This commit is contained in:
2026-01-04 16:30:57 +08:00
parent 51a483ce22
commit 2950e9d2ce
134 changed files with 1180 additions and 47 deletions
@@ -0,0 +1,90 @@
ts_delta(ts_mean(close, 20), 5)
ts_delta(ts_mean(close, 60), 10)
ts_regression(close, ts_step(1), 60, 0, 1)
ts_corr(close, volume, 30)
ts_zscore(ts_mean(close, 60), 120)
group_zscore(ts_delta(close, 20), industry)
ts_decay_linear(ts_delta(close, 5), 20)
ts_std_dev(ts_delta(close, 5), 60)
ts_rank(ts_mean(close, 20), 60)
ts_quantile(ts_delta(close, 5), 60)
group_mean(ts_delta(close, 5), industry, volume)
ts_covariance(close, vwap, 30)
ts_arg_max(ts_delta(close, 5), 60)
ts_backfill(ts_delta(close, 5), 10, 1, "NAN")
ts_sum(ts_delta(close, 5), 20)
ts_av_diff(ts_delta(close, 5), 20)
ts_corr(ts_delta(close, 5), ts_delta(volume, 5), 30)
ts_regression(ts_delta(close, 5), ts_step(1), 60, 0, 0)
ts_zscore(ts_delta(ts_mean(close, 20), 5), 60)
group_neutralize(ts_delta(close, 20), industry)
ts_decay_linear(ts_delta(ts_mean(close, 20), 5), 30)
ts_std_dev(ts_delta(ts_mean(close, 20), 5), 60)
ts_rank(ts_delta(ts_mean(close, 20), 5), 60)
ts_quantile(ts_delta(ts_mean(close, 20), 5), 60)
group_mean(ts_delta(ts_mean(close, 20), 5), industry, market_cap)
ts_covariance(ts_delta(close, 5), ts_delta(vwap, 5), 30)
ts_arg_min(ts_delta(ts_mean(close, 20), 5), 60)
ts_backfill(ts_delta(ts_mean(close, 20), 5), 10, 1, "NAN")
ts_sum(ts_delta(ts_mean(close, 20), 5), 20)
ts_av_diff(ts_delta(ts_mean(close, 20), 5), 20)
ts_corr(ts_delta(ts_mean(close, 20), 5), ts_delta(volume, 5), 30)
ts_regression(ts_delta(ts_mean(close, 20), 5), ts_step(1), 60, 0, 0)
ts_zscore(ts_delta(ts_mean(close, 20), 5), 60)
group_zscore(ts_delta(ts_mean(close, 20), 5), industry)
ts_decay_linear(ts_delta(ts_mean(close, 20), 5), 30)
ts_std_dev(ts_delta(ts_mean(close, 20), 5), 60)
ts_rank(ts_delta(ts_mean(close, 20), 5), 60)
ts_quantile(ts_delta(ts_mean(close, 20), 5), 60)
group_mean(ts_delta(ts_mean(close, 20), 5), industry, volume)
ts_covariance(ts_delta(ts_mean(close, 20), 5), ts_delta(vwap, 5), 30)
ts_arg_max(ts_delta(ts_mean(close, 20), 5), 60)
ts_backfill(ts_delta(ts_mean(close, 20), 5), 10, 1, "NAN")
ts_sum(ts_delta(ts_mean(close, 20), 5), 20)
ts_av_diff(ts_delta(ts_mean(close, 20), 5), 20)
ts_corr(ts_delta(ts_mean(close, 20), 5), ts_delta(volume, 5), 30)
ts_regression(ts_delta(ts_mean(close, 20), 5), ts_step(1), 60, 0, 0)
ts_zscore(ts_delta(ts_mean(close, 20), 5), 60)
group_neutralize(ts_delta(ts_mean(close, 20), 5), industry)
ts_decay_linear(ts_delta(ts_mean(close, 20), 5), 30)
ts_std_dev(ts_delta(ts_mean(close, 20), 5), 60)
ts_rank(ts_delta(ts_mean(close, 20), 5), 60)
ts_quantile(ts_delta(ts_mean(close, 20), 5), 60)
group_mean(ts_delta(ts_mean(close, 20), 5), industry, market_cap)
ts_covariance(ts_delta(ts_mean(close, 20), 5), ts_delta(vwap, 5), 30)
ts_arg_min(ts_delta(ts_mean(close, 20), 5), 60)
ts_backfill(ts_delta(ts_mean(close, 20), 5), 10, 1, "NAN")
ts_sum(ts_delta(ts_mean(close, 20), 5), 20)
ts_av_diff(ts_delta(ts_mean(close, 20), 5), 20)
ts_corr(ts_delta(ts_mean(close, 20), 5), ts_delta(volume, 5), 30)
ts_regression(ts_delta(ts_mean(close, 20), 5), ts_step(1), 60, 0, 0)
ts_zscore(ts_delta(ts_mean(close, 20), 5), 60)
group_zscore(ts_delta(ts_mean(close, 20), 5), industry)
ts_decay_linear(ts_delta(ts_mean(close, 20), 5), 30)
ts_std_dev(ts_delta(ts_mean(close, 20), 5), 60)
ts_rank(ts_delta(ts_mean(close, 20), 5), 60)
ts_quantile(ts_delta(ts_mean(close, 20), 5), 60)
group_mean(ts_delta(ts_mean(close, 20), 5), industry, volume)
ts_covariance(ts_delta(ts_mean(close, 20), 5), ts_delta(vwap, 5), 30)
ts_arg_max(ts_delta(ts_mean(close, 20), 5), 60)
ts_backfill(ts_delta(ts_mean(close, 20), 5), 10, 1, "NAN")
ts_sum(ts_delta(ts_mean(close, 20), 5), 20)
ts_av_diff(ts_delta(ts_mean(close, 20), 5), 20)
ts_corr(ts_delta(ts_mean(close, 20), 5), ts_delta(volume, 5), 30)
ts_regression(ts_delta(ts_mean(close, 20), 5), ts_step(1), 60, 0, 0)
ts_zscore(ts_delta(ts_mean(close, 20), 5), 60)
group_neutralize(ts_delta(ts_mean(close, 20), 5), industry)
ts_decay_linear(ts_delta(ts_mean(close, 20), 5), 30)
ts_std_dev(ts_delta(ts_mean(close, 20), 5), 60)
ts_rank(ts_delta(ts_mean(close, 20), 5), 60)
ts_quantile(ts_delta(ts_mean(close, 20), 5), 60)
group_mean(ts_delta(ts_mean(close, 20), 5), industry, market_cap)
ts_covariance(ts_delta(ts_mean(close, 20), 5), ts_delta(vwap, 5), 30)
ts_arg_min(ts_delta(ts_mean(close, 20), 5), 60)
ts_backfill(ts_delta(ts_mean(close, 20), 5), 10, 1, "NAN")
ts_sum(ts_delta(ts_mean(close, 20), 5), 20)
ts_av_diff(ts_delta(ts_mean(close, 20), 5), 20)
ts_corr(ts_delta(ts_mean(close, 20), 5), ts_delta(volume, 5), 30)
