group_neutralize(subtract(divide(ts_backfill(fnd72_pit_or_bs_q_bs_acct_payable,lookback=252),ts_backfill(quarterly_cost_of_goods_sold,lookback=252)),divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(sales_revenue_total,lookback=252))),"industry")

group_neutralize(ts_backfill(customer_revenue_share_percent,lookback=252),"industry")

group_neutralize(divide(ts_backfill(fnd72_pit_or_bs_q_bs_acct_payable,lookback=252),ts_backfill(sales_revenue_total,lookback=252)),"industry")

group_neutralize(divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(sales_revenue_total,lookback=252)),"industry")

group_neutralize(ts_std_dev(ts_backfill(quarterly_gross_margin_percent,lookback=252),252),"industry")

group_neutralize(ts_std_dev(ts_backfill(quarterly_cost_of_goods_sold,lookback=252),252),"industry")

ts_rank(group_neutralize(subtract(divide(ts_backfill(fnd72_pit_or_bs_q_bs_acct_payable,lookback=252),ts_backfill(quarterly_cost_of_goods_sold,lookback=252)),divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(sales_revenue_total,lookback=252))),"industry"),252)

rank(group_neutralize(subtract(divide(ts_backfill(fnd72_pit_or_bs_q_bs_acct_payable,lookback=252),ts_backfill(quarterly_cost_of_goods_sold,lookback=252)),divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(sales_revenue_total,lookback=252))),"industry"))

signed_power(group_neutralize(subtract(divide(ts_backfill(fnd72_pit_or_bs_q_bs_acct_payable,lookback=252),ts_backfill(quarterly_cost_of_goods_sold,lookback=252)),divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(sales_revenue_total,lookback=252))),"industry"),0.5)

group_neutralize(subtract(divide(ts_backfill(accounts_payable_trade_creditors,lookback=252),ts_backfill(quarterly_cost_of_goods_sold,lookback=252)),divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(fnd72_pit_or_is_q_sales_rev_turn,lookback=252))),"industry")

group_neutralize(divide(ts_backfill(accounts_payable_trade_creditors,lookback=252),ts_backfill(sales_revenue_total,lookback=252)),"industry")

group_neutralize(ts_backfill(quarterly_net_profit_margin_percent,lookback=252),"industry")

ts_std_dev(ts_backfill(quarterly_net_profit_margin_percent,lookback=252),252)

group_neutralize(ts_delta(ts_backfill(quarterly_cost_of_goods_sold,lookback=252),252),"industry")

group_rank(group_neutralize(subtract(divide(ts_backfill(fnd72_pit_or_bs_q_bs_acct_payable,lookback=252),ts_backfill(quarterly_cost_of_goods_sold,lookback=252)),divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(sales_revenue_total,lookback=252))),"industry"),"industry")

group_neutralize(ts_mean(ts_backfill(quarterly_gross_margin_percent,lookback=252),252),"industry")

group_neutralize(ts_delta(ts_backfill(quarterly_gross_margin_percent,lookback=252),252),"industry")

rank(ts_backfill(customer_revenue_share_percent,lookback=252))

ts_rank(ts_backfill(customer_revenue_share_percent,lookback=252),252)

group_neutralize(log(divide(ts_backfill(fnd72_pit_or_bs_q_bs_acct_payable,lookback=252),ts_backfill(sales_revenue_total,lookback=252))),"industry")

group_neutralize(abs(subtract(divide(ts_backfill(fnd72_pit_or_bs_q_bs_acct_payable,lookback=252),ts_backfill(quarterly_cost_of_goods_sold,lookback=252)),divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(sales_revenue_total,lookback=252)))),"industry")

group_neutralize(divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(quarterly_cost_of_goods_sold,lookback=252)),"industry")

group_neutralize(ts_backfill(quarterly_operating_margin_percent,lookback=252),"industry")

ts_std_dev(ts_backfill(quarterly_operating_margin_percent,lookback=252),252)

group_neutralize(ts_sum(ts_backfill(quarterly_cost_of_goods_sold,lookback=252),252),"industry")

group_neutralize(ts_zscore(ts_backfill(quarterly_gross_margin_percent,lookback=252),252),"industry")

rank(group_neutralize(ts_backfill(quarterly_net_profit_margin_percent,lookback=252),"industry"))

ts_rank(group_neutralize(ts_backfill(quarterly_net_profit_margin_percent,lookback=252),"industry"),252)

