【量化】策略交易之动量策略(Momentum)
【量化】策略交易之动量策略(Momentum)
一、动量策略(Momentum Strategy)原理
👉🏻 核心思想:
强者恒强,弱者恒弱。
动量策略认为,过去一段时间涨得多的资产,在未来也会继续上涨,而跌得多的资产可能会继续下跌。
👉🏻 一般流程:
-
选择观察窗口:如过去 10 天、20 天等。
-
计算收益率:当前价格相对过去 N 天前的价格变化。
-
生成交易信号:
- 如果过去收益为正(涨得多),生成买入信号;
- 如果过去收益为负(跌得多),生成卖出信号或空仓。
-
下一个周期执行交易,如隔天持仓。
二、Python 实现(以 Binance 上的 DOGE/USDT 为例)
👉🏻 Python代码
我们来实现一个动量策略,观察过去 10 根 K 线的涨跌,来决定下一根是否持仓。
# -*- coding: utf-8 -*-
# @Author: zhangfujie
# @Date: 2025-06-14 22:34:01
# @Last Modified by: zhangfujie
# @Last Modified time: 2025-06-14 23:18:16from binance.client import Client
import pandas as pd
import matplotlib.pyplot as plt
from matplotlib.font_manager import FontProperties
import os# 字体支持
def get_chinese_font():font_paths = ["/System/Library/Fonts/PingFang.ttc","/System/Library/Fonts/Supplemental/PingFang.ttc","/Library/Fonts/PingFang.ttc",]for path in font_paths:if os.path.exists(path):return FontProperties(fname=path)return Nonechinese_font = get_chinese_font()import matplotlib as mpl
if chinese_font:mpl.rcParams['font.family'] = chinese_font.get_name()mpl.rcParams['axes.unicode_minus'] = Falsedef momentum_strategy():client = Client()symbol = "DOGEUSDT"interval = Client.KLINE_INTERVAL_1HOURstart_str = "1 Jan, 2025"klines = client.get_historical_klines(symbol, interval, start_str)df = pd.DataFrame(klines, columns=["timestamp", "open", "high", "low", "close", "volume","close_time", "quote_asset_volume", "number_of_trades","taker_buy_base", "taker_buy_quote", "ignore"])df["timestamp"] = pd.to_datetime(df["timestamp"], unit="ms")df.set_index("timestamp", inplace=True)df["close"] = df["close"].astype(float)# 动量策略:过去10期收益率 > 0 就做多df["momentum"] = df["close"].pct_change(periods=10)df["signal"] = 0df.loc[df["momentum"] > 0, "signal"] = 1df.loc[df["momentum"] < 0, "signal"] = -1df["position"] = df["signal"].shift(1)df["return"] = df["close"].pct_change()df["strategy"] = df["position"] * df["return"]# 模拟交易账户usdt = 1000 # 初始资金coin = 0 # 持币数量trade_log = []total_value_series = [] # 用于记录每根K线的账户总资产for i in range(1, len(df)):row = df.iloc[i]prev_signal = df.iloc[i - 1]["signal"]price = row["close"]if prev_signal == 1 and coin == 0: # 买入信号且没持币coin = usdt / pricetrade_log.append(f"[BUY ] {row.name} 价格: {price:.4f} 买入: {coin:.2f} DOGE")usdt = 0elif prev_signal == -1 and coin > 0: # 卖出信号且持币usdt = coin * pricetrade_log.append(f"[SELL] {row.name} 价格: {price:.4f} 卖出: {coin:.2f} DOGE 获得: {usdt:.2f} USDT")coin = 0# 每一根K线后记录账户总价值total_value = usdt + coin * pricetotal_value_series.append(total_value)# ⏱ 因为从 i=1 开始的,需要对齐 indexdf = df.iloc[1:].copy()df["账户总资产"] = total_value_seriesdf["累计收益"] = df["账户总资产"].pct_change().fillna(0)df.rename(columns={"return": "持有收益","strategy": "策略收益"}, inplace=True)# 收益展示# df[["return", "strategy"]].cumsum().plot(figsize=(12, 6))df[["持有收益", "策略收益", "累计收益"]].cumsum().plot(figsize=(14, 6))plt.title("动量策略 vs 持有 vs 累计收益", fontproperties=chinese_font)plt.xlabel("时间", fontproperties=chinese_font)plt.ylabel("累计收益", fontproperties=chinese_font)plt.grid(True)plt.tight_layout()plt.show()# 计算最终累计收益final_value = df["账户总资产"].iloc[-1]total_return = (final_value - usdt) / usdtprint("\n交易日志:")for log in trade_log:print(log)print(f"\n最终持有资金: {usdt:.2f} USDT, 持币: {coin:.2f} DOGE")if __name__ == '__main__':momentum_strategy()
👉🏻 解释说明
position
→ 表示当前是否持仓entry_price
→ 记录买入价exit_price
→ 卖出价pnl
→ 每笔交易盈亏(Profit & Loss)trades
→ 交易日志列表
👉🏻 运行图表
👉🏻 运行打印
交易日志:
[BUY ] 2025-01-01 15:00:00 价格: 0.3204 买入: 3121.00 DOGE
[SELL] 2025-01-02 20:00:00 价格: 0.3374 卖出: 3121.00 DOGE 获得: 1052.96 USDT
[BUY ] 2025-01-03 00:00:00 价格: 0.3378 买入: 3117.40 DOGE
[SELL] 2025-01-03 01:00:00 价格: 0.3395 卖出: 3117.40 DOGE 获得: 1058.26 USDT
[BUY ] 2025-01-03 02:00:00 价格: 0.3403 买入: 3109.89 DOGE
[SELL] 2025-01-03 08:00:00 价格: 0.3374 卖出: 3109.89 DOGE 获得: 1049.34 USDT
[BUY ] 2025-01-03 10:00:00 价格: 0.3399 买入: 3086.83 DOGE
[SELL] 2025-01-04 16:00:00 价格: 0.3820 卖出: 3086.83 DOGE 获得: 1179.14 USDT
[BUY ] 2025-01-04 23:00:00 价格: 0.3948 买入: 2986.45 DOGE
[SELL] 2025-01-05 08:00:00 价格: 0.3863 卖出: 2986.45 DOGE 获得: 1153.57 USDT
[BUY ] 2025-01-05 22:00:00 价格: 0.3835 买入: 3007.86 DOGE
[SELL] 2025-01-06 01:00:00 价格: 0.3830 卖出: 3007.86 DOGE 获得: 1151.95 USDT
[BUY ] 2025-01-06 03:00:00 价格: 0.3860 买入: 2984.71 DOGE
[SELL] 2025-01-06 09:00:00 价格: 0.3856 卖出: 2984.71 DOGE 获得: 1151.03 USDT
[BUY ] 2025-01-06 10:00:00 价格: 0.3853 买入: 2987.43 DOGE
[SELL] 2025-01-06 13:00:00 价格: 0.3861 卖出: 2987.43 DOGE 获得: 1153.45 USDT
[BUY ] 2025-01-06 14:00:00 价格: 0.3905 买入: 2953.92 DOGE
[SELL] 2025-01-06 22:00:00 价格: 0.3878 卖出: 2953.92 DOGE 获得: 1145.53 USDT
