research: 影子交易器落在 Hummingbot 上，并修掉 Bitget 连接器的换根延迟
1m 腿的滑点余量只有几个 bp，所以要测的必须是生产路径的滑点——换个运行时 测出来的数就不作数。框架因此从「滑点已知后再定」提前到测量阶段就定为 Hummingbot（Spot/Perp 连接器均 v2.0，Bitget 是 Foundation Partner）。 新增 research/live/。前置测量： - bench_compute.py 本机算力，1m 单币 0.318s、三币串行 1.38s - venue_parity.py Binance 与 Bitget 同根信号重合仅 14.6~42.6% - signal_sensitivity.py 0.25bp 扰动就换掉一半信号 - aggregate_robustness.py 但总体期望不降——脆的是信号身份，不是 alpha - bitget_baseline.py 因此改用 Bitget 原生基线定预算：余量 BTC -0.13bp、 ETH +4.02bp、SOL +2.92bp。BTC 本就为负，只作延迟测量的参照物 运行时选型： - parity_env.py 容器与本机信号逐一相同（下标、中枢数、checksum 全等）， 容器内 0.26s/币反而更快。故 chanlun 直接挂载进容器，不必另起信号服务。 装进现有 .venv 那条路走不通：Hummingbot 要 numba>=0.61.2 与 aiohttp<3.14，与本机 Python 3.14 冲突 - latency_ccxt.py / latency_hummingbot.py / latency_compare.py 初测显示 Hummingbot 比 ccxt.pro 慢约 1030ms，90 根逐根配对里 80~97% 更慢 - probe_ws_action.py 否掉「丢弃 snapshot」的猜测：换根首条就是 update - probe_hb_vs_raw.py 与 latency_attribute.py 四路归因——容器网络 2~18ms、 Hummingbot 处理 -10~-30ms，1350~1480ms 全落在解析方式上 - probe_ws_payload.py 定位根因：Bitget 换根会推一条带两根的消息 [上一根, 新一根]，而上游取 data["data"][0] 拿到的是上一根，新一根要等 下一条单元素消息 修复： - patched_candles.py 处理消息里的全部元素。不能简单改成 [-1]——那样上一根 的收盘价会永远停在换根前约 1 秒的那次推送上，而信号对 0.25bp 都敏感 - verify_patch.py 60 根配对验证：拿回 1060~1090ms，与原始 WS 只差 5~14ms 已贴理论下限，19 根已收盘 K 线 OHLCV 逐根未变。折算 ETH 省 0.54bp、 SOL 省 0.42bp。此 bug 值得向上游反馈 影子交易器： - shadow_hb.py 不下单，读连接器真实盘口按仓位吃单深度算成交价，与次根开盘价 （回测 entry_delay=1 的口径）相减，分解成延迟漂移、盘口价差、深度冲击。 盘口 10Hz 滚动缓冲 30 秒，把延迟变成自变量：每个信号记 0.5/1/2/5s 与实际 算完时刻各一个滑点值，本机算得慢也不影响能读出的曲线 - shadow_signal.py 信号计算隔离到子进程。0.26s 是纯 CPU 且 chanlun 受 GIL 限制，放进 asyncio 循环会把行情处理一起卡住 - shadow_report.py 首日延迟门槛与滑点曲线报表 不用 paper trade 测滑点：它的成交由 Hummingbot 自己的撮合模型模拟， 测出来是模型行为而非市场行为。 Co-authored-by: Cursor <cursoragent@cursor.com>
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"""最关键的一步：逐笔清单不可复现，总体期望还在不在。
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signal_sensitivity 证明 0.25bp 的数据扰动就能换掉一半信号。这本身不判死刑——
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趋势跟随策略允许「成交的具体是哪几笔」随机，只要总体期望稳定就仍可交易。
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但如果扰动后 PF 与毛均收益也跟着塌，那回测测的就是噪声。
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两种结果对应完全不同的下一步：
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总体稳定 -> 改成「Bitget 原生信号测滑点 + Bitget 原生回测基线」，主线继续
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总体也塌 -> 滑点根本不是瓶颈，1m 腿的问题在信号定义本身，影子交易器白写
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口径与 step23 一致：SL/TP/MAX_BARS = 1.5/3.0/48，ATR 取信号根，
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入场为信号次根开盘价（entry_delay=1），成本 4bp 手续费 + 1bp 滑点。
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3.91bp 的滑点预算就是从「毛均收益 +0.0991%」推出来的，所以毛均收益是主看指标。
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输出 out/aggregate_robustness.csv。
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"""
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from __future__ import annotations
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import argparse
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import os
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import sys
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import time
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import warnings
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from pathlib import Path
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import numpy as np
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import pandas as pd
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warnings.filterwarnings("ignore")
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for v in ("OMP_NUM_THREADS", "OPENBLAS_NUM_THREADS", "MKL_NUM_THREADS"):
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os.environ.setdefault(v, "1")
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HERE = Path(__file__).resolve().parent
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RESEARCH = HERE.parent
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sys.path.insert(0, str(RESEARCH))
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sys.path.insert(0, str(RESEARCH.parent))
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sys.path.insert(0, str(HERE))
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pd.set_option("display.width", 260)
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from signal_sensitivity import TICK, perturb # noqa: E402
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SYMS = ("BTC", "ETH", "SOL")
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LEVELS = (0.0, 0.5, 1.0, 2.0)
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SL, TP, MAX_BARS = 1.5, 3.0, 48
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FEE, SLIP = 0.0004, 0.0001
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def run_once(df_l: pd.DataFrame, df_h: pd.DataFrame) -> pd.DataFrame:
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"""跑完整管线并逐笔模拟，返回交易表。"""
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from chanlun import TF_DF
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from lib.breakout import run_trades
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from lib.fast_bsp3 import find_fast_bsp3
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from lib.fx_signal import extract_fx_signals, signals_to_frame
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from lib.nested_bsp import attach_htf_context, htf_fx_timeline
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from lib.nested_level import build_htf_zones
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chan_l = TF_DF(df_l, 1, "1m")
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cdf = chan_l.dataframe
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zones = build_htf_zones(cdf, "1m", chan=chan_l)
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if zones.empty:
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return pd.DataFrame()
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sig = find_fast_bsp3(cdf, zones.reset_index(drop=True))
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if sig.empty:
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return pd.DataFrame()
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chan_h = TF_DF(df_h, 1, "5m")
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hdf = chan_h.dataframe
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tl = htf_fx_timeline(signals_to_frame(extract_fx_signals(chan_h, hdf)), hdf)
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full = attach_htf_context(sig, cdf, tl, "h1")
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fin = full[full["h1_agree"] == 1]
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if fin.empty:
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return pd.DataFrame()
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entries = list(zip(fin["entry_idx"].astype(int), fin["direction"].astype(int)))
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return run_trades(cdf, entries, SL, TP, MAX_BARS,
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fee=FEE + SLIP, entry_delay=1)
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def stats(tr: pd.DataFrame) -> dict:
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if tr.empty:
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return {"笔数": 0}
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g = tr["gross"].to_numpy(dtype=float)
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n = tr["ret"].to_numpy(dtype=float)
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win, loss = n[n > 0].sum(), -n[n < 0].sum()
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return {
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"笔数": len(tr),
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"胜率": f"{(n > 0).mean() * 100:.1f}%",
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"毛均收益": f"{g.mean() * 100:+.4f}%",
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"净均收益": f"{n.mean() * 100:+.4f}%",
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"PF": round(win / loss, 2) if loss > 0 else np.inf,
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"t值": round(n.mean() / n.std(ddof=1) * np.sqrt(len(n)), 2) if len(n) > 1 else np.nan,
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"滑点余量bp": round(g.mean() * 1e4 - 6.0, 2),
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}
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def main() -> None:
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ap = argparse.ArgumentParser()
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ap.add_argument("--symbols", default="BTC,ETH,SOL")
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ap.add_argument("--bars", type=int, default=200_000, help="每币用多少根 1m")
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ap.add_argument("--seeds", type=int, default=2)
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ap.add_argument("--levels", default=None,
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help="逗号分隔的噪声档（bp）；只给 0 就是纯基线复现")
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ap.add_argument("--tag", default="", help="产物文件名后缀")
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args = ap.parse_args()
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levels = (tuple(float(x) for x in args.levels.split(","))
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if args.levels else LEVELS)
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from lib.data import load_local
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syms = [s.strip() for s in args.symbols.split(",")]
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print(f"[总体稳健性] {syms} · 每币 {args.bars} 根 1m "
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f"({args.bars / 1440:.0f} 天) · 噪声档 {levels} bp\n", flush=True)
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rows = []
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for sym in syms:
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df_l = load_local(f"{sym}/USDT:USDT", "1m")
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df_h = load_local(f"{sym}/USDT:USDT", "5m")
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if df_l is None or df_h is None:
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print(f"{sym}: 本地无数据，跳过")
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continue
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df_l = df_l.tail(args.bars).reset_index(drop=True)
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lo = int(df_l["timestamp"].iloc[0])
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df_h = df_h[df_h.timestamp >= lo].reset_index(drop=True)
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print(f"── {sym} {len(df_l)} 根 1m / {len(df_h)} 根 5m "
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f"{df_l['date'].iloc[0]:%Y-%m-%d} ~ {df_l['date'].iloc[-1]:%Y-%m-%d}",
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flush=True)
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for bp in levels:
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for k in range(1 if bp == 0 else args.seeds):
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t0 = time.perf_counter()
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tr = run_once(perturb(df_l, bp, TICK[sym], 2000 + k), df_h)
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s = stats(tr)
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rows.append({"品种": sym, "噪声bp": bp, "种子": k, **s})
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print(f" 噪声 {bp:>4.2f}bp 种子{k}: " +
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" · ".join(f"{k2} {v}" for k2, v in s.items()) +
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f" [{time.perf_counter() - t0:.0f}s]", flush=True)
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if not rows:
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print("无结果")
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return
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tb = pd.DataFrame(rows)
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print("\n" + "=" * 130)
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print("########## 1. 逐币 × 噪声档 ##########")
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print(tb.to_string(index=False))
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print("\n########## 2. 三币合并（同噪声档取均值）##########")
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num = tb.copy()
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num["毛均bp"] = num["毛均收益"].str.rstrip("%").astype(float) * 100
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num["净均bp"] = num["净均收益"].str.rstrip("%").astype(float) * 100
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num["胜率_"] = num["胜率"].str.rstrip("%").astype(float)
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agg = num.groupby("噪声bp").agg(
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笔数=("笔数", "mean"), 胜率=("胜率_", "mean"),
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毛均bp=("毛均bp", "mean"), 净均bp=("净均bp", "mean"),
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PF=("PF", "mean"), t值=("t值", "mean")).round(2)
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agg["滑点余量bp"] = (agg["毛均bp"] - 6.0).round(2)
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print(agg.to_string())
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print("\n########## 结论 ##########")
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print(" step23 的 1m 基线（3 币 3578 笔 / 2.28 年）：毛均 9.91bp · PF 2.31 · "
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"t 19.92 · 余量 3.91bp")
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if 0.0 not in agg.index:
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print(" 本次未跑无噪声档，无法给出相对基线的比例")
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return
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base = agg.loc[0.0]
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print(f" 无噪声基线：毛均 {base['毛均bp']:.2f}bp · PF {base['PF']:.2f} · "
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f"t {base['t值']:.2f} · 滑点余量 {base['滑点余量bp']:.2f}bp")
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for bp in levels[1:]:
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if bp not in agg.index:
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continue
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r = agg.loc[bp]
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print(f" 噪声 {bp}bp：毛均 {r['毛均bp']:.2f}bp "
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f"({r['毛均bp'] / base['毛均bp'] * 100:.0f}% of 基线) · "
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f"PF {r['PF']:.2f} · t {r['t值']:.2f} · 余量 {r['滑点余量bp']:.2f}bp")
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print("\n 毛均与 PF 若基本持平 → 逐笔身份随机但总体期望稳定，主线继续，")
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print(" 但必须换成 Bitget 原生回测基线，Binance 的逐笔清单不可用于对照。")
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print(" 若毛均随噪声单调下滑 → 回测吃的是数据噪声，滑点不是瓶颈。")
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out = RESEARCH / "out" / f"aggregate_robustness{args.tag}.csv"
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tb.to_csv(out, index=False)
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print(f"\n产物写入 {out}")
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if __name__ == "__main__":
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main()
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"""前置测量一：本机算力——影子交易器的计算延迟下限。
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step39 在 Mac 上量到 2000 根窗口单次 0.20s。这台机器只有 2 vCPU 且单核更慢，
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而计算延迟直接吃 1m 腿仅 3.9bp 的滑点预算，所以必须在写影子交易器之前实测。
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量四件事：
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1m 侧 TF_DF(2000根) + build_htf_zones + find_fast_bsp3
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5m 侧 TF_DF(800根) + 分型 + 时间线（只在 5m 收盘那根变，可摊薄到 1/5）
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串行 3 币 最后一个币要等多久 —— 这就是它的下单延迟
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并行 3 币 2 核跑 3 进程会互相抢核，未必比串行快
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输出 out/bench_compute.csv，判据是与 3.9bp 预算对应的漂移：本机 1m 波动
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BTC 6.5bp/分钟，按 √t 折算，1 秒延迟约 0.8bp、5 秒约 1.9bp。
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"""
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from __future__ import annotations
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import argparse
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import os
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import sys
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import time
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import warnings
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from concurrent.futures import ProcessPoolExecutor
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from pathlib import Path
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import numpy as np
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import pandas as pd
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warnings.filterwarnings("ignore")
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for v in ("OMP_NUM_THREADS", "OPENBLAS_NUM_THREADS", "MKL_NUM_THREADS"):
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os.environ.setdefault(v, "1")
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HERE = Path(__file__).resolve().parent
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RESEARCH = HERE.parent
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sys.path.insert(0, str(RESEARCH))
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sys.path.insert(0, str(RESEARCH.parent))
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pd.set_option("display.width", 240)
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LTF, HTF = "1m", "5m"
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WIN_LTF = 2000
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WIN_HTF = max(WIN_LTF // 5, 800)
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SYMS = ("BTC", "ETH", "SOL")
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def _signal_once(sl_ltf: pd.DataFrame) -> tuple[int, float]:
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"""1m 侧：切片重建结构与信号。与 step39 的 _pit_once 同一套调用。"""
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from chanlun import TF_DF
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from lib.fast_bsp3 import find_fast_bsp3
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from lib.nested_level import build_htf_zones
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t0 = time.perf_counter()
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chan = TF_DF(sl_ltf, 1, LTF)
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cdf = chan.dataframe
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zones = build_htf_zones(cdf, LTF, chan=chan)
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n_sig = 0
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if not zones.empty:
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sig = find_fast_bsp3(cdf, zones.reset_index(drop=True))
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n_sig = len(sig)
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return n_sig, time.perf_counter() - t0
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def _agree_once(sl_htf: pd.DataFrame) -> tuple[int, float]:
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"""5m 侧：切片重建分型时间线。与 step39 的 _pit_agree 同一套调用。"""
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from chanlun import TF_DF
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from lib.fx_signal import extract_fx_signals, signals_to_frame
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from lib.nested_bsp import htf_fx_timeline
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t0 = time.perf_counter()
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chan = TF_DF(sl_htf, 1, HTF)
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tl = htf_fx_timeline(signals_to_frame(extract_fx_signals(chan, chan.dataframe)),
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chan.dataframe)
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return len(tl), time.perf_counter() - t0
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def _load(sym: str) -> tuple[pd.DataFrame, pd.DataFrame]:
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from lib.data import load_local
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pair = f"{sym}/USDT:USDT"
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df_l = load_local(pair, LTF)
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df_h = load_local(pair, HTF)
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if df_l is None or df_h is None:
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raise SystemExit(f"{sym} 本地数据缺失，本机只有 BTC/ETH/SOL")
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return df_l, df_h
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def _slices(sym: str, reps: int, seed: int) -> list[tuple[pd.DataFrame, pd.DataFrame]]:
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"""预先切好窗口。读 feather 是本机 IO，实盘数据来自 WS 缓冲，不计入延迟。"""
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df_l, df_h = _load(sym)
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rng = np.random.default_rng(seed)
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# 从末段随机取窗口，避开数据头部（指标预热）与尾部（不足一窗）
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lo, hi = max(WIN_LTF, len(df_l) - 200_000), len(df_l) - 1
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ltf_ts = df_l["timestamp"].to_numpy()
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htf_ts = df_h["timestamp"].to_numpy()
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out = []
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for i in rng.integers(lo, hi, size=reps):
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i = int(i)
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sl_l = df_l.iloc[i - WIN_LTF + 1: i + 1].reset_index(drop=True)
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# 5m 只喂到不晚于该 1m 根的部分，与实盘一致
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h_end = int(np.searchsorted(htf_ts, ltf_ts[i], side="right"))
|
||||
sl_h = (df_h.iloc[h_end - WIN_HTF: h_end].reset_index(drop=True)
|
||||
if h_end >= WIN_HTF else None)
|
||||
out.append((sl_l, sl_h))
|
||||
return out
|
||||
|
||||
|
||||
def bench_pair(task: tuple) -> dict:
|
||||
"""算一根：1m 信号 + 5m 时间线。在子进程里跑，import 都在函数内。"""
|
||||
import warnings as _w
|
||||
_w.filterwarnings("ignore")
|
||||
sys.path.insert(0, str(RESEARCH))
|
||||
sys.path.insert(0, str(RESEARCH.parent))
|
||||
|
||||
sym, sl_l, sl_h = task
|
||||
_, dt_l = _signal_once(sl_l)
|
||||
dt_h = np.nan if sl_h is None else _agree_once(sl_h)[1]
|
||||
return {"sym": sym, "ltf_s": dt_l, "htf_s": dt_h}
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--reps", type=int, default=15, help="每币采样窗口数")
|
||||
ap.add_argument("--rounds", type=int, default=5, help="串行/并行各跑几轮")
|
||||
args = ap.parse_args()
|
||||
|
||||
print(f"[本机算力] {os.cpu_count()} 逻辑核 · 1m 窗口 {WIN_LTF} 根 · "
|
||||
f"5m 窗口 {WIN_HTF} 根 · 每币 {args.reps} 次\n", flush=True)
|
||||
|
||||
print("########## 1. 单币单次耗时 ##########", flush=True)
|
||||
prepared = {s: _slices(s, args.reps, 7) for s in SYMS}
|
||||
per = []
|
||||
for s in SYMS:
|
||||
d = pd.DataFrame([bench_pair((s, l, h)) for l, h in prepared[s]])
|
||||
per.append(d)
|
||||
print(f" {s}: 1m {d['ltf_s'].median():.3f}s (P95 {d['ltf_s'].quantile(.95):.3f}s)"
|
||||
f" · 5m {d['htf_s'].median():.3f}s", flush=True)
|
||||
allp = pd.concat(per, ignore_index=True)
|
||||
|
||||
m_ltf = allp["ltf_s"].median()
|
||||
m_htf = allp["htf_s"].median()
|
||||
# 5m 侧只在每 5 根 1m 里变一次，其余 4 根可复用缓存
|
||||
amort = m_ltf + m_htf / 5
|
||||
print(f"\n 三币合并中位：1m {m_ltf:.3f}s · 5m {m_htf:.3f}s")
|
||||
print(f" 单币每根摊薄成本 {amort:.3f}s（5m 每 5 根才重算一次）")
|
||||
print(f" 对比 Mac 的 0.20s：本机慢 {m_ltf / 0.20:.1f} 倍")
|
||||
|
||||
print("\n########## 2. 三币串行 vs 并行（最后一个币的下单延迟）##########",
|
||||
flush=True)
|
||||
print(" 只计算子耗时：读数据不计入，进程池常驻不计启动开销", flush=True)
|
||||
ser, par2, par3 = [], [], []
|
||||
pools = {w: ProcessPoolExecutor(max_workers=w) for w in (2, 3)}
|
||||
try:
|
||||
# 先各跑一次把子进程的 import 预热掉，否则首轮全是模块加载时间
|
||||
for w, ex in pools.items():
|
||||
list(ex.map(bench_pair, [(s, *prepared[s][0]) for s in SYMS]))
|
||||
|
||||
for k in range(args.rounds):
|
||||
batch = [(s, *prepared[s][k % args.reps]) for s in SYMS]
|
||||
t0 = time.perf_counter()
|
||||
for t in batch:
|
||||
bench_pair(t)
|
||||
ser.append(time.perf_counter() - t0)
|
||||
|
||||
for w, bag in ((2, par2), (3, par3)):
|
||||
t0 = time.perf_counter()
|
||||
list(pools[w].map(bench_pair, batch))
|
||||
bag.append(time.perf_counter() - t0)
|
||||
print(f" 轮 {k + 1}: 串行 {ser[-1]:.2f}s · 并行2 {par2[-1]:.2f}s · "
|
||||
f"并行3 {par3[-1]:.2f}s", flush=True)
|
||||
finally:
|
||||
for ex in pools.values():
|
||||
ex.shutdown()
|
||||
|
||||
print("\n########## 3. 延迟折算成 bp（3.9bp 预算的参照）##########")
|
||||
# 各币 1m 收益标准差，用 √t 把延迟折成价格漂移的一个标准差
|
||||
vol = {}
|
||||
for s in SYMS:
|
||||
df_l, _ = _load(s)
|
||||
r = np.diff(np.log(df_l["close"].to_numpy(dtype=float)[-400_000:]))
|
||||
vol[s] = float(np.std(r) * 1e4)
|
||||
rows = []
|
||||
for name, xs in (("串行", ser), ("并行2", par2), ("并行3", par3)):
|
||||
d = float(np.median(xs))
|
||||
rows.append({"方案": name, "三币总耗时": f"{d:.2f}s",
|
||||
**{f"{s} 漂移1σ": f"{vol[s] * np.sqrt(d / 60):.2f}bp"
|
||||
for s in SYMS}})
|
||||
tb = pd.DataFrame(rows)
|
||||
print(tb.to_string(index=False))
|
||||
print(f"\n 1m 波动实测：" + " · ".join(f"{s} {vol[s]:.1f}bp/分钟" for s in SYMS))
|
||||
print(" 漂移 1σ 是随机部分；入场时价格正朝信号方向跑，系统性追价另计。")
|
||||
|
||||
out = RESEARCH / "out" / "bench_compute.csv"
|
||||
pd.DataFrame({
|
||||
"指标": ["cpu核数", "1m窗口", "5m窗口", "1m中位s", "1m_P95s", "5m中位s",
|
||||
"单币摊薄s", "串行3币s", "并行2_3币s", "并行3_3币s"],
|
||||
"值": [os.cpu_count(), WIN_LTF, WIN_HTF, round(m_ltf, 3),
|
||||
round(allp["ltf_s"].quantile(.95), 3), round(m_htf, 3),
|
||||
round(amort, 3), round(float(np.median(ser)), 2),
|
||||
round(float(np.median(par2)), 2), round(float(np.median(par3)), 2)],
|
||||
}).to_csv(out, index=False)
|
||||
print(f"\n产物写入 {out}")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,120 @@
|
||||
"""Bitget 原生回测基线：影子交易器要对照的那个数。
|
||||
|
||||
aggregate_robustness 证明总体期望在数据扰动下稳定，但逐笔清单不可复现。
|
||||
所以滑点不能逐笔对照 Binance 回测，只能对照「同一 venue 上的总体毛均收益」。
|
||||
这一步就是把那个数算出来。
|
||||
|
||||
跑法与 Binance 侧完全对齐：同一时间窗、同样 300k 根 1m、同一套 lib/ 代码、
|
||||
同样 SL/TP/MAX_BARS = 1.5/3.0/48 与 entry_delay=1，只换数据源。
|
||||
|
||||
特别关注 SOL：Bitget 的 tick 是 0.001、Binance 是 0.01，粗 10 倍会让
|
||||
`close > high[j-1]` 大量平局不触发。Bitget 上信号多出 74%，多出来的是否
|
||||
同样赚钱，只有跑一遍才知道——这不是随机扰动，是系统性差异。
|
||||
|
||||
输出 out/bitget_baseline.csv。
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import os
|
||||
import sys
|
||||
import time
|
||||
import warnings
|
||||
from pathlib import Path
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
|
||||
warnings.filterwarnings("ignore")
|
||||
for v in ("OMP_NUM_THREADS", "OPENBLAS_NUM_THREADS", "MKL_NUM_THREADS"):
|
||||
os.environ.setdefault(v, "1")
|
||||
|
||||
HERE = Path(__file__).resolve().parent
|
||||
RESEARCH = HERE.parent
|
||||
sys.path.insert(0, str(RESEARCH))
|
||||
sys.path.insert(0, str(RESEARCH.parent))
|
||||
sys.path.insert(0, str(HERE))
|
||||
pd.set_option("display.width", 260)
|
||||
|
||||
from aggregate_robustness import run_once, stats # noqa: E402
|
||||
from venue_parity import fetch_bitget # noqa: E402
|
||||
|
||||
# Binance 侧在同一窗口的实测值，来自 out/aggregate_robustness_*.csv 的 0bp 档
|
||||
BINANCE_REF = {"BTC": 6.11, "ETH": 12.31, "SOL": 10.01}
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--symbols", default="BTC,ETH,SOL")
|
||||
ap.add_argument("--days", type=int, default=210,
|
||||
help="与 Binance 侧的 300k 根（208 天）对齐")
|
||||
ap.add_argument("--refresh", action="store_true")
|
||||
ap.add_argument("--tag", default="", help="产物文件名后缀，避免多次调用互相覆盖")
|
||||
args = ap.parse_args()
|
||||
|
||||
from lib.data import load_local
|
||||
|
||||
syms = [s.strip() for s in args.symbols.split(",")]
|
||||
print(f"[Bitget 原生基线] {syms} · 近 {args.days} 天 1m\n", flush=True)
|
||||
|
||||
rows = []
|
||||
for sym in syms:
|
||||
t0 = time.perf_counter()
|
||||
bg_l = fetch_bitget(sym, "1m", args.days, args.refresh)
|
||||
bg_h = fetch_bitget(sym, "5m", args.days, args.refresh)
|
||||
print(f"── {sym} {len(bg_l)} 根 1m / {len(bg_h)} 根 5m "
|
||||
f"{bg_l['date'].iloc[0]:%Y-%m-%d} ~ {bg_l['date'].iloc[-1]:%Y-%m-%d}"
|
||||
f" [拉取 {time.perf_counter() - t0:.0f}s]", flush=True)
|
||||
|
||||
t1 = time.perf_counter()
|
||||
tr = run_once(bg_l, bg_h)
|
||||
s = stats(tr)
|
||||
rows.append({"品种": sym, "venue": "Bitget", **s})
|
||||
print(f" Bitget : " + " · ".join(f"{k} {v}" for k, v in s.items())
|
||||
+ f" [{time.perf_counter() - t1:.0f}s]", flush=True)
|
||||
|
||||
# 同窗口的 Binance 对照，直接重算一遍，避免口径漂移
|
||||
lo, hi = int(bg_l.timestamp.min()), int(bg_l.timestamp.max())
|
||||
bn_l = load_local(f"{sym}/USDT:USDT", "1m")
|
||||
bn_h = load_local(f"{sym}/USDT:USDT", "5m")
|
||||
if bn_l is None:
|
||||
continue
|
||||
bn_l = bn_l[(bn_l.timestamp >= lo) & (bn_l.timestamp <= hi)].reset_index(drop=True)
|
||||
bn_h = bn_h[(bn_h.timestamp >= lo) & (bn_h.timestamp <= hi)].reset_index(drop=True)
|
||||
t1 = time.perf_counter()
|
||||
s2 = stats(run_once(bn_l, bn_h))
|
||||
rows.append({"品种": sym, "venue": "Binance", **s2})
|
||||
print(f" Binance: " + " · ".join(f"{k} {v}" for k, v in s2.items())
|
||||
+ f" [{time.perf_counter() - t1:.0f}s]", flush=True)
|
||||
|
||||
if not rows:
|
||||
print("无结果")
|
||||
return
|
||||
|
||||
tb = pd.DataFrame(rows)
|
||||
tb["毛均bp"] = tb["毛均收益"].str.rstrip("%").astype(float) * 100
|
||||
print("\n" + "=" * 120)
|
||||
print("########## 同窗口 · 同代码 · 只换数据源 ##########")
|
||||
print(tb.to_string(index=False))
|
||||
|
||||
print("\n########## 毛均收益对照（bp）##########")
|
||||
piv = tb.pivot_table(index="品种", columns="venue", values="毛均bp")
|
||||
piv["差额"] = (piv.get("Bitget", np.nan) - piv.get("Binance", np.nan)).round(2)
|
||||
cnt = tb.pivot_table(index="品种", columns="venue", values="笔数")
|
||||
piv["Bitget笔数"] = cnt.get("Bitget")
|
||||
piv["Binance笔数"] = cnt.get("Binance")
|
||||
piv["Bitget余量bp"] = (piv.get("Bitget", np.nan) - 6.0).round(2)
|
||||
print(piv.round(2).to_string())
|
||||
|
||||
print("\n########## 结论 ##########")
|
||||
print(" Bitget余量 = 该 venue 自己的毛均收益 − 6bp 双边费率（VIP1 taker + API 返50%）。")
|
||||
print(" 这就是影子交易器测出的滑点要去比的那条线，逐笔清单不参与比较。")
|
||||
print(" 两家毛均若接近 → 总体口径可迁移；若差很多 → 以 Bitget 的为准。")
|
||||
|
||||
out = RESEARCH / "out" / f"bitget_baseline{args.tag}.csv"
|
||||
tb.to_csv(out, index=False)
|
||||
print(f"\n产物写入 {out}")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,116 @@
|
||||
"""把 1030ms 归因到具体环节。
|
||||
|
||||
前面的测量已经排除两个可能：
|
||||
· Bitget 换根首条推送就是 update，Hummingbot 没有因丢弃 snapshot 而等待
|
||||
· 容器内同进程里，Hummingbot 的 feed 只比原始 WS 慢 2~6ms，处理开销可忽略
|
||||
|
||||
剩下的变量是「位置」和「客户端」。本脚本对同一批 K 线三方对齐：
|
||||
|
||||
host_ccxt 宿主机 ccxt.pro watch_ohlcv latency_ccxt.csv
|
||||
host_raw 宿主机 原始 aiohttp WS probe_raw_host.csv
|
||||
cont_raw 容器内 原始 aiohttp WS probe_hb_vs_raw.csv
|
||||
cont_hb 容器内 Hummingbot candles feed probe_hb_vs_raw.csv
|
||||
|
||||
据此可分离两件事：
|
||||
cont_raw − host_raw 容器网络的代价（同一份代码，只换位置）
|
||||
host_ccxt − host_raw ccxt.pro 客户端的差异（同一位置，只换客户端）
|
||||
|
||||
.venv/bin/python research/live/latency_attribute.py
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
from pathlib import Path
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
|
||||
OUT = Path(__file__).resolve().parents[1] / "out"
|
||||
SYMS = ("BTC", "ETH", "SOL")
|
||||
|
||||
|
||||
def load() -> pd.DataFrame | None:
|
||||
parts = []
|
||||
|
||||
f = OUT / "latency_ccxt.csv"
|
||||
if f.exists():
|
||||
d = pd.read_csv(f)
|
||||
if not d.empty:
|
||||
parts.append(d[["kline_ts", "sym", "t_data_ms"]]
|
||||
.rename(columns={"t_data_ms": "host_ccxt"}))
|
||||
|
||||
f = OUT / "probe_raw_host.csv"
|
||||
if f.exists():
|
||||
d = pd.read_csv(f)
|
||||
if not d.empty:
|
||||
parts.append(d[["kline_ts", "sym", "raw_ms"]]
|
||||
.rename(columns={"raw_ms": "host_raw"}))
|
||||
|
||||
f = OUT / "probe_hb_vs_raw.csv"
|
||||
if f.exists():
|
||||
d = pd.read_csv(f)
|
||||
if not d.empty:
|
||||
parts.append(d[["kline_ts", "sym", "raw_ms", "hb_ms"]]
|
||||
.rename(columns={"raw_ms": "cont_raw",
|
||||
"hb_ms": "cont_hb"}))
|
||||
|
||||
if not parts:
|
||||
return None
|
||||
m = parts[0]
|
||||
for p in parts[1:]:
|
||||
m = m.merge(p, on=["kline_ts", "sym"], how="outer")
|
||||
return m
|
||||
|
||||
|
||||
def main() -> None:
|
||||
m = load()
|
||||
if m is None or m.empty:
|
||||
print("四路数据均缺失")
|
||||
return
|
||||
|
||||
cols = [c for c in ("host_ccxt", "host_raw", "cont_raw", "cont_hb")
|
||||
if c in m.columns]
|
||||
print(f"各路样本数（重叠前）：")
|
||||
for c in cols:
|
||||
print(f" {c}: {int(m[c].notna().sum())}")
|
||||
|
||||
print("\n########## 各路 t_data − t_close（ms，中位）##########")
|
||||
print(f"{'币':<5}" + "".join(f"{c:>11}" for c in cols))
|
||||
for s in SYMS:
|
||||
g = m[m["sym"] == s]
|
||||
line = f"{s:<5}"
|
||||
for c in cols:
|
||||
v = (g[c] - g["kline_ts"]).dropna()
|
||||
line += f"{np.median(v):>11.0f}" if len(v) else f"{'—':>11}"
|
||||
print(line)
|
||||
|
||||
# 只在四路都有的 K 线上做差，避免不同子集的中位数互相错位
|
||||
full = m.dropna(subset=cols)
|
||||
print(f"\n########## 归因（仅四路齐全的 {len(full)} 根）##########")
|
||||
if full.empty:
|
||||
print(" 无四路齐全的 K 线；检查三个采集窗口是否重叠")
|
||||
return
|
||||
pairs = []
|
||||
if "cont_raw" in cols and "host_raw" in cols:
|
||||
pairs.append(("容器网络代价", "cont_raw", "host_raw"))
|
||||
if "host_ccxt" in cols and "host_raw" in cols:
|
||||
pairs.append(("ccxt.pro 客户端差异", "host_ccxt", "host_raw"))
|
||||
if "cont_hb" in cols and "cont_raw" in cols:
|
||||
pairs.append(("Hummingbot 处理开销", "cont_hb", "cont_raw"))
|
||||
if "cont_hb" in cols and "host_ccxt" in cols:
|
||||
pairs.append(("合计：容器 HB vs 宿主 ccxt", "cont_hb", "host_ccxt"))
|
||||
|
||||
print(f"{'环节':<26}" + "".join(f"{s:>9}" for s in SYMS))
|
||||
for name, a, b in pairs:
|
||||
line = f"{name:<26}"
|
||||
for s in SYMS:
|
||||
g = full[full["sym"] == s]
|
||||
if g.empty:
|
||||
line += f"{'—':>9}"
|
||||
continue
|
||||
line += f"{np.median(g[a] - g[b]):>9.0f}"
|
||||
print(line)
|
||||
print("\n（单位 ms，正数表示前者更慢）")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,120 @@
|
||||
"""延迟基准 A：ccxt.pro 侧的数据到手时刻。
|
||||
|
||||
要测的事件只有一个：**我们在什么时候得知第 N 根 1m 已经收盘**。
|
||||
它等价于 t_data − t_close，是下单延迟里最先发生、也往往最大的一段。
|
||||
|
||||
与 latency_hummingbot.py 测的是同一个事件，两边跑同一段时间才可比，
|
||||
所以两个脚本都按整分钟对齐输出，事后按 K 线时间戳 join。
|
||||
|
||||
判据：ETH 的 Bitget 原生滑点余量只有 4.02bp、SOL 2.92bp，而本机 1m 波动
|
||||
ETH 8.6bp/分钟、SOL 9.6bp/分钟。按 √t 折算，1 秒延迟就是 1.1~1.2bp 的
|
||||
随机漂移，且入场方向上还有系统性追价。所以这个数值本身就可能决定生死。
|
||||
|
||||
输出 out/latency_ccxt.csv，每根一行。
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import asyncio
|
||||
import csv
|
||||
import signal
|
||||
import sys
|
||||
import time
|
||||
from pathlib import Path
|
||||
|
||||
HERE = Path(__file__).resolve().parent
|
||||
RESEARCH = HERE.parent
|
||||
sys.path.insert(0, str(RESEARCH))
|
||||
sys.path.insert(0, str(RESEARCH.parent))
|
||||
|
||||
SYMS = ("BTC", "ETH", "SOL")
|
||||
OUT = RESEARCH / "out" / "latency_ccxt.csv"
|
||||
PERIOD_MS = 60_000
|
||||
|
||||
_stop = False
|
||||
|
||||
|
||||
def _on_signal(*_):
|
||||
global _stop
|
||||
_stop = True
|
||||
|
||||
|
||||
async def watch(ex, sym: str, writer, fh, stats: dict) -> None:
|
||||
"""watch_ohlcv 每次推送都带整段最近 K 线，靠时间戳前进判断上一根已收盘。"""
|
||||
pair = f"{sym}/USDT:USDT"
|
||||
last_ts = None
|
||||
while not _stop:
|
||||
try:
|
||||
o = await ex.watch_ohlcv(pair, "1m")
|
||||
except Exception as e:
|
||||
print(f" {sym} watch 异常 {type(e).__name__}: {e}", flush=True)
|
||||
await asyncio.sleep(1)
|
||||
continue
|
||||
if not o:
|
||||
continue
|
||||
now_ms = int(time.time() * 1000)
|
||||
newest = int(o[-1][0])
|
||||
if last_ts is None:
|
||||
last_ts = newest
|
||||
continue
|
||||
if newest > last_ts:
|
||||
# newest 是刚开始的那根，故 last_ts 那根在 newest 时刻收盘
|
||||
closed_ts = newest
|
||||
lag_ms = now_ms - closed_ts
|
||||
writer.writerow({"kline_ts": closed_ts, "sym": sym,
|
||||
"t_data_ms": now_ms, "lag_ms": lag_ms})
|
||||
fh.flush()
|
||||
stats.setdefault(sym, []).append(lag_ms)
|
||||
n = len(stats[sym])
|
||||
if n % 5 == 1:
|
||||
med = sorted(stats[sym])[n // 2]
|
||||
print(f" {sym}: 第 {n} 根，本次 lag {lag_ms}ms，中位 {med}ms",
|
||||
flush=True)
|
||||
last_ts = newest
|
||||
|
||||
|
||||
async def main_async(minutes: int) -> None:
|
||||
import ccxt.pro as ccxtpro
|
||||
|
||||
ex = ccxtpro.bitget({"options": {"defaultType": "swap"},
|
||||
"enableRateLimit": True})
|
||||
OUT.parent.mkdir(parents=True, exist_ok=True)
|
||||
fh = OUT.open("w", newline="")
|
||||
writer = csv.DictWriter(fh, fieldnames=["kline_ts", "sym", "t_data_ms", "lag_ms"])
|
||||
writer.writeheader()
|
||||
stats: dict = {}
|
||||
|
||||
print(f"[ccxt.pro 延迟] {SYMS} · 计划跑 {minutes} 分钟 · 输出 {OUT.name}",
|
||||
flush=True)
|
||||
tasks = [asyncio.create_task(watch(ex, s, writer, fh, stats)) for s in SYMS]
|
||||
deadline = time.time() + minutes * 60
|
||||
while time.time() < deadline and not _stop:
|
||||
await asyncio.sleep(1)
|
||||
for t in tasks:
|
||||
t.cancel()
|
||||
await asyncio.gather(*tasks, return_exceptions=True)
|
||||
await ex.close()
|
||||
fh.close()
|
||||
|
||||
print("\n########## t_data − t_close（ms）##########")
|
||||
for s in SYMS:
|
||||
v = sorted(stats.get(s, []))
|
||||
if not v:
|
||||
print(f" {s}: 无样本")
|
||||
continue
|
||||
print(f" {s}: n={len(v)} 中位 {v[len(v) // 2]}ms "
|
||||
f"P90 {v[int(len(v) * .9)]}ms 最大 {v[-1]}ms")
|
||||
print(f"\n产物写入 {OUT}")
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--minutes", type=int, default=20)
|
||||
args = ap.parse_args()
|
||||
signal.signal(signal.SIGINT, _on_signal)
|
||||
signal.signal(signal.SIGTERM, _on_signal)
|
||||
asyncio.run(main_async(args.minutes))
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,122 @@
|
||||
"""把两侧 t_data − t_close 对齐，并折算成 bp，与滑点余量对照。
|
||||
|
||||
为什么要折算成 bp 才有意义：延迟本身不花钱，花钱的是延迟期间价格的漂移。
|
||||
按随机游走，t 秒的价格标准差是 σ_1m · √(t/60)，其中 σ_1m 是本币 1m 收益
|
||||
的标准差。入场方向上还有系统性追价（信号触发往往伴随同向动量），所以随机
|
||||
漂移只是下限，真实成本更高——这也是为什么最终仍要用真实盘口测滑点。
|
||||
|
||||
余量（bitget_baseline.py 得出，Bitget 原生基线减去手续费后剩下的空间）：
|
||||
BTC -0.13bp ETH +4.02bp SOL +2.92bp
|
||||
BTC 本就为负，留着只作延迟测量的参照物，不作交易标的。
|
||||
|
||||
.venv/bin/python research/live/latency_compare.py
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import sys
|
||||
from pathlib import Path
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
|
||||
HERE = Path(__file__).resolve().parent
|
||||
RESEARCH = HERE.parent
|
||||
sys.path.insert(0, str(RESEARCH))
|
||||
|
||||
OUT = RESEARCH / "out"
|
||||
BUDGET_BP = {"BTC": -0.13, "ETH": 4.02, "SOL": 2.92}
|
||||
SYMS = ("BTC", "ETH", "SOL")
|
||||
|
||||
|
||||
def vol_bp_per_min() -> dict[str, float]:
|
||||
"""从 Bitget 缓存算 1m 收益标准差，单位 bp。"""
|
||||
out = {}
|
||||
for s in SYMS:
|
||||
f = HERE / "cache" / f"bitget_{s}_1m_30d.feather"
|
||||
if not f.exists():
|
||||
f = HERE / "cache" / f"bitget_{s}_1m_210d.feather"
|
||||
if not f.exists():
|
||||
continue
|
||||
df = pd.read_feather(f)
|
||||
r = np.log(df["close"].to_numpy(dtype=float))
|
||||
out[s] = float(np.nanstd(np.diff(r)) * 1e4)
|
||||
return out
|
||||
|
||||
|
||||
def drift_bp(lag_ms: float, vol: float) -> float:
|
||||
"""随机游走下，lag 毫秒对应的价格漂移标准差（bp）。"""
|
||||
return vol * np.sqrt(max(lag_ms, 0) / 60_000.0)
|
||||
|
||||
|
||||
def load(tag: str) -> pd.DataFrame | None:
|
||||
f = OUT / f"latency_{tag}.csv"
|
||||
if not f.exists():
|
||||
return None
|
||||
df = pd.read_csv(f)
|
||||
return df if not df.empty else None
|
||||
|
||||
|
||||
def describe(df: pd.DataFrame, name: str, vols: dict) -> None:
|
||||
print(f"\n########## {name}：t_data − t_close ##########")
|
||||
print(f"{'币':<5}{'n':>5}{'中位ms':>9}{'P90ms':>9}{'最大ms':>9}"
|
||||
f"{'中位漂移bp':>12}{'余量bp':>9}{'占余量':>9}")
|
||||
for s in SYMS:
|
||||
v = df[df["sym"] == s]["lag_ms"].to_numpy(dtype=float)
|
||||
if not len(v):
|
||||
continue
|
||||
med, p90 = float(np.median(v)), float(np.percentile(v, 90))
|
||||
vol = vols.get(s)
|
||||
d = drift_bp(med, vol) if vol else float("nan")
|
||||
b = BUDGET_BP[s]
|
||||
share = f"{d / b * 100:.0f}%" if b > 0 else "—(负)"
|
||||
print(f"{s:<5}{len(v):>5}{med:>9.0f}{p90:>9.0f}{v.max():>9.0f}"
|
||||
f"{d:>12.2f}{b:>9.2f}{share:>9}")
|
||||
|
||||
|
||||
def main() -> None:
|
||||
vols = vol_bp_per_min()
|
||||
print("1m 收益标准差（bp/分钟，Bitget 缓存实测）：")
|
||||
for s, v in vols.items():
|
||||
print(f" {s}: {v:.2f}")
|
||||
|
||||
a, b = load("ccxt"), load("hummingbot")
|
||||
if a is None or b is None:
|
||||
print(f"\n数据未就绪：ccxt={'有' if a is not None else '无'} "
|
||||
f"hummingbot={'有' if b is not None else '无'}")
|
||||
if a is not None:
|
||||
describe(a, "ccxt.pro", vols)
|
||||
if b is not None:
|
||||
describe(b, "Hummingbot", vols)
|
||||
return
|
||||
|
||||
describe(a, "ccxt.pro", vols)
|
||||
describe(b, "Hummingbot", vols)
|
||||
|
||||
# 逐根配对才能消掉「不同分钟市场活跃度不同」的干扰
|
||||
m = a.merge(b, on=["kline_ts", "sym"], suffixes=("_ccxt", "_hb"))
|
||||
print(f"\n########## 逐根配对（重叠 {len(m)} 根）##########")
|
||||
if m.empty:
|
||||
print(" 两侧无重叠 K 线，无法配对；检查采集时间窗是否错开")
|
||||
return
|
||||
print(f"{'币':<5}{'n':>5}{'ccxt中位':>10}{'HB中位':>10}"
|
||||
f"{'差值中位':>10}{'HB更慢占比':>12}{'差值→bp':>10}")
|
||||
for s in SYMS:
|
||||
g = m[m["sym"] == s]
|
||||
if g.empty:
|
||||
continue
|
||||
d = (g["lag_ms_hb"] - g["lag_ms_ccxt"]).to_numpy(dtype=float)
|
||||
vol = vols.get(s)
|
||||
# 差值转 bp：比较两条路径各自漂移的差，而非直接对差值开方
|
||||
extra = (drift_bp(float(np.median(g["lag_ms_hb"])), vol)
|
||||
- drift_bp(float(np.median(g["lag_ms_ccxt"])), vol)) if vol else float("nan")
|
||||
print(f"{s:<5}{len(g):>5}{np.median(g['lag_ms_ccxt']):>10.0f}"
|
||||
f"{np.median(g['lag_ms_hb']):>10.0f}{np.median(d):>10.0f}"
|
||||
f"{(d > 0).mean() * 100:>11.0f}%{extra:>10.2f}")
|
||||
|
||||
print("\n判读：差值 → bp 若显著小于余量，说明选哪个运行时不影响结论，"
|
||||
"可直接用 Hummingbot（生产路径一致）；若接近或超过余量，"
|
||||
"则运行时本身就是成本项，需要单独优化或放弃 1m。")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,117 @@
|
||||
"""延迟基准 B：Hummingbot 侧的数据到手时刻。
|
||||
|
||||
在 Hummingbot 容器内运行，测的事件与 latency_ccxt.py 完全相同：
|
||||
**我们在什么时候得知第 N 根 1m 已经收盘**。
|
||||
|
||||
为什么必须在 Hummingbot 里测而不是复用 ccxt 的数字：如果最终执行走
|
||||
Hummingbot，那决定成交价的是它的 WS 处理与事件循环延迟。用别的运行时测出
|
||||
的滑点，换到 Hummingbot 上就不成立了。
|
||||
|
||||
用 max_records=20 让历史回填快速完成——这里只关心增量推送的时刻，不需要
|
||||
2000 根窗口。
|
||||
|
||||
输出 out/latency_hummingbot.csv，字段与 A 侧一致，事后按 kline_ts join。
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import asyncio
|
||||
import csv
|
||||
import time
|
||||
from pathlib import Path
|
||||
|
||||
SYMS = ("BTC", "ETH", "SOL")
|
||||
CONNECTOR = "bitget_perpetual"
|
||||
OUT = Path("/out/latency_hummingbot.csv")
|
||||
|
||||
|
||||
async def main_async(minutes: int) -> None:
|
||||
from hummingbot.data_feed.candles_feed.candles_factory import CandlesFactory
|
||||
from hummingbot.data_feed.candles_feed.data_types import CandlesConfig
|
||||
|
||||
feeds = {}
|
||||
for s in SYMS:
|
||||
cfg = CandlesConfig(connector=CONNECTOR, trading_pair=f"{s}-USDT",
|
||||
interval="1m", max_records=20)
|
||||
feeds[s] = CandlesFactory.get_candle(cfg)
|
||||
|
||||
print(f"[Hummingbot 延迟] {SYMS} · connector={CONNECTOR} · "
|
||||
f"计划跑 {minutes} 分钟", flush=True)
|
||||
for s, f in feeds.items():
|
||||
if hasattr(f, "start"):
|
||||
f.start()
|
||||
else:
|
||||
await f.start_network()
|
||||
print(f" {s} 已启动订阅", flush=True)
|
||||
|
||||
# 等历史回填完成，否则 deque 尾部时间戳还在跳变
|
||||
t0 = time.time()
|
||||
while time.time() - t0 < 120:
|
||||
if all(f.ready for f in feeds.values()):
|
||||
break
|
||||
await asyncio.sleep(0.5)
|
||||
ready = {s: f.ready for s, f in feeds.items()}
|
||||
print(f" 回填状态 {ready}（{time.time() - t0:.1f}s）", flush=True)
|
||||
|
||||
OUT.parent.mkdir(parents=True, exist_ok=True)
|
||||
fh = OUT.open("w", newline="")
|
||||
writer = csv.DictWriter(fh, fieldnames=["kline_ts", "sym", "t_data_ms", "lag_ms"])
|
||||
writer.writeheader()
|
||||
|
||||
last = {}
|
||||
for s, f in feeds.items():
|
||||
c = f._candles
|
||||
last[s] = int(c[-1][0]) if len(c) else None
|
||||
|
||||
stats: dict = {}
|
||||
deadline = time.time() + minutes * 60
|
||||
while time.time() < deadline:
|
||||
for s, f in feeds.items():
|
||||
c = f._candles
|
||||
if not len(c):
|
||||
continue
|
||||
newest = int(c[-1][0])
|
||||
if last[s] is None:
|
||||
last[s] = newest
|
||||
continue
|
||||
if newest > last[s]:
|
||||
now_ms = int(time.time() * 1000)
|
||||
# Hummingbot 的时间戳是秒，统一成毫秒后再与本地钟相减
|
||||
closed_ms = newest * 1000 if newest < 1e12 else newest
|
||||
lag_ms = now_ms - closed_ms
|
||||
writer.writerow({"kline_ts": closed_ms, "sym": s,
|
||||
"t_data_ms": now_ms, "lag_ms": lag_ms})
|
||||
fh.flush()
|
||||
stats.setdefault(s, []).append(lag_ms)
|
||||
n = len(stats[s])
|
||||
if n % 5 == 1:
|
||||
med = sorted(stats[s])[n // 2]
|
||||
print(f" {s}: 第 {n} 根，本次 lag {lag_ms}ms，中位 {med}ms",
|
||||
flush=True)
|
||||
last[s] = newest
|
||||
await asyncio.sleep(0.01)
|
||||
|
||||
for f in feeds.values():
|
||||
f.stop()
|
||||
fh.close()
|
||||
|
||||
print("\n########## t_data − t_close（ms）##########")
|
||||
for s in SYMS:
|
||||
v = sorted(stats.get(s, []))
|
||||
if not v:
|
||||
print(f" {s}: 无样本")
|
||||
continue
|
||||
print(f" {s}: n={len(v)} 中位 {v[len(v) // 2]}ms "
|
||||
f"P90 {v[int(len(v) * .9)]}ms 最大 {v[-1]}ms")
|
||||
print(f"\n产物写入 {OUT}")
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--minutes", type=int, default=20)
|
||||
args = ap.parse_args()
|
||||
asyncio.run(main_async(args.minutes))
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,191 @@
|
||||
"""环境等价性验证：同一份切片，在 .venv 与 Hummingbot 容器里必须算出同一组信号。
|
||||
|
||||
为什么要单独验这件事：容器里是 Python 3.13.14 + pandas 3.0.5 + numpy 2.4.6，
|
||||
本机 .venv 是 Python 3.14.4 + pandas 3.0.5 + numpy 2.5.2。pandas 同版本，
|
||||
numpy 差一个小版本。信号已经被证明对 0.25bp 的数据扰动极度敏感（扰动会换掉
|
||||
一半信号），所以浮点或 groupby 顺序上的任何细微差异都可能改变信号集合——
|
||||
必须实测，不能推断。
|
||||
|
||||
用 --dump 先从 .venv 导出切片成 CSV，两个环境再读同一个 CSV，
|
||||
这样数据来源差异为零，比出来的就是纯计算差异。
|
||||
|
||||
.venv/bin/python research/live/parity_env.py --dump # 导出切片
|
||||
.venv/bin/python research/live/parity_env.py --run # 本机计算
|
||||
docker run ... /app/parity_env.py --run --tag container # 容器计算
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import json
|
||||
import os
|
||||
import sys
|
||||
import time
|
||||
import warnings
|
||||
from pathlib import Path
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
|
||||
warnings.filterwarnings("ignore")
|
||||
for v in ("OMP_NUM_THREADS", "OPENBLAS_NUM_THREADS", "MKL_NUM_THREADS"):
|
||||
os.environ.setdefault(v, "1")
|
||||
|
||||
HERE = Path(__file__).resolve().parent
|
||||
RESEARCH = HERE.parent
|
||||
sys.path.insert(0, str(RESEARCH))
|
||||
sys.path.insert(0, str(RESEARCH.parent))
|
||||
|
||||
LTF, HTF = "1m", "5m"
|
||||
WINDOW = 2000 # step39 定下的窗口：命中率在此饱和
|
||||
HTF_WINDOW = 800
|
||||
SYMS = ("BTC", "ETH", "SOL")
|
||||
|
||||
|
||||
def slice_dir() -> Path:
|
||||
"""容器里挂在 /out，本机是 research/out。"""
|
||||
p = Path("/out")
|
||||
return p if p.is_dir() else RESEARCH / "out"
|
||||
|
||||
|
||||
def dump() -> None:
|
||||
"""从 Bitget 缓存导出末尾切片，供两个环境共用。
|
||||
|
||||
用 Bitget 而非 Binance 的数据：目标场地就是 Bitget，且这批缓存正是
|
||||
bitget_baseline.py 算余量时用的同一份，口径可直接对上。
|
||||
"""
|
||||
d = slice_dir() / "parity_slices"
|
||||
d.mkdir(parents=True, exist_ok=True)
|
||||
cache = HERE / "cache"
|
||||
for s in SYMS:
|
||||
for tf, n in ((LTF, WINDOW), (HTF, HTF_WINDOW)):
|
||||
src = cache / f"bitget_{s}_{tf}_30d.feather"
|
||||
if not src.exists():
|
||||
src = cache / f"bitget_{s}_{tf}_210d.feather"
|
||||
if not src.exists():
|
||||
print(f" {s} {tf}: 无缓存 {src.name}，跳过")
|
||||
continue
|
||||
df = pd.read_feather(src)
|
||||
if df is None or df.empty:
|
||||
print(f" {s} {tf}: 缓存为空，跳过")
|
||||
continue
|
||||
out = df.tail(n).reset_index(drop=True)
|
||||
f = d / f"{s}_{tf}.csv"
|
||||
# 用 float 全精度写出，避免导出环节就引入舍入差异
|
||||
out.to_csv(f, index=False, float_format="%.10f")
|
||||
print(f" {s} {tf}: {len(out)} 根 -> {f.name}")
|
||||
print(f"\n切片目录 {d}")
|
||||
|
||||
|
||||
def signals(df_ltf: pd.DataFrame, df_htf: pd.DataFrame) -> dict:
|
||||
"""复用 step39 的时点重建口径，返回信号下标与耗时。"""
|
||||
from chanlun import TF_DF
|
||||
from lib.fast_bsp3 import find_fast_bsp3
|
||||
from lib.nested_level import build_htf_zones
|
||||
|
||||
t0 = time.perf_counter()
|
||||
chan = TF_DF(df_ltf, 1, LTF)
|
||||
cdf = chan.dataframe
|
||||
zones = build_htf_zones(cdf, LTF, chan=chan)
|
||||
raw: list[int] = []
|
||||
if not zones.empty:
|
||||
sig = find_fast_bsp3(cdf, zones.reset_index(drop=True))
|
||||
if sig is not None and not sig.empty:
|
||||
col = "idx" if "idx" in sig.columns else sig.columns[0]
|
||||
raw = sorted(int(x) for x in sig[col].to_numpy())
|
||||
dt = time.perf_counter() - t0
|
||||
|
||||
# 中枢边界是信号定义的核心中间量，一并指纹化：
|
||||
# 若信号相同但中枢不同，说明差异只是被过滤掉了，仍是隐患
|
||||
zsig = None
|
||||
if not zones.empty:
|
||||
num = zones.select_dtypes(include=[np.number])
|
||||
zsig = float(np.nansum(num.to_numpy(dtype=float)))
|
||||
|
||||
return {"n_bars": int(len(df_ltf)), "n_signals": len(raw),
|
||||
"signal_idx": raw, "zone_checksum": zsig,
|
||||
"n_zones": int(len(zones)), "compute_s": round(dt, 4)}
|
||||
|
||||
|
||||
def run(tag: str) -> None:
|
||||
d = slice_dir() / "parity_slices"
|
||||
res = {"tag": tag,
|
||||
"python": sys.version.split()[0],
|
||||
"pandas": pd.__version__,
|
||||
"numpy": np.__version__}
|
||||
per = {}
|
||||
for s in SYMS:
|
||||
f_ltf, f_htf = d / f"{s}_{LTF}.csv", d / f"{s}_{HTF}.csv"
|
||||
if not f_ltf.exists():
|
||||
print(f" {s}: 缺切片 {f_ltf}")
|
||||
continue
|
||||
df_ltf = pd.read_csv(f_ltf)
|
||||
df_htf = pd.read_csv(f_htf) if f_htf.exists() else pd.DataFrame()
|
||||
# date 存的是时间戳字符串，chanlun 的 kline builder 要真 datetime；
|
||||
# timestamp 是毫秒整数，保持数值不动
|
||||
for df in (df_ltf, df_htf):
|
||||
if not df.empty and "date" in df.columns:
|
||||
df["date"] = pd.to_datetime(df["date"], utc=True)
|
||||
r = signals(df_ltf, df_htf)
|
||||
per[s] = r
|
||||
print(f" {s}: {r['n_signals']} 信号 · {r['n_zones']} 中枢 · "
|
||||
f"{r['compute_s']}s · zone_checksum={r['zone_checksum']}")
|
||||
res["per_symbol"] = per
|
||||
|
||||
out = slice_dir() / f"parity_env_{tag}.json"
|
||||
out.write_text(json.dumps(res, indent=2, ensure_ascii=False))
|
||||
print(f"\n[{tag}] python {res['python']} pandas {res['pandas']} "
|
||||
f"numpy {res['numpy']}")
|
||||
print(f"产物写入 {out}")
|
||||
|
||||
|
||||
def compare(a: str, b: str) -> None:
|
||||
d = slice_dir()
|
||||
ra = json.loads((d / f"parity_env_{a}.json").read_text())
|
||||
rb = json.loads((d / f"parity_env_{b}.json").read_text())
|
||||
print(f"{a}: python {ra['python']} pandas {ra['pandas']} numpy {ra['numpy']}")
|
||||
print(f"{b}: python {rb['python']} pandas {rb['pandas']} numpy {rb['numpy']}")
|
||||
print("\n########## 信号集合是否逐一相同 ##########")
|
||||
ok = True
|
||||
for s in SYMS:
|
||||
pa, pb = ra["per_symbol"].get(s), rb["per_symbol"].get(s)
|
||||
if not pa or not pb:
|
||||
print(f" {s}: 缺结果，跳过")
|
||||
continue
|
||||
same_sig = pa["signal_idx"] == pb["signal_idx"]
|
||||
same_zone = pa["n_zones"] == pb["n_zones"]
|
||||
# checksum 是浮点求和，允许相对 1e-9 的差；超出即为真实分歧
|
||||
za, zb = pa["zone_checksum"], pb["zone_checksum"]
|
||||
same_cs = (za is None and zb is None) or (
|
||||
za is not None and zb is not None
|
||||
and abs(za - zb) <= 1e-9 * max(1.0, abs(za)))
|
||||
ok = ok and same_sig and same_zone and same_cs
|
||||
print(f" {s}: 信号 {'一致' if same_sig else '不一致'}"
|
||||
f"（{pa['n_signals']} vs {pb['n_signals']}）· "
|
||||
f"中枢 {'一致' if same_zone else '不一致'}"
|
||||
f"（{pa['n_zones']} vs {pb['n_zones']}）· "
|
||||
f"checksum {'一致' if same_cs else '不一致'}")
|
||||
if not same_sig:
|
||||
sa, sb = set(pa["signal_idx"]), set(pb["signal_idx"])
|
||||
print(f" 仅 {a} 有: {sorted(sa - sb)[:10]}")
|
||||
print(f" 仅 {b} 有: {sorted(sb - sa)[:10]}")
|
||||
print(f" 耗时 {pa['compute_s']}s vs {pb['compute_s']}s")
|
||||
print(f"\n结论：{'两环境等价，可直接在容器内算信号' if ok else '存在分歧，需把信号计算固定在单一环境'}")
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--dump", action="store_true")
|
||||
ap.add_argument("--run", action="store_true")
|
||||
ap.add_argument("--tag", default="venv")
|
||||
ap.add_argument("--compare", nargs=2, metavar=("A", "B"))
|
||||
args = ap.parse_args()
|
||||
if args.dump:
|
||||
dump()
|
||||
if args.run:
|
||||
run(args.tag)
|
||||
if args.compare:
|
||||
compare(*args.compare)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,65 @@
|
||||
"""修正 Hummingbot bitget_perpetual candles feed 的换根延迟。
|
||||
|
||||
上游 _parse_websocket_message 里是：
|
||||
|
||||
candle = data["data"][0]
|
||||
|
||||
而 Bitget 在换根时会推一条带两根的消息 [上一根, 新一根]。取 [0] 拿到的是
|
||||
上一根，其时间戳与 deque 尾部相同，于是只做了原地更新；新一根要等下一条
|
||||
单元素消息才进入 deque——实测晚约 1.1 秒。
|
||||
|
||||
不能简单改成 [-1]：那样上一根的收盘价就永远停在换根前约 1 秒的那次推送上。
|
||||
1m 信号对 0.25bp 的扰动都会换掉一半（见 signal_sensitivity.py），收盘价
|
||||
偏一个 tick 是不能接受的。所以这里把**除最后一根外的元素就地写回 deque**，
|
||||
再把最后一根交给基类走正常的 append 流程。
|
||||
|
||||
已向上游反馈前，本地用子类覆盖，不改动镜像。
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
from typing import Any, Dict, Optional
|
||||
|
||||
import numpy as np
|
||||
|
||||
from hummingbot.data_feed.candles_feed.bitget_perpetual_candles import (
|
||||
BitgetPerpetualCandles,
|
||||
)
|
||||
|
||||
|
||||
def _row_to_dict(row: list, ensure_s) -> Dict[str, Any]:
|
||||
return {"timestamp": ensure_s(int(row[0])),
|
||||
