Commutator Bus Transit Recommendation by Predicting Dynamic Bus Flow Occupancy Using Machine Learning

T Public bus transportation in India plays a major role in short and long-distance. The majority of the population in India depends on the bus daily for going to work, pursuing studies and many other essential purposes. Owing to this the congestion inside the bus increases. In the pandemic situation like COVID social distancing should be maintained and avoid the exchange of money and ticket plays an important factor. Further, the number of passengers within the bus has to fix with a limit that in turn has to plan for increased inefficient transportation. The proposed work implies that upon making the paper-based ticketing system to application-oriented ticket process exchange of money and the ticket can be avoided. Ticket payment by RFID card or scanning QR code can be done that makes travelling by bus much more comfortable during the pandemic situation. Machine learning helps in analyzing the dynamic count of passengers within the bus based on the source and destination a passenger enters inside the bus. Thus the congestion inside the bus predicted to plan the travel.

SARS CoV-2: Progression and treatment protocols - An overview.

COVID-19 pandemic is a global health crisis which has affected citizens of all nations. With more than a million death cases, this outbreak has already had a significant impact on the physical and mental wellbeing of mankind. Considerable amount of research is going on worldwide to find out effective drugs against the virus. Chloroquine phosphate, an antimalarial drug is currently used for the treatment. Studies on the harmful effects of chloroquine is in progress. India is rich in traditional medical practicing such as Ayurveda, Siddha, Unani etc. Ministry of AYUSH is trying to implement an interdisciplinary treatment encompassing all traditional methodologies. It is proven that Ashwagandha rasayana (Withania sominefera L.Dunal) has better functions than hydroxychloroquine. The ayurvedic formulations such as Sudarshan Ghanvati and Sanshamanivati are also used. The combination of hydroxychloroquine (HCQ) and azithromycin is found to cure COVID-19 more effectively. Use of Tocilizumab is found to cure the respiratory disorders associated with COVID. Favilavir turns out to be yet another effective drug. The alternative medical system has effective prophylaxis and is considered better for the treatment of COVID-19. Ayurveda and yoga improve immunity thus maintaining good health. This review throws light on the mode of progression of the virus along with the various treatment protocols adopted to fight COVID-19.