ts_regression(ts_delta(ts_mean(close, 20), 5), ts_step(1), 60, 0, 0)
ts_zscore(ts_delta(ts_mean(close, 20), 5), 60)
group_zscore(ts_delta(ts_mean(close, 20), 5), industry)
@@ -0,0 +1,76 @@
ts_regression_slope(close, 5) * group_zscore(ts_delta(close, 10), sector)
ts_decay_linear(ts_delta(close, 3), 20) * -ts_zscore(volume, 60)
group_mean(ts_corr(close, vwap, 10), industry, 0.3) - group_mean(close, industry)
ts_rank(ts_delta(ts_regression_slope(close, 10), 5), 30) * group_std(ts_zscore(close, 20), sector)
ts_corr(ts_zscore(close, 5), ts_zscore(volume, 5), 20) * group_mean(ts_return(close, 20), country, 0.2)
ts_std_dev(ts_delta(close, 1), 60) * -group_zscore(ts_sum(volume, 10), industry)
ts_regression_slope(ts_zscore(close, 30), 10) * group_rank(ts_delta(high, 5), sector)
ts_mean(ts_zscore(close, 10), 20) * -ts_covariance(close, volume, 30)
group_mean(ts_decay_linear(ts_delta(close, 3), 10), industry, 0.4) - ts_mean(close, 60)
ts_rank(ts_delta(ts_std_dev(close, 5), 1), 20) * group_zscore(ts_mean(close, 10), country)
ts_corr(ts_delta(close, 5), ts_delta(volume, 5), 30) * group_mean(ts_regression_slope(close, 5), sector, 0.3)
ts_decay_linear(ts_zscore(close, 20), 10) * -group_std(ts_delta(close, 1), industry)
ts_regression_slope(ts_mean(close, 5), 10) * group_mean(ts_zscore(volume, 10), country, 0.2)
ts_zscore(ts_delta(close, 10), 60) * group_rank(ts_corr(close, vwap, 10), industry)
group_zscore(ts_sum(ts_delta(close, 1), 5), sector) * -ts_rank(ts_std_dev(close, 10), 30)
ts_covariance(ts_zscore(close, 5), ts_zscore(volume, 5), 20) * group_mean(ts_delta(close, 5), industry, 0.3)
ts_mean(ts_regression_slope(close, 5), 20) * -group_std(ts_zscore(close, 10), country)
ts_delta(ts_corr(close, volume, 10), 5) * group_mean(ts_zscore(close, 20), sector, 0.2)
ts_decay_linear(ts_delta(ts_zscore(close, 10), 1), 30) * group_rank(ts_mean(close, 5), country)
ts_std_dev(ts_zscore(close, 5), 60) * -group_zscore(ts_delta(close, 1), industry)
group_mean(ts_corr(ts_delta(close, 5), ts_delta(volume, 5), 10), sector, 0.3) - ts_mean(close, 30)
ts_rank(ts_regression_slope(close, 10), 20) * group_zscore(ts_sum(volume, 5), country)
ts_zscore(ts_mean(ts_delta(close, 1), 5), 30) * -group_std(ts_regression_slope(close, 5), industry)
ts_corr(ts_delta(close, 3), ts_delta(vwap, 3), 20) * group_mean(ts_zscore(close, 10), sector, 0.4)
ts_decay_linear(ts_zscore(ts_delta(close, 1), 5), 10) * -group_rank(ts_mean(close, 10), country)
ts_regression_slope(ts_zscore(close, 30), 5) * group_mean(ts_delta(volume, 5), industry, 0.2)
ts_mean(ts_zscore(ts_delta(close, 1), 5), 20) * group_std(ts_covariance(close, volume, 10), sector)
ts_rank(ts_std_dev(ts_delta(close, 1), 5), 30) * -group_zscore(ts_mean(close, 10), country)
group_zscore(ts_delta(ts_mean(close, 5), 1), industry) * ts_corr(ts_zscore(close, 5), volume, 20)
ts_covariance(ts_delta(close, 5), ts_delta(high, 5), 30) * group_mean(ts_regression_slope(close, 5), sector, 0.3)
ts_decay_linear(ts_zscore(ts_mean(close, 5), 10), 20) * -group_std(ts_delta(close, 1), industry)
ts_regression_slope(ts_mean(close, 10), 5) * group_mean(ts_zscore(volume, 5), country, 0.2)
ts_zscore(ts_delta(ts_zscore(close, 10), 1), 60) * group_rank(ts_corr(close, vwap, 5), sector)
ts_mean(ts_delta(ts_regression_slope(close, 5), 1), 20) * -group_zscore(ts_sum(volume, 10), industry)
ts_corr(ts_zscore(close, 5), ts_zscore(volume, 5), 10) * group_mean(ts_delta(close, 5), country, 0.3)
ts_decay_linear(ts_delta(ts_zscore(close, 5), 1), 30) * group_std(ts_mean(close, 10), sector)
ts_std_dev(ts_zscore(ts_delta(close, 1), 5), 60) * -group_mean(ts_regression_slope(close, 5), industry, 0.4)
group_mean(ts_corr(ts_delta(close, 3), ts_delta(volume, 3), 5), sector, 0.2) - ts_mean(close, 20)
ts_rank(ts_regression_slope(ts_zscore(close, 10), 5), 30) * group_zscore(ts_sum(volume, 5), country)
ts_zscore(ts_mean(ts_delta(close, 1), 5), 60) * -group_std(ts_zscore(close, 20), industry)
ts_corr(ts_delta(close, 10), ts_delta(high, 10), 20) * group_mean(ts_zscore(close, 5), sector, 0.3)
ts_decay_linear(ts_zscore(ts_mean(close, 3), 5), 10) * -group_rank(ts_mean(close, 10), country)
ts_regression_slope(ts_zscore(close, 60), 10) * group_mean(ts_delta(volume, 3), industry, 0.2)
ts_mean(ts_zscore(ts_delta(close, 1), 3), 30) * group_std(ts_covariance(close, volume, 5), sector)
ts_rank(ts_std_dev(ts_delta(close, 1), 3), 20) * -group_zscore(ts_mean(close, 5), country)
group_zscore(ts_delta(ts_mean(close, 3), 1), industry) * ts_corr(ts_zscore(close, 3), volume, 10)
ts_covariance(ts_delta(close, 3), ts_delta(vwap, 3), 10) * group_mean(ts_regression_slope(close, 3), sector, 0.4)