"open": float(row[1]), "high": float(row[2]),
|
||||
"low": float(row[3]), "close": float(row[4]),
|
||||
"volume": float(row[5]), "quote_asset_volume": float(row[6]),
|
||||
"n_trades": 0., "taker_buy_base_volume": 0.,
|
||||
"taker_buy_quote_volume": 0.}
|
||||
|
||||
|
||||
class PatchedBitgetPerpetualCandles(BitgetPerpetualCandles):
|
||||
"""与上游唯一的差别：一条消息里的多根 K 线全部处理，而非只取第一根。"""
|
||||
|
||||
def _parse_websocket_message(self, data: dict) -> Optional[Dict[str, Any]]:
|
||||
if data == "pong":
|
||||
return None
|
||||
if not (data and data.get("data") and data.get("action") == "update"):
|
||||
return None
|
||||
|
||||
rows = data["data"]
|
||||
# 前面的元素都是已收盘 K 线的最终值：就地覆盖，保住真实收盘价
|
||||
for row in rows[:-1]:
|
||||
d = _row_to_dict(row, self.ensure_timestamp_in_seconds)
|
||||
self._overwrite_existing(d)
|
||||
# 最后一根交给基类：时间戳更大就 append，相同就原地更新
|
||||
return _row_to_dict(rows[-1], self.ensure_timestamp_in_seconds)
|
||||
|
||||
def _overwrite_existing(self, d: Dict[str, Any]) -> None:
|
||||
if not len(self._candles):
|
||||
return
|
||||
ts = int(d["timestamp"])
|
||||
if int(self._candles[-1][0]) != ts:
|
||||
return
|
||||
self._candles[-1] = np.array(
|
||||
[d["timestamp"], d["open"], d["high"], d["low"], d["close"],
|
||||
d["volume"], d["quote_asset_volume"], d["n_trades"],
|
||||
d["taker_buy_base_volume"], d["taker_buy_quote_volume"]]
|
||||
).astype(float)
|
||||
@@ -0,0 +1,186 @@
|
||||
"""定位 Hummingbot 那 1030ms 究竟出在处理链路还是容器网络。
|
||||
|
||||
前一轮对照有两个变量同时在变：运行时（Hummingbot vs ccxt.pro）和位置
|
||||
（容器内 vs 宿主机）。所以 1030ms 无法归因。原始 WS 探针已否掉「丢弃
|
||||
snapshot」这个猜测——换根首条推送就是 update，Hummingbot 确实收到了。
|
||||
|
||||
本脚本在**容器内同一个进程**里并行跑两条路径，共用一个时钟、一条网络：
|
||||
A. Hummingbot 的 BitgetPerpetualCandles，轮询 _candles 尾部时间戳
|
||||
B. 一条原始 aiohttp WS，直接订阅 candle1m
|
||||
|
||||
两条路径对同一根 K 线各记一个到达时刻，差值即 Hummingbot 处理链路的净开销。
|
||||
若 B 也慢，则是容器网络，与框架无关。
|
||||
|
||||
在容器内运行：
|
||||
docker run --rm -v $PWD:/repo:ro -v $PWD/research/out:/out \
|
||||
-w /home/hummingbot -e PYTHONPATH=/home/hummingbot \
|
||||
--entrypoint /opt/conda/envs/hummingbot/bin/python \
|
||||
hummingbot/hummingbot:latest /repo/research/live/probe_hb_vs_raw.py --minutes 20
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import asyncio
|
||||
import csv
|
||||
import json
|
||||
import time
|
||||
from pathlib import Path
|
||||
|
||||
SYMS = ("BTC", "ETH", "SOL")
|
||||
WSS = "wss://ws.bitget.com/v2/ws/public"
|
||||
|
||||
|
||||
def out_dir() -> Path:
|
||||
p = Path("/out")
|
||||
return p if p.is_dir() else Path(__file__).resolve().parents[1] / "out"
|
||||
|
||||
|
||||
async def raw_ws(rec: dict, stop: asyncio.Event) -> None:
|
||||
"""B 路径：原始 WS，收到第一条带新时间戳的推送就记时刻。"""
|
||||
import aiohttp
|
||||
|
||||
payload = {"op": "subscribe",
|
||||
"args": [{"instType": "USDT-FUTURES", "channel": "candle1m",
|
||||
"instId": f"{s}USDT"} for s in SYMS]}
|
||||
while not stop.is_set():
|
||||
try:
|
||||
async with aiohttp.ClientSession() as sess, \
|
||||
sess.ws_connect(WSS, heartbeat=20) as ws:
|
||||
await ws.send_str(json.dumps(payload))
|
||||
print(" [raw] 已订阅", flush=True)
|
||||
last: dict[str, int] = {}
|
||||
while not stop.is_set():
|
||||
msg = await ws.receive()
|
||||
if msg.type is not aiohttp.WSMsgType.TEXT:
|
||||
# 关闭类消息必须跳出重连，否则 receive() 会立刻返回造成空转
|
||||
print(f" [raw] 非文本消息 {msg.type}，重连", flush=True)
|
||||
break
|
||||
if msg.data == "pong":
|
||||
continue
|
||||
d = json.loads(msg.data)
|
||||
if "data" not in d or "arg" not in d:
|
||||
continue
|
||||
sym = d["arg"]["instId"].replace("USDT", "")
|
||||
kts = int(d["data"][0][0])
|
||||
if last.get(sym) is not None and kts > last[sym]:
|
||||
rec.setdefault((sym, kts), {})["raw_ms"] = \
|
||||
int(time.time() * 1000)
|
||||
last[sym] = max(kts, last.get(sym, 0))
|
||||
except asyncio.CancelledError:
|
||||
raise
|
||||
except Exception as e:
|
||||
print(f" [raw] 异常 {type(e).__name__}: {e}", flush=True)
|
||||
# 无论是正常跳出还是异常，重连前都歇一下，避免服务端持续拒绝时打成风暴
|
||||
if not stop.is_set():
|
||||
await asyncio.sleep(1)
|
||||
|
||||
|
||||
async def hb_feed(rec: dict, stop: asyncio.Event) -> None:
|
||||
"""A 路径：Hummingbot candles feed，10ms 轮询 deque 尾部。"""
|
||||
from hummingbot.data_feed.candles_feed.candles_factory import CandlesFactory
|
||||
from hummingbot.data_feed.candles_feed.data_types import CandlesConfig
|
||||
|
||||
feeds = {}
|
||||
for s in SYMS:
|
||||
cfg = CandlesConfig(connector="bitget_perpetual",
|
||||
trading_pair=f"{s}-USDT", interval="1m",
|
||||
max_records=20)
|
||||
f = CandlesFactory.get_candle(cfg)
|
||||
f.start()
|
||||
feeds[s] = f
|
||||
print(" [hb] 已订阅", flush=True)
|
||||
|
||||
t0 = time.time()
|
||||
while time.time() - t0 < 120 and not all(f.ready for f in feeds.values()):
|
||||
await asyncio.sleep(0.5)
|
||||
print(f" [hb] 回填完成 {time.time() - t0:.1f}s", flush=True)
|
||||
|
||||
last = {s: (int(f._candles[-1][0]) if len(f._candles) else None)
|
||||
for s, f in feeds.items()}
|
||||
while not stop.is_set():
|
||||
for s, f in feeds.items():
|
||||
if not len(f._candles):
|
||||
continue
|
||||
newest = int(f._candles[-1][0])
|
||||
if last[s] is not None and newest > last[s]:
|
||||
# HB 的时间戳是秒，统一成毫秒好与原始 WS 的 kline_ts 对齐
|
||||
kts = newest * 1000 if newest < 1e12 else newest
|
||||
rec.setdefault((s, kts), {})["hb_ms"] = int(time.time() * 1000)
|
||||
last[s] = newest
|
||||
await asyncio.sleep(0.01)
|
||||
for f in feeds.values():
|
||||
f.stop()
|
||||
|
||||
|
||||
async def main_async(minutes: int, raw_only: bool = False) -> None:
|
||||
rec: dict = {}
|
||||
stop = asyncio.Event()
|
||||
tasks = [asyncio.create_task(raw_ws(rec, stop))]
|
||||
if not raw_only:
|
||||
tasks.append(asyncio.create_task(hb_feed(rec, stop)))
|
||||
where = "宿主机 raw 单跑" if raw_only else "容器内同进程对照"
|
||||
print(f"[{where}] {SYMS} · 跑 {minutes} 分钟", flush=True)
|
||||
|
||||
deadline = time.time() + minutes * 60
|
||||
reported = set()
|
||||
while time.time() < deadline:
|
||||
await asyncio.sleep(2)
|
||||
for k, v in rec.items():
|
||||
if k in reported or "raw_ms" not in v or "hb_ms" not in v:
|
||||
continue
|
||||
reported.add(k)
|
||||
print(f" {k[0]} @{k[1]}: raw->hb 延后 {v['hb_ms'] - v['raw_ms']}ms",
|
||||
flush=True)
|
||||
stop.set()
|
||||
for t in tasks:
|
||||
t.cancel()
|
||||
await asyncio.gather(*tasks, return_exceptions=True)
|
||||
|
||||
if raw_only:
|
||||
# 只落盘 raw 到达时刻，供与容器侧按 kline_ts 对齐
|
||||
f = out_dir() / "probe_raw_host.csv"
|
||||
with f.open("w", newline="") as fh:
|
||||
w = csv.writer(fh)
|
||||
w.writerow(["sym", "kline_ts", "raw_ms"])
|
||||
for (s, k), v in sorted(rec.items(), key=lambda x: x[0][1]):
|
||||
if "raw_ms" in v:
|
||||
w.writerow([s, k, v["raw_ms"]])
|
||||
print(f"\n宿主机 raw 样本 {sum('raw_ms' in v for v in rec.values())} 根")
|
||||
print(f"产物写入 {f}")
|
||||
return
|
||||
|
||||
f = out_dir() / "probe_hb_vs_raw.csv"
|
||||
both = [(s, k, v) for (s, k), v in rec.items()
|
||||
if "raw_ms" in v and "hb_ms" in v]
|
||||
with f.open("w", newline="") as fh:
|
||||
w = csv.writer(fh)
|
||||
w.writerow(["sym", "kline_ts", "raw_ms", "hb_ms", "delta_ms"])
|
||||
for s, k, v in sorted(both, key=lambda x: x[1]):
|
||||
w.writerow([s, k, v["raw_ms"], v["hb_ms"],
|
||||
v["hb_ms"] - v["raw_ms"]])
|
||||
|
||||
print(f"\n########## 同进程内 raw WS 与 Hummingbot 的到达差 ##########")
|
||||
print(f"（正数 = Hummingbot 更慢；配对 {len(both)} 根）")
|
||||
for s in SYMS:
|
||||
d = sorted(v["hb_ms"] - v["raw_ms"] for ss, _, v in both if ss == s)
|
||||
if not d:
|
||||
print(f" {s}: 无配对样本")
|
||||
continue
|
||||
print(f" {s}: n={len(d)} 中位 {d[len(d) // 2]}ms "
|
||||
f"P90 {d[int(len(d) * .9)]}ms 最小 {d[0]}ms 最大 {d[-1]}ms")
|
||||
print(f"\n判读：中位接近 0 说明 1030ms 来自容器网络或宿主机对照本身；"
|
||||
f"中位接近 1000ms 说明是 Hummingbot 处理链路的净开销。")
|
||||
print(f"产物写入 {f}")
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--minutes", type=int, default=20)
|
||||
ap.add_argument("--raw-only", action="store_true",
|
||||
help="不加载 hummingbot，只跑原始 WS（供宿主机对照）")
|
||||
a = ap.parse_args()
|
||||
asyncio.run(main_async(a.minutes, a.raw_only))
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,156 @@
|
||||
"""验证 Hummingbot 那 1030ms 的来源：Bitget candle1m 的 snapshot / update 序列。
|
||||
|
||||
Hummingbot 的 bitget_perpetual candles feed 里有这么一句：
|
||||
|
||||
if data and data.get("data") and data["action"] == "update":
|
||||
|
||||
action == "snapshot" 的消息被整条丢弃。若新 K 线的首条推送恰是 snapshot，
|
||||
Hummingbot 就必须等到下一条 update 才知道换根了，代价约等于一个推送间隔。
|
||||
|
||||
本脚本直接连原始 WS，对每条消息记录 action、K 线时间戳、到达时刻，
|
||||
然后针对每次换根回答两件事：
|
||||
1. 首条带新时间戳的消息，action 是什么
|
||||
2. 若是 snapshot，到首条 update 之间隔了多久（= Hummingbot 白等的时间）
|
||||
|
||||
.venv/bin/python research/live/probe_ws_action.py --minutes 6
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import asyncio
|
||||
import json
|
||||
import time
|
||||
from collections import defaultdict
|
||||
from pathlib import Path
|
||||
|
||||
WSS = "wss://ws.bitget.com/v2/ws/public"
|
||||
SYMS = ("BTCUSDT", "ETHUSDT", "SOLUSDT")
|
||||
OUT = Path(__file__).resolve().parents[1] / "out" / "probe_ws_action.csv"
|
||||
|
||||
|
||||
async def run(minutes: int) -> None:
|
||||
import csv
|
||||
|
||||
import aiohttp
|
||||
|
||||
payload = {"op": "subscribe",
|
||||
"args": [{"instType": "USDT-FUTURES", "channel": "candle1m",
|
||||
"instId": s} for s in SYMS]}
|
||||
|
||||
n_rows = 0
|
||||
# 每个币记录：当前时间戳、该时间戳下已见过的 action 序列
|
||||
cur: dict[str, int] = {}
|
||||
seen: dict[str, list] = defaultdict(list)
|
||||
rollovers: list[dict] = []
|
||||
cnt: dict = defaultdict(lambda: defaultdict(int))
|
||||
|
||||
# 边收边写：进程若被杀，已采到的样本仍在盘上
|
||||
OUT.parent.mkdir(parents=True, exist_ok=True)
|
||||
fh = OUT.open("w", newline="")
|
||||
w = csv.DictWriter(fh, fieldnames=["t_ms", "sym", "action", "kline_ts"])
|
||||
w.writeheader()
|
||||
|
||||
print(f"[原始 WS 探针] {SYMS} · candle1m · 跑 {minutes} 分钟", flush=True)
|
||||
deadline = time.time() + minutes * 60
|
||||
try:
|
||||
while time.time() < deadline:
|
||||
try:
|
||||
async with aiohttp.ClientSession() as sess, \
|
||||
sess.ws_connect(WSS, heartbeat=20) as ws:
|
||||
await ws.send_str(json.dumps(payload))
|
||||
while time.time() < deadline:
|
||||
msg = await ws.receive(timeout=30)
|
||||
# 断开后 receive() 会立刻返回 CLOSED；这里若只 continue
|
||||
# 就成了无等待空转，必须跳出去重连
|
||||
if msg.type is not aiohttp.WSMsgType.TEXT:
|
||||
print(f" 非文本消息 {msg.type}，重连", flush=True)
|
||||
break
|
||||
raw = msg.data
|
||||
if raw == "pong":
|
||||
continue
|
||||
try:
|
||||
d = json.loads(raw)
|
||||
except Exception:
|
||||
continue
|
||||
if "data" not in d or "arg" not in d:
|
||||
if d.get("event"):
|
||||
print(f" 事件: {d}", flush=True)
|
||||
continue
|
||||
|
||||
now_ms = int(time.time() * 1000)
|
||||
sym = d["arg"]["instId"]
|
||||
action = d.get("action")
|
||||
kts = int(d["data"][0][0])
|
||||
w.writerow({"t_ms": now_ms, "sym": sym,
|
||||
"action": action, "kline_ts": kts})
|
||||
n_rows += 1
|
||||
cnt[sym][action] += 1
|
||||
if n_rows % 50 == 0:
|
||||
fh.flush()
|
||||
|
||||
prev = cur.get(sym)
|
||||
if prev is None:
|
||||
cur[sym] = kts
|
||||
seen[sym] = [(action, now_ms)]
|
||||
continue
|
||||
if kts > prev:
|
||||
cur[sym] = kts
|
||||
seen[sym] = [(action, now_ms)]
|
||||
rollovers.append({"sym": sym, "kline_ts": kts,
|
||||
"first_action": action,
|
||||
"first_ms": now_ms})
|
||||
print(f" {sym} 换根 -> 首条 action={action}",
|
||||
flush=True)
|
||||
else:
|
||||
seen[sym].append((action, now_ms))
|
||||
# 若首条是 snapshot，找该时间戳下首条 update 的延后量
|
||||
for r in rollovers:
|
||||
if (r["sym"] == sym and r["kline_ts"] == kts
|
||||
and r["first_action"] == "snapshot"
|
||||
and "gap_to_update_ms" not in r
|
||||
and action == "update"):
|
||||
r["gap_to_update_ms"] = now_ms - r["first_ms"]
|
||||
print(f" {sym} snapshot->update 间隔 "
|
||||
f"{r['gap_to_update_ms']}ms", flush=True)
|
||||
except asyncio.CancelledError:
|
||||
raise
|
||||
except Exception as e:
|
||||
print(f" 连接异常 {type(e).__name__}: {e}，1s 后重连", flush=True)
|
||||
# 重连前固定歇一下，避免服务端持续拒绝时打成重连风暴
|
||||
if time.time() < deadline:
|
||||
await asyncio.sleep(1)
|
||||
finally:
|
||||
fh.close()
|
||||
|
||||
print(f"\n########## 消息构成（共 {n_rows} 条）##########")
|
||||
for s in SYMS:
|
||||
print(f" {s}: {dict(cnt[s])}")
|
||||
|
||||
print(f"\n########## 换根时首条消息的 action（{len(rollovers)} 次）##########")
|
||||
by = defaultdict(lambda: defaultdict(int))
|
||||
gaps = defaultdict(list)
|
||||
for r in rollovers:
|
||||
by[r["sym"]][r["first_action"]] += 1
|
||||
if "gap_to_update_ms" in r:
|
||||
gaps[r["sym"]].append(r["gap_to_update_ms"])
|
||||
for s in SYMS:
|
||||
g = sorted(gaps[s])
|
||||
med = g[len(g) // 2] if g else None
|
||||
print(f" {s}: 首条 action 分布 {dict(by[s])}"
|
||||
+ (f" · snapshot->update 中位 {med}ms（n={len(g)}）" if g else ""))
|
||||
|
||||
all_g = sorted(x for v in gaps.values() for x in v)
|
||||
if all_g:
|
||||
print(f"\n合计 snapshot->update 中位 {all_g[len(all_g) // 2]}ms "
|
||||
f"（n={len(all_g)}）——这就是 Hummingbot 因丢弃 snapshot 白等的时间")
|
||||
print(f"\n产物写入 {OUT}")
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--minutes", type=int, default=6)
|
||||
asyncio.run(run(ap.parse_args().minutes))
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,110 @@
|
||||
"""查 Bitget candle1m 每条推送里到底带几根 K 线、最新的在哪一端。
|
||||
|
||||
归因结果显示 ccxt.pro 比原始 WS 快约 1.4 秒，而两者订阅的是同一条频道。
|
||||
Hummingbot 的解析取 data["data"][0]，我的探针也取 [0]，两者一致地慢——
|
||||
若 Bitget 一条消息里带多根、最新在末尾，取 [0] 就会系统性落后一个滑动窗口。
|
||||
|
||||
对每条消息记录：元素个数、首末元素的时间戳、以及首末之差。
|
||||
若普遍 len>1 且末元素更新，则 [0] 就是那 1.4 秒的来源，且可用一行覆盖修好。
|
||||
|
||||
.venv/bin/python research/live/probe_ws_payload.py --minutes 4
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import asyncio
|
||||
import json
|
||||
import time
|
||||
from collections import Counter, defaultdict
|
||||
|
||||
WSS = "wss://ws.bitget.com/v2/ws/public"
|
||||
SYMS = ("BTCUSDT", "ETHUSDT", "SOLUSDT")
|
||||
|
||||
|
||||
async def run(minutes: int) -> None:
|
||||
import aiohttp
|
||||
|
||||
payload = {"op": "subscribe",
|
||||
"args": [{"instType": "USDT-FUTURES", "channel": "candle1m",
|
||||
"instId": s} for s in SYMS]}
|
||||
|
||||
n_elems = Counter()
|
||||
action_elems = Counter()
|
||||
# 取 [0] 相对取 [-1] 的落后量：同一根 K 线，两种读法各自首次见到的时刻
|
||||
first_seen_head: dict = {}
|
||||
first_seen_tail: dict = {}
|
||||
n_msg = 0
|
||||
|
||||
print(f"[载荷探针] {SYMS} · 跑 {minutes} 分钟", flush=True)
|
||||
deadline = time.time() + minutes * 60
|
||||
while time.time() < deadline:
|
||||
try:
|
||||
async with aiohttp.ClientSession() as sess, \
|
||||
sess.ws_connect(WSS, heartbeat=20) as ws:
|
||||
await ws.send_str(json.dumps(payload))
|
||||
while time.time() < deadline:
|
||||
msg = await ws.receive(timeout=30)
|
||||
# 断开后 receive() 立刻返回 CLOSED，只 continue 会变成空转
|
||||
if msg.type is not aiohttp.WSMsgType.TEXT:
|
||||
print(f" 非文本消息 {msg.type}，重连", flush=True)
|
||||
break
|
||||
if msg.data == "pong":
|
||||
continue
|
||||
d = json.loads(msg.data)
|
||||
if "data" not in d or "arg" not in d:
|
||||
continue
|
||||
arr = d["data"]
|
||||
if not arr:
|
||||
continue
|
||||
n_msg += 1
|
||||
sym = d["arg"]["instId"].replace("USDT", "")
|
||||
act = d.get("action")
|
||||
n_elems[len(arr)] += 1
|
||||
action_elems[(act, len(arr))] += 1
|
||||
|
||||
now_ms = int(time.time() * 1000)
|
||||
head_ts, tail_ts = int(arr[0][0]), int(arr[-1][0])
|
||||
first_seen_head.setdefault((sym, head_ts), now_ms)
|
||||
first_seen_tail.setdefault((sym, tail_ts), now_ms)
|
||||
|
||||
if n_msg <= 6 or len(arr) > 1:
|
||||
print(f" {sym} action={act} 元素数={len(arr)} "
|
||||
f"首ts={head_ts} 末ts={tail_ts} "
|
||||
f"跨度={(tail_ts - head_ts) // 1000}s", flush=True)
|
||||
except asyncio.CancelledError:
|
||||
raise
|
||||
except Exception as e:
|
||||
print(f" 连接异常 {type(e).__name__}: {e}，1s 后重连", flush=True)
|
||||
if time.time() < deadline:
|
||||
await asyncio.sleep(1)
|
||||
|
||||
print(f"\n########## 每条消息的元素个数分布（共 {n_msg} 条）##########")
|
||||
for k in sorted(n_elems):
|
||||
print(f" {k} 根: {n_elems[k]} 条")
|
||||
print("\n按 action 拆分：")
|
||||
for k in sorted(action_elems, key=lambda x: (str(x[0]), x[1])):
|
||||
print(f" action={k[0]} 元素数={k[1]}: {action_elems[k]} 条")
|
||||
|
||||
# 同一根 K 线，用 [-1] 读比用 [0] 读早多少
|
||||
lead = defaultdict(list)
|
||||
for (sym, ts), t_tail in first_seen_tail.items():
|
||||
t_head = first_seen_head.get((sym, ts))
|
||||
if t_head is not None:
|
||||
lead[sym].append(t_head - t_tail)
|
||||
print("\n########## 取 [-1] 比取 [0] 提前多少（ms）##########")
|
||||
for s in SYMS:
|
||||
v = sorted(lead[s.replace("USDT", "")])
|
||||
if not v:
|
||||
print(f" {s}: 无配对")
|
||||
continue
|
||||
print(f" {s}: n={len(v)} 中位 {v[len(v) // 2]}ms 最大 {v[-1]}ms")
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--minutes", type=int, default=4)
|
||||
asyncio.run(run(ap.parse_args().minutes))
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,396 @@
|
||||
"""影子交易器:在 Hummingbot 运行时上测 1m 腿的真实入场滑点。
|
||||
|
||||
不下单。用 Hummingbot 的 Bitget 连接器取真实盘口,按信号方向和仓位吃单深度
|
||||
算出「若此刻市价单进场会成交在哪」,再与回测假设的成交价相减。
|
||||
|
||||
为什么必须跑在 Hummingbot 上而不是自写脚本:要测的是**生产路径**的滑点。
|
||||
决定成交价的是实际执行链路的延迟,换个运行时测出来的数就不作数了。
|
||||
（连接器的换根解析 bug 见 patched_candles.py,已修,拿回约 1.06 秒。）
|
||||
|
||||
为什么不能用 paper trade 的成交:那是 Hummingbot 自己的撮合模型模拟的,
|
||||
测出来是模型行为不是市场行为。
|
||||
|
||||
口径对齐 aggregate_robustness.py:回测假设成交在**信号次根的开盘价**
|
||||
(entry_delay=1),所以基准价就是换根后新一根的 open。滑点为正表示比回测差。
|
||||
|
||||
### 盘口滚动缓冲把延迟变成自变量
|
||||
|
||||
每 100ms 存一份盘口。信号触发后,不只记「我们实际算完时」的滑点,而是回查
|
||||
t_close+0.5s / 1s / 2s / 5s 各一个。这样即使本机算得慢,也能读出「若延迟为
|
||||
X 秒,滑点是多少」,决策不被自身实现拖累。
|
||||
|
||||
### 滑点分解
|
||||
|
||||
延迟漂移 中间价相对次根开盘价的偏移——主项,且入场方向上系统性追价
|
||||
盘口价差 最优价相对中间价
|
||||
深度冲击 吃单加权价相对最优价
|
||||
|
||||
Bitget 永续实测价差仅约 0.01bp、100 档深度,故预期延迟漂移占绝大部分。
|
||||
|
||||
docker run -d --name shadow -w /home/hummingbot \\
|
||||
-e PYTHONPATH=/home/hummingbot:/repo/research:/repo/research/live:/repo \\
|
||||
-v $PWD:/repo:ro -v $PWD/research/out:/out \\
|
||||
--entrypoint /opt/conda/envs/hummingbot/bin/python \\
|
||||
hummingbot/hummingbot:latest /repo/research/live/shadow_hb.py --hours 24
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import asyncio
|
||||
import csv
|
||||
import time
|
||||
from collections import deque
|
||||
from concurrent.futures import ProcessPoolExecutor
|
||||
from pathlib import Path
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
|
||||
SYMS = ("BTC", "ETH", "SOL")
|
||||
# 多存一根:deque 尾部是尚未收盘的当前根,剔除后正好剩 step39 定下的窗口
|
||||
LTF_BARS, HTF_BARS = 2001, 801 # 有效窗口 2000 / 800,命中率在此饱和
|
||||
BOOK_HZ = 10 # 盘口采样 10Hz
|
||||
BOOK_KEEP_S = 30 # 缓冲保留 30 秒,够回查到 +5s
|
||||
BOOK_DEPTH = 25
|
||||
DELAYS_S = (0.5, 1.0, 2.0, 5.0) # 回查点
|
||||
NOTIONALS = (1_000.0, 5_000.0, 20_000.0)
|
||||
NUM_COLS = ["timestamp", "open", "high", "low", "close", "volume"]
|
||||
|
||||
|
||||
def out_dir() -> Path:
|
||||
p = Path("/out")
|
||||
return p if p.is_dir() else Path(__file__).resolve().parents[1] / "out"
|
||||
|
||||
|
||||
def hb_to_research(cdf: pd.DataFrame) -> pd.DataFrame:
|
||||
"""Hummingbot 的 candles_df 转成 research/lib/data.py 的列结构。
|
||||
|
||||
HB 的 timestamp 是秒且无 date 列;chanlun 的 kline builder 需要真 datetime,
|
||||
时区跟 lib/data.py 取 Asia/Shanghai,保证与回测同一口径。
|
||||
"""
|
||||
ts_ms = (cdf["timestamp"].astype("int64") * 1000)
|
||||
date = pd.to_datetime(ts_ms, unit="ms", utc=True).dt.tz_convert("Asia/Shanghai")
|
||||
out = pd.DataFrame({"timestamp": ts_ms.astype("int64"), "date": date})
|
||||
for c in ("open", "high", "low", "close", "volume"):
|
||||
out[c] = pd.to_numeric(cdf[c], errors="coerce")
|
||||
return out.dropna().drop_duplicates(subset=["timestamp"]) \
|
||||
.sort_values("timestamp").reset_index(drop=True)
|
||||
|
||||
|
||||
def walk_book(levels: list[tuple[float, float]], notional: float
|
||||
) -> tuple[float, float]:
|
||||
"""吃单到 notional(计价币)为止,返回 (加权成交价, 实际吃到的额度)。
|
||||
|
||||
深度不足时返回吃到的部分,由调用方按 filled < notional 判断是否可信。
|
||||
"""
|
||||
if not levels:
|
||||
return float("nan"), 0.0
|
||||
got = 0.0
|
||||
cost = 0.0
|
||||
qty = 0.0
|
||||
for px, sz in levels:
|
||||
avail = px * sz
|
||||
take = min(avail, notional - got)
|
||||
if take <= 0:
|
||||
break
|
||||
q = take / px
|
||||
cost += q * px
|
||||
qty += q
|
||||
got += take
|
||||
if got >= notional - 1e-9:
|
||||
break
|
||||
if qty <= 0:
|
||||
return float("nan"), 0.0
|
||||
return cost / qty, got
|
||||
|
||||
|
||||
class BookBuffer:
|
||||
"""每币一份滚动盘口。按时间戳回查,取第一个不早于目标时刻的快照。"""
|
||||
|
||||
def __init__(self) -> None:
|
||||
self.buf: dict[str, deque] = {s: deque() for s in SYMS}
|
||||
|
||||
def push(self, sym: str, t_ms: int, bids: list, asks: list) -> None:
|
||||
d = self.buf[sym]
|
||||
d.append((t_ms, bids, asks))
|
||||
cutoff = t_ms - BOOK_KEEP_S * 1000
|
||||
while d and d[0][0] < cutoff:
|
||||
d.popleft()
|
||||
|
||||
def at(self, sym: str, t_ms: int) -> tuple | None:
|
||||
best = None
|
||||
for snap in self.buf[sym]:
|
||||
if snap[0] >= t_ms:
|
||||
best = snap
|
||||
break
|
||||
return best
|
||||
|
||||
|
||||
class Shadow:
|
||||
def __init__(self, workers: int, hours: float) -> None:
|
||||
self.workers = workers
|
||||
self.deadline = time.time() + hours * 3600
|
||||
self.books = BookBuffer()
|
||||
self.pool: ProcessPoolExecutor | None = None
|
||||
self.feeds_l: dict = {}
|
||||
self.feeds_h: dict = {}
|
||||
self.connector = None
|
||||
self.stop = asyncio.Event()
|
||||
self.n_signal = 0
|
||||
self.n_bars = 0
|
||||
d = out_dir()
|
||||
# 追加模式:长跑期间若重启,已收集的样本不该被清掉
|
||||
p_sig = d / "shadow_signals.csv"
|
||||
new_sig = not p_sig.exists() or p_sig.stat().st_size == 0
|
||||
self.f_sig = p_sig.open("a", newline="")
|
||||
self.w_sig = csv.DictWriter(self.f_sig, fieldnames=[
|
||||
"sym", "kline_ts", "direction", "h1_agree",
|
||||
"t_close_ms", "t_data_ms", "t_signal_ms",
|
||||
"lag_data_ms", "lag_signal_ms",
|
||||
"delay_label", "delay_ms", "notional",
|
||||
"baseline_px", "mid", "best_px", "fill_px", "filled",
|
||||
"slip_bp", "drift_bp", "spread_bp", "impact_bp"])
|
||||
if new_sig:
|
||||
self.w_sig.writeheader()
|
||||
p_lat = d / "shadow_latency.csv"
|
||||
new_lat = not p_lat.exists() or p_lat.stat().st_size == 0
|
||||
self.f_lat = p_lat.open("a", newline="")
|
||||
self.w_lat = csv.DictWriter(self.f_lat, fieldnames=[
|
||||
"sym", "kline_ts", "t_close_ms", "t_data_ms", "t_signal_ms",
|
||||
"lag_data_ms", "lag_signal_ms", "compute_ms", "n_bars", "n_hits"])
|
||||
if new_lat:
|
||||
self.w_lat.writeheader()
|
||||
|
||||
# ---------- 启动 ----------
|
||||
|
||||
async def start(self) -> None:
|
||||
from hummingbot.connector.derivative.bitget_perpetual.bitget_perpetual_derivative import (
|
||||
BitgetPerpetualDerivative,
|
||||
)
|
||||
from patched_candles import PatchedBitgetPerpetualCandles
|
||||
|
||||
for s in SYMS:
|
||||
self.feeds_l[s] = PatchedBitgetPerpetualCandles(
|
||||
f"{s}-USDT", "1m", LTF_BARS)
|
||||
self.feeds_h[s] = PatchedBitgetPerpetualCandles(
|
||||
f"{s}-USDT", "5m", HTF_BARS)
|
||||
self.feeds_l[s].start()
|
||||
self.feeds_h[s].start()
|
||||
print(f"[影子] {SYMS} · 1m×{LTF_BARS} + 5m×{HTF_BARS} · "
|
||||
f"{self.workers} 个计算进程", flush=True)
|
||||
|
||||
# 只取公开数据:无密钥 + trading_required=False
|
||||
self.connector = BitgetPerpetualDerivative(
|
||||
bitget_perpetual_api_key="", bitget_perpetual_secret_key="",
|
||||
bitget_perpetual_passphrase="",
|
||||
trading_pairs=[f"{s}-USDT" for s in SYMS],
|
||||
trading_required=False)
|
||||
await self.connector.start_network()
|
||||
print(" 连接器已启动,等盘口与历史回填", flush=True)
|
||||
|
||||
t0 = time.time()
|
||||
while time.time() - t0 < 600:
|
||||
ready = all(f.ready for f in
|
||||
list(self.feeds_l.values()) + list(self.feeds_h.values()))
|
||||
books = all(self._snapshot(s) is not None for s in SYMS)
|
||||
if ready and books:
|
||||
break
|
||||
await asyncio.sleep(1)
|
||||
print(f" 就绪 {time.time() - t0:.1f}s · "
|
||||
f"1m {[len(self.feeds_l[s]._candles) for s in SYMS]} 根 · "
|
||||
f"5m {[len(self.feeds_h[s]._candles) for s in SYMS]} 根", flush=True)
|
||||
|
||||
def _snapshot(self, sym: str):
|
||||
try:
|
||||
ob = self.connector.get_order_book(f"{sym}-USDT")
|
||||
except Exception:
|
||||
return None
|
||||
if ob is None:
|
||||
return None
|
||||
bids = [(float(r.price), float(r.amount))
|
||||
for r, _ in zip(ob.bid_entries(), range(BOOK_DEPTH))]
|
||||
asks = [(float(r.price), float(r.amount))
|
||||
for r, _ in zip(ob.ask_entries(), range(BOOK_DEPTH))]
|
||||
if not bids or not asks:
|
||||
return None
|
||||
return bids, asks
|
||||
|
||||
# ---------- 三个循环 ----------
|
||||
|
||||
async def sample_books(self) -> None:
|
||||
period = 1.0 / BOOK_HZ
|
||||
while not self.stop.is_set():
|
||||
t = int(time.time() * 1000)
|
||||
for s in SYMS:
|
||||
snap = self._snapshot(s)
|
||||
if snap:
|
||||
self.books.push(s, t, snap[0], snap[1])
|
||||
await asyncio.sleep(period)
|
||||
|
||||
async def watch_bars(self) -> None:
|
||||
last = {s: (int(self.feeds_l[s]._candles[-1][0])
|
||||
if len(self.feeds_l[s]._candles) else None) for s in SYMS}
|
||||
while not self.stop.is_set():
|
||||
for s in SYMS:
|
||||
c = self.feeds_l[s]._candles
|
||||
if not len(c):
|
||||
continue
|
||||
newest = int(c[-1][0])
|
||||
if last[s] is not None and newest > last[s]:
|
||||
t_data = int(time.time() * 1000)
|
||||
kts = newest * 1000 if newest < 1e12 else newest
|
||||
asyncio.create_task(self.on_bar(s, kts, t_data))
|
||||
last[s] = newest
|
||||
await asyncio.sleep(0.01)
|
||||
|
||||
async def on_bar(self, sym: str, kline_ts: int, t_data: int) -> None:
|
||||
"""kline_ts 是新一根的开盘时刻,也就是上一根的收盘时刻 t_close。"""
|
||||
df_l = hb_to_research(self.feeds_l[sym].candles_df)
|
||||
df_h = hb_to_research(self.feeds_h[sym].candles_df)
|
||||
# 末行是刚开始的那根,未收盘,必须剔除,否则等于用未来数据
|
||||
df_l = df_l[df_l["timestamp"] < kline_ts]
|
||||
df_h = df_h[df_h["timestamp"] < kline_ts]
|
||||
baseline = self._new_bar_open(sym, kline_ts)
|
||||
|
||||
t0 = time.perf_counter()
|
||||
payload = (df_l[NUM_COLS].values.tolist(),
|
||||
df_h[NUM_COLS].values.tolist())
|
||||
loop = asyncio.get_running_loop()
|
||||
from shadow_signal import compute_packed
|
||||
res = await loop.run_in_executor(self.pool, compute_packed, payload)
|
||||
compute_ms = int((time.perf_counter() - t0) * 1000)
|
||||
t_signal = int(time.time() * 1000)
|
||||
|
||||
self.n_bars += 1
|
||||
self.w_lat.writerow({
|
||||
"sym": sym, "kline_ts": kline_ts, "t_close_ms": kline_ts,
|
||||
"t_data_ms": t_data, "t_signal_ms": t_signal,
|
||||
"lag_data_ms": t_data - kline_ts,
|
||||
"lag_signal_ms": t_signal - kline_ts,
|
||||
"compute_ms": compute_ms, "n_bars": res.get("n_bars", 0),
|
||||
"n_hits": len(res.get("hits", []))})
|
||||
self.f_lat.flush()
|
||||
|
||||
if res.get("error"):
|
||||
print(f" [{sym}] 信号计算出错 {res['error']}", flush=True)
|
||||
return
|
||||
hits = res.get("hits", [])
|
||||
if not hits:
|
||||
return
|
||||
if baseline is None or not np.isfinite(baseline):
|
||||
print(f" [{sym}] 有信号但拿不到次根开盘价,跳过", flush=True)
|
||||
return
|
||||
|
||||
for h in hits:
|
||||
self.n_signal += 1
|
||||
print(f" ★ [{sym}] {kline_ts} 方向 {h['direction']:+d} "
|
||||
f"h1_agree={h['h1_agree']} · 数据 {t_data - kline_ts}ms "
|
||||
f"信号 {t_signal - kline_ts}ms", flush=True)
|
||||
# 最远的回查点在 t_close+5s，此刻尚未发生；等它过去再一次性落盘
|
||||
asyncio.create_task(
|
||||
self._record_later(sym, kline_ts, h, t_data, t_signal, baseline))
|
||||
|
||||
async def _record_later(self, sym: str, kline_ts: int, hit: dict,
|
||||
t_data: int, t_signal: int, baseline: float) -> None:
|
||||
target = kline_ts + int(max(DELAYS_S) * 1000) + 500
|
||||
wait = target / 1000.0 - time.time()
|
||||
if wait > 0:
|
||||
await asyncio.sleep(wait)
|
||||
self._record(sym, kline_ts, hit, t_data, t_signal, baseline)
|
||||
|
||||
def _new_bar_open(self, sym: str, kline_ts: int) -> float | None:
|
||||
"""次根开盘价 = 回测假设的成交价。"""
|
||||
c = self.feeds_l[sym]._candles
|
||||
if not len(c):
|
||||
return None
|
||||
row = c[-1]
|
||||
ts = int(row[0])
|
||||
ts = ts * 1000 if ts < 1e12 else ts
|
||||
return float(row[1]) if ts == kline_ts else None
|
||||
|
||||
def _record(self, sym: str, kline_ts: int, hit: dict,
|
||||
t_data: int, t_signal: int, baseline: float) -> None:
|
||||
points = [("actual", t_signal - kline_ts)]
|
||||
points += [(f"{d}s", int(d * 1000)) for d in DELAYS_S]
|
||||
d_sign = hit["direction"]
|
||||
|
||||
for label, delay_ms in points:
|
||||
snap = self.books.at(sym, kline_ts + delay_ms)
|
||||
if snap is None:
|
||||
continue
|
||||
_, bids, asks = snap
|
||||
best_bid, best_ask = bids[0][0], asks[0][0]
|
||||
mid = (best_bid + best_ask) / 2.0
|
||||
# 多头吃卖盘,空头吃买盘
|
||||
side = asks if d_sign > 0 else bids
|
||||
best_px = best_ask if d_sign > 0 else best_bid
|
||||
|
||||
for notional in NOTIONALS:
|
||||
fill, filled = walk_book(side, notional)
|
||||
if not np.isfinite(fill):
|
||||
continue
|
||||
slip = d_sign * (fill - baseline) / baseline * 1e4
|
||||
drift = d_sign * (mid - baseline) / baseline * 1e4
|
||||
spread = d_sign * (best_px - mid) / mid * 1e4
|
||||
impact = d_sign * (fill - best_px) / best_px * 1e4
|
||||
self.w_sig.writerow({
|
||||
"sym": sym, "kline_ts": kline_ts,
|
||||
"direction": d_sign, "h1_agree": hit["h1_agree"],
|
||||
"t_close_ms": kline_ts, "t_data_ms": t_data,
|
||||
"t_signal_ms": t_signal,
|
||||
"lag_data_ms": t_data - kline_ts,
|
||||
"lag_signal_ms": t_signal - kline_ts,
|
||||
"delay_label": label, "delay_ms": delay_ms,
|
||||
"notional": notional, "baseline_px": baseline,
|
||||
"mid": mid, "best_px": best_px, "fill_px": fill,
|
||||
"filled": round(filled, 2),
|
||||
"slip_bp": round(slip, 4), "drift_bp": round(drift, 4),
|
||||
"spread_bp": round(spread, 4),
|
||||
"impact_bp": round(impact, 4)})
|
||||
self.f_sig.flush()
|
||||
|
||||
async def heartbeat(self) -> None:
|
||||
while not self.stop.is_set():
|
||||
await asyncio.sleep(300)
|
||||
depth = {s: len(self.books.buf[s]) for s in SYMS}
|
||||
print(f" [心跳] 已处理 {self.n_bars} 根 · 命中 {self.n_signal} 个 "
|
||||
f"· 盘口缓冲 {depth}", flush=True)
|
||||
|
||||
async def run(self) -> None:
|
||||
await self.start()
|
||||
tasks = [asyncio.create_task(self.sample_books()),
|
||||
asyncio.create_task(self.watch_bars()),
|
||||
asyncio.create_task(self.heartbeat())]
|
||||
while time.time() < self.deadline:
|
||||
await asyncio.sleep(5)
|
||||
self.stop.set()
|
||||
for t in tasks:
|
||||
t.cancel()
|
||||
await asyncio.gather(*tasks, return_exceptions=True)
|
||||
for f in list(self.feeds_l.values()) + list(self.feeds_h.values()):
|
||||
f.stop()
|
||||
await self.connector.stop_network()
|
||||
self.f_sig.close()
|
||||
self.f_lat.close()
|
||||
print(f"\n收工:{self.n_bars} 根 · {self.n_signal} 个信号", flush=True)
|
||||
|
||||
|
||||
async def main_async(workers: int, hours: float, pool) -> None:
|
||||
sh = Shadow(workers, hours)
|
||||
sh.pool = pool
|
||||
await sh.run()
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--hours", type=float, default=24.0)
|
||||
ap.add_argument("--workers", type=int, default=2)
|
||||
a = ap.parse_args()
|
||||
# 进程池必须在事件循环和任何 WS 连接之前建好:fork 一个已带活跃 socket
|
||||
# 的进程会把连接状态一起复制过去,后果不可预测
|
||||
with ProcessPoolExecutor(max_workers=a.workers) as pool:
|
||||
asyncio.run(main_async(a.workers, a.hours, pool))
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,157 @@
|
||||
"""影子交易器的报表:首日延迟门槛 + 滑点对延迟曲线。
|
||||
|
||||
两份产物对应计划里的两件事。
|
||||
|
||||
### 延迟门槛(提前止损用)
|
||||
|
||||
跑满 24 小时先看这个。若**总延迟已令预期漂移超过余量**,说明方案在这台机器
|
||||
上就不成立,不必等两周样本再停。余量取 bitget_baseline.py 的实测值:
|
||||
BTC −0.13bp(本就为负,只作参照)、ETH +4.02bp、SOL +2.92bp。
|
||||
|
||||
漂移按随机游走折算:σ_1m · √(t/60)。这是下限——入场条件是「收盘突破转强」,
|
||||
那一刻价格正朝我们方向跑,延迟造成的是系统性追价,不会正负抵消。所以实测
|
||||
滑点理应比这个折算值更差,两者对照本身就是个校验。
|
||||
|
||||
### 滑点对延迟曲线
|
||||
|
||||
把延迟当自变量:0.5s / 1s / 2s / 5s 各一个滑点值,外加「actual」= 本机实际
|
||||
算完的时刻。这样即便本机算得慢,也能读出「若延迟压到 X 秒,滑点是多少」,
|
||||
决策不被当前实现拖累。
|
||||
|
||||
.venv/bin/python research/live/shadow_report.py
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
from pathlib import Path
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
|
||||
HERE = Path(__file__).resolve().parent
|
||||
OUT = HERE.parent / "out"
|
||||
SYMS = ("BTC", "ETH", "SOL")
|
||||
BUDGET_BP = {"BTC": -0.13, "ETH": 4.02, "SOL": 2.92}
|
||||
|
||||
|
||||
def vol_bp() -> dict[str, float]:
|
||||
v = {}
|
||||
for s in SYMS:
|
||||
f = HERE / "cache" / f"bitget_{s}_1m_30d.feather"
|
||||
if not f.exists():
|
||||
f = HERE / "cache" / f"bitget_{s}_1m_210d.feather"
|
||||
if not f.exists():
|
||||
continue
|
||||
c = np.log(pd.read_feather(f)["close"].to_numpy(float))
|
||||
v[s] = float(np.nanstd(np.diff(c)) * 1e4)
|
||||
return v
|
||||
|
||||
|
||||
def latency_gate(lat: pd.DataFrame, vols: dict) -> None:
|
||||
print("########## 一、延迟门槛 ##########")
|
||||
span_h = (lat["t_close_ms"].max() - lat["t_close_ms"].min()) / 3.6e6
|
||||
print(f"样本跨度 {span_h:.1f} 小时 · 共 {len(lat)} 根\n")
|
||||
print(f"{'币':<5}{'根数':>6}{'数据ms':>9}{'计算ms':>9}{'总延迟ms':>10}"
|
||||
f"{'P90ms':>8}{'折算漂移bp':>12}{'余量bp':>9}{'占余量':>9}")
|
||||
verdicts = {}
|
||||
for s in SYMS:
|
||||
g = lat[lat["sym"] == s]
|
||||
if g.empty:
|
||||
continue
|
||||
d = float(np.median(g["lag_data_ms"]))
|
||||
c = float(np.median(g["compute_ms"]))
|
||||
t = float(np.median(g["lag_signal_ms"]))
|
||||
p90 = float(np.percentile(g["lag_signal_ms"], 90))
|
||||
vol = vols.get(s)
|
||||
drift = vol * np.sqrt(t / 60_000) if vol else float("nan")
|
||||
b = BUDGET_BP[s]
|
||||
share = drift / b if b > 0 else float("nan")
|
||||
verdicts[s] = (drift, b)
|
||||
txt = f"{share * 100:.0f}%" if b > 0 else "—(负)"
|
||||
print(f"{s:<5}{len(g):>6}{d:>9.0f}{c:>9.0f}{t:>10.0f}{p90:>8.0f}"
|
||||
f"{drift:>12.2f}{b:>9.2f}{txt:>9}")
|
||||
|
||||
print("\n判读：")
|
||||
for s, (drift, b) in verdicts.items():
|
||||
if b <= 0:
|
||||
print(f" {s}: 余量本就为负，不作交易标的，仅作延迟参照")
|
||||
elif drift > b:
|
||||
print(f" {s}: 折算漂移 {drift:.2f}bp 已超余量 {b:.2f}bp —— 停下改方案")
|
||||
elif drift > b * 0.6:
|
||||
print(f" {s}: 折算漂移 {drift:.2f}bp 吃掉余量 {b:.2f}bp 的六成以上，"
|
||||
f"需要压延迟或放弃")
|
||||
else:
|
||||
print(f" {s}: 折算漂移 {drift:.2f}bp 对余量 {b:.2f}bp 尚有空间，继续收集")
|
||||
|
||||
|
||||
def slippage_curve(sig: pd.DataFrame) -> None:
|
||||
print("\n\n########## 二、滑点对延迟曲线 ##########")
|
||||
if sig.empty:
|
||||
print(" 尚无信号样本")
|
||||
return
|
||||
n_sig = sig.groupby(["sym", "kline_ts", "direction"]).ngroups
|
||||
n_agree = sig[sig["h1_agree"] == 1].groupby(
|
||||
["sym", "kline_ts", "direction"]).ngroups
|
||||
print(f"信号总数 {n_sig}（其中 h1_agree=1 的 {n_agree} 个）\n")
|
||||
|
||||
order = ["0.5s", "1.0s", "2.0s", "5.0s", "actual"]
|
||||
for scope, sub in (("全部信号", sig),
|
||||
("仅 h1_agree=1（主口径）", sig[sig["h1_agree"] == 1])):
|
||||
if sub.empty:
|
||||
continue
|
||||
print(f"--- {scope} ---")
|
||||
print(f"{'延迟':<8}{'仓位':>9}{'n':>5}{'滑点均值bp':>12}"
|
||||
f"{'中位bp':>9}{'漂移bp':>9}{'价差bp':>9}{'冲击bp':>9}")
|
||||
for lb in order:
|
||||
g0 = sub[sub["delay_label"] == lb]
|
||||
if g0.empty:
|
||||
continue
|
||||
for nt in sorted(sub["notional"].unique()):
|
||||
g = g0[g0["notional"] == nt]
|
||||
if g.empty:
|
||||
continue
|
||||
print(f"{lb:<8}{int(nt):>9}{len(g):>5}"
|
||||
f"{g['slip_bp'].mean():>12.2f}"
|
||||
f"{g['slip_bp'].median():>9.2f}"
|
||||
f"{g['drift_bp'].mean():>9.2f}"
|
||||
f"{g['spread_bp'].mean():>9.2f}"
|
||||
f"{g['impact_bp'].mean():>9.2f}")
|
||||
print()
|
||||
|
||||
print("--- 分币种（仅 h1_agree=1，仓位 5000）---")
|
||||
m = sig[(sig["h1_agree"] == 1) & (sig["notional"] == 5000.0)]
|
||||
if m.empty:
|
||||
print(" 尚无样本")
|
||||
return
|
||||
print(f"{'币':<5}{'延迟':<8}{'n':>5}{'滑点均值bp':>12}{'余量bp':>9}")
|
||||
for s in SYMS:
|
||||
for lb in order:
|
||||
g = m[(m["sym"] == s) & (m["delay_label"] == lb)]
|
||||
if g.empty:
|
||||
continue
|
||||
print(f"{s:<5}{lb:<8}{len(g):>5}{g['slip_bp'].mean():>12.2f}"
|
||||
f"{BUDGET_BP[s]:>9.2f}")
|
||||
|
||||
|
||||
def main() -> None:
|
||||
vols = vol_bp()
|
||||
print("1m 收益标准差（bp/分钟，Bitget 实测）："
|
||||
+ " ".join(f"{s} {v:.2f}" for s, v in vols.items()) + "\n")
|
||||
|
||||
f_lat = OUT / "shadow_latency.csv"
|
||||
if f_lat.exists() and f_lat.stat().st_size > 0:
|
||||
lat = pd.read_csv(f_lat)
|
||||
if not lat.empty:
|
||||
latency_gate(lat, vols)
|
||||
else:
|
||||
print("尚无延迟数据")
|
||||
|
||||
f_sig = OUT / "shadow_signals.csv"
|
||||
if f_sig.exists() and f_sig.stat().st_size > 0:
|
||||
sig = pd.read_csv(f_sig)
|
||||
slippage_curve(sig)
|
||||
else:
|
||||
print("\n尚无信号数据")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,109 @@
|
||||
"""影子交易器的信号函数——在子进程里跑，不碰事件循环。
|
||||
|
||||
单次调用约 0.26s 的纯 CPU，且 chanlun 是纯 Python 受 GIL 限制，放进
|
||||
Hummingbot 的 asyncio 循环里会把行情处理一起卡住，所以必须隔离到独立进程。
|
||||
|
||||
口径与 [aggregate_robustness.run_once] 逐行对齐：同样的 build_htf_zones →
|
||||
find_fast_bsp3 → attach_htf_context(h1) 链路，同样的 h1_agree 过滤。两边
|
||||
必须一致，否则影子测出来的滑点没法和 3.9bp 预算对照。
|
||||
|
||||
与回测的唯一差别是这里只关心**最后一根已收盘 K 线**上有没有信号——
|
||||
实盘只能在当下下单，历史信号无意义。
|
||||
|
||||
未过滤信号也一并返回：过滤后样本太稀，先用未过滤的当提前读数，
|
||||
两者都记，靠 h1_agree 字段区分。
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import os
|
||||
import warnings
|
||||
|
||||
warnings.filterwarnings("ignore")
|
||||
for _v in ("OMP_NUM_THREADS", "OPENBLAS_NUM_THREADS", "MKL_NUM_THREADS"):
|
||||
os.environ.setdefault(_v, "1")
|
||||
|
||||
|
||||
def compute(df_l, df_h) -> dict:
|
||||
"""在 df_l 的最后一根上找信号。df_l/df_h 都只含已收盘 K 线。
|
||||
|
||||
返回 dict：
|
||||
last_idx 最后一根在 chanlun 处理后 dataframe 里的下标
|
||||
n_bars 实际参与计算的根数
|
||||
hits 命中列表，每项 {direction, h1_agree}
|
||||
error 出错时的说明，正常为 None
|
||||
"""
|
||||
import pandas as pd
|
||||
|
||||
try:
|
||||
from chanlun import TF_DF
|
||||
from lib.fast_bsp3 import find_fast_bsp3
|
||||
from lib.fx_signal import extract_fx_signals, signals_to_frame
|
||||
from lib.nested_bsp import attach_htf_context, htf_fx_timeline
|
||||
from lib.nested_level import build_htf_zones
|
||||
|
||||
chan_l = TF_DF(df_l, 1, "1m")
|
||||
cdf = chan_l.dataframe
|
||||
last = len(cdf) - 1
|
||||
base = {"last_idx": last, "n_bars": int(len(df_l)), "hits": [],
|
||||
"error": None}
|
||||
|
||||
zones = build_htf_zones(cdf, "1m", chan=chan_l)
|
||||
if zones.empty:
|
||||
return base
|
||||
sig = find_fast_bsp3(cdf, zones.reset_index(drop=True))
|
||||
if sig is None or sig.empty:
|
||||
return base
|
||||
|
||||
# 只留落在最后一根上的信号，其余是历史，实盘下不了
|
||||
cur = sig[sig["entry_idx"].astype(int) == last]
|
||||
if cur.empty:
|
||||
return base
|
||||
|
||||
# 5m 同向过滤：算得出就标 h1_agree，算不出就当未过滤照记
|
||||
agree_map: dict[int, int] = {}
|
||||
if df_h is not None and len(df_h) > 0:
|
||||
chan_h = TF_DF(df_h, 1, "5m")
|
||||
hdf = chan_h.dataframe
|
||||
tl = htf_fx_timeline(
|
||||
signals_to_frame(extract_fx_signals(chan_h, hdf)), hdf)
|
||||
full = attach_htf_context(sig, cdf, tl, "h1")
|
||||
f_cur = full[full["entry_idx"].astype(int) == last]
|
||||
for _, r in f_cur.iterrows():
|
||||
agree_map[int(r["direction"])] = int(r.get("h1_agree", 0))
|
||||
|
||||
base["hits"] = [{"direction": int(r["direction"]),
|
||||
"h1_agree": agree_map.get(int(r["direction"]), 0)}
|
||||
for _, r in cur.iterrows()]
|
||||
return base
|
||||
except Exception as e: # 子进程里异常必须带回主进程，否则只见超时不见原因
|
||||
import traceback
|
||||
return {"last_idx": -1, "n_bars": int(len(df_l)) if df_l is not None else 0,
|
||||
"hits": [], "error": f"{type(e).__name__}: {e}",
|
||||
"traceback": traceback.format_exc()}
|
||||
|
||||
|
||||
NUM_COLS = ("timestamp", "open", "high", "low", "close", "volume")
|
||||
|
||||
|
||||
def _rebuild(rows) -> "object":
|
||||
"""只传数值列，date 在这里按 lib/data.py 的同一规则重建。
|
||||
|
||||
跨进程传 tz-aware 的 datetime 既慢又容易在字符串往返中丢时区，
|
||||
而时区若与回测不一致，chanlun 的 K 线标签就会错位。
|
||||
"""
|
||||
import pandas as pd
|
||||
|
||||
df = pd.DataFrame(rows, columns=list(NUM_COLS))
|
||||
df["timestamp"] = df["timestamp"].astype("int64")
|
||||
date = pd.to_datetime(df["timestamp"], unit="ms", utc=True) \
|
||||
.dt.tz_convert("Asia/Shanghai")
|
||||
df.insert(1, "date", date)
|
||||
return df
|
||||
|
||||
|
||||
def compute_packed(payload: tuple) -> dict:
|
||||
"""ProcessPoolExecutor 的入口：收 (l_rows, h_rows) 两组数值行。"""
|
||||
l_rows, h_rows = payload
|
||||
df_l = _rebuild(l_rows)
|
||||
df_h = _rebuild(h_rows) if h_rows else None
|
||||
return compute(df_l, df_h)
|
||||
@@ -0,0 +1,150 @@
|
||||
"""对照实验：信号集对微小数据差异有多敏感。
|
||||
|
||||
venue_parity 量到 Bitget 与 Binance 的 1m 信号同根重合率只有 16%~41%，
|
||||
而两家的 close 中位差仅 0.3bp、P95 约 2.5bp。在断言「换交易所会换掉一批信号」
|
||||
之前，必须先排除另一种解释：**信号定义本身就对任何 2bp 级别的扰动极度敏感**。
|
||||
|
||||
这两种解释的后果完全不同：
|
||||
venue 差异 -> 换成 Bitget 自己的回测基线即可归因
|
||||
内在脆弱 -> Binance 回测的那份逐笔清单根本不可复现，滑点无从对照
|
||||
|
||||
做法：拿 Binance 原始数据当基线，注入不同幅度的 iid 噪声后重跑同一管线，
|
||||
看重合率随噪声幅度的衰减曲线。噪声 0 必须给出 100%，否则说明管线不确定。
|
||||
|
||||
顺带单独测一档「tick 粗化」：把 Bitget SOL 的 0.001 精度四舍五入到 Binance
|
||||
的 0.01，看重合率是否回升——若回升，SOL 的低重合就主要是精度差异造成的。
|
||||
|
||||
输出 out/signal_sensitivity.csv。
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import os
|
||||
import sys
|
||||
import warnings
|
||||
from pathlib import Path
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
|
||||
warnings.filterwarnings("ignore")
|
||||
for v in ("OMP_NUM_THREADS", "OPENBLAS_NUM_THREADS", "MKL_NUM_THREADS"):
|
||||
os.environ.setdefault(v, "1")
|
||||
|
||||
HERE = Path(__file__).resolve().parent
|
||||
RESEARCH = HERE.parent
|
||||
sys.path.insert(0, str(RESEARCH))
|
||||
sys.path.insert(0, str(RESEARCH.parent))
|
||||
pd.set_option("display.width", 240)
|
||||
|
||||
sys.path.insert(0, str(HERE))
|
||||
from venue_parity import overlap, pipeline # noqa: E402
|
||||
|
||||
SYMS = ("BTC", "ETH", "SOL")
|
||||
LEVELS = (0.0, 0.25, 0.5, 1.0, 2.0, 4.0) # bp
|
||||
TICK = {"BTC": 0.1, "ETH": 0.01, "SOL": 0.01}
|
||||
|
||||
|
||||
def perturb(df: pd.DataFrame, bp: float, tick: float, seed: int) -> pd.DataFrame:
|
||||
"""给 OHLC 各自注入 iid 噪声，再修复 high/low 的包含关系并按 tick 归整。"""
|
||||
if bp <= 0:
|
||||
return df
|
||||
out = df.copy()
|
||||
rng = np.random.default_rng(seed)
|
||||
sd = bp / 1e4
|
||||
for c in ("open", "high", "low", "close"):
|
||||
v = out[c].to_numpy(dtype=float)
|
||||
out[c] = v * (1.0 + rng.normal(0.0, sd, size=len(v)))
|
||||
o, h, l, c = (out[x].to_numpy(dtype=float) for x in ("open", "high", "low", "close"))
|
||||
out["high"] = np.maximum.reduce([h, o, c])
|
||||
out["low"] = np.minimum.reduce([l, o, c])
|
||||
for x in ("open", "high", "low", "close"):
|
||||
out[x] = np.round(out[x] / tick) * tick
|
||||
return out
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--symbols", default="BTC,ETH,SOL")
|
||||
ap.add_argument("--seeds", type=int, default=2)
|
||||
ap.add_argument("--warmup", type=int, default=2000)
|
||||
args = ap.parse_args()
|
||||
|
||||
from lib.data import load_local
|
||||
|
||||
syms = [s.strip() for s in args.symbols.split(",")]
|
||||
period_ms = 60_000
|
||||
print(f"[信号敏感性] {syms} · 噪声档 {LEVELS} bp · 每档 {args.seeds} 个种子\n",
|
||||
flush=True)
|
||||
|
||||
rows = []
|
||||
for sym in syms:
|
||||
# 与 venue_parity 用同一段窗口，便于两组数字直接对照
|
||||
cache = HERE / "cache" / f"bitget_{sym}_1m_30d.feather"
|
||||
if not cache.exists():
|
||||
print(f"{sym}: 缺 {cache.name}，先跑 venue_parity.py")
|
||||
continue
|
||||
bg = pd.read_feather(cache)
|
||||
lo, hi = int(bg.timestamp.min()), int(bg.timestamp.max())
|
||||
|
||||
bn_l = load_local(f"{sym}/USDT:USDT", "1m")
|
||||
bn_h = load_local(f"{sym}/USDT:USDT", "5m")
|
||||
bn_l = bn_l[(bn_l.timestamp >= lo) & (bn_l.timestamp <= hi)].reset_index(drop=True)
|
||||
bn_h = bn_h[(bn_h.timestamp >= lo) & (bn_h.timestamp <= hi)].reset_index(drop=True)
|
||||
|
||||
base = pipeline(bn_l, bn_h)
|
||||
cut = bn_l["timestamp"].to_numpy()[min(args.warmup, len(bn_l) - 1)]
|
||||
base = base[base.entry_ts >= cut]
|
||||
base_f = base[base["h1_agree"] == 1]
|
||||
print(f"── {sym} 基线 原始 {len(base)} 笔 / 过滤后 {len(base_f)} 笔",
|
||||
flush=True)
|
||||
|
||||
for bp in LEVELS:
|
||||
n_seeds = 1 if bp == 0 else args.seeds
|
||||
acc = {"原始": [], "5m同向后": []}
|
||||
cnt = {"原始": [], "5m同向后": []}
|
||||
for k in range(n_seeds):
|
||||
pert = pipeline(perturb(bn_l, bp, TICK[sym], 1000 + k), bn_h)
|
||||
if pert.empty:
|
||||
continue
|
||||
pert = pert[pert.entry_ts >= cut]
|
||||
pert_f = pert[pert["h1_agree"] == 1]
|
||||
for tag, a, b in (("原始", base, pert), ("5m同向后", base_f, pert_f)):
|
||||
o = overlap(a, b, period_ms)
|
||||
acc[tag].append(o["同根"])
|
||||
cnt[tag].append(o["b"])
|
||||
for tag in ("原始", "5m同向后"):
|
||||
if not acc[tag]:
|
||||
continue
|
||||
rows.append({"品种": sym, "口径": tag, "噪声bp": bp,
|
||||
"基线笔数": len(base if tag == "原始" else base_f),
|
||||
"扰动后笔数": round(float(np.mean(cnt[tag])), 1),
|
||||
"同根重合": float(np.mean(acc[tag]))})
|
||||
print(f" 噪声 {bp:>4.2f}bp: 原始 {np.mean(acc['原始']) * 100:5.1f}% · "
|
||||
f"过滤后 {np.mean(acc['5m同向后']) * 100:5.1f}%", flush=True)
|
||||
|
||||
if not rows:
|
||||
print("无结果")
|
||||
return
|
||||
|
||||
tb = pd.DataFrame(rows)
|
||||
print("\n" + "=" * 100)
|
||||
print("########## 噪声幅度 → 同根重合率 ##########")
|
||||
piv = tb[tb["口径"] == "5m同向后"].pivot_table(
|
||||
index="噪声bp", columns="品种", values="同根重合")
|
||||
print((piv * 100).round(1).to_string())
|
||||
print(" 行是注入的 iid 噪声幅度（bp），值是与无噪声基线的同根重合率。")
|
||||
|
||||
print("\n########## 与 venue_parity 的实测对照 ##########")
|
||||
print(" Bitget↔Binance 实测：close 中位差 0.05~0.33bp、P95 2.0~3.0bp，")
|
||||
print(" 过滤后同根重合 BTC 40.9% / ETH 25.0% / SOL 15.9%。")
|
||||
print(" 若上表在 1~2bp 档就掉到同一水平，说明主因是信号定义的内在脆弱，")
|
||||
print(" 而不是 Bitget 这家交易所特殊。")
|
||||
|
||||
out = RESEARCH / "out" / "signal_sensitivity.csv"
|
||||
tb.to_csv(out, index=False)
|
||||
print(f"\n产物写入 {out}")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,306 @@
|
||||
"""前置测量二：venue 对齐——Bitget 与 Binance 的 1m 是不是同一批信号。
|
||||
|
||||
研究数据全部来自 Binance，影子交易器却跑在 Bitget。若两家的 1m K 线有差异，
|
||||
信号集就会不同，而这个差异会被误记到滑点账上——那样收集一两周也不可归因。
|
||||
|
||||
所以先把两家同期的 1m 拉齐，跑同一套管线，比三件事：
|
||||
K 线层 时间戳缺口、close 价差（bp）、high/low 差异
|
||||
信号层 原始 fast_bsp3 的重合率
|
||||
过滤后 加 5m 同向过滤后的重合率（这才是实际要交易的那批）
|
||||
|
||||
重合率高 → 后面测到的滑点可以直接对照 Binance 回测的 3.9bp 预算。
|
||||
重合率低 → 必须先补 Bitget 自己的回测基线，否则实验不可归因。
|
||||
|
||||
输出 out/venue_parity.csv。Bitget 数据缓存在 live/cache/，重跑不必再拉。
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import os
|
||||
import sys
|
||||
import time
|
||||
import warnings
|
||||
from pathlib import Path
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
|
||||
warnings.filterwarnings("ignore")
|
||||
for v in ("OMP_NUM_THREADS", "OPENBLAS_NUM_THREADS", "MKL_NUM_THREADS"):
|
||||
os.environ.setdefault(v, "1")
|
||||
|
||||
HERE = Path(__file__).resolve().parent
|
||||
RESEARCH = HERE.parent
|
||||
sys.path.insert(0, str(RESEARCH))
|
||||
sys.path.insert(0, str(RESEARCH.parent))
|
||||
pd.set_option("display.width", 240)
|
||||
|
||||
CACHE = HERE / "cache"
|
||||
LTF, HTF = "1m", "5m"
|
||||
HTF_RATIO = 5
|
||||
SYMS = ("BTC", "ETH", "SOL")
|
||||
NUMERIC = ("open", "high", "low", "close", "volume")
|
||||
|
||||
|
||||
def _exchange():
|
||||
import ccxt
|
||||
# 这台机器在新加坡，直连 Bitget 0.30s。绝不要照抄交接文档里 Mac 的代理配置，
|
||||
# 代理会把延迟放大到秒级，测出来的滑点就是代理的账。
|
||||
# rateLimit 默认 50ms，连拉上千页 history-candles 会被 429，放宽到 120ms
|
||||
return ccxt.bitget({"options": {"defaultType": "swap"},
|
||||
"enableRateLimit": True, "rateLimit": 120})
|
||||
|
||||
|
||||
def fetch_bitget(sym: str, tf: str, days: int, refresh: bool = False) -> pd.DataFrame:
|
||||
"""分页拉 Bitget 永续 K 线，落盘缓存，列结构对齐 lib/data.py。"""
|
||||
CACHE.mkdir(parents=True, exist_ok=True)
|
||||
path = CACHE / f"bitget_{sym}_{tf}_{days}d.feather"
|
||||
if path.exists() and not refresh:
|
||||
return pd.read_feather(path)
|
||||
|
||||
ex = _exchange()
|
||||
pair = f"{sym}/USDT:USDT"
|
||||
period_ms = ex.parse_timeframe(tf) * 1000
|
||||
t0 = time.perf_counter()
|
||||
calls = 0
|
||||
|
||||
# 远端 history-candles 每页硬上限 200 根，而 ccxt 会按 limit 推算 endTime，
|
||||
# 只把窗口末尾的 200 根还给你。若照 limit=1000 步进，每页就白丢 800 根——
|
||||
# 210 天曾因此只拿到应有量的 31%。故分页一律按 200 走。
|
||||
PAGE = 200
|
||||
|
||||
def one(since: int) -> list:
|
||||
"""单次取数并退避重试。history-candles 连拉上千次会触发 429。"""
|
||||
for attempt in range(6):
|
||||
try:
|
||||
return ex.fetch_ohlcv(pair, tf, since=since, limit=PAGE)
|
||||
except Exception as e:
|
||||
if attempt == 5:
|
||||
raise
|
||||
wait = 2 ** attempt
|
||||
print(f" {sym} {tf}: {type(e).__name__}，{wait}s 后重试",
|
||||
flush=True)
|
||||
time.sleep(wait)
|
||||
return []
|
||||
|
||||
def page(start: int, stop: int) -> list:
|
||||
"""向前分页。Bitget 把 since 当开区间，故每次从上一批最后一根重取，
|
||||
边界少的那一根靠去重消化。"""
|
||||
nonlocal calls
|
||||
got, since = [], start
|
||||
while since < stop:
|
||||
batch = one(since)
|
||||
calls += 1
|
||||
if len(batch) < 2:
|
||||
break
|
||||
got.extend(batch)
|
||||
if batch[-1][0] <= since:
|
||||
break
|
||||
since = batch[-1][0]
|
||||
if calls % 200 == 0:
|
||||
print(f" {sym} {tf}: {len(got)} 根 / {calls} 次请求", flush=True)
|
||||
return got
|
||||
|
||||
now = ex.milliseconds()
|
||||
rows = page(now - days * 86_400_000, now)
|
||||
|
||||
# 补缺口：远端接口一次只给 200 根，个别区段仍可能漏，逐个补到补不动为止
|
||||
for _ in range(5):
|
||||
ts = np.unique(np.array([r[0] for r in rows], dtype="int64"))
|
||||
if len(ts) < 2:
|
||||
break
|
||||
holes = np.where(np.diff(ts) > period_ms)[0]
|
||||
if not len(holes):
|
||||
break
|
||||
before = len(ts)
|
||||
for i in holes:
|
||||
rows.extend(page(int(ts[i]), int(ts[i + 1])))
|
||||
if len(np.unique([r[0] for r in rows])) <= before:
|
||||
break
|
||||
|
||||
df = pd.DataFrame(rows, columns=["timestamp", *NUMERIC])
|
||||
df["timestamp"] = df["timestamp"].astype("int64")
|
||||
for c in NUMERIC:
|
||||
df[c] = pd.to_numeric(df[c], errors="coerce")
|
||||
df = (df.dropna(subset=list(NUMERIC))
|
||||
.drop_duplicates(subset=["timestamp"])
|
||||
.sort_values("timestamp")
|
||||
.reset_index(drop=True))
|
||||
df["date"] = (pd.to_datetime(df["timestamp"], unit="ms", utc=True)
|
||||
.dt.tz_convert("Asia/Shanghai"))
|
||||
df = df[["timestamp", "date", *NUMERIC]]
|
||||
gap = int(((np.diff(df["timestamp"].to_numpy()) // period_ms) - 1).clip(0).sum())
|
||||
print(f" {sym} {tf}: {len(df)} 根，{calls} 次请求，"
|
||||
f"{time.perf_counter() - t0:.1f}s，残余缺口 {gap} 根", flush=True)
|
||||
df.to_feather(path)
|
||||
return df
|
||||
|
||||
|
||||
def pipeline(df_l: pd.DataFrame, df_h: pd.DataFrame) -> pd.DataFrame:
|
||||
"""全量口径跑一遍：原始信号 + 5m 同向过滤，返回带时间戳的信号表。"""
|
||||
from chanlun import TF_DF
|
||||
from lib.fast_bsp3 import find_fast_bsp3
|
||||
from lib.fx_signal import extract_fx_signals, signals_to_frame
|
||||
from lib.nested_bsp import attach_htf_context, htf_fx_timeline
|
||||
from lib.nested_level import build_htf_zones
|
||||
|
||||
chan_l = TF_DF(df_l, 1, LTF)
|
||||
cdf = chan_l.dataframe
|
||||
zones = build_htf_zones(cdf, LTF, chan=chan_l)
|
||||
if zones.empty:
|
||||
return pd.DataFrame()
|
||||
sig = find_fast_bsp3(cdf, zones.reset_index(drop=True))
|
||||
if sig.empty:
|
||||
return pd.DataFrame()
|
||||
|
||||
chan_h = TF_DF(df_h, 1, HTF)
|
||||
hdf = chan_h.dataframe
|
||||
tl = htf_fx_timeline(signals_to_frame(extract_fx_signals(chan_h, hdf)), hdf)
|
||||
full = attach_htf_context(sig, cdf, tl, "h1")
|
||||
full["entry_ts"] = cdf["timestamp"].to_numpy()[full["entry_idx"].astype(int)]
|
||||
return full
|
||||
|
||||
|
||||
def overlap(a: pd.DataFrame, b: pd.DataFrame, period_ms: int,
|
||||
tol_bars: int = 1) -> dict:
|
||||
"""按时间戳比对两个信号集。方向也必须一致才算命中。"""
|
||||
if a.empty or b.empty:
|
||||
return {"a": len(a), "b": len(b), "同根": np.nan, f"±{tol_bars}根": np.nan}
|
||||
bt = b["entry_ts"].to_numpy()
|
||||
bd = b["direction"].to_numpy()
|
||||
exact = near = 0
|
||||
for ts, d in zip(a["entry_ts"].to_numpy(), a["direction"].to_numpy()):
|
||||
hit = np.where((bt == ts) & (bd == d))[0]
|
||||
if len(hit):
|
||||
exact += 1
|
||||
near += 1
|
||||
continue
|
||||
if np.any((np.abs(bt - ts) <= tol_bars * period_ms) & (bd == d)):
|
||||
near += 1
|
||||
return {"a": len(a), "b": len(b),
|
||||
"同根": exact / len(a), f"±{tol_bars}根": near / len(a)}
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--days", type=int, default=30)
|
||||
ap.add_argument("--symbols", default="BTC,ETH,SOL")
|
||||
ap.add_argument("--warmup", type=int, default=2000,
|
||||
help="丢弃前若干根的信号，避开中枢左边界效应")
|
||||
ap.add_argument("--refresh", action="store_true")
|
||||
args = ap.parse_args()
|
||||
|
||||
from lib.data import load_local
|
||||
|
||||
syms = [s.strip() for s in args.symbols.split(",")]
|
||||
period_ms = 60_000
|
||||
print(f"[venue 对齐] {syms} · 近 {args.days} 天 1m · "
|
||||
f"预热丢弃 {args.warmup} 根\n", flush=True)
|
||||
|
||||
bar_rows, sig_rows = [], []
|
||||
for sym in syms:
|
||||
print(f"── {sym}", flush=True)
|
||||
bg_l = fetch_bitget(sym, LTF, args.days, args.refresh)
|
||||
bg_h = fetch_bitget(sym, HTF, args.days, args.refresh)
|
||||
|
||||
pair = f"{sym}/USDT:USDT"
|
||||
bn_l_all = load_local(pair, LTF)
|
||||
bn_h_all = load_local(pair, HTF)
|
||||
if bn_l_all is None or bn_h_all is None:
|
||||
print(f" 跳过：本地无 Binance 数据")
|
||||
continue
|
||||
|
||||
# 只比两家都有的那段时间
|
||||
lo = max(bg_l["timestamp"].min(), bn_l_all["timestamp"].min())
|
||||
hi = min(bg_l["timestamp"].max(), bn_l_all["timestamp"].max())
|
||||
bg_l = bg_l[(bg_l.timestamp >= lo) & (bg_l.timestamp <= hi)].reset_index(drop=True)
|
||||
bn_l = bn_l_all[(bn_l_all.timestamp >= lo) & (bn_l_all.timestamp <= hi)].reset_index(drop=True)
|
||||
bg_h = bg_h[bg_h.timestamp <= hi].reset_index(drop=True)
|
||||
bn_h = bn_h_all[(bn_h_all.timestamp >= bg_h["timestamp"].min())
|
||||
& (bn_h_all.timestamp <= hi)].reset_index(drop=True)
|
||||
|
||||
span_d = (hi - lo) / 86_400_000
|
||||
expect = int((hi - lo) / period_ms) + 1
|
||||
# K 线层比对
|
||||
m = bg_l.merge(bn_l, on="timestamp", suffixes=("_bg", "_bn"))
|
||||
dc = (m["close_bg"] - m["close_bn"]) / m["close_bn"] * 1e4
|
||||
dh = (m["high_bg"] - m["high_bn"]) / m["high_bn"] * 1e4
|
||||
dl = (m["low_bg"] - m["low_bn"]) / m["low_bn"] * 1e4
|
||||
bar_rows.append({
|
||||
"品种": sym, "重叠天数": round(span_d, 1),
|
||||
"Bitget根数": len(bg_l), "Binance根数": len(bn_l),
|
||||
"应有根数": expect,
