group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry)

group_neutralize(subtract(ts_delta(benefit_expense_total, 63), ts_delta(annual_base_salary, 63)), industry)

group_neutralize(subtract(ts_delta(benefit_expense_total, 126), ts_delta(annual_base_salary, 126)), industry)

group_neutralize(subtract(ts_delta(benefit_expense_total, 504), ts_delta(annual_base_salary, 504)), industry)

group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(bonus_proportion_total_comp, 252)), industry)

group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(estimated_value_exercisable_options, 252)), industry)

group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(share_award_value_ltip, 252)), industry)

group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(intrinsic_value_options_awarded_2, 252)), industry)

group_neutralize(subtract(ts_delta(fnd28_ishtspmnt_value_01084a, 252), ts_delta(annual_base_salary, 252)), industry)

group_neutralize(subtract(ts_delta(benefit_expense_total, 252), divide(add(ts_delta(annual_base_salary, 252), ts_delta(bonus_proportion_total_comp, 252), ts_delta(estimated_value_exercisable_options, 252)), 3)), industry)

winsorize(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), std=3)

zscore(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry))

rank(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry))

quantile(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry))

scale(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry))

scale_down(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry))

group_rank(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry)

group_zscore(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry)

group_scale(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry)

group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry_grouping_level2_top3000_2)

group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), pca_industry_grouping_method4_20)

multiply(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), ts_delta(research_and_development_expense, 252))

multiply(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), rank(fnd28_value_08003))

multiply(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), ts_delta(ttm_return_on_equity_percent_2, 252))

add(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), ts_delta(fnd28_value_08601, 252))

if_else(ts_delta(benefit_expense_total, 252) > ts_delta(annual_base_salary, 252), group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), 0)

sign(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry))

abs(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry))

power(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), 2)

signed_power(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), 0.5)

log(abs(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry)))

sqrt(abs(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry)))

min(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), ts_delta(research_and_development_expense, 252))

max(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), ts_delta(research_and_development_expense, 252))

divide(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), ts_std_dev(benefit_expense_total, 252))

inverse(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry))

vec_sum(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry))

vec_avg(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry))

trade_when(ts_delta(benefit_expense_total, 252) > 0, group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), 0)

hump(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), 0.05)

days_from_last_change(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry))

last_diff_value(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), 252)

ts_arg_max(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), 252)

ts_arg_min(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), 252)

ts_quantile(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), 252)

ts_regression(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), ts_delta(research_and_development_expense, 252), 252)

ts_product(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), 252)

combo_a(group_neutralize(subtract(ts_delta(benefit_expense_total, 252), ts_delta(annual_base_salary, 252)), industry), nlength=250, mode='algo1')