{"id":"https://openalex.org/W7220598677","doi":null,"title":"Analysis and Clustering of Pakistani Music by Lyrics: A Study of CokeStudio Pakistan","display_name":"Analysis and Clustering of Pakistani Music by Lyrics: A Study of CokeStudio Pakistan","publication_year":2024,"publication_date":"2024-06-01","ids":{"openalex":"https://openalex.org/W7220598677"},"language":"en","primary_location":{"id":"pmh:oai:ojs2.jcbi.org:article/503","doi":null,"is_oa":true,"landing_page_url":"https://jcbi.org/index.php/Main/article/view/503","pdf_url":"https://jcbi.org/index.php/Main/article/download/503/409","source":{"id":"https://openalex.org/S4387283551","display_name":"Journal of Computing & Biomedical Informatics","issn_l":"2710-1606","issn":["2710-1606","2710-1614"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2710-1606","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://jcbi.org/index.php/Main/article/download/503/409","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5157474892","display_name":"Zia Ur Rahman","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I90610274","display_name":"University of Engineering and Technology Peshawar","ror":"https://ror.org/00p034093","country_code":"PK","type":"education","lineage":["https://openalex.org/I90610274"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Zia Ur Rahman","raw_affiliation_strings":["University of Engineering & Technology, Peshawar, 25000, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Engineering & Technology, Peshawar, 25000, Pakistan","institution_ids":["https://openalex.org/I90610274"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042734282","display_name":"Muhammad Imran Khan Khalil","orcid":"https://orcid.org/0000-0002-7600-5348","observed_orcids":["https://orcid.org/0000-0002-7600-5348"]},"institutions":[{"id":"https://openalex.org/I90610274","display_name":"University of Engineering and Technology Peshawar","ror":"https://ror.org/00p034093","country_code":"PK","type":"education","lineage":["https://openalex.org/I90610274"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Imran Khan Khalil","raw_affiliation_strings":["University of Engineering & Technology, Peshawar, 25000, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Engineering & Technology, Peshawar, 25000, Pakistan","institution_ids":["https://openalex.org/I90610274"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087306738","display_name":"Asif Nawaz","orcid":"https://orcid.org/0000-0003-3119-068X","observed_orcids":["https://orcid.org/0000-0003-3119-068X"]},"institutions":[{"id":"https://openalex.org/I119744171","display_name":"Higher Colleges of Technology","ror":"https://ror.org/00qmy9z88","country_code":"AE","type":"education","lineage":["https://openalex.org/I119744171"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Asif Nawaz","raw_affiliation_strings":["Faculty of Electrical Engineering, Engineering Technology and Sciences Division, Higher Colleges of Technology, United Arab Emirates, 16062"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Engineering Technology and Sciences Division, Higher Colleges of Technology, United Arab Emirates, 16062","institution_ids":["https://openalex.org/I119744171"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5157531905","display_name":"Izaz Ahmad Khan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1305695959","display_name":"Bacha Khan University","ror":"https://ror.org/02an6vg71","country_code":"PK","type":"education","lineage":["https://openalex.org/I1305695959"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Izaz Ahmad Khan","raw_affiliation_strings":["Bacha Khan University, Charsadda, 24420, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bacha Khan University, Charsadda, 24420, Pakistan","institution_ids":["https://openalex.org/I1305695959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024663222","display_name":"Naveed Jan","orcid":"https://orcid.org/0000-0001-5887-0920","observed_orcids":["https://orcid.org/0000-0001-5887-0920","https://orcid.org/0000-0002-3261-5208"]},"institutions":[{"id":"https://openalex.org/I4405252515","display_name":"University of Technology Nowshera","ror":"https://ror.org/01nmbn403","country_code":"PK","type":"education","lineage":["https://openalex.org/I4405252515"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Naveed Jan","raw_affiliation_strings":["Shuhada-e-APS, University of Technology, Nowshera, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shuhada-e-APS, University