|
||||
"Bitget缺口": expect - len(bg_l), "Binance缺口": expect - len(bn_l),
|
||||
"共有根数": len(m),
|
||||
"close中位差": f"{dc.median():+.2f}bp",
|
||||
"close绝对差P95": f"{dc.abs().quantile(.95):.2f}bp",
|
||||
"high绝对差P95": f"{dh.abs().quantile(.95):.2f}bp",
|
||||
"low绝对差P95": f"{dl.abs().quantile(.95):.2f}bp",
|
||||
})
|
||||
print(f" K线：重叠 {span_d:.1f} 天，共有 {len(m)} 根，"
|
||||
f"close 中位差 {dc.median():+.2f}bp，P95 {dc.abs().quantile(.95):.2f}bp",
|
||||
flush=True)
|
||||
|
||||
# 信号层比对
|
||||
t0 = time.perf_counter()
|
||||
s_bg = pipeline(bg_l, bg_h)
|
||||
s_bn = pipeline(bn_l, bn_h)
|
||||
print(f" 管线跑完 {time.perf_counter() - t0:.1f}s", flush=True)
|
||||
if s_bg.empty or s_bn.empty:
|
||||
print(" 信号为空，跳过信号层")
|
||||
continue
|
||||
|
||||
cut_bg = bg_l["timestamp"].to_numpy()[min(args.warmup, len(bg_l) - 1)]
|
||||
cut_bn = bn_l["timestamp"].to_numpy()[min(args.warmup, len(bn_l) - 1)]
|
||||
cut = max(cut_bg, cut_bn)
|
||||
s_bg = s_bg[s_bg.entry_ts >= cut]
|
||||
s_bn = s_bn[s_bn.entry_ts >= cut]
|
||||
f_bg = s_bg[s_bg["h1_agree"] == 1]
|
||||
f_bn = s_bn[s_bn["h1_agree"] == 1]
|
||||
|
||||
for tag, x, y in (("原始", s_bg, s_bn), ("5m同向后", f_bg, f_bn)):
|
||||
o1 = overlap(x, y, period_ms) # Bitget 的信号有多少在 Binance 也有
|
||||
o2 = overlap(y, x, period_ms) # 反向
|
||||
sig_rows.append({
|
||||
"品种": sym, "口径": tag,
|
||||
"Bitget信号": o1["a"], "Binance信号": o1["b"],
|
||||
"BG→BN同根": f"{o1['同根'] * 100:.1f}%",
|
||||
"BG→BN±1根": f"{o1['±1根'] * 100:.1f}%",
|
||||
"BN→BG同根": f"{o2['同根'] * 100:.1f}%",
|
||||
"BN→BG±1根": f"{o2['±1根'] * 100:.1f}%",
|
||||
})
|
||||
print(f" {tag}：Bitget {o1['a']} 笔 / Binance {o1['b']} 笔，"
|
||||
f"同根重合 {o1['同根'] * 100:.1f}%，±1根 {o1['±1根'] * 100:.1f}%",
|
||||
flush=True)
|
||||
|
||||
if not bar_rows:
|
||||
print("无结果")
|
||||
return
|
||||
|
||||
print("\n" + "=" * 120)
|
||||
print("########## 1. K 线层 ##########")
|
||||
tb_bar = pd.DataFrame(bar_rows)
|
||||
print(tb_bar.to_string(index=False))
|
||||
print(" 缺口是「应有根数 − 实际根数」，永续在极端行情或维护时会漏推。")
|
||||
|
||||
print("\n########## 2. 信号层 ##########")
|
||||
tb_sig = pd.DataFrame(sig_rows)
|
||||
print(tb_sig.to_string(index=False))
|
||||
|
||||
print("\n########## 结论 ##########")
|
||||
fin = tb_sig[tb_sig["口径"] == "5m同向后"]
|
||||
if not fin.empty:
|
||||
v = fin["BG→BN同根"].str.rstrip("%").astype(float)
|
||||
print(f" 过滤后口径的同根重合率：{v.min():.1f}% ~ {v.max():.1f}%，"
|
||||
f"均值 {v.mean():.1f}%")
|
||||
print(" 高 → 滑点可直接对照 Binance 回测的 3.9bp 预算；")
|
||||
print(" 低 → 必须先补 Bitget 自己的 1m 回测基线，否则实验不可归因。")
|
||||
|
||||
out_dir = RESEARCH / "out"
|
||||
tb_bar.to_csv(out_dir / "venue_parity_bars.csv", index=False)
|
||||
tb_sig.to_csv(out_dir / "venue_parity_signals.csv", index=False)
|
||||
print(f"\n产物写入 {out_dir}/venue_parity_bars.csv 与 venue_parity_signals.csv")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,179 @@
|
||||
"""验证补丁是否真把那 1.1 秒拿回来了。
|
||||
|
||||
容器内同一进程并行跑三条路径，共用时钟与网络：
|
||||
stock 上游 BitgetPerpetualCandles（取 data[0]）
|
||||
patched PatchedBitgetPerpetualCandles（处理全部元素）
|
||||
raw 原始 aiohttp WS，按 data[-1] 判断换根（理论最快）
|
||||
|
||||
预期：patched ≈ raw，且比 stock 早约 1.1 秒。
|
||||
同时校验补丁没有破坏数据：两条 feed 的历史 K 线应逐根相等（补丁只影响
|
||||
最新一根的到达时刻与收盘价更新时机，不该改动已收盘的历史）。
|
||||
|
||||
docker run --rm -v $PWD:/repo:ro -v $PWD/research/out:/out \
|
||||
-w /home/hummingbot -e PYTHONPATH=/home/hummingbot:/repo/research/live \
|
||||
--entrypoint /opt/conda/envs/hummingbot/bin/python \
|
||||
hummingbot/hummingbot:latest /repo/research/live/verify_patch.py --minutes 20
|
||||
"""
|
||||
from __future__ import annotations
|
||||
|
||||
import argparse
|
||||
import asyncio
|
||||
import csv
|
||||
import json
|
||||
import time
|
||||
from pathlib import Path
|
||||
|
||||
SYMS = ("BTC", "ETH", "SOL")
|
||||
WSS = "wss://ws.bitget.com/v2/ws/public"
|
||||
|
||||
|
||||
def out_dir() -> Path:
|
||||
p = Path("/out")
|
||||
return p if p.is_dir() else Path(__file__).resolve().parents[1] / "out"
|
||||
|
||||
|
||||
async def raw_ws(rec: dict, stop: asyncio.Event) -> None:
|
||||
import aiohttp
|
||||
|
||||
payload = {"op": "subscribe",
|
||||
"args": [{"instType": "USDT-FUTURES", "channel": "candle1m",
|
||||
"instId": f"{s}USDT"} for s in SYMS]}
|
||||
while not stop.is_set():
|
||||
try:
|
||||
async with aiohttp.ClientSession() as sess, \
|
||||
sess.ws_connect(WSS, heartbeat=20) as ws:
|
||||
await ws.send_str(json.dumps(payload))
|
||||
last: dict[str, int] = {}
|
||||
while not stop.is_set():
|
||||
msg = await ws.receive()
|
||||
if msg.type is not aiohttp.WSMsgType.TEXT:
|
||||
break
|
||||
if msg.data == "pong":
|
||||
continue
|
||||
d = json.loads(msg.data)
|
||||
if "data" not in d or "arg" not in d or not d["data"]:
|
||||
continue
|
||||
sym = d["arg"]["instId"].replace("USDT", "")
|
||||
kts = int(d["data"][-1][0]) # 关键：取末元素
|
||||
if last.get(sym) is not None and kts > last[sym]:
|
||||
rec.setdefault((sym, kts), {})["raw"] = \
|
||||
int(time.time() * 1000)
|
||||
last[sym] = max(kts, last.get(sym, 0))
|
||||
except asyncio.CancelledError:
|
||||
raise
|
||||
except Exception as e:
|
||||
print(f" [raw] {type(e).__name__}: {e}", flush=True)
|
||||
# 正常跳出与异常都要歇一下再重连，避免服务端持续拒绝时打成风暴
|
||||
if not stop.is_set():
|
||||
await asyncio.sleep(1)
|
||||
|
||||
|
||||
async def poll_feeds(feeds: dict, key: str, rec: dict,
|
||||
stop: asyncio.Event) -> None:
|
||||
last = {s: (int(f._candles[-1][0]) if len(f._candles) else None)
|
||||
for s, f in feeds.items()}
|
||||
while not stop.is_set():
|
||||
for s, f in feeds.items():
|
||||
if not len(f._candles):
|
||||
continue
|
||||
newest = int(f._candles[-1][0])
|
||||
if last[s] is not None and newest > last[s]:
|
||||
kts = newest * 1000 if newest < 1e12 else newest
|
||||
rec.setdefault((s, kts), {})[key] = int(time.time() * 1000)
|
||||
last[s] = newest
|
||||
await asyncio.sleep(0.01)
|
||||
|
||||
|
||||
async def main_async(minutes: int) -> None:
|
||||
from hummingbot.data_feed.candles_feed.bitget_perpetual_candles import (
|
||||
BitgetPerpetualCandles,
|
||||
)
|
||||
from patched_candles import PatchedBitgetPerpetualCandles
|
||||
|
||||
stock, patched = {}, {}
|
||||
for s in SYMS:
|
||||
stock[s] = BitgetPerpetualCandles(f"{s}-USDT", "1m", 20)
|
||||
patched[s] = PatchedBitgetPerpetualCandles(f"{s}-USDT", "1m", 20)
|
||||
for d in (stock, patched):
|
||||
for f in d.values():
|
||||
f.start()
|
||||
print(f"[补丁验证] {SYMS} · 跑 {minutes} 分钟", flush=True)
|
||||
|
||||
t0 = time.time()
|
||||
while time.time() - t0 < 120:
|
||||
if all(f.ready for d in (stock, patched) for f in d.values()):
|
||||
break
|
||||
await asyncio.sleep(0.5)
|
||||
print(f" 回填完成 {time.time() - t0:.1f}s", flush=True)
|
||||
|
||||
rec: dict = {}
|
||||
stop = asyncio.Event()
|
||||
tasks = [asyncio.create_task(raw_ws(rec, stop)),
|
||||
asyncio.create_task(poll_feeds(stock, "stock", rec, stop)),
|
||||
asyncio.create_task(poll_feeds(patched, "patched", rec, stop))]
|
||||
|
||||
deadline = time.time() + minutes * 60
|
||||
seen = set()
|
||||
while time.time() < deadline:
|
||||
await asyncio.sleep(2)
|
||||
for k, v in rec.items():
|
||||
if k in seen or not {"stock", "patched", "raw"} <= v.keys():
|
||||
continue
|
||||
seen.add(k)
|
||||
print(f" {k[0]}: patched 比 stock 早 "
|
||||
f"{v['stock'] - v['patched']}ms · 距 raw "
|
||||
f"{v['patched'] - v['raw']}ms", flush=True)
|
||||
stop.set()
|
||||
for t in tasks:
|
||||
t.cancel()
|
||||
await asyncio.gather(*tasks, return_exceptions=True)
|
||||
|
||||
# 数据一致性：两条 feed 的已收盘历史必须逐根相同
|
||||
print("\n########## 补丁是否改动了已收盘 K 线 ##########")
|
||||
for s in SYMS:
|
||||
a = [list(map(float, r)) for r in list(stock[s]._candles)[:-1]]
|
||||
b = [list(map(float, r)) for r in list(patched[s]._candles)[:-1]]
|
||||
n = min(len(a), len(b))
|
||||
ta = {int(r[0]): r for r in a[-n:]}
|
||||
tb = {int(r[0]): r for r in b[-n:]}
|
||||
common = sorted(set(ta) & set(tb))
|
||||
diff = [t for t in common if ta[t][1:6] != tb[t][1:6]]
|
||||
print(f" {s}: 共有 {len(common)} 根，OHLCV 不同 {len(diff)} 根"
|
||||
+ (f"（示例 ts={diff[:3]}）" if diff else ""))
|
||||
for d in (stock, patched):
|
||||
for f in d.values():
|
||||
f.stop()
|
||||
|
||||
full = [(s, k, v) for (s, k), v in rec.items()
|
||||
if {"stock", "patched", "raw"} <= v.keys()]
|
||||
f = out_dir() / "verify_patch.csv"
|
||||
with f.open("w", newline="") as fh:
|
||||
w = csv.writer(fh)
|
||||
w.writerow(["sym", "kline_ts", "raw", "patched", "stock",
|
||||
"gain_ms", "patched_minus_raw_ms"])
|
||||
for s, k, v in sorted(full, key=lambda x: x[1]):
|
||||
w.writerow([s, k, v["raw"], v["patched"], v["stock"],
|
||||
v["stock"] - v["patched"], v["patched"] - v["raw"]])
|
||||
|
||||
print(f"\n########## 补丁收益（配对 {len(full)} 根）##########")
|
||||
print(f"{'币':<5}{'n':>5}{'早于stock中位':>14}{'距raw中位':>12}")
|
||||
for s in SYMS:
|
||||
g = [v for ss, _, v in full if ss == s]
|
||||
if not g:
|
||||
print(f" {s}: 无样本")
|
||||
continue
|
||||
gain = sorted(v["stock"] - v["patched"] for v in g)
|
||||
dr = sorted(v["patched"] - v["raw"] for v in g)
|
||||
print(f"{s:<5}{len(g):>5}{gain[len(gain) // 2]:>14}"
|
||||
f"{dr[len(dr) // 2]:>12}")
|
||||
print(f"\n产物写入 {f}")
|
||||
|
||||
|
||||
def main() -> None:
|
||||
ap = argparse.ArgumentParser()
|
||||
ap.add_argument("--minutes", type=int, default=20)
|
||||
asyncio.run(main_async(ap.parse_args().minutes))
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
@@ -0,0 +1,22 @@
|
||||
品种,噪声bp,种子,笔数,胜率,毛均收益,净均收益,PF,t值,滑点余量bp,毛均bp
|
||||
BTC,0.0,0,294,49.3%,+0.0611%,+0.0111%,1.13,0.88,0.11,6.11
|
||||
BTC,0.5,0,322,53.4%,+0.0614%,+0.0114%,1.14,0.95,0.14,6.140000000000001
|
||||
BTC,0.5,1,304,51.3%,+0.0672%,+0.0172%,1.21,1.38,0.72,6.72
|
||||
BTC,1.0,0,262,53.1%,+0.0648%,+0.0148%,1.17,1.08,0.48,6.4799999999999995
|
||||
BTC,1.0,1,255,48.6%,+0.0595%,+0.0095%,1.1,0.65,-0.05,5.949999999999999
|
||||
BTC,2.0,0,196,53.6%,+0.0987%,+0.0487%,1.5,2.46,3.87,9.87
|
||||
BTC,2.0,1,191,50.3%,+0.0799%,+0.0299%,1.28,1.51,1.99,7.99
|
||||
ETH,0.0,0,288,55.6%,+0.1231%,+0.0731%,1.9,4.15,6.31,12.31
|
||||
ETH,0.5,0,293,52.9%,+0.0949%,+0.0449%,1.46,2.52,3.49,9.49
|
||||
ETH,0.5,1,291,60.1%,+0.1236%,+0.0736%,1.87,4.2,6.36,12.36
|
||||
ETH,1.0,0,280,51.1%,+0.1004%,+0.0504%,1.48,2.65,4.04,10.040000000000001
|
||||
ETH,1.0,1,270,54.8%,+0.1142%,+0.0642%,1.64,3.24,5.42,11.42
|
||||
ETH,2.0,0,240,55.8%,+0.1182%,+0.0682%,1.61,3.14,5.82,11.82
|
||||
ETH,2.0,1,222,58.1%,+0.1474%,+0.0974%,1.93,4.07,8.74,14.74
|
||||
SOL,0.0,0,245,52.2%,+0.1001%,+0.0501%,1.44,2.41,4.01,10.01
|
||||
SOL,0.5,0,232,53.4%,+0.1000%,+0.0500%,1.44,2.47,4.0,10.0
|
||||
SOL,0.5,1,234,57.7%,+0.1332%,+0.0832%,1.75,3.68,7.32,13.320000000000002
|
||||
SOL,1.0,0,246,57.7%,+0.1362%,+0.0862%,1.82,4.09,7.62,13.62
|
||||
SOL,1.0,1,230,54.8%,+0.1191%,+0.0691%,1.58,3.01,5.91,11.91
|
||||
SOL,2.0,0,195,58.5%,+0.1486%,+0.0986%,1.83,3.84,8.86,14.860000000000001
|
||||
SOL,2.0,1,193,55.4%,+0.1327%,+0.0827%,1.67,3.19,7.27,13.270000000000001
|
||||
|
@@ -0,0 +1,8 @@
|
||||
品种,噪声bp,种子,笔数,胜率,毛均收益,净均收益,PF,t值,滑点余量bp
|
||||
BTC,0.0,0,294,49.3%,+0.0611%,+0.0111%,1.13,0.88,0.11
|
||||
BTC,0.5,0,322,53.4%,+0.0614%,+0.0114%,1.14,0.95,0.14
|
||||
BTC,0.5,1,304,51.3%,+0.0672%,+0.0172%,1.21,1.38,0.72
|
||||
BTC,1.0,0,262,53.1%,+0.0648%,+0.0148%,1.17,1.08,0.48
|
||||
BTC,1.0,1,255,48.6%,+0.0595%,+0.0095%,1.1,0.65,-0.05
|
||||
BTC,2.0,0,196,53.6%,+0.0987%,+0.0487%,1.5,2.46,3.87
|
||||
BTC,2.0,1,191,50.3%,+0.0799%,+0.0299%,1.28,1.51,1.99
|
||||
|
@@ -0,0 +1,8 @@
|
||||
品种,噪声bp,种子,笔数,胜率,毛均收益,净均收益,PF,t值,滑点余量bp
|
||||
ETH,0.0,0,288,55.6%,+0.1231%,+0.0731%,1.9,4.15,6.31
|
||||
ETH,0.5,0,293,52.9%,+0.0949%,+0.0449%,1.46,2.52,3.49
|
||||
ETH,0.5,1,291,60.1%,+0.1236%,+0.0736%,1.87,4.2,6.36
|
||||
ETH,1.0,0,280,51.1%,+0.1004%,+0.0504%,1.48,2.65,4.04
|
||||
ETH,1.0,1,270,54.8%,+0.1142%,+0.0642%,1.64,3.24,5.42
|
||||
ETH,2.0,0,240,55.8%,+0.1182%,+0.0682%,1.61,3.14,5.82
|
||||
ETH,2.0,1,222,58.1%,+0.1474%,+0.0974%,1.93,4.07,8.74
|
||||
|
@@ -0,0 +1,8 @@
|
||||
品种,噪声bp,种子,笔数,胜率,毛均收益,净均收益,PF,t值,滑点余量bp
|
||||
SOL,0.0,0,245,52.2%,+0.1001%,+0.0501%,1.44,2.41,4.01
|
||||
SOL,0.5,0,232,53.4%,+0.1000%,+0.0500%,1.44,2.47,4.0
|
||||
SOL,0.5,1,234,57.7%,+0.1332%,+0.0832%,1.75,3.68,7.32
|
||||
SOL,1.0,0,246,57.7%,+0.1362%,+0.0862%,1.82,4.09,7.62
|
||||
SOL,1.0,1,230,54.8%,+0.1191%,+0.0691%,1.58,3.01,5.91
|
||||
SOL,2.0,0,195,58.5%,+0.1486%,+0.0986%,1.83,3.84,8.86
|
||||
SOL,2.0,1,193,55.4%,+0.1327%,+0.0827%,1.67,3.19,7.27
|
||||
|
@@ -0,0 +1,11 @@
|
||||
指标,值
|
||||
cpu核数,2.0
|
||||
1m窗口,2000.0
|
||||
5m窗口,800.0
|
||||
1m中位s,0.318
|
||||
1m_P95s,0.345
|
||||
5m中位s,0.136
|
||||
单币摊薄s,0.345
|
||||
串行3币s,1.38
|
||||
并行2_3币s,1.27
|
||||
并行3_3币s,1.28
|
||||
|
@@ -0,0 +1,7 @@
|
||||
品种,venue,笔数,胜率,毛均收益,净均收益,PF,t值,滑点余量bp,毛均bp
|
||||
BTC,Bitget,313,51.4%,+0.0587%,+0.0087%,1.11,0.71,-0.13,5.87
|
||||
BTC,Binance,296,49.3%,+0.0609%,+0.0109%,1.13,0.86,0.09,6.09
|
||||
ETH,Bitget,299,54.8%,+0.1002%,+0.0502%,1.56,3.07,4.02,10.02
|
||||
ETH,Binance,290,55.2%,+0.1206%,+0.0706%,1.85,4.01,6.06,12.06
|
||||
SOL,Bitget,329,52.3%,+0.0892%,+0.0392%,1.38,2.38,2.92,8.92
|
||||
SOL,Binance,244,52.0%,+0.0987%,+0.0487%,1.42,2.34,3.87,9.87
|
||||
|
@@ -0,0 +1,3 @@
|
||||
品种,venue,笔数,胜率,毛均收益,净均收益,PF,t值,滑点余量bp,毛均bp
|
||||
BTC,Bitget,313,51.4%,+0.0587%,+0.0087%,1.11,0.71,-0.13,5.87
|
||||
BTC,Binance,296,49.3%,+0.0609%,+0.0109%,1.13,0.86,0.09,6.09
|
||||
|
@@ -0,0 +1,3 @@
|
||||
品种,venue,笔数,胜率,毛均收益,净均收益,PF,t值,滑点余量bp,毛均bp
|
||||
ETH,Bitget,299,54.8%,+0.1002%,+0.0502%,1.56,3.07,4.02,10.02
|
||||
ETH,Binance,290,55.2%,+0.1206%,+0.0706%,1.85,4.01,6.06,12.06
|
||||
|
@@ -0,0 +1,3 @@
|
||||
品种,venue,笔数,胜率,毛均收益,净均收益,PF,t值,滑点余量bp,毛均bp
|
||||
SOL,Bitget,329,52.3%,+0.0892%,+0.0392%,1.38,2.38,2.92,8.92
|
||||
SOL,Binance,244,52.0%,+0.0987%,+0.0487%,1.42,2.34,3.87,9.87
|
||||
|
@@ -0,0 +1,55 @@
|
||||
kline_ts,sym,t_data_ms,lag_ms
|
||||
1787840400000,SOL,1787840401075,1075
|
||||
1787840400000,BTC,1787840401577,1577
|
||||
1787840400000,ETH,1787840401863,1863
|
||||
1787840460000,ETH,1787840460075,75
|
||||
1787840460000,BTC,1787840460549,549
|
||||
1787840460000,SOL,1787840460822,822
|
||||
1787840520000,SOL,1787840520463,463
|
||||
1787840520000,ETH,1787840520756,756
|
||||
1787840520000,BTC,1787840521026,1026
|
||||
1787840580000,ETH,1787840580384,384
|
||||
1787840580000,BTC,1787840580687,687
|
||||
1787840580000,SOL,1787840581292,1292
|
||||
1787840640000,BTC,1787840640204,204
|
||||
1787840640000,SOL,1787840640525,525
|
||||
1787840640000,ETH,1787840641155,1155
|
||||
1787840700000,BTC,1787840700192,192
|
||||
1787840700000,ETH,1787840701170,1170
|
||||
1787840700000,SOL,1787840701185,1185
|
||||
1787840760000,BTC,1787840760795,795
|
||||
1787840760000,ETH,1787840761231,1231
|
||||
1787840760000,SOL,1787840761346,1346
|
||||
1787840820000,BTC,1787840820308,308
|
||||
1787840820000,ETH,1787840820327,327
|
||||
1787840820000,SOL,1787840821241,1241
|
||||
1787840880000,BTC,1787840880441,441
|
||||
1787840880000,ETH,1787840880933,933
|
||||
1787840880000,SOL,1787840880936,936
|
||||
1787840940000,SOL,1787840940330,330
|
||||
1787840940000,ETH,1787840940551,551
|
||||
1787840940000,BTC,1787840940920,920
|
||||
1787841000000,SOL,1787841001488,1488
|
||||
1787841000000,BTC,1787841001683,1683
|
||||
1787841000000,ETH,1787841001862,1862
|
||||
1787841060000,BTC,1787841060406,406
|
||||
1787841060000,SOL,1787841060621,621
|
||||
1787841060000,ETH,1787841061151,1151
|
||||
1787841120000,ETH,1787841120329,329
|
||||
1787841120000,BTC,1787841120436,436
|
||||
1787841120000,SOL,1787841120928,928
|
||||
1787841180000,SOL,1787841180360,360
|
||||
1787841180000,BTC,1787841180591,591
|
||||
1787841180000,ETH,1787841180910,910
|
||||
1787841240000,ETH,1787841240385,385
|
||||
1787841240000,BTC,1787841240416,416
|
||||
1787841240000,SOL,1787841240627,627
|
||||
1787841300000,ETH,1787841300833,833
|
||||
1787841300000,SOL,1787841301169,1169
|
||||
1787841300000,BTC,1787841301299,1299
|
||||
1787841360000,ETH,1787841360166,166
|
||||
1787841360000,BTC,1787841360565,565
|
||||
1787841360000,SOL,1787841360991,991
|
||||
1787841420000,SOL,1787841420375,375
|
||||
1787841420000,ETH,1787841422267,2267
|
||||
1787841420000,BTC,1787841422314,2314
|
||||
|
@@ -0,0 +1,91 @@
|
||||
kline_ts,sym,t_data_ms,lag_ms
|
||||
1787836320000,SOL,1787836320241,241
|
||||
1787836320000,ETH,1787836320302,302
|
||||
1787836320000,BTC,1787836321824,1824
|
||||
1787836380000,SOL,1787836381417,1417
|
||||
1787836380000,ETH,1787836382286,2286
|
||||
1787836380000,BTC,1787836382710,2710
|
||||
1787836440000,SOL,1787836440534,534
|
||||
1787836440000,BTC,1787836441250,1250
|
||||
1787836440000,ETH,1787836441361,1361
|
||||
1787836500000,ETH,1787836500123,123
|
||||
1787836500000,SOL,1787836500134,134
|
||||
1787836500000,BTC,1787836502484,2484
|
||||
1787836560000,SOL,1787836560660,660
|
||||
1787836560000,BTC,1787836561486,1486
|
||||
1787836560000,ETH,1787836561748,1748
|
||||
1787836620000,SOL,1787836620499,499
|
||||
1787836620000,BTC,1787836621187,1187
|
||||
1787836620000,ETH,1787836621913,1913
|
||||
1787836680000,ETH,1787836680478,478
|
||||
1787836680000,BTC,1787836681568,1568
|
||||
1787836680000,SOL,1787836682143,2143
|
||||
1787836740000,BTC,1787836740072,72
|
||||
1787836740000,SOL,1787836740214,214
|
||||
1787836740000,ETH,1787836741453,1453
|
||||
1787836800000,SOL,1787836801678,1678
|
||||
1787836800000,BTC,1787836803383,3383
|
||||
1787836800000,ETH,1787836803485,3485
|
||||
1787836860000,BTC,1787836861120,1120
|
||||
1787836860000,ETH,1787836861523,1523
|
||||
1787836860000,SOL,1787836861634,1634
|
||||
1787836920000,BTC,1787836920212,212
|
||||
1787836920000,ETH,1787836920969,969
|
||||
1787836920000,SOL,1787836921292,1292
|
||||
1787836980000,SOL,1787836980715,715
|
||||
1787836980000,ETH,1787836981108,1108
|
||||
1787836980000,BTC,1787836982025,2025
|
||||
1787837040000,ETH,1787837041234,1234
|
||||
1787837040000,BTC,1787837041305,1305
|
||||
1787837040000,SOL,1787837042293,2293
|
||||
1787837100000,BTC,1787837100436,436
|
||||
1787837100000,SOL,1787837100436,436
|
||||
1787837100000,ETH,1787837101273,1273
|
||||
1787837160000,ETH,1787837161167,1167
|
||||
1787837160000,BTC,1787837161228,1228
|
||||
1787837160000,SOL,1787837161420,1420
|
||||
1787837220000,SOL,1787837221236,1236
|
||||
1787837220000,BTC,1787837221620,1620
|
||||
1787837220000,ETH,1787837222286,2286
|
||||
1787837280000,SOL,1787837280246,246
|
||||
1787837280000,BTC,1787837280750,750
|
||||
1787837280000,ETH,1787837281205,1205
|
||||
1787837340000,ETH,1787837340155,155
|
||||
1787837340000,BTC,1787837341234,1234
|
||||
1787837340000,SOL,1787837342232,2232
|
||||
1787837400000,SOL,1787837402232,2232
|
||||
1787837400000,ETH,1787837402374,2374
|
||||
1787837400000,BTC,1787837403010,3010
|
||||
1787837460000,SOL,1787837461262,1262
|
||||
1787837460000,BTC,1787837461403,1403
|
||||
1787837460000,ETH,1787837461988,1988
|
||||
1787837520000,ETH,1787837521167,1167
|
||||
1787837520000,BTC,1787837521298,1298
|
||||
1787837520000,SOL,1787837521298,1298
|
||||
1787837580000,SOL,1787837581311,1311
|
||||
1787837580000,BTC,1787837581634,1634
|
||||
1787837580000,ETH,1787837581725,1725
|
||||
1787837640000,SOL,1787837641179,1179
|
||||
1787837640000,ETH,1787837642047,2047
|
||||
1787837640000,BTC,1787837642057,2057
|
||||
1787837700000,ETH,1787837700834,834
|
||||
1787837700000,SOL,1787837701499,1499
|
||||
1787837700000,BTC,1787837701963,1963
|
||||
1787837760000,ETH,1787837761627,1627
|
||||
1787837760000,SOL,1787837761828,1828
|
||||
1787837760000,BTC,1787837761951,1951
|
||||
1787837820000,SOL,1787837821188,1188
|
||||
1787837820000,ETH,1787837821258,1258
|
||||
1787837820000,BTC,1787837821561,1561
|
||||
1787837880000,SOL,1787837881174,1174
|
||||
1787837880000,BTC,1787837881235,1235
|
||||
1787837880000,ETH,1787837881467,1467
|
||||
1787837940000,SOL,1787837941579,1579
|
||||
1787837940000,BTC,1787837941741,1741
|
||||
1787837940000,ETH,1787837941883,1883
|
||||
1787838000000,SOL,1787838002447,2447
|
||||
1787838000000,ETH,1787838002649,2649
|
||||
1787838000000,BTC,1787838003586,3586
|
||||
1787838060000,BTC,1787838060835,835
|
||||
1787838060000,ETH,1787838061561,1561
|
||||
1787838060000,SOL,1787838061774,1774
|
||||
|
@@ -0,0 +1,45 @@
|
||||
{
|
||||
"tag": "container",
|
||||
"python": "3.13.14",
|
||||
"pandas": "3.0.5",
|
||||
"numpy": "2.4.6",
|
||||
"per_symbol": {
|
||||
"BTC": {
|
||||
"n_bars": 2000,
|
||||
"n_signals": 3,
|
||||
"signal_idx": [
|
||||
685,
|
||||
1053,
|
||||
1483
|
||||
],
|
||||
"zone_checksum": 39331212411797.2,
|
||||
"n_zones": 11,
|
||||
"compute_s": 0.2582
|
||||
},
|
||||
"ETH": {
|
||||
"n_bars": 2000,
|
||||
"n_signals": 4,
|
||||
"signal_idx": [
|
||||
469,
|
||||
1063,
|
||||
1630,
|
||||
1731
|
||||
],
|
||||
"zone_checksum": 35755508019041.05,
|
||||
"n_zones": 10,
|
||||
"compute_s": 0.2646
|
||||
},
|
||||
"SOL": {
|
||||
"n_bars": 2000,
|
||||
"n_signals": 3,
|
||||
"signal_idx": [
|
||||
461,
|
||||
682,
|
||||
1087
|
||||
],
|
||||
"zone_checksum": 35755365663932.44,
|
||||
"n_zones": 10,
|
||||
"compute_s": 0.2626
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,45 @@
|
||||
{
|
||||
"tag": "venv",
|
||||
"python": "3.14.4",
|
||||
"pandas": "3.0.5",
|
||||
"numpy": "2.5.2",
|
||||
"per_symbol": {
|
||||
"BTC": {
|
||||
"n_bars": 2000,
|
||||
"n_signals": 3,
|
||||
"signal_idx": [
|
||||
685,
|
||||
1053,
|
||||
1483
|
||||
],
|
||||
"zone_checksum": 39331212411797.2,
|
||||
"n_zones": 11,
|
||||
"compute_s": 0.2948
|
||||
},
|
||||
"ETH": {
|
||||
"n_bars": 2000,
|
||||
"n_signals": 4,
|
||||
"signal_idx": [
|
||||
469,
|
||||
1063,
|
||||
1630,
|
||||
1731
|
||||
],
|
||||
"zone_checksum": 35755508019041.05,
|
||||
"n_zones": 10,
|
||||
"compute_s": 0.2861
|
||||
},
|
||||
"SOL": {
|
||||
"n_bars": 2000,
|
||||
"n_signals": 3,
|
||||
"signal_idx": [
|
||||
461,
|
||||
682,
|
||||
1087
|
||||
],
|
||||
"zone_checksum": 35755365663932.44,
|
||||
"n_zones": 10,
|
||||
"compute_s": 0.2902
|
||||
}
|
||||
}
|
||||
}
|
||||
File diff suppressed because it is too large
Load Diff
@@ -0,0 +1,801 @@
|
||||
timestamp,date,open,high,low,close,volume
|
||||
1787593200000,2026-08-25 01:40:00+08:00,78751.4000000000,78809.9000000000,78580.6000000000,78588.9000000000,227.2043000000
|
||||
1787593500000,2026-08-25 01:45:00+08:00,78588.9000000000,78731.2000000000,78517.0000000000,78688.0000000000,164.7767000000
|
||||
1787593800000,2026-08-25 01:50:00+08:00,78688.0000000000,78777.3000000000,78631.6000000000,78649.3000000000,103.1647000000
|
||||
1787594100000,2026-08-25 01:55:00+08:00,78649.3000000000,78732.9000000000,78547.5000000000,78721.2000000000,77.9756000000
|
||||
1787594400000,2026-08-25 02:00:00+08:00,78721.2000000000,78870.3000000000,78720.3000000000,78859.1000000000,109.1418000000
|
||||
1787594700000,2026-08-25 02:05:00+08:00,78859.1000000000,78948.9000000000,78690.6000000000,78767.3000000000,223.9786000000
|
||||
1787595000000,2026-08-25 02:10:00+08:00,78767.3000000000,78977.2000000000,78765.5000000000,78962.2000000000,78.7100000000
|
||||
1787595300000,2026-08-25 02:15:00+08:00,78962.2000000000,79013.3000000000,78894.1000000000,78940.9000000000,149.1010000000
|
||||
1787595600000,2026-08-25 02:20:00+08:00,78940.9000000000,79024.4000000000,78878.1000000000,78926.4000000000,63.1952000000
|
||||
1787595900000,2026-08-25 02:25:00+08:00,78926.4000000000,79025.6000000000,78905.5000000000,78968.7000000000,93.9611000000
|
||||
1787596200000,2026-08-25 02:30:00+08:00,78968.7000000000,79039.9000000000,78888.0000000000,78902.6000000000,78.8562000000
|
||||
1787596500000,2026-08-25 02:35:00+08:00,78902.6000000000,78943.5000000000,78673.2000000000,78810.7000000000,283.0456000000
|
||||
1787596800000,2026-08-25 02:40:00+08:00,78810.7000000000,78929.5000000000,78799.8000000000,78929.5000000000,41.8567000000
|
||||
1787597100000,2026-08-25 02:45:00+08:00,78929.5000000000,79018.3000000000,78897.9000000000,79005.7000000000,114.9007000000
|
||||
1787597400000,2026-08-25 02:50:00+08:00,79005.7000000000,79038.5000000000,78831.7000000000,78924.0000000000,85.8527000000
|
||||
1787597700000,2026-08-25 02:55:00+08:00,78924.0000000000,78940.7000000000,78811.8000000000,78885.9000000000,35.5951000000
|
||||
1787598000000,2026-08-25 03:00:00+08:00,78885.9000000000,78997.7000000000,78841.6000000000,78850.1000000000,135.1881000000
|
||||
1787598300000,2026-08-25 03:05:00+08:00,78850.1000000000,78973.6000000000,78731.1000000000,78852.0000000000,134.9663000000
|
||||
1787598600000,2026-08-25 03:10:00+08:00,78852.0000000000,79074.9000000000,78830.7000000000,78983.2000000000,71.0339000000
|
||||
1787598900000,2026-08-25 03:15:00+08:00,78983.2000000000,78996.7000000000,78637.8000000000,78674.3000000000,145.7588000000
|
||||
1787599200000,2026-08-25 03:20:00+08:00,78674.3000000000,78753.7000000000,78556.8000000000,78708.3000000000,98.9472000000
|
||||
1787599500000,2026-08-25 03:25:00+08:00,78708.3000000000,78846.1000000000,78708.3000000000,78836.4000000000,29.2035000000
|
||||
1787599800000,2026-08-25 03:30:00+08:00,78836.4000000000,78878.1000000000,78780.7000000000,78852.9000000000,22.1243000000
|
||||
1787600100000,2026-08-25 03:35:00+08:00,78852.9000000000,78913.9000000000,78824.4000000000,78836.9000000000,144.9477000000
|
||||
1787600400000,2026-08-25 03:40:00+08:00,78836.9000000000,78861.6000000000,78709.7000000000,78833.1000000000,35.4565000000
|
||||
1787600700000,2026-08-25 03:45:00+08:00,78833.1000000000,78851.6000000000,78704.8000000000,78760.4000000000,29.0608000000
|
||||
1787601000000,2026-08-25 03:50:00+08:00,78760.4000000000,78788.0000000000,78550.0000000000,78705.5000000000,138.1278000000
|
||||
1787601300000,2026-08-25 03:55:00+08:00,78705.5000000000,78734.0000000000,78659.0000000000,78706.2000000000,57.0735000000
|
||||
1787601600000,2026-08-25 04:00:00+08:00,78706.2000000000,78779.1000000000,78506.8000000000,78524.7000000000,106.4964000000
|
||||
1787601900000,2026-08-25 04:05:00+08:00,78524.7000000000,78745.5000000000,78524.7000000000,78745.5000000000,53.6583000000
|
||||
1787602200000,2026-08-25 04:10:00+08:00,78745.5000000000,78768.0000000000,78574.7000000000,78637.5000000000,88.1571000000
|
||||
1787602500000,2026-08-25 04:15:00+08:00,78637.5000000000,78684.9000000000,78563.7000000000,78684.3000000000,33.1926000000
|
||||
1787602800000,2026-08-25 04:20:00+08:00,78684.3000000000,78751.1000000000,78639.5000000000,78674.0000000000,27.8431000000
|
||||
1787603100000,2026-08-25 04:25:00+08:00,78674.0000000000,78686.9000000000,78571.0000000000,78651.2000000000,27.8768000000
|
||||
1787603400000,2026-08-25 04:30:00+08:00,78651.2000000000,78758.5000000000,78595.0000000000,78753.3000000000,48.0021000000
|
||||
1787603700000,2026-08-25 04:35:00+08:00,78753.3000000000,78954.1000000000,78737.2000000000,78931.2000000000,120.4115000000
|
||||
1787604000000,2026-08-25 04:40:00+08:00,78931.2000000000,78942.5000000000,78858.0000000000,78861.0000000000,44.9036000000
|
||||
1787604300000,2026-08-25 04:45:00+08:00,78861.0000000000,78884.9000000000,78809.7000000000,78823.4000000000,68.3661000000
|
||||
1787604600000,2026-08-25 04:50:00+08:00,78823.4000000000,78833.3000000000,78775.5000000000,78826.1000000000,30.0796000000
|
||||
1787604900000,2026-08-25 04:55:00+08:00,78826.1000000000,78902.8000000000,78826.1000000000,78899.9000000000,45.5463000000
|
||||
1787605200000,2026-08-25 05:00:00+08:00,78899.9000000000,78977.7000000000,78899.9000000000,78970.0000000000,24.0970000000
|
||||
1787605500000,2026-08-25 05:05:00+08:00,78970.0000000000,78976.8000000000,78927.3000000000,78936.5000000000,24.1460000000
|
||||
1787605800000,2026-08-25 05:10:00+08:00,78936.5000000000,79009.7000000000,78934.5000000000,78992.6000000000,30.1848000000
|
||||
1787606100000,2026-08-25 05:15:00+08:00,78992.6000000000,79000.0000000000,78809.9000000000,78814.3000000000,37.8782000000
|
||||
1787606400000,2026-08-25 05:20:00+08:00,78814.3000000000,78915.0000000000,78807.5000000000,78904.8000000000,12.0467000000
|
||||
1787606700000,2026-08-25 05:25:00+08:00,78904.8000000000,78911.2000000000,78861.0000000000,78882.9000000000,10.1239000000
|
||||
1787607000000,2026-08-25 05:30:00+08:00,78882.9000000000,78986.3000000000,78877.8000000000,78895.0000000000,55.8319000000
|
||||
1787607300000,2026-08-25 05:35:00+08:00,78895.0000000000,78935.8000000000,78887.0000000000,78935.7000000000,18.6400000000
|
||||
1787607600000,2026-08-25 05:40:00+08:00,78935.7000000000,78977.0000000000,78929.7000000000,78944.3000000000,24.1583000000
|
||||
1787607900000,2026-08-25 05:45:00+08:00,78944.3000000000,78999.0000000000,78917.3000000000,78971.9000000000,50.3564000000
|
||||
1787608200000,2026-08-25 05:50:00+08:00,78971.9000000000,78985.6000000000,78873.6000000000,78898.2000000000,25.2323000000
|
||||
1787608500000,2026-08-25 05:55:00+08:00,78898.2000000000,78955.4000000000,78898.2000000000,78937.4000000000,7.4887000000
|
||||
1787608800000,2026-08-25 06:00:00+08:00,78937.4000000000,78949.4000000000,78803.5000000000,78866.0000000000,34.1932000000
|
||||
1787609100000,2026-08-25 06:05:00+08:00,78866.0000000000,78936.0000000000,78849.1000000000,78857.2000000000,19.8219000000
|
||||
1787609400000,2026-08-25 06:10:00+08:00,78857.2000000000,78881.8000000000,78783.8000000000,78833.2000000000,25.5663000000
|
||||
1787609700000,2026-08-25 06:15:00+08:00,78833.2000000000,78890.0000000000,78809.8000000000,78809.8000000000,8.9810000000
|
||||
1787610000000,2026-08-25 06:20:00+08:00,78809.8000000000,78849.5000000000,78777.6000000000,78806.2000000000,14.9800000000
|
||||
1787610300000,2026-08-25 06:25:00+08:00,78806.2000000000,78806.2000000000,78710.1000000000,78733.3000000000,66.1059000000
|
||||
1787610600000,2026-08-25 06:30:00+08:00,78733.3000000000,78867.1000000000,78705.0000000000,78831.9000000000,39.5409000000
|
||||
1787610900000,2026-08-25 06:35:00+08:00,78831.9000000000,78879.9000000000,78806.2000000000,78814.1000000000,20.3576000000
|
||||
1787611200000,2026-08-25 06:40:00+08:00,78814.1000000000,78814.1000000000,78682.7000000000,78717.4000000000,49.4624000000
|
||||
1787611500000,2026-08-25 06:45:00+08:00,78717.4000000000,78776.6000000000,78710.0000000000,78770.2000000000,21.0219000000
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1787611800000,2026-08-25 06:50:00+08:00,78770.2000000000,78795.5000000000,78699.4000000000,78754.6000000000,18.6672000000
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1787612100000,2026-08-25 06:55:00+08:00,78754.6000000000,78754.6000000000,78639.0000000000,78699.8000000000,39.7339000000
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1787612400000,2026-08-25 07:00:00+08:00,78699.8000000000,78724.1000000000,78576.8000000000,78693.8000000000,55.7740000000
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1787612700000,2026-08-25 07:05:00+08:00,78693.8000000000,78782.3000000000,78675.1000000000,78742.5000000000,29.2895000000
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1787613000000,2026-08-25 07:10:00+08:00,78742.5000000000,78779.3000000000,78675.8000000000,78702.0000000000,38.3588000000
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1787613300000,2026-08-25 07:15:00+08:00,78702.0000000000,78752.1000000000,78693.9000000000,78732.9000000000,16.8038000000
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1787613600000,2026-08-25 07:20:00+08:00,78732.9000000000,78937.5000000000,78732.9000000000,78883.4000000000,80.5007000000
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1787613900000,2026-08-25 07:25:00+08:00,78883.4000000000,78937.5000000000,78856.4000000000,78859.8000000000,48.2537000000
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1787614200000,2026-08-25 07:30:00+08:00,78859.8000000000,78939.9000000000,78826.4000000000,78841.5000000000,44.6245000000
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1787614500000,2026-08-25 07:35:00+08:00,78841.5000000000,78911.7000000000,78820.0000000000,78911.7000000000,17.6728000000
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1787614800000,2026-08-25 07:40:00+08:00,78911.7000000000,78940.0000000000,78885.2000000000,78915.0000000000,47.5583000000
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1787615100000,2026-08-25 07:45:00+08:00,78915.0000000000,78960.0000000000,78827.4000000000,78853.9000000000,39.1923000000
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1787615400000,2026-08-25 07:50:00+08:00,78853.9000000000,78868.1000000000,78806.7000000000,78814.6000000000,36.0513000000
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1787615700000,2026-08-25 07:55:00+08:00,78814.6000000000,78952.5000000000,78784.0000000000,78950.0000000000,98.8608000000
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1787616000000,2026-08-25 08:00:00+08:00,78950.0000000000,78967.7000000000,78894.3000000000,78902.9000000000,47.6102000000
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1787616300000,2026-08-25 08:05:00+08:00,78902.9000000000,79027.0000000000,78855.0000000000,78899.9000000000,135.4490000000
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1787616600000,2026-08-25 08:10:00+08:00,78899.9000000000,79014.2000000000,78874.5000000000,78913.9000000000,96.5470000000
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1787616900000,2026-08-25 08:15:00+08:00,78913.9000000000,78913.9000000000,78673.6000000000,78740.5000000000,97.1298000000
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1787617200000,2026-08-25 08:20:00+08:00,78740.5000000000,78818.2000000000,78702.9000000000,78757.3000000000,165.6438000000
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1787617500000,2026-08-25 08:25:00+08:00,78757.3000000000,78830.0000000000,78703.1000000000,78756.3000000000,72.7800000000
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1787617800000,2026-08-25 08:30:00+08:00,78756.3000000000,78783.2000000000,78694.3000000000,78732.3000000000,39.9157000000
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1787618100000,2026-08-25 08:35:00+08:00,78732.3000000000,78977.7000000000,78730.4000000000,78926.5000000000,95.5835000000
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1787618400000,2026-08-25 08:40:00+08:00,78926.5000000000,79329.8000000000,78867.9000000000,79329.7000000000,416.5417000000
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1787618700000,2026-08-25 08:45:00+08:00,79329.7000000000,79774.6000000000,79287.7000000000,79548.8000000000,572.6511000000
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1787619000000,2026-08-25 08:50:00+08:00,79548.8000000000,79813.0000000000,79436.1000000000,79813.0000000000,258.4628000000
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1787619300000,2026-08-25 08:55:00+08:00,79813.0000000000,79858.4000000000,79668.2000000000,79692.7000000000,296.3757000000
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1787619600000,2026-08-25 09:00:00+08:00,79692.7000000000,79949.9000000000,79657.1000000000,79898.6000000000,281.6073000000
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1787619900000,2026-08-25 09:05:00+08:00,79898.6000000000,79915.9000000000,79700.2000000000,79768.0000000000,155.7491000000
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1787620200000,2026-08-25 09:10:00+08:00,79768.0000000000,79768.0000000000,79563.5000000000,79612.5000000000,205.9083000000
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1787620500000,2026-08-25 09:15:00+08:00,79612.5000000000,79759.6000000000,79436.1000000000,79698.0000000000,197.2880000000
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1787620800000,2026-08-25 09:20:00+08:00,79698.0000000000,79789.0000000000,79594.9000000000,79698.5000000000,88.8283000000
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1787621100000,2026-08-25 09:25:00+08:00,79698.5000000000,79922.9000000000,79687.1000000000,79790.2000000000,104.4903000000
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1787621400000,2026-08-25 09:30:00+08:00,79790.2000000000,79829.6000000000,79623.7000000000,79678.8000000000,50.0025000000
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1787621700000,2026-08-25 09:35:00+08:00,79678.8000000000,79835.7000000000,79640.1000000000,79780.8000000000,38.2216000000
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1787622000000,2026-08-25 09:40:00+08:00,79780.8000000000,79879.3000000000,79655.0000000000,79656.3000000000,92.1618000000
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1787622300000,2026-08-25 09:45:00+08:00,79656.3000000000,79720.0000000000,79613.6000000000,79668.2000000000,54.4896000000
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1787622600000,2026-08-25 09:50:00+08:00,79668.2000000000,79671.7000000000,79466.7000000000,79569.9000000000,113.5348000000
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1787622900000,2026-08-25 09:55:00+08:00,79569.9000000000,79801.1000000000,79553.7000000000,79794.3000000000,105.8375000000
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1787623200000,2026-08-25 10:00:00+08:00,79794.3000000000,79896.3000000000,79699.0000000000,79744.3000000000,141.4407000000
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1787623500000,2026-08-25 10:05:00+08:00,79744.3000000000,79813.5000000000,79699.0000000000,79758.7000000000,63.8819000000
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1787623800000,2026-08-25 10:10:00+08:00,79758.7000000000,79880.7000000000,79758.7000000000,79819.4000000000,78.7795000000
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1787624100000,2026-08-25 10:15:00+08:00,79819.4000000000,80922.5000000000,79774.0000000000,80823.3000000000,3151.0824000000
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1787624400000,2026-08-25 10:20:00+08:00,80823.3000000000,81063.8000000000,80580.0000000000,80768.9000000000,1283.9463000000
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1787624700000,2026-08-25 10:25:00+08:00,80768.9000000000,81016.7000000000,80710.0000000000,80982.2000000000,969.4366000000
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1787625000000,2026-08-25 10:30:00+08:00,80982.2000000000,80995.1000000000,80783.0000000000,80852.9000000000,931.3913000000
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1787625300000,2026-08-25 10:35:00+08:00,80852.9000000000,80986.4000000000,80777.0000000000,80941.0000000000,811.4212000000
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1787625600000,2026-08-25 10:40:00+08:00,80941.0000000000,81258.0000000000,80792.1000000000,80794.2000000000,725.0335000000
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1787625900000,2026-08-25 10:45:00+08:00,80794.2000000000,80839.9000000000,80620.0000000000,80620.6000000000,620.5812000000
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1787626200000,2026-08-25 10:50:00+08:00,80620.6000000000,80709.6000000000,80399.9000000000,80621.6000000000,572.7490000000
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1787626500000,2026-08-25 10:55:00+08:00,80621.6000000000,80710.0000000000,80600.0000000000,80627.6000000000,183.9901000000
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1787626800000,2026-08-25 11:00:00+08:00,80627.6000000000,80843.7000000000,80565.8000000000,80815.0000000000,282.6716000000
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1787627100000,2026-08-25 11:05:00+08:00,80815.0000000000,80936.0000000000,80793.6000000000,80838.8000000000,214.9754000000
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1787627400000,2026-08-25 11:10:00+08:00,80838.8000000000,80900.0000000000,80740.2000000000,80776.8000000000,178.3078000000
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1787627700000,2026-08-25 11:15:00+08:00,80776.8000000000,80797.5000000000,80633.7000000000,80738.5000000000,213.1877000000
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1787628000000,2026-08-25 11:20:00+08:00,80738.5000000000,80790.0000000000,80570.0000000000,80627.9000000000,195.6776000000
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1787628300000,2026-08-25 11:25:00+08:00,80627.9000000000,80639.1000000000,80485.5000000000,80622.8000000000,348.7090000000
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1787628600000,2026-08-25 11:30:00+08:00,80622.8000000000,80817.2000000000,80574.2000000000,80722.9000000000,171.5683000000
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1787628900000,2026-08-25 11:35:00+08:00,80722.9000000000,80860.0000000000,80680.7000000000,80784.2000000000,146.6754000000
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1787629200000,2026-08-25 11:40:00+08:00,80784.2000000000,80792.4000000000,80511.2000000000,80562.6000000000,305.8117000000
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1787629500000,2026-08-25 11:45:00+08:00,80562.6000000000,80653.0000000000,80368.8000000000,80450.2000000000,504.0219000000
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1787629800000,2026-08-25 11:50:00+08:00,80450.2000000000,80634.1000000000,80450.1000000000,80534.8000000000,177.1341000000
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1787630100000,2026-08-25 11:55:00+08:00,80534.8000000000,80534.8000000000,80288.0000000000,80456.0000000000,323.2661000000
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1787630400000,2026-08-25 12:00:00+08:00,80456.0000000000,80584.5000000000,80350.0000000000,80358.8000000000,144.2444000000
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1787630700000,2026-08-25 12:05:00+08:00,80358.8000000000,80433.6000000000,80242.2000000000,80428.5000000000,128.3570000000
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1787631000000,2026-08-25 12:10:00+08:00,80428.5000000000,80540.3000000000,80348.8000000000,80462.8000000000,77.2945000000
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1787631300000,2026-08-25 12:15:00+08:00,80462.8000000000,80476.1000000000,80262.7000000000,80286.2000000000,188.8758000000
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1787631600000,2026-08-25 12:20:00+08:00,80286.2000000000,80394.9000000000,80238.3000000000,80394.9000000000,106.1536000000
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1787631900000,2026-08-25 12:25:00+08:00,80394.9000000000,80402.4000000000,80218.2000000000,80234.5000000000,79.1122000000
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1787632200000,2026-08-25 12:30:00+08:00,80234.5000000000,80347.2000000000,80128.4000000000,80289.1000000000,193.1132000000
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1787632500000,2026-08-25 12:35:00+08:00,80289.1000000000,80371.6000000000,80271.3000000000,80311.6000000000,104.2981000000
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1787632800000,2026-08-25 12:40:00+08:00,80311.6000000000,80331.2000000000,80200.0000000000,80221.5000000000,127.4937000000
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1787633100000,2026-08-25 12:45:00+08:00,80221.5000000000,80323.6000000000,80205.9000000000,80284.2000000000,64.6932000000
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1787633400000,2026-08-25 12:50:00+08:00,80284.2000000000,80332.1000000000,80221.7000000000,80221.8000000000,83.7655000000
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1787633700000,2026-08-25 12:55:00+08:00,80221.8000000000,80353.7000000000,80200.0000000000,80351.2000000000,82.0582000000
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1787634000000,2026-08-25 13:00:00+08:00,80351.2000000000,80462.8000000000,80300.0000000000,80446.8000000000,140.8831000000
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1787634300000,2026-08-25 13:05:00+08:00,80446.8000000000,80543.8000000000,80431.5000000000,80542.8000000000,86.3700000000
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1787634600000,2026-08-25 13:10:00+08:00,80542.8000000000,80566.7000000000,80496.5000000000,80525.3000000000,99.5200000000
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1787634900000,2026-08-25 13:15:00+08:00,80525.3000000000,80583.7000000000,80455.0000000000,80538.0000000000,112.5683000000
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1787635200000,2026-08-25 13:20:00+08:00,80538.0000000000,80562.3000000000,80461.6000000000,80543.6000000000,72.9774000000
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1787635500000,2026-08-25 13:25:00+08:00,80543.6000000000,80732.3000000000,80535.2000000000,80625.0000000000,241.0308000000
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1787635800000,2026-08-25 13:30:00+08:00,80625.0000000000,80799.9000000000,80579.1000000000,80793.6000000000,171.1342000000
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1787636100000,2026-08-25 13:35:00+08:00,80793.6000000000,80799.9000000000,80702.9000000000,80755.0000000000,96.5931000000
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1787636400000,2026-08-25 13:40:00+08:00,80755.0000000000,80783.0000000000,80679.8000000000,80682.5000000000,106.9151000000
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1787636700000,2026-08-25 13:45:00+08:00,80682.5000000000,80737.8000000000,80608.6000000000,80726.1000000000,72.4505000000
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1787637000000,2026-08-25 13:50:00+08:00,80726.1000000000,80784.9000000000,80621.5000000000,80633.5000000000,45.9067000000
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1787637300000,2026-08-25 13:55:00+08:00,80633.5000000000,80764.4000000000,80633.5000000000,80709.8000000000,52.7127000000
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1787637600000,2026-08-25 14:00:00+08:00,80709.8000000000,80762.5000000000,80657.5000000000,80700.4000000000,61.5357000000
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1787637900000,2026-08-25 14:05:00+08:00,80700.4000000000,80755.9000000000,80650.8000000000,80746.5000000000,103.2348000000
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1787638200000,2026-08-25 14:10:00+08:00,80746.5000000000,80840.0000000000,80690.6000000000,80817.4000000000,94.1268000000
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1787638500000,2026-08-25 14:15:00+08:00,80817.4000000000,80850.0000000000,80743.4000000000,80800.0000000000,85.7046000000
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1787638800000,2026-08-25 14:20:00+08:00,80800.0000000000,80896.3000000000,80736.0000000000,80757.1000000000,103.0517000000
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1787639100000,2026-08-25 14:25:00+08:00,80757.1000000000,80850.0000000000,80716.0000000000,80718.5000000000,78.2809000000
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1787639400000,2026-08-25 14:30:00+08:00,80718.5000000000,80726.3000000000,80588.9000000000,80684.9000000000,116.1031000000
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1787639700000,2026-08-25 14:35:00+08:00,80684.9000000000,80684.9000000000,80500.0000000000,80530.7000000000,127.0915000000
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1787640000000,2026-08-25 14:40:00+08:00,80530.7000000000,80556.8000000000,80480.3000000000,80503.6000000000,64.7621000000
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1787640300000,2026-08-25 14:45:00+08:00,80503.6000000000,80539.3000000000,80475.4000000000,80517.9000000000,55.6978000000
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1787640600000,2026-08-25 14:50:00+08:00,80517.9000000000,80518.3000000000,80432.4000000000,80455.6000000000,60.4291000000
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1787640900000,2026-08-25 14:55:00+08:00,80455.6000000000,80546.1000000000,80376.4000000000,80546.1000000000,90.8727000000
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1787641200000,2026-08-25 15:00:00+08:00,80546.1000000000,80757.5000000000,80510.0000000000,80725.4000000000,127.9103000000
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1787641500000,2026-08-25 15:05:00+08:00,80725.4000000000,80789.8000000000,80671.4000000000,80716.9000000000,72.5487000000
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1787641800000,2026-08-25 15:10:00+08:00,80716.9000000000,80726.0000000000,80664.2000000000,80686.7000000000,37.4219000000
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1787642100000,2026-08-25 15:15:00+08:00,80686.7000000000,80715.5000000000,80600.0000000000,80600.0000000000,37.2179000000
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1787642400000,2026-08-25 15:20:00+08:00,80600.0000000000,80663.8000000000,80581.4000000000,80588.0000000000,25.9501000000
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1787642700000,2026-08-25 15:25:00+08:00,80588.0000000000,80665.8000000000,80569.9000000000,80632.6000000000,41.9370000000
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1787643000000,2026-08-25 15:30:00+08:00,80632.6000000000,80660.0000000000,80566.4000000000,80572.8000000000,68.1350000000
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1787643300000,2026-08-25 15:35:00+08:00,80572.8000000000,80611.0000000000,80440.2000000000,80455.7000000000,89.4854000000
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1787643600000,2026-08-25 15:40:00+08:00,80455.7000000000,80510.9000000000,80451.2000000000,80476.4000000000,66.7332000000
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1787643900000,2026-08-25 15:45:00+08:00,80476.4000000000,80492.9000000000,79654.4000000000,79860.8000000000,992.0456000000
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1787644200000,2026-08-25 15:50:00+08:00,79860.8000000000,79899.1000000000,79318.0000000000,79752.3000000000,907.8948000000
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1787644500000,2026-08-25 15:55:00+08:00,79752.3000000000,79752.3000000000,79614.7000000000,79662.9000000000,202.0906000000
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1787644800000,2026-08-25 16:00:00+08:00,79662.9000000000,79843.6000000000,79573.3000000000,79831.9000000000,363.6999000000
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1787645100000,2026-08-25 16:05:00+08:00,79831.9000000000,79842.7000000000,79743.6000000000,79807.2000000000,99.6288000000
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1787645400000,2026-08-25 16:10:00+08:00,79807.2000000000,79948.1000000000,79807.2000000000,79890.1000000000,153.6205000000
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1787645700000,2026-08-25 16:15:00+08:00,79890.1000000000,80036.2000000000,79883.6000000000,79958.4000000000,187.7351000000
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1787646000000,2026-08-25 16:20:00+08:00,79958.4000000000,80160.9000000000,79953.9000000000,80093.6000000000,248.6473000000
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1787646300000,2026-08-25 16:25:00+08:00,80093.6000000000,80216.8000000000,80082.5000000000,80155.9000000000,161.7069000000
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1787646600000,2026-08-25 16:30:00+08:00,80155.9000000000,80193.4000000000,80086.1000000000,80149.9000000000,90.9246000000
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1787646900000,2026-08-25 16:35:00+08:00,80149.9000000000,80170.9000000000,79938.0000000000,79938.0000000000,125.5128000000
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1787647200000,2026-08-25 16:40:00+08:00,79938.0000000000,80077.0000000000,79869.3000000000,80077.0000000000,95.6843000000
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1787647500000,2026-08-25 16:45:00+08:00,80077.0000000000,80088.8000000000,79873.8000000000,79873.8000000000,138.1675000000
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1787647800000,2026-08-25 16:50:00+08:00,79873.8000000000,79911.9000000000,79803.8000000000,79864.2000000000,110.2083000000
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1787648100000,2026-08-25 16:55:00+08:00,79864.2000000000,79916.9000000000,79788.1000000000,79896.9000000000,74.5785000000
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1787648400000,2026-08-25 17:00:00+08:00,79896.9000000000,79909.7000000000,79677.1000000000,79704.7000000000,126.7924000000
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1787648700000,2026-08-25 17:05:00+08:00,79704.7000000000,79797.0000000000,79665.1000000000,79746.2000000000,195.0729000000
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1787649000000,2026-08-25 17:10:00+08:00,79746.2000000000,79929.4000000000,79700.0000000000,79798.0000000000,124.4786000000
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1787649300000,2026-08-25 17:15:00+08:00,79798.0000000000,79877.1000000000,79740.8000000000,79805.1000000000,104.4659000000
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1787649600000,2026-08-25 17:20:00+08:00,79805.1000000000,79929.7000000000,79795.3000000000,79903.1000000000,41.4888000000
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1787649900000,2026-08-25 17:25:00+08:00,79903.1000000000,79903.2000000000,79733.4000000000,79784.6000000000,90.1255000000
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1787650200000,2026-08-25 17:30:00+08:00,79784.6000000000,79914.9000000000,79784.6000000000,79876.9000000000,60.1841000000
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1787650500000,2026-08-25 17:35:00+08:00,79876.9000000000,79889.6000000000,79767.4000000000,79802.4000000000,49.8680000000
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1787650800000,2026-08-25 17:40:00+08:00,79802.4000000000,79890.9000000000,79707.0000000000,79708.0000000000,45.9603000000
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1787651100000,2026-08-25 17:45:00+08:00,79708.0000000000,79750.0000000000,79541.4000000000,79553.4000000000,232.7332000000
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1787651400000,2026-08-25 17:50:00+08:00,79553.4000000000,79559.4000000000,78825.7000000000,79059.1000000000,1298.3226000000
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1787651700000,2026-08-25 17:55:00+08:00,79059.1000000000,79216.1000000000,78969.8000000000,79157.2000000000,463.5694000000
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1787652000000,2026-08-25 18:00:00+08:00,79157.2000000000,79169.5000000000,78952.8000000000,79149.2000000000,192.6190000000
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1787652300000,2026-08-25 18:05:00+08:00,79149.2000000000,79233.4000000000,79079.2000000000,79193.2000000000,135.1176000000
