大漲幣模擬操作回測(預測指標x出場方式雙層AI搜尋)

大漲幣模擬操作回測(預測指標x出場方式雙層AI搜尋)

產生時間：2026-09-14 00:16:55 台灣時間
外層(預測指標配置+模型架構) x 內層(兩段式出場參數) 巢狀貝氏優化(Optuna/TPE)：外層每組先用快篩內層試驗算出per_trade_compound_pct當分數， 外層結束後取分數最高的幾組重新訓練+精修(完整內層試驗數)。

最終推薦組合：模型架構=lightgbm
使用指標：volatility, compression, breakout_pct, bb_pctb, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long, momentum_accel
出場參數：每輪取前11名、第一段(觸發0.000%/ 回落0.239%/賣出46.1%)、 第二段(觸發74.974%/回落3.074%)（皆為權益層級）
單筆等效複利率=-1.093%、 軌道勝率=0.0%、ROI=-0.97%、 停損觸發率=10.7%、截斷率=0.0%

外層搜尋前20名(依快篩分數排序)

模型架構使用指標快篩單筆等效複利率
lightgbmvolatility, compression, breakout_pct, bb_pctb, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long, momentum_accel-1.243%
lightgbmvolatility, compression, dist_from_high, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long, momentum_accel-1.284%
lightgbmvolatility, ma_ratio, compression, dist_from_high, macd_hist_pct, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long-1.286%
lightgbmvolatility, compression, breakout_pct, bb_pctb, bb_bandwidth, atr_pct, obv_slope, momentum_accel-1.344%
lightgbmvolume_surge, volatility, ma_ratio, compression, dist_from_high, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long, momentum_accel, volume_surge_peer_rank-1.416%
lightgbmvolatility, compression, breakout_pct, macd_hist_pct, bb_pctb, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_accel-1.422%
lightgbmcompression, dist_from_high, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long-1.422%
lightgbmvolatility, compression, breakout_pct, dist_from_high, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long, momentum_accel-1.428%
lightgbmvolatility, ma_ratio, compression, dist_from_high, macd_hist_pct, bb_bandwidth, atr_pct, stoch_k, momentum_long, volume_surge_peer_rank-1.436%
lightgbmvolatility, compression, breakout_pct, rsi, bb_pctb, bb_bandwidth, obv_slope, momentum_accel-1.467%
lightgbmvolatility, compression, dist_from_high, macd_hist_pct, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long, momentum_accel-1.479%
lightgbmvolatility, ma_ratio, compression, dist_from_high, macd_hist_pct, bb_bandwidth, atr_pct, obv_slope, momentum_long-1.496%
lightgbmvolatility, compression, dist_from_high, bb_bandwidth, stoch_k, obv_slope, momentum_long, momentum_accel, momentum_peer_rank-1.503%
lightgbmvolume_surge, volatility, ma_ratio, compression, dist_from_high, stoch_k, momentum_long, momentum_accel, volume_surge_peer_rank-1.505%
lightgbmvolume_surge, volatility, ma_ratio, compression, dist_from_high, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long, momentum_accel, volume_surge_peer_rank-1.506%
lightgbmvolatility, compression, breakout_pct, macd_hist_pct, bb_pctb, bb_bandwidth, atr_pct, stoch_k, momentum_long, momentum_accel-1.511%
lightgbmvolatility, dist_from_high, bb_bandwidth, atr_pct, momentum_long, momentum_accel-1.518%
lightgbmvolatility, compression, breakout_pct, bb_pctb, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long, volume_surge_peer_rank-1.538%
lightgbmvolatility, compression, breakout_pct, bb_pctb, atr_pct, stoch_k, obv_slope, momentum_long, momentum_accel-1.544%
lightgbmvolatility, compression, dist_from_high, atr_pct, obv_slope, momentum_long, momentum_accel, volume_surge_peer_rank-1.554%

第1名：model=lightgbm（快篩分數-1.243%）

使用指標：volatility, compression, breakout_pct, bb_pctb, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long, momentum_accel

每輪取前11名、分數上限=5.1%、 第一段(觸發0.000%/回落0.239%/賣出46.1%)、 第二段(觸發74.974%/回落3.074%)（皆為權益層級）
單筆等效複利率=-1.093%、 軌道勝率=0.0%、ROI=-0.97%、 停損觸發率=10.7%、截斷率=0.0%
基準線(全部候選不排名)：單筆等效複利率=-0.109%、贏過基準線=-0.983%
(-inf, -50.0]%: 0筆 (0.00%)(-inf, -50.0]%0筆(0.0%)(-50.0, -45.0]%: 0筆 (0.00%)(-50.0, -45.0]%0筆(0.0%)(-45.0, -40.0]%: 0筆 (0.00%)(-45.0, -40.0]%0筆(0.0%)(-40.0, -38.0]%: 0筆 (0.00%)(-40.0, -38.0]%0筆(0.0%)(-38.0, -36.0]%: 1筆 (0.01%)(-38.0, -36.0]%1筆(0.0%)(-36.0, -34.0]%: 0筆 (0.00%)(-36.0, -34.0]%0筆(0.0%)(-34.0, -32.0]%: 0筆 (0.00%)(-34.0, -32.0]%0筆(0.0%)(-32.0, -30.0]%: 1筆 (0.01%)(-32.0, -30.0]%1筆(0.0%)(-30.0, -28.0]%: 2筆 (0.02%)(-30.0, -28.0]%2筆(0.0%)(-28.0, -26.0]%: 2筆 (0.02%)(-28.0, -26.0]%2筆(0.0%)(-26.0, -24.0]%: 8筆 (0.06%)(-26.0, -24.0]%8筆(0.1%)(-24.0, -22.0]%: 37筆 (0.28%)(-24.0, -22.0]%37筆(0.3%)(-22.0, -20.0]%: 75筆 (0.57%)(-22.0, -20.0]%75筆(0.6%)(-20.0, -10.0]%: 2267筆 (17.33%)(-20.0, -10.0]%2267筆(17.3%)(-10.0, -5.0]%: 2275筆 (17.39%)(-10.0, -5.0]%2275筆(17.4%)(-5.0, -2.0]%: 1918筆 (14.66%)(-5.0, -2.0]%1918筆(14.7%)(-2.0, -1.0]%: 644筆 (4.92%)(-2.0, -1.0]%644筆(4.9%)(-1.0, -0.5]%: 325筆 (2.48%)(-1.0, -0.5]%325筆(2.5%)(-0.5, 0.0]%: 337筆 (2.58%)(-0.5, 0.0]%337筆(2.6%)(0.0, 0.5]%: 296筆 (2.26%)(0.0, 0.5]%296筆(2.3%)(0.5, 1.0]%: 290筆 (2.22%)(0.5, 1.0]%290筆(2.2%)(1.0, 2.0]%: 508筆 (3.88%)(1.0, 2.0]%508筆(3.9%)(2.0, 5.0]%: 1287筆 (9.84%)(2.0, 5.0]%1287筆(9.8%)(5.0, 10.0]%: 1094筆 (8.36%)(5.0, 10.0]%1094筆(8.4%)(10.0, 15.0]%: 548筆 (4.19%)(10.0, 15.0]%548筆(4.2%)(15.0, 20.0]%: 347筆 (2.65%)(15.0, 20.0]%347筆(2.7%)(20.0, 25.0]%: 260筆 (1.99%)(20.0, 25.0]%260筆(2.0%)(25.0, 30.0]%: 219筆 (1.67%)(25.0, 30.0]%219筆(1.7%)(30.0, 35.0]%: 232筆 (1.77%)(30.0, 35.0]%232筆(1.8%)(35.0, 40.0]%: 94筆 (0.72%)(35.0, 40.0]%94筆(0.7%)(40.0, 45.0]%: 11筆 (0.08%)(40.0, 45.0]%11筆(0.1%)(45.0, 50.0]%: 1筆 (0.01%)(45.0, 50.0]%1筆(0.0%)(50.0, 60.0]%: 0筆 (0.00%)(50.0, 60.0]%0筆(0.0%)(60.0, 70.0]%: 0筆 (0.00%)(60.0, 70.0]%0筆(0.0%)(70.0, 80.0]%: 0筆 (0.00%)(70.0, 80.0]%0筆(0.0%)(80.0, 90.0]%: 0筆 (0.00%)(80.0, 90.0]%0筆(0.0%)(90.0, 100.0]%: 0筆 (0.00%)(90.0, 100.0]%0筆(0.0%)(100.0, +inf]%: 0筆 (0.00%)(100.0, +inf]%0筆(0.0%)
1,3521,6151,8782,1412,4042026-07-252026-08-062026-08-182026-08-312026-09-12

報酬最高5筆

標的報酬率進場時間(台灣,=進場價成立那一刻)進場價第一段出場時間第一段成交價最終出場時間最終成交價持有天數出場理由
SOLVUSDT+47.09%2026-09-07 05:000.003812026-09-07 05:000.003805232026-09-08 00:000.004930230.83stage1_trail+stage2_trail
MMTUSDT+44.36%2026-07-30 13:000.19522026-07-30 13:000.1945332026-07-31 01:000.2496590.54stage1_trail+stage2_trail
TUTUSDT+44.05%2026-08-08 05:000.037742026-08-08 05:000.0373952026-08-08 15:000.04838180.46stage1_trail+stage2_trail
AAVEUSDT+43.53%2026-08-21 11:00100.512026-08-21 11:00100.3772026-08-22 11:00127.8541.04stage1_trail+stage2_trail
PEOPLEUSDT+42.63%2026-08-20 22:000.008462026-08-20 22:000.008456542026-08-21 01:000.01070810.17stage1_trail+stage2_trail