of Technology, Nowshera, Pakistan","institution_ids":["https://openalex.org/I4405252515"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111940790","display_name":"Sheeraz Ahmad","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3130537802","display_name":"Iqra National University","ror":"https://ror.org/0254sa076","country_code":"PK","type":"education","lineage":["https://openalex.org/I3130537802"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sheeraz Ahmad","raw_affiliation_strings":["Iqra National University, Peshawar, 25000, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iqra National University, Peshawar, 25000, Pakistan","institution_ids":["https://openalex.org/I3130537802"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.29100000858306885,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13910","display_name":"Computational and Text Analysis Methods","score":0.29100000858306885,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.156700000166893,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.12929999828338623,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/song-lyrics","display_name":"song lyrics","score":0.6899999976158142},{"id":"https://openalex.org/keywords/topic-modeling","display_name":"topic modeling","score":0.7570000290870667},{"id":"https://openalex.org/keywords/unsupervised-clustering","display_name":"unsupervised clustering","score":0.656000018119812},{"id":"https://openalex.org/keywords/music-recommendation","display_name":"music recommendation","score":0.3230000138282776}],"concepts":[{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.7099999785423279},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6901000142097473},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5546000003814697},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5544000267982483},{"id":"https://openalex.org/C58103923","wikidata":"https://www.wikidata.org/wiki/Q2286025","display_name":"Silhouette","level":2,"score":0.5511000156402588},{"id":"https://openalex.org/C511192102","wikidata":"https://www.wikidata.org/wiki/Q5156948","display_name":"Comprehension","level":2,"score":0.4853000044822693},{"id":"https://openalex.org/C93692415","wikidata":"https://www.wikidata.org/wiki/Q1502030","display_name":"Thematic map","level":2,"score":0.4489000141620636},{"id":"https://openalex.org/C39235581","wikidata":"https://www.wikidata.org/wiki/Q5158434","display_name":"Conceptual clustering","level":5,"score":0.423799991607666},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.38499999046325684},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.383899986743927},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.3817000091075897},{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.364300012588501},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3517000079154968},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.32910001277923584},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.3271999955177307},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.3158999979496002},{"id":"https://openalex.org/C117568660","wikidata":"https://www.wikidata.org/wiki/Q1650843","display_name":"Multinomial logistic regression","level":2,"score":0.31150001287460327},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.30799999833106995},{"id":"https://openalex.org/C75795011","wikidata":"https://www.wikidata.org/wiki/Q917904","display_name":"Typology","level":2,"score":0.29649999737739563},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.29649999737739563},{"id":"https://openalex.org/C11192451","wikidata":"https://www.wikidata.org/wiki/Q2032038","display_name":"Stylometry","level":2,"score":0.29490000009536743},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.29109999537467957},{"id":"https://openalex.org/C61423126","wikidata":"https://www.wikidata.org/wiki/Q187432","display_name":"Scripting language","level":2,"score":0.28999999165534973},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C2778109090","wikidata":"https://www.wikidata.org/wiki/Q7781195","display_name":"Thematic structure","level":2,"score":0.27459999918937683},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.26969999074935913},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.2687999904155731},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.2556000053882599},{"id":"https://openalex.org/C2777601683","wikidata":"https://www.wikidata.org/wiki/Q6499736","display_name":"Vocabulary","level":2,"score":0.25119999051094055}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:ojs2.jcbi.org:article/503","doi":null,"is_oa":true,"landing_page_url":"https://jcbi.org/index.php/Main/article/view/503","pdf_url":"https://jcbi.org/index.php/Main/article/download/503/409","source":{"id":"https://openalex.org/S4387283551","display_name":"Journal