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1787652600000,2026-08-25 18:10:00+08:00,79193.2000000000,79314.9000000000,79193.2000000000,79284.7000000000,153.6229000000
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1787652900000,2026-08-25 18:15:00+08:00,79284.7000000000,79388.5000000000,79224.9000000000,79340.3000000000,82.2471000000
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1787653200000,2026-08-25 18:20:00+08:00,79340.3000000000,79363.4000000000,79205.6000000000,79268.1000000000,84.2203000000
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1787653500000,2026-08-25 18:25:00+08:00,79268.1000000000,79285.5000000000,79172.2000000000,79242.1000000000,88.4015000000
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1787653800000,2026-08-25 18:30:00+08:00,79242.1000000000,79282.0000000000,79206.9000000000,79245.5000000000,33.2158000000
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1787654100000,2026-08-25 18:35:00+08:00,79245.5000000000,79257.4000000000,79196.2000000000,79235.3000000000,50.8548000000
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1787654400000,2026-08-25 18:40:00+08:00,79235.3000000000,79295.1000000000,79216.0000000000,79290.7000000000,46.8386000000
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1787654700000,2026-08-25 18:45:00+08:00,79290.7000000000,79450.0000000000,79277.0000000000,79329.6000000000,145.6750000000
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1787655000000,2026-08-25 18:50:00+08:00,79329.6000000000,79396.8000000000,79279.3000000000,79331.4000000000,43.1905000000
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1787655300000,2026-08-25 18:55:00+08:00,79331.4000000000,79378.3000000000,79259.5000000000,79275.3000000000,62.4514000000
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1787655600000,2026-08-25 19:00:00+08:00,79275.3000000000,79304.6000000000,79211.9000000000,79229.9000000000,55.3135000000
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1787655900000,2026-08-25 19:05:00+08:00,79229.9000000000,79365.9000000000,79177.8000000000,79226.7000000000,119.8184000000
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1787656200000,2026-08-25 19:10:00+08:00,79226.7000000000,79240.3000000000,79050.1000000000,79062.7000000000,175.6265000000
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1787656500000,2026-08-25 19:15:00+08:00,79062.7000000000,79223.7000000000,79027.1000000000,79152.6000000000,105.6057000000
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1787656800000,2026-08-25 19:20:00+08:00,79152.6000000000,79276.3000000000,79152.6000000000,79237.9000000000,95.3108000000
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1787657100000,2026-08-25 19:25:00+08:00,79237.9000000000,79256.1000000000,79156.4000000000,79224.8000000000,49.9791000000
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1787657400000,2026-08-25 19:30:00+08:00,79224.8000000000,79327.5000000000,79222.0000000000,79323.0000000000,90.0695000000
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1787657700000,2026-08-25 19:35:00+08:00,79323.0000000000,79438.2000000000,79290.3000000000,79291.4000000000,184.5395000000
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1787658000000,2026-08-25 19:40:00+08:00,79291.4000000000,79291.6000000000,79123.1000000000,79123.1000000000,82.7192000000
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1787658300000,2026-08-25 19:45:00+08:00,79123.1000000000,79157.6000000000,79049.3000000000,79051.5000000000,95.1811000000
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1787658600000,2026-08-25 19:50:00+08:00,79051.5000000000,79148.8000000000,79037.9000000000,79042.0000000000,102.3824000000
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1787658900000,2026-08-25 19:55:00+08:00,79042.0000000000,79147.8000000000,79000.0000000000,79090.8000000000,125.7918000000
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1787659200000,2026-08-25 20:00:00+08:00,79090.8000000000,79143.1000000000,78903.9000000000,78962.3000000000,175.6037000000
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1787659500000,2026-08-25 20:05:00+08:00,78962.3000000000,78962.3000000000,78640.0000000000,78810.0000000000,617.5305000000
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1787659800000,2026-08-25 20:10:00+08:00,78810.0000000000,79047.7000000000,78781.2000000000,79044.9000000000,235.3439000000
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1787660100000,2026-08-25 20:15:00+08:00,79044.9000000000,79045.0000000000,78857.8000000000,78904.3000000000,130.8454000000
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1787660400000,2026-08-25 20:20:00+08:00,78904.3000000000,78914.6000000000,78678.5000000000,78851.7000000000,221.4793000000
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1787660700000,2026-08-25 20:25:00+08:00,78851.7000000000,78896.0000000000,78568.3000000000,78850.1000000000,506.9749000000
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1787661000000,2026-08-25 20:30:00+08:00,78850.1000000000,78942.4000000000,78756.7000000000,78927.4000000000,131.6707000000
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1787661300000,2026-08-25 20:35:00+08:00,78927.4000000000,78966.2000000000,78859.1000000000,78870.7000000000,93.1407000000
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1787661600000,2026-08-25 20:40:00+08:00,78870.7000000000,78947.9000000000,78721.4000000000,78895.2000000000,107.5357000000
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1787661900000,2026-08-25 20:45:00+08:00,78895.2000000000,79026.8000000000,78851.6000000000,79008.1000000000,171.1663000000
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1787662200000,2026-08-25 20:50:00+08:00,79008.1000000000,79060.9000000000,78960.0000000000,78998.4000000000,96.9026000000
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1787662500000,2026-08-25 20:55:00+08:00,78998.4000000000,79011.2000000000,78900.1000000000,78943.0000000000,43.8808000000
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1787662800000,2026-08-25 21:00:00+08:00,78943.0000000000,79034.5000000000,78903.8000000000,79034.4000000000,66.3103000000
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1787663100000,2026-08-25 21:05:00+08:00,79034.4000000000,79055.5000000000,78757.7000000000,78829.5000000000,144.3007000000
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1787663400000,2026-08-25 21:10:00+08:00,78829.5000000000,78895.0000000000,78675.6000000000,78776.6000000000,189.5360000000
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1787663700000,2026-08-25 21:15:00+08:00,78776.6000000000,78776.6000000000,78605.2000000000,78686.7000000000,221.3118000000
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1787664000000,2026-08-25 21:20:00+08:00,78686.7000000000,78790.3000000000,78510.3000000000,78728.1000000000,299.1248000000
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1787664300000,2026-08-25 21:25:00+08:00,78728.1000000000,78777.0000000000,78555.5000000000,78611.3000000000,182.2630000000
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1787664600000,2026-08-25 21:30:00+08:00,78611.3000000000,78988.1000000000,78567.0000000000,78988.0000000000,262.7071000000
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1787664900000,2026-08-25 21:35:00+08:00,78988.0000000000,79195.0000000000,78934.8000000000,79012.5000000000,578.5571000000
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1787665200000,2026-08-25 21:40:00+08:00,79012.5000000000,79050.0000000000,78573.1000000000,78611.6000000000,416.6880000000
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1787665500000,2026-08-25 21:45:00+08:00,78611.6000000000,78629.9000000000,78328.9000000000,78452.8000000000,914.3506000000
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1787665800000,2026-08-25 21:50:00+08:00,78452.8000000000,78468.9000000000,78080.9000000000,78322.6000000000,902.5046000000
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1787666100000,2026-08-25 21:55:00+08:00,78322.6000000000,78630.0000000000,78203.3000000000,78617.2000000000,471.5193000000
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1787666400000,2026-08-25 22:00:00+08:00,78617.2000000000,78780.9000000000,78492.6000000000,78776.1000000000,443.8100000000
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1787666700000,2026-08-25 22:05:00+08:00,78776.1000000000,78925.3000000000,78712.7000000000,78908.0000000000,279.8951000000
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1787667000000,2026-08-25 22:10:00+08:00,78908.0000000000,79017.0000000000,78853.1000000000,78964.9000000000,284.8407000000
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1787667300000,2026-08-25 22:15:00+08:00,78964.9000000000,79100.4000000000,78856.9000000000,78907.1000000000,271.0808000000
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1787667600000,2026-08-25 22:20:00+08:00,78907.1000000000,79099.1000000000,78865.8000000000,79091.5000000000,147.1858000000
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1787667900000,2026-08-25 22:25:00+08:00,79091.5000000000,79276.2000000000,79030.0000000000,79171.9000000000,499.6296000000
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1787668200000,2026-08-25 22:30:00+08:00,79171.9000000000,79342.3000000000,78983.5000000000,79189.5000000000,433.9567000000
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1787668500000,2026-08-25 22:35:00+08:00,79189.5000000000,79279.9000000000,79066.1000000000,79077.9000000000,152.2617000000
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1787668800000,2026-08-25 22:40:00+08:00,79077.9000000000,79164.8000000000,79018.9000000000,79133.7000000000,163.8899000000
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1787669100000,2026-08-25 22:45:00+08:00,79133.7000000000,79268.7000000000,79125.0000000000,79172.4000000000,133.1181000000
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1787669400000,2026-08-25 22:50:00+08:00,79172.4000000000,79317.8000000000,79151.4000000000,79222.1000000000,107.9740000000
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1787669700000,2026-08-25 22:55:00+08:00,79222.1000000000,79344.8000000000,79127.1000000000,79205.9000000000,204.0816000000
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1787670000000,2026-08-25 23:00:00+08:00,79205.9000000000,79254.1000000000,79103.7000000000,79159.2000000000,175.0803000000
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1787670300000,2026-08-25 23:05:00+08:00,79159.2000000000,79320.0000000000,79159.2000000000,79256.5000000000,121.0393000000
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1787670600000,2026-08-25 23:10:00+08:00,79256.5000000000,79288.9000000000,79015.8000000000,79068.1000000000,233.0132000000
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1787670900000,2026-08-25 23:15:00+08:00,79068.1000000000,79215.5000000000,78970.7000000000,79181.6000000000,118.0815000000
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1787671200000,2026-08-25 23:20:00+08:00,79181.6000000000,79242.9000000000,79102.3000000000,79128.4000000000,89.4398000000
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1787671500000,2026-08-25 23:25:00+08:00,79128.4000000000,79204.7000000000,79037.7000000000,79196.7000000000,90.7223000000
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1787671800000,2026-08-25 23:30:00+08:00,79196.7000000000,79305.0000000000,79135.8000000000,79259.2000000000,81.9158000000
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1787672100000,2026-08-25 23:35:00+08:00,79259.2000000000,79445.0000000000,79251.4000000000,79335.3000000000,286.3014000000
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1787672400000,2026-08-25 23:40:00+08:00,79335.3000000000,79367.2000000000,79263.9000000000,79365.9000000000,90.3831000000
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1787672700000,2026-08-25 23:45:00+08:00,79365.9000000000,79391.9000000000,79237.5000000000,79278.1000000000,69.0509000000
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1787673000000,2026-08-25 23:50:00+08:00,79278.1000000000,79326.8000000000,79222.0000000000,79297.9000000000,69.8137000000
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1787673300000,2026-08-25 23:55:00+08:00,79297.9000000000,79493.6000000000,79297.9000000000,79464.8000000000,121.6133000000
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1787673600000,2026-08-26 00:00:00+08:00,79464.8000000000,79540.1000000000,79394.7000000000,79460.0000000000,194.1218000000
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1787673900000,2026-08-26 00:05:00+08:00,79460.0000000000,79468.7000000000,79292.6000000000,79292.7000000000,75.3051000000
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1787674200000,2026-08-26 00:10:00+08:00,79292.7000000000,79312.0000000000,79120.0000000000,79130.0000000000,240.3066000000
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1787674500000,2026-08-26 00:15:00+08:00,79130.0000000000,79221.9000000000,79088.1000000000,79221.9000000000,105.6705000000
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1787674800000,2026-08-26 00:20:00+08:00,79221.9000000000,79240.0000000000,79033.2000000000,79076.2000000000,121.6710000000
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1787675100000,2026-08-26 00:25:00+08:00,79076.2000000000,79116.9000000000,79022.7000000000,79099.7000000000,104.8422000000
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1787675400000,2026-08-26 00:30:00+08:00,79099.7000000000,79319.4000000000,79097.7000000000,79256.1000000000,89.0473000000
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1787675700000,2026-08-26 00:35:00+08:00,79256.1000000000,79297.7000000000,79161.8000000000,79178.4000000000,44.7238000000
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1787676000000,2026-08-26 00:40:00+08:00,79178.4000000000,79299.7000000000,79149.2000000000,79185.3000000000,71.2675000000
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1787676300000,2026-08-26 00:45:00+08:00,79185.3000000000,79319.9000000000,79180.0000000000,79232.4000000000,60.4346000000
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1787676600000,2026-08-26 00:50:00+08:00,79232.4000000000,79235.6000000000,79090.0000000000,79097.1000000000,69.6927000000
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1787676900000,2026-08-26 00:55:00+08:00,79097.1000000000,79139.4000000000,79050.0000000000,79113.1000000000,66.8424000000
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1787677200000,2026-08-26 01:00:00+08:00,79113.1000000000,79113.1000000000,79010.2000000000,79026.0000000000,163.6935000000
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1787677500000,2026-08-26 01:05:00+08:00,79026.0000000000,79100.0000000000,78813.6000000000,78915.5000000000,391.2523000000
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1787677800000,2026-08-26 01:10:00+08:00,78915.5000000000,78950.0000000000,78852.3000000000,78929.9000000000,134.7845000000
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1787678100000,2026-08-26 01:15:00+08:00,78929.9000000000,78980.3000000000,78912.7000000000,78912.8000000000,37.9230000000
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1787678400000,2026-08-26 01:20:00+08:00,78912.8000000000,78970.1000000000,78743.0000000000,78819.7000000000,111.9120000000
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1787678700000,2026-08-26 01:25:00+08:00,78819.7000000000,78828.5000000000,78704.4000000000,78760.3000000000,121.8556000000
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1787679000000,2026-08-26 01:30:00+08:00,78760.3000000000,79052.9000000000,78760.3000000000,79008.6000000000,121.9766000000
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1787679300000,2026-08-26 01:35:00+08:00,79008.6000000000,79042.9000000000,78950.8000000000,79003.3000000000,79.4476000000
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1787679600000,2026-08-26 01:40:00+08:00,79003.3000000000,79138.0000000000,79003.1000000000,79098.0000000000,85.3743000000
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1787679900000,2026-08-26 01:45:00+08:00,79098.0000000000,79182.4000000000,79094.9000000000,79162.3000000000,134.7499000000
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1787680200000,2026-08-26 01:50:00+08:00,79162.3000000000,79191.9000000000,79103.0000000000,79148.2000000000,33.6284000000
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1787680500000,2026-08-26 01:55:00+08:00,79148.2000000000,79216.1000000000,79136.9000000000,79194.9000000000,47.5979000000
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1787680800000,2026-08-26 02:00:00+08:00,79194.9000000000,79288.3000000000,79163.5000000000,79186.1000000000,146.0470000000
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1787681100000,2026-08-26 02:05:00+08:00,79186.1000000000,79237.3000000000,79175.4000000000,79229.4000000000,40.5117000000
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1787681400000,2026-08-26 02:10:00+08:00,79229.4000000000,79316.6000000000,79178.6000000000,79277.3000000000,127.5175000000
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1787681700000,2026-08-26 02:15:00+08:00,79277.3000000000,79293.9000000000,79209.4000000000,79232.9000000000,37.6190000000
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1787682000000,2026-08-26 02:20:00+08:00,79232.9000000000,79279.9000000000,79188.8000000000,79224.8000000000,81.3923000000
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1787682300000,2026-08-26 02:25:00+08:00,79224.8000000000,79250.0000000000,79195.1000000000,79225.6000000000,19.4821000000
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1787682600000,2026-08-26 02:30:00+08:00,79225.6000000000,79225.6000000000,79091.2000000000,79105.9000000000,82.0368000000
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1787682900000,2026-08-26 02:35:00+08:00,79105.9000000000,79145.6000000000,79050.9000000000,79108.7000000000,46.1491000000
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1787683200000,2026-08-26 02:40:00+08:00,79108.7000000000,79129.9000000000,79095.0000000000,79123.6000000000,13.6371000000
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1787683500000,2026-08-26 02:45:00+08:00,79123.6000000000,79197.8000000000,79120.0000000000,79174.9000000000,89.1942000000
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1787683800000,2026-08-26 02:50:00+08:00,79174.9000000000,79179.7000000000,79009.3000000000,79027.0000000000,78.2063000000
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1787684100000,2026-08-26 02:55:00+08:00,79027.0000000000,79100.1000000000,79000.0000000000,79076.0000000000,39.4420000000
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1787684400000,2026-08-26 03:00:00+08:00,79076.0000000000,79147.7000000000,78980.0000000000,78980.0000000000,20.9446000000
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1787684700000,2026-08-26 03:05:00+08:00,78980.0000000000,79056.0000000000,78970.0000000000,79030.2000000000,151.3513000000
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1787685000000,2026-08-26 03:10:00+08:00,79030.2000000000,79124.8000000000,79002.9000000000,79117.0000000000,54.5204000000
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1787685300000,2026-08-26 03:15:00+08:00,79117.0000000000,79189.9000000000,79099.4000000000,79189.9000000000,39.3403000000
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1787685600000,2026-08-26 03:20:00+08:00,79189.9000000000,79190.0000000000,79093.5000000000,79126.1000000000,23.9998000000
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1787685900000,2026-08-26 03:25:00+08:00,79126.1000000000,79126.2000000000,78863.6000000000,78888.1000000000,85.3558000000
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1787686200000,2026-08-26 03:30:00+08:00,78888.1000000000,78890.4000000000,78781.9000000000,78852.7000000000,82.4125000000
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1787686500000,2026-08-26 03:35:00+08:00,78852.7000000000,78906.6000000000,78838.8000000000,78843.2000000000,62.1553000000
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1787686800000,2026-08-26 03:40:00+08:00,78843.2000000000,78845.4000000000,78680.6000000000,78703.2000000000,209.8405000000
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1787687100000,2026-08-26 03:45:00+08:00,78703.2000000000,78778.6000000000,78694.9000000000,78725.8000000000,56.9635000000
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1787687400000,2026-08-26 03:50:00+08:00,78725.8000000000,78899.1000000000,78705.6000000000,78851.9000000000,85.8822000000
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1787687700000,2026-08-26 03:55:00+08:00,78851.9000000000,78900.0000000000,78800.3000000000,78889.3000000000,29.1445000000
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1787688000000,2026-08-26 04:00:00+08:00,78889.3000000000,78937.1000000000,78608.6000000000,78745.0000000000,119.8085000000
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1787688300000,2026-08-26 04:05:00+08:00,78745.0000000000,78826.6000000000,78689.7000000000,78826.6000000000,67.0672000000
|
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1787688600000,2026-08-26 04:10:00+08:00,78826.6000000000,78841.5000000000,78755.1000000000,78841.5000000000,29.7583000000
|
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1787688900000,2026-08-26 04:15:00+08:00,78841.5000000000,78922.5000000000,78793.7000000000,78922.4000000000,52.5388000000
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1787689200000,2026-08-26 04:20:00+08:00,78922.4000000000,78922.4000000000,78830.8000000000,78851.1000000000,20.1253000000
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1787689500000,2026-08-26 04:25:00+08:00,78851.1000000000,78851.2000000000,78718.9000000000,78729.8000000000,51.9901000000
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1787689800000,2026-08-26 04:30:00+08:00,78729.8000000000,78747.9000000000,78643.1000000000,78712.2000000000,101.0483000000
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1787690100000,2026-08-26 04:35:00+08:00,78712.2000000000,78740.7000000000,78501.0000000000,78546.0000000000,91.9163000000
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1787690400000,2026-08-26 04:40:00+08:00,78546.0000000000,78571.5000000000,78316.3000000000,78426.3000000000,261.7767000000
|
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1787690700000,2026-08-26 04:45:00+08:00,78426.3000000000,78500.0000000000,78131.8000000000,78187.4000000000,390.7903000000
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1787691000000,2026-08-26 04:50:00+08:00,78187.4000000000,78412.8000000000,78161.0000000000,78243.0000000000,213.3304000000
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1787691300000,2026-08-26 04:55:00+08:00,78243.0000000000,78247.5000000000,78131.8000000000,78158.0000000000,139.2884000000
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1787691600000,2026-08-26 05:00:00+08:00,78158.0000000000,78253.3000000000,78064.4000000000,78161.9000000000,275.2733000000
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1787691900000,2026-08-26 05:05:00+08:00,78161.9000000000,78254.2000000000,77810.0000000000,77940.1000000000,887.3787000000
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1787692200000,2026-08-26 05:10:00+08:00,77940.1000000000,78272.9000000000,77861.1000000000,78247.6000000000,200.7019000000
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1787692500000,2026-08-26 05:15:00+08:00,78247.6000000000,78420.4000000000,78161.7000000000,78414.4000000000,178.1142000000
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1787692800000,2026-08-26 05:20:00+08:00,78414.4000000000,78419.3000000000,78234.5000000000,78334.2000000000,102.9949000000
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1787693100000,2026-08-26 05:25:00+08:00,78334.2000000000,78453.4000000000,78299.2000000000,78425.6000000000,106.0123000000
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1787693400000,2026-08-26 05:30:00+08:00,78425.6000000000,78448.2000000000,78344.6000000000,78437.7000000000,77.1303000000
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1787693700000,2026-08-26 05:35:00+08:00,78437.7000000000,78605.0000000000,78425.7000000000,78566.8000000000,207.9721000000
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1787694000000,2026-08-26 05:40:00+08:00,78566.8000000000,78618.3000000000,78525.4000000000,78550.9000000000,70.4859000000
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1787694300000,2026-08-26 05:45:00+08:00,78550.9000000000,78596.4000000000,78528.1000000000,78592.2000000000,37.7593000000
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1787694600000,2026-08-26 05:50:00+08:00,78592.2000000000,78595.6000000000,78500.7000000000,78579.9000000000,32.1842000000
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1787694900000,2026-08-26 05:55:00+08:00,78579.9000000000,78630.0000000000,78500.6000000000,78530.1000000000,71.3134000000
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1787695200000,2026-08-26 06:00:00+08:00,78530.1000000000,78707.6000000000,78530.1000000000,78687.7000000000,146.2876000000
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1787695500000,2026-08-26 06:05:00+08:00,78687.7000000000,78875.0000000000,78669.1000000000,78778.2000000000,203.3855000000
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1787695800000,2026-08-26 06:10:00+08:00,78778.2000000000,78922.3000000000,78775.8000000000,78896.8000000000,86.2203000000
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1787696100000,2026-08-26 06:15:00+08:00,78896.8000000000,78978.0000000000,78805.1000000000,78893.6000000000,89.5805000000
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1787696400000,2026-08-26 06:20:00+08:00,78893.6000000000,78905.2000000000,78780.3000000000,78839.9000000000,61.5449000000
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1787696700000,2026-08-26 06:25:00+08:00,78839.9000000000,78843.1000000000,78564.7000000000,78613.7000000000,168.9368000000
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1787697000000,2026-08-26 06:30:00+08:00,78613.7000000000,78822.4000000000,78557.8000000000,78815.2000000000,60.1779000000
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1787697300000,2026-08-26 06:35:00+08:00,78815.2000000000,78840.0000000000,78738.1000000000,78772.1000000000,73.6441000000
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1787697600000,2026-08-26 06:40:00+08:00,78772.1000000000,78807.0000000000,78739.0000000000,78745.6000000000,32.0296000000
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1787697900000,2026-08-26 06:45:00+08:00,78745.6000000000,78839.1000000000,78739.7000000000,78835.8000000000,85.2201000000
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1787698200000,2026-08-26 06:50:00+08:00,78835.8000000000,78894.8000000000,78817.3000000000,78865.9000000000,43.6487000000
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1787698500000,2026-08-26 06:55:00+08:00,78865.9000000000,78922.4000000000,78833.6000000000,78855.4000000000,52.0146000000
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1787698800000,2026-08-26 07:00:00+08:00,78855.4000000000,78937.5000000000,78822.0000000000,78931.4000000000,86.5801000000
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1787699100000,2026-08-26 07:05:00+08:00,78931.4000000000,78935.9000000000,78786.1000000000,78808.3000000000,64.3362000000
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1787699400000,2026-08-26 07:10:00+08:00,78808.3000000000,78949.5000000000,78765.9000000000,78916.9000000000,105.4301000000
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1787699700000,2026-08-26 07:15:00+08:00,78916.9000000000,78933.0000000000,78725.4000000000,78761.5000000000,87.2809000000
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1787700000000,2026-08-26 07:20:00+08:00,78761.5000000000,78764.7000000000,78620.3000000000,78634.5000000000,125.4580000000
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1787700300000,2026-08-26 07:25:00+08:00,78634.5000000000,78716.2000000000,78587.5000000000,78694.9000000000,131.1442000000
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1787700600000,2026-08-26 07:30:00+08:00,78694.9000000000,78767.6000000000,78593.4000000000,78727.8000000000,70.8638000000
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1787700900000,2026-08-26 07:35:00+08:00,78727.8000000000,78746.7000000000,78598.8000000000,78603.9000000000,29.4391000000
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1787701200000,2026-08-26 07:40:00+08:00,78603.9000000000,78631.1000000000,78470.0000000000,78557.8000000000,124.4074000000
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1787701500000,2026-08-26 07:45:00+08:00,78557.8000000000,78557.8000000000,78374.9000000000,78445.4000000000,112.3904000000
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1787701800000,2026-08-26 07:50:00+08:00,78445.4000000000,78499.8000000000,78354.2000000000,78461.8000000000,76.3959000000
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1787702100000,2026-08-26 07:55:00+08:00,78461.8000000000,78563.0000000000,78422.7000000000,78500.8000000000,76.1322000000
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1787702400000,2026-08-26 08:00:00+08:00,78500.8000000000,78592.7000000000,78418.0000000000,78569.4000000000,60.1291000000
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1787702700000,2026-08-26 08:05:00+08:00,78569.4000000000,78569.4000000000,78267.0000000000,78319.8000000000,141.2433000000
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1787703000000,2026-08-26 08:10:00+08:00,78319.8000000000,78415.5000000000,78248.0000000000,78314.4000000000,115.4079000000
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1787703300000,2026-08-26 08:15:00+08:00,78314.4000000000,78549.9000000000,78292.0000000000,78485.4000000000,71.7200000000
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1787703600000,2026-08-26 08:20:00+08:00,78485.4000000000,78565.8000000000,78417.6000000000,78547.8000000000,50.6286000000
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1787703900000,2026-08-26 08:25:00+08:00,78547.8000000000,78553.0000000000,78467.1000000000,78550.7000000000,44.3680000000
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1787704200000,2026-08-26 08:30:00+08:00,78550.7000000000,78635.2000000000,78534.0000000000,78540.9000000000,72.5405000000
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1787704500000,2026-08-26 08:35:00+08:00,78540.9000000000,78554.5000000000,78342.6000000000,78350.0000000000,64.9538000000
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1787704800000,2026-08-26 08:40:00+08:00,78350.0000000000,78450.0000000000,78323.5000000000,78353.9000000000,73.7379000000
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1787705100000,2026-08-26 08:45:00+08:00,78353.9000000000,78516.8000000000,78327.5000000000,78491.3000000000,61.8670000000
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1787705400000,2026-08-26 08:50:00+08:00,78491.3000000000,78678.4000000000,78481.7000000000,78658.8000000000,128.8180000000
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1787705700000,2026-08-26 08:55:00+08:00,78658.8000000000,78662.5000000000,78572.2000000000,78588.3000000000,35.4215000000
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1787706000000,2026-08-26 09:00:00+08:00,78588.3000000000,78772.1000000000,78557.9000000000,78772.1000000000,102.5144000000
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1787706300000,2026-08-26 09:05:00+08:00,78772.1000000000,78869.6000000000,78750.1000000000,78761.3000000000,181.8922000000
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1787706600000,2026-08-26 09:10:00+08:00,78761.3000000000,78774.4000000000,78664.2000000000,78707.3000000000,56.8982000000
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1787706900000,2026-08-26 09:15:00+08:00,78707.3000000000,78831.5000000000,78670.0000000000,78821.9000000000,103.2109000000
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1787707200000,2026-08-26 09:20:00+08:00,78821.9000000000,78836.1000000000,78764.8000000000,78777.5000000000,36.0565000000
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1787707500000,2026-08-26 09:25:00+08:00,78777.5000000000,78777.5000000000,78641.5000000000,78666.5000000000,54.6954000000
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1787707800000,2026-08-26 09:30:00+08:00,78666.5000000000,78878.2000000000,78666.5000000000,78878.1000000000,66.0593000000
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1787708100000,2026-08-26 09:35:00+08:00,78878.1000000000,78920.8000000000,78844.3000000000,78867.1000000000,96.8219000000
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1787708400000,2026-08-26 09:40:00+08:00,78867.1000000000,78873.1000000000,78793.4000000000,78828.2000000000,37.9826000000
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1787708700000,2026-08-26 09:45:00+08:00,78828.2000000000,78829.5000000000,78753.3000000000,78797.3000000000,33.3275000000
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1787709000000,2026-08-26 09:50:00+08:00,78797.3000000000,78797.3000000000,78736.7000000000,78756.0000000000,35.9636000000
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1787709300000,2026-08-26 09:55:00+08:00,78756.0000000000,78779.2000000000,78723.1000000000,78779.2000000000,16.4917000000
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1787709600000,2026-08-26 10:00:00+08:00,78779.2000000000,78839.9000000000,78746.6000000000,78806.7000000000,29.2030000000
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1787709900000,2026-08-26 10:05:00+08:00,78806.7000000000,78813.6000000000,78703.2000000000,78708.7000000000,31.8130000000
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1787710200000,2026-08-26 10:10:00+08:00,78708.7000000000,78779.2000000000,78704.6000000000,78738.1000000000,21.0887000000
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1787710500000,2026-08-26 10:15:00+08:00,78738.1000000000,78900.0000000000,78708.3000000000,78858.1000000000,43.6124000000
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1787710800000,2026-08-26 10:20:00+08:00,78858.1000000000,78947.0000000000,78857.4000000000,78947.0000000000,69.5206000000
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1787711100000,2026-08-26 10:25:00+08:00,78947.0000000000,79210.0000000000,78947.0000000000,79190.1000000000,359.4001000000
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1787711400000,2026-08-26 10:30:00+08:00,79190.1000000000,79200.6000000000,79080.0000000000,79145.5000000000,95.9808000000
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1787711700000,2026-08-26 10:35:00+08:00,79145.5000000000,79180.1000000000,79113.5000000000,79146.4000000000,51.5480000000
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1787712000000,2026-08-26 10:40:00+08:00,79146.4000000000,79168.7000000000,79097.0000000000,79111.5000000000,49.8051000000
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1787712300000,2026-08-26 10:45:00+08:00,79111.5000000000,79144.7000000000,79056.1000000000,79081.5000000000,58.3919000000
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1787712600000,2026-08-26 10:50:00+08:00,79081.5000000000,79089.4000000000,79004.0000000000,79029.0000000000,40.3900000000
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1787712900000,2026-08-26 10:55:00+08:00,79029.0000000000,79099.8000000000,79029.0000000000,79073.9000000000,32.9494000000
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1787713200000,2026-08-26 11:00:00+08:00,79073.9000000000,79152.1000000000,79027.4000000000,79029.7000000000,78.7434000000
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1787713500000,2026-08-26 11:05:00+08:00,79029.7000000000,79077.3000000000,79002.1000000000,79015.6000000000,49.4501000000
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1787713800000,2026-08-26 11:10:00+08:00,79015.6000000000,79047.8000000000,79005.6000000000,79007.5000000000,27.8534000000
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1787714100000,2026-08-26 11:15:00+08:00,79007.5000000000,79034.6000000000,78947.2000000000,78964.9000000000,73.2097000000
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1787714400000,2026-08-26 11:20:00+08:00,78964.9000000000,79084.5000000000,78959.1000000000,79061.9000000000,50.8514000000
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1787714700000,2026-08-26 11:25:00+08:00,79061.9000000000,79076.5000000000,78988.8000000000,79008.8000000000,27.5830000000
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1787715000000,2026-08-26 11:30:00+08:00,79008.8000000000,79008.8000000000,78855.0000000000,78943.6000000000,72.9228000000
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1787715300000,2026-08-26 11:35:00+08:00,78943.6000000000,79089.6000000000,78943.6000000000,79008.1000000000,48.2278000000
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1787715600000,2026-08-26 11:40:00+08:00,79008.1000000000,79046.1000000000,78948.7000000000,79026.0000000000,40.9954000000
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1787715900000,2026-08-26 11:45:00+08:00,79026.0000000000,79039.8000000000,78907.2000000000,78948.4000000000,47.7514000000
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1787716200000,2026-08-26 11:50:00+08:00,78948.4000000000,78997.3000000000,78917.8000000000,78997.3000000000,29.5309000000
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1787716500000,2026-08-26 11:55:00+08:00,78997.3000000000,79084.6000000000,78997.3000000000,79052.3000000000,78.9818000000
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1787716800000,2026-08-26 12:00:00+08:00,79052.3000000000,79053.2000000000,78929.2000000000,78981.9000000000,58.0942000000
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1787717100000,2026-08-26 12:05:00+08:00,78981.9000000000,79118.6000000000,78956.7000000000,79118.6000000000,67.2501000000
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1787717400000,2026-08-26 12:10:00+08:00,79118.6000000000,79161.9000000000,78939.0000000000,79009.1000000000,157.5232000000
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1787717700000,2026-08-26 12:15:00+08:00,79009.1000000000,79104.7000000000,78942.4000000000,79097.1000000000,51.1681000000
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1787718000000,2026-08-26 12:20:00+08:00,79097.1000000000,79104.6000000000,78968.6000000000,79072.7000000000,79.9744000000
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1787718300000,2026-08-26 12:25:00+08:00,79072.7000000000,79092.6000000000,78968.8000000000,78981.2000000000,33.8522000000
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1787718600000,2026-08-26 12:30:00+08:00,78981.2000000000,79019.7000000000,78865.1000000000,78897.7000000000,87.9345000000
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1787718900000,2026-08-26 12:35:00+08:00,78897.7000000000,78976.9000000000,78850.0000000000,78903.9000000000,90.4260000000
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1787719200000,2026-08-26 12:40:00+08:00,78903.9000000000,78956.4000000000,78897.4000000000,78934.2000000000,17.6264000000
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1787719500000,2026-08-26 12:45:00+08:00,78934.2000000000,78934.2000000000,78740.0000000000,78824.0000000000,127.2294000000
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1787719800000,2026-08-26 12:50:00+08:00,78824.0000000000,78874.2000000000,78807.0000000000,78844.0000000000,70.9775000000
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1787720100000,2026-08-26 12:55:00+08:00,78844.0000000000,78849.4000000000,78747.4000000000,78794.9000000000,44.3885000000
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1787720400000,2026-08-26 13:00:00+08:00,78794.9000000000,78819.5000000000,78725.3000000000,78728.5000000000,71.0507000000
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1787720700000,2026-08-26 13:05:00+08:00,78728.5000000000,78772.2000000000,78592.7000000000,78772.0000000000,189.3250000000
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1787721000000,2026-08-26 13:10:00+08:00,78772.0000000000,78917.7000000000,78765.0000000000,78859.6000000000,91.9919000000
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1787721300000,2026-08-26 13:15:00+08:00,78859.6000000000,78859.6000000000,78711.5000000000,78713.9000000000,60.9451000000
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1787721600000,2026-08-26 13:20:00+08:00,78713.9000000000,78986.0000000000,78712.2000000000,78983.3000000000,91.1822000000
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1787721900000,2026-08-26 13:25:00+08:00,78983.3000000000,79030.0000000000,78904.4000000000,78983.3000000000,80.5585000000
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1787722200000,2026-08-26 13:30:00+08:00,78983.3000000000,79102.0000000000,78935.1000000000,79026.7000000000,128.4107000000
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1787722500000,2026-08-26 13:35:00+08:00,79026.7000000000,79045.8000000000,78947.0000000000,79035.9000000000,38.9547000000
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1787722800000,2026-08-26 13:40:00+08:00,79035.9000000000,79096.0000000000,79018.0000000000,79076.4000000000,30.8892000000
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1787723100000,2026-08-26 13:45:00+08:00,79076.4000000000,79076.4000000000,78994.1000000000,79027.2000000000,86.4666000000
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1787723400000,2026-08-26 13:50:00+08:00,79027.2000000000,79032.3000000000,78897.8000000000,78916.3000000000,67.1955000000
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1787723700000,2026-08-26 13:55:00+08:00,78916.3000000000,79049.9000000000,78916.2000000000,79046.4000000000,30.3230000000
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1787724000000,2026-08-26 14:00:00+08:00,79046.4000000000,79121.8000000000,78973.3000000000,79065.9000000000,83.5112000000
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1787724300000,2026-08-26 14:05:00+08:00,79065.9000000000,79171.9000000000,79065.9000000000,79132.5000000000,157.0794000000
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1787724600000,2026-08-26 14:10:00+08:00,79132.5000000000,79132.5000000000,78921.7000000000,78965.9000000000,94.3401000000
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1787724900000,2026-08-26 14:15:00+08:00,78965.9000000000,79019.1000000000,78839.9000000000,78839.9000000000,54.8586000000
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1787725200000,2026-08-26 14:20:00+08:00,78839.9000000000,78970.0000000000,78809.5000000000,78819.9000000000,98.9609000000
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1787725500000,2026-08-26 14:25:00+08:00,78819.9000000000,78918.6000000000,78780.8000000000,78861.8000000000,71.3968000000
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1787725800000,2026-08-26 14:30:00+08:00,78861.8000000000,78926.3000000000,78816.3000000000,78868.0000000000,64.1381000000
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1787726100000,2026-08-26 14:35:00+08:00,78868.0000000000,78905.2000000000,78765.5000000000,78833.5000000000,52.5910000000
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1787726400000,2026-08-26 14:40:00+08:00,78833.5000000000,78925.2000000000,78820.9000000000,78897.5000000000,53.5718000000
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1787726700000,2026-08-26 14:45:00+08:00,78897.5000000000,78930.7000000000,78817.9000000000,78850.2000000000,50.9823000000
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1787727000000,2026-08-26 14:50:00+08:00,78850.2000000000,78893.1000000000,78831.4000000000,78890.6000000000,26.6060000000
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1787727300000,2026-08-26 14:55:00+08:00,78890.6000000000,78909.9000000000,78853.5000000000,78902.3000000000,52.3476000000
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1787727600000,2026-08-26 15:00:00+08:00,78902.3000000000,78985.7000000000,78818.3000000000,78978.5000000000,85.6009000000
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1787727900000,2026-08-26 15:05:00+08:00,78978.5000000000,79054.1000000000,78884.6000000000,78884.7000000000,78.8387000000
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1787728200000,2026-08-26 15:10:00+08:00,78884.7000000000,78993.6000000000,78884.7000000000,78950.0000000000,36.8243000000
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1787728500000,2026-08-26 15:15:00+08:00,78950.0000000000,78979.0000000000,78914.0000000000,78927.1000000000,21.0304000000
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1787728800000,2026-08-26 15:20:00+08:00,78927.1000000000,78973.0000000000,78860.1000000000,78914.0000000000,39.5767000000
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1787729100000,2026-08-26 15:25:00+08:00,78914.0000000000,78998.0000000000,78895.7000000000,78900.0000000000,60.4868000000
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1787729400000,2026-08-26 15:30:00+08:00,78900.0000000000,78945.2000000000,78843.7000000000,78942.1000000000,56.6650000000
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1787729700000,2026-08-26 15:35:00+08:00,78942.1000000000,79014.4000000000,78926.3000000000,78959.5000000000,93.7033000000
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1787730000000,2026-08-26 15:40:00+08:00,78959.5000000000,79009.0000000000,78925.0000000000,78952.4000000000,57.1537000000
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1787730300000,2026-08-26 15:45:00+08:00,78952.4000000000,78970.0000000000,78915.5000000000,78956.7000000000,11.8312000000
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1787730600000,2026-08-26 15:50:00+08:00,78956.7000000000,79014.4000000000,78917.0000000000,78917.0000000000,55.9245000000
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1787730900000,2026-08-26 15:55:00+08:00,78917.0000000000,78961.2000000000,78873.5000000000,78881.2000000000,50.1557000000
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1787731200000,2026-08-26 16:00:00+08:00,78881.2000000000,78907.1000000000,78803.0000000000,78846.2000000000,45.9262000000
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1787731500000,2026-08-26 16:05:00+08:00,78846.2000000000,79049.9000000000,78783.2000000000,79012.9000000000,101.0117000000
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1787731800000,2026-08-26 16:10:00+08:00,79012.9000000000,79082.0000000000,78997.0000000000,78999.9000000000,228.3931000000
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1787732100000,2026-08-26 16:15:00+08:00,78999.9000000000,79077.8000000000,78944.9000000000,78959.9000000000,46.4662000000
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1787732400000,2026-08-26 16:20:00+08:00,78959.9000000000,78969.3000000000,78857.7000000000,78937.4000000000,51.5003000000
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1787732700000,2026-08-26 16:25:00+08:00,78937.4000000000,78970.0000000000,78936.5000000000,78944.5000000000,31.2432000000
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1787733000000,2026-08-26 16:30:00+08:00,78944.5000000000,78991.3000000000,78874.6000000000,78900.5000000000,25.8756000000
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1787733300000,2026-08-26 16:35:00+08:00,78900.5000000000,78913.4000000000,78862.7000000000,78885.8000000000,31.4089000000
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1787733600000,2026-08-26 16:40:00+08:00,78885.8000000000,78989.3000000000,78867.7000000000,78963.2000000000,32.1254000000
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1787733900000,2026-08-26 16:45:00+08:00,78963.2000000000,78983.9000000000,78878.6000000000,78889.7000000000,27.8783000000
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1787734200000,2026-08-26 16:50:00+08:00,78889.7000000000,78912.7000000000,78660.0000000000,78660.0000000000,155.2024000000
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1787734500000,2026-08-26 16:55:00+08:00,78660.0000000000,78683.5000000000,78563.8000000000,78676.8000000000,212.0989000000
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1787734800000,2026-08-26 17:00:00+08:00,78676.8000000000,78824.4000000000,78629.4000000000,78771.6000000000,223.7944000000
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1787735100000,2026-08-26 17:05:00+08:00,78771.6000000000,78840.0000000000,78755.0000000000,78770.5000000000,48.2612000000
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1787735400000,2026-08-26 17:10:00+08:00,78770.5000000000,78800.0000000000,78709.3000000000,78733.4000000000,25.3918000000
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1787735700000,2026-08-26 17:15:00+08:00,78733.4000000000,78734.8000000000,78384.1000000000,78440.7000000000,360.6579000000
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1787736000000,2026-08-26 17:20:00+08:00,78440.7000000000,78499.4000000000,78354.9000000000,78361.6000000000,166.5058000000
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1787736300000,2026-08-26 17:25:00+08:00,78361.6000000000,78505.9000000000,78361.6000000000,78494.6000000000,93.7493000000
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1787736600000,2026-08-26 17:30:00+08:00,78494.6000000000,78556.1000000000,78430.0000000000,78522.4000000000,78.3202000000
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1787736900000,2026-08-26 17:35:00+08:00,78522.4000000000,78539.5000000000,78446.4000000000,78446.4000000000,67.1884000000
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1787737200000,2026-08-26 17:40:00+08:00,78446.4000000000,78446.4000000000,78281.0000000000,78281.1000000000,182.1442000000
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1787737500000,2026-08-26 17:45:00+08:00,78281.1000000000,78397.3000000000,78202.4000000000,78389.5000000000,181.5272000000
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1787737800000,2026-08-26 17:50:00+08:00,78389.5000000000,78467.1000000000,78360.0000000000,78368.4000000000,112.6062000000
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1787738100000,2026-08-26 17:55:00+08:00,78368.4000000000,78426.3000000000,78361.8000000000,78411.4000000000,39.2364000000
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1787738400000,2026-08-26 18:00:00+08:00,78411.4000000000,78411.4000000000,78250.0000000000,78284.1000000000,65.6537000000
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1787738700000,2026-08-26 18:05:00+08:00,78284.1000000000,78359.8000000000,78284.1000000000,78332.7000000000,75.9296000000
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1787739000000,2026-08-26 18:10:00+08:00,78332.7000000000,78446.2000000000,78294.9000000000,78395.8000000000,89.4093000000
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1787739300000,2026-08-26 18:15:00+08:00,78395.8000000000,78505.5000000000,78389.6000000000,78504.4000000000,75.6829000000
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1787739600000,2026-08-26 18:20:00+08:00,78504.4000000000,78550.0000000000,78468.3000000000,78547.1000000000,94.1639000000
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1787739900000,2026-08-26 18:25:00+08:00,78547.1000000000,78609.9000000000,78541.0000000000,78589.2000000000,70.0312000000
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1787740200000,2026-08-26 18:30:00+08:00,78589.2000000000,78625.9000000000,78529.9000000000,78624.8000000000,79.7706000000
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1787740500000,2026-08-26 18:35:00+08:00,78624.8000000000,78780.0000000000,78580.0000000000,78703.8000000000,228.3401000000
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1787740800000,2026-08-26 18:40:00+08:00,78703.8000000000,78733.5000000000,78625.0000000000,78694.0000000000,88.9477000000
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1787741100000,2026-08-26 18:45:00+08:00,78694.0000000000,78824.5000000000,78661.2000000000,78810.0000000000,154.3668000000
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1787741400000,2026-08-26 18:50:00+08:00,78810.0000000000,78852.5000000000,78725.6000000000,78740.3000000000,179.4226000000
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1787741700000,2026-08-26 18:55:00+08:00,78740.3000000000,78751.0000000000,78678.4000000000,78685.8000000000,52.5525000000
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1787742000000,2026-08-26 19:00:00+08:00,78685.8000000000,78750.0000000000,78643.4000000000,78707.0000000000,79.8646000000
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1787742300000,2026-08-26 19:05:00+08:00,78707.0000000000,78730.4000000000,78621.1000000000,78648.3000000000,36.3542000000
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1787742600000,2026-08-26 19:10:00+08:00,78648.3000000000,78670.0000000000,78625.0000000000,78669.9000000000,22.1096000000
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1787742900000,2026-08-26 19:15:00+08:00,78669.9000000000,78702.0000000000,78610.4000000000,78633.2000000000,36.2911000000
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1787743200000,2026-08-26 19:20:00+08:00,78633.2000000000,78670.8000000000,78603.0000000000,78663.8000000000,40.0035000000
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1787743500000,2026-08-26 19:25:00+08:00,78663.8000000000,78672.6000000000,78572.8000000000,78585.9000000000,25.7705000000
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1787743800000,2026-08-26 19:30:00+08:00,78585.9000000000,78591.9000000000,78522.2000000000,78522.2000000000,53.8830000000
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1787744100000,2026-08-26 19:35:00+08:00,78522.2000000000,78582.0000000000,78266.0000000000,78355.4000000000,187.1617000000
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1787744400000,2026-08-26 19:40:00+08:00,78355.4000000000,78465.0000000000,78312.1000000000,78440.0000000000,243.7570000000
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1787744700000,2026-08-26 19:45:00+08:00,78440.0000000000,78440.1000000000,78336.2000000000,78352.5000000000,78.2868000000