ts_decay_linear(ts_zscore(ts_delta(close, 1), 3), 20) * -group_std(ts_delta(close, 1), country)
ts_regression_slope(ts_mean(close, 3), 10) * group_mean(ts_zscore(volume, 3), industry, 0.2)
ts_zscore(ts_delta(ts_zscore(close, 5), 1), 30) * group_rank(ts_corr(close, vwap, 3), sector)
ts_mean(ts_delta(ts_regression_slope(close, 3), 1), 10) * -group_zscore(ts_sum(volume, 5), industry)
ts_corr(ts_zscore(close, 3), ts_zscore(volume, 3), 5) * group_mean(ts_delta(close, 3), country, 0.3)
ts_decay_linear(ts_delta(ts_zscore(close, 3), 1), 10) * group_std(ts_mean(close, 5), sector)
ts_std_dev(ts_zscore(ts_delta(close, 1), 3), 30) * -group_mean(ts_regression_slope(close, 3), industry, 0.4)
group_mean(ts_corr(ts_delta(close, 1), ts_delta(volume, 1), 3), sector, 0.2) - ts_mean(close, 10)
ts_rank(ts_regression_slope(ts_zscore(close, 5), 3), 10) * group_zscore(ts_sum(volume, 3), country)
ts_zscore(ts_mean(ts_delta(close, 1), 3), 20) * -group_std(ts_zscore(close, 5), industry)
ts_corr(ts_delta(close, 5), ts_delta(high, 5), 10) * group_mean(ts_zscore(close, 3), sector, 0.3)
ts_decay_linear(ts_zscore(ts_mean(close, 1), 3), 5) * -group_rank(ts_mean(close, 5), country)
ts_regression_slope(ts_zscore(close, 30), 5) * group_mean(ts_delta(volume, 1), industry, 0.2)
ts_mean(ts_zscore(ts_delta(close, 1), 1), 10) * group_std(ts_covariance(close, volume, 3), sector)
ts_rank(ts_std_dev(ts_delta(close, 1), 1), 10) * -group_zscore(ts_mean(close, 3), country)
group_zscore(ts_delta(ts_mean(close, 1), 1), industry) * ts_corr(ts_zscore(close, 1), volume, 5)
ts_covariance(ts_delta(close, 1), ts_delta(vwap, 1), 5) * group_mean(ts_regression_slope(close, 1), sector, 0.3)
ts_decay_linear(ts_zscore(ts_delta(close, 1), 1), 5) * -group_std(ts_delta(close, 1), country)
ts_regression_slope(ts_mean(close, 1), 5) * group_mean(ts_zscore(volume, 1), industry, 0.2)
ts_zscore(ts_delta(ts_zscore(close, 3), 1), 10) * group_rank(ts_corr(close, vwap, 1), sector)
ts_mean(ts_delta(ts_regression_slope(close, 1), 1), 5) * -group_zscore(ts_sum(volume, 3), industry)
ts_corr(ts_zscore(close, 1), ts_zscore(volume, 1), 3) * group_mean(ts_delta(close, 1), country, 0.3)
ts_decay_linear(ts_delta(ts_zscore(close, 1), 1), 5) * group_std(ts_mean(close, 3), sector)
ts_std_dev(ts_zscore(ts_delta(close, 1), 1), 10) * -group_mean(ts_regression_slope(close, 1), industry, 0.4)
group_mean(ts_corr(ts_delta(close, 1), ts_delta(volume, 1), 1), sector, 0.2) - ts_mean(close, 5)
ts_rank(ts_regression_slope(ts_zscore(close, 3), 1), 5) * group_zscore(ts_sum(volume, 1), country)
ts_zscore(ts_mean(ts_delta(close, 1), 1), 10) * -group_std(ts_zscore(close, 3), industry)
ts_corr(ts_delta(close, 3), ts_delta(high, 3), 5) * group_mean(ts_zscore(close, 1), sector, 0.3)
ts_decay_linear(ts_zscore(ts_mean(close, 1), 1), 3) * -group_rank(ts_mean(close, 3), country)
@@ -0,0 +1,82 @@
ts_regression_slope(close, 10) * group_zscore(ts_zscore(volume, 20), sector)
group_mean(ts_delta(close, 5), 0.3) - group_mean(close, sector)
ts_corr(ts_zscore(high, 30), ts_zscore(low, 30), 20) * ts_decay_linear(ts_regression_slope(close, 5), 10)
rank(group_rank(ts_return(close, 20), industry)) * -ts_zscore(ts_std_dev(close, 60), 120)
ts_delta(ts_mean(close, 10), 5) * group_scale(ts_rank(close, 30), sector)
group_mean(ts_delta(close, 3), 0.2) / ts_std_dev(close, 20) * ts_zscore(volume, 10)
ts_rank(ts_regression_slope(close, 15), 60) * group_zscore(ts_zscore(ts_sum(volume, 5), 20), industry)
ts_decay_linear(ts_delta(close, 10), 30) * group_mean(ts_zscore(close, 60), 0.4)
ts_corr(ts_delta(high, 5), ts_delta(low, 5), 20) * group_neutralize(ts_return(close, 30), sector)
ts_zscore(ts_mean(close, 20), 120) * group_rank(ts_regression_slope(close, 10), industry)
ts_std_dev(ts_return(close, 5), 30) * group_mean(ts_zscore(volume, 5), 0.3)
ts_regression_slope(ts_zscore(close, 30), 10) * group_zscore(ts_rank(volume, 20), sector)
group_mean(ts_delta(close, 5), 0.35) - ts_mean(close, 60) * ts_decay_linear(ts_zscore(close, 10), 20)
ts_corr(ts_zscore(close, 10), ts_zscore(volume, 10), 5) * group_scale(ts_delta(close, 3), industry)
ts_rank(ts_std_dev(close, 20), 60) * group_zscore(ts_regression_slope(close, 5), sector)
ts_decay_linear(ts_delta(close, 5), 15) * group_mean(ts_zscore(ts_sum(volume, 3), 10), 0.4)
ts_zscore(ts_mean(close, 5), 30) * group_rank(ts_delta(close, 3), industry)
ts_regression_slope(ts_mean(close, 10), 20) * group_zscore(ts_rank(volume, 10), sector)
ts_corr(ts_zscore(high, 20), ts_zscore(close, 20), 10) * group_mean(ts_delta(close, 5), 0.3)
ts_delta(ts_regression_slope(close, 10), 5) * group_zscore(ts_std_dev(close, 60), industry)
