18,-0.451,0.273,103.082,4
+Bundelele,Bundelele,Awilo Longomba,afro dancehall,2014,205970,33,0.68,0.0969,0.961,0.0124,0.142,-3.043,0.0478,133.988,4
+No Stress,No Stress,WizKid,afro dancehall,2020,202706,66,0.51,0.00401,0.663,0.0,0.0989,-4.871,0.472,199.733,4
+Smile (feat. H.E.R.),Smile (feat. H.E.R.),WizKid,afro dancehall,2020,251846,63,0.673,0.0258,0.74,0.0,0.127,-4.945,0.0847,90.026,4
+"PAMI (feat. Wizkid, Adekunle Gold & Omah Lay)","PAMI (feat. Wizkid, Adekunle Gold & Omah Lay)",DJ Tunez,afro dancehall,2020,213599,58,0.755,0.625,0.645,5.79e-06,0.197,-6.933,0.0944,99.889,4
+Kum Kum,Kum Kum,Chidokeyz,Missing,2020,142429,25,0.889,0.209,0.781,0.000228,0.077,-6.842,0.163,102.983,4
+Won Le Ba,Won Le Ba,Shizzi,nigerian pop,2020,229655,45,0.866,0.147,0.71,0.0,0.309,-5.562,0.0681,115.999,4
+Ginger Me,Ginger Me,Rema,nigerian pop,2020,205892,60,0.567,0.134,0.577,0.000397,0.145,-7.833,0.134,200.008,5
+Myself,Myself,Basketmouth,Missing,2020,203395,44,0.48,0.161,0.734,0.0,0.108,-6.978,0.287,95.735,4
+Where,Where,Tekno,afropop,2016,219080,34,0.887,0.0729,0.908,0.000192,0.0483,-3.346,0.0637,115.023,4
+Mmayewa,Mmayewa,Juls,afro dancehall,2020,169230,49,0.834,0.176,0.558,1.67e-05,0.0879,-8.274,0.166,116.977,4
+Jealous (feat. Fire Boy),YBNL MaFia Family,YBNL MaFia Family,nigerian pop,2018,216711,51,0.746,0.106,0.786,0.000128,0.622,-5.67,0.0472,102.996,4
+Mummy Pray for Me,Mummy Pray for Me,Mister Versace,Missing,2020,208378,35,0.885,0.565,0.506,0.000322,0.127,-8.173,0.204,105.999,4
+4 Life,4 Life,Famous Bobson,Missing,2020,165746,0,0.578,0.0102,0.561,0.00689,0.173,-7.367,0.202,103.969,4
+Sisi Maria (feat. Skales & Koker),Sisi Maria (feat. Skales & Koker),OmoAkin,Missing,2016,223451,33,0.916,0.0684,0.729,1.42e-05,0.11,-3.825,0.0457,111.982,4
+Tornado,Tornado,Tytanium,Missing,2019,151456,11,0.745,0.14,0.513,6.84e-05,0.1,-4.798,0.0424,137.039,5
+Skin,Skin,Minz,nigerian pop,2018,192506,40,0.775,0.851,0.517,2.13e-06,0.108,-7.782,0.437,95.904,4
+Kpro Kpro - Remix,Kpro Kpro (Remix),Sean Tizzle,afro dancehall,2018,213603,20,0.743,0.434,0.689,0.0,0.0854,-4.166,0.123,108.873,4
+Feel Alright,Feel Alright,WizzyWee,Missing,2018,226063,7,0.803,0.00616,0.668,8.6e-05,0.0503,-5.989,0.113,103.1,4
+Away,Away,Iyanya,afro dancehall,2014,211320,0,0.771,0.635,0.928,0.00567,0.0527,-1.285,0.0743,128.136,4
+Rotate,Naija Hits 2012-2013,This Is Africa,afro dancehall,2013,224574,0,0.725,0.133,0.945,1.02e-06,0.164,-0.809,0.094,130.07,4
+Shake Your Bum,Naija Hits 2012-2013,This Is Africa,afro dancehall,2013,216633,0,0.907,0.139,0.522,1.22e-06,0.0842,-4.896,0.139,126.075,4
+Commander,Commander,T-Obay,Missing,2014,200071,8,0.783,0.424,0.888,0.0,0.0464,-3.356,0.253,123.913,4
+Angelina,Angelina,Baci,Missing,2014,172866,0,0.78,0.13,0.92,0.0396,0.0415,-3.821,0.0629,125.996,4
+Sos,Sos,Yung L,afropop,2013,204120,14,0.747,0.0201,0.703,0.0,0.333,-8.652,0.123,99.941,4
