Situs media sosial Twitter adalah tempat di mana pengguna Internet di seluruh dunia dapat bertukar perspektif tentang diskusi terkini. Salah satunya sepak bola, olahraga ini merupakan hobi yang digandrungi oleh seluruh penjuru dunia, termasuk warga Malang, dengan kecintaan mereka terhadap olahraga tersebut mereka menamakan dirinya Aremania yaitu suporter tim Arema Malang, namun terjadi peristiwa kelam. Kanjuruhan di Stadion Malang pada 01/10/2022, memunculkan pandangan berbeda dari semua akun pengguna Twitter, yang menyebabkan peningkatan tweet dan menjadi trending topik saat itu. Untuk mengembangkan perspektif yang berbeda berdasarkan apa yang membawa keuntungan dan kerugian di komunitas, diterapkan prosedur untuk mengklasifikasikan perspektif positif atau negatif pengguna Twitter melalui analisis sentimen dengan pengklasifikasi Naïve Bayes. Analisis sentimen dilakukan dengan mengindeks tweet pengguna Twitter dengan tagar UsutTuntasTragediKanjuruhan, mengambil (crawling) data 1.500 tweet yang ada sebagai kumpulan data (dataset), setelah itu data untuk diproses diidentifikasi (labeling) untuk langkah selanjutnya yaitu tahap Preprocessing data yang terdiri dari Annotation Removal, Remove Hashtag, Transformation Remove Url, Regexp, Indonesian Steaming, Indonesian Stopword Removal dipadukan dengan operator Smote Upsampling. Pembuatan Confusion Matrix yang menunjukkan hasil akhir analisis berjalan dengan baik yaitu nilai accuracy 77,67%, nilai precision sebesar 77,19%, nilai recall sebesar 78,50%, dan nilai AUC 0.820 (good classification).
Gari has long been famous for its Argo Wijil Culinary Market which is managed by BUMKal (Business Entity Owned by Kalurahan) Mardi Gemi. BUMKal Mardi Gemi plans to make new breakthroughs and innovations in the world of tourism. Gari, which is located near the center of the Regency Capital, namely Wonosari, does not allow selling nature tourism, because it does not have much natural potential. Opportunities then lead to Cultural Tourism by making Gari a Cultural Tourism Village. This Community Service Program aims to encourage Gari as a Cultural Tourism Village. Data collection methods include field observations to identify cultural potential, conduct in-depth interviews with various related parties, then study literature to strengthen the tourism component-4A (Attractions, Accessibility, Amenity, Ancilliary) and the concept of cultural tourism village. Furthermore, the data is analyzed starting from an inventory of customs, artistic potential, traditional knowledge, traditional technology, and Javanese architecture. This data analysis then became the basis for the Preparation Phase I (First). Of the nine hamlets in Kalurahan Gari, each has its own cultural potential. This potential includes customs, such as apostleship, sending donga and besik kali; artistic potential, such as: tayub, karawitan, mocopat, bregodo, doger art, thek-thek art, garangan art, traditional knowledge and traditional technology, such as: wayang making, gamelan making, wasp sauce culinary, bonggol chips culinary, chili sauce culinary, traditional massage, blacksmithing, and making tempeh. Currently, Gari has been promoted from the Cultural Pockets Pioneer Village to the Cultural Pilot Village. Preparation Phase II (Second) Gari needs to go to Prima Village and Preneur Village which actually already has capital.
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