group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, depreciation_and_amortization_expense), 756)) * sign(ts_delta(anl49_netprofit, 252)), sector), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_balance, depreciation_expense_total), 756)) * sign(ts_delta(anl44_netprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_saly_profitability_profitability6), 756)) * sign(ts_delta(anl49_netprofit, 252)), sector), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, selling_general_admin_expense), 756)) * ts_rank(anl10_prrinnovation_score_fy1_2565, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(depreciation_and_amortization_expense, r_and_d_expense_total_fast_d1), 756)) * sign(ts_delta(anl44_operatingprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, fnd3_a_opeexpenses), 756)) * rank(anl10_ebtinnovation_score_fy2_1040), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_balance, anl82_ebty_profitability_profitability11), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_nety_profitability_profitability8), 756)) * ts_rank(anl10_netinnovation_score_fy1_2515, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, operating_profit), 756)) * sign(ts_delta(anl44_pretaxprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_opry_profitability_profitability6), 756)) * rank(anl10_dpsinnovation_score_fy1_1554), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_balance, anl82_salq_profitability_profitability3), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_prey_profitability_profitability12), 756)) * ts_rank(anl10_ebiinnovation_score_fq2_2599, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(depreciation_expense_total, r_and_d_expense_balance), 756)) * sign(ts_delta(anl44_netprofit_rep_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_ebtq_profitability_profitability1), 756)) * rank(anl10_preinnovation_score_fy2_1386), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_oprq_profitability_profitability11), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_balance, anl82_nety_profitability_profitability4), 756)) * ts_rank(anl10_netinnovation_score_fq1_2521, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_saly_profitability_profitability11), 756)) * sign(ts_delta(anl44_operatingprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_preq_profitability_profitability2), 756)) * rank(anl10_dpsinnovation_score_fq2_1557), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_balance, anl82_ebty_profitability_profitability5), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_salq_profitability_profitability7), 756)) * ts_rank(anl10_prrinnovation_score_fy1_2565, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(depreciation_and_amortization_expense, anl82_opry_profitability_profitability9), 756)) * sign(ts_delta(anl44_pretaxprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_nety_profitability_profitability9), 756)) * rank(anl10_ebtinnovation_score_fy2_1040), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_balance, anl82_saly_profitability_profitability3), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_ebtq_profitability_profitability10), 756)) * ts_rank(anl10_netinnovation_score_fq2_2539, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_oprq_profitability_profitability5), 756)) * sign(ts_delta(anl44_netprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_balance, anl82_prey_profitability_profitability6), 756)) * rank(anl10_ebiinnovation_score_fq2_2599), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_salq_profitability_profitability9), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_nety_profitability_profitability12), 756)) * ts_rank(anl10_preinnovation_score_fq2_1369, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(depreciation_expense_total, anl82_ebty_profitability_profitability8), 756)) * sign(ts_delta(anl44_operatingprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_balance, anl82_opry_profitability_profitability4), 756)) * rank(anl10_dpsinnovation_score_fy2_1544), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_saly_profitability_profitability8), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_preq_profitability_profitability9), 756)) * ts_rank(anl10_netinnovation_score_fy1_2515, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_balance, anl82_ebtq_profitability_profitability5), 756)) * sign(ts_delta(anl44_pretaxprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_nety_profitability_profitability2), 756)) * rank(anl10_prrinnovation_score_fy1_2565), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_oprq_profitability_profitability8), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_balance, anl82_saly_profitability_profitability10), 756)) * ts_rank(anl10_ebtinnovation_score_fy2_1040, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(depreciation_and_amortization_expense, anl82_prey_profitability_profitability8), 756)) * sign(ts_delta(anl44_netprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_ebty_profitability_profitability4), 756)) * rank(anl10_netinnovation_score_fq1_2521), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_balance, anl82_salq_profitability_profitability4), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_opry_profitability_profitability12), 756)) * ts_rank(anl10_ebiinnovation_score_fq2_2599, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_nety_profitability_profitability11), 756)) * sign(ts_delta(anl44_operatingprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_balance, anl82_ebtq_profitability_profitability11), 756)) * rank(anl10_preinnovation_score_fy2_1386), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_saly_profitability_profitability6), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_preq_profitability_profitability12), 756)) * ts_rank(anl10_dpsinnovation_score_fq1_1568, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(depreciation_expense_total, anl82_oprq_profitability_profitability7), 756)) * sign(ts_delta(anl44_pretaxprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_balance, anl82_nety_profitability_profitability8), 756)) * rank(anl10_netinnovation_score_fq2_2539), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_ebty_profitability_profitability9), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_salq_profitability_profitability8), 756)) * ts_rank(anl10_prrinnovation_score_fy1_2565, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_balance, anl82_opry_profitability_profitability7), 756)) * sign(ts_delta(anl44_netprofit_value, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_nety_profitability_profitability4), 756)) * rank(anl10_ebtinnovation_score_fy2_1040), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(r_and_d_expense_total_fast_d1, anl82_ebtq_profitability_profitability8), 756)) * sign(ts_delta(anl49_netprofit, 252)), industry), size_group)

group_neutralize(group_neutralize(- rank(ts_mean(divide(r_and_d_expense_balance, anl82_saly_profitability_profitability9), 756)) * ts_rank(anl10_ebiinnovation_score_fq2_2599, 252), sector), size_group)

group_neutralize(group_neutralize(rank(ts_mean(divide(depreciation_and_amortization_expense, anl82_preq_profitability_profitability11), 756)) * sign(ts_delta(anl44_operatingprofit_value, 252)), industry), size_group)