報酬最低5筆

標的報酬率進場時間(台灣,=進場價成立那一刻)進場價第一段出場時間第一段成交價最終出場時間最終成交價持有天數出場理由
ONEUSDT-37.80%2026-08-12 09:000.001042026-08-12 09:000.0009193792026-08-12 10:000.0009020.08stage1_trail+stop_loss
IOSTUSDT-30.46%2026-09-10 11:000.0014452026-09-10 11:000.001379142026-09-10 12:000.001231880.08stage1_trail+stop_loss
EPICUSDT-28.62%2026-08-09 20:000.92682026-08-09 20:000.9242222026-08-10 02:000.7667650.29stage1_trail+stop_loss
TUTUSDT-28.44%2026-09-09 08:000.02422026-09-09 08:000.02396062026-09-10 06:000.0201950.96stage1_trail+stop_loss
HEMIUSDT-26.85%2026-09-03 15:000.020072026-09-03 15:000.0193732026-09-03 16:000.01737230.08stage1_trail+stop_loss

報酬最高5筆 - 最終出場當小時真實分鐘線

SOLVUSDT +47.09%（最終出場 2026-09-08 00:00）
0.004640.004760.0048800:00 O=0.00466 H=0.00466 L=0.00464 C=0.0046400:0000:01 O=0.00465 H=0.00467 L=0.00465 C=0.0046700:02 O=0.00467 H=0.00468 L=0.00466 C=0.0046700:03 O=0.00466 H=0.00467 L=0.00466 C=0.0046600:04 O=0.00466 H=0.00468 L=0.00466 C=0.0046800:05 O=0.00468 H=0.00468 L=0.00466 C=0.0046600:06 O=0.00467 H=0.00469 L=0.00466 C=0.0046800:07 O=0.00469 H=0.00469 L=0.00468 C=0.0046900:08 O=0.00469 H=0.0047 L=0.00468 C=0.0046900:09 O=0.00469 H=0.00472 L=0.00469 C=0.0047100:10 O=0.00472 H=0.00472 L=0.00467 C=0.0046900:11 O=0.00469 H=0.00469 L=0.00468 C=0.0046800:12 O=0.00468 H=0.00468 L=0.00467 C=0.0046800:13 O=0.00469 H=0.0047 L=0.00467 C=0.0046800:14 O=0.00469 H=0.00471 L=0.00469 C=0.0047100:15 O=0.00471 H=0.00472 L=0.00468 C=0.004700:16 O=0.0047 H=0.00471 L=0.0047 C=0.0047100:17 O=0.00471 H=0.00471 L=0.00468 C=0.004700:18 O=0.0047 H=0.00471 L=0.00469 C=0.0046900:19 O=0.0047 H=0.0047 L=0.00469 C=0.0046900:20 O=0.0047 H=0.00471 L=0.00469 C=0.0046900:21 O=0.00469 H=0.00472 L=0.00469 C=0.0047200:22 O=0.00473 H=0.00483 L=0.00473 C=0.0047700:23 O=0.00478 H=0.00479 L=0.00474 C=0.0047500:24 O=0.00476 H=0.00478 L=0.00475 C=0.0047700:25 O=0.00477 H=0.00479 L=0.00474 C=0.0047500:26 O=0.00475 H=0.00476 L=0.00474 C=0.0047600:27 O=0.00476 H=0.00477 L=0.00475 C=0.0047700:28 O=0.00477 H=0.00477 L=0.00475 C=0.0047600:29 O=0.00476 H=0.00478 L=0.00476 C=0.0047700:30 O=0.00477 H=0.00478 L=0.00474 C=0.0047600:3000:31 O=0.00476 H=0.00481 L=0.00476 C=0.004800:32 O=0.0048 H=0.00487 L=0.00479 C=0.0048300:33 O=0.00483 H=0.00488 L=0.00481 C=0.0048300:34 O=0.00484 H=0.00484 L=0.0048 C=0.0048200:35 O=0.00482 H=0.00483 L=0.0048 C=0.004800:36 O=0.0048 H=0.00481 L=0.00478 C=0.004800:37 O=0.0048 H=0.00483 L=0.0048 C=0.0048200:38 O=0.00482 H=0.00484 L=0.00482 C=0.0048300:39 O=0.00483 H=0.00484 L=0.00482 C=0.0048400:40 O=0.00483 H=0.00483 L=0.00481 C=0.0048200:41 O=0.00482 H=0.00484 L=0.00482 C=0.0048300:42 O=0.00484 H=0.00484 L=0.00477 C=0.0047800:43 O=0.00478 H=0.0048 L=0.00478 C=0.0047900:44 O=0.0048 H=0.00483 L=0.0048 C=0.0048200:45 O=0.00482 H=0.00482 L=0.00478 C=0.004800:46 O=0.0048 H=0.00482 L=0.0048 C=0.0048100:47 O=0.00481 H=0.00483 L=0.0048 C=0.0048200:48 O=0.00483 H=0.00483 L=0.0048 C=0.0048200:49 O=0.00481 H=0.00482 L=0.0048 C=0.004800:50 O=0.0048 H=0.00481 L=0.00478 C=0.0047800:51 O=0.00479 H=0.00479 L=0.00477 C=0.0047900:52 O=0.0048 H=0.00483 L=0.0048 C=0.0048200:53 O=0.00482 H=0.00484 L=0.00481 C=0.0048400:54 O=0.00483 H=0.00485 L=0.00482 C=0.0048400:55 O=0.00484 H=0.00484 L=0.00482 C=0.0048300:56 O=0.00483 H=0.00483 L=0.0048 C=0.004800:57 O=0.0048 H=0.00482 L=0.00479 C=0.0048200:58 O=0.00481 H=0.00482 L=0.0048 C=0.004800:59 O=0.00479 H=0.0048 L=0.00479 C=0.004801:00 O=0.00481 H=0.00482 L=0.0048 C=0.0048101:00
MMTUSDT +44.36%（最終出場 2026-07-31 01:00）
0.23450.24580.257101:00 O=0.2393 H=0.241 L=0.239 C=0.240801:0001:01 O=0.2406 H=0.2416 L=0.2379 C=0.237901:02 O=0.2378 H=0.2387 L=0.2365 C=0.236901:03 O=0.2368 H=0.2383 L=0.2362 C=0.236801:04 O=0.2369 H=0.2394 L=0.2367 C=0.237501:05 O=0.2376 H=0.2391 L=0.2375 C=0.23901:06 O=0.239 H=0.239 L=0.2377 C=0.238101:07 O=0.238 H=0.239 L=0.2374 C=0.23901:08 O=0.2388 H=0.2388 L=0.2365 C=0.236701:09 O=0.2366 H=0.2372 L=0.2345 C=0.235701:10 O=0.2358 H=0.2369 L=0.2353 C=0.236501:11 O=0.2364 H=0.2382 L=0.2364 C=0.236901:12 O=0.2369 H=0.2377 L=0.2367 C=0.237701:13 O=0.2375 H=0.2377 L=0.2359 C=0.236801:14 O=0.2367 H=0.238 L=0.2367 C=0.237301:15 O=0.2372 H=0.2374 L=0.2361 C=0.23701:16 O=0.2371 H=0.2384 L=0.2371 C=0.238301:17 O=0.2383 H=0.2383 L=0.2363 C=0.23701:18 O=0.2371 H=0.239 L=0.2371 C=0.238801:19 O=0.2386 H=0.2397 L=0.2386 C=0.238801:20 O=0.2391 H=0.2398 L=0.2385 C=0.23901:21 O=0.2391 H=0.2391 L=0.2373 C=0.238201:22 O=0.2386 H=0.2443 L=0.2386 C=0.24301:23 O=0.2429 H=0.2445 L=0.2423 C=0.243101:24 O=0.2431 H=0.248 L=0.2431 C=0.246101:25 O=0.2462 H=0.2484 L=0.2457 C=0.247301:26 O=0.2474 H=0.2493 L=0.2473 C=0.248901:27 O=0.249 H=0.2537 L=0.249 C=0.249701:28 O=0.2498 H=0.2522 L=0.2498 C=0.251401:29 O=0.2515 H=0.252 L=0.2505 