ts_rank(ts_zscore(close, 30), 120) * group_mean(ts_regression_slope(close, 5), 0.25)
ts_std_dev(ts_zscore(close, 10), 20) * group_scale(ts_delta(close, 3), sector)
ts_decay_linear(ts_zscore(ts_return(close, 5), 20), 10) * group_mean(ts_rank(close, 30), 0.3)
ts_corr(ts_mean(close, 5), ts_mean(close, 20), 30) * group_zscore(ts_delta(close, 3), industry)
ts_regression_slope(ts_zscore(close, 20), 5) * group_rank(ts_mean(close, 10), sector)
ts_zscore(ts_delta(close, 3), 10) * group_mean(ts_regression_slope(close, 5), 0.4)
ts_rank(ts_mean(close, 30), 60) * group_zscore(ts_corr(close, volume, 5), industry)
ts_decay_linear(ts_delta(close, 10), 20) * group_mean(ts_zscore(ts_sum(volume, 5), 30), 0.3)
ts_corr(ts_zscore(close, 10), ts_zscore(close, 30), 20) * group_scale(ts_regression_slope(close, 5), sector)
ts_regression_slope(ts_mean(close, 5), 10) * group_zscore(ts_rank(ts_sum(volume, 3), 10), industry)
ts_delta(ts_zscore(close, 10), 5) * group_mean(ts_std_dev(close, 20), 0.25)
ts_rank(ts_regression_slope(close, 5), 30) * group_zscore(ts_mean(close, 10), sector)
ts_std_dev(ts_delta(close, 3), 20) * group_mean(ts_zscore(volume, 5), 0.35)
ts_decay_linear(ts_corr(close, volume, 5), 10) * group_rank(ts_delta(close, 5), industry)
ts_zscore(ts_mean(close, 20), 60) * group_mean(ts_regression_slope(close, 10), 0.4)
ts_regression_slope(ts_zscore(close, 30), 15) * group_zscore(ts_delta(close, 3), sector)
ts_corr(ts_zscore(high, 5), ts_zscore(low, 5), 10) * group_mean(ts_rank(close, 20), 0.3)
ts_rank(ts_delta(close, 3), 60) * group_zscore(ts_std_dev(close, 10), industry)
ts_decay_linear(ts_zscore(ts_return(close, 3), 20), 5) * group_mean(ts_regression_slope(close, 5), 0.2)
ts_corr(ts_mean(close, 3), ts_mean(close, 10), 20) * group_scale(ts_delta(close, 5), sector)
ts_regression_slope(ts_mean(close, 20), 30) * group_zscore(ts_rank(volume, 20), industry)
ts_delta(ts_regression_slope(close, 10), 3) * group_mean(ts_zscore(ts_sum(volume, 5), 20), 0.35)
ts_zscore(ts_mean(close, 10), 30) * group_rank(ts_delta(close, 3), sector)
ts_std_dev(ts_zscore(close, 5), 10) * group_mean(ts_regression_slope(close, 5), 0.3)
ts_decay_linear(ts_delta(close, 5), 15) * group_zscore(ts_rank(close, 10), industry)
ts_corr(ts_zscore(close, 5), ts_zscore(volume, 5), 5) * group_mean(ts_mean(close, 10), 0.4)
ts_rank(ts_regression_slope(close, 5), 20) * group_zscore(ts_delta(close, 3), sector)
ts_regression_slope(ts_zscore(close, 10), 5) * group_rank(ts_std_dev(close, 20), industry)
ts_delta(ts_mean(close, 5), 3) * group_mean(ts_zscore(volume, 5), 0.35)
ts_zscore(ts_std_dev(close, 10), 30) * group_scale(ts_regression_slope(close, 5), sector)
ts_corr(ts_zscore(high, 10), ts_zscore(close, 10), 10) * group_mean(ts_rank(close, 30), 0.2)
ts_decay_linear(ts_zscore(ts_return(close, 3), 10), 5) * group_zscore(ts_delta(close, 5), industry)
ts_regression_slope(ts_mean(close, 10), 20) * group_mean(ts_zscore(ts_sum(volume, 3), 10), 0.3)
ts_rank(ts_delta(close, 3), 30) * group_zscore(ts_mean(close, 20), sector)
ts_std_dev(ts_delta(close, 5), 20) * group_mean(ts_regression_slope(close, 5), 0.4)
ts_corr(ts_zscore(close, 20), ts_zscore(close, 60), 30) * group_scale(ts_delta(close, 3), industry)
ts_decay_linear(ts_regression_slope(close, 5), 10) * group_zscore(ts_rank(volume, 10), sector)
ts_zscore(ts_mean(close, 30), 120) * group_mean(ts_delta(close, 5), 0.3)
ts_regression_slope(ts_zscore(close, 5), 10) * group_rank(ts_std_dev(close, 10), industry)
ts_delta(ts_zscore(close, 5), 3) * group_mean(ts_zscore(ts_sum(volume, 5), 20), 0.25)
ts_rank(ts_mean(close, 10), 60) * group_zscore(ts_corr(close, volume, 3), sector)
ts_corr(ts_zscore(high, 3), ts_zscore(low, 3), 5) * group_mean(ts_regression_slope(close, 3), 0.4)
ts_decay_linear(ts_zscore(ts_return(close, 5), 30), 20) * group_zscore(ts_delta(close, 3), industry)
ts_regression_slope(ts_mean(close, 5), 10) * group_mean(ts_rank(close, 10), 0.35)
ts_std_dev(ts_zscore(close, 10), 20) * group_scale(ts_delta(close, 5), sector)
ts_rank(ts_regression_slope(close, 3), 20) * group_zscore(ts_mean(close, 10), industry)
ts_delta(ts_mean(close, 3), 5) * group_mean(ts_zscore(volume, 10), 0.3)
ts_zscore(ts_delta(close, 3), 10) * group_rank(ts_regression_slope(close, 5), sector)
ts_corr(ts_zscore(close, 5), ts_zscore(volume, 5), 10) * group_mean(ts_std_dev(close, 20), 0.4)
ts_decay_linear(ts_delta(close, 3), 10) * group_zscore(ts_rank(close, 20), industry)
ts_regression_slope(ts_zscore(close, 20), 10) * group_mean(ts_zscore(ts_sum(volume, 5), 10), 0.35)
ts_rank(ts_mean(close, 20), 120) * group_zscore(ts_delta(close, 5), sector)
ts_std_dev(ts_delta(close, 5), 30) * group_mean(ts_regression_slope(close, 5), 0.3)
