Variables that incorporated all eligible cases were chosen as predictors including stocking density, strain stocked, use of aeration, number of days before water exchange or addition, feeding, and water quality measurement. The most common chemicals used at pond preparation and throughout the cycle, used by at least 1/4 of
respondents, were also incorporated as direct predictor variables.