[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-id-113":3,"doc-seo-228953-113":53,"doc-detail-228953-id":128},{"code":4,"msg":5,"data":6},0,"success",[7,13,17,21,25,29,33,37,41,45,49],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},55,"Document","Agama & Spiritualitas",60,"religion-spirituality",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":11,"slug":16},48,"Cerita & Novel","story-novel",{"id":18,"doc_module":4,"doc_module_name":9,"category_name":19,"show_sort_weight":11,"slug":20},56,"Gaya Hidup","lifestyle",{"id":22,"doc_module":4,"doc_module_name":9,"category_name":23,"show_sort_weight":11,"slug":24},51,"Komik","comic",{"id":26,"doc_module":4,"doc_module_name":9,"category_name":27,"show_sort_weight":11,"slug":28},53,"Layanan Kesehatan","healthcare",{"id":30,"doc_module":4,"doc_module_name":9,"category_name":31,"show_sort_weight":11,"slug":32},54,"Penelitian & Laporan","research-report",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":11,"slug":36},49,"Sastra","literature",{"id":38,"doc_module":4,"doc_module_name":9,"category_name":39,"show_sort_weight":11,"slug":40},52,"Teknologi","technology",{"id":42,"doc_module":4,"doc_module_name":9,"category_name":43,"show_sort_weight":11,"slug":44},50,"Ujian","exam",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":47,"show_sort_weight":11,"slug":48},57,"Umum","general",{"id":50,"doc_module":4,"doc_module_name":9,"category_name":51,"show_sort_weight":4,"slug":52},181,"Formulir","formulir",{"code":4,"msg":54,"data":55},"ok",{"site_id":56,"language":57,"slug":58,"title":59,"keywords":60,"description":61,"schema_data":62,"social_meta":121,"head_meta":123,"extra_data":125,"updated_unix":127},113,"id","sentiment-analysis-on-merah-putih-village-cooperative-using-random-forest-and-lexicon-labeling","Analisis Sentimen terhadap Koperasi Desa Merah Putih Menggunakan Random Forest dan Pelabelan Leksikon","","Penelitian ini menganalisis sentimen masyarakat terhadap program Koperasi Desa Merah Putih pada periode Juli–Oktober 2025 dengan 5396 tweet sebagai data utama. Alur kerja meliputi crawling, preprocessing teks, pelabelan berbasis leksikon, pembagian dataset, vektorisasi TF-IDF, pelatihan Random Forest, evaluasi, serta visualisasi word cloud. Hasil menunjukkan sentimen negatif dominan (87,19%) dibanding positif (12,8%), dengan akurasi 90% serta macro precision 0,91 dan macro F1-score 0,63, sementara ketidakseimbangan kelas masih perlu perbaikan. Visualisasi menyoroti kata merah, putih, koperasi, desa, dan kopdes, disertai indikator harapan kesejahteraan dan keterkaitan dengan agenda kebijakan.",{"@graph":63,"@context":120},[64,81,103],{"@type":65,"itemListElement":66},"BreadcrumbList",[67,72,75,78],{"item":68,"name":69,"@type":70,"position":71},"https://docshare.wps.com","Home","ListItem",1,{"item":73,"name":9,"@type":70,"position":74},"https://docshare.wps.com/id/document/",2,{"item":76,"name":31,"@type":70,"position":77},"https://docshare.wps.com/id/document/penelitian-laporan/",3,{"item":79,"name":59,"@type":70,"position":80},"https://docshare.wps.com/id/document/sentiment-analysis-on-merah-putih-village-cooperative-using-random-forest-and-lexicon-labeling/228953/",4,{"url":79,"name":59,"@type":82,"image":83,"author":88,"headline":59,"publisher":91,"fileFormat":94,"inLanguage":57,"description":61,"dateModified":95,"datePublished":96,"encodingFormat":94,"isAccessibleForFree":97,"interactionStatistic":98},"DigitalDocument",{"url":84,"@type":85,"width":86,"height":87},"https://docshare.wps.com/thumbnails/sentiment-analysis-on-merah-putih-village-cooperative-using-random-forest-and-lexicon-labeling/228953.png","ImageObject",300,407,{"name":89,"@type":90},"Miles","Person",{"url":68,"name":92,"@type":93},"DocShare","Organization","application/pdf","2026-10-06","2026-09-10",true,{"@type":99,"interactionType":100,"userInteractionCount":102},"InteractionCounter",{"@type":101},"ViewAction",10,{"@type":104,"mainEntity":105},"FAQPage",[106,112,116],{"name":107,"@type":108,"acceptedAnswer":109},"Penelitian