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)