[BUY ] 2025-01-06 23:00:00 价格: 0.3878 买入: 2953.76 DOGE
[SELL] 2025-01-07 01:00:00 价格: 0.3958 卖出: 2953.76 DOGE 获得: 1169.13 USDT
[BUY ] 2025-01-07 02:00:00 价格: 0.3913 买入: 2987.88 DOGE
[SELL] 2025-01-07 12:00:00 价格: 0.3861 卖出: 2987.88 DOGE 获得: 1153.50 USDT
[BUY ] 2025-01-08 23:00:00 价格: 0.3423 买入: 3369.86 DOGE
[SELL] 2025-01-09 00:00:00 价格: 0.3441 卖出: 3369.86 DOGE 获得: 1159.50 USDT
[BUY ] 2025-01-09 03:00:00 价格: 0.3382 买入: 3428.14 DOGE
[SELL] 2025-01-09 08:00:00 价格: 0.3335 卖出: 3428.14 DOGE 获得: 1143.22 USDT
[BUY ] 2025-01-10 00:00:00 价格: 0.3235 买入: 3534.01 DOGE
[SELL] 2025-01-10 02:00:00 价格: 0.3259 卖出: 3534.01 DOGE 获得: 1151.63 USDT
[BUY ] 2025-01-10 04:00:00 价格: 0.3274 买入: 3517.60 DOGE
[SELL] 2025-01-10 14:00:00 价格: 0.3288 卖出: 3517.60 DOGE 获得: 1156.45 USDT
[BUY ] 2025-01-10 15:00:00 价格: 0.3284 买入: 3521.57 DOGE
[SELL] 2025-01-10 16:00:00 价格: 0.3261 卖出: 3521.57 DOGE 获得: 1148.21 USDT
[BUY ] 2025-01-10 18:00:00 价格: 0.3337 买入: 3440.53 DOGE
[SELL] 2025-01-10 19:00:00 价格: 0.3352 卖出: 3440.53 DOGE 获得: 1153.23 USDT
[BUY ] 2025-01-11 00:00:00 价格: 0.3344 买入: 3448.76 DOGE
[SELL] 2025-01-11 04:00:00 价格: 0.3309 卖出: 3448.76 DOGE 获得: 1141.33 USDT
[BUY ] 2025-01-11 10:00:00 价格: 0.3364 买入: 3392.68 DOGE
[SELL] 2025-01-12 07:00:00 价格: 0.3401 卖出: 3392.68 DOGE 获得: 1153.75 USDT
[BUY ] 2025-01-12 17:00:00 价格: 0.3406 买入: 3387.30 DOGE
[SELL] 2025-01-12 22:00:00 价格: 0.3336 卖出: 3387.30 DOGE 获得: 1130.04 USDT
[BUY ] 2025-01-13 01:00:00 价格: 0.3359 买入: 3364.41 DOGE
[SELL] 2025-01-13 02:00:00 价格: 0.3336 卖出: 3364.41 DOGE 获得: 1122.33 USDT
[BUY ] 2025-01-13 20:00:00 价格: 0.3336 买入: 3364.31 DOGE
[SELL] 2025-01-15 10:00:00 价格: 0.3543 卖出: 3364.31 DOGE 获得: 1191.81 USDT
[BUY ] 2025-01-15 14:00:00 价格: 0.3677 买入: 3241.51 DOGE
[SELL] 2025-01-16 06:00:00 价格: 0.3807 卖出: 3241.51 DOGE 获得: 1234.08 USDT
[BUY ] 2025-01-16 07:00:00 价格: 0.3797 买入: 3249.79 DOGE
[SELL] 2025-01-16 09:00:00 价格: 0.3743 卖出: 3249.79 DOGE 获得: 1216.40 USDT
[BUY ] 2025-01-16 13:00:00 价格: 0.3784 买入: 3214.92 DOGE
[SELL] 2025-01-16 15:00:00 价格: 0.3815 卖出: 3214.92 DOGE 获得: 1226.62 USDT
[BUY ] 2025-01-16 16:00:00 价格: 0.3841 买入: 3193.33 DOGE
[SELL] 2025-01-16 23:00:00 价格: 0.3765 卖出: 3193.33 DOGE 获得: 1202.26 USDT
[BUY ] 2025-01-17 01:00:00 价格: 0.3848 买入: 3124.28 DOGE
[SELL] 2025-01-17 04:00:00 价格: 0.3867 卖出: 3124.28 DOGE 获得: 1208.10 USDT
[BUY ] 2025-01-17 05:00:00 价格: 0.3863 买入: 3127.11 DOGE
[SELL] 2025-01-17 06:00:00 价格: 0.3867 卖出: 3127.11 DOGE 获得: 1209.19 USDT
[BUY ] 2025-01-17 07:00:00 价格: 0.3956 买入: 3056.99 DOGE
[SELL] 2025-01-17 19:00:00 价格: 0.4164 卖出: 3056.99 DOGE 获得: 1272.87 USDT
[BUY ] 2025-01-17 20:00:00 价格: 0.4173 买入: 3050.47 DOGE
[SELL] 2025-01-18 05:00:00 价格: 0.3876 卖出: 3050.47 DOGE 获得: 1182.48 USDT
[BUY ] 2025-01-18 16:00:00 价格: 0.3885 买入: 3043.40 DOGE
[SELL] 2025-01-18 17:00:00 价格: 0.3888 卖出: 3043.40 DOGE 获得: 1183.21 USDT
[BUY ] 2025-01-19 01:00:00 价格: 0.4017 买入: 2945.74 DOGE
[SELL] 2025-01-19 09:00:00 价格: 0.3777 卖出: 2945.74 DOGE 获得: 1112.66 USDT
[BUY ] 2025-01-19 18:00:00 价格: 0.3940 买入: 2823.95 DOGE
[SELL] 2025-01-19 23:00:00 价格: 0.3584 卖出: 2823.95 DOGE 获得: 1012.10 USDT
[BUY ] 2025-01-20 08:00:00 价格: 0.3818 买入: 2650.80 DOGE
[SELL] 2025-01-20 17:00:00 价格: 0.3558 卖出: 2650.80 DOGE 获得: 943.21 USDT
[BUY ] 2025-01-21 11:00:00 价格: 0.3847 买入: 2451.55 DOGE
[SELL] 2025-01-21 22:00:00 价格: 0.3733 卖出: 2451.55 DOGE 获得: 915.19 USDT
[BUY ] 2025-01-22 00:00:00 价格: 0.3719 买入: 2461.17 DOGE
[SELL] 2025-01-22 02:00:00 价格: 0.3712 卖出: 2461.17 DOGE 获得: 913.51 USDT
[BUY ] 2025-01-23 00:00:00 价格: 0.3605 买入: 2534.09 DOGE
[SELL] 2025-01-23 01:00:00 价格: 0.3571 卖出: 2534.09 DOGE 获得: 904.97 USDT
[BUY ] 2025-01-23 15:00:00 价格: 0.3541 买入: 2555.63 DOGE
[SELL] 2025-01-23 19:00:00 价格: 0.3463 卖出: 2555.63 DOGE 获得: 884.96 USDT
[BUY ] 2025-01-23 21:00:00 价格: 0.3452 买入: 2563.63 DOGE
[SELL] 2025-01-23 22:00:00 价格: 0.3528 卖出: 2563.63 DOGE 获得: 904.37 USDT
[BUY ] 2025-01-23 23:00:00 价格: 0.3521 买入: 2568.80 DOGE
[SELL] 2025-01-24 01:00:00 价格: 0.3470 卖出: 2568.80 DOGE 获得: 891.42 USDT
[BUY ] 2025-01-24 05:00:00 价格: 0.3573 买入: 2494.68 DOGE
[SELL] 2025-01-24 19:00:00 价格: 0.3574 卖出: 2494.68 DOGE 获得: 891.62 USDT
[BUY ] 2025-01-25 11:00:00 价格: 0.3505 买入: 2544.15 DOGE
[SELL] 2025-01-25 14:00:00 价格: 0.3506 卖出: 2544.15 DOGE 获得: 891.95 USDT
[BUY ] 2025-01-25 15:00:00 价格: 0.3562 买入: 2503.87 DOGE
[SELL] 2025-01-26 02:00:00 价格: 0.3532 卖出: 2503.87 DOGE 获得: 884.42 USDT
[BUY ] 2025-01-26 05:00:00 价格: 0.3542 买入: 2497.15 DOGE
[SELL] 2025-01-26 06:00:00 价格: 0.3541 卖出: 2497.15 DOGE 获得: 884.17 USDT
[BUY ] 2025-01-26 20:00:00 价格: 0.3510 买入: 2518.85 DOGE