C=0.251901:30 O=0.252 H=0.2527 L=0.2514 C=0.252501:3001:31 O=0.2527 H=0.2544 L=0.2487 C=0.250501:32 O=0.2506 H=0.2517 L=0.249 C=0.250401:33 O=0.2505 H=0.2529 L=0.2505 C=0.251501:34 O=0.2514 H=0.2537 L=0.251 C=0.25301:35 O=0.2531 H=0.2532 L=0.251 C=0.251801:36 O=0.252 H=0.2521 L=0.2488 C=0.2501:37 O=0.2503 H=0.2538 L=0.2503 C=0.253801:38 O=0.2539 H=0.2571 L=0.2537 C=0.25601:39 O=0.2562 H=0.2562 L=0.2533 C=0.254801:40 O=0.2549 H=0.2556 L=0.2503 C=0.250801:41 O=0.2509 H=0.2522 L=0.2506 C=0.251701:42 O=0.252 H=0.2546 L=0.252 C=0.254101:43 O=0.2543 H=0.2559 L=0.2533 C=0.25501:44 O=0.2553 H=0.2556 L=0.2533 C=0.253401:45 O=0.2535 H=0.2538 L=0.2475 C=0.249501:46 O=0.2497 H=0.2502 L=0.2473 C=0.248401:47 O=0.2488 H=0.2499 L=0.2453 C=0.246201:48 O=0.2463 H=0.2479 L=0.2458 C=0.247101:49 O=0.2469 H=0.2471 L=0.2443 C=0.246401:50 O=0.2463 H=0.2488 L=0.246 C=0.248401:51 O=0.2485 H=0.2494 L=0.2476 C=0.247901:52 O=0.248 H=0.2484 L=0.2447 C=0.245301:53 O=0.2452 H=0.2452 L=0.2413 C=0.243101:54 O=0.2429 H=0.2434 L=0.2414 C=0.24301:55 O=0.2429 H=0.2429 L=0.2412 C=0.242201:56 O=0.2423 H=0.2427 L=0.2407 C=0.242601:57 O=0.2427 H=0.2435 L=0.2416 C=0.242701:58 O=0.2425 H=0.2425 L=0.2386 C=0.238801:59 O=0.2392 H=0.2419 L=0.2391 C=0.241502:00 O=0.2415 H=0.2433 L=0.241 C=0.242602:00
TUTUSDT +44.05%（最終出場 2026-08-08 15:00）
0.046530.0480950.0496615:00 O=0.04655 H=0.04792 L=0.04653 C=0.0473815:0015:01 O=0.04743 H=0.0477 L=0.04716 C=0.047615:02 O=0.04759 H=0.04795 L=0.04723 C=0.0478515:03 O=0.04784 H=0.048 L=0.04752 C=0.047715:04 O=0.04769 H=0.04784 L=0.04728 C=0.0474115:05 O=0.0474 H=0.0478 L=0.04733 C=0.047715:06 O=0.0477 H=0.04787 L=0.0476 C=0.0477815:07 O=0.04774 H=0.04792 L=0.04753 C=0.0476515:08 O=0.04765 H=0.04826 L=0.04765 C=0.04815:09 O=0.04801 H=0.04816 L=0.04781 C=0.0479815:10 O=0.04801 H=0.0482 L=0.04781 C=0.0479915:11 O=0.04798 H=0.04822 L=0.04788 C=0.0482215:12 O=0.04822 H=0.04845 L=0.0482 C=0.0482115:13 O=0.04821 H=0.04821 L=0.04787 C=0.0479215:14 O=0.04795 H=0.04796 L=0.04767 C=0.0477215:15 O=0.04778 H=0.04805 L=0.04775 C=0.047815:16 O=0.0478 H=0.04793 L=0.04729 C=0.0475815:17 O=0.0476 H=0.04768 L=0.0473 C=0.0476415:18 O=0.04763 H=0.04765 L=0.04722 C=0.0474415:19 O=0.04744 H=0.04793 L=0.04744 C=0.0477215:20 O=0.04771 H=0.04788 L=0.04767 C=0.0478315:21 O=0.04782 H=0.0479 L=0.04768 C=0.0478115:22 O=0.04781 H=0.04816 L=0.0478 C=0.0480715:23 O=0.04811 H=0.04844 L=0.0481 C=0.048215:24 O=0.0482 H=0.04823 L=0.04781 C=0.0480815:25 O=0.04809 H=0.04825 L=0.048 C=0.0481315:26 O=0.04812 H=0.04816 L=0.04785 C=0.0480415:27 O=0.04805 H=0.0481 L=0.0478 C=0.0479515:28 O=0.04795 H=0.0482 L=0.0479 C=0.0481315:29 O=0.04818 H=0.04819 L=0.04797 C=0.0481115:30 O=0.04812 H=0.0484 L=0.048 C=0.0481815:3015:31 O=0.04821 H=0.04868 L=0.04813 C=0.0482515:32 O=0.04827 H=0.04848 L=0.04827 C=0.0483415:33 O=0.04836 H=0.04864 L=0.04795 C=0.0481915:34 O=0.04822 H=0.04844 L=0.04814 C=0.0483815:35 O=0.04842 H=0.04856 L=0.04827 C=0.0484615:36 O=0.04849 H=0.04875 L=0.04847 C=0.0486115:37 O=0.04858 H=0.04859 L=0.04816 C=0.0482115:38 O=0.04823 H=0.04851 L=0.04804 C=0.0484115:39 O=0.0484 H=0.04852 L=0.04833 C=0.0484815:40 O=0.04849 H=0.0486 L=0.04833 C=0.0485315:41 O=0.04852 H=0.04879 L=0.04846 C=0.0486715:42 O=0.04867 H=0.04874 L=0.04855 C=0.0486915:43 O=0.04866 H=0.04866 L=0.04817 C=0.0485915:44 O=0.04853 H=0.0488 L=0.04852 C=0.0486215:45 O=0.04859 H=0.04874 L=0.0485 C=0.0486915:46 O=0.04865 H=0.04866 L=0.04828 C=0.0484415:47 O=0.0484 H=0.04848 L=0.04824 C=0.0484115:48 O=0.04841 H=0.0488 L=0.04841 C=0.0487515:49 O=0.04874 H=0.04888 L=0.04862 C=0.048715:50 O=0.04871 H=0.04905 L=0.04865 C=0.0488515:51 O=0.04885 H=0.04887 L=0.04871 C=0.0487615:52 O=0.04878 H=0.04888 L=0.04864 C=0.0487615:53 O=0.04877 H=0.04911 L=0.04877 C=0.0490415:54 O=0.04902 H=0.0493 L=0.04888 C=0.0490115:55 O=0.04904 H=0.04933 L=0.04888 C=0.0492215:56 O=0.04923 H=0.04941 L=0.04914 C=0.0493315:57 O=0.04932 H=0.04939 L=0.04915 C=0.0492215:58 O=0.04923 H=0.0494 L=0.04903 C=0.0493315:59 O=0.04933 H=0.0495 L=0.04925 C=0.0494716:00 O=0.04943 H=0.04966 L=0.04939 C=0.0496416:00
AAVEUSDT +43.53%（最終出場 2026-08-22 11:00）