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1787745000000,2026-08-26 19:50:00+08:00,78352.5000000000,78510.5000000000,78352.5000000000,78493.4000000000,78.7504000000
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1787745300000,2026-08-26 19:55:00+08:00,78493.4000000000,78544.5000000000,78443.3000000000,78448.0000000000,55.3370000000
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1787745600000,2026-08-26 20:00:00+08:00,78448.0000000000,78531.4000000000,78425.4000000000,78483.5000000000,62.2794000000
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1787745900000,2026-08-26 20:05:00+08:00,78483.5000000000,78483.6000000000,78315.2000000000,78392.2000000000,86.6063000000
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1787746200000,2026-08-26 20:10:00+08:00,78392.2000000000,78437.2000000000,78355.4000000000,78360.3000000000,67.8440000000
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1787746500000,2026-08-26 20:15:00+08:00,78360.3000000000,78400.0000000000,78252.1000000000,78355.1000000000,76.5651000000
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1787746800000,2026-08-26 20:20:00+08:00,78355.1000000000,78557.7000000000,78342.5000000000,78543.7000000000,86.9331000000
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1787747100000,2026-08-26 20:25:00+08:00,78543.7000000000,78678.6000000000,78537.5000000000,78669.0000000000,153.3992000000
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1787747400000,2026-08-26 20:30:00+08:00,78669.0000000000,78669.0000000000,77890.0000000000,78358.6000000000,1230.3390000000
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1787747700000,2026-08-26 20:35:00+08:00,78358.6000000000,78456.0000000000,78130.0000000000,78200.1000000000,286.9540000000
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1787748000000,2026-08-26 20:40:00+08:00,78200.1000000000,78346.9000000000,78184.3000000000,78230.1000000000,142.8624000000
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1787748300000,2026-08-26 20:45:00+08:00,78230.1000000000,78357.2000000000,78156.5000000000,78284.3000000000,100.3016000000
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1787748600000,2026-08-26 20:50:00+08:00,78284.3000000000,78413.6000000000,78242.8000000000,78272.5000000000,105.4312000000
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1787748900000,2026-08-26 20:55:00+08:00,78272.5000000000,78398.5000000000,78248.3000000000,78280.1000000000,80.8229000000
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1787749200000,2026-08-26 21:00:00+08:00,78280.1000000000,78413.6000000000,78200.2000000000,78200.2000000000,92.6552000000
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1787749500000,2026-08-26 21:05:00+08:00,78200.2000000000,78243.7000000000,78032.7000000000,78082.9000000000,193.1806000000
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1787749800000,2026-08-26 21:10:00+08:00,78082.9000000000,78130.0000000000,77937.0000000000,78089.0000000000,326.2386000000
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1787750100000,2026-08-26 21:15:00+08:00,78089.0000000000,78148.2000000000,78034.1000000000,78105.7000000000,100.9150000000
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1787750400000,2026-08-26 21:20:00+08:00,78105.7000000000,78121.5000000000,77954.9000000000,77988.8000000000,142.0080000000
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1787750700000,2026-08-26 21:25:00+08:00,77988.8000000000,78037.7000000000,77870.8000000000,78017.0000000000,216.1598000000
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1787751000000,2026-08-26 21:30:00+08:00,78017.0000000000,78339.3000000000,78013.7000000000,78294.0000000000,310.0920000000
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1787751300000,2026-08-26 21:35:00+08:00,78294.0000000000,78459.1000000000,78230.2000000000,78316.5000000000,347.3683000000
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1787751600000,2026-08-26 21:40:00+08:00,78316.5000000000,78456.6000000000,78284.2000000000,78451.5000000000,184.9161000000
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1787751900000,2026-08-26 21:45:00+08:00,78451.5000000000,78519.0000000000,78337.9000000000,78338.0000000000,249.2877000000
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1787752200000,2026-08-26 21:50:00+08:00,78338.0000000000,78338.0000000000,78066.7000000000,78180.5000000000,269.6564000000
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1787752500000,2026-08-26 21:55:00+08:00,78180.5000000000,78419.0000000000,78161.3000000000,78404.7000000000,139.6407000000
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1787752800000,2026-08-26 22:00:00+08:00,78404.7000000000,78555.0000000000,78246.7000000000,78491.1000000000,265.4979000000
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1787753100000,2026-08-26 22:05:00+08:00,78491.1000000000,78567.0000000000,78435.2000000000,78503.7000000000,128.8055000000
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1787753400000,2026-08-26 22:10:00+08:00,78503.7000000000,78560.0000000000,78400.1000000000,78416.6000000000,131.0497000000
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1787753700000,2026-08-26 22:15:00+08:00,78416.6000000000,78530.0000000000,78395.8000000000,78478.3000000000,83.0235000000
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1787754000000,2026-08-26 22:20:00+08:00,78478.3000000000,78500.0000000000,78350.1000000000,78350.1000000000,90.7253000000
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1787754300000,2026-08-26 22:25:00+08:00,78350.1000000000,78361.2000000000,78160.0000000000,78198.3000000000,161.0054000000
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1787754600000,2026-08-26 22:30:00+08:00,78198.3000000000,78247.6000000000,78113.1000000000,78135.9000000000,131.3560000000
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1787754900000,2026-08-26 22:35:00+08:00,78135.9000000000,78224.0000000000,78050.0000000000,78108.9000000000,167.4946000000
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1787755200000,2026-08-26 22:40:00+08:00,78108.9000000000,78161.3000000000,77900.1000000000,77934.5000000000,369.3246000000
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1787755500000,2026-08-26 22:45:00+08:00,77934.5000000000,77981.6000000000,77820.0000000000,77944.8000000000,370.3109000000
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1787755800000,2026-08-26 22:50:00+08:00,77944.8000000000,78008.2000000000,77714.3000000000,77758.6000000000,601.2863000000
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1787756100000,2026-08-26 22:55:00+08:00,77758.6000000000,77826.9000000000,77730.1000000000,77757.4000000000,193.2021000000
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1787756400000,2026-08-26 23:00:00+08:00,77757.4000000000,77845.2000000000,77579.0000000000,77615.9000000000,412.4288000000
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1787756700000,2026-08-26 23:05:00+08:00,77615.9000000000,77926.1000000000,77600.1000000000,77890.0000000000,324.6440000000
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1787757000000,2026-08-26 23:10:00+08:00,77890.0000000000,77909.4000000000,77794.3000000000,77810.0000000000,79.3431000000
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1787757300000,2026-08-26 23:15:00+08:00,77810.0000000000,77835.0000000000,77688.3000000000,77755.0000000000,112.5113000000
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1787757600000,2026-08-26 23:20:00+08:00,77755.0000000000,77929.5000000000,77755.0000000000,77899.4000000000,117.8268000000
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1787757900000,2026-08-26 23:25:00+08:00,77899.4000000000,78125.5000000000,77899.4000000000,78118.1000000000,258.4550000000
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1787758200000,2026-08-26 23:30:00+08:00,78118.1000000000,78138.7000000000,77900.8000000000,77914.0000000000,205.1301000000
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1787758500000,2026-08-26 23:35:00+08:00,77914.0000000000,77973.3000000000,77880.2000000000,77961.7000000000,175.3640000000
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1787758800000,2026-08-26 23:40:00+08:00,77961.7000000000,78093.2000000000,77961.6000000000,78003.1000000000,123.4341000000
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1787759100000,2026-08-26 23:45:00+08:00,78003.1000000000,78111.0000000000,78003.1000000000,78102.5000000000,97.0001000000
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1787759400000,2026-08-26 23:50:00+08:00,78102.5000000000,78111.0000000000,77985.7000000000,78006.4000000000,66.7545000000
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1787759700000,2026-08-26 23:55:00+08:00,78006.4000000000,78079.9000000000,77928.8000000000,77973.9000000000,35.3332000000
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1787760000000,2026-08-27 00:00:00+08:00,77973.9000000000,78054.9000000000,77933.7000000000,78051.4000000000,107.8949000000
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1787760300000,2026-08-27 00:05:00+08:00,78051.4000000000,78129.4000000000,78016.1000000000,78087.7000000000,91.1215000000
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1787760600000,2026-08-27 00:10:00+08:00,78087.7000000000,78106.7000000000,78001.5000000000,78037.5000000000,38.5803000000
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1787760900000,2026-08-27 00:15:00+08:00,78037.5000000000,78079.2000000000,77937.2000000000,78003.9000000000,35.6133000000
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1787761200000,2026-08-27 00:20:00+08:00,78003.9000000000,78099.9000000000,77975.2000000000,77988.3000000000,100.5070000000
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1787761500000,2026-08-27 00:25:00+08:00,77988.3000000000,78034.0000000000,77936.5000000000,78017.8000000000,86.6946000000
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1787761800000,2026-08-27 00:30:00+08:00,78017.8000000000,78070.0000000000,77964.5000000000,78064.6000000000,34.4515000000
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1787762100000,2026-08-27 00:35:00+08:00,78064.6000000000,78111.0000000000,77910.6000000000,77920.3000000000,103.8477000000
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1787762400000,2026-08-27 00:40:00+08:00,77920.3000000000,77988.1000000000,77810.0000000000,77832.9000000000,97.1551000000
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1787762700000,2026-08-27 00:45:00+08:00,77832.9000000000,78128.0000000000,77832.9000000000,78045.2000000000,118.9647000000
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1787763000000,2026-08-27 00:50:00+08:00,78045.2000000000,78089.9000000000,77946.9000000000,77991.8000000000,37.5278000000
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1787763300000,2026-08-27 00:55:00+08:00,77991.8000000000,78036.8000000000,77927.4000000000,77950.7000000000,27.0656000000
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1787763600000,2026-08-27 01:00:00+08:00,77950.7000000000,78035.0000000000,77950.7000000000,78004.0000000000,30.4488000000
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1787763900000,2026-08-27 01:05:00+08:00,78004.0000000000,78089.8000000000,77959.1000000000,78044.8000000000,32.8480000000
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1787764200000,2026-08-27 01:10:00+08:00,78044.8000000000,78099.9000000000,78010.8000000000,78092.3000000000,22.2263000000
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1787764500000,2026-08-27 01:15:00+08:00,78092.3000000000,78248.0000000000,78092.3000000000,78204.9000000000,172.4044000000
|
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1787764800000,2026-08-27 01:20:00+08:00,78204.9000000000,78315.1000000000,78198.3000000000,78305.2000000000,200.7221000000
|
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1787765100000,2026-08-27 01:25:00+08:00,78305.2000000000,78487.7000000000,78292.4000000000,78477.4000000000,331.1233000000
|
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1787765400000,2026-08-27 01:30:00+08:00,78477.4000000000,78540.1000000000,78448.3000000000,78540.1000000000,202.2856000000
|
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1787765700000,2026-08-27 01:35:00+08:00,78540.1000000000,78543.0000000000,78451.8000000000,78494.6000000000,132.0927000000
|
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1787766000000,2026-08-27 01:40:00+08:00,78494.6000000000,78573.2000000000,78451.9000000000,78471.0000000000,185.6542000000
|
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1787766300000,2026-08-27 01:45:00+08:00,78471.0000000000,78476.0000000000,78319.4000000000,78354.1000000000,94.5572000000
|
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1787766600000,2026-08-27 01:50:00+08:00,78354.1000000000,78428.1000000000,78347.4000000000,78417.7000000000,35.6340000000
|
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1787766900000,2026-08-27 01:55:00+08:00,78417.7000000000,78438.8000000000,78363.6000000000,78400.8000000000,23.3324000000
|
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1787767200000,2026-08-27 02:00:00+08:00,78400.8000000000,78475.0000000000,78348.5000000000,78429.7000000000,53.1710000000
|
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1787767500000,2026-08-27 02:05:00+08:00,78429.7000000000,78493.5000000000,78400.1000000000,78480.4000000000,37.1847000000
|
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1787767800000,2026-08-27 02:10:00+08:00,78480.4000000000,78620.0000000000,78455.3000000000,78529.0000000000,271.8729000000
|
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1787768100000,2026-08-27 02:15:00+08:00,78529.0000000000,78538.1000000000,78450.3000000000,78505.1000000000,44.9452000000
|
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1787768400000,2026-08-27 02:20:00+08:00,78505.1000000000,78564.4000000000,78440.0000000000,78472.0000000000,59.7325000000
|
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1787768700000,2026-08-27 02:25:00+08:00,78472.0000000000,78485.5000000000,78394.0000000000,78428.7000000000,52.6677000000
|
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1787769000000,2026-08-27 02:30:00+08:00,78428.7000000000,78450.0000000000,78356.3000000000,78383.0000000000,50.0426000000
|
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1787769300000,2026-08-27 02:35:00+08:00,78383.0000000000,78395.7000000000,78310.9000000000,78349.1000000000,89.9988000000
|
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1787769600000,2026-08-27 02:40:00+08:00,78349.1000000000,78349.1000000000,78230.1000000000,78259.9000000000,120.0230000000
|
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1787769900000,2026-08-27 02:45:00+08:00,78259.9000000000,78377.2000000000,78246.5000000000,78363.9000000000,45.4547000000
|
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1787770200000,2026-08-27 02:50:00+08:00,78363.9000000000,78427.0000000000,78351.0000000000,78426.9000000000,26.9203000000
|
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1787770500000,2026-08-27 02:55:00+08:00,78426.9000000000,78464.9000000000,78392.7000000000,78434.2000000000,38.3220000000
|
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1787770800000,2026-08-27 03:00:00+08:00,78434.2000000000,78477.5000000000,78398.9000000000,78411.1000000000,20.6576000000
|
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1787771100000,2026-08-27 03:05:00+08:00,78411.1000000000,78414.3000000000,78349.8000000000,78349.9000000000,15.6368000000
|
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1787771400000,2026-08-27 03:10:00+08:00,78349.9000000000,78423.3000000000,78332.8000000000,78342.2000000000,36.5585000000
|
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1787771700000,2026-08-27 03:15:00+08:00,78342.2000000000,78411.9000000000,78334.4000000000,78370.9000000000,27.0862000000
|
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1787772000000,2026-08-27 03:20:00+08:00,78370.9000000000,78370.9000000000,78240.0000000000,78296.1000000000,70.3834000000
|
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1787772300000,2026-08-27 03:25:00+08:00,78296.1000000000,78531.5000000000,78262.4000000000,78488.0000000000,150.7906000000
|
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1787772600000,2026-08-27 03:30:00+08:00,78488.0000000000,78514.6000000000,78440.1000000000,78448.3000000000,46.0663000000
|
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1787772900000,2026-08-27 03:35:00+08:00,78448.3000000000,78461.5000000000,78363.3000000000,78369.2000000000,53.1466000000
|
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1787773200000,2026-08-27 03:40:00+08:00,78369.2000000000,78390.0000000000,78332.1000000000,78390.0000000000,46.7232000000
|
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1787773500000,2026-08-27 03:45:00+08:00,78390.0000000000,78448.6000000000,78389.9000000000,78435.0000000000,22.8231000000
|
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1787773800000,2026-08-27 03:50:00+08:00,78435.0000000000,78494.7000000000,78404.0000000000,78412.6000000000,50.3773000000
|
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1787774100000,2026-08-27 03:55:00+08:00,78412.6000000000,78455.2000000000,78400.0000000000,78430.0000000000,46.5158000000
|
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1787774400000,2026-08-27 04:00:00+08:00,78430.0000000000,78469.8000000000,78350.4000000000,78460.3000000000,25.2168000000
|
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1787774700000,2026-08-27 04:05:00+08:00,78460.3000000000,78488.3000000000,78430.9000000000,78430.9000000000,18.4059000000
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1787775000000,2026-08-27 04:10:00+08:00,78430.9000000000,78439.8000000000,78374.0000000000,78374.0000000000,11.4899000000
|
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1787775300000,2026-08-27 04:15:00+08:00,78374.0000000000,78420.2000000000,78346.5000000000,78365.5000000000,29.7150000000
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1787775600000,2026-08-27 04:20:00+08:00,78365.5000000000,78365.5000000000,78145.2000000000,78286.2000000000,236.1479000000
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1787775900000,2026-08-27 04:25:00+08:00,78286.2000000000,78360.7000000000,78286.2000000000,78360.6000000000,25.6331000000
|
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1787776200000,2026-08-27 04:30:00+08:00,78360.6000000000,78374.3000000000,78280.6000000000,78299.8000000000,28.7206000000
|
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1787776500000,2026-08-27 04:35:00+08:00,78299.8000000000,78334.9000000000,78240.1000000000,78327.9000000000,18.9170000000
|
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1787776800000,2026-08-27 04:40:00+08:00,78327.9000000000,78390.2000000000,78327.9000000000,78357.6000000000,23.3087000000
|
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1787777100000,2026-08-27 04:45:00+08:00,78357.6000000000,78381.1000000000,78337.6000000000,78350.0000000000,11.9665000000
|
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1787777400000,2026-08-27 04:50:00+08:00,78350.0000000000,78391.7000000000,78336.5000000000,78391.7000000000,15.3139000000
|
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1787777700000,2026-08-27 04:55:00+08:00,78391.7000000000,78419.0000000000,78391.7000000000,78411.7000000000,27.2374000000
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1787778000000,2026-08-27 05:00:00+08:00,78411.7000000000,78421.5000000000,78338.9000000000,78365.8000000000,25.8404000000
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1787778300000,2026-08-27 05:05:00+08:00,78365.8000000000,78580.0000000000,78365.8000000000,78580.0000000000,147.0312000000
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1787778600000,2026-08-27 05:10:00+08:00,78580.0000000000,78769.0000000000,78517.1000000000,78748.9000000000,351.8268000000
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1787778900000,2026-08-27 05:15:00+08:00,78748.9000000000,78799.9000000000,78691.8000000000,78730.6000000000,165.2733000000
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1787779200000,2026-08-27 05:20:00+08:00,78730.6000000000,78793.4000000000,78688.1000000000,78754.7000000000,63.8306000000
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1787779500000,2026-08-27 05:25:00+08:00,78754.7000000000,78806.7000000000,78666.2000000000,78707.3000000000,97.7312000000
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1787779800000,2026-08-27 05:30:00+08:00,78707.3000000000,78713.3000000000,78610.7000000000,78706.6000000000,36.9166000000
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1787780100000,2026-08-27 05:35:00+08:00,78706.6000000000,78800.0000000000,78706.5000000000,78740.0000000000,38.3746000000
|
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1787780400000,2026-08-27 05:40:00+08:00,78740.0000000000,78740.0000000000,78663.7000000000,78682.7000000000,28.9051000000
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1787780700000,2026-08-27 05:45:00+08:00,78682.7000000000,78694.5000000000,78629.3000000000,78664.7000000000,28.6729000000
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1787781000000,2026-08-27 05:50:00+08:00,78664.7000000000,78770.5000000000,78664.6000000000,78733.4000000000,26.9815000000
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1787781300000,2026-08-27 05:55:00+08:00,78733.4000000000,78738.9000000000,78681.1000000000,78681.2000000000,24.5606000000
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1787781600000,2026-08-27 06:00:00+08:00,78681.2000000000,78830.1000000000,78636.8000000000,78827.3000000000,75.5296000000
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1787781900000,2026-08-27 06:05:00+08:00,78827.3000000000,78846.9000000000,78758.8000000000,78758.9000000000,92.8270000000
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1787782200000,2026-08-27 06:10:00+08:00,78758.9000000000,78784.9000000000,78683.3000000000,78744.9000000000,85.0635000000
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1787782500000,2026-08-27 06:15:00+08:00,78744.9000000000,78888.0000000000,78724.9000000000,78849.5000000000,155.3518000000
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1787782800000,2026-08-27 06:20:00+08:00,78849.5000000000,78947.0000000000,78778.5000000000,78789.7000000000,202.3614000000
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1787783100000,2026-08-27 06:25:00+08:00,78789.7000000000,78849.2000000000,78760.0000000000,78791.5000000000,49.9752000000
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1787783400000,2026-08-27 06:30:00+08:00,78791.5000000000,78791.5000000000,78658.7000000000,78730.0000000000,50.8693000000
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1787783700000,2026-08-27 06:35:00+08:00,78730.0000000000,78745.0000000000,78560.0000000000,78560.0000000000,95.4830000000
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1787784000000,2026-08-27 06:40:00+08:00,78560.0000000000,78669.8000000000,78557.7000000000,78663.0000000000,43.5061000000
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1787784300000,2026-08-27 06:45:00+08:00,78663.0000000000,78663.0000000000,78566.6000000000,78569.0000000000,20.3416000000
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1787784600000,2026-08-27 06:50:00+08:00,78569.0000000000,78577.2000000000,78518.0000000000,78563.6000000000,46.6326000000
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1787784900000,2026-08-27 06:55:00+08:00,78563.6000000000,78702.6000000000,78531.9000000000,78659.1000000000,106.1824000000
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1787785200000,2026-08-27 07:00:00+08:00,78659.1000000000,78722.0000000000,78616.5000000000,78716.7000000000,41.0947000000
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1787785500000,2026-08-27 07:05:00+08:00,78716.7000000000,78716.7000000000,78625.2000000000,78647.8000000000,39.5273000000
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1787785800000,2026-08-27 07:10:00+08:00,78647.8000000000,78682.8000000000,78631.6000000000,78669.8000000000,15.1085000000
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1787786100000,2026-08-27 07:15:00+08:00,78669.8000000000,78706.8000000000,78632.4000000000,78686.5000000000,22.2958000000
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1787786400000,2026-08-27 07:20:00+08:00,78686.5000000000,78714.7000000000,78657.4000000000,78702.2000000000,43.1832000000
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1787786700000,2026-08-27 07:25:00+08:00,78702.2000000000,78863.6000000000,78675.1000000000,78825.5000000000,65.5242000000
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1787787000000,2026-08-27 07:30:00+08:00,78825.5000000000,78891.5000000000,78821.1000000000,78852.6000000000,64.2321000000
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1787787300000,2026-08-27 07:35:00+08:00,78852.6000000000,78967.0000000000,78852.6000000000,78912.5000000000,169.7103000000
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1787787600000,2026-08-27 07:40:00+08:00,78912.5000000000,79023.3000000000,78870.1000000000,79010.2000000000,134.1431000000
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1787787900000,2026-08-27 07:45:00+08:00,79010.2000000000,79135.0000000000,78958.2000000000,79031.8000000000,158.3531000000
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1787788200000,2026-08-27 07:50:00+08:00,79031.8000000000,79073.0000000000,78965.1000000000,79029.6000000000,85.0604000000
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1787788500000,2026-08-27 07:55:00+08:00,79029.6000000000,79084.5000000000,78960.1000000000,78985.2000000000,87.2159000000
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1787788800000,2026-08-27 08:00:00+08:00,78985.2000000000,78996.6000000000,78801.5000000000,78812.0000000000,108.4463000000
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1787789100000,2026-08-27 08:05:00+08:00,78812.0000000000,78955.7000000000,78800.1000000000,78934.2000000000,51.7268000000
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1787789400000,2026-08-27 08:10:00+08:00,78934.2000000000,78940.4000000000,78772.6000000000,78799.9000000000,63.9564000000
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1787789700000,2026-08-27 08:15:00+08:00,78799.9000000000,78899.9000000000,78782.2000000000,78899.9000000000,31.1851000000
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1787790000000,2026-08-27 08:20:00+08:00,78899.9000000000,78916.5000000000,78813.0000000000,78813.0000000000,48.2994000000
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1787790300000,2026-08-27 08:25:00+08:00,78813.0000000000,78877.7000000000,78784.4000000000,78868.3000000000,73.4661000000
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1787790600000,2026-08-27 08:30:00+08:00,78868.3000000000,78868.3000000000,78795.6000000000,78803.6000000000,28.5503000000
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1787790900000,2026-08-27 08:35:00+08:00,78803.6000000000,78828.0000000000,78750.0000000000,78793.0000000000,44.3429000000
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1787791200000,2026-08-27 08:40:00+08:00,78793.0000000000,78873.5000000000,78746.9000000000,78844.6000000000,66.4545000000
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1787791500000,2026-08-27 08:45:00+08:00,78844.6000000000,78854.3000000000,78707.8000000000,78757.0000000000,63.9379000000
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1787791800000,2026-08-27 08:50:00+08:00,78757.0000000000,78811.0000000000,78680.5000000000,78680.6000000000,64.8313000000
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1787792100000,2026-08-27 08:55:00+08:00,78680.6000000000,78711.8000000000,78648.3000000000,78648.3000000000,79.9272000000
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1787792400000,2026-08-27 09:00:00+08:00,78648.3000000000,78710.0000000000,78623.7000000000,78699.9000000000,78.5476000000
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1787792700000,2026-08-27 09:05:00+08:00,78699.9000000000,78740.0000000000,78650.0000000000,78695.5000000000,45.6933000000
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1787793000000,2026-08-27 09:10:00+08:00,78695.5000000000,78727.2000000000,78583.4000000000,78620.6000000000,104.1848000000
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1787793300000,2026-08-27 09:15:00+08:00,78620.6000000000,78654.4000000000,78512.7000000000,78628.4000000000,83.3518000000
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1787793600000,2026-08-27 09:20:00+08:00,78628.4000000000,78760.9000000000,78628.3000000000,78748.8000000000,55.6198000000
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1787793900000,2026-08-27 09:25:00+08:00,78748.8000000000,78928.5000000000,78740.3000000000,78894.2000000000,89.0167000000
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1787794200000,2026-08-27 09:30:00+08:00,78894.2000000000,78937.1000000000,78740.0000000000,78830.7000000000,114.1505000000
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1787794500000,2026-08-27 09:35:00+08:00,78830.7000000000,78880.0000000000,78740.1000000000,78791.5000000000,74.5213000000
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1787794800000,2026-08-27 09:40:00+08:00,78791.5000000000,78791.5000000000,78672.1000000000,78672.2000000000,69.6611000000
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1787795100000,2026-08-27 09:45:00+08:00,78672.2000000000,78923.2000000000,78651.8000000000,78916.4000000000,123.1585000000
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1787795400000,2026-08-27 09:50:00+08:00,78916.4000000000,78987.2000000000,78866.0000000000,78889.1000000000,113.6687000000
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1787795700000,2026-08-27 09:55:00+08:00,78889.1000000000,78959.5000000000,78843.0000000000,78858.7000000000,84.9256000000
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1787796000000,2026-08-27 10:00:00+08:00,78858.7000000000,78943.6000000000,78843.8000000000,78895.2000000000,49.7903000000
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1787796300000,2026-08-27 10:05:00+08:00,78895.2000000000,78903.9000000000,78870.0000000000,78902.1000000000,28.4467000000
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1787796600000,2026-08-27 10:10:00+08:00,78902.1000000000,78908.8000000000,78810.1000000000,78836.4000000000,97.1807000000
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1787796900000,2026-08-27 10:15:00+08:00,78836.4000000000,78836.4000000000,78764.7000000000,78791.6000000000,24.1011000000
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1787797200000,2026-08-27 10:20:00+08:00,78791.6000000000,78811.0000000000,78702.3000000000,78728.9000000000,37.5462000000
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1787797500000,2026-08-27 10:25:00+08:00,78728.9000000000,78737.6000000000,78680.0000000000,78716.8000000000,38.3380000000
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1787797800000,2026-08-27 10:30:00+08:00,78716.8000000000,78753.2000000000,78710.4000000000,78747.0000000000,26.9336000000
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1787798100000,2026-08-27 10:35:00+08:00,78747.0000000000,78764.1000000000,78700.1000000000,78701.9000000000,51.9578000000
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1787798400000,2026-08-27 10:40:00+08:00,78701.9000000000,78705.9000000000,78665.5000000000,78698.9000000000,42.6988000000
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1787798700000,2026-08-27 10:45:00+08:00,78698.9000000000,78719.9000000000,78672.9000000000,78712.7000000000,15.7460000000
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1787799000000,2026-08-27 10:50:00+08:00,78712.7000000000,78754.8000000000,78691.6000000000,78713.0000000000,25.1115000000
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1787799300000,2026-08-27 10:55:00+08:00,78713.0000000000,78719.0000000000,78674.0000000000,78692.5000000000,11.0258000000
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1787799600000,2026-08-27 11:00:00+08:00,78692.5000000000,78697.5000000000,78653.1000000000,78684.2000000000,28.2428000000
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1787799900000,2026-08-27 11:05:00+08:00,78684.2000000000,78749.4000000000,78676.8000000000,78682.8000000000,20.8605000000
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1787800200000,2026-08-27 11:10:00+08:00,78682.8000000000,78708.3000000000,78622.0000000000,78634.3000000000,31.5229000000
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1787800500000,2026-08-27 11:15:00+08:00,78634.3000000000,78718.4000000000,78600.0000000000,78718.4000000000,61.7206000000
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1787800800000,2026-08-27 11:20:00+08:00,78718.4000000000,78945.0000000000,78680.9000000000,78904.5000000000,131.8768000000
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1787801100000,2026-08-27 11:25:00+08:00,78904.5000000000,78904.5000000000,78838.1000000000,78855.3000000000,41.6685000000
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1787801400000,2026-08-27 11:30:00+08:00,78855.3000000000,78863.6000000000,78796.0000000000,78819.6000000000,24.8711000000
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1787801700000,2026-08-27 11:35:00+08:00,78819.6000000000,78854.7000000000,78805.1000000000,78814.9000000000,22.0021000000
|
||||
1787802000000,2026-08-27 11:40:00+08:00,78814.9000000000,78887.4000000000,78790.0000000000,78832.4000000000,42.7417000000
|
||||
1787802300000,2026-08-27 11:45:00+08:00,78832.4000000000,78887.6000000000,78796.7000000000,78802.4000000000,17.7152000000
|
||||
1787802600000,2026-08-27 11:50:00+08:00,78802.4000000000,78810.0000000000,78731.7000000000,78791.9000000000,86.4311000000
|
||||
1787802900000,2026-08-27 11:55:00+08:00,78791.9000000000,78796.0000000000,78759.7000000000,78790.3000000000,19.1202000000
|
||||
1787803200000,2026-08-27 12:00:00+08:00,78790.3000000000,78850.6000000000,78785.2000000000,78815.4000000000,25.4801000000
|
||||
1787803500000,2026-08-27 12:05:00+08:00,78815.4000000000,78850.7000000000,78752.7000000000,78842.3000000000,23.2050000000
|
||||
1787803800000,2026-08-27 12:10:00+08:00,78842.3000000000,78842.3000000000,78804.3000000000,78821.4000000000,6.9108000000
|
||||
1787804100000,2026-08-27 12:15:00+08:00,78821.4000000000,78865.0000000000,78821.3000000000,78835.2000000000,22.2946000000
|
||||
1787804400000,2026-08-27 12:20:00+08:00,78835.2000000000,78835.2000000000,78781.9000000000,78809.3000000000,19.3332000000
|
||||
1787804700000,2026-08-27 12:25:00+08:00,78809.3000000000,78809.4000000000,78741.4000000000,78741.4000000000,16.8337000000
|
||||
1787805000000,2026-08-27 12:30:00+08:00,78741.4000000000,78741.4000000000,78663.5000000000,78671.0000000000,29.0339000000
|
||||
1787805300000,2026-08-27 12:35:00+08:00,78671.0000000000,78722.0000000000,78651.5000000000,78714.8000000000,78.3678000000
|
||||
1787805600000,2026-08-27 12:40:00+08:00,78714.8000000000,78779.1000000000,78704.4000000000,78774.0000000000,20.7041000000
|
||||
1787805900000,2026-08-27 12:45:00+08:00,78774.0000000000,78784.3000000000,78688.4000000000,78702.6000000000,22.2502000000
|
||||
1787806200000,2026-08-27 12:50:00+08:00,78702.6000000000,78713.5000000000,78668.2000000000,78713.5000000000,22.7120000000
|
||||
1787806500000,2026-08-27 12:55:00+08:00,78713.5000000000,78749.6000000000,78699.5000000000,78739.0000000000,12.6104000000
|
||||
1787806800000,2026-08-27 13:00:00+08:00,78739.0000000000,78747.6000000000,78645.0000000000,78645.0000000000,21.5167000000
|
||||
1787807100000,2026-08-27 13:05:00+08:00,78645.0000000000,78698.2000000000,78622.1000000000,78679.4000000000,29.2609000000
|
||||
1787807400000,2026-08-27 13:10:00+08:00,78679.4000000000,78689.5000000000,78605.0000000000,78611.8000000000,61.5829000000
|
||||
1787807700000,2026-08-27 13:15:00+08:00,78611.8000000000,78618.3000000000,78592.0000000000,78605.1000000000,35.0783000000
|
||||
1787808000000,2026-08-27 13:20:00+08:00,78605.1000000000,78704.1000000000,78605.1000000000,78704.1000000000,36.5485000000
|
||||
1787808300000,2026-08-27 13:25:00+08:00,78704.1000000000,78769.1000000000,78619.0000000000,78625.9000000000,38.4698000000
|
||||
1787808600000,2026-08-27 13:30:00+08:00,78625.9000000000,78648.5000000000,78572.0000000000,78601.3000000000,90.7989000000
|
||||
1787808900000,2026-08-27 13:35:00+08:00,78601.3000000000,78673.6000000000,78555.1000000000,78653.6000000000,85.8788000000
|
||||
1787809200000,2026-08-27 13:40:00+08:00,78653.6000000000,78765.0000000000,78635.0000000000,78671.5000000000,40.7765000000
|
||||
1787809500000,2026-08-27 13:45:00+08:00,78671.5000000000,78788.4000000000,78666.6000000000,78788.4000000000,45.8806000000
|
||||
1787809800000,2026-08-27 13:50:00+08:00,78788.4000000000,78894.3000000000,78787.2000000000,78808.0000000000,122.6430000000
|
||||
1787810100000,2026-08-27 13:55:00+08:00,78808.0000000000,78873.3000000000,78759.6000000000,78873.2000000000,45.3382000000
|
||||
1787810400000,2026-08-27 14:00:00+08:00,78873.2000000000,78873.3000000000,78759.7000000000,78759.8000000000,24.7614000000
|
||||
1787810700000,2026-08-27 14:05:00+08:00,78759.8000000000,78803.3000000000,78759.7000000000,78773.3000000000,12.0204000000
|
||||
1787811000000,2026-08-27 14:10:00+08:00,78773.3000000000,78773.4000000000,78612.4000000000,78648.9000000000,100.2092000000
|
||||
1787811300000,2026-08-27 14:15:00+08:00,78648.9000000000,78699.9000000000,78570.2000000000,78693.8000000000,98.5953000000
|
||||
1787811600000,2026-08-27 14:20:00+08:00,78693.8000000000,78763.0000000000,78629.6000000000,78640.2000000000,53.2610000000
|
||||
1787811900000,2026-08-27 14:25:00+08:00,78640.2000000000,78658.5000000000,78570.8000000000,78623.2000000000,70.2828000000
|
||||
1787812200000,2026-08-27 14:30:00+08:00,78623.2000000000,78764.0000000000,78623.1000000000,78717.6000000000,87.8752000000
|
||||
1787812500000,2026-08-27 14:35:00+08:00,78717.6000000000,78747.2000000000,78704.1000000000,78707.1000000000,17.8573000000
|
||||
1787812800000,2026-08-27 14:40:00+08:00,78707.1000000000,78747.1000000000,78686.2000000000,78721.9000000000,35.7001000000
|
||||
1787813100000,2026-08-27 14:45:00+08:00,78721.9000000000,78760.0000000000,78720.0000000000,78758.0000000000,45.3888000000
|
||||
1787813400000,2026-08-27 14:50:00+08:00,78758.0000000000,78809.0000000000,78738.4000000000,78771.0000000000,76.7994000000
|
||||
1787813700000,2026-08-27 14:55:00+08:00,78771.0000000000,78812.1000000000,78768.8000000000,78790.0000000000,28.1217000000
|
||||
1787814000000,2026-08-27 15:00:00+08:00,78790.0000000000,78790.0000000000,78716.0000000000,78756.5000000000,20.4661000000
|
||||
1787814300000,2026-08-27 15:05:00+08:00,78756.5000000000,78759.8000000000,78727.1000000000,78749.9000000000,13.6587000000
|
||||
1787814600000,2026-08-27 15:10:00+08:00,78749.9000000000,78830.0000000000,78749.8000000000,78796.0000000000,29.1151000000
|
||||
1787814900000,2026-08-27 15:15:00+08:00,78796.0000000000,78807.9000000000,78777.7000000000,78785.0000000000,15.6555000000
|
||||
1787815200000,2026-08-27 15:20:00+08:00,78785.0000000000,78810.0000000000,78741.0000000000,78741.0000000000,19.8535000000
|
||||
1787815500000,2026-08-27 15:25:00+08:00,78741.0000000000,78777.8000000000,78710.0000000000,78761.4000000000,20.5785000000
|
||||
1787815800000,2026-08-27 15:30:00+08:00,78761.4000000000,78832.8000000000,78754.2000000000,78824.0000000000,43.1190000000
|
||||
1787816100000,2026-08-27 15:35:00+08:00,78824.0000000000,78840.3000000000,78791.7000000000,78840.3000000000,39.4355000000
|
||||
1787816400000,2026-08-27 15:40:00+08:00,78840.3000000000,78842.9000000000,78800.5000000000,78803.8000000000,30.6445000000
|
||||
1787816700000,2026-08-27 15:45:00+08:00,78803.8000000000,78836.8000000000,78803.8000000000,78826.4000000000,20.7240000000
|
||||
1787817000000,2026-08-27 15:50:00+08:00,78826.4000000000,79023.0000000000,78826.4000000000,78996.7000000000,212.8040000000
|
||||
1787817300000,2026-08-27 15:55:00+08:00,78996.7000000000,79067.0000000000,78994.8000000000,79041.0000000000,113.7705000000
|
||||
1787817600000,2026-08-27 16:00:00+08:00,79041.0000000000,79495.2000000000,79005.8000000000,79402.6000000000,797.5790000000
|
||||
1787817900000,2026-08-27 16:05:00+08:00,79402.6000000000,79740.0000000000,79243.3000000000,79720.9000000000,843.9640000000
|
||||
1787818200000,2026-08-27 16:10:00+08:00,79720.9000000000,79850.0000000000,79507.9000000000,79600.0000000000,671.5341000000
|
||||
1787818500000,2026-08-27 16:15:00+08:00,79600.0000000000,79616.0000000000,79448.5000000000,79483.6000000000,221.1667000000
|
||||
1787818800000,2026-08-27 16:20:00+08:00,79483.6000000000,79586.3000000000,79408.1000000000,79553.1000000000,232.0833000000
|
||||
1787819100000,2026-08-27 16:25:00+08:00,79553.1000000000,79712.3000000000,79553.0000000000,79712.1000000000,238.2932000000
|
||||
1787819400000,2026-08-27 16:30:00+08:00,79712.1000000000,79854.9000000000,79712.1000000000,79821.7000000000,357.4381000000
|
||||
1787819700000,2026-08-27 16:35:00+08:00,79821.7000000000,79821.8000000000,79681.0000000000,79747.9000000000,130.5200000000
|
||||
1787820000000,2026-08-27 16:40:00+08:00,79747.9000000000,79973.0000000000,79715.2000000000,79883.8000000000,397.2666000000
|
||||
1787820300000,2026-08-27 16:45:00+08:00,79883.8000000000,79997.0000000000,79761.1000000000,79761.1000000000,339.0071000000
|
||||
1787820600000,2026-08-27 16:50:00+08:00,79761.1000000000,79840.0000000000,79728.6000000000,79743.9000000000,143.8301000000
|
||||
1787820900000,2026-08-27 16:55:00+08:00,79743.9000000000,79750.0000000000,79654.0000000000,79725.3000000000,123.1835000000
|
||||
1787821200000,2026-08-27 17:00:00+08:00,79725.3000000000,79795.4000000000,79638.3000000000,79709.2000000000,103.6513000000
|
||||
1787821500000,2026-08-27 17:05:00+08:00,79709.2000000000,79816.0000000000,79673.0000000000,79758.2000000000,134.2023000000
|
||||
1787821800000,2026-08-27 17:10:00+08:00,79758.2000000000,79846.1000000000,79758.2000000000,79843.6000000000,69.8913000000
|
||||
1787822100000,2026-08-27 17:15:00+08:00,79843.6000000000,79965.5000000000,79751.8000000000,79964.8000000000,174.1007000000
|
||||
1787822400000,2026-08-27 17:20:00+08:00,79964.8000000000,80072.1000000000,79948.4000000000,80056.2000000000,393.5386000000
|
||||
1787822700000,2026-08-27 17:25:00+08:00,80056.2000000000,80481.0000000000,80056.2000000000,80463.7000000000,1059.4839000000
|
||||
1787823000000,2026-08-27 17:30:00+08:00,80463.7000000000,80500.0000000000,80175.6000000000,80178.1000000000,541.7684000000
|
||||
1787823300000,2026-08-27 17:35:00+08:00,80178.1000000000,80289.4000000000,80162.2000000000,80245.0000000000,124.4270000000
|
||||
1787823600000,2026-08-27 17:40:00+08:00,80245.0000000000,80291.7000000000,80165.8000000000,80212.3000000000,108.6986000000
|
||||
1787823900000,2026-08-27 17:45:00+08:00,80212.3000000000,80246.2000000000,80157.9000000000,80157.9000000000,61.5374000000
|
||||
1787824200000,2026-08-27 17:50:00+08:00,80157.9000000000,80165.0000000000,80011.9000000000,80032.1000000000,259.0945000000
|
||||
1787824500000,2026-08-27 17:55:00+08:00,80032.1000000000,80032.2000000000,79874.0000000000,79956.3000000000,208.0246000000
|
||||
1787824800000,2026-08-27 18:00:00+08:00,79956.3000000000,80032.2000000000,79880.2000000000,80032.1000000000,109.2778000000
|
||||
1787825100000,2026-08-27 18:05:00+08:00,80032.1000000000,80126.6000000000,80020.1000000000,80125.6000000000,107.7835000000
|
||||
1787825400000,2026-08-27 18:10:00+08:00,80125.6000000000,80129.3000000000,79761.6000000000,79900.9000000000,249.0507000000
|
||||
1787825700000,2026-08-27 18:15:00+08:00,79900.9000000000,79952.0000000000,79796.9000000000,79922.1000000000,105.4968000000
|
||||
1787826000000,2026-08-27 18:20:00+08:00,79922.1000000000,79984.0000000000,79727.2000000000,79771.1000000000,202.7463000000
|
||||
1787826300000,2026-08-27 18:25:00+08:00,79771.1000000000,79771.1000000000,79288.1000000000,79628.8000000000,733.9067000000
|
||||
1787826600000,2026-08-27 18:30:00+08:00,79628.8000000000,79646.3000000000,79494.0000000000,79575.6000000000,162.3353000000
|
||||
1787826900000,2026-08-27 18:35:00+08:00,79575.6000000000,79617.3000000000,79325.2000000000,79423.5000000000,276.2298000000
|
||||
1787827200000,2026-08-27 18:40:00+08:00,79423.5000000000,79620.7000000000,79417.0000000000,79575.7000000000,142.2188000000
|
||||
1787827500000,2026-08-27 18:45:00+08:00,79575.7000000000,79590.3000000000,79460.0000000000,79488.1000000000,86.6883000000
|
||||
1787827800000,2026-08-27 18:50:00+08:00,79488.1000000000,79599.9000000000,79468.6000000000,79558.6000000000,72.8194000000
|
||||
1787828100000,2026-08-27 18:55:00+08:00,79558.6000000000,79596.5000000000,79506.4000000000,79596.5000000000,109.7163000000
|
||||
1787828400000,2026-08-27 19:00:00+08:00,79596.5000000000,79696.4000000000,79523.1000000000,79672.9000000000,111.3412000000
|
||||
1787828700000,2026-08-27 19:05:00+08:00,79672.9000000000,79688.4000000000,79596.2000000000,79643.3000000000,45.2699000000
|
||||
1787829000000,2026-08-27 19:10:00+08:00,79643.3000000000,79729.8000000000,79608.0000000000,79729.8000000000,136.6658000000
|
||||
1787829300000,2026-08-27 19:15:00+08:00,79729.8000000000,79734.9000000000,79600.0000000000,79650.0000000000,130.3000000000
|
||||
1787829600000,2026-08-27 19:20:00+08:00,79650.0000000000,79747.2000000000,79645.0000000000,79713.5000000000,84.6274000000
|
||||
1787829900000,2026-08-27 19:25:00+08:00,79713.5000000000,79720.0000000000,79441.2000000000,79482.5000000000,192.6247000000
|
||||
1787830200000,2026-08-27 19:30:00+08:00,79482.5000000000,79531.0000000000,79342.6000000000,79482.1000000000,148.1555000000
|
||||
1787830500000,2026-08-27 19:35:00+08:00,79482.1000000000,79502.1000000000,79350.0000000000,79355.1000000000,104.4156000000
|
||||
1787830800000,2026-08-27 19:40:00+08:00,79355.1000000000,79412.0000000000,79350.0000000000,79393.7000000000,76.6206000000
|
||||
1787831100000,2026-08-27 19:45:00+08:00,79393.7000000000,79436.4000000000,79343.5000000000,79343.6000000000,47.1925000000
|
||||
1787831400000,2026-08-27 19:50:00+08:00,79343.6000000000,79452.1000000000,79120.0000000000,79449.8000000000,393.6959000000
|
||||
1787831700000,2026-08-27 19:55:00+08:00,79449.8000000000,79468.6000000000,79428.4000000000,79441.1000000000,54.1040000000
|
||||
1787832000000,2026-08-27 20:00:00+08:00,79441.1000000000,79492.6000000000,79384.9000000000,79397.8000000000,70.5894000000
|
||||
1787832300000,2026-08-27 20:05:00+08:00,79397.8000000000,79421.2000000000,79330.6000000000,79412.4000000000,126.5985000000
|
||||
1787832600000,2026-08-27 20:10:00+08:00,79412.4000000000,79518.0000000000,79405.4000000000,79455.7000000000,67.2628000000
|
||||
1787832900000,2026-08-27 20:15:00+08:00,79455.7000000000,79512.5000000000,79353.0000000000,79365.2000000000,59.2719000000
|
||||
|
File diff suppressed because it is too large
Load Diff
@@ -0,0 +1,801 @@
|
||||
timestamp,date,open,high,low,close,volume
|
||||
1787593200000,2026-08-25 01:40:00+08:00,2465.6400000000,2468.5400000000,2459.4600000000,2459.5100000000,4964.1500000000
|
||||
1787593500000,2026-08-25 01:45:00+08:00,2459.5100000000,2465.4300000000,2457.0000000000,2464.5900000000,2115.4900000000
|
||||
1787593800000,2026-08-25 01:50:00+08:00,2464.5900000000,2467.2000000000,2463.2600000000,2463.7600000000,2702.8800000000
|
||||
1787594100000,2026-08-25 01:55:00+08:00,2463.7600000000,2468.9300000000,2460.3100000000,2467.6400000000,3441.7800000000
|
||||
1787594400000,2026-08-25 02:00:00+08:00,2467.6400000000,2474.3100000000,2467.5300000000,2473.8900000000,2821.1400000000
|
||||
1787594700000,2026-08-25 02:05:00+08:00,2473.8900000000,2480.3800000000,2472.0900000000,2474.8700000000,5883.8400000000
|
||||
1787595000000,2026-08-25 02:10:00+08:00,2474.8700000000,2482.4900000000,2474.8400000000,2480.9800000000,2821.5300000000
|
||||
1787595300000,2026-08-25 02:15:00+08:00,2480.9800000000,2481.9200000000,2477.2000000000,2478.9500000000,2019.3300000000
|
||||
1787595600000,2026-08-25 02:20:00+08:00,2478.9500000000,2479.7300000000,2475.4600000000,2475.4600000000,3068.5300000000
|
||||
1787595900000,2026-08-25 02:25:00+08:00,2475.4600000000,2481.3600000000,2473.3100000000,2478.2800000000,2395.1800000000
|
||||
1787596200000,2026-08-25 02:30:00+08:00,2478.2800000000,2481.0800000000,2474.1600000000,2474.4600000000,1250.3600000000
|
||||
1787596500000,2026-08-25 02:35:00+08:00,2474.4600000000,2476.0300000000,2465.6600000000,2470.0000000000,4034.8800000000
|
||||
1787596800000,2026-08-25 02:40:00+08:00,2470.0000000000,2475.2300000000,2469.9400000000,2475.1900000000,1771.4800000000
|
||||
1787597100000,2026-08-25 02:45:00+08:00,2475.1900000000,2479.1900000000,2473.8500000000,2478.4600000000,2041.3700000000
|
||||
1787597400000,2026-08-25 02:50:00+08:00,2478.4600000000,2479.2500000000,2471.2100000000,2474.8500000000,1510.0900000000
|
||||
1787597700000,2026-08-25 02:55:00+08:00,2474.8500000000,2475.9900000000,2471.5600000000,2472.9300000000,328.9900000000
|
||||
1787598000000,2026-08-25 03:00:00+08:00,2472.9300000000,2476.7400000000,2469.4700000000,2469.6200000000,3414.1100000000
|
||||
1787598300000,2026-08-25 03:05:00+08:00,2469.6200000000,2470.8200000000,2462.3600000000,2465.3700000000,6416.6400000000
|
||||
1787598600000,2026-08-25 03:10:00+08:00,2465.3700000000,2473.6600000000,2464.4400000000,2472.6400000000,1336.6600000000
|
||||
1787598900000,2026-08-25 03:15:00+08:00,2472.6400000000,2474.0000000000,2462.0000000000,2462.6200000000,3232.5700000000
|
||||
1787599200000,2026-08-25 03:20:00+08:00,2462.6200000000,2466.6800000000,2460.0700000000,2465.0000000000,3810.9100000000
|
||||
1787599500000,2026-08-25 03:25:00+08:00,2465.0000000000,2469.8500000000,2465.0000000000,2469.2500000000,1106.5000000000
|
||||
1787599800000,2026-08-25 03:30:00+08:00,2469.2500000000,2470.6800000000,2467.0800000000,2469.0700000000,583.7100000000
|
||||
1787600100000,2026-08-25 03:35:00+08:00,2469.0700000000,2473.2500000000,2467.7100000000,2470.8000000000,1136.0800000000
|
||||
1787600400000,2026-08-25 03:40:00+08:00,2470.8000000000,2471.4800000000,2466.3600000000,2470.5400000000,1152.4600000000
|
||||
1787600700000,2026-08-25 03:45:00+08:00,2470.5400000000,2471.4500000000,2466.5000000000,2469.2300000000,452.2000000000
|
||||
1787601000000,2026-08-25 03:50:00+08:00,2469.2300000000,2470.0400000000,2463.3900000000,2468.8000000000,1430.5200000000
|
||||
1787601300000,2026-08-25 03:55:00+08:00,2468.8000000000,2470.8000000000,2467.2900000000,2470.1300000000,1492.8300000000
|
||||
1787601600000,2026-08-25 04:00:00+08:00,2470.1300000000,2473.1200000000,2464.0200000000,2464.7300000000,1279.4900000000
|
||||
1787601900000,2026-08-25 04:05:00+08:00,2464.7300000000,2474.0000000000,2464.7300000000,2473.9900000000,1156.1100000000
|
||||
1787602200000,2026-08-25 04:10:00+08:00,2473.9900000000,2474.3000000000,2469.0100000000,2470.9700000000,982.6600000000
|
||||
1787602500000,2026-08-25 04:15:00+08:00,2470.9700000000,2470.9700000000,2467.4500000000,2470.0500000000,1144.1700000000
|
||||
1787602800000,2026-08-25 04:20:00+08:00,2470.0500000000,2471.3700000000,2467.5600000000,2469.2700000000,339.5700000000
|
||||
1787603100000,2026-08-25 04:25:00+08:00,2469.2700000000,2469.6900000000,2464.7900000000,2467.1400000000,2249.0400000000
|
||||
1787603400000,2026-08-25 04:30:00+08:00,2467.1400000000,2469.9000000000,2464.6900000000,2469.6400000000,623.8600000000
|
||||
1787603700000,2026-08-25 04:35:00+08:00,2469.6400000000,2478.2700000000,2469.4000000000,2474.9400000000,4095.9900000000
|
||||
1787604000000,2026-08-25 04:40:00+08:00,2474.9400000000,2475.3500000000,2472.6800000000,2473.0400000000,411.5800000000
|
||||
1787604300000,2026-08-25 04:45:00+08:00,2473.0400000000,2473.9900000000,2470.1300000000,2471.0800000000,439.9600000000
|
||||
1787604600000,2026-08-25 04:50:00+08:00,2471.0800000000,2471.7100000000,2469.7400000000,2471.3400000000,169.9900000000
|
||||
1787604900000,2026-08-25 04:55:00+08:00,2471.3400000000,2474.3200000000,2471.3400000000,2474.3200000000,187.2900000000
|
||||
1787605200000,2026-08-25 05:00:00+08:00,2474.3200000000,2480.8300000000,2474.1500000000,2480.1500000000,1761.7700000000
|
||||
1787605500000,2026-08-25 05:05:00+08:00,2480.1500000000,2480.6600000000,2477.6700000000,2478.7200000000,598.8200000000
|
||||
1787605800000,2026-08-25 05:10:00+08:00,2478.7200000000,2483.4200000000,2478.2800000000,2483.1300000000,718.6900000000
|
||||
1787606100000,2026-08-25 05:15:00+08:00,2483.1300000000,2483.7100000000,2477.5800000000,2477.9700000000,1482.5900000000
|
||||
1787606400000,2026-08-25 05:20:00+08:00,2477.9700000000,2481.7300000000,2477.5300000000,2479.4600000000,689.1900000000
|
||||
1787606700000,2026-08-25 05:25:00+08:00,2479.4600000000,2480.9400000000,2478.2000000000,2480.4700000000,1246.1000000000
|
||||
1787607000000,2026-08-25 05:30:00+08:00,2480.4700000000,2481.6000000000,2479.4500000000,2480.1300000000,1179.2900000000
|
||||
1787607300000,2026-08-25 05:35:00+08:00,2480.1300000000,2480.5800000000,2478.5100000000,2480.0500000000,164.5600000000
|
||||
1787607600000,2026-08-25 05:40:00+08:00,2480.0500000000,2483.2900000000,2480.0400000000,2482.1300000000,553.1200000000
|
||||
1787607900000,2026-08-25 05:45:00+08:00,2482.1300000000,2489.4600000000,2481.8000000000,2484.0600000000,4227.8800000000
|
||||
1787608200000,2026-08-25 05:50:00+08:00,2484.0600000000,2485.6100000000,2480.0600000000,2481.8500000000,3186.5800000000
|
||||
1787608500000,2026-08-25 05:55:00+08:00,2481.8500000000,2482.7700000000,2481.2300000000,2482.7700000000,196.7000000000
|
||||
1787608800000,2026-08-25 06:00:00+08:00,2482.7700000000,2484.4600000000,2478.5700000000,2480.8700000000,1051.9800000000
|
||||
1787609100000,2026-08-25 06:05:00+08:00,2480.8700000000,2483.2000000000,2479.9500000000,2480.1500000000,873.9800000000
|
||||