[SELL] 2025-01-26 22:00:00 价格: 0.3437 卖出: 2518.85 DOGE 获得: 865.75 USDT
[BUY ] 2025-01-27 15:00:00 价格: 0.3264 买入: 2652.27 DOGE
[SELL] 2025-01-28 13:00:00 价格: 0.3318 卖出: 2652.27 DOGE 获得: 879.97 USDT
[BUY ] 2025-01-29 05:00:00 价格: 0.3277 买入: 2685.29 DOGE
[SELL] 2025-01-29 13:00:00 价格: 0.3236 卖出: 2685.29 DOGE 获得: 868.96 USDT
[BUY ] 2025-01-29 20:00:00 价格: 0.3300 买入: 2633.53 DOGE
[SELL] 2025-01-30 13:00:00 价格: 0.3331 卖出: 2633.53 DOGE 获得: 877.31 USDT
[BUY ] 2025-01-30 14:00:00 价格: 0.3372 买入: 2601.82 DOGE
[SELL] 2025-01-30 21:00:00 价格: 0.3317 卖出: 2601.82 DOGE 获得: 863.16 USDT
[BUY ] 2025-01-30 23:00:00 价格: 0.3315 买入: 2603.55 DOGE
[SELL] 2025-01-31 00:00:00 价格: 0.3320 卖出: 2603.55 DOGE 获得: 864.25 USDT
[BUY ] 2025-01-31 12:00:00 价格: 0.3333 买入: 2592.85 DOGE
[SELL] 2025-01-31 19:00:00 价格: 0.3278 卖出: 2592.85 DOGE 获得: 850.01 USDT
[BUY ] 2025-01-31 20:00:00 价格: 0.3264 买入: 2604.29 DOGE
[SELL] 2025-01-31 21:00:00 价格: 0.3277 卖出: 2604.29 DOGE 获得: 853.50 USDT
[BUY ] 2025-02-01 05:00:00 价格: 0.3290 买入: 2594.55 DOGE
[SELL] 2025-02-01 08:00:00 价格: 0.3248 卖出: 2594.55 DOGE 获得: 842.61 USDT
[BUY ] 2025-02-03 11:00:00 价格: 0.2540 买入: 3316.70 DOGE
[SELL] 2025-02-04 06:00:00 价格: 0.2650 卖出: 3316.70 DOGE 获得: 878.79 USDT
[BUY ] 2025-02-04 16:00:00 价格: 0.2678 买入: 3281.77 DOGE
[SELL] 2025-02-04 21:00:00 价格: 0.2564 卖出: 3281.77 DOGE 获得: 841.51 USDT
[BUY ] 2025-02-05 06:00:00 价格: 0.2642 买入: 3185.37 DOGE
[SELL] 2025-02-05 15:00:00 价格: 0.2633 卖出: 3185.37 DOGE 获得: 838.58 USDT
[BUY ] 2025-02-06 04:00:00 价格: 0.2611 买入: 3211.97 DOGE
[SELL] 2025-02-06 15:00:00 价格: 0.2492 卖出: 3211.97 DOGE 获得: 800.58 USDT
[BUY ] 2025-02-07 02:00:00 价格: 0.2530 买入: 3163.73 DOGE
[SELL] 2025-02-07 07:00:00 价格: 0.2488 卖出: 3163.73 DOGE 获得: 787.23 USDT
[BUY ] 2025-02-07 08:00:00 价格: 0.2506 买入: 3140.89 DOGE
[SELL] 2025-02-07 20:00:00 价格: 0.2436 卖出: 3140.89 DOGE 获得: 765.06 USDT
[BUY ] 2025-02-08 07:00:00 价格: 0.2481 买入: 3084.16 DOGE
[SELL] 2025-02-08 11:00:00 价格: 0.2482 卖出: 3084.16 DOGE 获得: 765.58 USDT
[BUY ] 2025-02-08 12:00:00 价格: 0.2476 买入: 3092.01 DOGE
[SELL] 2025-02-08 13:00:00 价格: 0.2499 卖出: 3092.01 DOGE 获得: 772.66 USDT
[BUY ] 2025-02-08 14:00:00 价格: 0.2502 买入: 3087.56 DOGE
[SELL] 2025-02-09 12:00:00 价格: 0.2541 卖出: 3087.56 DOGE 获得: 784.49 USDT
[BUY ] 2025-02-09 13:00:00 价格: 0.2493 买入: 3146.38 DOGE
[SELL] 2025-02-09 14:00:00 价格: 0.2507 卖出: 3146.38 DOGE 获得: 788.83 USDT
[BUY ] 2025-02-10 01:00:00 价格: 0.2435 买入: 3239.41 DOGE
[SELL] 2025-02-10 02:00:00 价格: 0.2432 卖出: 3239.41 DOGE 获得: 787.86 USDT
[BUY ] 2025-02-10 06:00:00 价格: 0.2501 买入: 3150.42 DOGE
[SELL] 2025-02-10 07:00:00 价格: 0.2508 卖出: 3150.42 DOGE 获得: 790.19 USDT
[BUY ] 2025-02-10 08:00:00 价格: 0.2527 买入: 3126.74 DOGE
[SELL] 2025-02-10 11:00:00 价格: 0.2514 卖出: 3126.74 DOGE 获得: 785.91 USDT
[BUY ] 2025-02-10 12:00:00 价格: 0.2496 买入: 3149.04 DOGE
[SELL] 2025-02-11 14:00:00 价格: 0.2595 卖出: 3149.04 DOGE 获得: 817.30 USDT
[BUY ] 2025-02-12 06:00:00 价格: 0.2517 买入: 3246.87 DOGE
[SELL] 2025-02-12 07:00:00 价格: 0.2535 卖出: 3246.87 DOGE 获得: 823.08 USDT
[BUY ] 2025-02-12 09:00:00 价格: 0.2547 买入: 3231.44 DOGE
[SELL] 2025-02-13 07:00:00 价格: 0.2584 卖出: 3231.44 DOGE 获得: 835.13 USDT
[BUY ] 2025-02-13 22:00:00 价格: 0.2616 买入: 3192.16 DOGE
[SELL] 2025-02-15 01:00:00 价格: 0.2770 卖出: 3192.16 DOGE 获得: 884.10 USDT
[BUY ] 2025-02-15 02:00:00 价格: 0.2827 买入: 3126.91 DOGE
[SELL] 2025-02-15 04:00:00 价格: 0.2782 卖出: 3126.91 DOGE 获得: 869.75 USDT
[BUY ] 2025-02-15 05:00:00 价格: 0.2790 买入: 3117.60 DOGE
[SELL] 2025-02-15 13:00:00 价格: 0.2785 卖出: 3117.60 DOGE 获得: 868.13 USDT
[BUY ] 2025-02-16 06:00:00 价格: 0.2711 买入: 3202.01 DOGE
[SELL] 2025-02-16 08:00:00 价格: 0.2696 卖出: 3202.01 DOGE 获得: 863.39 USDT
[BUY ] 2025-02-17 02:00:00 价格: 0.2660 买入: 3245.34 DOGE
[SELL] 2025-02-17 03:00:00 价格: 0.2658 卖出: 3245.34 DOGE 获得: 862.61 USDT
[BUY ] 2025-02-17 04:00:00 价格: 0.2627 买入: 3283.26 DOGE
[SELL] 2025-02-17 05:00:00 价格: 0.2631 卖出: 3283.26 DOGE 获得: 863.89 USDT
[BUY ] 2025-02-17 15:00:00 价格: 0.2603 买入: 3319.08 DOGE
[SELL] 2025-02-17 16:00:00 价格: 0.2573 卖出: 3319.08 DOGE 获得: 854.03 USDT
[BUY ] 2025-02-18 03:00:00 价格: 0.2578 买入: 3312.77 DOGE
[SELL] 2025-02-18 04:00:00 价格: 0.2561 卖出: 3312.77 DOGE 获得: 848.27 USDT
[BUY ] 2025-02-18 05:00:00 价格: 0.2524 买入: 3360.68 DOGE
[SELL] 2025-02-18 06:00:00 价格: 0.2480 卖出: 3360.68 DOGE 获得: 833.28 USDT
[BUY ] 2025-02-19 02:00:00 价格: 0.2530 买入: 3293.73 DOGE
[SELL] 2025-02-19 18:00:00 价格: 0.2513 卖出: 3293.73 DOGE 获得: 827.85 USDT
[BUY ] 2025-02-19 23:00:00 价格: 0.2548 买入: 3249.00 DOGE
[SELL] 2025-02-20 10:00:00 价格: 0.2551 卖出: 3249.00 DOGE 获得: 828.76 USDT
[BUY ] 2025-02-20 12:00:00 价格: 0.2544 买入: 3257.94 DOGE
