I am analyzing the behavior of the Sri Lankan stock market. For the analysis, I considered daily stock prices from 2015 to 2021. But the stock market was closed for two months in 2020 when the country reached its highest COVID-19 cases. I can't omit the missing data points since a large number of points are missing, and I need to maintain the continuous aspect of the time points. Please suggest me some methods to impute these missing observations considering the COVID-19 impact. I have data for COVID cases and deaths and the volume traded with the stocks' high, low, and open prices.