125.58127.3129.0211:00 O=125.88 H=125.94 L=125.78 C=125.9111:0011:01 O=125.92 H=125.92 L=125.58 C=125.8811:02 O=125.89 H=126.17 L=125.77 C=126.1211:03 O=126.12 H=126.63 L=126.07 C=126.4211:04 O=126.42 H=126.61 L=126.35 C=126.4811:05 O=126.49 H=126.99 L=126.49 C=126.7911:06 O=126.79 H=127.22 L=126.79 C=127.211:07 O=127.2 H=127.24 L=126.93 C=127.0211:08 O=127 H=127.04 L=126.79 C=126.9511:09 O=126.95 H=127.23 L=126.82 C=127.0911:10 O=127.09 H=127.14 L=126.46 C=126.6211:11 O=126.63 H=126.63 L=126.29 C=126.4311:12 O=126.43 H=126.43 L=126.01 C=126.111:13 O=126.09 H=126.72 L=125.97 C=126.5911:14 O=126.6 H=126.82 L=126.6 C=126.7511:15 O=126.76 H=127.5 L=126.76 C=127.2811:16 O=127.27 H=127.67 L=127.14 C=127.6511:17 O=127.65 H=127.65 L=127.29 C=127.3911:18 O=127.39 H=127.39 L=126.98 C=127.1311:19 O=127.13 H=127.48 L=127.12 C=127.4811:20 O=127.47 H=127.71 L=127.23 C=127.4211:21 O=127.42 H=127.56 L=127.19 C=127.5411:22 O=127.55 H=128.4 L=127.53 C=128.1911:23 O=128.18 H=128.54 L=127.92 C=128.4211:24 O=128.42 H=128.54 L=128.35 C=128.4611:25 O=128.48 H=128.64 L=128.41 C=128.5911:26 O=128.58 H=128.63 L=128.17 C=128.6211:27 O=128.63 H=128.67 L=128.29 C=128.3711:28 O=128.36 H=128.73 L=128.27 C=128.4911:29 O=128.48 H=128.51 L=128.35 C=128.411:30 O=128.39 H=128.55 L=128.27 C=128.5111:3011:31 O=128.5 H=128.56 L=128.22 C=128.2311:32 O=128.24 H=128.55 L=128 C=128.4411:33 O=128.43 H=128.73 L=128.37 C=128.7111:34 O=128.7 H=128.79 L=128.5 C=128.7611:35 O=128.75 H=129.02 L=128.41 C=128.4411:36 O=128.43 H=128.54 L=128.18 C=128.2811:37 O=128.27 H=128.27 L=127.75 C=127.7611:38 O=127.76 H=128.03 L=127.48 C=12811:39 O=128.01 H=128.39 L=128.01 C=128.0911:40 O=128.09 H=128.33 L=128.09 C=128.3311:41 O=128.33 H=128.33 L=127.52 C=127.5211:42 O=127.52 H=127.73 L=127.34 C=127.4911:43 O=127.48 H=127.51 L=127.08 C=127.3311:44 O=127.32 H=127.47 L=127.2 C=127.2711:45 O=127.26 H=127.39 L=127.17 C=127.3511:46 O=127.34 H=127.41 L=126.95 C=127.0511:47 O=127.06 H=127.17 L=126.75 C=126.7611:48 O=126.77 H=127.68 L=126.77 C=127.5311:49 O=127.53 H=127.62 L=127.23 C=127.2811:50 O=127.29 H=127.5 L=127.22 C=127.4211:51 O=127.43 H=127.67 L=127.41 C=127.6711:52 O=127.68 H=127.68 L=127.28 C=127.4411:53 O=127.43 H=127.48 L=127.24 C=127.2411:54 O=127.23 H=127.24 L=126.35 C=126.6511:55 O=126.66 H=127.03 L=126.57 C=126.9911:56 O=126.98 H=126.98 L=126.45 C=126.5711:57 O=126.58 H=126.63 L=126.42 C=126.5111:58 O=126.5 H=126.58 L=126.23 C=126.2411:59 O=126.23 H=126.35 L=126.13 C=126.2512:00 O=126.26 H=126.99 L=126.26 C=126.9912:00
PEOPLEUSDT +42.63%（最終出場 2026-08-21 01:00）
0.010130.0103650.010601:00 O=0.01022 H=0.01033 L=0.0102 C=0.0102301:0001:01 O=0.01023 H=0.01023 L=0.01015 C=0.0102101:02 O=0.0102 H=0.01029 L=0.01014 C=0.0102401:03 O=0.01024 H=0.01028 L=0.01019 C=0.0101901:04 O=0.0102 H=0.01023 L=0.01016 C=0.0101701:05 O=0.01017 H=0.01025 L=0.01016 C=0.0102301:06 O=0.01022 H=0.01022 L=0.01013 C=0.0101801:07 O=0.01018 H=0.01025 L=0.01014 C=0.0102101:08 O=0.0102 H=0.01023 L=0.01014 C=0.0102201:09 O=0.01023 H=0.01029 L=0.01023 C=0.0102801:10 O=0.01028 H=0.01035 L=0.01027 C=0.0102701:11 O=0.01026 H=0.01038 L=0.01026 C=0.0102901:12 O=0.01028 H=0.01035 L=0.01028 C=0.0103301:13 O=0.01031 H=0.0106 L=0.01031 C=0.0105401:14 O=0.01053 H=0.01054 L=0.01044 C=0.0104701:15 O=0.01047 H=0.01054 L=0.01044 C=0.0105201:16 O=0.01051 H=0.01051 L=0.01036 C=0.0104401:17 O=0.01044 H=0.0105 L=0.01038 C=0.0104801:18 O=0.01048 H=0.01048 L=0.01028 C=0.0103101:19 O=0.01031 H=0.01036 L=0.01027 C=0.0103101:20 O=0.01031 H=0.01043 L=0.01031 C=0.0104201:21 O=0.01042 H=0.01042 L=0.01036 C=0.0104101:22 O=0.01041 H=0.0105 L=0.01041 C=0.0104501:23 O=0.01045 H=0.01046 L=0.01037 C=0.0104201:24 O=0.01042 H=0.0105 L=0.01041 C=0.0104501:25 O=0.01046 H=0.01051 L=0.01042 C=0.0104601:26 O=0.01046 H=0.01046 L=0.01037 C=0.0104301:27 O=0.01044 H=0.0105 L=0.01044 C=0.0104701:28 O=0.01047 H=0.01053 L=0.01045 C=0.0105101:29 O=0.0105 H=0.01056 L=0.01049 C=0.0105201:30 O=0.01051 H=0.01051 L=0.01034 C=0.0103601:3001:31 O=0.01037 H=0.0104 L=0.01031 C=0.0103101:32 O=0.01031 H=0.01037 L=0.01024 C=0.010301:33 O=0.01029 H=0.01037 L=0.01029 C=0.0103501:34 O=0.01035 H=0.01036 L=0.01029 C=0.0103501:35 O=0.01036 H=0.01039 L=0.01033 C=0.0103501:36 O=0.01035 H=0.01043 L=0.01035 C=0.0103501:37 O=0.01037 H=0.01038 L=0.01029 C=0.0103401:38 O=0.01034 H=0.01041 L=0.01034 C=0.0103601:39 O=0.01035 H=0.01037 L=0.01027 C=0.0103501:40 O=0.01034 H=0.01036 L=0.01032 C=0.0103201:41 O=0.01033 H=0.01041 L=0.01033 C=0.0103801:42 O=0.01038 H=0.01039 L=0.01034 C=0.0103401:43 O=0.01035 H=0.0104 L=0.01035 C=0.010401:44 O=0.0104 H=0.0104 L=0.01029 C=0.0103401:45 O=0.01034 H=0.0104 L=0.01027 C=0.0102801:46 O=0.01029 H=0.01033 L=0.01027 C=0.0102901:47 O=0.0103 H=0.01032 L=0.01023 C=0.0103201:48 O=0.01033 H=0.01038 L=0.01032 C=0.0103701:49 O=0.01039 H=0.01039 L=0.01035 C=0.0103801:50 O=0.01039 H=0.01043 L=0.01036 C=0.0103901:51 O=0.01039 H=0.01047 L=0.01039 C=0.0104401:52 O=0.01045 H=0.01046 L=0.01039 C=0.0104301:53 O=0.01043 H=0.01043 L=0.01032 C=0.0103801:54 O=0.01037 H=0.01042 L=0.01033 C=0.0104101:55 O=0.0104 H=0.01042 L=0.01037 C=0.0104201:56 O=0.01042 H=0.01043 L=0.01039 C=0.0103901:57 O=0.0104 H=0.01047 L=0.0104 C=0.0104401:58 O=0.01045 H=0.01048 L=0.01043 C=0.0104501:59 O=0.01044 H=0.01046 L=0.0104 C=0.010402:00 O=0.01042 H=0.01045 L=0.01032 C=0.0103202:00