[SELL] 2025-02-20 13:00:00 价格: 0.2546 卖出: 3257.94 DOGE 获得: 829.50 USDT
[BUY ] 2025-02-20 20:00:00 价格: 0.2540 买入: 3265.25 DOGE
[SELL] 2025-02-20 21:00:00 价格: 0.2517 卖出: 3265.25 DOGE 获得: 821.83 USDT
[BUY ] 2025-02-21 00:00:00 价格: 0.2536 买入: 3240.28 DOGE
[SELL] 2025-02-21 04:00:00 价格: 0.2535 卖出: 3240.28 DOGE 获得: 821.25 USDT
[BUY ] 2025-02-21 08:00:00 价格: 0.2544 买入: 3228.43 DOGE
[SELL] 2025-02-21 16:00:00 价格: 0.2522 卖出: 3228.43 DOGE 获得: 814.31 USDT
[BUY ] 2025-02-22 06:00:00 价格: 0.2439 买入: 3339.10 DOGE
[SELL] 2025-02-23 02:00:00 价格: 0.2440 卖出: 3339.10 DOGE 获得: 814.74 USDT
[BUY ] 2025-02-23 08:00:00 价格: 0.2466 买入: 3304.30 DOGE
[SELL] 2025-02-23 09:00:00 价格: 0.2459 卖出: 3304.30 DOGE 获得: 812.43 USDT
[BUY ] 2025-02-23 14:00:00 价格: 0.2435 买入: 3336.60 DOGE
[SELL] 2025-02-23 15:00:00 价格: 0.2407 卖出: 3336.60 DOGE 获得: 803.29 USDT
[BUY ] 2025-02-25 18:00:00 价格: 0.2043 买入: 3931.12 DOGE
[SELL] 2025-02-25 19:00:00 价格: 0.2086 卖出: 3931.12 DOGE 获得: 819.99 USDT
[BUY ] 2025-02-25 20:00:00 价格: 0.2105 买入: 3894.90 DOGE
[SELL] 2025-02-26 08:00:00 价格: 0.2103 卖出: 3894.90 DOGE 获得: 819.02 USDT
[BUY ] 2025-02-26 10:00:00 价格: 0.2131 买入: 3843.72 DOGE
[SELL] 2025-02-26 12:00:00 价格: 0.2066 卖出: 3843.72 DOGE 获得: 794.19 USDT
[BUY ] 2025-02-26 16:00:00 价格: 0.2063 买入: 3850.24 DOGE
[SELL] 2025-02-26 17:00:00 价格: 0.2017 卖出: 3850.24 DOGE 获得: 776.67 USDT
[BUY ] 2025-02-27 04:00:00 价格: 0.2051 买入: 3786.42 DOGE
[SELL] 2025-02-27 17:00:00 价格: 0.2092 卖出: 3786.42 DOGE 获得: 791.97 USDT
[BUY ] 2025-02-27 18:00:00 价格: 0.2090 买入: 3788.77 DOGE
[SELL] 2025-02-27 20:00:00 价格: 0.2029 卖出: 3788.77 DOGE 获得: 768.67 USDT
[BUY ] 2025-02-28 14:00:00 价格: 0.1928 买入: 3986.03 DOGE
[SELL] 2025-03-01 12:00:00 价格: 0.2030 卖出: 3986.03 DOGE 获得: 809.28 USDT
[BUY ] 2025-03-01 22:00:00 价格: 0.2067 买入: 3915.83 DOGE
[SELL] 2025-03-02 09:00:00 价格: 0.2074 卖出: 3915.83 DOGE 获得: 812.30 USDT
[BUY ] 2025-03-02 10:00:00 价格: 0.2082 买入: 3900.78 DOGE
[SELL] 2025-03-02 14:00:00 价格: 0.2024 卖出: 3900.78 DOGE 获得: 789.32 USDT
[BUY ] 2025-03-02 16:00:00 价格: 0.2284 买入: 3456.19 DOGE
[SELL] 2025-03-03 04:00:00 价格: 0.2285 卖出: 3456.19 DOGE 获得: 789.77 USDT
[BUY ] 2025-03-03 05:00:00 价格: 0.2282 买入: 3460.73 DOGE
[SELL] 2025-03-03 06:00:00 价格: 0.2198 卖出: 3460.73 DOGE 获得: 760.81 USDT
[BUY ] 2025-03-04 12:00:00 价格: 0.1928 买入: 3946.50 DOGE
[SELL] 2025-03-04 14:00:00 价格: 0.1927 卖出: 3946.50 DOGE 获得: 760.41 USDT
[BUY ] 2025-03-04 15:00:00 价格: 0.1930 买入: 3940.98 DOGE
[SELL] 2025-03-04 16:00:00 价格: 0.1910 卖出: 3940.98 DOGE 获得: 752.61 USDT
[BUY ] 2025-03-04 18:00:00 价格: 0.1991 买入: 3779.11 DOGE
[SELL] 2025-03-05 05:00:00 价格: 0.1978 卖出: 3779.11 DOGE 获得: 747.66 USDT
[BUY ] 2025-03-05 07:00:00 价格: 0.1996 买入: 3745.22 DOGE
[SELL] 2025-03-05 21:00:00 价格: 0.2039 卖出: 3745.22 DOGE 获得: 763.76 USDT
[BUY ] 2025-03-05 22:00:00 价格: 0.2046 买入: 3732.04 DOGE
[SELL] 2025-03-06 14:00:00 价格: 0.2044 卖出: 3732.04 DOGE 获得: 762.79 USDT
[BUY ] 2025-03-07 10:00:00 价格: 0.2037 买入: 3744.69 DOGE
[SELL] 2025-03-07 22:00:00 价格: 0.1998 卖出: 3744.69 DOGE 获得: 748.38 USDT
[BUY ] 2025-03-08 20:00:00 价格: 0.1940 买入: 3858.20 DOGE
[SELL] 2025-03-08 21:00:00 价格: 0.1941 卖出: 3858.20 DOGE 获得: 749.07 USDT
[BUY ] 2025-03-10 03:00:00 价格: 0.1718 买入: 4361.40 DOGE
[SELL] 2025-03-10 14:00:00 价格: 0.1658 卖出: 4361.40 DOGE 获得: 722.90 USDT
[BUY ] 2025-03-11 05:00:00 价格: 0.1588 买入: 4551.42 DOGE
[SELL] 2025-03-11 15:00:00 价格: 0.1612 卖出: 4551.42 DOGE 获得: 733.51 USDT
[BUY ] 2025-03-11 16:00:00 价格: 0.1628 买入: 4504.18 DOGE
[SELL] 2025-03-12 05:00:00 价格: 0.1625 卖出: 4504.18 DOGE 获得: 732.11 USDT
[BUY ] 2025-03-12 09:00:00 价格: 0.1671 买入: 4381.27 DOGE
[SELL] 2025-03-12 23:00:00 价格: 0.1724 卖出: 4381.27 DOGE 获得: 755.51 USDT
[BUY ] 2025-03-13 00:00:00 价格: 0.1714 买入: 4407.60 DOGE
[SELL] 2025-03-13 06:00:00 价格: 0.1685 卖出: 4407.60 DOGE 获得: 742.59 USDT
[BUY ] 2025-03-14 02:00:00 价格: 0.1688 买入: 4399.24 DOGE
[SELL] 2025-03-15 02:00:00 价格: 0.1723 卖出: 4399.24 DOGE 获得: 758.03 USDT
[BUY ] 2025-03-15 04:00:00 价格: 0.1746 买入: 4340.80 DOGE
[SELL] 2025-03-15 09:00:00 价格: 0.1740 卖出: 4340.80 DOGE 获得: 755.47 USDT
[BUY ] 2025-03-15 10:00:00 价格: 0.1742 买入: 4336.31 DOGE
[SELL] 2025-03-16 00:00:00 价格: 0.1761 卖出: 4336.31 DOGE 获得: 763.75 USDT
[BUY ] 2025-03-16 01:00:00 价格: 0.1739 买入: 4391.92 DOGE
[SELL] 2025-03-16 02:00:00 价格: 0.1735 卖出: 4391.92 DOGE 获得: 761.91 USDT
[BUY ] 2025-03-16 05:00:00 价格: 0.1763 买入: 4322.65 DOGE
[SELL] 2025-03-16 07:00:00 价格: 0.1755 卖出: 4322.65 DOGE 获得: 758.75 USDT
[BUY ] 2025-03-16 22:00:00 价格: 0.1673 买入: 4534.75 DOGE
[SELL] 2025-03-16 23:00:00 价格: 0.1682 卖出: 4534.75 DOGE 获得: 762.61 USDT
