Core KPI
roi_avg_notional_position_pct = total_pnl_final / time_avg_abs_net_position_usdt * 100
roi_peak_notional_position_pct = total_pnl_final / peak_abs_net_position_usdt * 100
dynamic_notional_beta = cumsum(total_notional_position_usdt(t) * mean(close c2c return across all coins at t))
avg_hold_notional_beta = cumsum(avg_total_notional_position_usdt * mean(close c2c return across all coins at t))
high/low dynamic_notional_beta = cumsum(segment_notional_position_usdt(t) * mean(close c2c return in each segment at t))
high/low avg_hold_notional_beta = cumsum(avg_segment_notional_position_usdt * mean(close c2c return in each segment at t))
alpha_vs_dynamic = pnl - dynamic_notional_beta, alpha_vs_avg_hold = pnl - avg_hold_notional_beta
dynamic_alpha_mdd_pnl / avg_hold_alpha_mdd_pnl = min(alpha - cummax(alpha)) on each alpha series
dynamic_alpha_sharpe_annualized / avg_hold_alpha_sharpe_annualized = mean(Δalpha) / std(Δalpha) * sqrt(252 * 390)
mdd_pnl = min(total_pnl - cummax(total_pnl))
sharpe_annualized = mean(Δpnl) / std(Δpnl) * sqrt(252 * 390)
total_fee = sum(execution fee)
| metric |
value |
| total_pnl_final |
30.716M |
| total_pnl_peak |
31.586M |
| dynamic_notional_beta_pnl_final |
10.459M |
| alpha_vs_dynamic_notional_beta_pnl_final |
20.257M |
| avg_hold_notional_beta_pnl_final |
10.300M |
| alpha_vs_avg_hold_notional_beta_pnl_final |
20.416M |
| high_mc_dynamic_notional_beta_pnl_final |
0.000M |
| low_mc_dynamic_notional_beta_pnl_final |
10.459M |
| high_mc_avg_hold_notional_beta_pnl_final |
0.000M |
| low_mc_avg_hold_notional_beta_pnl_final |
10.300M |
| high_mc_alpha_vs_dynamic_notional_beta_pnl_final |
0.000M |
| low_mc_alpha_vs_dynamic_notional_beta_pnl_final |
20.257M |
| high_mc_alpha_vs_avg_hold_notional_beta_pnl_final |
0.000M |
| low_mc_alpha_vs_avg_hold_notional_beta_pnl_final |
20.416M |
| dynamic_alpha_mdd_pnl |
-4.587M |
| dynamic_alpha_sharpe_annualized |
7.61982 |
| avg_hold_alpha_mdd_pnl |
-4.651M |
| avg_hold_alpha_sharpe_annualized |
7.62492 |
| num_trades |
39,169 |
| total_traded_amount_sum |
4.85043e+07 |
| total_trade_notional |
87894.406M |
| daily_trade_notional |
2143.766M |
| trading_day_count |
41 |
| total_fee |
87.894M |
| time_avg_total_notional_position_usdt |
92.463M |
| time_avg_high_mc_notional_position_usdt |
0.000M |
| time_avg_low_mc_notional_position_usdt |
92.463M |
| time_avg_net_position_usdt |
92.463M |
| time_avg_abs_net_position_usdt |
92.463M |
| peak_abs_net_position_usdt |
1.01081e+08 |
| roi_avg_notional_position_pct |
33.22% |
| roi_peak_notional_position_pct |
30.39% |
| mdd_pnl |
-8.045M |
| sharpe_annualized |
11.5759 |
| high_mc_pnl_final |
0.000M |
| high_mc_trade_notional |
0.000M |
| high_mc_num_trades |
0 |
| high_mc_sharpe_annualized |
|
| high_mc_trade_return_per_trade_bp |
|
| low_mc_pnl_final |
30.716M |
| low_mc_trade_notional |
87894.406M |
| low_mc_num_trades |
39,169 |
| low_mc_sharpe_annualized |
11.5759 |
| low_mc_trade_return_per_trade_bp |
3.49bp |
| model_zscore_pnl_final |
15980.026M |
| hedge_zscore_pnl_final |
0.373M |
| force_zscore_pnl_final |
0.000M |
| funding_fee_pnl_final |
0.000M |
| funding_event_count |
0 |
| model_win_rate_20m |
51.70% |
| hedge_win_rate_20m |
75.00% |
| force_win_rate_20m |
|
| model_win_rate_btc_adj_20m |
51.70% |
| hedge_win_rate_btc_adj_20m |
75.00% |
| force_win_rate_btc_adj_20m |
|
MC Segment KPI
segment in [total, high, low] computed by the same metric function over coin subsets
trade_return_per_trade_bp = pnl_final / trade_notional * 10000
| segment |
pnl_final |
trade_notional |
num_trades |
sharpe_annualized |
trade_return_per_trade_bp |
| total |
3.07159e+07 |
8.78944e+10 |
39169 |
11.5759 |
3.49463 |
| high |
0 |
0 |
0 |
|
|
| low |
3.07159e+07 |
8.78944e+10 |
39169 |
11.5759 |
3.49463 |
Quality By Horizon (Model)
quality = side_sign * (mid_price(next_n_bars) - execution_price) / execution_price - (fee / notional)
quality_btc_adj = quality - side_sign * ((btc_mid(t+n) - btc_mid(t)) / btc_mid(t))
quality_per_notional = quality_pnl / sum(notional_usdt)
quality_per_notional_bp = quality_per_notional * 10000
| n_min |
pair_count |
quality_pnl_final |
quality_per_notional |
quality_per_notional_bp |
win_rate |
reg_a |
reg_b |
reg_r2 |
quality_btc_adj_pnl_final |
quality_btc_adj_per_notional |
quality_btc_adj_per_notional_bp |
win_rate_btc_adj |
| 5 |
39161 |
6.5325e+06 |
7.43385e-05 |
0.743385 |
0.478205 |
0.00659049 |
-0.0011311 |
0.0169365 |
6.5325e+06 |
7.43385e-05 |
0.743385 |
0.478205 |
| 10 |
39161 |
1.48723e+07 |
0.000169243 |
1.69243 |
0.506167 |
0.00739162 |
-0.0011837 |
0.0170842 |
1.48723e+07 |
0.000169243 |
1.69243 |
0.506167 |
| 20 |
39114 |
1.66513e+07 |
0.000189714 |
1.89714 |
0.51695 |
0.00813143 |
-0.00130103 |
0.0110591 |
1.66513e+07 |
0.000189714 |
1.89714 |
0.51695 |
| 30 |
39041 |
1.69803e+07 |
0.000193747 |
1.93747 |
0.516918 |
0.00867142 |
-0.00138705 |
0.00728689 |
1.69803e+07 |
0.000193747 |
1.93747 |
0.516918 |
| 60 |
38849 |
2.26661e+07 |
0.000259815 |
2.59815 |
0.517259 |
0.0092296 |
-0.00139464 |
0.00423278 |
2.26661e+07 |
0.000259815 |
2.59815 |
0.517259 |
| 120 |
38503 |
2.18961e+07 |
0.000253079 |
2.53079 |
0.512687 |
0.010482 |
-0.00161681 |
0.00299148 |
2.18961e+07 |
0.000253079 |
2.53079 |
0.512687 |
| 240 |
37775 |
2.53791e+07 |
0.000298929 |
2.98929 |
0.510311 |
0.00912913 |
-0.00129892 |
0.00111044 |
2.53791e+07 |
0.000298929 |
2.98929 |
0.510311 |