ts_corr(ts_zscore(high, 5), ts_zscore(close, 5), 5) * group_scale(ts_delta(close, 3), industry)
ts_decay_linear(ts_zscore(ts_return(close, 5), 20), 10) * group_zscore(ts_mean(close, 10), sector)
ts_regression_slope(ts_mean(close, 10), 15) * group_mean(ts_rank(close, 30), 0.25)
ts_delta(ts_zscore(close, 10), 5) * group_zscore(ts_std_dev(close, 30), industry)
ts_rank(ts_delta(close, 5), 60) * group_mean(ts_zscore(ts_sum(volume, 3), 20), 0.4)
ts_zscore(ts_mean(close, 5), 20) * group_rank(ts_regression_slope(close, 3), sector)
ts_corr(ts_zscore(close, 10), ts_zscore(Vector, 10), 20) * group_mean(ts_delta(close, 3), 0.35)
ts_decay_linear(ts_regression_slope(close, 5), 15) * group_zscore(ts_rank(volume, 30), industry)
ts_std_dev(ts_zscore(close, 5), 10) * group_scale(ts_delta(close, 5), sector)
@@ -0,0 +1,96 @@
multiply(ts_delta(ts_regression(close, ts_step(1), 20, 0, 1), 5), group_zscore(ts_rank(close, 10), "industry"))
subtract(group_mean(ts_zscore(close, 30), "industry"), ts_mean(close, 20))
multiply(ts_corr(ts_zscore(volume, 10), ts_zscore(close, 10), 20), group_rank(bucket(rank(close), "0.8,1"), "industry"))
ts_regression(ts_zscore(close, 60), ts_step(1), 30, 0, 1)
multiply(ts_decay_linear(ts_delta(close, 10), 20), group_neutralize(ts_rank(close, 30), "sector"))
ts_zscore(group_mean(ts_delta(close, 5), "industry"), 10)
multiply(ts_av_diff(volume, 20), reverse(ts_rank(group_mean(close, "industry"), 60)))
group_scale(ts_regression(close, ts_step(1), 10, 0, 1), "sector")
ts_corr(ts_delta(close, 5), ts_delta(volume, 5), 30)
subtract(ts_mean(close, 120), group_mean(close, "industry"))
multiply(ts_rank(ts_zscore(close, 20), 30), group_zscore(ts_delta(close, 10), "industry"))
ts_regression(ts_zscore(ts_mean(close, 5), 20), ts_step(1), 60, 0, 1)
group_rank(ts_decay_linear(close, 30), "industry")
ts_covariance(ts_zscore(close, 10), ts_zscore(volume, 10), 20)
multiply(ts_scale(close, 60), group_neutralize(ts_regression(close, ts_step(1), 20, 0, 1), "sector"))
ts_delta(group_mean(ts_regression(close, ts_step(1), 30, 0, 1), "industry"), 5)
ts_zscore(ts_corr(close, volume, 30), 60)
multiply(group_zscore(ts_delta(close, 10), "industry"), ts_rank(ts_zscore(close, 20), 10))
group_mean(ts_av_diff(close, 20), "sector")
subtract(ts_regression(close, ts_step(1), 60, 0, 1), ts_regression(close, ts_step(1), 20, 0, 1))
multiply(ts_delay(ts_zscore(close, 30), 5), group_rank(close, "industry"))
ts_regression(ts_delta(close, 5), ts_step(1), 20, 0, 1)
group_scale(ts_zscore(close, 60), "industry")
multiply(ts_corr(ts_mean(close, 5), ts_mean(volume, 5), 10), group_neutralize(ts_delta(close, 10), "sector"))
ts_delta(ts_regression(ts_zscore(close, 20), ts_step(1), 30, 0, 1), 5)
group_zscore(ts_decay_linear(close, 20), "industry")
multiply(ts_rank(ts_corr(close, volume, 20), 30), group_mean(ts_zscore(close, 10), "sector"))
ts_mean(group_zscore(ts_delta(close, 5), "industry"), 10)
subtract(ts_zscore(close, 60), group_zscore(close, "sector"))
multiply(ts_covariance(close, volume, 10), group_rank(ts_regression(close, ts_step(1), 20, 0, 1), "industry"))
ts_regression(ts_av_diff(close, 20), ts_step(1), 30, 0, 1)
group_neutralize(ts_delta(ts_zscore(close, 10), 5), "sector")
multiply(ts_scale(ts_delta(close, 10), 30), group_zscore(ts_rank(close, 20), "industry"))
ts_corr(group_mean(close, "industry"), ts_mean(close, 20), 60)
subtract(ts_regression(close, ts_step(1), 20, 0, 1), group_mean(ts_regression(close, ts_step(1), 20, 0, 1), "industry"))
multiply(ts_rank(ts_zscore(volume, 30), 10), group_zscore(ts_delta(volume, 5), "sector"))
ts_decay_linear(group_mean(ts_zscore(close, 20), "industry"), 30)
group_rank(ts_corr(close, volume, 20), "industry")
multiply(ts_zscore(ts_mean(close, 10), 20), group_neutralize(ts_regression(close, ts_step(1), 60, 0, 1), "sector"))
ts_delta(group_scale(ts_zscore(close, 30), "industry"), 5)
multiply(ts_av_diff(ts_zscore(close, 10), 20), group_mean(ts_delta(close, 5), "industry"))
ts_regression(ts_delta(ts_zscore(close, 20), 5), ts_step(1), 30, 0, 1)
group_zscore(ts_mean(close, 20), "sector")
multiply(ts_corr(ts_zscore(close, 5), ts_zscore(volume, 5), 10), group_rank(ts_zscore(close, 30), "industry"))
ts_mean(group_neutralize(ts_delta(close, 10), "sector"), 20)
subtract(ts_regression(ts_zscore(close, 60), ts_step(1), 30, 0, 1), ts_regression(ts_zscore(close, 60), ts_step(1), 10, 0, 1))
multiply(ts_scale(ts_delta(volume, 5), 30), group_zscore(ts_regression(close, ts_step(1), 20, 0, 1), "industry"))
ts_covariance(ts_zscore(group_mean(close, "industry"), 20), ts_zscore(close, 20), 30)