+Le Kwa Ukwu,Le Kwa Ukwu,Iyanya,afro dancehall,2013,216920,0,0.755,0.4,0.887,2.95e-06,0.171,-3.939,0.115,125.03,4
+Give It to Me (feat. Flavour),Takeover,KCee,afro dancehall,2013,237546,6,0.783,0.107,0.922,0.00136,0.211,-0.812,0.087,130.03,4
+Johnny,Johnny,Yemi Alade,afro dancehall,2013,236012,32,0.848,0.186,0.711,0.000229,0.116,-6.385,0.194,125.084,4
+Kele Kele,Once Upon a Time,Tiwa Savage,afro dancehall,2013,222693,32,0.712,0.0319,0.77,0.0,0.103,-3.86,0.174,109.751,4
+Kukere,Kukere,Iyanya,afro dancehall,2012,224835,0,0.757,0.0179,0.853,0.00284,0.0452,-4.392,0.0601,130.058,4
+Ginger (feat. Wizkid),Ginger (feat. Wizkid),L.A.X,afro dancehall,2014,232120,29,0.777,0.0596,0.897,0.0,0.29,-2.871,0.0516,126.018,4
+Chineke Di Mma,Takeover,KCee,afro dancehall,2013,219866,3,0.703,0.0712,0.956,0.0,0.199,-2.786,0.0455,126.997,4
+Caro (feat. Wizkid),Caro (feat. Wizkid),Starboy L.a.X,Missing,2013,246760,32,0.702,0.0173,0.947,2.71e-05,0.445,-1.673,0.0642,122.075,4
+Dance,Dance,Tekno Miles,Missing,2014,201771,0,0.832,0.181,0.622,0.022,0.0615,-2.122,0.0738,126.054,4
+Dance (feat. R2bees),Explosion,WizKid,afro dancehall,2014,274546,0,0.73,0.0155,0.959,0.0,0.037,-2.408,0.0524,131.044,4
+Original,Original,Fally Ipupa,afropop,2014,285518,0,0.468,0.0555,0.896,0.0257,0.105,-4.335,0.054,118.737,4
+Nek-Unek,"Lanre Davies Presents Welcome to the Factory Afrobeat Bangers, Vol. 2",Various Artists,afropop,2014,228933,0,0.795,0.0216,0.857,0.0341,0.036,-5.228,0.0519,123.077,4
+Girlie O,Afrobeats With : Love Vol.1,Various Artists,afro dancehall,2014,240306,0,0.701,0.324,0.658,0.0,0.0973,-6.878,0.0618,107.037,4
+Say,Super Sun,BEZ,Missing,2011,255403,0,0.481,0.234,0.533,0.000185,0.15,-7.405,0.132,82.738,4
+Gallardo (feat. Davido),Good Music,Various Artists,Missing,2014,208536,0,0.792,0.506,0.79,1.9e-06,0.123,-6.299,0.067,129.944,4
+Limpopo,Good Music,Various Artists,afro dancehall,2014,258246,0,0.689,0.449,0.959,0.00871,0.186,-3.058,0.133,125.022,4
+Sanko,Afro Nation,Various Artists,afro dancehall,2014,187272,0,0.764,0.0385,0.837,0.00174,0.079,-3.4,0.102,102.992,4
+Jasi,Jasi,Banky W.,afro dancehall,2013,187116,29,0.727,0.0615,0.906,0.814,0.0854,-3.76,0.21,127.044,4
+Girlie 'O' Remix,Girlie 'O' Remix,Patoranking,afro dancehall,2014,235514,8,0.678,0.295,0.785,0.0,0.0807,-5.716,0.0505,106.351,4
+Repete,Blackmagic (Version 2.0),Blackmagic,nigerian pop,2013,218186,31,0.74,0.062,0.523,0.00108,0.0958,-9.024,0.18,130.649,5
+Give It to Me,Give It to Me,Skales,afro dancehall,2014,227473,9,0.928,0.116,0.845,0.0,0.133,-5.1,0.299,126.912,4
+Shake Body,Shake Body,Skales,afro dancehall,2014,208873,0,0.857,0.193,0.875,2.6e-05,0.057,-4.06,0.0554,130.993,4
+Jacuzzi (feat. Ice Prince),Lovely Afrolife Tunes,Various Artists,afro dancehall,2014,237244,0,0.911,0.319,0.833,5.44e-05,0.04,-3.635,0.0422,123.022,4