ini menganalisis sentimen masyarakat terhadap apa dan periode kapan?","Question",{"text":110,"@type":111},"Penelitian menganalisis sentimen masyarakat terhadap program Koperasi Desa Merah Putih pada periode Juli–Oktober 2025.","Answer",{"name":113,"@type":108,"acceptedAnswer":114},"Bagaimana proses penelitian dilakukan dalam membangun model sentimen?",{"text":115,"@type":111},"Proses meliputi crawling data, preprocessing teks, pelabelan sentimen berbasis leksikon, pembagian dataset, TF-IDF, pelatihan Random Forest, evaluasi, dan visualisasi word cloud.",{"name":117,"@type":108,"acceptedAnswer":118},"Apa hasil utama klasifikasi sentimen dan bagaimana performa modelnya?",{"text":119,"@type":111},"Sentimen negatif dominan 87,19% dengan sentimen positif 12,8%. Model memperoleh akurasi 90% dan macro precision 0,91 serta macro F1-score 0,63, meski keseimbangan antar kelas masih perlu ditingkatkan.","https://schema.org",{"og:url":79,"og:type":122,"og:title":59,"og:site_name":92,"og:description":61},"article",{"robots":124,"canonical":79},"index,follow",{"doc_id":126,"site_id":56},228953,1789031590,{"code":4,"msg":5,"data":129},{"doc_id":126,"user_id":130,"nickname":89,"user_avatar":131,"doc_module":4,"category_id":30,"category_name":31,"doc_title":59,"doc_description":61,"doc_content":132,"file_id":133,"file_url":134,"file_type":135,"file_size":136,"view_count":102,"is_deleted":4,"is_public":71,"is_downloadable":71,"audit_status":71,"page_count":137,"language":138,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":139,"faqs":140,"seo_title":141,"seo_description":61,"update_tm":127,"read_time":142},13056703019404,"https://ap-avatar.wpscdn.com/davatar_29158cc5080c5b710cf443261637dec0","Available online at [https://indojurnal.com/index.php/jejakdigital](https://indojurnal.com/index.php/jejakdigital)  \neISSN: 3089-7734; pISSN: 3089-7742  \nVol. 2, No. 3, Tahun 2026  \n[doi.org/10.63822/9p4b3715](doi.org/10.63822/9p4b3715)  \nHal. 3820-3831  \nAnalisis Sentimen terhadap Koperasi Desa Merah Putih Menggunakan Random Forest dan PelabelanLeksikon  \nSteven Dermawan  \nSistem Informasi, Fakultas Sains dan Teknologi Universitas Pradita, Tangerang Selatan  \n*Email [steven.dermawan@student.pradita.ac.id](steven.dermawan@student.pradita.ac.id)  \n\n|  |  |  |  |  |  |\n| --- | --- | --- | --- | --- | --- |\n| Sejarah Artikel: |  |  |  | ABSTRACT\u003Cbr>This study aims to analyze public sentiment toward the Koperasi Desa Merah Putih program during the period July–October 2025, using 5396 tweets as the primary data source. The research follows a systematic workflow consisting of data crawling, text preprocessing, lexiconbased sentiment labeling, dataset splitting, TF-IDF vectorization, Random Forest model training, evaluation, and word cloud visualization. Sentiment labeling was conducted using alexicon-based approach and subsequently classified using the Random Forest algorithm. The findings indicate that public opinion is dominated by negative sentiment at 87.19%, followed by positive sentiment at 12.8%, reflecting both expectations for strengthening village economic empowerment and concerns regarding the program’s implementation effectiveness. Model evaluation shows an accuracy of 90%, macro precision of 0.91, macro recall of 0. 