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Attention Deficit Hyperactivity Disorder (ADHD) is a neurodevelopment disorder that affects millions of children and typically persists into adulthood. It must be diagnosed efficiently and consistently to receive adequate treatment, otherwise, it can have a detrimental impact on the patient’s professional performance, mental health, and relationships. In this work, motor activity data of adults suffering from ADHD and clinical controls has been preprocessed to obtain 788 activity-related statistical features. Afterwards, principal component analysis has been carried out to obtain significant features for accurate classification. These features are then fed into six different machine learning algorithms for classification, which include C4.5, kNN, Random Forest, LogitBoost, SVM, and Naive Bayes. The detailed evaluation of the results through 10-fold cross-validation reveals that SVM outperforms other classifiers with an accuracy of 98.43%, F-measure of 98.42%, sensitivity of 98.33%, specificity of 98.56% and AUC of 0.983. Thus, a PCA-based SVM approach appears to be an effective choice for accurate identification of ADHD patients among other clinical controls using real-time analysis of activity data.

COVID-19 emerged in China in December. The World Health Organization declares this virus as Global Disaster in March. The coronavirus has affected the social, economic, political dimensions of the nations globally. In this study, the authors consider the impact of novel coronavirus (COVID-19) on the different activities of primary, secondary, and tertiary sectors of the Indian Economy and various policies and reforms have been taken by the government. The secondary data is collected to put down this literature. Each sector of the economy faces chaos due to coronavirus. Migrant workers or laborers go to their state in the lockdown, a ban on materials, electronics imported from china, supply chain disruption, disturbance in the cash flow are some of the majors' reasons that lead to the uncertainty in different sectors. A fund issued by the Government can be utilized effectively to give benefits to employees, workers, farmers, organizations, and industries.

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