def beta_error(target, result): vars = pre_loop_func(None, None, target, 0) sigma = calc_sigma(result) beta, beta_risk, part_func, weighted_avg = calc_beta(result, vars['timeslots'], vars['risk_groups']) return len(result) * cerror(beta, sigma)