group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(pv37_high_13, pv37_ivwp_mean)), 5), ts_delta(pv37_volume_13, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, fnd17_priceavg200day)), 10), ts_delta(pv37_volume_global, 10))), industry_grouping_level5_top1500)

group_neutralize(rank(multiply(ts_decay_linear(abs(subtract(last_closing_price, ts_mean(last_closing_price, 20))), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(signed_power(subtract(last_closing_price, pv37_ivwp_mean), 0.5), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(log(add(abs(subtract(last_closing_price, pv37_ivwp_mean)), 0.001)), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(pv37_high_global1h, pv37_ivwp_mean)), 5), ts_delta(pv37_volume_global3h, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, ts_mean(last_closing_price, 10))), 10), ts_delta(pv37_intv_mean, 10))), industry_grouping_level10_top3000_2)

group_neutralize(rank(multiply(ts_decay_linear(subtract(last_closing_price, pv37_ivwp_mean), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 20), ts_delta(pv37_volume_global, 20))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(sqrt(abs(subtract(last_closing_price, pv37_ivwp_mean))), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(pv37_high_global2h, pv37_ivwp_mean)), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, fnd17_priceavg200day)), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(rank(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 10), ts_delta(pv37_volume_13, 10))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, ts_mean(last_closing_price, 15))), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(pv37_high_13, ts_mean(pv37_high_13, 20))), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(pv37_volume_global3h, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(log(add(abs(subtract(pv37_high_13, pv37_ivwp_mean)), 1)), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(rank(multiply(ts_decay_linear(abs(subtract(last_closing_price, fnd17_priceavg200day)), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(power(abs(subtract(last_closing_price, pv37_ivwp_mean)), 0.5), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(pv37_volume_global, 5))), industry_grouping_level10_top3000_2)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(pv37_high_global1h, ts_mean(pv37_high_global1h, 10))), 10), ts_delta(pv37_intv_mean, 10))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 15), ts_delta(pv37_intv_mean, 15))), industry_grouping_level5_top1500)

group_neutralize(rank(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(pv37_volume_13, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(signed_power(subtract(pv37_high_13, pv37_ivwp_mean), 0.5), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, fnd17_priceavg200day)), 20), ts_delta(pv37_intv_mean, 20))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(pv37_volume_global, 5))), industry_grouping_level50_top2000)

group_neutralize(zscore(multiply(ts_decay_linear(log(add(abs(subtract(last_closing_price, pv37_ivwp_mean)), 0.01)), 10), ts_delta(pv37_intv_mean, 10))), industry_grouping_level5_top1500)

group_neutralize(rank(multiply(ts_decay_linear(abs(subtract(pv37_high_global2h, pv37_ivwp_mean)), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, ts_mean(last_closing_price, 30))), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(pv37_intv_mean, 5))), pca_industry_grouping_method2_5)

group_neutralize(zscore(multiply(ts_decay_linear(sqrt(abs(subtract(pv37_high_13, pv37_ivwp_mean))), 5), ts_delta(pv37_volume_13, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, fnd17_priceavg200day)), 5), ts_delta(pv37_intv_mean, 5))), pca_industry_grouping_method4_10)

group_neutralize(rank(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(pv37_volume_global3h, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(ts_mean(pv37_intv_mean, 5), 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(pv37_high_global1h, fnd17_priceavg200day)), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(power(abs(subtract(last_closing_price, pv37_ivwp_mean)), 0.3), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(pv37_volume_global, 10))), industry_grouping_level5_top1500)

group_neutralize(rank(multiply(ts_decay_linear(abs(subtract(last_closing_price, ts_mean(last_closing_price, 25))), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(log(add(abs(subtract(last_closing_price, pv37_ivwp_mean)), 0.1)), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(pv37_high_13, pv37_ivwp_mean)), 10), ts_delta(pv37_intv_mean, 10))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, fnd17_priceavg200day)), 5), ts_delta(pv37_intv_mean, 5))), pca_industry_grouping_method2_50)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(pv37_volume_13, 5))), pca_industry_grouping_method4_20)

group_neutralize(rank(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level10_top3000_2)

group_neutralize(zscore(multiply(ts_decay_linear(signed_power(subtract(pv37_high_global2h, pv37_ivwp_mean), 0.5), 5), ts_delta(pv37_intv_mean, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, ts_mean(last_closing_price, 20))), 5), ts_delta(pv37_volume_global, 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(ts_mean(pv37_intv_mean, 10), 5))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(pv37_high_global1h, pv37_ivwp_mean)), 5), ts_delta(pv37_intv_mean, 5))), pca_industry_grouping_method2_5)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, fnd17_priceavg200day)), 15), ts_delta(pv37_intv_mean, 15))), industry_grouping_level5_top1500)

group_neutralize(zscore(multiply(ts_decay_linear(abs(subtract(last_closing_price, pv37_ivwp_mean)), 5), ts_delta(pv37_intv_mean, 5))), top1500_pca_factor1_grouping10)