group_neutralize(divide(ts_backfill(fnd72_pit_or_bs_q_bs_acct_payable,lookback=252),ts_backfill(accounts_receivable_gross,lookback=252)),"industry")

group_neutralize(signed_power(divide(ts_backfill(fnd72_pit_or_bs_q_bs_acct_payable,lookback=252),ts_backfill(sales_revenue_total,lookback=252)),2),"industry")

group_neutralize(ts_backfill(quarterly_pretax_margin_percent,lookback=252),"industry")

ts_delta(ts_backfill(quarterly_pretax_margin_percent,lookback=252),252)

group_neutralize(ts_corr(ts_backfill(quarterly_gross_margin_percent,lookback=252),ts_backfill(quarterly_net_profit_margin_percent,lookback=252),252),"industry")

group_neutralize(ts_backfill(quarterly_receivables_turnover,lookback=252),"industry")

group_neutralize(ts_backfill(quarterly_inventory_turnover,lookback=252),"industry")

ts_std_dev(ts_backfill(quarterly_receivables_turnover,lookback=252),252)

group_neutralize(divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(quarterly_receivables,lookback=252)),"industry")

group_neutralize(ts_decay_linear(ts_backfill(quarterly_gross_margin_percent,lookback=252),252),"industry")

rank(group_neutralize(divide(ts_backfill(fnd72_pit_or_bs_q_bs_acct_payable,lookback=252),ts_backfill(quarterly_cost_of_goods_sold,lookback=252)),"industry"))

ts_rank(group_neutralize(divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(sales_revenue_total,lookback=252)),"industry"),252)

group_neutralize(subtract(ts_backfill(quarterly_gross_margin_percent,lookback=252),ts_backfill(quarterly_net_profit_margin_percent,lookback=252)),"industry")

group_neutralize(ts_backfill(anl69_best_ebit_to_sales,lookback=252),"industry")

ts_delta(ts_backfill(anl69_best_ebit_to_sales,lookback=252),252)

group_neutralize(ts_backfill(fnd31_irttmsalesev,lookback=252),"industry")

group_neutralize(ts_mean(ts_backfill(quarterly_cost_of_goods_sold,lookback=252),252),"industry")

group_neutralize(ts_product(ts_backfill(quarterly_gross_margin_percent,lookback=252),252),"industry")

rank(ts_backfill(quarterly_operating_margin_percent,lookback=252))

ts_rank(ts_backfill(quarterly_pretax_margin_percent,lookback=252),252)

group_neutralize(divide(ts_backfill(accounts_receivable_gross,lookback=252),ts_backfill(accounts_payable_trade_creditors,lookback=252)),"industry")

group_neutralize(signed_power(ts_backfill(customer_revenue_share_percent,lookback=252),0.3),"industry")

group_neutralize(ts_backfill(quarterly_sga_to_sales_ratio,lookback=252),"industry")

ts_std_dev(ts_backfill(quarterly_sga_to_sales_ratio,lookback=252),252)

group_neutralize(ts_backfill(net_profit_margin_quarterly,lookback=252),"industry")

group_neutralize(ts_backfill(pretax_margin_quarterly,lookback=252),"industry")

ts_delta(ts_backfill(net_profit_margin_quarterly,lookback=252),252)

group_neutralize(ts_covariance(ts_backfill(quarterly_gross_margin_percent,lookback=252),ts_backfill(quarterly_net_profit_margin_percent,lookback=252),252),"industry")

group_neutralize(ts_backfill(quarterly_asset_turnover,lookback=252),"industry")

ts_rank(ts_backfill(quarterly_asset_turnover,lookback=252),252)

group_neutralize(divide(ts_backfill(sales_revenue_total,lookback=252),ts_backfill(accounts_receivable_gross,lookback=252)),"industry")

group_neutralize(ts_scale(ts_backfill(quarterly_gross_margin_percent,lookback=252),252),"industry")

rank(group_neutralize(ts_backfill(quarterly_pretax_margin_percent,lookback=252),"industry"))

ts_rank(group_neutralize(ts_backfill(quarterly_sga_to_sales_ratio,lookback=252),"industry"),252)

group_neutralize(subtract(ts_backfill(quarterly_operating_margin_percent,lookback=252),ts_backfill(quarterly_pretax_margin_percent,lookback=252)),"industry")

group_neutralize(ts_backfill(fnd17_margin5yr,lookback=252),"industry")

ts_delta(ts_backfill(fnd17_margin5yr,lookback=252),252)