[BUY ] 2025-03-17 00:00:00 价格: 0.1708 买入: 4464.66 DOGE
[SELL] 2025-03-17 13:00:00 价格: 0.1709 卖出: 4464.66 DOGE 获得: 762.97 USDT
[BUY ] 2025-03-17 16:00:00 价格: 0.1720 买入: 4436.11 DOGE
[SELL] 2025-03-18 02:00:00 价格: 0.1686 卖出: 4436.11 DOGE 获得: 747.93 USDT
[BUY ] 2025-03-18 22:00:00 价格: 0.1676 买入: 4462.04 DOGE
[SELL] 2025-03-19 10:00:00 价格: 0.1683 卖出: 4462.04 DOGE 获得: 751.18 USDT
[BUY ] 2025-03-19 12:00:00 价格: 0.1698 买入: 4424.46 DOGE
[SELL] 2025-03-20 08:00:00 价格: 0.1759 卖出: 4424.46 DOGE 获得: 778.48 USDT
[BUY ] 2025-03-21 02:00:00 价格: 0.1703 买入: 4570.44 DOGE
[SELL] 2025-03-21 07:00:00 价格: 0.1684 卖出: 4570.44 DOGE 获得: 769.89 USDT
[BUY ] 2025-03-21 19:00:00 价格: 0.1684 买入: 4571.80 DOGE
[SELL] 2025-03-22 14:00:00 价格: 0.1673 卖出: 4571.80 DOGE 获得: 765.05 USDT
[BUY ] 2025-03-22 19:00:00 价格: 0.1690 买入: 4526.63 DOGE
[SELL] 2025-03-22 21:00:00 价格: 0.1677 卖出: 4526.63 DOGE 获得: 759.16 USDT
[BUY ] 2025-03-23 03:00:00 价格: 0.1687 买入: 4500.06 DOGE
[SELL] 2025-03-23 04:00:00 价格: 0.1679 卖出: 4500.06 DOGE 获得: 755.79 USDT
[BUY ] 2025-03-23 07:00:00 价格: 0.1696 买入: 4455.76 DOGE
[SELL] 2025-03-23 21:00:00 价格: 0.1712 卖出: 4455.76 DOGE 获得: 762.83 USDT
[BUY ] 2025-03-23 22:00:00 价格: 0.1712 买入: 4456.80 DOGE
[SELL] 2025-03-24 02:00:00 价格: 0.1722 卖出: 4456.80 DOGE 获得: 767.37 USDT
[BUY ] 2025-03-24 03:00:00 价格: 0.1737 买入: 4416.78 DOGE
[SELL] 2025-03-25 04:00:00 价格: 0.1830 卖出: 4416.78 DOGE 获得: 808.05 USDT
[BUY ] 2025-03-25 09:00:00 价格: 0.1857 买入: 4351.84 DOGE
[SELL] 2025-03-25 13:00:00 价格: 0.1873 卖出: 4351.84 DOGE 获得: 815.10 USDT
[BUY ] 2025-03-25 14:00:00 价格: 0.1917 买入: 4252.84 DOGE
[SELL] 2025-03-26 04:00:00 价格: 0.1913 卖出: 4252.84 DOGE 获得: 813.40 USDT
[BUY ] 2025-03-26 06:00:00 价格: 0.1947 买入: 4177.49 DOGE
[SELL] 2025-03-26 18:00:00 价格: 0.1938 卖出: 4177.49 DOGE 获得: 809.56 USDT
[BUY ] 2025-03-27 03:00:00 价格: 0.1994 买入: 4059.14 DOGE
[SELL] 2025-03-27 11:00:00 价格: 0.1933 卖出: 4059.14 DOGE 获得: 784.55 USDT
[BUY ] 2025-03-28 03:00:00 价格: 0.1894 买入: 4142.52 DOGE
[SELL] 2025-03-28 05:00:00 价格: 0.1836 卖出: 4142.52 DOGE 获得: 760.57 USDT
[BUY ] 2025-03-28 23:00:00 价格: 0.1802 买入: 4219.74 DOGE
[SELL] 2025-03-29 03:00:00 价格: 0.1787 卖出: 4219.74 DOGE 获得: 754.07 USDT
[BUY ] 2025-03-30 02:00:00 价格: 0.1714 买入: 4398.44 DOGE
[SELL] 2025-03-30 11:00:00 价格: 0.1697 卖出: 4398.44 DOGE 获得: 746.41 USDT
[BUY ] 2025-03-31 03:00:00 价格: 0.1647 买入: 4532.24 DOGE
[SELL] 2025-03-31 04:00:00 价格: 0.1654 卖出: 4532.24 DOGE 获得: 749.59 USDT
[BUY ] 2025-03-31 15:00:00 价格: 0.1671 买入: 4487.20 DOGE
[SELL] 2025-04-01 02:00:00 价格: 0.1688 卖出: 4487.20 DOGE 获得: 757.48 USDT
[BUY ] 2025-04-01 03:00:00 价格: 0.1685 买入: 4494.39 DOGE
[SELL] 2025-04-01 19:00:00 价格: 0.1721 卖出: 4494.39 DOGE 获得: 773.53 USDT
[BUY ] 2025-04-01 21:00:00 价格: 0.1733 买入: 4463.53 DOGE
[SELL] 2025-04-02 02:00:00 价格: 0.1709 卖出: 4463.53 DOGE 获得: 763.00 USDT
[BUY ] 2025-04-02 13:00:00 价格: 0.1719 买入: 4438.34 DOGE
[SELL] 2025-04-02 22:00:00 价格: 0.1630 卖出: 4438.34 DOGE 获得: 723.54 USDT
[BUY ] 2025-04-03 09:00:00 价格: 0.1630 买入: 4438.34 DOGE
[SELL] 2025-04-03 10:00:00 价格: 0.1605 卖出: 4438.34 DOGE 获得: 712.27 USDT
[BUY ] 2025-04-03 22:00:00 价格: 0.1609 买入: 4425.66 DOGE
[SELL] 2025-04-05 04:00:00 价格: 0.1692 卖出: 4425.66 DOGE 获得: 748.64 USDT
[BUY ] 2025-04-06 00:00:00 价格: 0.1693 买入: 4421.74 DOGE
[SELL] 2025-04-06 04:00:00 价格: 0.1676 卖出: 4421.74 DOGE 获得: 740.91 USDT
[BUY ] 2025-04-06 06:00:00 价格: 0.1661 买入: 4460.87 DOGE
[SELL] 2025-04-06 07:00:00 价格: 0.1651 卖出: 4460.87 DOGE 获得: 736.27 USDT
[BUY ] 2025-04-07 14:00:00 价格: 0.1489 买入: 4945.37 DOGE
[SELL] 2025-04-08 01:00:00 价格: 0.1518 卖出: 4945.37 DOGE 获得: 750.56 USDT
[BUY ] 2025-04-08 02:00:00 价格: 0.1522 买入: 4932.05 DOGE
[SELL] 2025-04-08 07:00:00 价格: 0.1508 卖出: 4932.05 DOGE 获得: 743.70 USDT
[BUY ] 2025-04-08 08:00:00 价格: 0.1519 买入: 4897.30 DOGE
[SELL] 2025-04-08 15:00:00 价格: 0.1508 卖出: 4897.30 DOGE 获得: 738.61 USDT
[BUY ] 2025-04-09 06:00:00 价格: 0.1445 买入: 5111.84 DOGE
[SELL] 2025-04-10 04:00:00 价格: 0.1560 卖出: 5111.84 DOGE 获得: 797.45 USDT
[BUY ] 2025-04-11 02:00:00 价格: 0.1563 买入: 5103.01 DOGE
[SELL] 2025-04-12 03:00:00 价格: 0.1588 卖出: 5103.01 DOGE 获得: 810.10 USDT
[BUY ] 2025-04-12 05:00:00 价格: 0.1618 买入: 5008.37 DOGE
[SELL] 2025-04-13 02:00:00 价格: 0.1661 卖出: 5008.37 DOGE 获得: 831.89 USDT
[BUY ] 2025-04-13 03:00:00 价格: 0.1666 买入: 4994.83 DOGE
[SELL] 2025-04-13 05:00:00 价格: 0.1645 卖出: 4994.83 DOGE 获得: 821.75 USDT
[BUY ] 2025-04-13 10:00:00 价格: 0.1667 买入: 4930.11 DOGE
[SELL] 2025-04-13 11:00:00 价格: 0.1651 卖出: 4930.11 DOGE 获得: 814.11 USDT
[BUY ] 2025-04-13 18:00:00 价格: 0.1672 买入: 4867.90 DOGE
[SELL] 2025-04-13 20:00:00 价格: 0.1625 卖出: 4867.90 DOGE 获得: 791.18 USDT