60, and a macro F1-score of 0. 63, indicating that although the model performs well overall, class balance still requires improvement. The word cloud visualization highlights dominant terms such as merah, putih, koperasi, desa, and kopdes, underscoring public attention to the program’s identity and its relevance to rural economic development. The presence of terms such as economy, community, people, and food reflects expectations for improved welfare, while president, minister, and government indicate the program’s connection to national policy agendas. Overall, this study provides a comprehensive understanding of public perceptions and emphasizes the importance of enhancing transparency, public communication, and program implementation effectiveness. Future research is encouraged to employ hybrid labeling methods or deep learning models and to expand the data scope to achieve more accurate and balanced sentiment classification.\u003Cbr>Keywords: Sentiment Analysis; Merah Putih Village Cooperative; Random Forest; TF-IDF; Word Cloud\u003Cbr>ABSTRAK\u003Cbr>Penelitian ini bertujuan menganalisis sentimen masyarakat terhadap program Koperasi Desa Merah Putih pada periode Juli–Oktober 2025 dengan menggunakan 5396 tweet sebagai sumber data utama. Proses penelitian mengikuti alur kerja sistematis meliputi crawling data, preprocessing teks, pelabelan sentimen berbasis leksikon, pembagian dataset, vektorisasi TFIDF, pelatihan model Random Forest, evaluasi, serta visualisasi word cloud. Sentimen dilabeli menggunakan metode lexicon-based dan kemudian diklasifikasikan melalui algoritma Random Forest. Hasil analisis menunjukkan bahwa opini publik didominasi oleh sentimen negatif sebesar 87.19%, diikuti sentimen positif sebesar 12.8%, menggambarkan adanya harapan terhadap penguatan ekonomi desa sekaligus kekhawatiran mengenai efektivitas pelaksanaannya. Evaluasi model menghasilkan akurasi 90%, presisi makro 0,91, recall makro |  |\n| Diterima |  | 04-04-2026 |  |  |  |\n| Disetujui |  | 11-04-2026 |  |  |  |\n| Diterbitkan |  | 13-04-2026 |  |  |  |\n|  |  |  |  |  |  |\n\n􀂈 3820  \nAnalisis Sentimen terhadap KoperasiDesa Merah Putih Menggunakan  Random Forest dan PelabelanLeksikon   \n(Dermawan, et al.)   \n|  |  | 0,60, dan F1-score makro 0,63, menunjukkan performa klasifikasi yang baik meski keseimbangan antar kelas masih perlu ditingkatkan. Word cloud menampilkan dominasi kata seperti merah, putih, koperasi, desa, dan kopdes, yang menegaskan","cbCaie2rcgnOgENT","https://ap.wps.com/l/cbCaie2rcgnOgENT","pdf",807761,12,"Indonesian","# Pendahuluan\n## Metodologi dan Alur Penelitian\n## Pelabelan Sentimen dan Model Random Forest\n## Evaluasi Model\n## Visualisasi Word Cloud\n## Temuan dan Implikasi","[{\"question\":\"Penelitian ini menganalisis sentimen masyarakat terhadap apa dan periode kapan?\",\"answer\":\"Penelitian menganalisis sentimen masyarakat terhadap program Koperasi Desa Merah Putih pada periode Juli–Oktober 2025.\"},{\"question\":\"Bagaimana proses penelitian dilakukan dalam membangun model sentimen?\",\"answer\":\"Proses meliputi crawling data, preprocessing teks, pelabelan sentimen berbasis leksikon, pembagian dataset, TF-IDF, pelatihan Random Forest, evaluasi, dan visualisasi word cloud.\"},{\"question\":\"Apa hasil utama klasifikasi sentimen dan bagaimana performa modelnya?\",\"answer\":\"Sentimen negatif dominan 87,19% dengan sentimen positif 12,8%. Model memperoleh akurasi 90% dan macro precision 0,91 serta macro F1-score 0,63, meski keseimbangan antar kelas masih perlu ditingkatkan.\"}]","Analisis Sentimen terhadap Koperasi Desa Merah Putih Menggunakan Random Forest dan Pelabelan Leksikon | PDF",18]