報酬最低5筆 - 最終出場當小時真實分鐘線

ONEUSDT -37.80%（最終出場 2026-08-12 10:00）
0.00080.0008850.0009710:00 O=0.00082 H=0.00084 L=0.00081 C=0.0008310:0010:01 O=0.00082 H=0.00083 L=0.00081 C=0.0008210:02 O=0.00082 H=0.00082 L=0.0008 C=0.0008110:03 O=0.00081 H=0.00083 L=0.0008 C=0.0008210:04 O=0.00082 H=0.00084 L=0.00082 C=0.0008310:05 O=0.00083 H=0.00086 L=0.00082 C=0.0008410:06 O=0.00084 H=0.00085 L=0.00083 C=0.0008310:07 O=0.00083 H=0.00085 L=0.00083 C=0.0008410:08 O=0.00084 H=0.00087 L=0.00083 C=0.0008610:09 O=0.00086 H=0.00087 L=0.00085 C=0.0008610:10 O=0.00086 H=0.00087 L=0.00084 C=0.0008410:11 O=0.00084 H=0.00088 L=0.00084 C=0.0008710:12 O=0.00086 H=0.00094 L=0.00086 C=0.0009310:13 O=0.00092 H=0.00097 L=0.00092 C=0.0009410:14 O=0.00093 H=0.00095 L=0.00091 C=0.0009210:15 O=0.00091 H=0.00093 L=0.0009 C=0.0009310:16 O=0.00093 H=0.00094 L=0.00092 C=0.0009210:17 O=0.00093 H=0.00093 L=0.00091 C=0.0009110:18 O=0.00091 H=0.00094 L=0.00091 C=0.0009210:19 O=0.00092 H=0.00093 L=0.0009 C=0.0009210:20 O=0.00092 H=0.00092 L=0.0009 C=0.000910:21 O=0.0009 H=0.00091 L=0.00089 C=0.000910:22 O=0.0009 H=0.00092 L=0.00089 C=0.0009110:23 O=0.00091 H=0.00092 L=0.0009 C=0.0009110:24 O=0.00091 H=0.00092 L=0.00089 C=0.000910:25 O=0.0009 H=0.0009 L=0.00089 C=0.000910:26 O=0.00091 H=0.00091 L=0.00089 C=0.0008910:27 O=0.0009 H=0.0009 L=0.00088 C=0.000910:28 O=0.0009 H=0.00092 L=0.0009 C=0.000910:29 O=0.0009 H=0.00091 L=0.0009 C=0.0009110:30 O=0.00092 H=0.00092 L=0.0009 C=0.0009110:3010:31 O=0.00092 H=0.00095 L=0.00092 C=0.0009510:32 O=0.00094 H=0.00097 L=0.00094 C=0.0009510:33 O=0.00095 H=0.00096 L=0.00095 C=0.0009510:34 O=0.00095 H=0.00096 L=0.00095 C=0.0009610:35 O=0.00095 H=0.00096 L=0.00094 C=0.0009510:36 O=0.00095 H=0.00095 L=0.00094 C=0.0009510:37 O=0.00095 H=0.00097 L=0.00095 C=0.0009710:38 O=0.00097 H=0.00097 L=0.00095 C=0.0009610:39 O=0.00095 H=0.00096 L=0.00095 C=0.0009510:40 O=0.00096 H=0.00096 L=0.00094 C=0.0009510:41 O=0.00094 H=0.00095 L=0.00094 C=0.0009410:42 O=0.00094 H=0.00095 L=0.00094 C=0.0009510:43 O=0.00095 H=0.00096 L=0.00095 C=0.0009610:44 O=0.00096 H=0.00096 L=0.00095 C=0.0009510:45 O=0.00095 H=0.00096 L=0.00094 C=0.0009510:46 O=0.00095 H=0.00095 L=0.00094 C=0.0009410:47 O=0.00094 H=0.00095 L=0.00094 C=0.0009410:48 O=0.00095 H=0.00095 L=0.00093 C=0.0009410:49 O=0.00094 H=0.00095 L=0.00092 C=0.0009410:50 O=0.00094 H=0.00095 L=0.00094 C=0.0009410:51 O=0.00094 H=0.00095 L=0.00093 C=0.0009410:52 O=0.00095 H=0.00095 L=0.00094 C=0.0009510:53 O=0.00095 H=0.00097 L=0.00094 C=0.0009710:54 O=0.00097 H=0.00097 L=0.00095 C=0.0009510:55 O=0.00095 H=0.00095 L=0.00093 C=0.0009410:56 O=0.00095 H=0.00095 L=0.00094 C=0.0009510:57 O=0.00096 H=0.00096 L=0.00095 C=0.0009610:58 O=0.00096 H=0.00096 L=0.00094 C=0.0009410:59 O=0.00095 H=0.00096 L=0.00095 C=0.0009611:00 O=0.00096 H=0.00096 L=0.00095 C=0.0009511:00
IOSTUSDT -30.46%（最終出場 2026-09-10 12:00）
0.0010260.0011350.00124412:00 O=0.001196 H=0.001244 L=0.00118 C=0.00119412:0012:01 O=0.001192 H=0.001192 L=0.00117 C=0.0011812:02 O=0.001178 H=0.00121 L=0.001177 C=0.00118812:03 O=0.00119 H=0.001202 L=0.001175 C=0.00117812:04 O=0.001178 H=0.00118 L=0.001156 C=0.00116512:05 O=0.001162 H=0.001188 L=0.001158 C=0.00117612:06 O=0.001175 H=0.00118 L=0.00116 C=0.00116712:07 O=0.001164 H=0.001164 L=0.001146 C=0.00114612:08 O=0.001148 H=0.001158 L=0.001142 C=0.00115412:09 O=0.001155 H=0.001162 L=0.00115 C=0.00115712:10 O=0.001156 H=0.001164 L=0.001149 C=0.00115312:11 O=0.001153 H=0.001164 L=0.00115 C=0.00116212:12 O=0.001161 H=0.001213 L=0.001161 C=0.00119712:13 O=0.0012 H=0.001222 L=0.001198 C=0.00121512:14 O=0.001213 H=0.001222 L=0.0012 C=0.00120912:15 O=0.001209 H=0.001213 L=0.001201 C=0.00120612:16 O=0.001203 H=0.001211 L=0.001194 C=0.00120112:17 O=0.001198 H=0.001224 L=0.001185 C=0.00119912:18 O=0.0012 H=0.001213 L=0.00119 C=0.00119412:19 O=0.001189 H=0.001196 L=0.001174 C=0.00118312:20 O=0.001182 H=0.001187 L=0.001157 C=0.00116712:21 O=0.001165 H=0.001166 L=0.001154 C=0.00115812:22 O=0.001158 H=0.001164 L=0.001151 C=0.00115312:23 O=0.001151 H=0.001154 L=0.001105 C=0.00111512:24 O=0.001117 H=0.001139 L=0.001105 C=0.00112812:25 O=0.001128 H=0.001137 L=0.001124 C=0.00112912:26 O=0.001128 H=0.001135 L=0.00112 C=0.00113312:27 O=0.001132 H=0.001189 L=0.001127 C=0.00115812:28 O=0.00116 H=0.001193 L=0.001067 C=0.00108512:29 O=0.001085 H=0.001095 L=0.001075 C=0.00109112:30 O=0.001091 H=0.001094 L=0.001081 C=0.00108712:3012:31 O=0.001086 H=0.001089 L=0.00105 C=0.0010512:32 O=0.001051 H=0.00106 L=0.001026 C=0.00104712:33 O=0.001046 H=0.001058 L=0.001041 C=0.00105312:34 O=0.001056 H=0.001076 L=0.00105 C=0.00107512:35 O=0.001076 H=0.001082 L=0.001069 C=0.00108112:36 O=0.001083 H=0.001089 L=0.001074 C=0.0010812:37 O=0.00108 H=0.001085 L=0.001073 C=0.00108412:38 O=0.001082 H=0.001114 L=0.001079 C=0.00110712:39 O=0.001107 H=0.001116 L=0.001098 C=0.00110612:40 O=0.001106 H=0.001113 L=0.001101 C=0.00110412:41 O=0.001101 H=0.001106 L=0.001088 C=0.00110312:42 O=0.001103 H=0.001107 L=0.001094 C=0.00110312:43 O=0.001104 H=0.001106 L=0.001091 C=0.00109812:44 O=0.001097 H=0.001103 L=0.001093 C=0.00109912:45 O=0.001099 H=0.00113 L=0.001098 C=0.00112412:46 O=0.001127 H=0.001127 L=0.001107 C=0.00111312:47 O=0.001113 H=0.001119 L=0.001106 C=0.00111212:48 O=0.001108 H=0.001111 L=0.00109 C=0.00109812:49 O=0.001098 H=0.001102 L=0.001092 C=0.00109612:50 O=0.001094 H=0.001095 L=0.001081 C=0.00108812:51 O=0.001088 H=0.0011 L=0.001076 C=0.00107912:52 O=0.001078 H=0.001094 L=0.001068 C=0.00109312:53 O=0.001091 H=0.001104 L=0.001088 C=0.00109712:54 O=0.001096 H=0.001096 L=0.001078 C=0.00107812:55 O=0.001081 H=0.001092 L=0.001079 C=0.00108612:56 O=0.001085 H=0.001102 L=0.001084 C=0.00110212:57 O=0.001099 H=0.001113 L=0.001086 C=0.00109412:58 O=0.00109 H=0.001099 L=0.001088 C=0.00109912:59 O=0.001098 H=0.001099 L=0.001091 C=0.00109613:00 O=0.001094 H=0.001133 L=0.001089 C=0.00110713:00
EPICUSDT -28.62%（最終出場 2026-08-10 02:00）
0.55220.81821.084202:00 O=0.9967 H=1 L=0.9873 C=0.994402:0002:01 O=0.9943 H=0.9943 L=0.9785 C=0.986602:02 O=0.9865 H=1.0043 L=0.981 C=0.997202:03 O=0.9972 H=1.0165 L=0.9889 C=1.016302:04 O=1.0164 H=1.0413 L=1.0164 C=1.03802:05 O=1.038 H=1.0406 L=1.0253 C=1.027802:06 O=1.027 H=1.0419 L=1.0063 C=1.008102:07 O=1.0087 H=1.022 L=0.9937 C=0.998202:08 O=0.9981 H=1.0101 L=0.9946 C=1.004702:09 O=1.0037 H=1.0046 L=0.9946 C=1.004602:10 O=1.0043 H=1.0101 L=1.0014 C=1.00402:11 O=1.004 H=1.0078 L=0.9996 C=1.002202:12 O=1.0017 H=1.0021 L=0.989 C=0.990102:13 O=0.9901 H=1.0034 L=0.9778 C=1.001402:14 O=1.001 H=1.03 L=0.9979 C=1.0102:15 O=1.0099 H=1.0421 L=1.0078 C=1.041902:16 O=1.042 H=1.0842 L=1.0356 C=1.074902:17 O=1.075 H=1.078 L=1.0285 C=1.032302:18 O=1.0322 H=1.0416 L=1.014 C=1.017302:19 O=1.0183 H=1.0268 L=1.0116 C=1.026702:20 O=1.0267 H=1.0292 L=1.0118 C=1.018902:21 O=1.019 H=1.0198 L=1.0035 C=1.008202:22 O=1.0084 H=1.0115 L=0.997 C=0.999802:23 O=0.9997 H=0.9997 L=0.9841 C=0.985602:24 O=0.986 H=0.9894 L=0.9795 C=0.986802:25 O=0.9861 H=0.9877 L=0.9611 C=0.963102:26 O=0.9632 