[BUY ] 2025-04-14 00:00:00 价格: 0.1647 买入: 4803.48 DOGE
[SELL] 2025-04-14 04:00:00 价格: 0.1676 卖出: 4803.48 DOGE 获得: 804.92 USDT
[BUY ] 2025-04-14 05:00:00 价格: 0.1659 买入: 4852.71 DOGE
[SELL] 2025-04-14 13:00:00 价格: 0.1633 卖出: 4852.71 DOGE 获得: 792.35 USDT
[BUY ] 2025-04-15 06:00:00 价格: 0.1589 买入: 4985.21 DOGE
[SELL] 2025-04-15 07:00:00 价格: 0.1601 卖出: 4985.21 DOGE 获得: 797.93 USDT
[BUY ] 2025-04-15 08:00:00 价格: 0.1596 买入: 4999.90 DOGE
[SELL] 2025-04-15 12:00:00 价格: 0.1592 卖出: 4999.90 DOGE 获得: 795.98 USDT
[BUY ] 2025-04-16 11:00:00 价格: 0.1533 买入: 5190.63 DOGE
[SELL] 2025-04-16 12:00:00 价格: 0.1527 卖出: 5190.63 DOGE 获得: 792.87 USDT
[BUY ] 2025-04-16 16:00:00 价格: 0.1552 买入: 5107.05 DOGE
[SELL] 2025-04-16 18:00:00 价格: 0.1532 卖出: 5107.05 DOGE 获得: 782.30 USDT
[BUY ] 2025-04-16 20:00:00 价格: 0.1552 买入: 5040.25 DOGE
[SELL] 2025-04-17 15:00:00 价格: 0.1552 卖出: 5040.25 DOGE 获得: 782.45 USDT
[BUY ] 2025-04-17 17:00:00 价格: 0.1588 买入: 4926.33 DOGE
[SELL] 2025-04-17 23:00:00 价格: 0.1559 卖出: 4926.33 DOGE 获得: 767.92 USDT
[BUY ] 2025-04-18 01:00:00 价格: 0.1540 买入: 4988.09 DOGE
[SELL] 2025-04-18 02:00:00 价格: 0.1546 卖出: 4988.09 DOGE 获得: 770.96 USDT
[BUY ] 2025-04-18 09:00:00 价格: 0.1554 买入: 4961.76 DOGE
[SELL] 2025-04-18 10:00:00 价格: 0.1551 卖出: 4961.76 DOGE 获得: 769.42 USDT
[BUY ] 2025-04-18 11:00:00 价格: 0.1555 买入: 4947.72 DOGE
[SELL] 2025-04-19 13:00:00 价格: 0.1586 卖出: 4947.72 DOGE 获得: 784.66 USDT
[BUY ] 2025-04-20 02:00:00 价格: 0.1584 买入: 4953.97 DOGE
[SELL] 2025-04-20 08:00:00 价格: 0.1564 卖出: 4953.97 DOGE 获得: 774.80 USDT
[BUY ] 2025-04-20 21:00:00 价格: 0.1556 买入: 4979.76 DOGE
[SELL] 2025-04-21 14:00:00 价格: 0.1619 卖出: 4979.76 DOGE 获得: 806.07 USDT
[BUY ] 2025-04-21 15:00:00 价格: 0.1605 买入: 5021.64 DOGE
[SELL] 2025-04-21 16:00:00 价格: 0.1580 卖出: 5021.64 DOGE 获得: 793.27 USDT
[BUY ] 2025-04-22 02:00:00 价格: 0.1601 买入: 4954.83 DOGE
[SELL] 2025-04-23 14:00:00 价格: 0.1791 卖出: 4954.83 DOGE 获得: 887.21 USDT
[BUY ] 2025-04-24 14:00:00 价格: 0.1773 买入: 5003.45 DOGE
[SELL] 2025-04-25 03:00:00 价格: 0.1805 卖出: 5003.45 DOGE 获得: 902.97 USDT
[BUY ] 2025-04-25 04:00:00 价格: 0.1798 买入: 5021.82 DOGE
[SELL] 2025-04-25 05:00:00 价格: 0.1801 卖出: 5021.82 DOGE 获得: 904.53 USDT
[BUY ] 2025-04-25 07:00:00 价格: 0.1825 买入: 4956.06 DOGE
[SELL] 2025-04-25 11:00:00 价格: 0.1830 卖出: 4956.06 DOGE 获得: 906.91 USDT
[BUY ] 2025-04-25 12:00:00 价格: 0.1811 买入: 5008.33 DOGE
[SELL] 2025-04-25 18:00:00 价格: 0.1812 卖出: 5008.33 DOGE 获得: 907.56 USDT
[BUY ] 2025-04-25 21:00:00 价格: 0.1807 买入: 5023.58 DOGE
[SELL] 2025-04-25 22:00:00 价格: 0.1824 卖出: 5023.58 DOGE 获得: 916.30 USDT
[BUY ] 2025-04-25 23:00:00 价格: 0.1816 买入: 5045.99 DOGE
[SELL] 2025-04-26 01:00:00 价格: 0.1912 卖出: 5045.99 DOGE 获得: 964.74 USDT
[BUY ] 2025-04-26 02:00:00 价格: 0.1892 买入: 5100.41 DOGE
[SELL] 2025-04-26 11:00:00 价格: 0.1815 卖出: 5100.41 DOGE 获得: 925.83 USDT
[BUY ] 2025-04-27 00:00:00 价格: 0.1824 买入: 5074.97 DOGE
[SELL] 2025-04-27 02:00:00 价格: 0.1791 卖出: 5074.97 DOGE 获得: 909.13 USDT
[BUY ] 2025-04-27 09:00:00 价格: 0.1821 买入: 4993.57 DOGE
[SELL] 2025-04-27 11:00:00 价格: 0.1807 卖出: 4993.57 DOGE 获得: 902.44 USDT
[BUY ] 2025-04-27 12:00:00 价格: 0.1808 买入: 4991.92 DOGE
[SELL] 2025-04-27 17:00:00 价格: 0.1796 卖出: 4991.92 DOGE 获得: 896.40 USDT
[BUY ] 2025-04-27 20:00:00 价格: 0.1814 买入: 4941.28 DOGE
[SELL] 2025-04-27 23:00:00 价格: 0.1793 卖出: 4941.28 DOGE 获得: 886.12 USDT
[BUY ] 2025-04-28 08:00:00 价格: 0.1811 买入: 4893.53 DOGE
[SELL] 2025-04-28 14:00:00 价格: 0.1777 卖出: 4893.53 DOGE 获得: 869.68 USDT
[BUY ] 2025-04-29 00:00:00 价格: 0.1795 买入: 4844.19 DOGE
[SELL] 2025-04-29 06:00:00 价格: 0.1795 卖出: 4844.19 DOGE 获得: 869.53 USDT
[BUY ] 2025-04-29 07:00:00 价格: 0.1797 买入: 4838.80 DOGE
[SELL] 2025-04-29 11:00:00 价格: 0.1791 卖出: 4838.80 DOGE 获得: 866.73 USDT
[BUY ] 2025-04-29 12:00:00 价格: 0.1779 买入: 4871.44 DOGE
[SELL] 2025-04-29 14:00:00 价格: 0.1793 卖出: 4871.44 DOGE 获得: 873.55 USDT
[BUY ] 2025-04-29 15:00:00 价格: 0.1781 买入: 4903.98 DOGE
[SELL] 2025-04-29 17:00:00 价格: 0.1788 卖出: 4903.98 DOGE 获得: 876.64 USDT
[BUY ] 2025-04-30 10:00:00 价格: 0.1755 买入: 4995.36 DOGE
[SELL] 2025-04-30 11:00:00 价格: 0.1760 卖出: 4995.36 DOGE 获得: 879.08 USDT
[BUY ] 2025-04-30 12:00:00 价格: 0.1720 买入: 5110.95 DOGE
[SELL] 2025-04-30 13:00:00 价格: 0.1671 卖出: 5110.95 DOGE 获得: 853.99 USDT
[BUY ] 2025-04-30 23:00:00 价格: 0.1722 买入: 4958.13 DOGE
[SELL] 2025-05-02 05:00:00 价格: 0.1802 卖出: 4958.13 DOGE 获得: 893.65 USDT
[BUY ] 2025-05-02 15:00:00 价格: 0.1815 买入: 4924.53 DOGE
[SELL] 2025-05-02 20:00:00 价格: 0.1814 卖出: 4924.53 DOGE 获得: 893.21 USDT
[BUY ] 2025-05-02 21:00:00 价格: 0.1809 买入: 4937.32 DOGE