+Skelewu,Skelewu,DaVido,afropop,2014,187506,0,0.832,0.144,0.851,1.85e-06,0.0583,-3.098,0.109,121.009,4
+Garawa,Nicki Minaj,Tee Blaq,azontobeats,2014,222538,0,0.818,0.0345,0.936,9.6e-06,0.116,-3.121,0.0543,124.026,4
+Iwotago (feat. B Red),Afro Lovely Mix,Various Artists,afro dancehall,2014,201586,0,0.463,0.372,0.876,0.0,0.617,-4.853,0.345,172.827,3
+Bombay (feat. Wizkid),Bombay (feat. Wizkid),Phyno,afro dancehall,2014,200855,16,0.675,0.215,0.931,3.73e-06,0.381,-2.941,0.0661,103.017,4
+Oyo (On Your Own),Afro Lovely Mix,Various Artists,Missing,2014,240065,0,0.638,0.158,0.771,0.00476,0.103,-6.94,0.173,114.898,4
+Rara,Rara,Sean Tizzle,afro dancehall,2014,182543,6,0.732,0.338,0.902,0.0,0.175,-3.486,0.146,128.103,4
+All Of You,Naija Hits 2012-2013,This Is Africa,afropop,2013,187376,0,0.738,0.0558,0.654,1.23e-05,0.315,-5.952,0.0802,90.053,4
+Ojuelegba,Ayo,WizKid,afro dancehall,2014,216242,55,0.644,0.146,0.748,0.000346,0.203,-5.862,0.0349,100.037,4
+Murder (feat. Wale),Ayo,WizKid,afro dancehall,2014,242443,24,0.535,0.37,0.862,0.0,0.564,-3.482,0.317,102.958,4
+Chop Am,Chop Am,Reekado Banks,afro dancehall,2014,224522,24,0.725,0.018,0.915,0.0,0.0584,-4.036,0.219,128.973,4
+Ori Owo (feat. Tillaman),Love Afro Dancehall,Various Artists,afropop,2014,246256,0,0.742,0.194,0.933,4.06e-05,0.0543,-3.83,0.0692,125.978,4
+Ukwu,"Good Music, Vol. 1",Various Artists,afro dancehall,2014,187924,0,0.78,0.253,0.822,0.00711,0.683,-6.486,0.252,129.848,4
+Eledumare,"Good Music, Vol. 1",Various Artists,afro dancehall,2014,209581,0,0.786,0.0523,0.946,0.0,0.0368,-2.303,0.0781,122.004,4
+Sukus,Sukus,MC Galaxy,afropop,2014,209826,0,0.913,0.0652,0.894,0.00692,0.0837,-2.948,0.265,137.253,4
+"Adaobi (feat. Don Jazzy, Di'ja, Reekado Banks & Korede Bello)","Adaobi (feat. Don Jazzy, Di'ja, Reekado Banks & Korede Bello)",Mavins,afro dancehall,2014,260063,38,0.701,0.000665,0.898,0.185,0.156,-5.932,0.0837,128.045,4
+Shoki Remix,Shoki Remix,Lil Kesh,afro dancehall,2014,239666,5,0.744,0.405,0.918,0.0,0.174,-2.385,0.253,136.047,4
+Welu,Welu,Teddy-A,Missing,2014,221538,14,0.657,0.0908,0.971,4.8e-05,0.44,-1.371,0.134,194.977,3
+In My Bed,Ayo,WizKid,afro dancehall,2014,230557,39,0.851,0.00424,0.77,0.0,0.0342,-5.667,0.0486,125.006,4
+Baby Hello,Ghana Style,Various Artists,afro dancehall,2000,209162,0,0.813,0.0895,0.931,0.0,0.104,-2.465,0.0849,132.006,4
+Vasa Shiii,Vasa Shiii,Tee Blaq,azontobeats,2014,198347,0,0.84,0.0243,0.765,0.0455,0.0838,-6.507,0.0494,126.999,4
+Oh Baby (You & I),"Lanre Davies Presents Welcome to the Factory Afrobeat Bangers, Vol. 2",Various Artists,afropop,2014,218592,0,0.714,0.313,0.932,0.00182,0.0537,0.582,0.0999,128.021,4
+Hakuna Matata,Takeover,KCee,afro dancehall,2013,223241,14,0.747,0.241,0.967,0.00271,0.0344,-1.72,0.138,131.026,4
+Magical,Magical,Tobby Potter,Missing,2014,220003,0,0.88,0.0112,0.855,0.000169,0.109,-3.527,0.229,126.04,4