H=0.9639 L=0.93 C=0.932702:27 O=0.9327 H=0.9386 L=0.9251 C=0.932402:28 O=0.9321 H=0.9352 L=0.8992 C=0.932602:29 O=0.9316 H=0.9521 L=0.8967 C=0.898802:30 O=0.8987 H=0.9025 L=0.864 C=0.86402:3002:31 O=0.8638 H=0.8822 L=0.8496 C=0.870802:32 O=0.8703 H=0.9294 L=0.8607 C=0.887102:33 O=0.8866 H=0.9181 L=0.8848 C=0.893102:34 O=0.893 H=0.916 L=0.8617 C=0.891902:35 O=0.8913 H=0.8998 L=0.856 C=0.862502:36 O=0.8624 H=0.8629 L=0.8052 C=0.814402:37 O=0.8149 H=0.83 L=0.8008 C=0.813202:38 O=0.8132 H=0.8322 L=0.7851 C=0.813602:39 O=0.8136 H=0.8369 L=0.7924 C=0.801502:40 O=0.8014 H=0.805 L=0.7812 C=0.794302:41 O=0.7943 H=0.8012 L=0.7576 C=0.766402:42 O=0.7666 H=0.8069 L=0.75 C=0.750702:43 O=0.7506 H=0.7605 L=0.7321 C=0.740302:44 O=0.7403 H=0.757 L=0.717 C=0.717202:45 O=0.7177 H=0.7285 L=0.6951 C=0.708902:46 O=0.7088 H=0.7115 L=0.6713 C=0.682102:47 O=0.6819 H=0.698 L=0.6193 C=0.663302:48 O=0.6633 H=0.6946 L=0.6546 C=0.659802:49 O=0.6592 H=0.6604 L=0.6011 C=0.604302:50 O=0.6044 H=0.6523 L=0.5874 C=0.592502:51 O=0.5928 H=0.6817 L=0.58 C=0.612902:52 O=0.6137 H=0.6569 L=0.5824 C=0.654602:53 O=0.6552 H=0.7084 L=0.6378 C=0.703702:54 O=0.7037 H=0.7493 L=0.6995 C=0.72202:55 O=0.7219 H=0.7544 L=0.6802 C=0.72502:56 O=0.725 H=0.7408 L=0.6425 C=0.696202:57 O=0.6961 H=0.7121 L=0.6481 C=0.663902:58 O=0.6635 H=0.6659 L=0.6 C=0.613502:59 O=0.6143 H=0.6239 L=0.5647 C=0.572803:00 O=0.5721 H=0.5794 L=0.5522 C=0.572403:00
TUTUSDT -28.44%（最終出場 2026-09-10 06:00）
0.015440.019150.0228606:00 O=0.02286 H=0.02286 L=0.02286 C=0.0228606:0006:01 O=0.02284 H=0.02285 L=0.02284 C=0.0228406:02 O=0.02283 H=0.02283 L=0.02279 C=0.0228206:03 O=0.02281 H=0.02283 L=0.0228 C=0.022806:04 O=0.0228 H=0.0228 L=0.02279 C=0.0227906:05 O=0.02279 H=0.02279 L=0.02267 C=0.0226806:06 O=0.02266 H=0.02267 L=0.02254 C=0.0225906:07 O=0.0226 H=0.0226 L=0.0225 C=0.0225106:08 O=0.02251 H=0.02251 L=0.018 C=0.0180806:09 O=0.018 H=0.0206 L=0.01544 C=0.0201506:10 O=0.02011 H=0.02099 L=0.02 C=0.0206906:11 O=0.02069 H=0.02136 L=0.0206 C=0.0209206:12 O=0.02094 H=0.02096 L=0.02045 C=0.0205506:13 O=0.02054 H=0.02087 L=0.0205 C=0.0205506:14 O=0.02056 H=0.02059 L=0.0204 C=0.0204606:15 O=0.02048 H=0.02065 L=0.02046 C=0.0206206:16 O=0.02063 H=0.02087 L=0.02058 C=0.0208106:17 O=0.02083 H=0.02087 L=0.0207 C=0.0207406:18 O=0.02077 H=0.021 L=0.02076 C=0.020806:19 O=0.02079 H=0.02093 L=0.02078 C=0.0209106:20 O=0.02092 H=0.02103 L=0.02081 C=0.0208606:21 O=0.02087 H=0.02089 L=0.0208 C=0.0208106:22 O=0.02082 H=0.02082 L=0.02058 C=0.0206206:23 O=0.02062 H=0.02071 L=0.02058 C=0.0206606:24 O=0.02066 H=0.02067 L=0.02057 C=0.0205806:25 O=0.02058 H=0.02082 L=0.02058 C=0.0207106:26 O=0.0207 H=0.02073 L=0.02065 C=0.0206906:27 O=0.02069 H=0.0207 L=0.02061 C=0.0206706:28 O=0.02067 H=0.02078 L=0.02062 C=0.0207406:29 O=0.02074 H=0.02088 L=0.0207 C=0.020706:30 O=0.02069 H=0.02072 L=0.02065 C=0.0206706:3006:31 O=0.02069 H=0.0207 L=0.02062 C=0.0206206:32 O=0.02062 H=0.02063 L=0.02054 C=0.0205606:33 O=0.02054 H=0.02056 L=0.02041 C=0.0204706:34 O=0.02045 H=0.02049 L=0.02034 C=0.0203906:35 O=0.0204 H=0.02043 L=0.02036 C=0.0203906:36 O=0.02039 H=0.02048 L=0.02036 C=0.0204206:37 O=0.0204 H=0.02053 L=0.0204 C=0.0204806:38 O=0.02048 H=0.02051 L=0.0204 C=0.0204206:39 O=0.02041 H=0.02048 L=0.0204 C=0.0204506:40 O=0.02042 H=0.0205 L=0.0204 C=0.0204306:41 O=0.02041 H=0.02046 L=0.02039 C=0.0204106:42 O=0.0204 H=0.02042 L=0.02037 C=0.0203806:43 O=0.02036 H=0.02041 L=0.02033 C=0.0203606:44 O=0.02035 H=0.02067 L=0.02035 C=0.0206206:45 O=0.02061 H=0.02087 L=0.02058 C=0.0206306:46 O=0.02061 H=0.02064 L=0.02041 C=0.0204406:47 O=0.02042 H=0.02044 L=0.02033 C=0.020406:48 O=0.02041 H=0.02043 L=0.02035 C=0.0203706:49 O=0.02038 H=0.02056 L=0.02036 C=0.0205406:50 O=0.02055 H=0.02061 L=0.02054 C=0.0206106:51 O=0.0206 H=0.02063 L=0.02056 C=0.0205906:52 O=0.02058 H=0.02058 L=0.02046 C=0.0204706:53 O=0.02046 H=0.02046 L=0.02035 C=0.0203806:54 O=0.02036 H=0.02044 L=0.02036 C=0.0204106:55 O=0.0204 H=0.02041 L=0.02034 C=0.0203606:56 O=0.02036 H=0.02039 L=0.02026 C=0.0202606:57 O=0.02029 H=0.0203 L=0.02025 C=0.0202906:58 O=0.02027 H=0.02029 L=0.02017 C=0.0202306:59 O=0.02025 H=0.0204 L=0.02025 C=0.020307:00 O=0.02029 H=0.02038 L=0.02028 C=0.0202907:00
HEMIUSDT -26.85%（最終出場 2026-09-03 16:00）
0.01530.017080.0188616:00 O=0.01874 H=0.01886 L=0.0185 C=0.0185516:0016:01 O=0.01854 H=0.01859 L=0.01685 C=0.0173316:02 O=0.01734 H=0.01741 L=0.01717 C=0.0173616:03 O=0.01735 H=0.01738 L=0.01585 C=0.0163516:04 O=0.01634 H=0.01649 L=0.01615 C=0.0163616:05 O=0.01636 H=0.01683 L=0.01628 C=0.0167816:06 O=0.0168 H=0.01747 L=0.01663 C=0.0168516:07 O=0.01684 H=0.01694 L=0.01654 C=0.0167516:08 O=0.01675 H=0.0168 L=0.01664 C=0.0166516:09 O=0.01666 H=0.01752 L=0.01664 C=0.0172616:10 O=0.01725 H=0.01734 L=0.01696 C=0.017116:11 O=0.01709 H=0.01709 L=0.0166 C=0.0169416:12 O=0.01692 H=0.01692 L=0.01603 C=0.0161916:13 O=0.01618 H=0.01641 L=0.01615 C=0.016316:14 O=0.0163 H=0.01645 L=0.01623 C=0.0163416:15 O=0.01634 H=0.01636 L=0.01619 C=0.0162416:16 O=0.01624 H=0.01625 L=0.01609 C=0.0161616:17 O=0.01616 H=0.01653 L=0.01614 C=0.0164116:18 O=0.01641 H=0.01658 L=0.01627 C=0.0164616:19 O=0.01646 H=0.01657 L=0.01639 C=0.0165416:20 O=0.01654 H=0.01664 L=0.01641 C=0.0165816:21 O=0.01658 H=0.01658 L=0.01638 C=0.0163816:22 O=0.01638 H=0.01639 L=0.01603 C=0.0161616:23 O=0.01617 H=0.01631 L=0.01613 C=0.0162116:24 O=0.01621 H=0.01646 L=0.01594 C=0.0164216:25 O=0.01642 H=0.01646 L=0.01578 C=0.0159516:26 O=0.01595 H=0.01618 L=0.01588 C=0.0159716:27 O=0.01596 H=0.01619 L=0.01593 C=0.016116:28 O=0.0161 H=0.01623 L=0.01592 C=0.016116:29 O=0.01609 H=0.01633 L=0.01609 C=0.0162716:30 O=0.01628 H=0.01635 L=0.01588 C=0.0161216:3016:31 O=0.0161 H=0.01634 L=0.0161 C=0.0162616:32 O=0.01626 H=0.01646 L=0.01611 C=0.016216:33 O=0.01619 H=0.01624 L=0.01609 C=0.0162216:34 O=0.01622 H=0.01637 L=0.01617 C=0.0163316:35 O=0.01632 H=0.01648 L=0.01626 C=0.0162916:36 O=0.01628 H=0.01638 L=0.01621 C=0.0163716:37 O=0.01637 H=0.01657 L=0.01636 C=0.0164416:38 O=0.01643 H=0.0165 L=0.01635 C=0.016416:39 O=0.01641 H=0.01666 L=0.01635 C=0.0166116:40 O=0.01661 H=0.01674 L=0.01656 C=0.0166316:41 O=0.01662 H=0.01673 L=0.01657 C=0.016716:42 O=0.01671 H=0.01686 L=0.01666 C=0.0168416:43 O=0.01684 H=0.01684 L=0.01656 C=0.0166216:44 O=0.0166 H=0.01661 L=0.01591 C=0.0160216:45 O=0.01601 H=0.0161 L=0.01594 C=0.0160416:46 O=0.01605 H=0.01608 L=0.01533 C=0.0157916:47 O=0.01578 H=0.01582 L=0.0153 C=0.0154916:48 O=0.01549 H=0.01568 L=0.01535 C=0.0156616:49 O=0.01566 H=0.01587 L=0.01561 C=0.015816:50 O=0.0158 H=0.01613 L=0.01578 C=0.0159516:51 O=0.01595 H=0.01598 L=0.01571 C=0.0158216:52 O=0.01582 H=0.01589 L=0.0158 C=0.0158716:53 O=0.01587 H=0.01597 L=0.01585 C=0.0159516:54 O=0.01595 H=0.01613 L=0.0159 C=0.0161216:55 O=0.01612 H=0.0162 L=0.01589 C=0.01616:56 O=0.01599 H=0.01613 L=0.0159 C=0.0159216:57 O=0.01593 H=0.01603 L=0.01572 C=0.0157216:58 O=0.01573 H=0.01582 L=0.01567 C=0.0157816:59 O=0.01577 H=0.01584 L=0.01569 C=0.0157717:00 O=0.01577 H=0.01579 L=0.01555 C=0.0156917:00