[SELL] 2025-05-02 23:00:00 价格: 0.1815 卖出: 4937.32 DOGE 获得: 896.17 USDT
[BUY ] 2025-05-03 00:00:00 价格: 0.1814 买入: 4941.13 DOGE
[SELL] 2025-05-03 01:00:00 价格: 0.1803 卖出: 4941.13 DOGE 获得: 890.74 USDT
[BUY ] 2025-05-03 06:00:00 价格: 0.1788 买入: 4981.20 DOGE
[SELL] 2025-05-03 07:00:00 价格: 0.1789 卖出: 4981.20 DOGE 获得: 891.39 USDT
[BUY ] 2025-05-05 05:00:00 价格: 0.1737 买入: 5132.64 DOGE
[SELL] 2025-05-05 11:00:00 价格: 0.1710 卖出: 5132.64 DOGE 获得: 877.63 USDT
[BUY ] 2025-05-05 12:00:00 价格: 0.1708 买入: 5139.55 DOGE
[SELL] 2025-05-05 13:00:00 价格: 0.1707 卖出: 5139.55 DOGE 获得: 877.17 USDT
[BUY ] 2025-05-05 14:00:00 价格: 0.1701 买入: 5155.56 DOGE
[SELL] 2025-05-05 15:00:00 价格: 0.1690 卖出: 5155.56 DOGE 获得: 871.08 USDT
[BUY ] 2025-05-05 23:00:00 价格: 0.1706 买入: 5105.40 DOGE
[SELL] 2025-05-06 00:00:00 价格: 0.1702 卖出: 5105.40 DOGE 获得: 869.04 USDT
[BUY ] 2025-05-06 01:00:00 价格: 0.1688 买入: 5147.13 DOGE
[SELL] 2025-05-06 02:00:00 价格: 0.1686 卖出: 5147.13 DOGE 获得: 867.70 USDT
[BUY ] 2025-05-06 19:00:00 价格: 0.1689 买入: 5137.68 DOGE
[SELL] 2025-05-07 15:00:00 价格: 0.1708 卖出: 5137.68 DOGE 获得: 877.72 USDT
[BUY ] 2025-05-08 01:00:00 价格: 0.1741 买入: 5041.77 DOGE
[SELL] 2025-05-09 19:00:00 价格: 0.2051 卖出: 5041.77 DOGE 获得: 1034.07 USDT
[BUY ] 2025-05-10 02:00:00 价格: 0.2084 买入: 4963.12 DOGE
[SELL] 2025-05-11 07:00:00 价格: 0.2303 卖出: 4963.12 DOGE 获得: 1143.01 USDT
[BUY ] 2025-05-11 18:00:00 价格: 0.2316 买入: 4935.48 DOGE
[SELL] 2025-05-11 20:00:00 价格: 0.2306 卖出: 4935.48 DOGE 获得: 1138.37 USDT
[BUY ] 2025-05-12 00:00:00 价格: 0.2367 买入: 4809.13 DOGE
[SELL] 2025-05-12 15:00:00 价格: 0.2324 卖出: 4809.13 DOGE 获得: 1117.45 USDT
[BUY ] 2025-05-13 11:00:00 价格: 0.2281 买入: 4897.87 DOGE
[SELL] 2025-05-14 08:00:00 价格: 0.2333 卖出: 4897.87 DOGE 获得: 1142.82 USDT
[BUY ] 2025-05-14 19:00:00 价格: 0.2343 买入: 4877.59 DOGE
[SELL] 2025-05-14 20:00:00 价格: 0.2333 卖出: 4877.59 DOGE 获得: 1137.99 USDT
[BUY ] 2025-05-15 01:00:00 价格: 0.2288 买入: 4973.74 DOGE
[SELL] 2025-05-15 02:00:00 价格: 0.2342 卖出: 4973.74 DOGE 获得: 1165.00 USDT
[BUY ] 2025-05-15 03:00:00 价格: 0.2320 买入: 5021.11 DOGE
[SELL] 2025-05-15 04:00:00 价格: 0.2337 卖出: 5021.11 DOGE 获得: 1173.58 USDT
[BUY ] 2025-05-15 18:00:00 价格: 0.2201 买入: 5332.78 DOGE
[SELL] 2025-05-15 19:00:00 价格: 0.2221 卖出: 5332.78 DOGE 获得: 1184.57 USDT
[BUY ] 2025-05-16 01:00:00 价格: 0.2228 买入: 5316.26 DOGE
[SELL] 2025-05-16 02:00:00 价格: 0.2253 卖出: 5316.26 DOGE 获得: 1197.54 USDT
[BUY ] 2025-05-16 05:00:00 价格: 0.2263 买入: 5292.53 DOGE
[SELL] 2025-05-16 20:00:00 价格: 0.2243 卖出: 5292.53 DOGE 获得: 1186.90 USDT
[BUY ] 2025-05-17 21:00:00 价格: 0.2167 买入: 5478.44 DOGE
[SELL] 2025-05-17 23:00:00 价格: 0.2146 卖出: 5478.44 DOGE 获得: 1175.51 USDT
[BUY ] 2025-05-18 00:00:00 价格: 0.2158 买入: 5445.95 DOGE
[SELL] 2025-05-18 01:00:00 价格: 0.2166 卖出: 5445.95 DOGE 获得: 1179.37 USDT
[BUY ] 2025-05-18 02:00:00 价格: 0.2164 买入: 5449.47 DOGE
[SELL] 2025-05-18 20:00:00 价格: 0.2230 卖出: 5449.47 DOGE 获得: 1215.29 USDT
[BUY ] 2025-05-18 21:00:00 价格: 0.2236 买入: 5434.12 DOGE
[SELL] 2025-05-19 01:00:00 价格: 0.2246 卖出: 5434.12 DOGE 获得: 1220.61 USDT
[BUY ] 2025-05-19 15:00:00 价格: 0.2212 买入: 5517.64 DOGE
[SELL] 2025-05-20 08:00:00 价格: 0.2216 卖出: 5517.64 DOGE 获得: 1222.76 USDT
[BUY ] 2025-05-20 18:00:00 价格: 0.2184 买入: 5597.97 DOGE
[SELL] 2025-05-20 19:00:00 价格: 0.2242 卖出: 5597.97 DOGE 获得: 1255.01 USDT
[BUY ] 2025-05-20 20:00:00 价格: 0.2263 买入: 5546.26 DOGE
[SELL] 2025-05-21 09:00:00 价格: 0.2252 卖出: 5546.26 DOGE 获得: 1249.24 USDT
[BUY ] 2025-05-21 12:00:00 价格: 0.2268 买入: 5508.60 DOGE
[SELL] 2025-05-21 13:00:00 价格: 0.2280 卖出: 5508.60 DOGE 获得: 1255.91 USDT
[BUY ] 2025-05-21 15:00:00 价格: 0.2319 买入: 5416.19 DOGE
[SELL] 2025-05-21 16:00:00 价格: 0.2348 卖出: 5416.19 DOGE 获得: 1271.94 USDT
[BUY ] 2025-05-21 17:00:00 价格: 0.2252 买入: 5648.54 DOGE
[SELL] 2025-05-21 18:00:00 价格: 0.2268 卖出: 5648.54 DOGE 获得: 1280.92 USDT
[BUY ] 2025-05-21 19:00:00 价格: 0.2302 买入: 5564.13 DOGE
[SELL] 2025-05-22 14:00:00 价格: 0.2408 卖出: 5564.13 DOGE 获得: 1340.07 USDT
[BUY ] 2025-05-22 16:00:00 价格: 0.2396 买入: 5591.99 DOGE
[SELL] 2025-05-22 19:00:00 价格: 0.2394 卖出: 5591.99 DOGE 获得: 1338.78 USDT
[BUY ] 2025-05-23 00:00:00 价格: 0.2467 买入: 5426.53 DOGE
[SELL] 2025-05-23 11:00:00 价格: 0.2352 卖出: 5426.53 DOGE 获得: 1276.10 USDT
[BUY ] 2025-05-24 10:00:00 价格: 0.2298 买入: 5554.07 DOGE
[SELL] 2025-05-24 14:00:00 价格: 0.2284 卖出: 5554.07 DOGE 获得: 1268.33 USDT
[BUY ] 2025-05-24 18:00:00 价格: 0.2268 买入: 5593.01 DOGE
[SELL] 2025-05-24 19:00:00 价格: 0.2272 卖出: 5593.01 DOGE 获得: 1270.90 USDT
[BUY ] 2025-05-25 19:00:00 价格: 0.2200 买入: 5776.03 DOGE
[SELL] 2025-05-25 22:00:00 价格: 0.2245 卖出: 5776.03 DOGE 获得: 1296.55 USDT
[BUY ] 2025-05-25 23:00:00 价格: 0.2249 买入: 5764.73 DOGE
