Human Monkeypox 2022 Virus: Machine Learning Prediction Model, Outbreak Forecasting, Visualization with Time-Series Exploratory Data Analysis

Monkeypox is a zoonotic illness transmitted by an orthopox virus that causes smallpox-like symptoms in individuals. Therapies utilized in the smallpox control and elimination also offered immunity to monkeypox. New vaccinations have indeed been discovered, and 1-of-them is licensed for the preventive of monkeypox. Monkeypox was induced by monkeypox virus, which is a species of a Orthopoxvirus subfamily in the Poxviridae group. Monkeypox is often a self-limiting condition, with signs that generally last 2 to 4 weeks. Extreme symptoms are possible. Recently, the fatality rate has hovered at 3-6%. Monkeypox is spread to individuals by directly interacting to an infectious creature or human, or via exposure to virus-contaminated substances. The monkeypox infection spreads by intimate exposure to lesions, bodily liquids, inhalation, or infected items including clothing. Monkeypox seems to be a virus zoonotic illness which typically originates in tropical rainforests regions of middle and western Africa, but is sometimes transported to different parts of the world. An antibody-drug intended to cure smallpox has been approved for use in the treatment of monkeypox. Monkeypox is lesser infectious than smallpox (an orthopoxvirus linked to monkeypox) and generates fewer serious sicknesses. Monkeypox is characterized medically by temperature, rashes, and enlarged lymph nodes, and it can result in a variety of health consequences. In this study, we propose machine learning-based predictions using linear regression, decision tree, random forest, elasticNet, and ARIMA. The ARIMA attained 0.9267 R 2 for monkeypox predictions. We hope that based on generated will be helpful for further additional research on society.