The coronavirus disease 2019 (Covid-19) pandemic has affected most countries of the world. The detection of Covid-19 positive cases is an important step to fight the pandemic and save human lives. The polymerase chain reaction test is the most used method to detect Covid-19 positive cases. Various molecular methods and serological methods have also been explored to detect Covid-19 positive cases. Machine learning algorithms have been applied to various kinds of datasets to predict Covid-19 positive cases. The machine learning algorithms were applied on a Covid-19 dataset based on commonly taken laboratory tests to predict Covid-19 positive cases. These types of datasets are easy to collect. The paper investigates the application of decision tree ensembles which are accurate and robust to the selection of parameters. As there is an imbalance between the number of positive cases and the number of negative cases, decision tree ensembles developed for imbalanced datasets are applied. F-measure, precision, recall, area under the precision-recall curve, and area under the receiver operating characteristic curve are used to compare different decision tree ensembles. Different performance measures suggest that decision tree ensembles developed for imbalanced datasets perform better. Results also suggest that including age as a variable can improve the performance of various ensembles of decision trees.

The Coronavirus Pandemic has created so much devastation in such a short time. This virus has taken so many lives and shattered the economy of World. In such a panic situation when there is no medicine available Homoeopathic philosophy can cure the disease. In this paper I discussed about the role of homoeopathy in various past Respiratory Pandemics. The article shows how homoeopathy can play effective role in prevention and cure of this disease. It is the correct time to give homoeopathic medicine a chance to save lives and being cheap these medicines are not putting any financial burden. People can get assured and inexpensive treatment. Homoeopathic medicines along with vaccination, face mask and social distancing can give relief in the coronavirus Pandemic.