直接抓Binance現貨API當下那個小時的1分鐘K線畫成蠟燭圖，方便核對而不用自己 再去交易所找日期；抓取失敗(斷網/該幣已下架/該時段太久遠沒有分鐘資料)的那幾筆會顯示抓取 失敗訊息，不影響其它筆。

第2名：model=lightgbm（快篩分數-1.344%）

使用指標：volatility, compression, breakout_pct, bb_pctb, bb_bandwidth, atr_pct, obv_slope, momentum_accel

每輪取前8名、分數上限=5.1%、 第一段(觸發0.000%/回落0.217%/賣出55.0%)、 第二段(觸發79.943%/回落5.962%)（皆為權益層級）
單筆等效複利率=-1.146%、 軌道勝率=0.0%、ROI=-1.03%、 停損觸發率=12.3%、截斷率=0.0%
基準線(全部候選不排名)：單筆等效複利率=-0.220%、贏過基準線=-0.925%
(-inf, -50.0]%: 0筆 (0.00%)(-inf, -50.0]%0筆(0.0%)(-50.0, -45.0]%: 0筆 (0.00%)(-50.0, -45.0]%0筆(0.0%)(-45.0, -40.0]%: 0筆 (0.00%)(-45.0, -40.0]%0筆(0.0%)(-40.0, -38.0]%: 0筆 (0.00%)(-40.0, -38.0]%0筆(0.0%)(-38.0, -36.0]%: 0筆 (0.00%)(-38.0, -36.0]%0筆(0.0%)(-36.0, -34.0]%: 0筆 (0.00%)(-36.0, -34.0]%0筆(0.0%)(-34.0, -32.0]%: 0筆 (0.00%)(-34.0, -32.0]%0筆(0.0%)(-32.0, -30.0]%: 0筆 (0.00%)(-32.0, -30.0]%0筆(0.0%)(-30.0, -28.0]%: 0筆 (0.00%)(-30.0, -28.0]%0筆(0.0%)(-28.0, -26.0]%: 1筆 (0.01%)(-28.0, -26.0]%1筆(0.0%)(-26.0, -24.0]%: 0筆 (0.00%)(-26.0, -24.0]%0筆(0.0%)(-24.0, -22.0]%: 3筆 (0.03%)(-24.0, -22.0]%3筆(0.0%)(-22.0, -20.0]%: 16筆 (0.17%)(-22.0, -20.0]%16筆(0.2%)(-20.0, -10.0]%: 1554筆 (16.34%)(-20.0, -10.0]%1554筆(16.3%)(-10.0, -5.0]%: 1714筆 (18.02%)(-10.0, -5.0]%1714筆(18.0%)(-5.0, -2.0]%: 1504筆 (15.81%)(-5.0, -2.0]%1504筆(15.8%)(-2.0, -1.0]%: 536筆 (5.63%)(-2.0, -1.0]%536筆(5.6%)(-1.0, -0.5]%: 269筆 (2.83%)(-1.0, -0.5]%269筆(2.8%)(-0.5, 0.0]%: 250筆 (2.63%)(-0.5, 0.0]%250筆(2.6%)(0.0, 0.5]%: 231筆 (2.43%)(0.0, 0.5]%231筆(2.4%)(0.5, 1.0]%: 235筆 (2.47%)(0.5, 1.0]%235筆(2.5%)(1.0, 2.0]%: 415筆 (4.36%)(1.0, 2.0]%415筆(4.4%)(2.0, 5.0]%: 911筆 (9.58%)(2.0, 5.0]%911筆(9.6%)(5.0, 10.0]%: 764筆 (8.03%)(5.0, 10.0]%764筆(8.0%)(10.0, 15.0]%: 385筆 (4.05%)(10.0, 15.0]%385筆(4.0%)(15.0, 20.0]%: 235筆 (2.47%)(15.0, 20.0]%235筆(2.5%)(20.0, 25.0]%: 181筆 (1.90%)(20.0, 25.0]%181筆(1.9%)(25.0, 30.0]%: 179筆 (1.88%)(25.0, 30.0]%179筆(1.9%)(30.0, 35.0]%: 105筆 (1.10%)(30.0, 35.0]%105筆(1.1%)(35.0, 40.0]%: 18筆 (0.19%)(35.0, 40.0]%18筆(0.2%)(40.0, 45.0]%: 5筆 (0.05%)(40.0, 45.0]%5筆(0.1%)(45.0, 50.0]%: 0筆 (0.00%)(45.0, 50.0]%0筆(0.0%)(50.0, 60.0]%: 1筆 (0.01%)(50.0, 60.0]%1筆(0.0%)(60.0, 70.0]%: 0筆 (0.00%)(60.0, 70.0]%0筆(0.0%)(70.0, 80.0]%: 0筆 (0.00%)(70.0, 80.0]%0筆(0.0%)(80.0, 90.0]%: 0筆 (0.00%)(80.0, 90.0]%0筆(0.0%)(90.0, 100.0]%: 0筆 (0.00%)(90.0, 100.0]%0筆(0.0%)(100.0, +inf]%: 0筆 (0.00%)(100.0, +inf]%0筆(0.0%)
1,3421,6071,8722,1372,4012026-07-252026-08-062026-08-182026-08-312026-09-12

第3名：model=lightgbm（快篩分數-1.286%）

使用指標：volatility, ma_ratio, compression, dist_from_high, macd_hist_pct, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long

每輪取前15名、分數上限=5.0%、 第一段(觸發0.000%/回落0.532%/賣出11.5%)、 第二段(觸發74.175%/回落1.627%)（皆為權益層級）
單筆等效複利率=-1.258%、 軌道勝率=0.0%、ROI=-0.96%、 停損觸發率=10.7%、截斷率=0.0%
基準線(全部候選不排名)：單筆等效複利率=+0.301%、贏過基準線=-1.560%
(-inf, -50.0]%: 0筆 (0.00%)(-inf, -50.0]%0筆(0.0%)(-50.0, -45.0]%: 1筆 (0.01%)(-50.0, -45.0]%1筆(0.0%)(-45.0, -40.0]%: 2筆 (0.01%)(-45.0, -40.0]%2筆(0.0%)(-40.0, -38.0]%: 12筆 (0.07%)(-40.0, -38.0]%12筆(0.1%)(-38.0, -36.0]%: 20筆 (0.11%)(-38.0, -36.0]%20筆(0.1%)(-36.0, -34.0]%: 27筆 (0.15%)(-36.0, -34.0]%27筆(0.2%)(-34.0, -32.0]%: 35筆 (0.20%)(-34.0, -32.0]%35筆(0.2%)(-32.0, -30.0]%: 91筆 (0.51%)(-32.0, -30.0]%91筆(0.5%)(-30.0, -28.0]%: 492筆 (2.76%)(-30.0, -28.0]%492筆(2.8%)(-28.0, -26.0]%: 1239筆 (6.95%)(-28.0, -26.0]%1239筆(6.9%)(-26.0, -24.0]%: 63筆 (0.35%)(-26.0, -24.0]%63筆(0.4%)(-24.0, -22.0]%: 146筆 (0.82%)(-24.0, -22.0]%146筆(0.8%)(-22.0, -20.0]%: 279筆 (1.56%)(-22.0, -20.0]%279筆(1.6%)(-20.0, -10.0]%: 2957筆 (16.58%)(-20.0, -10.0]%2957筆(16.6%)(-10.0, -5.0]%: 2465筆 (13.82%)(-10.0, -5.0]%2465筆(13.8%)(-5.0, -2.0]%: 1610筆 (9.03%)(-5.0, -2.0]%1610筆(9.0%)(-2.0, -1.0]%: 533筆 (2.99%)(-2.0, -1.0]%533筆(3.0%)(-1.0, -0.5]%: 238筆 (1.33%)(-1.0, -0.5]%238筆(1.3%)(-0.5, 0.0]%: 300筆 (1.68%)(-0.5, 0.0]%300筆(1.7%)(0.0, 0.5]%: 258筆 (1.45%)(0.0, 0.5]%258筆(1.4%)(0.5, 1.0]%: 256筆 (1.44%)(0.5, 1.0]%256筆(1.4%)(1.0, 2.0]%: 464筆 (2.60%)(1.0, 2.0]%464筆(2.6%)(2.0, 5.0]%: 1249筆 (7.00%)(2.0, 5.0]%1249筆(7.0%)(5.0, 10.0]%: 1559筆 (8.74%)(5.0, 10.0]%1559筆(8.7%)(10.0, 15.0]%: 918筆 (5.15%)(10.0, 15.0]%918筆(5.1%)(15.0, 20.0]%: 613筆 (3.44%)(15.0, 20.0]%613筆(3.4%)(20.0, 25.0]%: 428筆 (2.40%)(20.0, 25.0]%428筆(2.4%)(25.0, 30.0]%: 318筆 (1.78%)(25.0, 30.0]%318筆(1.8%)(30.0, 35.0]%: 226筆 (1.27%)(30.0, 35.0]%226筆(1.3%)(35.0, 40.0]%: 184筆 (1.03%)(35.0, 40.0]%184筆(1.0%)(40.0, 45.0]%: 206筆 (1.16%)(40.0, 45.0]%206筆(1.2%)(45.0, 50.0]%: 192筆 (1.08%)(45.0, 50.0]%192筆(1.1%)(50.0, 60.0]%: 341筆 (1.91%)(50.0, 60.0]%341筆(1.9%)(60.0, 70.0]%: 105筆 (0.59%)(60.0, 70.0]%105筆(0.6%)(70.0, 80.0]%: 8筆 (0.04%)(70.0, 80.0]%8筆(0.0%)(80.0, 90.0]%: 0筆 (0.00%)(80.0, 90.0]%0筆(0.0%)(90.0, 100.0]%: 0筆 (0.00%)(90.0, 100.0]%0筆(0.0%)(100.0, +inf]%: 0筆 (0.00%)(100.0, +inf]%0筆(0.0%)
1,2401,5291,8172,1062,3942026-07-252026-08-062026-08-182026-08-312026-09-12

第4名：model=lightgbm（快篩分數-1.284%）

使用指標：volatility, compression, dist_from_high, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long, momentum_accel