group_mean(ts_decay_linear(ts_delta(close, 5), 20), "sector")
multiply(ts_rank(ts_zscore(close, 10), 60), group_zscore(ts_av_diff(close, 20), "industry"))
ts_regression(ts_zscore(ts_mean(close, 5), 20), ts_step(1), 60, 0, 1)
group_scale(ts_delta(ts_zscore(close, 30), 5), "industry")
multiply(ts_corr(ts_delta(close, 5), ts_delta(volume, 5), 20), group_neutralize(ts_rank(close, 30), "sector"))
ts_delta(ts_regression(ts_zscore(close, 10), ts_step(1), 20, 0, 1), 5)
group_zscore(ts_mean(ts_delta(close, 5), 10), "sector")
multiply(ts_rank(ts_corr(close, volume, 30), 20), group_mean(ts_zscore(close, 10), "industry"))
ts_mean(group_zscore(ts_delta(volume, 5), "industry"), 5)
subtract(ts_zscore(close, 20), group_zscore(close, "industry"))
multiply(ts_covariance(ts_zscore(close, 5), ts_zscore(volume, 5), 10), group_rank(ts_regression(close, ts_step(1), 30, 0, 1), "sector"))
ts_regression(ts_av_diff(close, 10), ts_step(1), 20, 0, 1)
group_neutralize(ts_delta(ts_zscore(close, 30), 5), "industry")
multiply(ts_scale(ts_delta(close, 10), 60), group_zscore(ts_rank(close, 10), "sector"))
ts_corr(group_mean(ts_zscore(close, 20), "industry"), ts_mean(close, 20), 30)
subtract(ts_regression(close, ts_step(1), 30, 0, 1), group_mean(ts_regression(close, ts_step(1), 30, 0, 1), "sector"))
multiply(ts_rank(ts_zscore(volume, 20), 10), group_zscore(ts_delta(volume, 20), "industry"))
ts_decay_linear(group_mean(ts_zscore(close, 10), "sector"), 20)
group_rank(ts_corr(ts_zscore(close, 5), ts_zscore(volume, 5), 10), "industry")
multiply(ts_zscore(ts_mean(close, 5), 30), group_neutralize(ts_regression(close, ts_step(1), 120, 0, 1), "sector"))
ts_delta(group_scale(ts_zscore(close, 10), "industry"), 5)
multiply(ts_av_diff(ts_zscore(close, 30), 20), group_mean(ts_delta(close, 10), "sector"))
ts_regression(ts_delta(ts_zscore(close, 10), 5), ts_step(1), 60, 0, 1)
group_zscore(ts_mean(close, 60), "industry")
multiply(ts_corr(ts_zscore(close, 20), ts_zscore(volume, 20), 10), group_rank(ts_zscore(close, 30), "sector"))
ts_mean(group_neutralize(ts_delta(close, 5), "industry"), 30)
subtract(ts_regression(ts_zscore(close, 30), ts_step(1), 60, 0, 1), ts_regression(ts_zscore(close, 30), ts_step(1), 20, 0, 1))
multiply(ts_scale(ts_delta(volume, 10), 20), group_zscore(ts_regression(close, ts_step(1), 30, 0, 1), "industry"))
ts_covariance(ts_zscore(group_mean(close, "sector"), 10), ts_zscore(close, 10), 20)
group_mean(ts_decay_linear(ts_delta(close, 10), 30), "industry")
multiply(ts_rank(ts_zscore(close, 30), 60), group_zscore(ts_av_diff(close, 10), "sector"))
ts_regression(ts_zscore(ts_mean(close, 10), 20), ts_step(1), 120, 0, 1)
group_scale(ts_delta(ts_zscore(close, 60), 5), "sector")
multiply(ts_corr(ts_delta(close, 10), ts_delta(volume, 10), 30), group_neutralize(ts_rank(close, 60), "industry"))
ts_delta(ts_regression(ts_zscore(close, 20), ts_step(1), 30, 0, 1), 5)
group_zscore(ts_mean(ts_delta(close, 10), 20), "industry")
multiply(ts_rank(ts_corr(close, volume, 60), 30), group_mean(ts_zscore(close, 20), "sector"))
ts_mean(group_zscore(ts_delta(volume, 10), "sector"), 10)
subtract(ts_zscore(close, 120), group_zscore(close, "industry"))
multiply(ts_covariance(ts_zscore(close, 10), ts_zscore(volume, 10), 30), group_rank(ts_regression(close, ts_step(1), 60, 0, 1), "industry"))
ts_regression(ts_av_diff(close, 30), ts_step(1), 60, 0, 1)
group_neutralize(ts_delta(ts_zscore(close, 60), 5), "sector")
multiply(ts_scale(ts_delta(close, 20), 60), group_zscore(ts_rank(close, 30), "industry"))
ts_corr(group_mean(ts_zscore(close, 30), "industry"), ts_mean(close, 60), 30)
subtract(ts_regression(close, ts_step(1), 60, 0, 1), group_mean(ts_regression(close, ts_step(1), 60, 0, 1), "industry"))
multiply(ts_rank(ts_zscore(volume, 60), 30), group_zscore(ts_delta(volume, 30), "sector"))
ts_decay_linear(group_mean(ts_zscore(close, 30), "industry"), 60)
group_rank(ts_corr(ts_zscore(close, 10), ts_zscore(volume, 10), 20), "sector")
+106
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Here are 100 composite Alpha factors combining at least two dimensions for industry rotation strategies:
1. multiply( ts_delta(close,5), reverse(ts_zscore(close,20)) )
2. multiply( ts_delta(close,10), reverse(ts_zscore(close,30)) )
3. multiply( ts_delta(close,20), reverse(ts_zscore(close,60)) )
4. multiply( ts_delta(close,30), reverse(ts_zscore(close,120)) )
5. multiply( ts_delta(close,5), reverse(ts_rank(close,20)) )
6. multiply( ts_delta(close,10), reverse(ts_rank(close,30)) )
7. multiply( ts_delta(close,20), reverse(ts_rank(close,60)) )
8. multiply( ts_delta(close,30), reverse(ts_rank(close,120)) )
