Learn more: www.mlfinlab.com * Special bar compression procedures are needed, especially in HFT space. * Tick/Volume/Dollar bars have better statistical properties compared to time bars. * Imbalance/Run bars are sampled more frequently when new information comes to a market. * Futures roll and ETF trick help a researcher to deal with non-perpetual securities (futures, options, ..)