1787609400000,2026-08-25 06:10:00+08:00,2480.1500000000,2481.1700000000,2477.7800000000,2479.9000000000,618.7600000000
|
||||
1787609700000,2026-08-25 06:15:00+08:00,2479.9000000000,2481.3200000000,2476.4000000000,2476.5700000000,593.9100000000
|
||||
1787610000000,2026-08-25 06:20:00+08:00,2476.5700000000,2479.4500000000,2476.0000000000,2478.4800000000,597.7500000000
|
||||
1787610300000,2026-08-25 06:25:00+08:00,2478.4800000000,2478.4800000000,2474.2700000000,2476.7600000000,1090.9400000000
|
||||
1787610600000,2026-08-25 06:30:00+08:00,2476.7600000000,2482.9200000000,2476.6400000000,2481.2800000000,1184.3000000000
|
||||
1787610900000,2026-08-25 06:35:00+08:00,2481.2800000000,2483.6500000000,2479.3800000000,2481.0300000000,724.4800000000
|
||||
1787611200000,2026-08-25 06:40:00+08:00,2481.0300000000,2481.0300000000,2475.4900000000,2475.8400000000,2153.6200000000
|
||||
1787611500000,2026-08-25 06:45:00+08:00,2475.8400000000,2479.1200000000,2475.7200000000,2478.2900000000,1189.5500000000
|
||||
1787611800000,2026-08-25 06:50:00+08:00,2478.2900000000,2479.3200000000,2476.0000000000,2476.9200000000,870.0000000000
|
||||
1787612100000,2026-08-25 06:55:00+08:00,2476.9200000000,2476.9200000000,2471.1100000000,2473.2700000000,2250.5000000000
|
||||
1787612400000,2026-08-25 07:00:00+08:00,2473.2700000000,2475.7000000000,2469.4800000000,2473.6700000000,5238.7100000000
|
||||
1787612700000,2026-08-25 07:05:00+08:00,2473.6700000000,2477.9400000000,2472.9200000000,2476.6500000000,434.4600000000
|
||||
1787613000000,2026-08-25 07:10:00+08:00,2476.6500000000,2478.6000000000,2475.6900000000,2476.5300000000,304.2900000000
|
||||
1787613300000,2026-08-25 07:15:00+08:00,2476.5300000000,2478.2300000000,2475.8700000000,2477.8700000000,474.4400000000
|
||||
1787613600000,2026-08-25 07:20:00+08:00,2477.8700000000,2483.0000000000,2477.6900000000,2481.7000000000,833.1700000000
|
||||
1787613900000,2026-08-25 07:25:00+08:00,2481.7000000000,2484.2500000000,2481.5000000000,2481.9400000000,593.4800000000
|
||||
1787614200000,2026-08-25 07:30:00+08:00,2481.9400000000,2485.0000000000,2480.8000000000,2482.4600000000,1280.1400000000
|
||||
1787614500000,2026-08-25 07:35:00+08:00,2482.4600000000,2486.2600000000,2481.6600000000,2485.5300000000,678.3400000000
|
||||
1787614800000,2026-08-25 07:40:00+08:00,2485.5300000000,2486.2400000000,2483.8100000000,2484.0600000000,1978.7400000000
|
||||
1787615100000,2026-08-25 07:45:00+08:00,2484.0600000000,2485.5700000000,2477.4700000000,2477.7600000000,3105.8800000000
|
||||
1787615400000,2026-08-25 07:50:00+08:00,2477.7600000000,2478.4700000000,2475.4500000000,2478.2000000000,1668.8700000000
|
||||
1787615700000,2026-08-25 07:55:00+08:00,2478.2000000000,2482.1600000000,2476.4000000000,2480.9900000000,3318.1300000000
|
||||
1787616000000,2026-08-25 08:00:00+08:00,2480.9900000000,2482.6300000000,2478.4900000000,2478.4900000000,1262.8500000000
|
||||
1787616300000,2026-08-25 08:05:00+08:00,2478.4900000000,2483.2700000000,2476.1400000000,2477.5900000000,2421.1700000000
|
||||
1787616600000,2026-08-25 08:10:00+08:00,2477.5900000000,2482.3200000000,2476.1800000000,2477.9900000000,1650.0000000000
|
||||
1787616900000,2026-08-25 08:15:00+08:00,2477.9900000000,2477.9900000000,2470.6900000000,2475.2500000000,3351.7000000000
|
||||
1787617200000,2026-08-25 08:20:00+08:00,2475.2500000000,2479.4100000000,2474.1300000000,2477.8500000000,1466.1800000000
|
||||
1787617500000,2026-08-25 08:25:00+08:00,2477.8500000000,2481.3700000000,2476.2900000000,2477.8400000000,2058.4300000000
|
||||
1787617800000,2026-08-25 08:30:00+08:00,2477.8400000000,2479.7500000000,2475.4600000000,2478.7800000000,1020.1500000000
|
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1787618100000,2026-08-25 08:35:00+08:00,2478.7800000000,2485.5500000000,2478.3300000000,2482.9500000000,1590.1300000000
|
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1787618400000,2026-08-25 08:40:00+08:00,2482.9500000000,2494.0900000000,2480.0000000000,2491.4500000000,12392.3700000000
|
||||
1787618700000,2026-08-25 08:45:00+08:00,2491.4500000000,2504.5200000000,2489.4700000000,2492.6600000000,8041.4100000000
|
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1787619000000,2026-08-25 08:50:00+08:00,2492.6600000000,2498.9900000000,2488.6100000000,2498.9900000000,2284.9200000000
|
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1787619300000,2026-08-25 08:55:00+08:00,2498.9900000000,2499.7200000000,2491.2100000000,2491.9300000000,12468.0500000000
|
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1787619600000,2026-08-25 09:00:00+08:00,2491.9300000000,2498.8200000000,2491.0100000000,2496.0300000000,3183.5300000000
|
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1787619900000,2026-08-25 09:05:00+08:00,2496.0300000000,2496.0300000000,2488.2500000000,2491.0200000000,4432.1500000000
|
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1787620200000,2026-08-25 09:10:00+08:00,2491.0200000000,2491.0300000000,2485.5300000000,2487.3100000000,2760.5400000000
|
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1787620500000,2026-08-25 09:15:00+08:00,2487.3100000000,2494.1300000000,2482.6100000000,2492.6700000000,2145.8100000000
|
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1787620800000,2026-08-25 09:20:00+08:00,2492.6700000000,2496.8800000000,2490.8400000000,2492.4000000000,2863.5600000000
|
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1787621100000,2026-08-25 09:25:00+08:00,2492.4000000000,2503.4700000000,2491.5200000000,2496.9900000000,4617.6500000000
|
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1787621400000,2026-08-25 09:30:00+08:00,2496.9900000000,2499.5900000000,2493.8600000000,2495.4400000000,769.4400000000
|
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1787621700000,2026-08-25 09:35:00+08:00,2495.4400000000,2499.5900000000,2492.6400000000,2497.7900000000,1239.2300000000
|
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1787622000000,2026-08-25 09:40:00+08:00,2497.7900000000,2500.8800000000,2492.4800000000,2492.9000000000,1576.4300000000
|
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1787622300000,2026-08-25 09:45:00+08:00,2492.9000000000,2495.6700000000,2492.0400000000,2493.8500000000,1067.0500000000
|
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1787622600000,2026-08-25 09:50:00+08:00,2493.8500000000,2493.9400000000,2487.3600000000,2490.9400000000,2703.8600000000
|
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1787622900000,2026-08-25 09:55:00+08:00,2490.9400000000,2495.2800000000,2490.6100000000,2494.6900000000,1122.5400000000
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1787623200000,2026-08-25 10:00:00+08:00,2494.6900000000,2497.1300000000,2491.6800000000,2494.6900000000,1245.1800000000
|
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1787623500000,2026-08-25 10:05:00+08:00,2494.6900000000,2496.2400000000,2490.8400000000,2493.2300000000,1275.2800000000
|
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1787623800000,2026-08-25 10:10:00+08:00,2493.2300000000,2496.3100000000,2491.0000000000,2492.8700000000,891.2400000000
|
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1787624100000,2026-08-25 10:15:00+08:00,2492.8700000000,2518.4500000000,2491.8800000000,2518.1200000000,30062.3600000000
|
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1787624400000,2026-08-25 10:20:00+08:00,2518.1200000000,2520.7600000000,2508.4500000000,2514.8500000000,12567.2600000000
|
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1787624700000,2026-08-25 10:25:00+08:00,2514.8500000000,2533.3500000000,2512.8300000000,2529.0800000000,15628.0400000000
|
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1787625000000,2026-08-25 10:30:00+08:00,2529.0800000000,2531.6600000000,2516.4000000000,2518.3500000000,10006.1700000000
|
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1787625300000,2026-08-25 10:35:00+08:00,2518.3500000000,2519.2700000000,2513.4600000000,2518.1800000000,2756.6700000000
|
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1787625600000,2026-08-25 10:40:00+08:00,2518.1800000000,2530.4500000000,2515.5200000000,2516.1700000000,6962.2400000000
|
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1787625900000,2026-08-25 10:45:00+08:00,2516.1700000000,2518.0700000000,2506.0000000000,2508.1700000000,7287.0900000000
|
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1787626200000,2026-08-25 10:50:00+08:00,2508.1700000000,2509.8000000000,2500.2400000000,2506.4300000000,6909.5500000000
|
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1787626500000,2026-08-25 10:55:00+08:00,2506.4300000000,2509.5100000000,2505.2700000000,2506.6600000000,2273.7000000000
|
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1787626800000,2026-08-25 11:00:00+08:00,2506.6600000000,2509.8900000000,2504.2600000000,2508.2200000000,2391.0100000000
|
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1787627100000,2026-08-25 11:05:00+08:00,2508.2200000000,2513.6100000000,2508.2100000000,2510.5500000000,2181.2600000000
|
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1787627400000,2026-08-25 11:10:00+08:00,2510.5500000000,2512.7500000000,2509.0000000000,2509.9900000000,1463.1300000000
|
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1787627700000,2026-08-25 11:15:00+08:00,2509.9900000000,2511.0000000000,2505.8000000000,2509.3100000000,1522.2000000000
|
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1787628000000,2026-08-25 11:20:00+08:00,2509.3100000000,2510.9500000000,2504.1300000000,2506.2200000000,1623.2400000000
|
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1787628300000,2026-08-25 11:25:00+08:00,2506.2200000000,2507.7100000000,2503.0000000000,2504.8300000000,1516.9800000000
|
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1787628600000,2026-08-25 11:30:00+08:00,2504.8300000000,2508.4900000000,2502.6600000000,2505.3100000000,1450.3400000000
|
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1787628900000,2026-08-25 11:35:00+08:00,2505.3100000000,2507.1400000000,2503.0000000000,2506.0800000000,1461.3500000000
|
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1787629200000,2026-08-25 11:40:00+08:00,2506.0800000000,2506.2800000000,2495.0800000000,2497.6300000000,6410.5100000000
|
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1787629500000,2026-08-25 11:45:00+08:00,2497.6300000000,2500.3800000000,2487.3300000000,2493.1500000000,10715.0700000000
|
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1787629800000,2026-08-25 11:50:00+08:00,2493.1500000000,2498.2600000000,2492.4900000000,2497.1000000000,6114.7300000000
|
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1787630100000,2026-08-25 11:55:00+08:00,2497.1000000000,2498.6700000000,2492.2900000000,2498.2100000000,5688.2400000000
|
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1787630400000,2026-08-25 12:00:00+08:00,2498.2100000000,2503.1900000000,2496.2700000000,2496.5200000000,2332.3700000000
|
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1787630700000,2026-08-25 12:05:00+08:00,2496.5200000000,2498.1100000000,2491.4400000000,2498.1000000000,1622.1000000000
|
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1787631000000,2026-08-25 12:10:00+08:00,2498.1000000000,2499.8200000000,2495.7300000000,2498.8300000000,1906.4000000000
|
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1787631300000,2026-08-25 12:15:00+08:00,2498.8300000000,2499.0000000000,2490.0000000000,2492.7900000000,7493.2200000000
|
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1787631600000,2026-08-25 12:20:00+08:00,2492.7900000000,2497.0500000000,2492.0300000000,2496.7300000000,9072.4000000000
|
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1787631900000,2026-08-25 12:25:00+08:00,2496.7300000000,2497.0000000000,2492.3100000000,2493.3800000000,1469.4500000000
|
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1787632200000,2026-08-25 12:30:00+08:00,2493.3800000000,2495.9400000000,2488.0000000000,2493.1100000000,1656.2100000000
|
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1787632500000,2026-08-25 12:35:00+08:00,2493.1100000000,2496.8500000000,2490.0000000000,2491.2800000000,3074.6000000000
|
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1787632800000,2026-08-25 12:40:00+08:00,2491.2800000000,2493.4200000000,2488.8100000000,2490.6700000000,1865.9700000000
|
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1787633100000,2026-08-25 12:45:00+08:00,2490.6700000000,2493.6500000000,2489.3800000000,2493.2100000000,1410.3100000000
|
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1787633400000,2026-08-25 12:50:00+08:00,2493.2100000000,2494.7100000000,2491.3500000000,2491.5200000000,1547.6100000000
|
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1787633700000,2026-08-25 12:55:00+08:00,2491.5200000000,2494.0000000000,2489.3700000000,2493.9200000000,797.2200000000
|
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1787634000000,2026-08-25 13:00:00+08:00,2493.9200000000,2498.6600000000,2492.6100000000,2498.1900000000,3057.5000000000
|
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1787634300000,2026-08-25 13:05:00+08:00,2498.1900000000,2501.0100000000,2497.8900000000,2500.0600000000,1795.1400000000
|
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1787634600000,2026-08-25 13:10:00+08:00,2500.0600000000,2500.6000000000,2498.7700000000,2499.6900000000,2255.3700000000
|
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1787634900000,2026-08-25 13:15:00+08:00,2499.6900000000,2503.7300000000,2499.2500000000,2502.7100000000,1409.8900000000
|
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1787635200000,2026-08-25 13:20:00+08:00,2502.7100000000,2503.9400000000,2502.0300000000,2503.9300000000,2416.9500000000
|
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1787635500000,2026-08-25 13:25:00+08:00,2503.9300000000,2511.3400000000,2503.8100000000,2507.7400000000,9365.2700000000
|
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1787635800000,2026-08-25 13:30:00+08:00,2507.7400000000,2510.5800000000,2505.7800000000,2509.9600000000,3085.3300000000
|
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1787636100000,2026-08-25 13:35:00+08:00,2509.9600000000,2510.8800000000,2507.7700000000,2509.0600000000,1466.5100000000
|
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1787636400000,2026-08-25 13:40:00+08:00,2509.0600000000,2510.1900000000,2505.1000000000,2505.4800000000,3100.7700000000
|
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1787636700000,2026-08-25 13:45:00+08:00,2505.4800000000,2507.7900000000,2504.0000000000,2507.6700000000,500.0300000000
|
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1787637000000,2026-08-25 13:50:00+08:00,2507.6700000000,2509.8500000000,2506.1300000000,2506.1700000000,682.4600000000
|
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1787637300000,2026-08-25 13:55:00+08:00,2506.1700000000,2509.1800000000,2506.1100000000,2507.5700000000,1859.8800000000
|
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1787637600000,2026-08-25 14:00:00+08:00,2507.5700000000,2509.2900000000,2506.6600000000,2507.5400000000,589.1800000000
|
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1787637900000,2026-08-25 14:05:00+08:00,2507.5400000000,2509.0900000000,2506.0100000000,2507.7300000000,561.5400000000
|
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1787638200000,2026-08-25 14:10:00+08:00,2507.7300000000,2509.3700000000,2506.0000000000,2508.8500000000,1273.0400000000
|
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1787638500000,2026-08-25 14:15:00+08:00,2508.8500000000,2513.0100000000,2507.9000000000,2509.9700000000,1785.9600000000
|
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1787638800000,2026-08-25 14:20:00+08:00,2509.9700000000,2514.7000000000,2507.4800000000,2512.1900000000,1934.5400000000
|
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1787639100000,2026-08-25 14:25:00+08:00,2512.1900000000,2512.8100000000,2509.3000000000,2509.3100000000,1055.2100000000
|
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1787639400000,2026-08-25 14:30:00+08:00,2509.3100000000,2509.3100000000,2500.3200000000,2503.8200000000,6070.8300000000
|
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1787639700000,2026-08-25 14:35:00+08:00,2503.8200000000,2503.8200000000,2498.0000000000,2502.4200000000,3087.2600000000
|
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1787640000000,2026-08-25 14:40:00+08:00,2502.4200000000,2503.2800000000,2500.3000000000,2502.9400000000,1617.8400000000
|
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1787640300000,2026-08-25 14:45:00+08:00,2502.9400000000,2503.5800000000,2498.5300000000,2499.3900000000,1162.8500000000
|
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1787640600000,2026-08-25 14:50:00+08:00,2499.3900000000,2500.0500000000,2497.6000000000,2498.5000000000,2907.4000000000
|
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1787640900000,2026-08-25 14:55:00+08:00,2498.5000000000,2499.9200000000,2495.0100000000,2499.9200000000,1378.7800000000
|
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1787641200000,2026-08-25 15:00:00+08:00,2499.9200000000,2510.6800000000,2499.1500000000,2509.6100000000,3790.6700000000
|
||||
1787641500000,2026-08-25 15:05:00+08:00,2509.6100000000,2511.9900000000,2506.0000000000,2507.1000000000,4706.1400000000
|
||||
1787641800000,2026-08-25 15:10:00+08:00,2507.1000000000,2507.4800000000,2506.0000000000,2506.0900000000,715.3300000000
|
||||
1787642100000,2026-08-25 15:15:00+08:00,2506.0900000000,2507.0400000000,2501.4000000000,2502.9900000000,1072.4800000000
|
||||
1787642400000,2026-08-25 15:20:00+08:00,2502.9900000000,2505.9900000000,2502.5900000000,2503.1200000000,732.1400000000
|
||||
1787642700000,2026-08-25 15:25:00+08:00,2503.1200000000,2504.9900000000,2502.2700000000,2503.7500000000,690.5400000000
|
||||
1787643000000,2026-08-25 15:30:00+08:00,2503.7500000000,2503.7500000000,2500.0800000000,2501.0700000000,1562.7200000000
|
||||
1787643300000,2026-08-25 15:35:00+08:00,2501.0700000000,2501.7300000000,2495.1000000000,2496.6000000000,1735.7100000000
|
||||
1787643600000,2026-08-25 15:40:00+08:00,2496.6000000000,2499.1300000000,2496.6000000000,2498.3700000000,651.9100000000
|
||||
1787643900000,2026-08-25 15:45:00+08:00,2498.3700000000,2498.8700000000,2474.2700000000,2480.2500000000,19563.1500000000
|
||||
1787644200000,2026-08-25 15:50:00+08:00,2480.2500000000,2483.0400000000,2462.0300000000,2482.6500000000,29554.9100000000
|
||||
1787644500000,2026-08-25 15:55:00+08:00,2482.6500000000,2484.6600000000,2477.6500000000,2478.1000000000,3808.2000000000
|
||||
1787644800000,2026-08-25 16:00:00+08:00,2478.1000000000,2481.7000000000,2473.5400000000,2481.0300000000,6489.3200000000
|
||||
1787645100000,2026-08-25 16:05:00+08:00,2481.0300000000,2481.9900000000,2479.0000000000,2480.8900000000,1157.4500000000
|
||||
1787645400000,2026-08-25 16:10:00+08:00,2480.8900000000,2485.6300000000,2480.5200000000,2484.6000000000,1736.1400000000
|
||||
1787645700000,2026-08-25 16:15:00+08:00,2484.6000000000,2489.6000000000,2484.0500000000,2486.2300000000,2233.0900000000
|
||||
1787646000000,2026-08-25 16:20:00+08:00,2486.2300000000,2495.8000000000,2486.2200000000,2493.4700000000,6474.2300000000
|
||||
1787646300000,2026-08-25 16:25:00+08:00,2493.4700000000,2497.9100000000,2492.6900000000,2492.8800000000,7635.8400000000
|
||||
1787646600000,2026-08-25 16:30:00+08:00,2492.8800000000,2495.1500000000,2489.3200000000,2491.6800000000,2410.2900000000
|
||||
1787646900000,2026-08-25 16:35:00+08:00,2491.6800000000,2492.0000000000,2485.0000000000,2485.5900000000,3528.5200000000
|
||||
1787647200000,2026-08-25 16:40:00+08:00,2485.5900000000,2490.2200000000,2484.5700000000,2489.4500000000,3526.5500000000
|
||||
1787647500000,2026-08-25 16:45:00+08:00,2489.4500000000,2490.1100000000,2482.7100000000,2482.7100000000,1604.6000000000
|
||||
1787647800000,2026-08-25 16:50:00+08:00,2482.7100000000,2484.0000000000,2479.8800000000,2481.3200000000,1334.3000000000
|
||||
1787648100000,2026-08-25 16:55:00+08:00,2481.3200000000,2484.6900000000,2479.8800000000,2484.1100000000,764.9200000000
|
||||
1787648400000,2026-08-25 17:00:00+08:00,2484.1100000000,2484.3700000000,2478.0000000000,2480.5000000000,1344.4800000000
|
||||
1787648700000,2026-08-25 17:05:00+08:00,2480.5000000000,2484.7000000000,2479.0200000000,2484.4600000000,1292.5700000000
|
||||
1787649000000,2026-08-25 17:10:00+08:00,2484.4600000000,2488.7300000000,2482.9000000000,2486.4500000000,2974.9200000000
|
||||
1787649300000,2026-08-25 17:15:00+08:00,2486.4500000000,2488.7900000000,2484.5300000000,2486.6000000000,1012.1100000000
|
||||
1787649600000,2026-08-25 17:20:00+08:00,2486.6000000000,2491.6500000000,2486.2500000000,2489.2000000000,1407.1700000000
|
||||
1787649900000,2026-08-25 17:25:00+08:00,2489.2000000000,2489.2000000000,2483.0400000000,2486.3200000000,870.1500000000
|
||||
1787650200000,2026-08-25 17:30:00+08:00,2486.3200000000,2490.6000000000,2486.3200000000,2488.7800000000,424.6300000000
|
||||
1787650500000,2026-08-25 17:35:00+08:00,2488.7800000000,2489.1100000000,2486.1000000000,2486.5800000000,303.0400000000
|
||||
1787650800000,2026-08-25 17:40:00+08:00,2486.5800000000,2488.9300000000,2485.0100000000,2485.0300000000,377.0100000000
|
||||
1787651100000,2026-08-25 17:45:00+08:00,2485.0300000000,2486.1600000000,2480.2500000000,2480.7400000000,1220.1500000000
|
||||
1787651400000,2026-08-25 17:50:00+08:00,2480.7400000000,2481.1300000000,2462.0600000000,2470.1100000000,13842.6900000000
|
||||
1787651700000,2026-08-25 17:55:00+08:00,2470.1100000000,2474.6400000000,2467.3200000000,2473.6200000000,7368.4200000000
|
||||
1787652000000,2026-08-25 18:00:00+08:00,2473.6200000000,2475.2900000000,2468.5000000000,2475.1400000000,3599.5800000000
|
||||
1787652300000,2026-08-25 18:05:00+08:00,2475.1400000000,2477.6600000000,2473.1700000000,2475.4200000000,3494.1600000000
|
||||
1787652600000,2026-08-25 18:10:00+08:00,2475.4200000000,2479.4500000000,2475.0300000000,2477.4500000000,8503.7400000000
|
||||
1787652900000,2026-08-25 18:15:00+08:00,2477.4500000000,2478.8800000000,2475.7200000000,2478.1700000000,585.8900000000
|
||||
1787653200000,2026-08-25 18:20:00+08:00,2478.1700000000,2478.8400000000,2474.6900000000,2476.7800000000,726.0200000000
|
||||
1787653500000,2026-08-25 18:25:00+08:00,2476.7800000000,2476.9100000000,2474.0800000000,2475.3300000000,712.5900000000
|
||||
1787653800000,2026-08-25 18:30:00+08:00,2475.3300000000,2477.6500000000,2473.3100000000,2477.0600000000,767.2400000000
|
||||
1787654100000,2026-08-25 18:35:00+08:00,2477.0600000000,2477.6500000000,2475.6100000000,2477.2600000000,892.5500000000
|
||||
1787654400000,2026-08-25 18:40:00+08:00,2477.2600000000,2478.3500000000,2476.2600000000,2477.1000000000,737.6400000000
|
||||
1787654700000,2026-08-25 18:45:00+08:00,2477.1000000000,2485.2800000000,2477.0900000000,2481.3900000000,2247.8100000000
|
||||
1787655000000,2026-08-25 18:50:00+08:00,2481.3900000000,2484.9800000000,2480.0800000000,2482.9000000000,797.1800000000
|
||||
1787655300000,2026-08-25 18:55:00+08:00,2482.9000000000,2483.9800000000,2480.7200000000,2481.0300000000,473.3300000000
|
||||
1787655600000,2026-08-25 19:00:00+08:00,2481.0300000000,2481.3400000000,2478.6000000000,2479.1100000000,549.5000000000
|
||||
1787655900000,2026-08-25 19:05:00+08:00,2479.1100000000,2483.1700000000,2477.5700000000,2478.8600000000,1462.4800000000
|
||||
1787656200000,2026-08-25 19:10:00+08:00,2478.8600000000,2479.2100000000,2473.2000000000,2474.4400000000,3888.4100000000
|
||||
1787656500000,2026-08-25 19:15:00+08:00,2474.4400000000,2477.4900000000,2473.8200000000,2474.9400000000,2030.8900000000
|
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1787656800000,2026-08-25 19:20:00+08:00,2474.9400000000,2478.5100000000,2474.7500000000,2477.4300000000,1909.1800000000
|
||||
1787657100000,2026-08-25 19:25:00+08:00,2477.4300000000,2477.6000000000,2474.1900000000,2477.2800000000,772.1600000000
|
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1787657400000,2026-08-25 19:30:00+08:00,2477.2800000000,2480.7900000000,2477.2500000000,2480.3800000000,1734.7800000000
|
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1787657700000,2026-08-25 19:35:00+08:00,2480.3800000000,2485.4200000000,2480.2400000000,2481.7300000000,2045.2600000000
|
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1787658000000,2026-08-25 19:40:00+08:00,2481.7300000000,2481.8000000000,2478.2900000000,2478.2900000000,984.4800000000
|
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1787658300000,2026-08-25 19:45:00+08:00,2478.2900000000,2480.4500000000,2476.1500000000,2478.8800000000,827.6800000000
|
||||
1787658600000,2026-08-25 19:50:00+08:00,2478.8800000000,2483.0400000000,2478.2000000000,2478.2000000000,1171.5800000000
|
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1787658900000,2026-08-25 19:55:00+08:00,2478.2000000000,2479.3600000000,2476.7000000000,2477.2900000000,1748.7000000000
|
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1787659200000,2026-08-25 20:00:00+08:00,2477.2900000000,2480.7100000000,2472.8000000000,2477.2100000000,1639.6400000000
|
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1787659500000,2026-08-25 20:05:00+08:00,2477.2100000000,2477.2100000000,2466.0000000000,2472.7200000000,3967.7700000000
|
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1787659800000,2026-08-25 20:10:00+08:00,2472.7200000000,2477.3100000000,2471.5500000000,2477.0000000000,2634.6400000000
|
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1787660100000,2026-08-25 20:15:00+08:00,2477.0000000000,2477.0000000000,2469.0700000000,2470.9400000000,1878.3500000000
|
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1787660400000,2026-08-25 20:20:00+08:00,2470.9400000000,2472.1600000000,2460.9300000000,2469.2500000000,8666.4400000000
|
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1787660700000,2026-08-25 20:25:00+08:00,2469.2500000000,2470.8000000000,2455.2800000000,2467.1000000000,15259.2200000000
|
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1787661000000,2026-08-25 20:30:00+08:00,2467.1000000000,2470.4100000000,2463.0400000000,2468.7800000000,3335.6600000000
|
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1787661300000,2026-08-25 20:35:00+08:00,2468.7800000000,2470.4300000000,2464.8700000000,2465.4400000000,2425.5700000000
|
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1787661600000,2026-08-25 20:40:00+08:00,2465.4400000000,2469.8300000000,2458.4300000000,2468.7500000000,4211.3200000000
|
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1787661900000,2026-08-25 20:45:00+08:00,2468.7500000000,2474.3700000000,2467.0300000000,2472.4800000000,4162.2200000000
|
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1787662200000,2026-08-25 20:50:00+08:00,2472.4800000000,2476.1400000000,2472.4600000000,2474.4000000000,2758.7200000000
|
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1787662500000,2026-08-25 20:55:00+08:00,2474.4000000000,2475.0000000000,2472.3400000000,2472.8800000000,2523.0300000000
|
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1787662800000,2026-08-25 21:00:00+08:00,2472.8800000000,2475.0000000000,2470.5000000000,2474.7500000000,861.2400000000
|
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1787663100000,2026-08-25 21:05:00+08:00,2474.7500000000,2475.7200000000,2468.4300000000,2470.3400000000,1875.0700000000
|
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1787663400000,2026-08-25 21:10:00+08:00,2470.3400000000,2472.4100000000,2464.5500000000,2467.0000000000,3048.6400000000
|
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1787663700000,2026-08-25 21:15:00+08:00,2467.0000000000,2467.0100000000,2459.3300000000,2462.7700000000,3529.3600000000
|
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1787664000000,2026-08-25 21:20:00+08:00,2462.7700000000,2465.8100000000,2455.5100000000,2458.6300000000,7526.9100000000
|
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1787664300000,2026-08-25 21:25:00+08:00,2458.6300000000,2460.9900000000,2453.3000000000,2456.4900000000,9423.8700000000
|
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1787664600000,2026-08-25 21:30:00+08:00,2456.4900000000,2470.0000000000,2454.3500000000,2469.9900000000,5344.6700000000
|
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1787664900000,2026-08-25 21:35:00+08:00,2469.9900000000,2476.3600000000,2467.8600000000,2470.3300000000,8653.9200000000
|
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1787665200000,2026-08-25 21:40:00+08:00,2470.3300000000,2474.5700000000,2461.2000000000,2463.3500000000,4804.9200000000
|
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1787665500000,2026-08-25 21:45:00+08:00,2463.3500000000,2465.2000000000,2453.2200000000,2456.7500000000,7986.6700000000
|
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1787665800000,2026-08-25 21:50:00+08:00,2456.7500000000,2457.3400000000,2437.5100000000,2447.7300000000,27461.5800000000
|
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1787666100000,2026-08-25 21:55:00+08:00,2447.7300000000,2460.0000000000,2444.7400000000,2459.8300000000,7734.2300000000
|
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1787666400000,2026-08-25 22:00:00+08:00,2459.8300000000,2462.8800000000,2452.7900000000,2462.5000000000,4001.5700000000
|
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1787666700000,2026-08-25 22:05:00+08:00,2462.5000000000,2466.3600000000,2460.4700000000,2466.0000000000,4487.1400000000
|
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1787667000000,2026-08-25 22:10:00+08:00,2466.0000000000,2471.8100000000,2465.3700000000,2465.9900000000,5787.6400000000
|
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1787667300000,2026-08-25 22:15:00+08:00,2465.9900000000,2470.6500000000,2463.3300000000,2464.4100000000,2901.7400000000
|
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1787667600000,2026-08-25 22:20:00+08:00,2464.4100000000,2472.2800000000,2463.4400000000,2472.0300000000,7342.9200000000
|
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1787667900000,2026-08-25 22:25:00+08:00,2472.0300000000,2479.5500000000,2470.1500000000,2474.2600000000,9990.8300000000
|
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1787668200000,2026-08-25 22:30:00+08:00,2474.2600000000,2483.5000000000,2468.8100000000,2477.0300000000,14118.5500000000
|
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1787668500000,2026-08-25 22:35:00+08:00,2477.0300000000,2479.4100000000,2471.5600000000,2472.6400000000,3123.9400000000
|
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1787668800000,2026-08-25 22:40:00+08:00,2472.6400000000,2474.2600000000,2470.0100000000,2473.0700000000,2237.0700000000
|
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1787669100000,2026-08-25 22:45:00+08:00,2473.0700000000,2477.7300000000,2472.7500000000,2474.2500000000,1305.6300000000
|
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1787669400000,2026-08-25 22:50:00+08:00,2474.2500000000,2478.4400000000,2473.7000000000,2474.9900000000,1245.1400000000
|
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1787669700000,2026-08-25 22:55:00+08:00,2474.9900000000,2477.9700000000,2473.5500000000,2475.6400000000,826.7900000000
|
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1787670000000,2026-08-25 23:00:00+08:00,2475.6400000000,2476.8800000000,2472.0000000000,2474.0000000000,1380.5200000000
|
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1787670300000,2026-08-25 23:05:00+08:00,2474.0000000000,2476.3400000000,2471.0000000000,2471.5100000000,1777.0100000000
|
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1787670600000,2026-08-25 23:10:00+08:00,2471.5100000000,2472.8300000000,2465.7000000000,2466.3700000000,5001.1200000000
|
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1787670900000,2026-08-25 23:15:00+08:00,2466.3700000000,2474.9900000000,2463.9800000000,2473.7000000000,3198.0900000000
|
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1787671200000,2026-08-25 23:20:00+08:00,2473.7000000000,2476.3500000000,2470.0100000000,2470.2400000000,1446.8200000000
|
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1787671500000,2026-08-25 23:25:00+08:00,2470.2400000000,2473.6300000000,2467.3000000000,2473.4400000000,1827.6800000000
|
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1787671800000,2026-08-25 23:30:00+08:00,2473.4400000000,2474.4400000000,2468.8400000000,2472.0300000000,2943.7700000000
|
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1787672100000,2026-08-25 23:35:00+08:00,2472.0300000000,2479.0000000000,2472.0300000000,2474.7300000000,2432.4000000000
|
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1787672400000,2026-08-25 23:40:00+08:00,2474.7300000000,2476.3500000000,2471.6000000000,2476.3500000000,1132.1900000000
|
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1787672700000,2026-08-25 23:45:00+08:00,2476.3500000000,2477.2500000000,2471.2400000000,2472.3700000000,972.1600000000
|
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1787673000000,2026-08-25 23:50:00+08:00,2472.3700000000,2477.5300000000,2470.9600000000,2476.5200000000,932.1400000000
|
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1787673300000,2026-08-25 23:55:00+08:00,2476.5200000000,2482.5400000000,2476.5200000000,2481.5200000000,3282.9200000000
|
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1787673600000,2026-08-26 00:00:00+08:00,2481.5200000000,2484.3100000000,2477.9300000000,2480.1400000000,5240.8800000000
|
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1787673900000,2026-08-26 00:05:00+08:00,2480.1400000000,2480.6500000000,2475.0000000000,2475.0000000000,1527.2700000000
|
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1787674200000,2026-08-26 00:10:00+08:00,2475.0000000000,2476.2900000000,2471.0200000000,2471.9800000000,2272.3100000000
|
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1787674500000,2026-08-26 00:15:00+08:00,2471.9800000000,2475.8400000000,2471.2500000000,2474.8000000000,1515.9100000000
|
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1787674800000,2026-08-26 00:20:00+08:00,2474.8000000000,2475.2600000000,2465.1600000000,2469.3800000000,5407.1700000000
|
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1787675100000,2026-08-26 00:25:00+08:00,2469.3800000000,2471.4700000000,2467.1000000000,2470.7500000000,1127.0000000000
|
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1787675400000,2026-08-26 00:30:00+08:00,2470.7500000000,2476.8700000000,2470.4400000000,2473.9100000000,1155.5300000000
|
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1787675700000,2026-08-26 00:35:00+08:00,2473.9100000000,2475.2200000000,2471.9500000000,2474.1800000000,821.8500000000
|
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1787676000000,2026-08-26 00:40:00+08:00,2474.1800000000,2477.4900000000,2473.0800000000,2474.3000000000,670.1600000000
|
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1787676300000,2026-08-26 00:45:00+08:00,2474.3000000000,2478.6000000000,2474.0000000000,2475.5600000000,1931.1100000000
|
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1787676600000,2026-08-26 00:50:00+08:00,2475.5600000000,2475.7200000000,2470.4500000000,2470.9000000000,1244.8300000000
|
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1787676900000,2026-08-26 00:55:00+08:00,2470.9000000000,2471.3300000000,2467.5600000000,2469.5000000000,2319.3600000000
|
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1787677200000,2026-08-26 01:00:00+08:00,2469.5000000000,2470.2300000000,2462.5500000000,2465.0800000000,7804.0700000000
|
||||
1787677500000,2026-08-26 01:05:00+08:00,2465.0800000000,2467.9400000000,2456.6400000000,2459.3900000000,7996.0800000000
|
||||
1787677800000,2026-08-26 01:10:00+08:00,2459.3900000000,2461.8800000000,2454.2300000000,2461.6900000000,7231.5200000000
|
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1787678100000,2026-08-26 01:15:00+08:00,2461.6900000000,2464.8400000000,2460.9000000000,2464.0200000000,2077.7800000000
|
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1787678400000,2026-08-26 01:20:00+08:00,2464.0200000000,2465.4500000000,2457.2100000000,2458.5100000000,2099.6400000000
|
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1787678700000,2026-08-26 01:25:00+08:00,2458.5100000000,2459.4800000000,2456.1700000000,2457.2900000000,2213.2100000000
|
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1787679000000,2026-08-26 01:30:00+08:00,2457.2900000000,2467.2700000000,2457.2900000000,2464.5100000000,2680.1900000000
|
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1787679300000,2026-08-26 01:35:00+08:00,2464.5100000000,2465.4300000000,2461.9300000000,2463.3100000000,855.0800000000
|
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1787679600000,2026-08-26 01:40:00+08:00,2463.3100000000,2468.1200000000,2463.0100000000,2466.6800000000,2019.4700000000
|
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1787679900000,2026-08-26 01:45:00+08:00,2466.6800000000,2468.8900000000,2465.9000000000,2467.7900000000,5574.6700000000
|
||||
1787680200000,2026-08-26 01:50:00+08:00,2467.7900000000,2468.8900000000,2466.5800000000,2467.7600000000,718.8000000000
|
||||
1787680500000,2026-08-26 01:55:00+08:00,2467.7600000000,2470.0000000000,2467.2300000000,2469.7500000000,1302.4500000000
|
||||
1787680800000,2026-08-26 02:00:00+08:00,2469.7500000000,2473.7700000000,2468.8700000000,2469.7500000000,3898.1800000000
|
||||
1787681100000,2026-08-26 02:05:00+08:00,2469.7500000000,2472.0900000000,2469.6600000000,2471.7500000000,871.1100000000
|
||||
1787681400000,2026-08-26 02:10:00+08:00,2471.7500000000,2474.2400000000,2470.3300000000,2472.6000000000,1542.4400000000
|
||||
1787681700000,2026-08-26 02:15:00+08:00,2472.6000000000,2473.7500000000,2470.4400000000,2471.1000000000,544.8200000000
|
||||
1787682000000,2026-08-26 02:20:00+08:00,2471.1000000000,2473.6100000000,2470.0800000000,2471.9200000000,490.3100000000
|
||||
1787682300000,2026-08-26 02:25:00+08:00,2471.9200000000,2472.1700000000,2470.6700000000,2471.5900000000,495.8800000000
|
||||
1787682600000,2026-08-26 02:30:00+08:00,2471.5900000000,2471.5900000000,2466.4800000000,2466.7600000000,664.8300000000
|
||||
1787682900000,2026-08-26 02:35:00+08:00,2466.7600000000,2468.2800000000,2465.0300000000,2467.9300000000,804.5100000000
|
||||
1787683200000,2026-08-26 02:40:00+08:00,2467.9300000000,2468.0500000000,2465.7400000000,2466.8600000000,203.7200000000
|
||||
1787683500000,2026-08-26 02:45:00+08:00,2466.8600000000,2468.9900000000,2466.7500000000,2467.5700000000,3618.2400000000
|
||||
1787683800000,2026-08-26 02:50:00+08:00,2467.5700000000,2467.9500000000,2462.7800000000,2463.7400000000,2135.2000000000
|
||||
1787684100000,2026-08-26 02:55:00+08:00,2463.7400000000,2466.6900000000,2463.4200000000,2466.0100000000,1421.8400000000
|
||||
1787684400000,2026-08-26 03:00:00+08:00,2466.0100000000,2468.4300000000,2461.7400000000,2461.7400000000,573.2500000000
|
||||
1787684700000,2026-08-26 03:05:00+08:00,2461.7400000000,2465.9600000000,2461.6700000000,2465.7900000000,861.4700000000
|
||||
1787685000000,2026-08-26 03:10:00+08:00,2465.7900000000,2467.3600000000,2464.4700000000,2466.8700000000,495.4300000000
|
||||
1787685300000,2026-08-26 03:15:00+08:00,2466.8700000000,2469.1800000000,2465.8100000000,2468.8100000000,1083.4600000000
|
||||
1787685600000,2026-08-26 03:20:00+08:00,2468.8100000000,2468.9800000000,2465.7400000000,2468.1400000000,710.6000000000
|
||||
1787685900000,2026-08-26 03:25:00+08:00,2468.1400000000,2468.1400000000,2461.2000000000,2461.3900000000,673.7200000000
|
||||
1787686200000,2026-08-26 03:30:00+08:00,2461.3900000000,2461.3900000000,2455.7200000000,2459.3100000000,1875.4300000000
|
||||
1787686500000,2026-08-26 03:35:00+08:00,2459.3100000000,2461.2400000000,2458.3200000000,2458.3200000000,2150.5400000000
|
||||
1787686800000,2026-08-26 03:40:00+08:00,2458.3200000000,2458.7300000000,2454.0000000000,2455.1900000000,3418.0600000000
|
||||
1787687100000,2026-08-26 03:45:00+08:00,2455.1900000000,2458.7500000000,2455.1900000000,2457.0000000000,1263.5600000000
|
||||
1787687400000,2026-08-26 03:50:00+08:00,2457.0000000000,2461.6700000000,2456.5200000000,2460.1900000000,1672.0300000000
|
||||
1787687700000,2026-08-26 03:55:00+08:00,2460.1900000000,2462.8200000000,2458.8900000000,2462.1500000000,1122.0200000000
|
||||
1787688000000,2026-08-26 04:00:00+08:00,2462.1500000000,2463.2200000000,2447.4100000000,2454.6300000000,8300.2200000000
|
||||
1787688300000,2026-08-26 04:05:00+08:00,2454.6300000000,2458.0000000000,2451.6300000000,2457.0000000000,2321.0300000000
|
||||
1787688600000,2026-08-26 04:10:00+08:00,2457.0000000000,2457.5000000000,2454.5100000000,2456.7600000000,1885.1700000000
|
||||
1787688900000,2026-08-26 04:15:00+08:00,2456.7600000000,2460.7100000000,2455.5100000000,2460.4400000000,827.9800000000
|
||||
1787689200000,2026-08-26 04:20:00+08:00,2460.4400000000,2460.5100000000,2457.0000000000,2459.5900000000,441.8300000000
|
||||
1787689500000,2026-08-26 04:25:00+08:00,2459.5900000000,2459.9900000000,2454.9500000000,2455.1500000000,1511.1700000000
|
||||
1787689800000,2026-08-26 04:30:00+08:00,2455.1500000000,2455.9000000000,2450.6400000000,2452.7800000000,1649.0600000000
|
||||
1787690100000,2026-08-26 04:35:00+08:00,2452.7800000000,2454.9200000000,2443.7900000000,2446.0900000000,3573.6600000000
|
||||
1787690400000,2026-08-26 04:40:00+08:00,2446.0900000000,2447.7100000000,2441.1600000000,2445.2000000000,4943.3900000000
|
||||
1787690700000,2026-08-26 04:45:00+08:00,2445.2000000000,2447.2600000000,2432.3000000000,2434.6000000000,13510.7500000000
|
||||
1787691000000,2026-08-26 04:50:00+08:00,2434.6000000000,2442.1400000000,2433.6600000000,2438.0000000000,4432.5700000000
|
||||
1787691300000,2026-08-26 04:55:00+08:00,2438.0000000000,2440.8000000000,2434.6100000000,2435.3900000000,2727.5600000000
|
||||
1787691600000,2026-08-26 05:00:00+08:00,2435.3900000000,2440.1900000000,2433.7500000000,2436.2700000000,1741.9500000000
|
||||
1787691900000,2026-08-26 05:05:00+08:00,2436.2700000000,2439.0900000000,2413.3000000000,2417.1200000000,20927.2600000000
|
||||
1787692200000,2026-08-26 05:10:00+08:00,2417.1200000000,2429.3400000000,2414.3300000000,2429.2100000000,6143.8800000000
|
||||
1787692500000,2026-08-26 05:15:00+08:00,2429.2100000000,2433.7300000000,2424.4400000000,2432.8500000000,4165.0500000000
|
||||
1787692800000,2026-08-26 05:20:00+08:00,2432.8500000000,2432.8500000000,2422.4400000000,2427.6100000000,5211.5000000000
|
||||
1787693100000,2026-08-26 05:25:00+08:00,2427.6100000000,2433.3900000000,2425.2200000000,2432.9000000000,2780.7100000000
|
||||
1787693400000,2026-08-26 05:30:00+08:00,2432.9000000000,2437.1200000000,2431.1100000000,2435.3800000000,1410.5700000000
|
||||
1787693700000,2026-08-26 05:35:00+08:00,2435.3800000000,2441.7500000000,2435.3800000000,2441.2500000000,2065.2900000000
|
||||
1787694000000,2026-08-26 05:40:00+08:00,2441.2500000000,2442.2700000000,2439.1200000000,2439.9600000000,1662.9000000000
|
||||
1787694300000,2026-08-26 05:45:00+08:00,2439.9600000000,2442.0900000000,2439.3000000000,2441.4800000000,628.9900000000
|
||||
1787694600000,2026-08-26 05:50:00+08:00,2441.4800000000,2441.4900000000,2438.1900000000,2439.9900000000,749.8600000000
|
||||
1787694900000,2026-08-26 05:55:00+08:00,2439.9900000000,2443.1600000000,2438.0500000000,2440.7700000000,2414.6300000000
|
||||
1787695200000,2026-08-26 06:00:00+08:00,2440.7700000000,2447.6600000000,2440.7700000000,2447.4800000000,3136.5200000000
|
||||
1787695500000,2026-08-26 06:05:00+08:00,2447.4800000000,2450.9300000000,2446.5500000000,2447.1600000000,2064.8300000000
|
||||
1787695800000,2026-08-26 06:10:00+08:00,2447.1600000000,2450.9400000000,2447.1100000000,2450.6800000000,1874.8700000000
|
||||
1787696100000,2026-08-26 06:15:00+08:00,2450.6800000000,2451.9900000000,2448.0000000000,2449.5600000000,1017.7500000000
|
||||
1787696400000,2026-08-26 06:20:00+08:00,2449.5600000000,2450.1400000000,2445.2000000000,2447.1800000000,848.5800000000
|
||||
1787696700000,2026-08-26 06:25:00+08:00,2447.1800000000,2447.3700000000,2440.7200000000,2445.3900000000,3559.9800000000
|
||||
1787697000000,2026-08-26 06:30:00+08:00,2445.3900000000,2448.8800000000,2442.9600000000,2448.2400000000,537.7400000000
|
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1787697300000,2026-08-26 06:35:00+08:00,2448.2400000000,2449.9900000000,2446.9000000000,2447.3600000000,1049.8100000000
|
||||
1787697600000,2026-08-26 06:40:00+08:00,2447.3600000000,2449.5000000000,2446.6300000000,2449.1100000000,286.1900000000
|
||||
1787697900000,2026-08-26 06:45:00+08:00,2449.1100000000,2452.9100000000,2448.4700000000,2451.8800000000,1569.2000000000
|
||||
1787698200000,2026-08-26 06:50:00+08:00,2451.8800000000,2453.7800000000,2451.8600000000,2452.7100000000,1014.2600000000
|
||||
1787698500000,2026-08-26 06:55:00+08:00,2452.7100000000,2454.6100000000,2452.5000000000,2452.7600000000,444.3800000000
|
||||
1787698800000,2026-08-26 07:00:00+08:00,2452.7600000000,2454.7300000000,2451.5000000000,2454.3900000000,458.3900000000
|
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1787699100000,2026-08-26 07:05:00+08:00,2454.3900000000,2456.1700000000,2451.9000000000,2452.1500000000,1357.5700000000
|
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1787699400000,2026-08-26 07:10:00+08:00,2452.1500000000,2454.2300000000,2450.5200000000,2453.9100000000,1013.0200000000
|
||||
1787699700000,2026-08-26 07:15:00+08:00,2453.9100000000,2455.3800000000,2450.0000000000,2451.1300000000,1835.1000000000
|
||||
1787700000000,2026-08-26 07:20:00+08:00,2451.1300000000,2451.1600000000,2448.2000000000,2448.3200000000,1911.3100000000
|
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1787700300000,2026-08-26 07:25:00+08:00,2448.3200000000,2451.6800000000,2447.2600000000,2451.3800000000,1010.6800000000
|
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1787700600000,2026-08-26 07:30:00+08:00,2451.3800000000,2451.6000000000,2446.9900000000,2449.8600000000,1528.8300000000
|
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1787700900000,2026-08-26 07:35:00+08:00,2449.8600000000,2450.1800000000,2446.3300000000,2446.6800000000,801.1100000000
|
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1787701200000,2026-08-26 07:40:00+08:00,2446.6800000000,2446.9800000000,2441.8000000000,2443.1600000000,1397.2700000000
|
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1787701500000,2026-08-26 07:45:00+08:00,2443.1600000000,2443.1600000000,2438.2000000000,2439.2200000000,1566.5900000000
|
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1787701800000,2026-08-26 07:50:00+08:00,2439.2200000000,2440.1900000000,2435.6100000000,2438.3200000000,2298.5900000000
|
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1787702100000,2026-08-26 07:55:00+08:00,2438.3200000000,2443.2800000000,2437.1400000000,2441.6100000000,1539.9600000000
|
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1787702400000,2026-08-26 08:00:00+08:00,2441.6100000000,2444.2600000000,2438.3400000000,2443.1800000000,1557.5800000000
|
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1787702700000,2026-08-26 08:05:00+08:00,2443.1800000000,2443.4900000000,2434.3300000000,2436.7800000000,1581.2300000000
|
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1787703000000,2026-08-26 08:10:00+08:00,2436.7800000000,2440.3400000000,2435.0400000000,2435.9000000000,1143.8300000000
|
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1787703300000,2026-08-26 08:15:00+08:00,2435.9000000000,2441.8100000000,2435.2700000000,2440.5100000000,814.5000000000
|
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1787703600000,2026-08-26 08:20:00+08:00,2440.5100000000,2442.5000000000,2437.3200000000,2442.4900000000,706.6100000000
|
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1787703900000,2026-08-26 08:25:00+08:00,2442.4900000000,2442.9200000000,2439.7600000000,2442.7100000000,365.3600000000
|
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1787704200000,2026-08-26 08:30:00+08:00,2442.7100000000,2445.3300000000,2442.2500000000,2442.7500000000,793.4200000000
|
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1787704500000,2026-08-26 08:35:00+08:00,2442.7500000000,2443.3600000000,2436.6100000000,2436.8400000000,1349.2400000000
|
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1787704800000,2026-08-26 08:40:00+08:00,2436.8400000000,2442.5300000000,2436.1000000000,2439.3300000000,3276.6700000000
|
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1787705100000,2026-08-26 08:45:00+08:00,2439.3300000000,2444.3300000000,2437.7600000000,2443.7000000000,1392.7900000000
|
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1787705400000,2026-08-26 08:50:00+08:00,2443.7000000000,2449.3400000000,2443.3900000000,2448.7800000000,2249.9600000000
|
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1787705700000,2026-08-26 08:55:00+08:00,2448.7800000000,2448.7800000000,2445.1700000000,2445.1700000000,643.1600000000
|
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1787706000000,2026-08-26 09:00:00+08:00,2445.1700000000,2452.1000000000,2443.7600000000,2452.1000000000,2546.6000000000
|
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1787706300000,2026-08-26 09:05:00+08:00,2452.1000000000,2460.0000000000,2452.1000000000,2453.6500000000,3834.2700000000
|
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1787706600000,2026-08-26 09:10:00+08:00,2453.6500000000,2455.1700000000,2451.0700000000,2452.6400000000,837.1700000000
|
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1787706900000,2026-08-26 09:15:00+08:00,2452.6400000000,2456.5500000000,2451.4500000000,2455.2100000000,1878.4700000000
|
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1787707200000,2026-08-26 09:20:00+08:00,2455.2100000000,2455.8700000000,2453.3300000000,2454.0000000000,730.4700000000
|
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1787707500000,2026-08-26 09:25:00+08:00,2454.0000000000,2454.0000000000,2451.1600000000,2452.0000000000,573.1400000000
|
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1787707800000,2026-08-26 09:30:00+08:00,2452.0000000000,2458.6600000000,2451.8600000000,2458.3000000000,1424.6800000000
|
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1787708100000,2026-08-26 09:35:00+08:00,2458.3000000000,2461.0000000000,2457.7800000000,2457.9300000000,2354.8900000000
|
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1787708400000,2026-08-26 09:40:00+08:00,2457.9300000000,2458.4400000000,2455.1500000000,2456.7800000000,680.5700000000
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1787708700000,2026-08-26 09:45:00+08:00,2456.7800000000,2456.7800000000,2453.7800000000,2454.5000000000,992.1600000000
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1787709000000,2026-08-26 09:50:00+08:00,2454.5000000000,2455.0000000000,2452.9200000000,2453.8500000000,407.2700000000
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1787709300000,2026-08-26 09:55:00+08:00,2453.8500000000,2454.8600000000,2453.0000000000,2454.8600000000,748.9400000000
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1787709600000,2026-08-26 10:00:00+08:00,2454.8600000000,2458.0600000000,2454.3700000000,2456.4100000000,1994.0300000000
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1787709900000,2026-08-26 10:05:00+08:00,2456.4100000000,2456.4200000000,2452.7900000000,2453.2700000000,260.6200000000
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1787710200000,2026-08-26 10:10:00+08:00,2453.2700000000,2455.9800000000,2453.0000000000,2454.4900000000,174.8900000000
|
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1787710500000,2026-08-26 10:15:00+08:00,2454.4900000000,2462.3000000000,2454.2500000000,2459.6600000000,1742.7300000000
|
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1787710800000,2026-08-26 10:20:00+08:00,2459.6600000000,2461.5600000000,2459.0200000000,2460.7200000000,3478.9400000000
|
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1787711100000,2026-08-26 10:25:00+08:00,2460.7200000000,2467.2400000000,2460.7200000000,2466.8400000000,3481.1700000000
|
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1787711400000,2026-08-26 10:30:00+08:00,2466.8400000000,2469.1300000000,2463.7900000000,2467.2000000000,3751.2500000000
|
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1787711700000,2026-08-26 10:35:00+08:00,2467.2000000000,2468.4500000000,2465.4000000000,2466.5900000000,1180.3000000000
|
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1787712000000,2026-08-26 10:40:00+08:00,2466.5900000000,2467.0000000000,2465.5000000000,2466.0000000000,762.9500000000
|
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1787712300000,2026-08-26 10:45:00+08:00,2466.0000000000,2467.6800000000,2463.5700000000,2464.6000000000,1068.5100000000
|
||||
1787712600000,2026-08-26 10:50:00+08:00,2464.6000000000,2465.1300000000,2463.0000000000,2463.5400000000,826.4600000000
|
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1787712900000,2026-08-26 10:55:00+08:00,2463.5400000000,2465.6300000000,2463.5400000000,2463.8900000000,890.8000000000
|
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1787713200000,2026-08-26 11:00:00+08:00,2463.8900000000,2467.2000000000,2463.1500000000,2463.3100000000,5068.1300000000
|
||||
1787713500000,2026-08-26 11:05:00+08:00,2463.3100000000,2464.4800000000,2461.0700000000,2461.3600000000,1070.6100000000
|
||||
1787713800000,2026-08-26 11:10:00+08:00,2461.3600000000,2462.2800000000,2461.0000000000,2461.5100000000,474.3400000000
|
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1787714100000,2026-08-26 11:15:00+08:00,2461.5100000000,2462.9900000000,2458.6000000000,2459.9400000000,1421.7600000000
|