9. multiply( ts_regression(close, ts_step(1), 20, 0, 1), reverse(ts_corr(volume, close, 20)) )
10. multiply( ts_regression(close, ts_step(1), 30, 0, 1), reverse(ts_corr(volume, close, 30)) )
11. multiply( group_rank(ts_delta(close,5), group), reverse(ts_zscore(close,20)) )
12. multiply( group_rank(ts_delta(close,10), group), reverse(ts_zscore(close,30)) )
13. multiply( group_rank(ts_delta(close,20), group), reverse(ts_zscore(close,60)) )
14. multiply( group_rank(ts_delta(close,30), group), reverse(ts_zscore(close,120)) )
15. multiply( group_rank(close, group), reverse(ts_rank(close,20)) )
16. multiply( group_rank(close, group), reverse(ts_rank(close,30)) )
17. multiply( group_rank(close, group), reverse(ts_rank(close,60)) )
18. multiply( group_rank(close, group), reverse(ts_rank(close,120)) )
19. multiply( group_rank(close, group), reverse(ts_corr(volume, close, 20)) )
20. multiply( group_rank(close, group), reverse(ts_corr(volume, close, 30)) )
21. multiply( group_rank(close, group), reverse(ts_corr(volume, close, 60)) )
22. multiply( group_rank(close, group), reverse(ts_corr(volume, close, 90)) )
23. multiply( ts_decay_linear(ts_delta(close,5), 10), reverse(ts_zscore(close,20)) )
24. multiply( ts_decay_linear(ts_delta(close,10), 10), reverse(ts_zscore(close,30)) )
25. multiply( ts_decay_linear(ts_delta(close,20), 10), reverse(ts_zscore(close,60)) )
26. multiply( ts_decay_linear(ts_delta(close,30), 10), reverse(ts_zscore(close,120)) )
27. multiply( divide(ts_delta(close,5), ts_std_dev(close,20)), group_rank(close, group) )
28. multiply( divide(ts_delta(close,10), ts_std_dev(close,30)), group_rank(close, group) )
29. multiply( divide(ts_delta(close,20), ts_std_dev(close,60)), group_rank(close, group) )
30. multiply( divide(ts_delta(close,30), ts_std_dev(close,120)), group_rank(close, group) )
31. multiply( ts_zscore(ts_delta(close,5),10), reverse(ts_rank(close,10)) )
32. multiply( ts_zscore(ts_delta(close,10),10), reverse(ts_rank(close,20)) )
33. multiply( ts_zscore(ts_delta(close,20),10), reverse(ts_rank(close,30)) )
34. multiply( ts_zscore(ts_delta(close,30),10), reverse(ts_rank(close,60)) )
35. multiply( ts_zscore(ts_delta(close,5),10), reverse(ts_zscore(ts_delta(close,5),20)) )
36. multiply( ts_zscore(ts_delta(close,10),10), reverse(ts_zscore(ts_delta(close,10),30)) )
37. multiply( ts_zscore(ts_delta(close,20),10), reverse(ts_zscore(ts_delta(close,20),60)) )
38. multiply( ts_zscore(ts_delta(close,30),10), reverse(ts_zscore(ts_delta(close,30),120)) )
39. multiply( ts_zscore(ts_delta(close,5),10), reverse(ts_zscore(ts_delta(close,5),20)) )
40. multiply( ts_zscore(ts_delta(close,10),10), reverse(ts_zscore(ts_delta(close,10),30)) )
41. multiply( ts_zscore(ts_delta(close,20),10), reverse(ts_zscore(ts_delta(close,20),60)) )
42. multiply( ts_zscore(ts_delta(close,30),10), reverse(ts_zscore(ts_delta(close,30),120)) )
43. multiply( ts_zscore(ts_delta(close,5),10), reverse(ts_zscore(ts_delta(close,5),20)) )
44. multiply( ts_zscore(ts_delta(close,10),10), reverse(ts_zscore(ts_delta(close,10),30)) )
45. multiply( ts_zscore(ts_delta(close,20),10), reverse(ts_zscore(ts_delta(close,20),60)) )
46. multiply( ts_zscore(ts_delta(close,30),10), reverse(ts_zscore(ts_delta(close,30),120)) )
47. multiply( group_mean(ts_delta(close,5), group), reverse(ts_zscore(close,20)) )
48. multiply( group_mean(ts_delta(close,10), group), reverse(ts_zscore(close,30)) )
49. multiply( group_mean(ts_delta(close,20), group), reverse(ts_zscore(close,60)) )
50. multiply( group_mean(ts_delta(close,30), group), reverse(ts_zscore(close,120)) )
51. multiply( group_std_dev(ts_delta(close,5), group), reverse(ts_zscore(close,20)) )
52. multiply( group_std_dev(ts_delta(close,10), group), reverse(ts_zscore(close,30)) )
53. multiply( group_std_dev(ts_delta(close,20), group), reverse(ts_zscore(close,60)) )
54. multiply( group_std_dev(ts_delta(close,30), group), reverse(ts_zscore(close,120)) )
55. multiply( ts_corr(group_rank(close, group), group_rank(volume, group), 20), reverse(ts_rank(close,20)) )
56. multiply( ts_corr(group_rank(close, group), group_rank(volume, group), 30), reverse(ts_rank(close,30)) )
57. multiply( ts_corr(group_rank(close, group), group_rank(volume, group), 60), reverse(ts_rank(close,60)) )
58. multiply( ts_corr(group_rank(close, group), group_rank(volume, group), 120), reverse(ts_rank(close,120)) )
59. multiply( ts_covariance(close, group_mean(close, group), 20), reverse(ts_rank(close,20)) )
60. multiply( ts_covariance(close, group_mean(close, group), 30), reverse(ts_rank(close,30)) )
61. multiply( ts_covariance(close, group_mean(close, group), 60), reverse(ts_rank(close,60)) )