[SELL] 2025-05-26 11:00:00 价格: 0.2262 卖出: 5764.73 DOGE 获得: 1303.92 USDT
[BUY ] 2025-05-26 13:00:00 价格: 0.2247 买入: 5802.70 DOGE
[SELL] 2025-05-26 14:00:00 价格: 0.2245 卖出: 5802.70 DOGE 获得: 1302.53 USDT
[BUY ] 2025-05-26 21:00:00 价格: 0.2264 买入: 5753.74 DOGE
[SELL] 2025-05-26 23:00:00 价格: 0.2260 卖出: 5753.74 DOGE 获得: 1300.12 USDT
[BUY ] 2025-05-27 00:00:00 价格: 0.2242 买入: 5799.43 DOGE
[SELL] 2025-05-27 01:00:00 价格: 0.2222 卖出: 5799.43 DOGE 获得: 1288.46 USDT
[BUY ] 2025-05-27 04:00:00 价格: 0.2235 买入: 5763.88 DOGE
[SELL] 2025-05-27 05:00:00 价格: 0.2246 卖出: 5763.88 DOGE 获得: 1294.34 USDT
[BUY ] 2025-05-27 06:00:00 价格: 0.2250 买入: 5752.10 DOGE
[SELL] 2025-05-27 07:00:00 价格: 0.2278 卖出: 5752.10 DOGE 获得: 1310.10 USDT
[BUY ] 2025-05-27 08:00:00 价格: 0.2286 买入: 5730.21 DOGE
[SELL] 2025-05-27 19:00:00 价格: 0.2272 卖出: 5730.21 DOGE 获得: 1302.02 USDT
[BUY ] 2025-05-28 01:00:00 价格: 0.2245 买入: 5800.93 DOGE
[SELL] 2025-05-28 02:00:00 价格: 0.2237 卖出: 5800.93 DOGE 获得: 1297.90 USDT
[BUY ] 2025-05-29 00:00:00 价格: 0.2249 买入: 5771.27 DOGE
[SELL] 2025-05-29 13:00:00 价格: 0.2216 卖出: 5771.27 DOGE 获得: 1278.86 USDT
[BUY ] 2025-05-30 11:00:00 价格: 0.2050 买入: 6237.10 DOGE
[SELL] 2025-05-30 12:00:00 价格: 0.2045 卖出: 6237.10 DOGE 获得: 1275.55 USDT
[BUY ] 2025-05-31 13:00:00 价格: 0.1911 买入: 6673.03 DOGE
[SELL] 2025-06-01 01:00:00 价格: 0.1894 卖出: 6673.03 DOGE 获得: 1263.87 USDT
[BUY ] 2025-06-01 12:00:00 价格: 0.1880 买入: 6723.44 DOGE
[SELL] 2025-06-01 13:00:00 价格: 0.1891 卖出: 6723.44 DOGE 获得: 1271.27 USDT
[BUY ] 2025-06-01 16:00:00 价格: 0.1932 买入: 6579.38 DOGE
[SELL] 2025-06-02 03:00:00 价格: 0.1903 卖出: 6579.38 DOGE 获得: 1252.19 USDT
[BUY ] 2025-06-02 07:00:00 价格: 0.1919 买入: 6526.23 DOGE
[SELL] 2025-06-02 08:00:00 价格: 0.1911 卖出: 6526.23 DOGE 获得: 1247.42 USDT
[BUY ] 2025-06-02 15:00:00 价格: 0.1919 买入: 6500.72 DOGE
[SELL] 2025-06-03 09:00:00 价格: 0.1948 卖出: 6500.72 DOGE 获得: 1266.41 USDT
[BUY ] 2025-06-03 15:00:00 价格: 0.1974 买入: 6416.40 DOGE
[SELL] 2025-06-03 17:00:00 价格: 0.1962 卖出: 6416.40 DOGE 获得: 1259.03 USDT
[BUY ] 2025-06-03 18:00:00 价格: 0.1960 买入: 6425.24 DOGE
[SELL] 2025-06-03 21:00:00 价格: 0.1923 卖出: 6425.24 DOGE 获得: 1235.77 USDT
[BUY ] 2025-06-04 07:00:00 价格: 0.1954 买入: 6324.62 DOGE
[SELL] 2025-06-04 12:00:00 价格: 0.1926 卖出: 6324.62 DOGE 获得: 1218.18 USDT
[BUY ] 2025-06-05 09:00:00 价格: 0.1896 买入: 6423.67 DOGE
[SELL] 2025-06-05 11:00:00 价格: 0.1894 卖出: 6423.67 DOGE 获得: 1216.58 USDT
[BUY ] 2025-06-05 12:00:00 价格: 0.1918 买入: 6343.62 DOGE
[SELL] 2025-06-05 14:00:00 价格: 0.1898 卖出: 6343.62 DOGE 获得: 1204.21 USDT
[BUY ] 2025-06-05 16:00:00 价格: 0.1811 买入: 6650.88 DOGE
[SELL] 2025-06-05 17:00:00 价格: 0.1798 卖出: 6650.88 DOGE 获得: 1195.56 USDT
[BUY ] 2025-06-06 06:00:00 价格: 0.1755 买入: 6813.10 DOGE
[SELL] 2025-06-07 00:00:00 价格: 0.1808 卖出: 6813.10 DOGE 获得: 1231.81 USDT
[BUY ] 2025-06-07 03:00:00 价格: 0.1826 买入: 6747.41 DOGE
[SELL] 2025-06-07 17:00:00 价格: 0.1822 卖出: 6747.41 DOGE 获得: 1229.72 USDT
[BUY ] 2025-06-08 03:00:00 价格: 0.1833 买入: 6709.50 DOGE
[SELL] 2025-06-08 07:00:00 价格: 0.1830 卖出: 6709.50 DOGE 获得: 1227.84 USDT
[BUY ] 2025-06-08 16:00:00 价格: 0.1851 买入: 6631.94 DOGE
[SELL] 2025-06-09 01:00:00 价格: 0.1824 卖出: 6631.94 DOGE 获得: 1209.47 USDT
[BUY ] 2025-06-09 10:00:00 价格: 0.1860 买入: 6503.56 DOGE
[SELL] 2025-06-10 08:00:00 价格: 0.1900 卖出: 6503.56 DOGE 获得: 1235.48 USDT
[BUY ] 2025-06-10 13:00:00 价格: 0.1932 买入: 6396.16 DOGE
[SELL] 2025-06-10 14:00:00 价格: 0.1906 卖出: 6396.16 DOGE 获得: 1219.17 USDT
[BUY ] 2025-06-10 19:00:00 价格: 0.1946 买入: 6264.37 DOGE
[SELL] 2025-06-10 22:00:00 价格: 0.1961 卖出: 6264.37 DOGE 获得: 1228.76 USDT
[BUY ] 2025-06-11 00:00:00 价格: 0.1962 买入: 6263.73 DOGE
[SELL] 2025-06-11 18:00:00 价格: 0.1959 卖出: 6263.73 DOGE 获得: 1227.32 USDT
[BUY ] 2025-06-12 18:00:00 价格: 0.1874 买入: 6550.57 DOGE
[SELL] 2025-06-12 19:00:00 价格: 0.1847 卖出: 6550.57 DOGE 获得: 1210.15 USDT
[BUY ] 2025-06-13 11:00:00 价格: 0.1757 买入: 6887.61 DOGE
[SELL] 2025-06-14 02:00:00 价格: 0.1774 卖出: 6887.61 DOGE 获得: 1221.86 USDT
[BUY ] 2025-06-14 05:00:00 价格: 0.1779 买入: 6868.63 DOGE
[SELL] 2025-06-14 07:00:00 价格: 0.1766 卖出: 6868.63 DOGE 获得: 1213.14 USDT
[BUY ] 2025-06-14 12:00:00 价格: 0.1779 买入: 6818.45 DOGE
[SELL] 2025-06-14 15:00:00 价格: 0.1774 卖出: 6818.45 DOGE 获得: 1209.87 USDT最终持有资金: 1209.87 USDT, 持币: 0.00 DOGE
[Finished in 96.2s]
三、优缺点简析
👍 优点:
- 简单直观,逻辑清晰;
- 在趋势行情中表现优秀;
- 易于实现自动化交易。
👎 缺点:
- 在震荡市或反转行情中容易被“打脸”;
- 容易被高频交易对手“收割”;
- 需要设置合适的观察窗口(过长或过短都不稳定)。
四、关于作者(ZFJ_张福杰)
- 官网:https://zfjsafe.com
- 博客:https://zfj1128.blog.csdn.net
- Github:https://github.com/zfjsyqk
- Gitee:https://gitee.com/zfj1128
- 打赏:https://zfjsafe.com/paycode