of Computing & Biomedical Informatics","issn_l":"2710-1606","issn":["2710-1606","2710-1614"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2710-1606","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:ojs2.jcbi.org:article/503","doi":null,"is_oa":true,"landing_page_url":"https://jcbi.org/index.php/Main/article/view/503","pdf_url":"https://jcbi.org/index.php/Main/article/download/503/409","source":{"id":"https://openalex.org/S4387283551","display_name":"Journal of Computing & Biomedical Informatics","issn_l":"2710-1606","issn":["2710-1606","2710-1614"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2710-1606","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7220598677.pdf","grobid_xml":"https://content.openalex.org/works/W7220598677.grobid-xml"},"referenced_works_count":1,"referenced_works":["https://openalex.org/W2961196408"],"related_works":["https://openalex.org/W95586900","https://openalex.org/W3134206379","https://openalex.org/W4401006692","https://openalex.org/W4415788031","https://openalex.org/W7218263118","https://openalex.org/W3168591166","https://openalex.org/W4391381843","https://openalex.org/W4411547655","https://openalex.org/W7172021982","https://openalex.org/W2588253008"],"abstract_inverted_index":{"This":[0,63,147],"research":[1,195],"explores":[2],"the":[3,13,31,56,67,70,100,104,157,166,184,200,212],"application":[4,214],"of":[5,16,35,59,94,107,115,144,159,165,171,192,215,235],"unsupervised":[6,75],"learning":[7,76,126,217],"techniques":[8,53],"to":[9,54,86,152,179],"categorize":[10,87],"and":[11,40,51,82,138,168,203,223,240],"understand":[12],"lyrical":[14,61],"content":[15],"CokeStudio":[17,150,207],"songs.":[18],"In":[19],"a":[20,113,120],"world":[21],"where":[22],"music":[23,219,239,245],"transcends":[24],"cultural":[25,41,167,236],"boundaries,":[26],"this":[27,230],"study":[28,231],"delves":[29],"into":[30,89,206],"rich":[32],"linguistic":[33],"tapestry":[34],"lyrics,":[36,229],"unraveling":[37],"emotions,":[38],"themes,":[39],"nuances.":[42],"We":[43],"begin":[44],"by":[45],"employing":[46],"Natural":[47],"Language":[48],"Processing":[49],"(NLP)":[50],"analysis":[52],"uncover":[55],"emotional":[57,64,169],"underpinnings":[58],"these":[60,95,172],"compositions.":[62,173],"layering":[65],"becomes":[66],"foundation":[68],"for":[69,142,243],"subsequent":[71],"clustering":[72],"process.":[73],"Multiple":[74],"algorithms,":[77],"including":[78],"K-Means,":[79],"Hierarchical":[80],"Clustering,":[81],"DBSCAN,":[83],"are":[84],"employed":[85],"songs":[88,151,208],"thematic":[90,153,225],"clusters.":[91],"The":[92,194],"quality":[93],"clusters":[96,108,154,226],"is":[97],"assessed":[98],"using":[99],"silhouette":[101],"score,":[102],"with":[103,176],"optimal":[105],"number":[106],"determined":[109],"as":[110,129,183],"5,":[111],"achieving":[112,187],"score":[114,191],"0.41641.":[116],"Furthermore,":[117],"we":[118],"develop":[119],"robust":[121],"classification":[122],"model":[123,148],"utilizing":[124],"machine":[125,216],"algorithms":[127],"such":[128],"Logistic":[130,174],"Regression,":[131,175],"Decision":[132],"Trees,":[133],"Random":[134],"Forest,":[135],"Gradient":[136],"Boosting,":[137],"Multinomial":[139],"Naive":[140],"Bayes":[141],"evaluation":[143],"our":[145,163,233],"clustering.":[146],"assigns":[149],"based":[155],"on":[156],"results":[158],"topic":[160],"modeling,":[161],"enhancing":[162],"understanding":[164],"dimensions":[170],"SMOTE":[177],"applied":[178],"NMF":[180],"values,":[181],"emerges":[182],"best-performing":[185],"model,":[186],"an":[188],"impressive":[189],"testing":[190],"89.47%.":[193],"findings":[196],"not":[197],"only":[198],"illuminate":[199],"intricate":[201],"emotions":[202],"narratives":[204],"woven":[205],"but":[209],"also":[210],"emphasize":[211],"practical":[213],"in":[218],"analysis.":[220],"By":[221],"identifying":[222],"classifying":[224],"within":[227],"song":[228],"enriches":[232],"comprehension":[234],"expressions":[237],"through":[238],"opens":[241],"avenues":[242],"personalized":[244],"recommendations.":[246]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-10-06T00:00:00"}