62. multiply( ts_covariance(close, group_mean(close, group), 120), reverse(ts_rank(close,120)) )
63. multiply( ts_decay_linear(group_mean(close, group), 10), reverse(ts_zscore(close,20)) )
64. multiply( ts_decay_linear(group_mean(close, group), 20), reverse(ts_zscore(close,30)) )
65. multiply( ts_decay_linear(group_mean(close, group), 30), reverse(ts_zscore(close,60)) )
66. multiply( ts_decay_linear(group_mean(close, group), 60), reverse(ts_zscore(close,120)) )
67. multiply( group_rank(ts_decay_linear(ts_delta(close,5), 10), group), reverse(ts_zscore(close,20)) )
68. multiply( group_rank(ts_decay_linear(ts_delta(close,10), 10), group), reverse(ts_zscore(close,30)) )
69. multiply( group_rank(ts_decay_linear(ts_delta(close,20), 10), group), reverse(ts_zscore(close,60)) )
70. multiply( group_rank(ts_decay_linear(ts_delta(close,30), 10), group), reverse(ts_zscore(close,120)) )
71. multiply( group_rank(ts_zscore(ts_delta(close,5),10), group), reverse(ts_rank(close,20)) )
72. multiply( group_rank(ts_zscore(ts_delta(close,10),10), group), reverse(ts_rank(close,30)) )
73. multiply( group_rank(ts_zscore(ts_delta(close,20),10), group), reverse(ts_rank(close,60)) )
74. multiply( group_rank(ts_zscore(ts_delta(close,30),10), group), reverse(ts_rank(close,120)) )
75. multiply( group_rank(ts_zscore(ts_delta(close,5),10), group), reverse(ts_zscore(close,20)) )
76. multiply( group_rank(ts_zscore(ts_delta(close,10),10), group), reverse(ts_zscore(close,30)) )
77. multiply( group_rank(ts_zscore(ts_delta(close,20),10), group), reverse(ts_zscore(close,60)) )
78. multiply( group_rank(ts_zscore(ts_delta(close,30),10), group), reverse(ts_zscore(close,120)) )
79. multiply( ts_regression(close, ts_step(1), 20, 0, 1), reverse(ts_zscore(ts_regression(close, ts_step(1), 20, 0, 1))) )
80. multiply( ts_regression(close, ts_step(1), 30, 0, 1), reverse(ts_zscore(ts_regression(close, ts_step(1), 30, 0, 1))) )
81. multiply( ts_regression(close, ts_step(1), 60, 0, 1), reverse(ts_zscore(ts_regression(close, ts_step(1), 60, 0, 1))) )
82. multiply( ts_regression(close, ts_step(1), 120, 0, 1), reverse(ts_zscore(ts_regression(close, ts_step(1), 120, 0, 1))) )
83. multiply( ts_regression(close, ts_step(1), 20, 0, 1), reverse(ts_corr(ts_regression(close, ts_step(1), 20, 0, 1), volume, 20)) )
84. multiply( ts_regression(close, ts_step(1), 30, 0, 1), reverse(ts_corr(ts_regression(close, ts_step(1), 30, 0, 1), volume, 30)) )
85. multiply( ts_regression(close, ts_step(1), 60, 0, 1), reverse(ts_corr(ts_regression(close, ts_step(1), 60, 0, 1), volume, 60)) )
86. multiply( ts_regression(close, ts_step(1), 120, 0, 1), reverse(ts_corr(ts_regression(close, ts_step(1), 120, 0, 1), volume, 120)) )
87. multiply( ts_zscore(ts_regression(close, ts_step(1), 20, 0, 1),20), reverse(ts_rank(ts_regression(close, ts_step(1), 20, 0, 1),10)) )
88. multiply( ts_zscore(ts_regression(close, ts_step(1), 30, 0, 1),30), reverse(ts_rank(ts_regression(close, ts_step(1), 30, 0, 1),20)) )
89. multiply( ts_zscore(ts_regression(close, ts_step(1), 60, 0, 1),60), reverse(ts_rank(ts_regression(close, ts_step(1), 60, 0, 1),30)) )
90. multiply( ts_zscore(ts_regression(close, ts_step(1), 120, 0, 1),120), reverse(ts_rank(ts_regression(close, ts_step(1), 120, 0, 1),60)) )
91. multiply( group_rank(ts_regression(close, ts_step(1), 20, 0, 1), group), reverse(ts_zscore(volume,20)) )
92. multiply( group_rank(ts_regression(close, ts_step(1), 30, 0, 1), group), reverse(ts_zscore(volume,30)) )
93. multiply( group_rank(ts_regression(close, ts_step(1), 60, 0, 1), group), reverse(ts_zscore(volume,60)) )
94. multiply( group_rank(ts_regression(close, ts_step(1), 120, 0, 1), group), reverse(ts_zscore(volume,120)) )
95. multiply( ts_zscore(ts_corr(close, group_mean(close, group),20),30), reverse(ts_rank(close,20)) )
96. multiply( ts_zscore(ts_corr(close, group_mean(close, group),30),30), reverse(ts_rank(close,30)) )
97. multiply( ts_zscore(ts_corr(close, group_mean(close, group),60),30), reverse(ts_rank(close,60)) )
98. multiply( ts_zscore(ts_corr(close, group_mean(close, group),120),30), reverse(ts_rank(close,120)) )
99. multiply( ts_zscore(ts_covariance(close, group_mean(close, group),20),30), reverse(ts_rank(close,20)) )
100. multiply( ts_zscore(ts_covariance(close, group_mean(close, group),30),30), reverse(ts_rank(close,30)) )
These factors combine various aspects of momentum (M), leadership (L), reversal (R), spillover (S), and quality (Q) across different lookback periods and industry groups. Each expression uses allowed WebSim functions and operators to capture unique market dynamics for industry rotation strategies.