Natural Language Processing for Unstructured Data: Earthquakes Spatial Analysis in Indonesia Using Platform Social Media Twitter

Joko Ade Nursiyono, Rasya Khalil Gibran

Abstract

As a country who had a high risk affected by the earthquake, social media have an important role. Besides to serving earthquake information, the spread of information on social media is so wide and fast. However, information on social media has a gap to reach validity and doesn't contain detailed information about spatial information. By leveraging crawling result data on Twitter, then data will be processed with Natural Language Processing (NLP), this research aims to proves about transformation of unstructured data into structured data with NLP for use on spatial analysis in Indonesia using data text on platform social media, Twitter. In addition, this research is also aims to reveal correlation between earthquake magnitude and earthquake frequency. The results proves that NLP can be used for spatial analysis with data text on Twitter related to earthquake. Besides that, the value of maximum magnitude are great significance to the earthquake frequency.

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References

Aiello, M., Cavaliere, C., D’Albore, A., & Salvatore, M. (2019). The challenges of diagnostic imaging in the era of big data. Journal of clinical medicine, 8(3), 316. https://doi.org/10.3390/jcm8030316

Akbar, R., Darman, R., Marizka, F. N. U., Namora, J., & Ardewati, N. (2018). Implementasi Business Intelligence Menentukan Daerah Rawan Gempa Bumi di Indonesia dengan Fitur Geolokasi. JEPIN (Jurnal Edukasi dan Penelitian Informatika), 4(1), 30-35. DOI: http://dx.doi.org/10.26418/jp.v4i1.25518

Anwaruddin, M. (2019). Rancang bangun prototype tempat tidur tanggap gempa menggunakan arduino uno (Bachelor's thesis, Fakultas Sains dan Teknologi Universitas Islam Negeri Syarif Hidayatullah Jakarta). https://repository.uinjkt.ac.id/dspace/bitstream/123456789/47474/1/MUHAMMAD%20ANWARUDDIN-FST.pdf

Beritasatu.com. (2022). ”BMKG: Indonesia Diguncang 10.792 Kali Gempa Bumi Sepanjang 2022”. Retrieved from: https://www.beritasatu.com/news/1013483/bmkg-indonesia-diguncang-10792-kali-gempa-sepanjang-2022

Chandra Agustin, D. A., Susilowati, S. E., Astiani, R., Rofii, A., & Lukas, S. (2023). PENANGGULANGAN SANITASI DAN PENYULUHAN UNTUK MENINGKATKAN KESEHATAN MASYARAKAT DESA BENJOT PASCA GEMPA CIANJUR. BERDIKARI, 6(1). DOI: https://doi.org/10.52447/berdikari.v6i1.6587

Detik.com. (2022). ”BMKG: Ada 10.792 Gempa di RI Selama 2022, 22 di Antaranya Merusak”. Retrieved from: https://www.detik.com/edu/edutainment/d-6489347/bmkg-ada-10792-gempa-di-ri-selama-2022-22-di-antaranya-merusak

Dwiyanti, N. E., Irnanda, V., Palupi, I. R., Raharjo, W., Giamboro, W. S., Handini, A. M., ... & Tobing, E. (2020). ANALISI HUBUNGAN MAGNITUDO GEMPA BUMI TERHADAP HASIL FREKUENSI DOMINAN PADA RANGKAIAN GEMPA ACEH 2004, YOGYAKARTA 2006, PALU DAN LOMBOK 2018 SEBAGAI UPAYA MITIGASI BENCANA. Jurnal Meteorologi Klimatologi dan Geofisika, 7(3), 44-50

Fahriyani, S., Harmaningsih, D., & Yunarti, S. (2020). Penggunaan media sosial Twitter untuk mitigasi bencana di Indonesia. IKRA-ITH Humaniora: Jurnal Sosial dan Humaniora, 4(2), 56-65. journals.upi-yai.ac.id/index.php/ikraith-humaniora/article/download/556/408

Lv, Q., Liu, W., Li, R., Yang, H., Tao, Y., & Wang, M. (2023). Classification of Seismaesthesia Information and Seismic Intensity Assessment by Multi-Model Coupling. ISPRS International Journal of Geo-Information, 12(2), 46. https://doi.org/10.3390/ijgi12020046

Marchetti, D., Zhu, K., Marchetti, L., Zhang, Y., Chen, W., Cheng, Y., ... & Zhang, H. (2023). Quick Report of the ML= 3.3 on 1 January 2023 Guidonia (Rome, Italy) Earthquake: Evidence of a Seismic Acceleration. https://doi.org/10.3390/ijerph20010392

Nursiyono, J. A., & Nadeak, P. P. (2016). Setetes Ilmu Regresi Linier. Malang: Media Nusa Creative. https://books.google.co.id/books?hl=id&lr=&id=b4ZOEAAAQBAJ&oi=fnd&pg=PP1&dq=Setetes+Ilmu+Regresi+Linier+Nursiyono&ots=7mkAK4Ca1k&sig=NXxQUAL74YPmfztOaNeRNaKICss&redir_esc=y.

Rafiah, K. K., & Kirana, D. H. (2019). Analisis adopsi media sosial sebagai sarana pemasaran digital bagi UMKM makanan dan minuman di Jatinangor. Jesya (Jurnal Ekonomi dan Ekonomi Syariah), 2(1), 188-198. DOI: 10.36778/jesya.v2i1.45

Santoso, A. H., Wahyuni, O. D., Tarcisia, T., & Denny, D. (2023). Penapisan Hipertensi melalui Pelayanan Pengukuran Tekanan Darah bagi Warga Desa Kampung Baros Ciherang Pacet Paska Bencana Gempa Cianjur. Jurnal Pengabdian kepada Masyarakat, 3(1), 36-42. https://doi.org/10.55606/nusantara.v3i1.696

Sari, B. D. W., Djayus, D., Supriyanto, S., & Hendrawanto, B. (2022). Penentuan Nilai Parameter Gempabumi Menggunakan Metode Geiger dan Hukum Laska pada Pulau Lombok. GEOSAINS KUTAI BASIN, 5(1). DOI: https://doi.org/10.30872/geofisunmul.v5i1.706

Shohaya, J. N., Chasanah, U., Mutiarani, A., Wahyuni, L., & Madlazim, M. (2013). Survey dan Analisis Seismisitas Wilayah Jawa Timur Berdasarkan Data Gempa Bumi Periode 1999-2013 sebagai Upaya Mitigasi Bencana Gempa Bumi. Jurnal Penelitian Fisika dan Aplikasinya (JPFA), 3(2), 18-27.

Tehseen, R., Farooq, M. S., & Abid, A. (2020). Earthquake prediction using expert systems: a systematic mapping study. Sustainability, 12(6), 2420. https://doi.org/10.3390/su12062420

Tempo. (2022). “Mengenali Gempa dari Letak Kejadian Darat dan Laut”. Retrieved from: https://tekno.tempo.co/read/1552195/mengenali-gempa-dari-letak-kejadian-darat-dan-laut.

Utomo, D. P., & Purba, B. (2019). Penerapan Datamining pada Data Gempa Bumi Terhadap Potensi Tsunami di Indonesia. In Prosiding Seminar Nasional Riset Information Science (SENARIS) (Vol. 1, pp. 846-853). DOI: http://dx.doi.org/10.30645/senaris.v1i0.91

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