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 |
24.720M |
| total_pnl_peak |
26.107M |
| dynamic_notional_beta_pnl_final |
9.766M |
| alpha_vs_dynamic_notional_beta_pnl_final |
14.954M |
| avg_hold_notional_beta_pnl_final |
10.159M |
| alpha_vs_avg_hold_notional_beta_pnl_final |
14.562M |
| high_mc_dynamic_notional_beta_pnl_final |
0.000M |
| low_mc_dynamic_notional_beta_pnl_final |
9.766M |
| high_mc_avg_hold_notional_beta_pnl_final |
0.000M |
| low_mc_avg_hold_notional_beta_pnl_final |
10.159M |
| high_mc_alpha_vs_dynamic_notional_beta_pnl_final |
0.000M |
| low_mc_alpha_vs_dynamic_notional_beta_pnl_final |
14.954M |
| high_mc_alpha_vs_avg_hold_notional_beta_pnl_final |
0.000M |
| low_mc_alpha_vs_avg_hold_notional_beta_pnl_final |
14.562M |
| dynamic_alpha_mdd_pnl |
-4.415M |
| dynamic_alpha_sharpe_annualized |
5.73897 |
| avg_hold_alpha_mdd_pnl |
-4.650M |
| avg_hold_alpha_sharpe_annualized |
5.50739 |
| num_trades |
46,398 |
| total_traded_amount_sum |
5.55965e+07 |
| total_trade_notional |
105331.771M |
| daily_trade_notional |
2569.068M |
| trading_day_count |
41 |
| total_fee |
105.332M |
| time_avg_total_notional_position_usdt |
91.198M |
| time_avg_high_mc_notional_position_usdt |
0.000M |
| time_avg_low_mc_notional_position_usdt |
91.198M |
| time_avg_net_position_usdt |
91.198M |
| time_avg_abs_net_position_usdt |
91.198M |
| peak_abs_net_position_usdt |
1.00428e+08 |
| roi_avg_notional_position_pct |
27.11% |
| roi_peak_notional_position_pct |
24.62% |
| mdd_pnl |
-8.884M |
| sharpe_annualized |
9.41181 |
| 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 |
24.720M |
| low_mc_trade_notional |
105331.771M |
| low_mc_num_trades |
46,398 |
| low_mc_sharpe_annualized |
9.41181 |
| low_mc_trade_return_per_trade_bp |
2.35bp |
| model_zscore_pnl_final |
17981.429M |
| hedge_zscore_pnl_final |
0.022M |
| force_zscore_pnl_final |
0.000M |
| funding_fee_pnl_final |
0.000M |
| funding_event_count |
0 |
| model_win_rate_20m |
50.74% |
| hedge_win_rate_20m |
100.00% |
| force_win_rate_20m |
|
| model_win_rate_btc_adj_20m |
50.74% |
| hedge_win_rate_btc_adj_20m |
100.00% |
| 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 |
2.47205e+07 |
1.05332e+11 |
46398 |
9.41181 |
2.34692 |
| high |
0 |
0 |
0 |
|
|
| low |
2.47205e+07 |
1.05332e+11 |
46398 |
9.41181 |
2.34692 |
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 |
46396 |
165151 |
1.56799e-06 |
0.0156799 |
0.471226 |
0.00681395 |
-0.00117486 |
0.0189529 |
165151 |
1.56799e-06 |
0.0156799 |
0.471226 |
| 10 |
46396 |
8.64305e+06 |
8.20593e-05 |
0.820593 |
0.498427 |
0.00767771 |
-0.00124608 |
0.0188082 |
8.64305e+06 |
8.20593e-05 |
0.820593 |
0.498427 |
| 20 |
46330 |
8.55666e+06 |
8.13531e-05 |
0.813531 |
0.507382 |
0.00840175 |
-0.00136055 |
0.0116847 |
8.55666e+06 |
8.13531e-05 |
0.813531 |
0.507382 |
| 30 |
46249 |
1.00568e+07 |
9.57691e-05 |
0.957691 |
0.511925 |
0.00886593 |
-0.00141709 |
0.00798487 |
1.00568e+07 |
9.57691e-05 |
0.957691 |
0.511925 |
| 60 |
46035 |
1.55858e+07 |
0.000149099 |
1.49099 |
0.512284 |
0.00938956 |
-0.00142504 |
0.00439972 |
1.55858e+07 |
0.000149099 |
1.49099 |
0.512284 |
| 120 |
45602 |
1.58179e+07 |
0.000152679 |
1.52679 |
0.509122 |
0.0101409 |
-0.00153819 |
0.00284782 |
1.58179e+07 |
0.000152679 |
1.52679 |
0.509122 |
| 240 |
44564 |
1.99858e+07 |
0.000197407 |
1.97407 |
0.507428 |
0.00955818 |
-0.001382 |
0.00123684 |
1.99858e+07 |
0.000197407 |
1.97407 |
0.507428 |
PnL / Exposure
Model Buy 120m Relative Quality By Entry Time (20m, 09:00-15:30 KST)
quality_120m_mean = average of quality_120m for tag=model_buy in each 20-minute entry-time bucket
quality_120m_mean_bp = quality_120m_mean * 10000, total_amount = sum(abs(amount))
| entry_time_bucket |
trade_count |
total_amount |
quality_120m_mean |
quality_120m_mean_bp |
| 09:00 |
1528 |
1.26221e+06 |
0.000284346 |
2.84346 |
| 09:20 |
1812 |
1.81968e+06 |
0.00166019 |
16.6019 |
| 09:40 |
1411 |
1.79422e+06 |
0.00141216 |
14.1216 |
| 10:00 |
1319 |
1.70205e+06 |
0.00115648 |
11.5648 |
| 10:20 |
1177 |
1.72775e+06 |
0.00217219 |
21.7219 |
| 10:40 |
1245 |
1.66638e+06 |
0.00178172 |
17.8172 |
| 11:00 |
1327 |
1.69224e+06 |
0.00138519 |
13.8519 |
| 11:20 |
1220 |
1.61481e+06 |
0.00219183 |
21.9183 |
| 11:40 |
1176 |
1.56822e+06 |
0.00267556 |
26.7556 |
| 12:00 |
1147 |
1.45456e+06 |
0.00215699 |
21.5699 |
| 12:20 |
1177 |
1.57882e+06 |
0.00273875 |
27.3875 |
| 12:40 |
1376 |
1.75601e+06 |
0.00152522 |
15.2522 |
| 13:00 |
1290 |
1.35744e+06 |
0.00119124 |
11.9124 |
| 13:20 |
1017 |
1.13526e+06 |
0.00262326 |
26.2326 |
| 13:40 |
831 |
649717 |
0.00281661 |
28.1661 |
| 14:00 |
881 |
743723 |
0.00378433 |
37.8433 |
| 14:20 |
825 |
782198 |
0.00206255 |
20.6255 |
| 14:40 |
1192 |
1.46601e+06 |
0.00333475 |
33.3475 |
| 15:00 |
1632 |
2.04302e+06 |
0.00244255 |
24.4255 |
| 15:20 |
0 |
0 |
|
|