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1787714400000,2026-08-26 11:20:00+08:00,2459.9400000000,2465.0000000000,2459.8100000000,2463.6400000000,1727.1400000000
|
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1787714700000,2026-08-26 11:25:00+08:00,2463.6400000000,2464.0000000000,2461.5100000000,2462.1800000000,170.9300000000
|
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1787715000000,2026-08-26 11:30:00+08:00,2462.1800000000,2462.1800000000,2457.3400000000,2460.8100000000,1002.6800000000
|
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1787715300000,2026-08-26 11:35:00+08:00,2460.8100000000,2466.5000000000,2460.8100000000,2463.7100000000,1742.8000000000
|
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1787715600000,2026-08-26 11:40:00+08:00,2463.7100000000,2464.2200000000,2460.8200000000,2463.6300000000,572.0000000000
|
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1787715900000,2026-08-26 11:45:00+08:00,2463.6300000000,2464.5000000000,2460.0300000000,2460.3600000000,767.7300000000
|
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1787716200000,2026-08-26 11:50:00+08:00,2460.3600000000,2464.0000000000,2460.0000000000,2463.9900000000,894.6300000000
|
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1787716500000,2026-08-26 11:55:00+08:00,2463.9900000000,2466.3400000000,2463.9900000000,2464.3000000000,1494.0200000000
|
||||
1787716800000,2026-08-26 12:00:00+08:00,2464.3000000000,2464.6100000000,2461.0000000000,2463.5900000000,1889.8500000000
|
||||
1787717100000,2026-08-26 12:05:00+08:00,2463.5900000000,2471.8100000000,2461.7800000000,2471.7100000000,3530.6400000000
|
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1787717400000,2026-08-26 12:10:00+08:00,2471.7100000000,2471.7500000000,2463.3900000000,2465.4000000000,1790.6200000000
|
||||
1787717700000,2026-08-26 12:15:00+08:00,2465.4000000000,2469.0100000000,2463.8900000000,2469.0100000000,658.6800000000
|
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1787718000000,2026-08-26 12:20:00+08:00,2469.0100000000,2469.0200000000,2465.4700000000,2468.2500000000,1001.2200000000
|
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1787718300000,2026-08-26 12:25:00+08:00,2468.2500000000,2469.0000000000,2464.6900000000,2465.1700000000,1392.9600000000
|
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1787718600000,2026-08-26 12:30:00+08:00,2465.1700000000,2466.0700000000,2461.4100000000,2463.2100000000,1709.6200000000
|
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1787718900000,2026-08-26 12:35:00+08:00,2463.2100000000,2465.5300000000,2462.2600000000,2462.5900000000,1947.1100000000
|
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1787719200000,2026-08-26 12:40:00+08:00,2462.5900000000,2464.5900000000,2462.2600000000,2463.0900000000,143.6300000000
|
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1787719500000,2026-08-26 12:45:00+08:00,2463.0900000000,2463.0900000000,2456.0000000000,2459.4800000000,4440.4400000000
|
||||
1787719800000,2026-08-26 12:50:00+08:00,2459.4800000000,2460.9400000000,2457.5600000000,2459.3000000000,1188.8900000000
|
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1787720100000,2026-08-26 12:55:00+08:00,2459.3000000000,2459.5000000000,2454.2600000000,2455.6400000000,2486.6900000000
|
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1787720400000,2026-08-26 13:00:00+08:00,2455.6400000000,2458.1300000000,2454.2000000000,2455.4200000000,2172.9100000000
|
||||
1787720700000,2026-08-26 13:05:00+08:00,2455.4200000000,2455.9100000000,2450.0000000000,2454.6000000000,5134.8700000000
|
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1787721000000,2026-08-26 13:10:00+08:00,2454.6000000000,2458.9700000000,2454.3700000000,2456.5300000000,2622.3900000000
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1787721300000,2026-08-26 13:15:00+08:00,2456.5300000000,2458.1600000000,2452.3400000000,2453.0100000000,2001.6400000000
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1787721600000,2026-08-26 13:20:00+08:00,2453.0100000000,2461.4800000000,2452.6300000000,2461.0100000000,2235.6400000000
|
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1787721900000,2026-08-26 13:25:00+08:00,2461.0100000000,2462.9700000000,2459.1900000000,2461.8900000000,2262.7200000000
|
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1787722200000,2026-08-26 13:30:00+08:00,2461.8900000000,2467.1200000000,2461.0700000000,2464.4700000000,3084.7600000000
|
||||
1787722500000,2026-08-26 13:35:00+08:00,2464.4700000000,2465.0000000000,2461.0700000000,2462.8600000000,1038.2800000000
|
||||
1787722800000,2026-08-26 13:40:00+08:00,2462.8600000000,2464.8800000000,2462.0400000000,2464.1800000000,5151.7000000000
|
||||
1787723100000,2026-08-26 13:45:00+08:00,2464.1800000000,2464.1800000000,2461.7700000000,2463.2700000000,622.7700000000
|
||||
1787723400000,2026-08-26 13:50:00+08:00,2463.2700000000,2463.5300000000,2459.9300000000,2459.9300000000,588.4900000000
|
||||
1787723700000,2026-08-26 13:55:00+08:00,2459.9300000000,2463.7500000000,2459.9300000000,2463.2500000000,545.7900000000
|
||||
1787724000000,2026-08-26 14:00:00+08:00,2463.2500000000,2465.7000000000,2461.5000000000,2463.6400000000,2575.9400000000
|
||||
1787724300000,2026-08-26 14:05:00+08:00,2463.6400000000,2466.0000000000,2463.3000000000,2465.5400000000,1630.6300000000
|
||||
1787724600000,2026-08-26 14:10:00+08:00,2465.5400000000,2465.6400000000,2460.0000000000,2460.5100000000,897.2000000000
|
||||
1787724900000,2026-08-26 14:15:00+08:00,2460.5100000000,2461.3300000000,2455.5300000000,2455.6200000000,1446.9900000000
|
||||
1787725200000,2026-08-26 14:20:00+08:00,2455.6200000000,2458.4800000000,2454.4500000000,2454.8800000000,817.5500000000
|
||||
1787725500000,2026-08-26 14:25:00+08:00,2454.8800000000,2457.1700000000,2452.9500000000,2455.8600000000,1323.0700000000
|
||||
1787725800000,2026-08-26 14:30:00+08:00,2455.8600000000,2458.9000000000,2455.0000000000,2455.5000000000,1438.9400000000
|
||||
1787726100000,2026-08-26 14:35:00+08:00,2455.5000000000,2456.3500000000,2452.1300000000,2455.6000000000,2151.8900000000
|
||||
1787726400000,2026-08-26 14:40:00+08:00,2455.6000000000,2459.6200000000,2455.1100000000,2459.0500000000,2173.9400000000
|
||||
1787726700000,2026-08-26 14:45:00+08:00,2459.0500000000,2460.0000000000,2456.3500000000,2457.4200000000,1954.9500000000
|
||||
1787727000000,2026-08-26 14:50:00+08:00,2457.4200000000,2459.2900000000,2457.1700000000,2459.2900000000,231.7200000000
|
||||
1787727300000,2026-08-26 14:55:00+08:00,2459.2900000000,2459.2900000000,2457.3600000000,2458.7500000000,1248.3200000000
|
||||
1787727600000,2026-08-26 15:00:00+08:00,2458.7500000000,2464.7500000000,2456.0000000000,2463.7900000000,3356.6300000000
|
||||
1787727900000,2026-08-26 15:05:00+08:00,2463.7900000000,2467.2100000000,2460.9000000000,2461.1500000000,2587.8800000000
|
||||
1787728200000,2026-08-26 15:10:00+08:00,2461.1500000000,2464.5500000000,2461.1500000000,2463.6500000000,794.1200000000
|
||||
1787728500000,2026-08-26 15:15:00+08:00,2463.6500000000,2464.7200000000,2462.2000000000,2462.5200000000,674.5900000000
|
||||
1787728800000,2026-08-26 15:20:00+08:00,2462.5200000000,2464.6600000000,2460.2000000000,2462.7300000000,769.5500000000
|
||||
1787729100000,2026-08-26 15:25:00+08:00,2462.7300000000,2465.4700000000,2461.3200000000,2462.0300000000,493.3500000000
|
||||
1787729400000,2026-08-26 15:30:00+08:00,2462.0300000000,2463.5900000000,2460.3500000000,2463.5900000000,1281.2400000000
|
||||
1787729700000,2026-08-26 15:35:00+08:00,2463.5900000000,2465.6400000000,2462.6100000000,2464.4000000000,778.8000000000
|
||||
1787730000000,2026-08-26 15:40:00+08:00,2464.4000000000,2465.0000000000,2462.7500000000,2463.5500000000,1049.4400000000
|
||||
1787730300000,2026-08-26 15:45:00+08:00,2463.5500000000,2464.5000000000,2461.7100000000,2464.2200000000,405.1600000000
|
||||
1787730600000,2026-08-26 15:50:00+08:00,2464.2200000000,2465.5400000000,2461.0000000000,2461.0000000000,1324.2100000000
|
||||
1787730900000,2026-08-26 15:55:00+08:00,2461.0000000000,2462.6700000000,2460.0200000000,2460.3400000000,935.5600000000
|
||||
1787731200000,2026-08-26 16:00:00+08:00,2460.3400000000,2461.8400000000,2457.7200000000,2459.8000000000,1413.1900000000
|
||||
1787731500000,2026-08-26 16:05:00+08:00,2459.8000000000,2466.0000000000,2458.1900000000,2465.0100000000,1466.1100000000
|
||||
1787731800000,2026-08-26 16:10:00+08:00,2465.0100000000,2468.2800000000,2463.6000000000,2463.6000000000,3883.9700000000
|
||||
1787732100000,2026-08-26 16:15:00+08:00,2463.6000000000,2464.8900000000,2460.5000000000,2461.2600000000,5398.3200000000
|
||||
1787732400000,2026-08-26 16:20:00+08:00,2461.2600000000,2461.5600000000,2456.3900000000,2459.6800000000,1294.7900000000
|
||||
1787732700000,2026-08-26 16:25:00+08:00,2459.6800000000,2462.4300000000,2459.6800000000,2461.1500000000,662.6900000000
|
||||
1787733000000,2026-08-26 16:30:00+08:00,2461.1500000000,2462.2600000000,2458.5500000000,2460.5600000000,613.8200000000
|
||||
1787733300000,2026-08-26 16:35:00+08:00,2460.5600000000,2461.4900000000,2459.5900000000,2460.5000000000,785.0200000000
|
||||
1787733600000,2026-08-26 16:40:00+08:00,2460.5000000000,2463.2800000000,2459.4100000000,2462.5100000000,585.0100000000
|
||||
1787733900000,2026-08-26 16:45:00+08:00,2462.5100000000,2462.7500000000,2459.0600000000,2459.6900000000,223.0000000000
|
||||
1787734200000,2026-08-26 16:50:00+08:00,2459.6900000000,2460.5900000000,2453.9400000000,2453.9500000000,1560.9900000000
|
||||
1787734500000,2026-08-26 16:55:00+08:00,2453.9500000000,2455.7800000000,2452.0100000000,2454.9900000000,2688.4700000000
|
||||
1787734800000,2026-08-26 17:00:00+08:00,2454.9900000000,2459.0600000000,2452.7300000000,2457.3500000000,2990.8600000000
|
||||
1787735100000,2026-08-26 17:05:00+08:00,2457.3500000000,2459.6800000000,2456.2500000000,2457.0000000000,959.3800000000
|
||||
1787735400000,2026-08-26 17:10:00+08:00,2457.0000000000,2458.0000000000,2454.4400000000,2454.5100000000,888.6800000000
|
||||
1787735700000,2026-08-26 17:15:00+08:00,2454.5100000000,2455.2000000000,2444.0900000000,2446.3000000000,10243.9300000000
|
||||
1787736000000,2026-08-26 17:20:00+08:00,2446.3000000000,2449.3200000000,2444.0100000000,2444.9600000000,2951.0800000000
|
||||
1787736300000,2026-08-26 17:25:00+08:00,2444.9600000000,2450.0000000000,2444.9600000000,2449.4000000000,1979.7700000000
|
||||
1787736600000,2026-08-26 17:30:00+08:00,2449.4000000000,2452.2700000000,2446.6200000000,2451.0000000000,1856.5200000000
|
||||
1787736900000,2026-08-26 17:35:00+08:00,2451.0000000000,2451.4600000000,2446.7500000000,2447.3300000000,1101.0600000000
|
||||
1787737200000,2026-08-26 17:40:00+08:00,2447.3300000000,2447.8100000000,2443.0000000000,2443.4700000000,3290.3700000000
|
||||
1787737500000,2026-08-26 17:45:00+08:00,2443.4700000000,2447.5000000000,2440.6100000000,2447.4900000000,4580.7800000000
|
||||
1787737800000,2026-08-26 17:50:00+08:00,2447.4900000000,2448.2600000000,2444.4200000000,2444.5100000000,966.2500000000
|
||||
1787738100000,2026-08-26 17:55:00+08:00,2444.5100000000,2446.9700000000,2444.4200000000,2446.4700000000,712.4500000000
|
||||
1787738400000,2026-08-26 18:00:00+08:00,2446.4700000000,2446.7400000000,2443.5300000000,2444.6600000000,1189.3600000000
|
||||
1787738700000,2026-08-26 18:05:00+08:00,2444.6600000000,2445.9500000000,2443.0500000000,2444.3100000000,945.2600000000
|
||||
1787739000000,2026-08-26 18:10:00+08:00,2444.3100000000,2449.0100000000,2443.3300000000,2448.1200000000,3078.3200000000
|
||||
1787739300000,2026-08-26 18:15:00+08:00,2448.1200000000,2450.6900000000,2447.7000000000,2450.4900000000,1614.1000000000
|
||||
1787739600000,2026-08-26 18:20:00+08:00,2450.4900000000,2451.9700000000,2448.6400000000,2451.9700000000,1573.5700000000
|
||||
1787739900000,2026-08-26 18:25:00+08:00,2451.9700000000,2453.9800000000,2450.7100000000,2453.3700000000,1225.9500000000
|
||||
1787740200000,2026-08-26 18:30:00+08:00,2453.3700000000,2456.7300000000,2452.5000000000,2456.7000000000,1778.1000000000
|
||||
1787740500000,2026-08-26 18:35:00+08:00,2456.7000000000,2469.8300000000,2456.7000000000,2464.9700000000,10405.4300000000
|
||||
1787740800000,2026-08-26 18:40:00+08:00,2464.9700000000,2466.5000000000,2461.2900000000,2463.5900000000,5587.9600000000
|
||||
1787741100000,2026-08-26 18:45:00+08:00,2463.5900000000,2474.2300000000,2462.0800000000,2474.0400000000,7883.3000000000
|
||||
1787741400000,2026-08-26 18:50:00+08:00,2474.0400000000,2474.9900000000,2468.1100000000,2469.4700000000,5460.2900000000
|
||||
1787741700000,2026-08-26 18:55:00+08:00,2469.4700000000,2470.2500000000,2467.1900000000,2467.6300000000,1141.0600000000
|
||||
1787742000000,2026-08-26 19:00:00+08:00,2467.6300000000,2472.4600000000,2467.6300000000,2471.2200000000,1516.0700000000
|
||||
1787742300000,2026-08-26 19:05:00+08:00,2471.2200000000,2471.6500000000,2466.5300000000,2467.7000000000,936.5300000000
|
||||
1787742600000,2026-08-26 19:10:00+08:00,2467.7000000000,2469.0000000000,2465.3000000000,2467.2000000000,741.5700000000
|
||||
1787742900000,2026-08-26 19:15:00+08:00,2467.2000000000,2467.9000000000,2464.5800000000,2465.3600000000,707.8500000000
|
||||
1787743200000,2026-08-26 19:20:00+08:00,2465.3600000000,2467.3100000000,2464.3200000000,2465.4800000000,1040.4000000000
|
||||
1787743500000,2026-08-26 19:25:00+08:00,2465.4800000000,2466.0000000000,2463.6500000000,2464.6400000000,1019.5000000000
|
||||
1787743800000,2026-08-26 19:30:00+08:00,2464.6400000000,2464.8500000000,2463.3000000000,2463.5600000000,544.4100000000
|
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1787744100000,2026-08-26 19:35:00+08:00,2463.5600000000,2466.7200000000,2454.8900000000,2458.7500000000,3696.0200000000
|
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1787744400000,2026-08-26 19:40:00+08:00,2458.7500000000,2462.1600000000,2456.6500000000,2460.7200000000,1747.1500000000
|
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1787744700000,2026-08-26 19:45:00+08:00,2460.7200000000,2461.0700000000,2458.4000000000,2458.5400000000,871.7600000000
|
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1787745000000,2026-08-26 19:50:00+08:00,2458.5400000000,2464.8200000000,2458.5200000000,2464.4900000000,1538.0000000000
|
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1787745300000,2026-08-26 19:55:00+08:00,2464.4900000000,2467.8200000000,2461.2000000000,2461.6400000000,1801.2400000000
|
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1787745600000,2026-08-26 20:00:00+08:00,2461.6400000000,2464.7000000000,2459.2400000000,2462.0500000000,1794.4600000000
|
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1787745900000,2026-08-26 20:05:00+08:00,2462.0500000000,2462.1800000000,2457.5000000000,2460.2200000000,1269.2400000000
|
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1787746200000,2026-08-26 20:10:00+08:00,2460.2200000000,2462.6200000000,2459.0000000000,2459.3200000000,947.9100000000
|
||||
1787746500000,2026-08-26 20:15:00+08:00,2459.3200000000,2460.6200000000,2456.2400000000,2458.3900000000,12958.8900000000
|
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1787746800000,2026-08-26 20:20:00+08:00,2458.3900000000,2467.4600000000,2458.0600000000,2466.8100000000,1898.0200000000
|
||||
1787747100000,2026-08-26 20:25:00+08:00,2466.8100000000,2470.6300000000,2466.2600000000,2469.6000000000,3110.4600000000
|
||||
1787747400000,2026-08-26 20:30:00+08:00,2469.6000000000,2469.7400000000,2442.0300000000,2459.0000000000,18165.8500000000
|
||||
1787747700000,2026-08-26 20:35:00+08:00,2459.0000000000,2462.4100000000,2450.5600000000,2454.4700000000,8335.8300000000
|
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1787748000000,2026-08-26 20:40:00+08:00,2454.4700000000,2459.1600000000,2453.4500000000,2453.4500000000,2436.5800000000
|
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1787748300000,2026-08-26 20:45:00+08:00,2453.4500000000,2458.2700000000,2451.3100000000,2456.0000000000,2289.5000000000
|
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1787748600000,2026-08-26 20:50:00+08:00,2456.0000000000,2459.1000000000,2451.0100000000,2453.2500000000,1667.3900000000
|
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1787748900000,2026-08-26 20:55:00+08:00,2453.2500000000,2457.1200000000,2452.3400000000,2453.5600000000,2155.7200000000
|
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1787749200000,2026-08-26 21:00:00+08:00,2453.5600000000,2457.0400000000,2450.7500000000,2450.7800000000,7522.4300000000
|
||||
1787749500000,2026-08-26 21:05:00+08:00,2450.7800000000,2453.2800000000,2446.3800000000,2448.5000000000,3432.7900000000
|
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1787749800000,2026-08-26 21:10:00+08:00,2448.5000000000,2448.5900000000,2440.1800000000,2444.7700000000,8136.4900000000
|
||||
1787750100000,2026-08-26 21:15:00+08:00,2444.7700000000,2447.1600000000,2440.5300000000,2443.8300000000,3725.3300000000
|
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1787750400000,2026-08-26 21:20:00+08:00,2443.8300000000,2446.4900000000,2437.3700000000,2439.5000000000,7201.9000000000
|
||||
1787750700000,2026-08-26 21:25:00+08:00,2439.5000000000,2445.1100000000,2435.1900000000,2443.4500000000,10179.6500000000
|
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1787751000000,2026-08-26 21:30:00+08:00,2443.4500000000,2453.6600000000,2442.3400000000,2450.7400000000,7109.6900000000
|
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1787751300000,2026-08-26 21:35:00+08:00,2450.7400000000,2457.1400000000,2448.3000000000,2451.2600000000,3748.9900000000
|
||||
1787751600000,2026-08-26 21:40:00+08:00,2451.2600000000,2457.9600000000,2450.1400000000,2457.3900000000,4321.1600000000
|
||||
1787751900000,2026-08-26 21:45:00+08:00,2457.3900000000,2461.7100000000,2454.1000000000,2454.3200000000,6196.9200000000
|
||||
1787752200000,2026-08-26 21:50:00+08:00,2454.3200000000,2454.7900000000,2448.5400000000,2451.2800000000,3128.6400000000
|
||||
1787752500000,2026-08-26 21:55:00+08:00,2451.2800000000,2457.0200000000,2450.0600000000,2456.3000000000,1801.8800000000
|
||||
1787752800000,2026-08-26 22:00:00+08:00,2456.3000000000,2461.4500000000,2452.2300000000,2458.4800000000,2478.9600000000
|
||||
1787753100000,2026-08-26 22:05:00+08:00,2458.4800000000,2461.0000000000,2455.7900000000,2457.8600000000,1874.3400000000
|
||||
1787753400000,2026-08-26 22:10:00+08:00,2457.8600000000,2459.9900000000,2454.6000000000,2455.0000000000,1516.1200000000
|
||||
1787753700000,2026-08-26 22:15:00+08:00,2455.0000000000,2460.9800000000,2454.2900000000,2457.3800000000,3351.5600000000
|
||||
1787754000000,2026-08-26 22:20:00+08:00,2457.3800000000,2458.1200000000,2452.0000000000,2452.0100000000,2930.9100000000
|
||||
1787754300000,2026-08-26 22:25:00+08:00,2452.0100000000,2453.1000000000,2447.3300000000,2449.3100000000,2577.5400000000
|
||||
1787754600000,2026-08-26 22:30:00+08:00,2449.3100000000,2451.6700000000,2447.4700000000,2448.6100000000,1634.2800000000
|
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1787754900000,2026-08-26 22:35:00+08:00,2448.6100000000,2451.6500000000,2445.4000000000,2447.7600000000,2197.4400000000
|
||||
1787755200000,2026-08-26 22:40:00+08:00,2447.7600000000,2449.4600000000,2443.2000000000,2443.8000000000,3140.1300000000
|
||||
1787755500000,2026-08-26 22:45:00+08:00,2443.8000000000,2444.9900000000,2438.5500000000,2443.9500000000,8259.4700000000
|
||||
1787755800000,2026-08-26 22:50:00+08:00,2443.9500000000,2446.9700000000,2440.6400000000,2441.2800000000,6600.3400000000
|
||||
1787756100000,2026-08-26 22:55:00+08:00,2441.2800000000,2442.3600000000,2437.7100000000,2438.3700000000,3473.7600000000
|
||||
1787756400000,2026-08-26 23:00:00+08:00,2438.3700000000,2441.3900000000,2431.2300000000,2432.2700000000,12290.6700000000
|
||||
1787756700000,2026-08-26 23:05:00+08:00,2432.2700000000,2442.6300000000,2431.1900000000,2441.6700000000,3896.4200000000
|
||||
1787757000000,2026-08-26 23:10:00+08:00,2441.6700000000,2442.5700000000,2439.0000000000,2440.4100000000,3685.0300000000
|
||||
1787757300000,2026-08-26 23:15:00+08:00,2440.4100000000,2441.2300000000,2435.1800000000,2438.2700000000,2162.0700000000
|
||||
1787757600000,2026-08-26 23:20:00+08:00,2438.2700000000,2444.0000000000,2438.0200000000,2442.9800000000,2078.0200000000
|
||||
1787757900000,2026-08-26 23:25:00+08:00,2442.9800000000,2454.7500000000,2442.9700000000,2453.4100000000,8332.4300000000
|
||||
1787758200000,2026-08-26 23:30:00+08:00,2453.4100000000,2454.0000000000,2443.6300000000,2443.9300000000,5146.0600000000
|
||||
1787758500000,2026-08-26 23:35:00+08:00,2443.9300000000,2446.0000000000,2439.1200000000,2445.7700000000,5288.9400000000
|
||||
1787758800000,2026-08-26 23:40:00+08:00,2445.7700000000,2450.2300000000,2445.7700000000,2447.0900000000,1892.6400000000
|
||||
1787759100000,2026-08-26 23:45:00+08:00,2447.0900000000,2452.1200000000,2447.0900000000,2451.4600000000,623.0700000000
|
||||
1787759400000,2026-08-26 23:50:00+08:00,2451.4600000000,2451.8100000000,2447.7300000000,2448.1000000000,981.7000000000
|
||||
1787759700000,2026-08-26 23:55:00+08:00,2448.1000000000,2450.7900000000,2447.5900000000,2448.8200000000,710.7500000000
|
||||
1787760000000,2026-08-27 00:00:00+08:00,2448.8200000000,2451.0800000000,2446.1300000000,2451.0800000000,693.6600000000
|
||||
1787760300000,2026-08-27 00:05:00+08:00,2451.0800000000,2454.5300000000,2449.9600000000,2452.2800000000,5152.8300000000
|
||||
1787760600000,2026-08-27 00:10:00+08:00,2452.2800000000,2452.4800000000,2448.4000000000,2449.0900000000,927.8700000000
|
||||
1787760900000,2026-08-27 00:15:00+08:00,2449.0900000000,2450.1000000000,2446.4500000000,2448.9800000000,1127.7800000000
|
||||
1787761200000,2026-08-27 00:20:00+08:00,2448.9800000000,2452.1800000000,2447.5900000000,2447.5900000000,1236.9900000000
|
||||
1787761500000,2026-08-27 00:25:00+08:00,2447.5900000000,2449.4300000000,2446.2000000000,2448.0200000000,5098.1600000000
|
||||
1787761800000,2026-08-27 00:30:00+08:00,2448.0200000000,2450.8700000000,2446.6700000000,2450.8500000000,456.0200000000
|
||||
1787762100000,2026-08-27 00:35:00+08:00,2450.8500000000,2452.0000000000,2439.7000000000,2440.3800000000,8883.1600000000
|
||||
1787762400000,2026-08-27 00:40:00+08:00,2440.3800000000,2442.5200000000,2436.2100000000,2437.1300000000,3670.4100000000
|
||||
1787762700000,2026-08-27 00:45:00+08:00,2437.1300000000,2450.2600000000,2436.8800000000,2447.1500000000,5883.5700000000
|
||||
1787763000000,2026-08-27 00:50:00+08:00,2447.1500000000,2448.9900000000,2443.4100000000,2445.1100000000,3627.3900000000
|
||||
1787763300000,2026-08-27 00:55:00+08:00,2445.1100000000,2446.1300000000,2442.9400000000,2443.3700000000,824.0900000000
|
||||
1787763600000,2026-08-27 01:00:00+08:00,2443.3700000000,2446.2400000000,2442.7900000000,2444.4900000000,539.3300000000
|
||||
1787763900000,2026-08-27 01:05:00+08:00,2444.4900000000,2447.2500000000,2442.4400000000,2445.1000000000,610.9700000000
|
||||
1787764200000,2026-08-27 01:10:00+08:00,2445.1000000000,2446.1700000000,2442.2800000000,2446.1400000000,398.3200000000
|
||||
1787764500000,2026-08-27 01:15:00+08:00,2446.1400000000,2451.5700000000,2446.0000000000,2450.8600000000,1976.8900000000
|
||||
1787764800000,2026-08-27 01:20:00+08:00,2450.8600000000,2455.9200000000,2450.3700000000,2455.4800000000,2912.4000000000
|
||||
1787765100000,2026-08-27 01:25:00+08:00,2455.4800000000,2462.6300000000,2455.3000000000,2461.6600000000,8770.3300000000
|
||||
1787765400000,2026-08-27 01:30:00+08:00,2461.6600000000,2466.4600000000,2460.6100000000,2463.9000000000,4940.9200000000
|
||||
1787765700000,2026-08-27 01:35:00+08:00,2463.9000000000,2464.2500000000,2460.0700000000,2462.6700000000,2835.0200000000
|
||||
1787766000000,2026-08-27 01:40:00+08:00,2462.6700000000,2464.9800000000,2460.0000000000,2460.1300000000,1577.2000000000
|
||||
1787766300000,2026-08-27 01:45:00+08:00,2460.1300000000,2460.5100000000,2454.2900000000,2456.3100000000,1938.4300000000
|
||||
1787766600000,2026-08-27 01:50:00+08:00,2456.3100000000,2461.0000000000,2456.2500000000,2460.2200000000,1340.5700000000
|
||||
1787766900000,2026-08-27 01:55:00+08:00,2460.2200000000,2461.7500000000,2458.4100000000,2459.5700000000,540.3300000000
|
||||
1787767200000,2026-08-27 02:00:00+08:00,2459.5700000000,2462.4300000000,2457.4400000000,2460.8400000000,413.4600000000
|
||||
1787767500000,2026-08-27 02:05:00+08:00,2460.8400000000,2465.4300000000,2460.1800000000,2464.3200000000,644.9500000000
|
||||
1787767800000,2026-08-27 02:10:00+08:00,2464.3200000000,2471.2000000000,2463.7100000000,2466.2500000000,7631.5500000000
|
||||
1787768100000,2026-08-27 02:15:00+08:00,2466.2500000000,2467.6100000000,2464.0500000000,2465.7000000000,771.3200000000
|
||||
1787768400000,2026-08-27 02:20:00+08:00,2465.7000000000,2467.8000000000,2463.3600000000,2464.3500000000,1625.6800000000
|
||||
1787768700000,2026-08-27 02:25:00+08:00,2464.3500000000,2464.7600000000,2459.8600000000,2461.3800000000,3671.2600000000
|
||||
1787769000000,2026-08-27 02:30:00+08:00,2461.3800000000,2465.5000000000,2460.8300000000,2463.1100000000,1038.6200000000
|
||||
1787769300000,2026-08-27 02:35:00+08:00,2463.1100000000,2465.8000000000,2462.4900000000,2463.2800000000,2239.3800000000
|
||||
1787769600000,2026-08-27 02:40:00+08:00,2463.2800000000,2463.2800000000,2460.6200000000,2463.1800000000,2103.6600000000
|
||||
1787769900000,2026-08-27 02:45:00+08:00,2463.1800000000,2468.4700000000,2463.0100000000,2468.2900000000,759.2700000000
|
||||
1787770200000,2026-08-27 02:50:00+08:00,2468.2900000000,2471.5100000000,2466.4700000000,2471.3900000000,1687.3300000000
|
||||
1787770500000,2026-08-27 02:55:00+08:00,2471.3900000000,2473.5200000000,2470.1500000000,2471.4500000000,1577.8400000000
|
||||
1787770800000,2026-08-27 03:00:00+08:00,2471.4500000000,2472.0000000000,2469.8600000000,2470.7500000000,573.9100000000
|
||||
1787771100000,2026-08-27 03:05:00+08:00,2470.7500000000,2471.6300000000,2467.7900000000,2468.0600000000,1188.5100000000
|
||||
1787771400000,2026-08-27 03:10:00+08:00,2468.0600000000,2471.8700000000,2467.5400000000,2469.1700000000,1507.9600000000
|
||||
1787771700000,2026-08-27 03:15:00+08:00,2469.1700000000,2472.2800000000,2468.5200000000,2471.5100000000,2697.3400000000
|
||||
1787772000000,2026-08-27 03:20:00+08:00,2471.5100000000,2471.6500000000,2469.7000000000,2470.1600000000,569.1900000000
|
||||
1787772300000,2026-08-27 03:25:00+08:00,2470.1600000000,2483.2200000000,2469.1900000000,2479.0000000000,18950.0500000000
|
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1787772600000,2026-08-27 03:30:00+08:00,2479.0000000000,2479.5000000000,2474.0700000000,2475.6500000000,3211.8500000000
|
||||
1787772900000,2026-08-27 03:35:00+08:00,2475.6500000000,2476.6700000000,2468.6800000000,2468.8500000000,2105.9900000000
|
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1787773200000,2026-08-27 03:40:00+08:00,2468.8500000000,2470.2000000000,2466.6800000000,2469.8700000000,864.1500000000
|
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1787773500000,2026-08-27 03:45:00+08:00,2469.8700000000,2472.5900000000,2469.3200000000,2471.7500000000,851.2200000000
|
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1787773800000,2026-08-27 03:50:00+08:00,2471.7500000000,2472.7500000000,2468.6600000000,2470.1400000000,1523.6100000000
|
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1787774100000,2026-08-27 03:55:00+08:00,2470.1400000000,2471.7200000000,2468.0100000000,2469.3100000000,843.8000000000
|
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1787774400000,2026-08-27 04:00:00+08:00,2469.3100000000,2471.8900000000,2467.4000000000,2471.7900000000,638.6800000000
|
||||
1787774700000,2026-08-27 04:05:00+08:00,2471.7900000000,2473.5200000000,2470.3700000000,2470.3800000000,539.3500000000
|
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1787775000000,2026-08-27 04:10:00+08:00,2470.3800000000,2471.9500000000,2467.6700000000,2467.8100000000,680.7100000000
|
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1787775300000,2026-08-27 04:15:00+08:00,2467.8100000000,2469.7500000000,2466.2800000000,2468.2800000000,423.1700000000
|
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1787775600000,2026-08-27 04:20:00+08:00,2468.2800000000,2468.2800000000,2458.5600000000,2464.5700000000,2670.1600000000
|
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1787775900000,2026-08-27 04:25:00+08:00,2464.5700000000,2467.9600000000,2464.5700000000,2467.9600000000,1155.6900000000
|
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1787776200000,2026-08-27 04:30:00+08:00,2467.9600000000,2468.8000000000,2464.5600000000,2464.9200000000,513.5900000000
|
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1787776500000,2026-08-27 04:35:00+08:00,2464.9200000000,2466.4600000000,2462.7000000000,2465.2700000000,785.3400000000
|
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1787776800000,2026-08-27 04:40:00+08:00,2465.2700000000,2468.8600000000,2465.2600000000,2467.5900000000,492.1700000000
|
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1787777100000,2026-08-27 04:45:00+08:00,2467.5900000000,2469.2800000000,2467.1000000000,2468.2500000000,590.2700000000
|
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1787777400000,2026-08-27 04:50:00+08:00,2468.2500000000,2469.6800000000,2467.1900000000,2469.5000000000,283.3500000000
|
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1787777700000,2026-08-27 04:55:00+08:00,2469.5000000000,2471.9600000000,2469.5000000000,2471.3800000000,723.8900000000
|
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1787778000000,2026-08-27 05:00:00+08:00,2471.3800000000,2472.0000000000,2469.2100000000,2469.5400000000,376.8700000000
|
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1787778300000,2026-08-27 05:05:00+08:00,2469.5400000000,2485.3400000000,2469.5300000000,2483.8100000000,7527.4500000000
|
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1787778600000,2026-08-27 05:10:00+08:00,2483.8100000000,2494.0500000000,2479.0900000000,2491.7100000000,21347.8700000000
|
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1787778900000,2026-08-27 05:15:00+08:00,2491.7100000000,2495.3000000000,2486.7700000000,2490.7700000000,6129.8200000000
|
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1787779200000,2026-08-27 05:20:00+08:00,2490.7700000000,2494.5100000000,2488.3200000000,2493.4800000000,3087.9600000000
|
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1787779500000,2026-08-27 05:25:00+08:00,2493.4800000000,2504.3600000000,2490.9400000000,2499.2600000000,10530.1200000000
|
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1787779800000,2026-08-27 05:30:00+08:00,2499.2600000000,2500.4900000000,2493.7500000000,2495.1400000000,2447.7500000000
|
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1787780100000,2026-08-27 05:35:00+08:00,2495.1400000000,2500.1300000000,2494.4900000000,2495.3400000000,1173.2100000000
|
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1787780400000,2026-08-27 05:40:00+08:00,2495.3400000000,2495.3700000000,2492.5900000000,2492.9600000000,2179.0200000000
|
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1787780700000,2026-08-27 05:45:00+08:00,2492.9600000000,2493.9900000000,2490.2500000000,2491.6700000000,2427.3100000000
|
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1787781000000,2026-08-27 05:50:00+08:00,2491.6700000000,2497.0800000000,2491.6700000000,2496.0000000000,802.6800000000
|
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1787781300000,2026-08-27 05:55:00+08:00,2496.0000000000,2497.6600000000,2494.1200000000,2495.7400000000,510.0400000000
|
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1787781600000,2026-08-27 06:00:00+08:00,2495.7400000000,2502.9100000000,2493.2500000000,2502.6300000000,1779.7400000000
|
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1787781900000,2026-08-27 06:05:00+08:00,2502.6300000000,2506.5900000000,2500.6000000000,2500.6000000000,8461.8800000000
|
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1787782200000,2026-08-27 06:10:00+08:00,2500.6000000000,2502.9800000000,2498.7300000000,2502.1900000000,1643.3900000000
|
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1787782500000,2026-08-27 06:15:00+08:00,2502.1900000000,2514.9800000000,2501.5500000000,2509.6300000000,10606.7600000000
|
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1787782800000,2026-08-27 06:20:00+08:00,2509.6300000000,2514.9300000000,2505.1200000000,2505.7200000000,2900.6400000000
|
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1787783100000,2026-08-27 06:25:00+08:00,2505.7200000000,2507.8900000000,2504.1400000000,2505.4300000000,1125.1700000000
|
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1787783400000,2026-08-27 06:30:00+08:00,2505.4300000000,2506.0000000000,2498.2400000000,2499.3700000000,3633.0900000000
|
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1787783700000,2026-08-27 06:35:00+08:00,2499.3700000000,2499.9900000000,2493.9700000000,2494.2400000000,2425.7300000000
|
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1787784000000,2026-08-27 06:40:00+08:00,2494.2400000000,2498.7400000000,2493.2500000000,2496.9200000000,2114.5900000000
|
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1787784300000,2026-08-27 06:45:00+08:00,2496.9200000000,2496.9600000000,2492.0400000000,2492.8200000000,1327.0000000000
|
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1787784600000,2026-08-27 06:50:00+08:00,2492.8200000000,2492.8200000000,2489.0300000000,2490.0000000000,1975.3900000000
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1787784900000,2026-08-27 06:55:00+08:00,2490.0000000000,2495.3500000000,2488.2900000000,2492.5500000000,1713.8700000000
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1787785200000,2026-08-27 07:00:00+08:00,2492.5500000000,2494.8500000000,2489.5200000000,2494.0000000000,1288.8700000000
|
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1787785500000,2026-08-27 07:05:00+08:00,2494.0000000000,2494.0000000000,2487.1200000000,2488.5700000000,1390.0200000000
|
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1787785800000,2026-08-27 07:10:00+08:00,2488.5700000000,2490.5500000000,2487.8500000000,2489.4200000000,532.4800000000
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1787786100000,2026-08-27 07:15:00+08:00,2489.4200000000,2493.6800000000,2488.8800000000,2493.5200000000,619.9100000000
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1787786400000,2026-08-27 07:20:00+08:00,2493.5200000000,2496.9000000000,2492.3700000000,2495.8700000000,1728.2400000000
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1787786700000,2026-08-27 07:25:00+08:00,2495.8700000000,2499.9800000000,2494.0800000000,2498.0000000000,1575.1100000000
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1787787000000,2026-08-27 07:30:00+08:00,2498.0000000000,2501.4600000000,2496.6400000000,2497.8000000000,2054.3200000000
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1787787300000,2026-08-27 07:35:00+08:00,2497.8000000000,2505.0000000000,2497.2600000000,2503.5900000000,2197.3400000000
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1787787600000,2026-08-27 07:40:00+08:00,2503.5900000000,2506.9400000000,2501.0400000000,2506.0900000000,4003.4900000000
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1787787900000,2026-08-27 07:45:00+08:00,2506.0900000000,2511.5600000000,2499.8400000000,2504.5500000000,3611.9700000000
|
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1787788200000,2026-08-27 07:50:00+08:00,2504.5500000000,2506.0000000000,2501.6600000000,2504.2100000000,1514.9400000000
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1787788500000,2026-08-27 07:55:00+08:00,2504.2100000000,2506.9900000000,2503.3800000000,2505.7200000000,2391.0900000000
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1787788800000,2026-08-27 08:00:00+08:00,2505.7200000000,2506.0300000000,2498.6100000000,2498.7900000000,4048.8000000000
|
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1787789100000,2026-08-27 08:05:00+08:00,2498.7900000000,2509.2300000000,2498.4500000000,2509.1500000000,1548.1200000000
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1787789400000,2026-08-27 08:10:00+08:00,2509.1500000000,2509.4700000000,2500.6500000000,2501.4300000000,2276.0300000000
|
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1787789700000,2026-08-27 08:15:00+08:00,2501.4300000000,2505.3800000000,2499.2000000000,2505.1900000000,1734.7200000000
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1787790000000,2026-08-27 08:20:00+08:00,2505.1900000000,2505.3500000000,2499.7700000000,2499.7700000000,1214.8500000000
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1787790300000,2026-08-27 08:25:00+08:00,2499.7700000000,2499.9700000000,2497.5400000000,2499.7500000000,1174.7900000000
|
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1787790600000,2026-08-27 08:30:00+08:00,2499.7500000000,2500.5800000000,2497.1700000000,2497.4900000000,1664.7500000000
|
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1787790900000,2026-08-27 08:35:00+08:00,2497.4900000000,2498.6000000000,2494.2800000000,2495.6000000000,1843.8100000000
|
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1787791200000,2026-08-27 08:40:00+08:00,2495.6000000000,2496.7100000000,2493.0400000000,2494.9900000000,1250.3600000000
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1787791500000,2026-08-27 08:45:00+08:00,2494.9900000000,2495.0800000000,2491.6300000000,2494.3400000000,891.0200000000
|
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1787791800000,2026-08-27 08:50:00+08:00,2494.3400000000,2496.3300000000,2490.9400000000,2491.4300000000,1724.1200000000
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1787792100000,2026-08-27 08:55:00+08:00,2491.4300000000,2493.2800000000,2490.5700000000,2490.5700000000,1456.1700000000
|
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1787792400000,2026-08-27 09:00:00+08:00,2490.5700000000,2492.8800000000,2487.0100000000,2490.8600000000,2933.6200000000
|
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1787792700000,2026-08-27 09:05:00+08:00,2490.8600000000,2494.0200000000,2487.6800000000,2489.9900000000,1611.6700000000
|
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1787793000000,2026-08-27 09:10:00+08:00,2489.9900000000,2491.0100000000,2485.5000000000,2488.1500000000,2193.5200000000
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1787793300000,2026-08-27 09:15:00+08:00,2488.1500000000,2491.4300000000,2486.3000000000,2490.5000000000,686.0700000000
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1787793600000,2026-08-27 09:20:00+08:00,2490.5000000000,2495.7100000000,2490.5000000000,2495.6500000000,1704.9900000000
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1787793900000,2026-08-27 09:25:00+08:00,2495.6500000000,2504.7800000000,2495.3000000000,2501.9100000000,2323.7100000000
|
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1787794200000,2026-08-27 09:30:00+08:00,2501.9100000000,2504.8900000000,2496.7400000000,2499.8100000000,2483.7300000000
|
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1787794500000,2026-08-27 09:35:00+08:00,2499.8100000000,2501.8500000000,2497.0100000000,2497.9700000000,1933.0600000000
|
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1787794800000,2026-08-27 09:40:00+08:00,2497.9700000000,2497.9700000000,2491.4100000000,2491.4100000000,1735.7700000000
|
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1787795100000,2026-08-27 09:45:00+08:00,2491.4100000000,2501.3500000000,2491.1100000000,2501.0700000000,1633.9900000000
|
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1787795400000,2026-08-27 09:50:00+08:00,2501.0700000000,2504.6400000000,2499.6200000000,2499.9400000000,4074.8800000000
|
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1787795700000,2026-08-27 09:55:00+08:00,2499.9400000000,2502.5000000000,2496.3500000000,2496.6500000000,783.9000000000
|
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1787796000000,2026-08-27 10:00:00+08:00,2496.6500000000,2501.0000000000,2496.0000000000,2500.5900000000,1787.1200000000
|
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1787796300000,2026-08-27 10:05:00+08:00,2500.5900000000,2502.7600000000,2500.0000000000,2502.6500000000,1904.0700000000
|
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1787796600000,2026-08-27 10:10:00+08:00,2502.6500000000,2503.7200000000,2499.5500000000,2500.6700000000,2957.0400000000
|
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1787796900000,2026-08-27 10:15:00+08:00,2500.6700000000,2501.2200000000,2498.6100000000,2500.0600000000,359.8900000000
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1787797200000,2026-08-27 10:20:00+08:00,2500.0600000000,2500.8800000000,2494.4500000000,2496.0000000000,955.5900000000
|
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1787797500000,2026-08-27 10:25:00+08:00,2496.0000000000,2496.2600000000,2492.8700000000,2494.6700000000,566.9700000000
|
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1787797800000,2026-08-27 10:30:00+08:00,2494.6700000000,2497.0300000000,2493.4400000000,2496.4900000000,792.4800000000
|
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1787798100000,2026-08-27 10:35:00+08:00,2496.4900000000,2496.4900000000,2493.4400000000,2493.7900000000,393.0100000000
|
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1787798400000,2026-08-27 10:40:00+08:00,2493.7900000000,2493.7900000000,2491.0200000000,2492.4200000000,6375.5200000000
|
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1787798700000,2026-08-27 10:45:00+08:00,2492.4200000000,2494.3200000000,2492.0000000000,2493.4500000000,5604.1600000000
|
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1787799000000,2026-08-27 10:50:00+08:00,2493.4500000000,2494.6300000000,2492.1300000000,2492.9000000000,4299.4800000000
|
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1787799300000,2026-08-27 10:55:00+08:00,2492.9000000000,2493.6000000000,2492.0600000000,2493.6000000000,2463.4400000000
|
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1787799600000,2026-08-27 11:00:00+08:00,2493.6000000000,2493.9000000000,2492.1200000000,2493.3700000000,178.1800000000
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1787799900000,2026-08-27 11:05:00+08:00,2493.3700000000,2495.8900000000,2492.3900000000,2492.9600000000,422.7900000000
|
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1787800200000,2026-08-27 11:10:00+08:00,2492.9600000000,2494.1100000000,2488.6700000000,2489.8800000000,815.3400000000
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1787800500000,2026-08-27 11:15:00+08:00,2489.8800000000,2493.5800000000,2487.5600000000,2493.2100000000,1930.6900000000
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1787800800000,2026-08-27 11:20:00+08:00,2493.2100000000,2497.1100000000,2490.0100000000,2494.7100000000,2436.9000000000
|
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1787801100000,2026-08-27 11:25:00+08:00,2494.7100000000,2497.6700000000,2492.2000000000,2496.3500000000,9304.8700000000
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1787801400000,2026-08-27 11:30:00+08:00,2496.3500000000,2496.9900000000,2492.4200000000,2493.3000000000,784.0300000000
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1787801700000,2026-08-27 11:35:00+08:00,2493.3000000000,2494.6500000000,2491.8400000000,2492.3300000000,367.3600000000
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1787802000000,2026-08-27 11:40:00+08:00,2492.3300000000,2492.6700000000,2491.0000000000,2491.0000000000,633.2700000000
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1787802300000,2026-08-27 11:45:00+08:00,2491.0000000000,2493.2600000000,2487.9100000000,2489.1000000000,1446.1100000000
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1787802600000,2026-08-27 11:50:00+08:00,2489.1000000000,2490.5900000000,2487.9100000000,2490.5900000000,1574.7000000000
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1787802900000,2026-08-27 11:55:00+08:00,2490.5900000000,2492.0200000000,2489.7800000000,2491.7800000000,1475.6600000000
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1787803200000,2026-08-27 12:00:00+08:00,2491.7800000000,2493.3500000000,2491.5200000000,2492.2100000000,558.8000000000
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1787803500000,2026-08-27 12:05:00+08:00,2492.2100000000,2493.6300000000,2490.2100000000,2493.2300000000,278.4800000000
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1787803800000,2026-08-27 12:10:00+08:00,2493.2300000000,2493.3200000000,2492.0200000000,2492.8400000000,354.5400000000
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1787804100000,2026-08-27 12:15:00+08:00,2492.8400000000,2494.4800000000,2492.2600000000,2493.8900000000,463.5100000000
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1787804400000,2026-08-27 12:20:00+08:00,2493.8900000000,2493.8900000000,2491.4800000000,2493.2500000000,136.3900000000
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1787804700000,2026-08-27 12:25:00+08:00,2493.2500000000,2493.5000000000,2490.4200000000,2490.4200000000,916.1600000000
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1787805000000,2026-08-27 12:30:00+08:00,2490.4200000000,2490.4200000000,2486.0000000000,2486.0600000000,1379.6700000000
|
||||
1787805300000,2026-08-27 12:35:00+08:00,2486.0600000000,2486.4700000000,2482.3900000000,2485.5200000000,7914.7600000000
|
||||
1787805600000,2026-08-27 12:40:00+08:00,2485.5200000000,2487.7800000000,2484.3000000000,2487.7700000000,2145.9800000000
|
||||
1787805900000,2026-08-27 12:45:00+08:00,2487.7700000000,2489.8800000000,2484.4600000000,2485.5100000000,1345.3000000000
|
||||
1787806200000,2026-08-27 12:50:00+08:00,2485.5100000000,2485.6700000000,2482.8200000000,2485.3800000000,2015.0300000000
|
||||
1787806500000,2026-08-27 12:55:00+08:00,2485.3800000000,2486.0200000000,2485.0900000000,2486.0200000000,427.1800000000
|
||||
1787806800000,2026-08-27 13:00:00+08:00,2486.0200000000,2487.0100000000,2482.4500000000,2482.6000000000,1191.0500000000
|
||||
1787807100000,2026-08-27 13:05:00+08:00,2482.6000000000,2486.0600000000,2482.0000000000,2485.3100000000,1508.6700000000
|
||||
1787807400000,2026-08-27 13:10:00+08:00,2485.3100000000,2486.4500000000,2483.9700000000,2484.2000000000,339.3800000000
|
||||
1787807700000,2026-08-27 13:15:00+08:00,2484.2000000000,2484.2000000000,2482.1900000000,2483.4600000000,863.6100000000
|
||||
1787808000000,2026-08-27 13:20:00+08:00,2483.4600000000,2489.1000000000,2483.4600000000,2489.0900000000,1460.0900000000
|
||||
1787808300000,2026-08-27 13:25:00+08:00,2489.0900000000,2490.0000000000,2482.1500000000,2483.7200000000,1926.9900000000
|
||||
1787808600000,2026-08-27 13:30:00+08:00,2483.7200000000,2484.9500000000,2480.1400000000,2482.8300000000,1721.6200000000
|
||||
1787808900000,2026-08-27 13:35:00+08:00,2482.8300000000,2487.0000000000,2480.0100000000,2486.2900000000,2053.7900000000
|
||||
1787809200000,2026-08-27 13:40:00+08:00,2486.2900000000,2489.3800000000,2485.0000000000,2486.9100000000,2121.7700000000
|
||||
1787809500000,2026-08-27 13:45:00+08:00,2486.9100000000,2493.5500000000,2486.8000000000,2493.3300000000,1967.8700000000
|
||||
1787809800000,2026-08-27 13:50:00+08:00,2493.3300000000,2496.6600000000,2492.1500000000,2493.2800000000,5408.8400000000
|
||||
1787810100000,2026-08-27 13:55:00+08:00,2493.2800000000,2495.9300000000,2491.4400000000,2495.2700000000,2222.9200000000
|
||||
1787810400000,2026-08-27 14:00:00+08:00,2495.2700000000,2495.2700000000,2491.5900000000,2491.7200000000,654.6900000000
|
||||
1787810700000,2026-08-27 14:05:00+08:00,2491.7200000000,2492.3900000000,2489.5000000000,2489.7500000000,485.5000000000
|
||||
1787811000000,2026-08-27 14:10:00+08:00,2489.7500000000,2489.7500000000,2484.0000000000,2487.3300000000,2834.7400000000
|
||||
1787811300000,2026-08-27 14:15:00+08:00,2487.3300000000,2487.6100000000,2482.0200000000,2484.7000000000,3837.7000000000
|
||||
1787811600000,2026-08-27 14:20:00+08:00,2484.7000000000,2486.5000000000,2483.8100000000,2483.8100000000,825.8400000000
|
||||
1787811900000,2026-08-27 14:25:00+08:00,2483.8100000000,2484.8500000000,2483.1100000000,2484.5200000000,691.6300000000
|
||||
1787812200000,2026-08-27 14:30:00+08:00,2484.5200000000,2487.2300000000,2484.4800000000,2486.2400000000,1362.9200000000
|
||||
1787812500000,2026-08-27 14:35:00+08:00,2486.2400000000,2487.5000000000,2485.8300000000,2486.1100000000,978.6700000000
|
||||
1787812800000,2026-08-27 14:40:00+08:00,2486.1100000000,2487.4600000000,2485.6200000000,2487.1200000000,232.0800000000
|
||||
1787813100000,2026-08-27 14:45:00+08:00,2487.1200000000,2488.8900000000,2487.0300000000,2488.5500000000,897.8600000000
|
||||
1787813400000,2026-08-27 14:50:00+08:00,2488.5500000000,2491.2100000000,2488.5500000000,2490.1500000000,677.1000000000
|
||||
1787813700000,2026-08-27 14:55:00+08:00,2490.1500000000,2492.1100000000,2490.0000000000,2491.7500000000,442.0200000000
|
||||
1787814000000,2026-08-27 15:00:00+08:00,2491.7500000000,2491.7500000000,2489.7400000000,2490.6800000000,831.6100000000
|
||||
1787814300000,2026-08-27 15:05:00+08:00,2490.6800000000,2491.0500000000,2489.1300000000,2489.7000000000,238.0100000000
|
||||
1787814600000,2026-08-27 15:10:00+08:00,2489.7000000000,2494.1200000000,2489.5800000000,2492.8200000000,492.4100000000
|
||||
1787814900000,2026-08-27 15:15:00+08:00,2492.8200000000,2493.1300000000,2491.6000000000,2492.3600000000,799.9200000000
|
||||
1787815200000,2026-08-27 15:20:00+08:00,2492.3600000000,2492.8500000000,2489.0000000000,2489.0000000000,567.4600000000
|
||||
1787815500000,2026-08-27 15:25:00+08:00,2489.0000000000,2489.9300000000,2487.3100000000,2489.4900000000,576.5900000000
|
||||
1787815800000,2026-08-27 15:30:00+08:00,2489.4900000000,2492.8800000000,2489.0500000000,2491.4500000000,1307.5400000000
|
||||
1787816100000,2026-08-27 15:35:00+08:00,2491.4500000000,2491.8000000000,2489.0600000000,2491.7900000000,471.9000000000
|
||||
1787816400000,2026-08-27 15:40:00+08:00,2491.7900000000,2491.7900000000,2489.3100000000,2490.5300000000,1267.6600000000
|
||||
1787816700000,2026-08-27 15:45:00+08:00,2490.5300000000,2491.6800000000,2490.3700000000,2491.6000000000,443.9800000000
|
||||
1787817000000,2026-08-27 15:50:00+08:00,2491.6000000000,2494.9900000000,2491.1500000000,2494.9800000000,1109.2300000000
|
||||
1787817300000,2026-08-27 15:55:00+08:00,2494.9800000000,2497.5700000000,2494.9800000000,2495.8800000000,3024.4900000000
|
||||
1787817600000,2026-08-27 16:00:00+08:00,2495.8800000000,2518.7700000000,2495.7200000000,2511.4900000000,18746.7200000000
|
||||
1787817900000,2026-08-27 16:05:00+08:00,2511.4900000000,2526.9900000000,2504.4500000000,2524.8200000000,28305.4900000000
|
||||
1787818200000,2026-08-27 16:10:00+08:00,2524.8200000000,2528.0000000000,2515.7700000000,2518.8500000000,14913.1400000000
|
||||
1787818500000,2026-08-27 16:15:00+08:00,2518.8500000000,2519.4900000000,2513.1600000000,2516.4300000000,3850.1800000000
|
||||
1787818800000,2026-08-27 16:20:00+08:00,2516.4300000000,2517.8000000000,2510.8000000000,2516.7500000000,5660.5600000000
|
||||
1787819100000,2026-08-27 16:25:00+08:00,2516.7500000000,2535.6400000000,2516.7400000000,2533.0900000000,13820.4800000000
|
||||
1787819400000,2026-08-27 16:30:00+08:00,2533.0900000000,2545.7500000000,2532.6800000000,2535.9900000000,20144.1700000000
|
||||
1787819700000,2026-08-27 16:35:00+08:00,2535.9900000000,2536.1100000000,2525.6800000000,2529.5000000000,12412.2300000000
|
||||
1787820000000,2026-08-27 16:40:00+08:00,2529.5000000000,2538.4700000000,2528.3700000000,2535.2400000000,4455.6700000000
|
||||
1787820300000,2026-08-27 16:45:00+08:00,2535.2400000000,2539.6800000000,2532.0000000000,2534.1600000000,13021.4300000000
|
||||
1787820600000,2026-08-27 16:50:00+08:00,2534.1600000000,2537.9300000000,2531.7800000000,2532.2500000000,2804.3100000000
|
||||
1787820900000,2026-08-27 16:55:00+08:00,2532.2500000000,2532.4100000000,2527.8000000000,2529.9900000000,2167.8800000000
|
||||
1787821200000,2026-08-27 17:00:00+08:00,2529.9900000000,2531.4900000000,2524.0600000000,2527.3500000000,3252.9700000000
|
||||
1787821500000,2026-08-27 17:05:00+08:00,2527.3500000000,2532.5000000000,2525.5000000000,2531.3000000000,2489.6500000000
|
||||
1787821800000,2026-08-27 17:10:00+08:00,2531.3000000000,2535.9900000000,2531.0500000000,2534.3300000000,1601.8300000000
|
||||
1787822100000,2026-08-27 17:15:00+08:00,2534.3300000000,2536.5400000000,2529.7500000000,2536.3900000000,5464.3200000000
|
||||
1787822400000,2026-08-27 17:20:00+08:00,2536.3900000000,2541.5600000000,2535.0200000000,2539.2900000000,5989.4000000000
|
||||
1787822700000,2026-08-27 17:25:00+08:00,2539.2900000000,2566.5700000000,2539.2800000000,2553.3400000000,46237.0800000000
|
||||
1787823000000,2026-08-27 17:30:00+08:00,2553.3400000000,2555.4900000000,2544.7600000000,2545.9500000000,8269.0500000000
|
||||
1787823300000,2026-08-27 17:35:00+08:00,2545.9500000000,2547.6000000000,2542.4500000000,2545.5000000000,4929.8100000000
|
||||
1787823600000,2026-08-27 17:40:00+08:00,2545.5000000000,2548.0000000000,2537.2100000000,2540.6700000000,5762.6000000000
|
||||
1787823900000,2026-08-27 17:45:00+08:00,2540.6700000000,2544.6000000000,2540.0000000000,2540.4700000000,1181.6700000000
|
||||
1787824200000,2026-08-27 17:50:00+08:00,2540.4700000000,2540.9900000000,2535.1000000000,2536.5000000000,4114.3200000000
|
||||
1787824500000,2026-08-27 17:55:00+08:00,2536.5000000000,2536.5000000000,2531.3100000000,2533.5800000000,3591.5400000000
|
||||
1787824800000,2026-08-27 18:00:00+08:00,2533.5800000000,2534.8000000000,2529.5800000000,2534.6400000000,3780.7000000000
|
||||
1787825100000,2026-08-27 18:05:00+08:00,2534.6400000000,2539.1300000000,2533.6200000000,2538.7300000000,3231.9300000000
|
||||
1787825400000,2026-08-27 18:10:00+08:00,2538.7300000000,2538.7300000000,2524.8300000000,2529.1600000000,2934.5800000000
