group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095)), subindustry), market_cap_bucket)
winsorize(zscore(ts_mean(divide(r_and_d_expense_balance, add(r_and_d_expense_balance, r_and_d_expense_total_fast_d1)), 1095)), 4)
rank(multiply(group_zscore(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), subindustry), sign(ts_delta(anl82_nety_profitability_profitability8, 30))))
group_neutralize(rank(ts_zscore(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), inverse(anl10_netinnovation_score_fy1_2515)), 1095)), market_cap_bucket)
zscore(winsorize(ts_mean(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), reverse(anl82_nety_deltaprofitability_profitability4)), 1095), 4))
rank(add(group_rank(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), subindustry), group_rank(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), market_cap_bucket)))
group_zscore(ts_quantile(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), anl10_epsinnovation_score_fy1), 1095), subindustry)
winsorize(ts_mean(divide(multiply(r_and_d_expense_balance, sign(ts_delta(mdl211_nety_profitability_profitability3, 60))), r_and_d_expense_total_fast_d1), 1095), 4)
rank(group_neutralize(ts_zscore(divide(r_and_d_expense_balance, add(r_and_d_expense_balance, r_and_d_expense_total_fast_d1)), 1095), market_cap_bucket))
zscore(multiply(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), reverse(anl82_opry_profitability_profitability6)))
group_rank(ts_decay_linear(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), anl10_preinnovation_score_fy2_1386), 1095), subindustry)
winsorize(add(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), reverse(ts_mean(mdl211_saly_profitability_profitability2, 1095))), 4)
rank(zscore(multiply(group_zscore(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), subindustry), sign(ts_delta(anl82_prey_profitability_profitability8, 90)))))
ts_mean(divide(multiply(r_and_d_expense_balance, inverse(anl10_dpsinnovation_score_fy1_1554)), r_and_d_expense_total_fast_d1), 1095)
group_neutralize(winsorize(ts_zscore(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), mdl211_opry_profitability_profitability11), 1095), 4), market_cap_bucket)
rank(ts_quantile(add(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), reverse(anl82_saly_profitability_profitability3)), 1095))
zscore(group_zscore(ts_mean(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), reverse(anl82_ebty_profitability_profitability5)), 1095), subindustry))
winsorize(multiply(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), sign(ts_delta(mdl211_netq_profitability_profitability1, 120))), 4)
group_rank(ts_zscore(divide(multiply(r_and_d_expense_balance, anl10_netinnovation_score_fq1_2521), r_and_d_expense_total_fast_d1), 1095), market_cap_bucket)
rank(add(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), reverse(ts_mean(anl82_oprq_profitability_profitability4, 1095))))
ts_decay_linear(multiply(group_zscore(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), subindustry), inverse(mdl211_ebty_profitability_profitability7)), 1095)
zscore(winsorize(add(group_rank(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), subindustry), reverse(anl82_netq_profitability_profitability2)), 4))
group_neutralize(rank(ts_mean(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), sign(ts_delta(anl82_preq_profitability_profitability12, 150))), 1095)), market_cap_bucket)
winsorize(ts_quantile(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), anl10_cpsinnovation_score_fy1), 1095), 4)
rank(zscore(multiply(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), reverse(mdl211_salq_profitability_profitability3))))
group_zscore(ts_zscore(add(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), inverse(anl82_ebtq_profitability_profitability4)), 1095), subindustry)
ts_mean(divide(multiply(r_and_d_expense_balance, sign(ts_delta(mdl211_oprq_profitability_profitability1, 180))), r_and_d_expense_total_fast_d1), 1095)
rank(group_neutralize(winsorize(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), anl10_nerinnovation_score_fq2_1997), 4), market_cap_bucket))
zscore(ts_decay_linear(multiply(group_zscore(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), subindustry), reverse(anl82_salq_profitability_profitability5)), 1095))
winsorize(add(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), sign(ts_delta(mdl211_prey_profitability_profitability6, 210))), 4)
group_rank(ts_quantile(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), anl10_preinnovation_score_fq2_1369), 1095), market_cap_bucket)
rank(multiply(zscore(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095)), reverse(anl82_nety_deltaprofitability_profitability8)))
ts_zscore(group_zscore(add(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), inverse(mdl211_ebtq_profitability_profitability2)), 1095), subindustry)
group_neutralize(winsorize(multiply(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), sign(ts_delta(anl82_opry_deltaprofitability_profitability3, 240))), 4), market_cap_bucket)
zscore(rank(add(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), reverse(mdl211_nety_profitability_profitability9))))
winsorize(ts_decay_linear(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), anl10_dpsinnovation_score_fy2_1544), 1095), 4)
rank(group_zscore(ts_mean(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), inverse(anl82_ebty_deltaprofitability_profitability6)), 1095), subindustry))
ts_quantile(add(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), sign(ts_delta(mdl211_saly_deltaprofitability_profitability2, 270))), 1095)