+Poco A Poco,The Evolution,Triplemg,Missing,2014,202240,0,0.759,0.247,0.691,1.23e-05,0.0339,-9.682,0.0857,125.987,4
+Shekini,Double Trouble,P-Square,afro dancehall,2014,218095,50,0.82,0.0226,0.857,0.0163,0.0283,-4.862,0.0756,94.459,3
+Tangerine (feat. Selebobo),King of Queens,Yemi Alade,afro dancehall,2014,226453,1,0.847,0.251,0.909,2.97e-06,0.0728,-3.791,0.353,126.085,4
+YoYo (Remix) [feat. J.Martins],YoYo (Remix) [feat. J.Martins],Selebobo,afro dancehall,2012,235853,23,0.74,0.0785,0.894,2.07e-05,0.0729,-6.846,0.0842,125.013,4
+Jeje,Jeje,DJ Xclusive,gqom,2014,236329,25,0.811,0.398,0.93,0.0,0.304,-3.012,0.209,127.989,4
+Osey,Osey,Nero X,christian afrobeat,2015,223946,28,0.795,0.343,0.642,0.0,0.0356,-4.792,0.0853,108.988,4
+Your Body Hot (feat. Attitude),Man of the Year,Skales,afro dancehall,2015,229906,20,0.838,0.0358,0.931,0.0,0.0985,-3.723,0.13,128.102,4
+Shuperu - Remix,Shuperu (Remix),Orezi,afro dancehall,2015,215320,14,0.786,0.195,0.806,0.0,0.161,-4.232,0.254,124.068,4
+Paper,Paper,Boj,afro dancehall,2014,192000,0,0.8,0.526,0.455,0.818,0.107,-11.184,0.0414,110.004,4
+Owo Ni Koko,Beta Hitz,Various Artists,afropop,2015,194089,0,0.735,0.138,0.864,3.19e-05,0.311,-3.497,0.0725,121.016,4
+Slow Down,Refuse To Be Broke,R2Bees,afro dancehall,2014,259373,0,0.519,0.109,0.721,0.0,0.275,-3.148,0.358,135.733,5
+Anything,Anything,Tekno,afropop,2015,208852,2,0.879,0.224,0.916,0.0,0.0877,-4.602,0.157,126.031,4
+Go Mad (feat. Mista Silva),Go Mad (feat. Mista Silva) - Single,Kwamz & Flava,afro dancehall,2015,171859,0,0.804,0.223,0.513,0.00073,0.0866,-9.695,0.0994,109.947,4
+Baloba (feat. DJ Leo),Baloba (feat. DJ Leo),BM,azontobeats,2015,216160,18,0.678,0.437,0.865,0.0193,0.0963,-4.134,0.0705,197.969,3
+Je Kan Mo,Je Kan Mo,Skales,afro dancehall,2015,195800,26,0.863,0.0366,0.896,0.000152,0.0504,-3.13,0.101,128.029,4
+My Woman My Everything,Mid Year Hitz Selection,Various Artists,afro dancehall,2015,233770,0,0.899,0.0497,0.846,0.0,0.0668,-2.654,0.0634,112.009,4
+In My Head,In My Head,Solidstar,afro dancehall,2015,224773,0,0.698,0.322,0.916,5.84e-05,0.133,-2.422,0.0785,124.082,4
+Kwaroro,Kwaroro,J. Martins,afro dancehall,2015,193960,10,0.735,0.632,0.918,0.193,0.0718,-2.582,0.0355,127.954,4
+Concert Party,Afro Escape,Various Artists,afro dancehall,2015,252708,0,0.602,0.177,0.883,4.38e-06,0.119,-6.183,0.0778,154.01,4
+Loko,Applaudise,Iyanya,afro dancehall,2015,223159,0,0.729,0.238,0.864,0.0,0.195,-3.942,0.0668,121.058,4
+Gift,Applaudise,Iyanya,afro dancehall,2015,278280,0,0.809,0.049,0.806,0.0,0.0659,-6.547,0.234,123.997,4
+Macoma,Applaudise,Iyanya,afro dancehall,2015,213426,0,0.816,0.114,0.961,0.0085,0.137,-2.204,0.139,106.972,4
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+++ b/4-Clustering/images/chichen-itza.jpg
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+++ b/4-Clustering/images/turntable.jpg