{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T18:28:52Z","timestamp":1775068132053,"version":"3.50.1"},"reference-count":80,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"name":"Kazakh-British Technical University"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2024]]},"DOI":"10.1109\/access.2024.3371585","type":"journal-article","created":{"date-parts":[[2024,2,29]],"date-time":"2024-02-29T18:58:20Z","timestamp":1709233100000},"page":"33504-33523","source":"Crossref","is-referenced-by-count":41,"title":["Understanding Environmental Posts: Sentiment and Emotion Analysis of Social Media Data"],"prefix":"10.1109","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-2484-665X","authenticated-orcid":false,"given":"Daniyar","family":"Amangeldi","sequence":"first","affiliation":[{"name":"School of Information Technology and Engineering, Kazakh-British Technical University, Almaty, Kazakhstan"}]},{"given":"Aida","family":"Usmanova","sequence":"additional","affiliation":[{"name":"Institute of Information Systems, Leuphana University Lüneburg, Lüneburg, Germany"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9682-0203","authenticated-orcid":false,"given":"Pakizar","family":"Shamoi","sequence":"additional","affiliation":[{"name":"School of Information Technology and Engineering, Kazakh-British Technical University, Almaty, Kazakhstan"}]}],"member":"263","reference":[{"key":"ref1","first-page":"616","article-title":"IPCC, 2018: GlobalWarming of 1.5 \u00b0C. An IPCC Special Report on the impacts of global warming of 1.5 \u00b0C above pre-industrial levels and related global greenhouse gas emission pathways, in the context of strengthening the global response to the threat of climate change, sustainable development, and efforts to eradicate poverty","author":"Masson-Delmotte","year":"2018"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1080\/15487733.2013.11908115"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.3991\/ijet.v15i15.14467"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICCIC.2016.7919584"},{"key":"ref5","first-page":"1","article-title":"Opinion mining on Twitter microblogging using support vector machine: Public opinion about state Islamic University of Bandung","volume-title":"Proc. 4th Int. Conf. Cyber IT Service Manage.","author":"Maylawati"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/CIAPP.2017.8167276"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/CICN.2014.126"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ECS.2015.7124967"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2013.34"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.jjimei.2023.100180"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.1059"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.1149"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.1111"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.hpopen.2022.100075"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/2983323.2983678"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/SITIS.2014.27"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.rineng.2023.101287"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.55549\/epstem.1365803"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.envsci.2019.02.007"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-019-0568-8"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0138996"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph17031062"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.17576\/gema-2021-2104-11"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1108\/MEDAR-09-2019-0563"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.3390\/su11185070"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecoinf.2021.101354"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.seps.2020.100868"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph15112537"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0136092"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.gloenvcha.2023.102765"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.cageo.2023.105405"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolecon.2022.107502"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.3390\/su14095046"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-52524-7_4"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-16-2641-8_21"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.23919\/SpliTech49282.2020.9243726"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/W17-4205"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.enpol.2020.111490"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.4018\/JOEUC.294901"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2021.127820"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/3604605"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.cosrev.2017.10.002"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.119862"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/IC3.2014.6897213"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCNT.2013.6726818"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-017-9599-6"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-021-09973-3"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.3115\/981623.981633"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1145\/944012.944013"},{"key":"ref50","article-title":"Unsupervised learning of semantic orientation from a hundred-billion-word corpus","author":"Turney","year":"2003","journal-title":"arXiv: cs\/0212012"},{"key":"ref51","article-title":"Thumbs up or thumbs down? Semantic orientation applied to unsupervised classification of reviews","author":"Turney","year":"2002","journal-title":"arXiv: cs\/0212032"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1119\/1.1937609"},{"key":"ref53","volume-title":"Speech and Language Processing","author":"Jurafsky","year":"2014"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ICIT.2016.052"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-34707-8_38"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1145\/2436256.2436274"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.13053\/rcs-90-1-17"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/ICITISEE48480.2019.9003903"},{"key":"ref59","volume-title":"Mastering Social Media Mining With Python: Acquire and Analyze Data From All Corners of the Social Web With Python","author":"Bonzanini","year":"2016"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2020.01.038"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/ICICM.2013.41"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/FSKD.2016.7603424"},{"key":"ref63","article-title":"Twitter statistics 2022: Stats, user demography and facts","author":"Matt","year":"2022"},{"key":"ref64","article-title":"Basic tweet preprocessing in Python","author":"Pandey","year":"2020"},{"key":"ref65","first-page":"234","article-title":"NRC emotion lexicon","volume":"2","author":"Mohammad","year":"2013","journal-title":"Nat. Res. Council, Canada"},{"key":"ref66","article-title":"BERTopic: Neural topic modeling with a class-based TF-IDF procedure","author":"Grootendorst","year":"2022","journal-title":"arXiv:2203.05794"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/S15-2080"},{"issue":"5","key":"ref68","first-page":"360","article-title":"Understanding interobserver agreement: The Kappa statistic","volume":"37","author":"Viera","year":"2005","journal-title":"Fam Med."},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1093\/pnasnexus\/pgad219"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1007\/s42761-021-00057-7"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.26"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1609\/icwsm.v8i1.14550"},{"issue":"1","key":"ref73","first-page":"411","article-title":"spaCy 2: Natural language understanding with Bloom embeddings, convolutional neural networks and incremental parsing","volume":"7","author":"Honnibal","year":"2017","journal-title":"To Appear"},{"key":"ref74","first-page":"1","article-title":"SentiWordNet: A publicly available lexical resource for opinion mining","volume-title":"Proc. 5th Int. Conf. Lang. Resour. Eval.","author":"Sebastiani"},{"key":"ref75","first-page":"1","article-title":"Sentiment classification of reviews using SentiWordNet","volume-title":"Proc. 9th Int. Conf. Inf. Technol. Telecommun.","author":"Ohana"},{"key":"ref76","first-page":"2229","article-title":"Evaluation: From precision, recall and F-measure to ROC, informedness, markedness and correlation","volume":"2","author":"Powers","year":"2011","journal-title":"J. Mach. Learn. Technol."},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0274213"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1177\/0963662515613702"},{"key":"ref79","article-title":"Sentiment analysis of global warming using Twitter data","author":"Mucha","year":"2018"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/1904172"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/10380310\/10453566.pdf?arnumber=10453566","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,8]],"date-time":"2024-03-08T02:44:23Z","timestamp":1709865863000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10453566\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":80,"URL":"https:\/\/doi.org\/10.1109\/access.2024.3371585","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]}}}