group_neutralize(zscore(multiply(winsorize(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 4), anl10_cpsinnovation_score_fy2)), market_cap_bucket)
rank(winsorize(add(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), reverse(anl82_netq_deltaprofitability_profitability3)), 4))
zscore(ts_zscore(multiply(group_rank(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), subindustry), sign(ts_delta(mdl211_oprq_deltaprofitability_profitability2, 300))), 1095))
ts_mean(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), inverse(anl10_ebiinnovation_score_fq2_2599)), 1095)
group_rank(winsorize(multiply(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), reverse(mdl211_preq_profitability_profitability7)), 4), market_cap_bucket)
rank(zscore(add(group_zscore(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), subindustry), sign(ts_delta(anl82_prey_deltaprofitability_profitability12, 330)))))
winsorize(ts_decay_linear(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), anl10_salinnovation_score_fq2_1686), 1095), 4)
group_neutralize(ts_quantile(add(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), reverse(mdl211_ebty_deltaprofitability_profitability4)), 1095), market_cap_bucket)
zscore(multiply(rank(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1)), sign(ts_delta(anl82_ebtq_deltaprofitability_profitability10, 360))))
rank(ts_zscore(winsorize(multiply(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), anl10_ebtinnovation_score_fy2_1040), 4), 1095))
group_zscore(add(ts_mean(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), 1095), inverse(mdl211_nety_deltaprofitability_profitability11)), subindustry)
ts_decay_linear(winsorize(multiply(group_rank(divide(r_and_d_expense_balance, r_and_d_expense_total_fast_d1), subindustry), reverse(anl82_saly_deltaprofitability_profitability6)), 4), 1095)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl82_saly_profitability_profitability11, anl82_saly_profitability_profitability6), anl82_saly_profitability_profitability11), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(mdl211_ebty_profitability_profitability11, mdl211_ebty_profitability_profitability7), mdl211_ebty_profitability_profitability11), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl82_nety_profitability_profitability9, anl82_nety_profitability_profitability4), anl82_nety_profitability_profitability9), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(mdl211_nety_profitability_profitability12, mdl211_nety_profitability_profitability4), mdl211_nety_profitability_profitability12), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl82_prey_deltaprofitability_profitability12, anl82_prey_deltaprofitability_profitability6), anl82_prey_deltaprofitability_profitability12), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(mdl211_prey_deltaprofitability_profitability12, mdl211_prey_deltaprofitability_profitability6), mdl211_prey_deltaprofitability_profitability12), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl82_opry_deltaprofitability_profitability7, anl82_opry_deltaprofitability_profitability3), anl82_opry_deltaprofitability_profitability7), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(mdl211_opry_profitability_profitability7, mdl211_opry_profitability_profitability3), mdl211_opry_profitability_profitability7), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl82_salq_profitability_profitability9, anl82_salq_profitability_profitability3), anl82_salq_profitability_profitability9), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(mdl211_salq_profitability_profitability9, mdl211_salq_profitability_profitability3), mdl211_salq_profitability_profitability9), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl82_ebtq_profitability_profitability11, anl82_ebtq_profitability_profitability4), anl82_ebtq_profitability_profitability11), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(mdl211_ebtq_profitability_profitability12, mdl211_ebtq_profitability_profitability4), mdl211_ebtq_profitability_profitability12), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl82_netq_deltaprofitability_profitability10, anl82_netq_deltaprofitability_profitability2), anl82_netq_deltaprofitability_profitability10), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(mdl211_netq_profitability_profitability9, mdl211_netq_profitability_profitability1), mdl211_netq_profitability_profitability9), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl82_preq_profitability_profitability12, anl82_preq_profitability_profitability2), anl82_preq_profitability_profitability12), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(mdl211_preq_profitability_profitability11, mdl211_preq_profitability_profitability7), mdl211_preq_profitability_profitability11), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl82_oprq_deltaprofitability_profitability6, anl82_oprq_deltaprofitability_profitability1), anl82_oprq_deltaprofitability_profitability6), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(mdl211_oprq_profitability_profitability7, mdl211_oprq_profitability_profitability1), mdl211_oprq_profitability_profitability7), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_2_netprofit_af_matrix_all_median, pv87_2_netprofit_af_matrix_all_low), pv87_2_netprofit_af_matrix_all_median), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_2_operatingprofit_af_matrix_all_mean, pv87_2_operatingprofit_af_matrix_all_low), pv87_2_operatingprofit_af_matrix_all_mean), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_2_pretaxprofit_af_matrix_all_median, pv87_2_pretaxprofit_af_matrix_all_low), pv87_2_pretaxprofit_af_matrix_all_median), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_2_netprofit_qf_matrix_all_median, pv87_2_netprofit_qf_matrix_all_low), pv87_2_netprofit_qf_matrix_all_median), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_2_operatingprofit_qf_matrix_all_mean, pv87_2_operatingprofit_qf_matrix_all_low), pv87_2_operatingprofit_qf_matrix_all_mean), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_2_pretaxprofit_qf_matrix_all_median, pv87_2_pretaxprofit_qf_matrix_all_low), pv87_2_pretaxprofit_qf_matrix_all_median), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_2_netprofit_rep_af_matrix_all_median, pv87_2_netprofit_rep_af_matrix_all_low), pv87_2_netprofit_rep_af_matrix_all_median), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_2_pretaxprofit_rep_af_matrix_all_median, pv87_2_pretaxprofit_rep_af_matrix_all_low), pv87_2_pretaxprofit_rep_af_matrix_all_median), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_2_netprofit_rep_qf_matrix_all_mean, pv87_2_netprofit_rep_qf_matrix_all_low), pv87_2_netprofit_rep_qf_matrix_all_mean), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_2_pretaxprofit_rep_qf_matrix_all_mean, pv87_2_pretaxprofit_rep_qf_matrix_all_low), pv87_2_pretaxprofit_rep_qf_matrix_all_mean), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fnd3_a_grossprofit, fnd3_a_opeexpenses), fnd3_a_grossprofit), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fnd3_q_grossprofit, fnd3_q_opeexpenses_fast_d1), fnd3_q_grossprofit), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl44_netprofit_value, selling_general_admin_expense), anl44_netprofit_value), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl44_pretaxprofit_value, r_and_d_expense_balance), anl44_pretaxprofit_value), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl44_operatingprofit_best_fiscal_period_dt, r_and_d_expense_total_fast_d1), anl44_operatingprofit_best_fiscal_period_dt), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl49_netprofit, r_and_d_expense_balance_fast_d1), anl49_netprofit), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(anl49_backfill_netprofit, quarterly_r_and_d_expense_total), anl49_backfill_netprofit), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fn_profit_loss_a, depreciation_and_amortization_expense), fn_profit_loss_a), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fn_profit_loss_q, depreciation_expense_total), fn_profit_loss_q), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(operating_profit_total_2, bad_debt_expense), operating_profit_total_2), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(gross_profit_total, total_rental_expense), gross_profit_total), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(operating_profit_pre_tax, other_unusual_income_expense), operating_profit_pre_tax), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(interest_expense, annual_income_tax_expense_2), interest_expense), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_interest_expense_actual, pv87_interest_expense_consensus_high), pv87_interest_expense_actual), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_ann_matrix_interest_expense_estimate_high, pv87_ann_matrix_interest_expense_estimate_std), pv87_ann_matrix_interest_expense_estimate_high), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(pv87_qtr_matrix_interest_expense_estimate_mean, pv87_qtr_matrix_interest_expense_estimate_scale), pv87_qtr_matrix_interest_expense_estimate_mean), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fnd72_pit_or_is_a_is_int_expense, fnd72_pit_or_is_a_is_expense_stock_based_comp), fnd72_pit_or_is_a_is_int_expense), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fnd72_pit_or_is_q_is_int_expense, fnd72_pit_or_is_q_is_expense_stock_based_comp), fnd72_pit_or_is_q_is_int_expense), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fnd72_pit_or_cr_a_cash_flow_to_int_expense, fnd72_pit_or_is_a_is_oprb_expense_income), fnd72_pit_or_cr_a_cash_flow_to_int_expense), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fnd72_pit_or_cr_q_cash_flow_to_int_expense, fnd72_pit_or_is_q_is_pension_expense_income), fnd72_pit_or_cr_q_cash_flow_to_int_expense), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fnd72_pit_or_bs_a_bs_curr_rental_expense, fnd72_s_pit_or_is_a2_is_oprb_expense_income), fnd72_pit_or_bs_a_bs_curr_rental_expense), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fnd72_s_pit_or_bs_a2_bs_curr_rental_expense, fnd72_s_pit_or_is_a2_is_pension_expense_income), fnd72_s_pit_or_bs_a2_bs_curr_rental_expense), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fnd72_s_pit_or_is_q_is_expense_stock_based_comp, fnd72_s_pit_or_is_q_is_pension_expense_income), fnd72_s_pit_or_is_q_is_expense_stock_based_comp), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fn_allocated_share_based_compensation_expense_a, fn_allocated_share_based_compensation_expense_q), fn_allocated_share_based_compensation_expense_a), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fn_prepaid_expense_a, fn_prepaid_expense_q), fn_prepaid_expense_a), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(fn_def_income_tax_expense_q, current_tax_expense), fn_def_income_tax_expense_q), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(income_tax_expense_3, total_tax_expense_2), income_tax_expense_3), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(annual_equity_compensation_expense, quarterly_equity_compensation_expense), annual_equity_compensation_expense), 750), 2), 4)

group_neutralize(group_neutralize(ts_mean(divide(subtract(annual_income_tax_expense_fast_d1, quarterly_income_tax_expense_fast_d1), annual_income_tax_expense_fast_d1), 750), 2), 4)