每輪取前11名、分數上限=5.1%、 第一段(觸發0.000%/回落0.426%/賣出21.9%)、 第二段(觸發78.063%/回落17.814%)（皆為權益層級）
單筆等效複利率=-1.284%、 軌道勝率=4.2%、ROI=-1.02%、 停損觸發率=11.9%、截斷率=0.0%
基準線(全部候選不排名)：單筆等效複利率=+0.135%、贏過基準線=-1.419%
(-inf, -50.0]%: 0筆 (0.00%)(-inf, -50.0]%0筆(0.0%)(-50.0, -45.0]%: 1筆 (0.01%)(-50.0, -45.0]%1筆(0.0%)(-45.0, -40.0]%: 1筆 (0.01%)(-45.0, -40.0]%1筆(0.0%)(-40.0, -38.0]%: 0筆 (0.00%)(-40.0, -38.0]%0筆(0.0%)(-38.0, -36.0]%: 1筆 (0.01%)(-38.0, -36.0]%1筆(0.0%)(-36.0, -34.0]%: 7筆 (0.05%)(-36.0, -34.0]%7筆(0.1%)(-34.0, -32.0]%: 15筆 (0.11%)(-34.0, -32.0]%15筆(0.1%)(-32.0, -30.0]%: 19筆 (0.15%)(-32.0, -30.0]%19筆(0.1%)(-30.0, -28.0]%: 44筆 (0.34%)(-30.0, -28.0]%44筆(0.3%)(-28.0, -26.0]%: 155筆 (1.19%)(-28.0, -26.0]%155筆(1.2%)(-26.0, -24.0]%: 1216筆 (9.30%)(-26.0, -24.0]%1216筆(9.3%)(-24.0, -22.0]%: 120筆 (0.92%)(-24.0, -22.0]%120筆(0.9%)(-22.0, -20.0]%: 94筆 (0.72%)(-22.0, -20.0]%94筆(0.7%)(-20.0, -10.0]%: 2009筆 (15.36%)(-20.0, -10.0]%2009筆(15.4%)(-10.0, -5.0]%: 1888筆 (14.44%)(-10.0, -5.0]%1888筆(14.4%)(-5.0, -2.0]%: 1267筆 (9.69%)(-5.0, -2.0]%1267筆(9.7%)(-2.0, -1.0]%: 429筆 (3.28%)(-2.0, -1.0]%429筆(3.3%)(-1.0, -0.5]%: 199筆 (1.52%)(-1.0, -0.5]%199筆(1.5%)(-0.5, 0.0]%: 192筆 (1.47%)(-0.5, 0.0]%192筆(1.5%)(0.0, 0.5]%: 200筆 (1.53%)(0.0, 0.5]%200筆(1.5%)(0.5, 1.0]%: 159筆 (1.22%)(0.5, 1.0]%159筆(1.2%)(1.0, 2.0]%: 403筆 (3.08%)(1.0, 2.0]%403筆(3.1%)(2.0, 5.0]%: 996筆 (7.62%)(2.0, 5.0]%996筆(7.6%)(5.0, 10.0]%: 1217筆 (9.30%)(5.0, 10.0]%1217筆(9.3%)(10.0, 15.0]%: 722筆 (5.52%)(10.0, 15.0]%722筆(5.5%)(15.0, 20.0]%: 419筆 (3.20%)(15.0, 20.0]%419筆(3.2%)(20.0, 25.0]%: 298筆 (2.28%)(20.0, 25.0]%298筆(2.3%)(25.0, 30.0]%: 216筆 (1.65%)(25.0, 30.0]%216筆(1.7%)(30.0, 35.0]%: 195筆 (1.49%)(30.0, 35.0]%195筆(1.5%)(35.0, 40.0]%: 156筆 (1.19%)(35.0, 40.0]%156筆(1.2%)(40.0, 45.0]%: 187筆 (1.43%)(40.0, 45.0]%187筆(1.4%)(45.0, 50.0]%: 99筆 (0.76%)(45.0, 50.0]%99筆(0.8%)(50.0, 60.0]%: 104筆 (0.80%)(50.0, 60.0]%104筆(0.8%)(60.0, 70.0]%: 35筆 (0.27%)(60.0, 70.0]%35筆(0.3%)(70.0, 80.0]%: 13筆 (0.10%)(70.0, 80.0]%13筆(0.1%)(80.0, 90.0]%: 2筆 (0.02%)(80.0, 90.0]%2筆(0.0%)(90.0, 100.0]%: 0筆 (0.00%)(90.0, 100.0]%0筆(0.0%)(100.0, +inf]%: 1筆 (0.01%)(100.0, +inf]%1筆(0.0%)
1,2271,5181,8102,1012,3922026-07-252026-08-062026-08-182026-08-312026-09-12

第5名：model=lightgbm（快篩分數-1.416%）

使用指標：volume_surge, volatility, ma_ratio, compression, dist_from_high, bb_bandwidth, atr_pct, stoch_k, obv_slope, momentum_long, momentum_accel, volume_surge_peer_rank

每輪取前15名、分數上限=5.0%、 第一段(觸發0.000%/回落0.201%/賣出85.2%)、 第二段(觸發79.443%/回落4.950%)（皆為權益層級）
單筆等效複利率=-1.285%、 軌道勝率=0.0%、ROI=-1.28%、 停損觸發率=11.1%、截斷率=0.0%
基準線(全部候選不排名)：單筆等效複利率=-0.616%、贏過基準線=-0.670%
(-inf, -50.0]%: 0筆 (0.00%)(-inf, -50.0]%0筆(0.0%)(-50.0, -45.0]%: 0筆 (0.00%)(-50.0, -45.0]%0筆(0.0%)(-45.0, -40.0]%: 0筆 (0.00%)(-45.0, -40.0]%0筆(0.0%)(-40.0, -38.0]%: 0筆 (0.00%)(-40.0, -38.0]%0筆(0.0%)(-38.0, -36.0]%: 0筆 (0.00%)(-38.0, -36.0]%0筆(0.0%)(-36.0, -34.0]%: 0筆 (0.00%)(-36.0, -34.0]%0筆(0.0%)(-34.0, -32.0]%: 0筆 (0.00%)(-34.0, -32.0]%0筆(0.0%)(-32.0, -30.0]%: 0筆 (0.00%)(-32.0, -30.0]%0筆(0.0%)(-30.0, -28.0]%: 0筆 (0.00%)(-30.0, -28.0]%0筆(0.0%)(-28.0, -26.0]%: 1筆 (0.01%)(-28.0, -26.0]%1筆(0.0%)(-26.0, -24.0]%: 1筆 (0.01%)(-26.0, -24.0]%1筆(0.0%)(-24.0, -22.0]%: 0筆 (0.00%)(-24.0, -22.0]%0筆(0.0%)(-22.0, -20.0]%: 1筆 (0.01%)(-22.0, -20.0]%1筆(0.0%)(-20.0, -10.0]%: 74筆 (0.41%)(-20.0, -10.0]%74筆(0.4%)(-10.0, -5.0]%: 2260筆 (12.67%)(-10.0, -5.0]%2260筆(12.7%)(-5.0, -2.0]%: 5019筆 (28.14%)(-5.0, -2.0]%5019筆(28.1%)(-2.0, -1.0]%: 2734筆 (15.33%)(-2.0, -1.0]%2734筆(15.3%)(-1.0, -0.5]%: 1356筆 (7.60%)(-1.0, -0.5]%1356筆(7.6%)(-0.5, 0.0]%: 1249筆 (7.00%)(-0.5, 0.0]%1249筆(7.0%)(0.0, 0.5]%: 986筆 (5.53%)(0.0, 0.5]%986筆(5.5%)(0.5, 1.0]%: 794筆 (4.45%)(0.5, 1.0]%794筆(4.5%)(1.0, 2.0]%: 1079筆 (6.05%)(1.0, 2.0]%1079筆(6.0%)(2.0, 5.0]%: 1316筆 (7.38%)(2.0, 5.0]%1316筆(7.4%)(5.0, 10.0]%: 903筆 (5.06%)(5.0, 10.0]%903筆(5.1%)(10.0, 15.0]%: 62筆 (0.35%)(10.0, 15.0]%62筆(0.3%)(15.0, 20.0]%: 0筆 (0.00%)(15.0, 20.0]%0筆(0.0%)(20.0, 25.0]%: 0筆 (0.00%)(20.0, 25.0]%0筆(0.0%)(25.0, 30.0]%: 0筆 (0.00%)(25.0, 30.0]%0筆(0.0%)(30.0, 35.0]%: 0筆 (0.00%)(30.0, 35.0]%0筆(0.0%)(35.0, 40.0]%: 0筆 (0.00%)(35.0, 40.0]%0筆(0.0%)(40.0, 45.0]%: 0筆 (0.00%)(40.0, 45.0]%0筆(0.0%)(45.0, 50.0]%: 0筆 (0.00%)(45.0, 50.0]%0筆(0.0%)(50.0, 60.0]%: 0筆 (0.00%)(50.0, 60.0]%0筆(0.0%)(60.0, 70.0]%: 0筆 (0.00%)(60.0, 70.0]%0筆(0.0%)(70.0, 80.0]%: 0筆 (0.00%)(70.0, 80.0]%0筆(0.0%)(80.0, 90.0]%: 0筆 (0.00%)(80.0, 90.0]%0筆(0.0%)(90.0, 100.0]%: 0筆 (0.00%)(90.0, 100.0]%0筆(0.0%)(100.0, +inf]%: 0筆 (0.00%)(100.0, +inf]%0筆(0.0%)
1,2661,5491,8322,1162,3992026-07-252026-08-062026-08-182026-08-312026-09-12

「快篩分數」是外層搜尋時用較少內層試驗數算出的初步per_trade_compound_pct，僅供外層排序用； 精修後(完整內層試驗數)的數字才是可信賴的最終結果。基準線比較(全部候選都進場、不排名)用來 判斷這組配置的優勢是來自「排名/選股」本身、還是主要靠出場參數運氣。僅供參考，非投資建議。

開始搜尋(預測指標x出場方式雙層AI搜尋)

外層Optuna貝氏優化搜「預測指標組合」(既有8個+7個新指標，各自可獨立開關+調窗格)+ 「模型架構」(xgboost/lightgbm/PyTorch MLP，依此主機實際裝了哪些套件動態決定)； 每組外層配置訓練一次ensemble+算排名，用較少內層試驗數快篩該配置能拿到的最佳兩段式 出場報酬；外層跑完後取分數最高的幾組重新訓練+用完整內層試驗數精修，找出最終推薦的 (預測指標, 模型架構, 出場參數)組合。這個規模的搜尋可能跑數小時，本機RAM不足時建議 在這台主機上執行。詳細方法論請見報告內文。

外層試驗次數 搜幾組不同的(預測指標, 模型架構)配置
內層快篩試驗次數 每組外層配置先用這麼多次內層(出場參數)試驗快速估分數，用來排序外層組合
內層精修試驗次數 外層分數最高的幾組，重新用這麼多次內層試驗精修出可信賴的最終結果
精修組數 外層排名前幾組要精修
候選池大小 依週成交額排名取前幾檔候選；機器記憶體不足時可調小(例如250)
集成模型數 每組配置訓練幾個不同種子的模型取平均；愈多愈穩但愈吃記憶體/時間，預設3(原本單/兩階段版本用5)
預測未來幾日 n_days
每筆投入金額(USD) stake_usd
停損值(%) 單一固定值
槓桿倍數 單一固定值；幣安槓桿只能設整數，這裡也只接受整數
模擬輪數 n_iterations
進場間隔(小時) entry_spacing_bars

表單已預先填入上次送出的參數值。停損/槓桿/滑價/手續費/隱藏反轉校正/截斷率上限/軌道勝率門檻等固定用 兩段式優化的預設值(見pumpwatch.py run_predictor_search)，這裡不重複開放調整。

歷次報告

歷次報告： 2026-09-14 · 2026-09-13 · 2026-09-12

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