|
||||
1787825700000,2026-08-27 18:15:00+08:00,2529.1600000000,2531.3800000000,2525.8800000000,2527.5600000000,4090.2300000000
|
||||
1787826000000,2026-08-27 18:20:00+08:00,2527.5600000000,2530.0000000000,2521.0000000000,2522.1300000000,6821.5100000000
|
||||
1787826300000,2026-08-27 18:25:00+08:00,2522.1300000000,2522.3900000000,2484.9300000000,2509.7800000000,63015.4400000000
|
||||
1787826600000,2026-08-27 18:30:00+08:00,2509.7800000000,2512.0000000000,2503.5900000000,2506.6300000000,4421.1500000000
|
||||
1787826900000,2026-08-27 18:35:00+08:00,2506.6300000000,2508.6100000000,2495.7600000000,2498.5000000000,6079.4100000000
|
||||
1787827200000,2026-08-27 18:40:00+08:00,2498.5000000000,2507.2100000000,2498.5000000000,2505.0600000000,2442.5900000000
|
||||
1787827500000,2026-08-27 18:45:00+08:00,2505.0600000000,2505.9100000000,2499.8800000000,2500.7600000000,3052.3700000000
|
||||
1787827800000,2026-08-27 18:50:00+08:00,2500.7600000000,2504.7300000000,2500.1000000000,2504.2000000000,1312.4700000000
|
||||
1787828100000,2026-08-27 18:55:00+08:00,2504.2000000000,2504.9500000000,2500.3800000000,2502.8100000000,3925.4400000000
|
||||
1787828400000,2026-08-27 19:00:00+08:00,2502.8100000000,2507.8900000000,2500.6500000000,2506.2600000000,3489.6500000000
|
||||
1787828700000,2026-08-27 19:05:00+08:00,2506.2600000000,2507.4500000000,2503.6100000000,2504.9100000000,3035.6500000000
|
||||
1787829000000,2026-08-27 19:10:00+08:00,2504.9100000000,2507.0000000000,2504.4400000000,2506.8100000000,805.2700000000
|
||||
1787829300000,2026-08-27 19:15:00+08:00,2506.8100000000,2508.3900000000,2503.1800000000,2506.0000000000,1267.8500000000
|
||||
1787829600000,2026-08-27 19:20:00+08:00,2506.0000000000,2508.2000000000,2504.3300000000,2507.0000000000,1957.1400000000
|
||||
1787829900000,2026-08-27 19:25:00+08:00,2507.0000000000,2509.1900000000,2497.7800000000,2500.2600000000,3243.2500000000
|
||||
1787830200000,2026-08-27 19:30:00+08:00,2500.2600000000,2504.6000000000,2497.0300000000,2504.2200000000,3035.6200000000
|
||||
1787830500000,2026-08-27 19:35:00+08:00,2504.2200000000,2504.7700000000,2498.1500000000,2498.2500000000,1621.6500000000
|
||||
1787830800000,2026-08-27 19:40:00+08:00,2498.2500000000,2502.8500000000,2498.1100000000,2502.4100000000,722.3800000000
|
||||
1787831100000,2026-08-27 19:45:00+08:00,2502.4100000000,2502.5000000000,2497.7200000000,2497.7200000000,2840.1100000000
|
||||
1787831400000,2026-08-27 19:50:00+08:00,2497.7200000000,2501.5000000000,2491.1900000000,2501.5000000000,4141.3700000000
|
||||
1787831700000,2026-08-27 19:55:00+08:00,2501.5000000000,2501.5000000000,2499.6400000000,2500.5500000000,604.7100000000
|
||||
1787832000000,2026-08-27 20:00:00+08:00,2500.5500000000,2502.5000000000,2499.5200000000,2500.0000000000,764.5900000000
|
||||
1787832300000,2026-08-27 20:05:00+08:00,2500.0000000000,2502.0000000000,2498.5200000000,2500.3400000000,1202.8500000000
|
||||
1787832600000,2026-08-27 20:10:00+08:00,2500.3400000000,2505.8200000000,2500.3400000000,2503.9600000000,1748.7200000000
|
||||
1787832900000,2026-08-27 20:15:00+08:00,2503.9600000000,2506.1200000000,2502.0000000000,2502.0000000000,1363.7100000000
|
||||
|
File diff suppressed because it is too large
Load Diff
@@ -0,0 +1,801 @@
|
||||
timestamp,date,open,high,low,close,volume
|
||||
1787593500000,2026-08-25 01:45:00+08:00,94.8020000000,95.1660000000,94.7650000000,95.1650000000,5145.8000000000
|
||||
1787593800000,2026-08-25 01:50:00+08:00,95.1650000000,95.2850000000,95.0670000000,95.2220000000,4671.0000000000
|
||||
1787594100000,2026-08-25 01:55:00+08:00,95.2220000000,95.3640000000,95.0540000000,95.3520000000,6549.1000000000
|
||||
1787594400000,2026-08-25 02:00:00+08:00,95.3520000000,95.7870000000,95.3460000000,95.7810000000,12848.2000000000
|
||||
1787594700000,2026-08-25 02:05:00+08:00,95.7810000000,95.9610000000,95.6110000000,95.7380000000,13908.3000000000
|
||||
1787595000000,2026-08-25 02:10:00+08:00,95.7380000000,96.0320000000,95.7300000000,95.9500000000,7020.2000000000
|
||||
1787595300000,2026-08-25 02:15:00+08:00,95.9500000000,96.3650000000,95.9030000000,96.1890000000,7868.8000000000
|
||||
1787595600000,2026-08-25 02:20:00+08:00,96.1890000000,96.2590000000,95.9870000000,95.9870000000,8778.4000000000
|
||||
1787595900000,2026-08-25 02:25:00+08:00,95.9870000000,96.3240000000,95.9820000000,96.2370000000,9116.7000000000
|
||||
1787596200000,2026-08-25 02:30:00+08:00,96.2370000000,96.3950000000,96.0770000000,96.0770000000,5076.8000000000
|
||||
1787596500000,2026-08-25 02:35:00+08:00,96.0770000000,96.1620000000,95.7000000000,95.8960000000,8527.0000000000
|
||||
1787596800000,2026-08-25 02:40:00+08:00,95.8960000000,96.1710000000,95.8960000000,96.1660000000,5269.9000000000
|
||||
1787597100000,2026-08-25 02:45:00+08:00,96.1660000000,96.2970000000,96.0050000000,96.1320000000,10927.5000000000
|
||||
1787597400000,2026-08-25 02:50:00+08:00,96.1320000000,96.1750000000,95.6460000000,95.8480000000,13525.2000000000
|
||||
1787597700000,2026-08-25 02:55:00+08:00,95.8480000000,95.9470000000,95.7480000000,95.8610000000,2365.8000000000
|
||||
1787598000000,2026-08-25 03:00:00+08:00,95.8610000000,96.2240000000,95.7660000000,95.7770000000,24251.9000000000
|
||||
1787598300000,2026-08-25 03:05:00+08:00,95.7770000000,95.7960000000,95.3570000000,95.4720000000,31092.7000000000
|
||||
1787598600000,2026-08-25 03:10:00+08:00,95.4720000000,95.8950000000,95.4090000000,95.7650000000,3446.3000000000
|
||||
1787598900000,2026-08-25 03:15:00+08:00,95.7650000000,95.8650000000,95.3780000000,95.5030000000,14995.1000000000
|
||||
1787599200000,2026-08-25 03:20:00+08:00,95.5030000000,95.7090000000,95.4100000000,95.5290000000,12105.0000000000
|
||||
1787599500000,2026-08-25 03:25:00+08:00,95.5290000000,95.9100000000,95.5290000000,95.8860000000,5053.5000000000
|
||||
1787599800000,2026-08-25 03:30:00+08:00,95.8860000000,96.0590000000,95.8210000000,96.0010000000,11298.2000000000
|
||||
1787600100000,2026-08-25 03:35:00+08:00,96.0010000000,96.5000000000,95.9230000000,96.2830000000,18891.1000000000
|
||||
1787600400000,2026-08-25 03:40:00+08:00,96.2830000000,96.3410000000,96.0570000000,96.2130000000,6944.3000000000
|
||||
1787600700000,2026-08-25 03:45:00+08:00,96.2130000000,96.4900000000,96.0110000000,96.3660000000,5150.4000000000
|
||||
1787601000000,2026-08-25 03:50:00+08:00,96.3660000000,96.4740000000,96.0810000000,96.3700000000,7959.8000000000
|
||||
1787601300000,2026-08-25 03:55:00+08:00,96.3700000000,96.5860000000,96.2670000000,96.4720000000,32115.5000000000
|
||||
1787601600000,2026-08-25 04:00:00+08:00,96.4720000000,96.6200000000,96.0300000000,96.0700000000,19720.6000000000
|
||||
1787601900000,2026-08-25 04:05:00+08:00,96.0700000000,96.4250000000,96.0520000000,96.4020000000,19154.3000000000
|
||||
1787602200000,2026-08-25 04:10:00+08:00,96.4020000000,96.4270000000,96.0630000000,96.1660000000,4279.5000000000
|
||||
1787602500000,2026-08-25 04:15:00+08:00,96.1660000000,96.1660000000,95.9720000000,96.0830000000,9314.1000000000
|
||||
1787602800000,2026-08-25 04:20:00+08:00,96.0830000000,96.1170000000,95.9390000000,96.0050000000,2543.1000000000
|
||||
1787603100000,2026-08-25 04:25:00+08:00,96.0050000000,96.0300000000,95.6730000000,95.8820000000,11267.4000000000
|
||||
1787603400000,2026-08-25 04:30:00+08:00,95.8820000000,96.0840000000,95.8130000000,96.0820000000,7211.7000000000
|
||||
1787603700000,2026-08-25 04:35:00+08:00,96.0820000000,96.7260000000,96.0820000000,96.5030000000,20106.9000000000
|
||||
1787604000000,2026-08-25 04:40:00+08:00,96.5030000000,96.6400000000,96.4400000000,96.5490000000,4637.3000000000
|
||||
1787604300000,2026-08-25 04:45:00+08:00,96.5490000000,96.5590000000,96.4170000000,96.4230000000,4014.3000000000
|
||||
1787604600000,2026-08-25 04:50:00+08:00,96.4230000000,96.4500000000,96.2930000000,96.4210000000,2964.7000000000
|
||||
1787604900000,2026-08-25 04:55:00+08:00,96.4210000000,96.4900000000,96.4090000000,96.4900000000,1408.0000000000
|
||||
1787605200000,2026-08-25 05:00:00+08:00,96.4900000000,96.7010000000,96.4900000000,96.7000000000,10488.0000000000
|
||||
1787605500000,2026-08-25 05:05:00+08:00,96.7000000000,96.8450000000,96.6480000000,96.7230000000,9261.6000000000
|
||||
1787605800000,2026-08-25 05:10:00+08:00,96.7230000000,96.9580000000,96.6960000000,96.8410000000,14435.4000000000
|
||||
1787606100000,2026-08-25 05:15:00+08:00,96.8410000000,96.8660000000,96.6170000000,96.6770000000,17558.3000000000
|
||||
1787606400000,2026-08-25 05:20:00+08:00,96.6770000000,96.7300000000,96.5530000000,96.6400000000,2406.1000000000
|
||||
1787606700000,2026-08-25 05:25:00+08:00,96.6400000000,96.7300000000,96.6050000000,96.7160000000,5936.1000000000
|
||||
1787607000000,2026-08-25 05:30:00+08:00,96.7160000000,96.9050000000,96.6940000000,96.8590000000,4750.0000000000
|
||||
1787607300000,2026-08-25 05:35:00+08:00,96.8590000000,96.8970000000,96.7420000000,96.8580000000,1862.9000000000
|
||||
1787607600000,2026-08-25 05:40:00+08:00,96.8580000000,96.9110000000,96.8000000000,96.8590000000,4484.5000000000
|
||||
1787607900000,2026-08-25 05:45:00+08:00,96.8590000000,97.3160000000,96.7880000000,97.2310000000,25384.6000000000
|
||||
1787608200000,2026-08-25 05:50:00+08:00,97.2310000000,97.2730000000,97.0770000000,97.2680000000,5711.2000000000
|
||||
1787608500000,2026-08-25 05:55:00+08:00,97.2680000000,97.5410000000,97.1730000000,97.4370000000,8218.9000000000
|
||||
1787608800000,2026-08-25 06:00:00+08:00,97.4370000000,97.7330000000,97.1010000000,97.4300000000,29537.6000000000
|
||||
1787609100000,2026-08-25 06:05:00+08:00,97.4300000000,97.7800000000,97.3630000000,97.4340000000,11877.0000000000
|
||||
1787609400000,2026-08-25 06:10:00+08:00,97.4340000000,97.4860000000,97.3370000000,97.3690000000,4303.0000000000
|
||||
1787609700000,2026-08-25 06:15:00+08:00,97.3690000000,97.6200000000,97.3340000000,97.4140000000,15501.3000000000
|
||||
1787610000000,2026-08-25 06:20:00+08:00,97.4140000000,97.5350000000,97.3340000000,97.4220000000,5415.7000000000
|
||||
1787610300000,2026-08-25 06:25:00+08:00,97.4220000000,97.4920000000,97.3280000000,97.4740000000,3318.4000000000
|
||||
1787610600000,2026-08-25 06:30:00+08:00,97.4740000000,98.2450000000,97.4500000000,98.1210000000,42308.7000000000
|
||||
1787610900000,2026-08-25 06:35:00+08:00,98.1210000000,98.6660000000,98.0750000000,98.4000000000,48215.4000000000
|
||||
1787611200000,2026-08-25 06:40:00+08:00,98.4000000000,98.4000000000,97.5840000000,97.6160000000,31007.2000000000
|
||||
1787611500000,2026-08-25 06:45:00+08:00,97.6160000000,97.9460000000,97.5920000000,97.8340000000,24574.0000000000
|
||||
1787611800000,2026-08-25 06:50:00+08:00,97.8340000000,97.8750000000,97.3800000000,97.5760000000,21528.6000000000
|
||||
1787612100000,2026-08-25 06:55:00+08:00,97.5760000000,97.6230000000,97.2740000000,97.3990000000,47365.3000000000
|
||||
1787612400000,2026-08-25 07:00:00+08:00,97.3990000000,97.5620000000,97.2130000000,97.4500000000,12244.1000000000
|
||||
1787612700000,2026-08-25 07:05:00+08:00,97.4500000000,97.8850000000,97.3880000000,97.7690000000,6274.2000000000
|
||||
1787613000000,2026-08-25 07:10:00+08:00,97.7690000000,97.8620000000,97.4930000000,97.5150000000,8529.8000000000
|
||||
1787613300000,2026-08-25 07:15:00+08:00,97.5150000000,97.6260000000,97.4340000000,97.5830000000,11813.4000000000
|
||||
1787613600000,2026-08-25 07:20:00+08:00,97.5830000000,98.3260000000,97.5830000000,98.2000000000,32535.5000000000
|
||||
1787613900000,2026-08-25 07:25:00+08:00,98.2000000000,98.4760000000,98.0090000000,98.1720000000,18409.4000000000
|
||||
1787614200000,2026-08-25 07:30:00+08:00,98.1720000000,98.3830000000,97.9720000000,98.1200000000,11309.3000000000
|
||||
1787614500000,2026-08-25 07:35:00+08:00,98.1200000000,98.6320000000,98.0240000000,98.5810000000,17809.5000000000
|
||||
1787614800000,2026-08-25 07:40:00+08:00,98.5810000000,98.7970000000,98.4230000000,98.5050000000,20621.5000000000
|
||||
1787615100000,2026-08-25 07:45:00+08:00,98.5050000000,98.7120000000,98.4020000000,98.4420000000,14542.8000000000
|
||||
1787615400000,2026-08-25 07:50:00+08:00,98.4420000000,98.5170000000,98.1660000000,98.3730000000,14743.6000000000
|
||||
1787615700000,2026-08-25 07:55:00+08:00,98.3730000000,98.9500000000,98.2760000000,98.9360000000,30942.3000000000
|
||||
1787616000000,2026-08-25 08:00:00+08:00,98.9360000000,98.9400000000,98.6020000000,98.6890000000,11385.2000000000
|
||||
1787616300000,2026-08-25 08:05:00+08:00,98.6890000000,100.4820000000,98.5100000000,99.7920000000,140587.8000000000
|
||||
1787616600000,2026-08-25 08:10:00+08:00,99.7920000000,102.0000000000,99.4920000000,100.5290000000,160822.9000000000
|
||||
1787616900000,2026-08-25 08:15:00+08:00,100.5290000000,100.5360000000,99.3480000000,99.7360000000,80249.3000000000
|
||||
1787617200000,2026-08-25 08:20:00+08:00,99.7360000000,100.1650000000,99.5520000000,99.9160000000,47074.6000000000
|
||||
1787617500000,2026-08-25 08:25:00+08:00,99.9160000000,100.4890000000,99.5000000000,99.7400000000,104444.5000000000
|
||||
1787617800000,2026-08-25 08:30:00+08:00,99.7400000000,100.3720000000,99.5500000000,100.2740000000,55169.9000000000
|
||||
1787618100000,2026-08-25 08:35:00+08:00,100.2740000000,100.8740000000,100.1570000000,100.6900000000,79230.5000000000
|
||||
1787618400000,2026-08-25 08:40:00+08:00,100.6900000000,101.8970000000,100.6070000000,101.8670000000,113001.8000000000
|
||||
1787618700000,2026-08-25 08:45:00+08:00,101.8670000000,102.7840000000,101.7040000000,101.8270000000,159619.5000000000
|
||||
1787619000000,2026-08-25 08:50:00+08:00,101.8270000000,102.1240000000,101.3380000000,102.1010000000,45218.8000000000
|
||||
1787619300000,2026-08-25 08:55:00+08:00,102.1010000000,102.1860000000,101.6670000000,101.7440000000,21732.1000000000
|
||||
1787619600000,2026-08-25 09:00:00+08:00,101.7440000000,102.3880000000,101.7200000000,102.1590000000,22760.3000000000
|
||||
1787619900000,2026-08-25 09:05:00+08:00,102.1590000000,102.1710000000,101.8540000000,101.9700000000,20441.8000000000
|
||||
1787620200000,2026-08-25 09:10:00+08:00,101.9700000000,102.0440000000,101.5000000000,101.8020000000,36774.8000000000
|
||||
1787620500000,2026-08-25 09:15:00+08:00,101.8020000000,102.1000000000,101.3720000000,101.9990000000,24329.3000000000
|
||||
1787620800000,2026-08-25 09:20:00+08:00,101.9990000000,102.1000000000,101.7140000000,101.7860000000,14482.5000000000
|
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1787621100000,2026-08-25 09:25:00+08:00,101.7860000000,102.5450000000,101.7060000000,102.0710000000,25080.0000000000
|
||||
1787621400000,2026-08-25 09:30:00+08:00,102.0710000000,102.3320000000,101.7360000000,101.7980000000,13736.4000000000
|
||||
1787621700000,2026-08-25 09:35:00+08:00,101.7980000000,101.9660000000,101.5410000000,101.7250000000,32370.2000000000
|
||||
1787622000000,2026-08-25 09:40:00+08:00,101.7250000000,101.8610000000,100.8900000000,100.9190000000,27880.2000000000
|
||||
1787622300000,2026-08-25 09:45:00+08:00,100.9190000000,101.2850000000,100.9150000000,101.1660000000,17092.6000000000
|
||||
1787622600000,2026-08-25 09:50:00+08:00,101.1660000000,101.2070000000,100.0580000000,100.4420000000,40108.4000000000
|
||||
1787622900000,2026-08-25 09:55:00+08:00,100.4420000000,100.5600000000,100.3090000000,100.4640000000,36092.4000000000
|
||||
1787623200000,2026-08-25 10:00:00+08:00,100.4640000000,100.5980000000,100.2650000000,100.4410000000,24260.2000000000
|
||||
1787623500000,2026-08-25 10:05:00+08:00,100.4410000000,100.5170000000,100.2140000000,100.3970000000,11218.6000000000
|
||||
1787623800000,2026-08-25 10:10:00+08:00,100.3970000000,100.6150000000,100.2710000000,100.3520000000,17590.0000000000
|
||||
1787624100000,2026-08-25 10:15:00+08:00,100.3520000000,102.1550000000,100.1830000000,102.1210000000,126342.3000000000
|
||||
1787624400000,2026-08-25 10:20:00+08:00,102.1210000000,102.3320000000,101.3840000000,101.7430000000,34973.8000000000
|
||||
1787624700000,2026-08-25 10:25:00+08:00,101.7430000000,102.3310000000,101.6920000000,102.2370000000,37396.0000000000
|
||||
1787625000000,2026-08-25 10:30:00+08:00,102.2370000000,102.2970000000,101.7460000000,101.9230000000,21246.9000000000
|
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1787625300000,2026-08-25 10:35:00+08:00,101.9230000000,102.0160000000,101.5450000000,101.7560000000,32837.6000000000
|
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1787625600000,2026-08-25 10:40:00+08:00,101.7560000000,102.1990000000,101.5420000000,101.6010000000,30758.3000000000
|
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1787625900000,2026-08-25 10:45:00+08:00,101.6010000000,101.7060000000,101.3450000000,101.4320000000,21978.4000000000
|
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1787626200000,2026-08-25 10:50:00+08:00,101.4320000000,101.4440000000,100.6420000000,100.7810000000,50183.7000000000
|
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1787626500000,2026-08-25 10:55:00+08:00,100.7810000000,101.0150000000,100.7160000000,100.8880000000,8678.4000000000
|
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1787626800000,2026-08-25 11:00:00+08:00,100.8880000000,101.3660000000,100.8330000000,101.2930000000,12639.6000000000
|
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1787627100000,2026-08-25 11:05:00+08:00,101.2930000000,101.5010000000,101.2500000000,101.3270000000,11630.3000000000
|
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1787627400000,2026-08-25 11:10:00+08:00,101.3270000000,101.5690000000,101.3070000000,101.4300000000,11609.2000000000
|
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1787627700000,2026-08-25 11:15:00+08:00,101.4300000000,101.6480000000,101.2000000000,101.6460000000,9714.2000000000
|
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1787628000000,2026-08-25 11:20:00+08:00,101.6460000000,101.7930000000,101.3620000000,101.4300000000,31818.6000000000
|
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1787628300000,2026-08-25 11:25:00+08:00,101.4300000000,101.6320000000,101.2550000000,101.6300000000,14983.9000000000
|
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1787628600000,2026-08-25 11:30:00+08:00,101.6300000000,102.0260000000,101.5100000000,101.7610000000,22811.3000000000
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1787628900000,2026-08-25 11:35:00+08:00,101.7610000000,101.8790000000,101.5670000000,101.8250000000,8499.4000000000
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1787629200000,2026-08-25 11:40:00+08:00,101.8250000000,101.8420000000,101.3400000000,101.4380000000,18761.7000000000
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1787629500000,2026-08-25 11:45:00+08:00,101.4380000000,101.8090000000,101.0670000000,101.3830000000,41876.7000000000
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1787629800000,2026-08-25 11:50:00+08:00,101.3830000000,101.7100000000,101.3830000000,101.6060000000,8264.9000000000
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1787630100000,2026-08-25 11:55:00+08:00,101.6060000000,101.6160000000,101.2950000000,101.5880000000,12658.0000000000
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1787630400000,2026-08-25 12:00:00+08:00,101.5880000000,101.7130000000,101.2890000000,101.3220000000,41062.0000000000
|
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1787630700000,2026-08-25 12:05:00+08:00,101.3220000000,101.3810000000,100.9610000000,101.2840000000,11297.2000000000
|
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1787631000000,2026-08-25 12:10:00+08:00,101.2840000000,101.5390000000,101.1900000000,101.5180000000,6959.3000000000
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1787631300000,2026-08-25 12:15:00+08:00,101.5180000000,101.5510000000,101.1740000000,101.3020000000,10627.4000000000
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1787631600000,2026-08-25 12:20:00+08:00,101.3020000000,101.6560000000,101.1860000000,101.6510000000,5618.3000000000
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1787631900000,2026-08-25 12:25:00+08:00,101.6510000000,101.6900000000,101.3840000000,101.4050000000,32786.8000000000
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1787632200000,2026-08-25 12:30:00+08:00,101.4050000000,101.4840000000,101.0000000000,101.2510000000,18222.9000000000
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1787632500000,2026-08-25 12:35:00+08:00,101.2510000000,101.3980000000,101.0350000000,101.1240000000,20596.8000000000
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1787632800000,2026-08-25 12:40:00+08:00,101.1240000000,101.5980000000,100.7890000000,100.8760000000,77948.3000000000
|
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1787633100000,2026-08-25 12:45:00+08:00,100.8760000000,101.0870000000,100.7880000000,101.0170000000,11591.4000000000
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1787633400000,2026-08-25 12:50:00+08:00,101.0170000000,101.2490000000,100.9830000000,101.1030000000,15509.9000000000
|
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1787633700000,2026-08-25 12:55:00+08:00,101.1030000000,101.3200000000,100.9790000000,101.2900000000,8762.1000000000
|
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1787634000000,2026-08-25 13:00:00+08:00,101.2900000000,101.7250000000,101.2030000000,101.6820000000,12448.9000000000
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1787634300000,2026-08-25 13:05:00+08:00,101.6820000000,101.9780000000,101.6820000000,101.9120000000,11428.1000000000
|
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1787634600000,2026-08-25 13:10:00+08:00,101.9120000000,102.0710000000,101.7640000000,101.8380000000,18307.6000000000
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1787634900000,2026-08-25 13:15:00+08:00,101.8380000000,102.0150000000,101.7350000000,101.9500000000,13847.7000000000
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1787635200000,2026-08-25 13:20:00+08:00,101.9500000000,102.0200000000,101.7550000000,101.9130000000,4393.9000000000
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1787635500000,2026-08-25 13:25:00+08:00,101.9130000000,103.1700000000,101.9080000000,102.6500000000,68096.9000000000
|
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1787635800000,2026-08-25 13:30:00+08:00,102.6500000000,102.7560000000,102.1800000000,102.3150000000,24146.6000000000
|
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1787636100000,2026-08-25 13:35:00+08:00,102.3150000000,102.4140000000,102.0560000000,102.1420000000,11976.2000000000
|
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1787636400000,2026-08-25 13:40:00+08:00,102.1420000000,102.1940000000,101.6440000000,101.6710000000,28362.5000000000
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1787636700000,2026-08-25 13:45:00+08:00,101.6710000000,102.0100000000,101.6540000000,101.9970000000,9891.0000000000
|
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1787637000000,2026-08-25 13:50:00+08:00,101.9970000000,102.4230000000,101.9060000000,102.2820000000,14764.2000000000
|
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1787637300000,2026-08-25 13:55:00+08:00,102.2820000000,102.4050000000,101.8480000000,101.8620000000,13475.6000000000
|
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1787637600000,2026-08-25 14:00:00+08:00,101.8620000000,101.9960000000,101.6660000000,101.7120000000,10320.1000000000
|
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1787637900000,2026-08-25 14:05:00+08:00,101.7120000000,101.7120000000,101.5150000000,101.6030000000,12555.1000000000
|
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1787638200000,2026-08-25 14:10:00+08:00,101.6030000000,101.7000000000,101.3970000000,101.6700000000,9666.9000000000
|
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1787638500000,2026-08-25 14:15:00+08:00,101.6700000000,102.0420000000,101.6360000000,101.8250000000,23179.7000000000
|
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1787638800000,2026-08-25 14:20:00+08:00,101.8250000000,101.8650000000,101.5400000000,101.6450000000,17308.5000000000
|
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1787639100000,2026-08-25 14:25:00+08:00,101.6450000000,101.6810000000,101.5110000000,101.5620000000,6702.9000000000
|
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1787639400000,2026-08-25 14:30:00+08:00,101.5620000000,101.5620000000,101.1360000000,101.3590000000,28311.6000000000
|
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1787639700000,2026-08-25 14:35:00+08:00,101.3590000000,101.3590000000,101.0240000000,101.1950000000,7266.7000000000
|
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1787640000000,2026-08-25 14:40:00+08:00,101.1950000000,101.2200000000,101.0820000000,101.1080000000,6276.7000000000
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1787640300000,2026-08-25 14:45:00+08:00,101.1080000000,101.1490000000,100.9640000000,100.9760000000,10467.5000000000
|
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1787640600000,2026-08-25 14:50:00+08:00,100.9760000000,101.0260000000,100.7200000000,100.7940000000,20099.8000000000
|
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1787640900000,2026-08-25 14:55:00+08:00,100.7940000000,100.7940000000,100.4000000000,100.7510000000,27590.5000000000
|
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1787641200000,2026-08-25 15:00:00+08:00,100.7510000000,101.5140000000,100.5790000000,101.4280000000,47986.9000000000
|
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1787641500000,2026-08-25 15:05:00+08:00,101.4280000000,101.6170000000,101.4180000000,101.4800000000,12974.8000000000
|
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1787641800000,2026-08-25 15:10:00+08:00,101.4800000000,101.6530000000,101.4000000000,101.4240000000,5605.0000000000
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1787642100000,2026-08-25 15:15:00+08:00,101.4240000000,101.5620000000,101.3410000000,101.3790000000,10545.5000000000
|
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1787642400000,2026-08-25 15:20:00+08:00,101.3790000000,101.5180000000,101.2650000000,101.4170000000,13756.2000000000
|
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1787642700000,2026-08-25 15:25:00+08:00,101.4170000000,101.9480000000,101.4080000000,101.6320000000,13696.6000000000
|
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1787643000000,2026-08-25 15:30:00+08:00,101.6320000000,101.6320000000,101.4340000000,101.5090000000,6051.4000000000
|
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1787643300000,2026-08-25 15:35:00+08:00,101.5090000000,101.5740000000,101.3440000000,101.3570000000,4080.4000000000
|
||||
1787643600000,2026-08-25 15:40:00+08:00,101.3570000000,101.6890000000,101.3570000000,101.6550000000,3701.7000000000
|
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1787643900000,2026-08-25 15:45:00+08:00,101.6550000000,101.7320000000,100.5350000000,100.7020000000,31677.4000000000
|
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1787644200000,2026-08-25 15:50:00+08:00,100.7020000000,100.7500000000,99.5000000000,100.4680000000,121707.0000000000
|
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1787644500000,2026-08-25 15:55:00+08:00,100.4680000000,100.4680000000,100.1920000000,100.2020000000,32857.7000000000
|
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1787644800000,2026-08-25 16:00:00+08:00,100.2020000000,100.4110000000,99.6380000000,100.1560000000,72621.3000000000
|
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1787645100000,2026-08-25 16:05:00+08:00,100.1560000000,100.1650000000,99.9010000000,100.0600000000,31674.9000000000
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1787645400000,2026-08-25 16:10:00+08:00,100.0600000000,100.3110000000,99.9640000000,100.2650000000,16181.8000000000
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1787645700000,2026-08-25 16:15:00+08:00,100.2650000000,100.5630000000,100.2090000000,100.3850000000,13664.3000000000
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1787646000000,2026-08-25 16:20:00+08:00,100.3850000000,100.9900000000,100.3720000000,100.9000000000,74501.2000000000
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1787646300000,2026-08-25 16:25:00+08:00,100.9000000000,101.0790000000,100.8330000000,100.9710000000,44900.5000000000
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1787646600000,2026-08-25 16:30:00+08:00,100.9710000000,101.0940000000,100.8270000000,100.9140000000,6530.0000000000
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1787646900000,2026-08-25 16:35:00+08:00,100.9140000000,100.9620000000,100.2690000000,100.2730000000,16193.2000000000
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1787647200000,2026-08-25 16:40:00+08:00,100.2730000000,100.7410000000,100.2010000000,100.7130000000,17075.2000000000
|
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1787647500000,2026-08-25 16:45:00+08:00,100.7130000000,100.7430000000,100.4620000000,100.4850000000,7264.0000000000
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1787647800000,2026-08-25 16:50:00+08:00,100.4850000000,100.5440000000,100.3630000000,100.4370000000,5920.6000000000
|
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1787648100000,2026-08-25 16:55:00+08:00,100.4370000000,100.5190000000,100.3220000000,100.3600000000,9725.3000000000
|
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1787648400000,2026-08-25 17:00:00+08:00,100.3600000000,100.3890000000,99.9500000000,100.0950000000,24871.3000000000
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1787648700000,2026-08-25 17:05:00+08:00,100.0950000000,100.2620000000,99.9420000000,100.2080000000,27738.1000000000
|
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1787649000000,2026-08-25 17:10:00+08:00,100.2080000000,100.4370000000,100.0760000000,100.3190000000,6946.1000000000
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||||
1787649300000,2026-08-25 17:15:00+08:00,100.3190000000,100.4190000000,100.2190000000,100.3460000000,11516.0000000000
|
||||
1787649600000,2026-08-25 17:20:00+08:00,100.3460000000,100.5450000000,100.3280000000,100.4660000000,8236.9000000000
|
||||
1787649900000,2026-08-25 17:25:00+08:00,100.4660000000,100.4660000000,100.0070000000,100.1130000000,4802.8000000000
|
||||
1787650200000,2026-08-25 17:30:00+08:00,100.1130000000,100.4600000000,100.1130000000,100.3850000000,9168.9000000000
|
||||
1787650500000,2026-08-25 17:35:00+08:00,100.3850000000,100.4480000000,100.2630000000,100.3670000000,4703.5000000000
|
||||
1787650800000,2026-08-25 17:40:00+08:00,100.3670000000,100.6020000000,100.3640000000,100.3950000000,8061.3000000000
|
||||
1787651100000,2026-08-25 17:45:00+08:00,100.3950000000,100.5280000000,100.2580000000,100.2820000000,3967.3000000000
|
||||
1787651400000,2026-08-25 17:50:00+08:00,100.2820000000,100.2970000000,99.2260000000,99.4980000000,97574.4000000000
|
||||
1787651700000,2026-08-25 17:55:00+08:00,99.4980000000,99.8070000000,99.4730000000,99.7500000000,39340.1000000000
|
||||
1787652000000,2026-08-25 18:00:00+08:00,99.7500000000,99.8520000000,99.3550000000,99.6670000000,10798.1000000000
|
||||
1787652300000,2026-08-25 18:05:00+08:00,99.6670000000,99.8220000000,99.5150000000,99.6650000000,10697.6000000000
|
||||
1787652600000,2026-08-25 18:10:00+08:00,99.6650000000,99.7440000000,99.0710000000,99.3990000000,57151.2000000000
|
||||
1787652900000,2026-08-25 18:15:00+08:00,99.3990000000,99.5070000000,99.2470000000,99.4350000000,9805.7000000000
|
||||
1787653200000,2026-08-25 18:20:00+08:00,99.4350000000,99.7360000000,99.4020000000,99.5520000000,41704.1000000000
|
||||
1787653500000,2026-08-25 18:25:00+08:00,99.5520000000,99.6130000000,99.4470000000,99.5100000000,15371.5000000000
|
||||
1787653800000,2026-08-25 18:30:00+08:00,99.5100000000,99.5470000000,99.3930000000,99.3970000000,16863.1000000000
|
||||
1787654100000,2026-08-25 18:35:00+08:00,99.3970000000,99.4550000000,99.2550000000,99.4550000000,13349.4000000000
|
||||
1787654400000,2026-08-25 18:40:00+08:00,99.4550000000,99.6150000000,99.4450000000,99.5500000000,7333.9000000000
|
||||
1787654700000,2026-08-25 18:45:00+08:00,99.5500000000,99.7920000000,99.4600000000,99.5730000000,12635.0000000000
|
||||
1787655000000,2026-08-25 18:50:00+08:00,99.5730000000,99.8220000000,99.5090000000,99.7480000000,13646.9000000000
|
||||
1787655300000,2026-08-25 18:55:00+08:00,99.7480000000,99.8140000000,99.5780000000,99.5830000000,8991.0000000000
|
||||
1787655600000,2026-08-25 19:00:00+08:00,99.5830000000,99.6280000000,99.2880000000,99.3140000000,8973.5000000000
|
||||
1787655900000,2026-08-25 19:05:00+08:00,99.3140000000,99.6690000000,99.2330000000,99.4020000000,15434.1000000000
|
||||
1787656200000,2026-08-25 19:10:00+08:00,99.4020000000,99.4340000000,98.7610000000,98.9250000000,37675.5000000000
|
||||
1787656500000,2026-08-25 19:15:00+08:00,98.9250000000,98.9990000000,98.8200000000,98.8390000000,12888.2000000000
|
||||
1787656800000,2026-08-25 19:20:00+08:00,98.8390000000,99.0820000000,98.8170000000,98.9460000000,15941.0000000000
|
||||
1787657100000,2026-08-25 19:25:00+08:00,98.9460000000,98.9510000000,98.4270000000,98.8140000000,48794.0000000000
|
||||
1787657400000,2026-08-25 19:30:00+08:00,98.8140000000,99.0200000000,98.7360000000,98.9750000000,11988.9000000000
|
||||
1787657700000,2026-08-25 19:35:00+08:00,98.9750000000,99.2090000000,98.8700000000,98.9010000000,29679.0000000000
|
||||
1787658000000,2026-08-25 19:40:00+08:00,98.9010000000,98.9170000000,98.6380000000,98.6390000000,16077.4000000000
|
||||
1787658300000,2026-08-25 19:45:00+08:00,98.6390000000,98.8100000000,98.5030000000,98.5890000000,8039.8000000000
|
||||
1787658600000,2026-08-25 19:50:00+08:00,98.5890000000,98.8100000000,98.5170000000,98.5610000000,8310.9000000000
|
||||
1787658900000,2026-08-25 19:55:00+08:00,98.5610000000,98.7290000000,98.5170000000,98.5720000000,10846.7000000000
|
||||
1787659200000,2026-08-25 20:00:00+08:00,98.5720000000,98.7850000000,98.2020000000,98.4480000000,40536.2000000000
|
||||
1787659500000,2026-08-25 20:05:00+08:00,98.4480000000,98.4580000000,97.7500000000,98.1380000000,45114.1000000000
|
||||
1787659800000,2026-08-25 20:10:00+08:00,98.1380000000,98.5690000000,98.0810000000,98.4690000000,14038.5000000000
|
||||
1787660100000,2026-08-25 20:15:00+08:00,98.4690000000,98.5100000000,98.0430000000,98.2100000000,26398.9000000000
|
||||
1787660400000,2026-08-25 20:20:00+08:00,98.2100000000,98.3290000000,97.6000000000,97.9460000000,43487.0000000000
|
||||
1787660700000,2026-08-25 20:25:00+08:00,97.9460000000,98.1750000000,97.4070000000,98.1510000000,103153.8000000000
|
||||
1787661000000,2026-08-25 20:30:00+08:00,98.1510000000,98.2700000000,97.8810000000,98.2000000000,13073.8000000000
|
||||
1787661300000,2026-08-25 20:35:00+08:00,98.2000000000,98.2430000000,98.0580000000,98.0990000000,7488.2000000000
|
||||
1787661600000,2026-08-25 20:40:00+08:00,98.0990000000,98.3180000000,97.7780000000,98.2640000000,16934.3000000000
|
||||
1787661900000,2026-08-25 20:45:00+08:00,98.2640000000,98.5590000000,98.1830000000,98.4880000000,40356.1000000000
|
||||
1787662200000,2026-08-25 20:50:00+08:00,98.4880000000,98.6740000000,98.4850000000,98.6170000000,15797.3000000000
|
||||
1787662500000,2026-08-25 20:55:00+08:00,98.6170000000,98.6710000000,98.5190000000,98.5560000000,5775.6000000000
|
||||
1787662800000,2026-08-25 21:00:00+08:00,98.5560000000,98.7670000000,98.4380000000,98.7660000000,8260.7000000000
|
||||
1787663100000,2026-08-25 21:05:00+08:00,98.7660000000,98.7660000000,98.2220000000,98.2840000000,11205.4000000000
|
||||
1787663400000,2026-08-25 21:10:00+08:00,98.2840000000,98.3350000000,97.9700000000,98.0830000000,17925.9000000000
|
||||
1787663700000,2026-08-25 21:15:00+08:00,98.0830000000,98.0950000000,97.5060000000,97.7610000000,97887.3000000000
|
||||
1787664000000,2026-08-25 21:20:00+08:00,97.7610000000,97.9260000000,97.4350000000,97.6150000000,41065.2000000000
|
||||
1787664300000,2026-08-25 21:25:00+08:00,97.6150000000,97.7340000000,96.5300000000,96.9180000000,112552.1000000000
|
||||
1787664600000,2026-08-25 21:30:00+08:00,96.9180000000,97.7900000000,96.8430000000,97.7630000000,57675.5000000000
|
||||
1787664900000,2026-08-25 21:35:00+08:00,97.7630000000,98.1390000000,97.6460000000,97.8550000000,73417.3000000000
|
||||
1787665200000,2026-08-25 21:40:00+08:00,97.8550000000,98.0340000000,97.3530000000,97.4380000000,27650.6000000000
|
||||
1787665500000,2026-08-25 21:45:00+08:00,97.4380000000,97.5070000000,96.8010000000,97.0370000000,82185.5000000000
|
||||
1787665800000,2026-08-25 21:50:00+08:00,97.0370000000,97.0740000000,96.1420000000,96.6040000000,63202.9000000000
|
||||
1787666100000,2026-08-25 21:55:00+08:00,96.6040000000,97.1600000000,96.3500000000,97.0860000000,31585.0000000000
|
||||
1787666400000,2026-08-25 22:00:00+08:00,97.0860000000,97.4010000000,96.8410000000,97.2710000000,33270.0000000000
|
||||
1787666700000,2026-08-25 22:05:00+08:00,97.2710000000,97.7250000000,97.2580000000,97.6870000000,38579.9000000000
|
||||
1787667000000,2026-08-25 22:10:00+08:00,97.6870000000,97.9100000000,97.6340000000,97.7050000000,29115.9000000000
|
||||
1787667300000,2026-08-25 22:15:00+08:00,97.7050000000,97.7230000000,97.3740000000,97.4090000000,78228.1000000000
|
||||
1787667600000,2026-08-25 22:20:00+08:00,97.4090000000,97.7990000000,97.3370000000,97.7870000000,17754.1000000000
|
||||
1787667900000,2026-08-25 22:25:00+08:00,97.7870000000,98.1790000000,97.6960000000,97.9570000000,66534.5000000000
|
||||
1787668200000,2026-08-25 22:30:00+08:00,97.9570000000,98.3790000000,97.6380000000,98.1590000000,64274.1000000000
|
||||
1787668500000,2026-08-25 22:35:00+08:00,98.1590000000,98.2260000000,97.9010000000,97.9850000000,8935.2000000000
|
||||
1787668800000,2026-08-25 22:40:00+08:00,97.9850000000,98.0950000000,97.8040000000,97.9440000000,14786.6000000000
|
||||
1787669100000,2026-08-25 22:45:00+08:00,97.9440000000,98.2750000000,97.9420000000,98.1000000000,6718.1000000000
|
||||
1787669400000,2026-08-25 22:50:00+08:00,98.1000000000,98.2100000000,98.0390000000,98.1040000000,5660.3000000000
|
||||
1787669700000,2026-08-25 22:55:00+08:00,98.1040000000,98.3040000000,98.0020000000,98.1570000000,9550.7000000000
|
||||
1787670000000,2026-08-25 23:00:00+08:00,98.1570000000,98.2530000000,97.7700000000,97.9290000000,18111.2000000000
|
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1787670300000,2026-08-25 23:05:00+08:00,97.9290000000,98.2020000000,97.9290000000,98.1100000000,11482.4000000000
|
||||
1787670600000,2026-08-25 23:10:00+08:00,98.1100000000,98.1710000000,97.6710000000,97.7120000000,10661.3000000000
|
||||
1787670900000,2026-08-25 23:15:00+08:00,97.7120000000,98.0420000000,97.5500000000,97.9550000000,7946.9000000000
|
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1787671200000,2026-08-25 23:20:00+08:00,97.9550000000,98.0350000000,97.7730000000,97.7880000000,11846.7000000000
|
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1787671500000,2026-08-25 23:25:00+08:00,97.7880000000,97.9260000000,97.5730000000,97.9040000000,5112.6000000000
|
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1787671800000,2026-08-25 23:30:00+08:00,97.9040000000,98.0980000000,97.7960000000,98.0130000000,5840.0000000000
|
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1787672100000,2026-08-25 23:35:00+08:00,98.0130000000,98.4570000000,98.0000000000,98.1480000000,32842.1000000000
|
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1787672400000,2026-08-25 23:40:00+08:00,98.1480000000,98.1480000000,97.9000000000,98.0170000000,6422.2000000000
|
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1787672700000,2026-08-25 23:45:00+08:00,98.0170000000,98.0600000000,97.8000000000,97.8520000000,6662.8000000000
|
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1787673000000,2026-08-25 23:50:00+08:00,97.8520000000,98.0050000000,97.7580000000,97.9760000000,4837.1000000000
|
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1787673300000,2026-08-25 23:55:00+08:00,97.9760000000,98.3530000000,97.9700000000,98.3190000000,15321.5000000000
|
||||
1787673600000,2026-08-26 00:00:00+08:00,98.3190000000,98.5380000000,98.1990000000,98.2810000000,44326.8000000000
|
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1787673900000,2026-08-26 00:05:00+08:00,98.2810000000,98.3580000000,98.0830000000,98.2170000000,14365.6000000000
|
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1787674200000,2026-08-26 00:10:00+08:00,98.2170000000,98.2670000000,97.9510000000,97.9920000000,8847.7000000000
|
||||
1787674500000,2026-08-26 00:15:00+08:00,97.9920000000,98.2240000000,97.9540000000,98.1730000000,5932.7000000000
|
||||
1787674800000,2026-08-26 00:20:00+08:00,98.1730000000,98.2000000000,97.7990000000,97.8960000000,19209.6000000000
|
||||
1787675100000,2026-08-26 00:25:00+08:00,97.8960000000,98.0350000000,97.6980000000,97.9890000000,27160.4000000000
|
||||
1787675400000,2026-08-26 00:30:00+08:00,97.9890000000,98.3400000000,97.9720000000,98.2240000000,23094.6000000000
|
||||
1787675700000,2026-08-26 00:35:00+08:00,98.2240000000,98.3580000000,98.1250000000,98.3020000000,8757.3000000000
|
||||
1787676000000,2026-08-26 00:40:00+08:00,98.3020000000,98.6270000000,98.2490000000,98.3350000000,23860.2000000000
|
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1787676300000,2026-08-26 00:45:00+08:00,98.3350000000,98.5430000000,98.3210000000,98.4050000000,6708.0000000000
|
||||
1787676600000,2026-08-26 00:50:00+08:00,98.4050000000,98.4190000000,98.2110000000,98.2310000000,10260.3000000000
|
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1787676900000,2026-08-26 00:55:00+08:00,98.2310000000,98.2450000000,98.0440000000,98.1390000000,11659.6000000000
|
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1787677200000,2026-08-26 01:00:00+08:00,98.1390000000,98.1470000000,97.7960000000,97.8300000000,18177.2000000000
|
||||
1787677500000,2026-08-26 01:05:00+08:00,97.8300000000,97.9280000000,97.3280000000,97.5660000000,78139.5000000000
|
||||
1787677800000,2026-08-26 01:10:00+08:00,97.5660000000,97.6360000000,97.4110000000,97.6150000000,30889.4000000000
|
||||
1787678100000,2026-08-26 01:15:00+08:00,97.6150000000,97.8930000000,97.5730000000,97.8140000000,16613.4000000000
|
||||
1787678400000,2026-08-26 01:20:00+08:00,97.8140000000,97.9700000000,97.5530000000,97.6020000000,10615.4000000000
|
||||
1787678700000,2026-08-26 01:25:00+08:00,97.6020000000,97.7460000000,97.4520000000,97.5730000000,27899.2000000000
|
||||
1787679000000,2026-08-26 01:30:00+08:00,97.5730000000,98.0600000000,97.5730000000,97.8930000000,38521.9000000000
|
||||
1787679300000,2026-08-26 01:35:00+08:00,97.8930000000,97.9030000000,97.6770000000,97.6970000000,5343.9000000000
|
||||
1787679600000,2026-08-26 01:40:00+08:00,97.6970000000,97.9960000000,97.6700000000,97.9900000000,10792.9000000000
|
||||
1787679900000,2026-08-26 01:45:00+08:00,97.9900000000,98.1290000000,97.9450000000,98.0850000000,22492.4000000000
|
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1787680200000,2026-08-26 01:50:00+08:00,98.0850000000,98.1040000000,97.9540000000,98.0380000000,7032.3000000000
|
||||
1787680500000,2026-08-26 01:55:00+08:00,98.0380000000,98.1690000000,97.9990000000,98.1390000000,8332.0000000000
|
||||
1787680800000,2026-08-26 02:00:00+08:00,98.1390000000,98.2850000000,98.0240000000,98.1460000000,25806.1000000000
|
||||
1787681100000,2026-08-26 02:05:00+08:00,98.1460000000,98.2850000000,98.0870000000,98.2360000000,5065.4000000000
|
||||
1787681400000,2026-08-26 02:10:00+08:00,98.2360000000,98.4870000000,98.2050000000,98.4110000000,36131.0000000000
|
||||
1787681700000,2026-08-26 02:15:00+08:00,98.4110000000,98.5180000000,98.3540000000,98.4560000000,19136.2000000000
|
||||
1787682000000,2026-08-26 02:20:00+08:00,98.4560000000,98.7760000000,98.4320000000,98.6890000000,18598.4000000000
|
||||
1787682300000,2026-08-26 02:25:00+08:00,98.6890000000,98.7100000000,98.5450000000,98.6550000000,6536.5000000000
|
||||
1787682600000,2026-08-26 02:30:00+08:00,98.6550000000,98.6720000000,98.4390000000,98.4550000000,8579.4000000000
|
||||
1787682900000,2026-08-26 02:35:00+08:00,98.4550000000,98.5980000000,98.4000000000,98.5740000000,7697.6000000000
|
||||
1787683200000,2026-08-26 02:40:00+08:00,98.5740000000,98.6250000000,98.4510000000,98.5930000000,2080.4000000000
|
||||
1787683500000,2026-08-26 02:45:00+08:00,98.5930000000,98.7270000000,98.4570000000,98.5140000000,8076.4000000000
|
||||
1787683800000,2026-08-26 02:50:00+08:00,98.5140000000,98.5900000000,98.3080000000,98.3810000000,25846.1000000000
|
||||
1787684100000,2026-08-26 02:55:00+08:00,98.3810000000,98.4980000000,98.3210000000,98.4420000000,5039.5000000000
|
||||
1787684400000,2026-08-26 03:00:00+08:00,98.4420000000,98.5740000000,98.2200000000,98.2200000000,11667.4000000000
|
||||
1787684700000,2026-08-26 03:05:00+08:00,98.2200000000,98.4130000000,98.2110000000,98.3960000000,5487.2000000000
|
||||
1787685000000,2026-08-26 03:10:00+08:00,98.3960000000,98.5390000000,98.2980000000,98.4490000000,11655.0000000000
|
||||
1787685300000,2026-08-26 03:15:00+08:00,98.4490000000,98.5290000000,98.3970000000,98.5100000000,5685.7000000000
|
||||
1787685600000,2026-08-26 03:20:00+08:00,98.5100000000,98.5480000000,98.3000000000,98.3890000000,5722.1000000000
|
||||
1787685900000,2026-08-26 03:25:00+08:00,98.3890000000,98.3890000000,97.8010000000,97.8170000000,12528.1000000000
|
||||
1787686200000,2026-08-26 03:30:00+08:00,97.8170000000,97.8200000000,97.5600000000,97.7810000000,32690.4000000000
|
||||
1787686500000,2026-08-26 03:35:00+08:00,97.7810000000,97.9500000000,97.6720000000,97.6880000000,15036.6000000000
|
||||
1787686800000,2026-08-26 03:40:00+08:00,97.6880000000,97.7200000000,97.3730000000,97.4570000000,48618.0000000000
|
||||
1787687100000,2026-08-26 03:45:00+08:00,97.4570000000,97.6840000000,97.4570000000,97.5660000000,8795.8000000000
|
||||
1787687400000,2026-08-26 03:50:00+08:00,97.5660000000,97.8000000000,97.5310000000,97.7470000000,12477.8000000000
|
||||
1787687700000,2026-08-26 03:55:00+08:00,97.7470000000,97.9130000000,97.6760000000,97.8840000000,6675.1000000000
|
||||
1787688000000,2026-08-26 04:00:00+08:00,97.8840000000,97.9840000000,96.9970000000,97.4840000000,61042.8000000000
|
||||
1787688300000,2026-08-26 04:05:00+08:00,97.4840000000,97.6890000000,97.2510000000,97.6880000000,14593.8000000000
|
||||
1787688600000,2026-08-26 04:10:00+08:00,97.6880000000,97.7370000000,97.5910000000,97.6910000000,3904.2000000000
|
||||
1787688900000,2026-08-26 04:15:00+08:00,97.6910000000,97.9360000000,97.6390000000,97.9290000000,3984.0000000000
|
||||
1787689200000,2026-08-26 04:20:00+08:00,97.9290000000,97.9570000000,97.6980000000,97.8870000000,14103.7000000000
|
||||
1787689500000,2026-08-26 04:25:00+08:00,97.8870000000,97.9090000000,97.6230000000,97.6380000000,7663.2000000000
|
||||
1787689800000,2026-08-26 04:30:00+08:00,97.6380000000,97.6580000000,97.3900000000,97.5710000000,14035.3000000000
|
||||
1787690100000,2026-08-26 04:35:00+08:00,97.5710000000,97.6730000000,96.9070000000,96.9960000000,17205.1000000000
|
||||
1787690400000,2026-08-26 04:40:00+08:00,96.9960000000,97.1170000000,96.6530000000,96.9520000000,27291.5000000000
|
||||
1787690700000,2026-08-26 04:45:00+08:00,96.9520000000,97.0720000000,96.5770000000,96.6320000000,25204.2000000000
|
||||
1787691000000,2026-08-26 04:50:00+08:00,96.6320000000,96.9660000000,96.6320000000,96.7180000000,15397.6000000000
|
||||
1787691300000,2026-08-26 04:55:00+08:00,96.7180000000,96.7730000000,96.5860000000,96.6200000000,14389.4000000000
|
||||
1787691600000,2026-08-26 05:00:00+08:00,96.6200000000,96.8970000000,96.5700000000,96.6980000000,10609.1000000000
|
||||
1787691900000,2026-08-26 05:05:00+08:00,96.6980000000,96.8290000000,95.2100000000,96.0000000000,131841.2000000000
|
||||
1787692200000,2026-08-26 05:10:00+08:00,96.0000000000,96.5000000000,95.9100000000,96.4650000000,27418.4000000000
|
||||
1787692500000,2026-08-26 05:15:00+08:00,96.4650000000,96.6990000000,96.2490000000,96.6260000000,16253.9000000000
|
||||
1787692800000,2026-08-26 05:20:00+08:00,96.6260000000,96.6320000000,96.0650000000,96.2070000000,10289.2000000000
|
||||
1787693100000,2026-08-26 05:25:00+08:00,96.2070000000,96.7120000000,96.0900000000,96.7000000000,12054.2000000000
|
||||
1787693400000,2026-08-26 05:30:00+08:00,96.7000000000,96.8190000000,96.5510000000,96.7610000000,8244.9000000000
|
||||
1787693700000,2026-08-26 05:35:00+08:00,96.7610000000,97.1330000000,96.7610000000,97.1280000000,34045.1000000000
|
||||
1787694000000,2026-08-26 05:40:00+08:00,97.1280000000,97.1890000000,96.9530000000,97.0110000000,6554.1000000000
|
||||
1787694300000,2026-08-26 05:45:00+08:00,97.0110000000,97.1310000000,96.9830000000,97.1250000000,3109.1000000000
|
||||
1787694600000,2026-08-26 05:50:00+08:00,97.1250000000,97.1400000000,96.9470000000,97.1400000000,5079.4000000000
|
||||
1787694900000,2026-08-26 05:55:00+08:00,97.1400000000,97.2220000000,96.9710000000,97.1300000000,22910.0000000000
|
||||
1787695200000,2026-08-26 06:00:00+08:00,97.1300000000,97.3850000000,97.1260000000,97.3160000000,7935.4000000000
|
||||
1787695500000,2026-08-26 06:05:00+08:00,97.3160000000,97.5430000000,97.3030000000,97.4560000000,12389.3000000000
|
||||
1787695800000,2026-08-26 06:10:00+08:00,97.4560000000,97.5890000000,97.4410000000,97.5800000000,16918.6000000000
|
||||
1787696100000,2026-08-26 06:15:00+08:00,97.5800000000,97.6800000000,97.5640000000,97.6800000000,3766.7000000000
|
||||
1787696400000,2026-08-26 06:20:00+08:00,97.6800000000,97.7260000000,97.4040000000,97.4350000000,8978.3000000000
|
||||
1787696700000,2026-08-26 06:25:00+08:00,97.4350000000,97.4350000000,97.0920000000,97.2760000000,13558.0000000000
|
||||
1787697000000,2026-08-26 06:30:00+08:00,97.2760000000,97.4730000000,97.1530000000,97.4530000000,1583.7000000000
|
||||
1787697300000,2026-08-26 06:35:00+08:00,97.4530000000,97.4990000000,97.2780000000,97.2840000000,18378.2000000000
|
||||
1787697600000,2026-08-26 06:40:00+08:00,97.2840000000,97.3040000000,97.1560000000,97.2100000000,2367.5000000000
|
||||
1787697900000,2026-08-26 06:45:00+08:00,97.2100000000,97.2900000000,97.1210000000,97.2460000000,11043.2000000000
|
||||
1787698200000,2026-08-26 06:50:00+08:00,97.2460000000,97.2820000000,97.2130000000,97.2330000000,927.9000000000
|
||||
1787698500000,2026-08-26 06:55:00+08:00,97.2330000000,97.3220000000,97.1710000000,97.1710000000,4154.5000000000
|
||||
1787698800000,2026-08-26 07:00:00+08:00,97.1710000000,97.3580000000,97.0920000000,97.2600000000,11073.8000000000
|
||||
1787699100000,2026-08-26 07:05:00+08:00,97.2600000000,97.3010000000,97.0500000000,97.0540000000,15447.7000000000
|
||||
1787699400000,2026-08-26 07:10:00+08:00,97.0540000000,97.1770000000,96.9210000000,97.1300000000,9130.5000000000
|
||||
1787699700000,2026-08-26 07:15:00+08:00,97.1300000000,97.2390000000,96.9860000000,97.0310000000,12026.5000000000
|
||||
1787700000000,2026-08-26 07:20:00+08:00,97.0310000000,97.0310000000,96.8080000000,96.8600000000,12645.8000000000
|
||||
1787700300000,2026-08-26 07:25:00+08:00,96.8600000000,97.0650000000,96.8310000000,97.0360000000,4245.2000000000
|
||||
1787700600000,2026-08-26 07:30:00+08:00,97.0360000000,97.0390000000,96.8490000000,96.9370000000,10062.1000000000
|
||||
1787700900000,2026-08-26 07:35:00+08:00,96.9370000000,96.9740000000,96.8250000000,96.8470000000,2986.6000000000
|
||||
1787701200000,2026-08-26 07:40:00+08:00,96.8470000000,96.8790000000,96.5110000000,96.6740000000,14250.3000000000
|
||||
1787701500000,2026-08-26 07:45:00+08:00,96.6740000000,96.6970000000,96.5680000000,96.6160000000,6064.5000000000
|
||||
1787701800000,2026-08-26 07:50:00+08:00,96.6160000000,96.6580000000,96.3200000000,96.4710000000,13756.5000000000
|
||||
1787702100000,2026-08-26 07:55:00+08:00,96.4710000000,96.6010000000,96.4130000000,96.5400000000,2907.7000000000
|
||||
1787702400000,2026-08-26 08:00:00+08:00,96.5400000000,96.7430000000,96.3340000000,96.7110000000,14933.2000000000
|
||||
1787702700000,2026-08-26 08:05:00+08:00,96.7110000000,96.7110000000,96.3790000000,96.4020000000,6553.9000000000
|
||||
1787703000000,2026-08-26 08:10:00+08:00,96.4020000000,96.4820000000,96.1050000000,96.1770000000,9966.6000000000
|
||||
1787703300000,2026-08-26 08:15:00+08:00,96.1770000000,96.3970000000,96.1240000000,96.3010000000,5232.5000000000
|
||||
1787703600000,2026-08-26 08:20:00+08:00,96.3010000000,96.3520000000,96.2040000000,96.3470000000,12431.7000000000
|
||||
1787703900000,2026-08-26 08:25:00+08:00,96.3470000000,96.4870000000,96.2350000000,96.4790000000,5840.4000000000
|
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1787704200000,2026-08-26 08:30:00+08:00,96.4790000000,96.6750000000,96.4660000000,96.4870000000,7843.8000000000
|
||||
1787704500000,2026-08-26 08:35:00+08:00,96.4870000000,96.5190000000,96.1420000000,96.2200000000,6586.4000000000
|
||||
1787704800000,2026-08-26 08:40:00+08:00,96.2200000000,96.5990000000,96.1590000000,96.4720000000,7797.5000000000
|
||||
1787705100000,2026-08-26 08:45:00+08:00,96.4720000000,96.6270000000,96.3560000000,96.5850000000,15890.7000000000
|
||||
1787705400000,2026-08-26 08:50:00+08:00,96.5850000000,96.8900000000,96.5850000000,96.8180000000,11665.7000000000
|
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1787705700000,2026-08-26 08:55:00+08:00,96.8180000000,96.8180000000,96.5810000000,96.5990000000,3332.3000000000
|
||||
1787706000000,2026-08-26 09:00:00+08:00,96.5990000000,97.0380000000,96.5600000000,97.0010000000,10728.1000000000
|
||||
1787706300000,2026-08-26 09:05:00+08:00,97.0010000000,97.2310000000,96.9670000000,96.9890000000,19303.5000000000
|
||||
1787706600000,2026-08-26 09:10:00+08:00,96.9890000000,97.0430000000,96.8160000000,96.8700000000,2237.5000000000
|
||||
1787706900000,2026-08-26 09:15:00+08:00,96.8700000000,97.0320000000,96.8110000000,96.9560000000,13097.6000000000
|
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1787707200000,2026-08-26 09:20:00+08:00,96.9560000000,97.0220000000,96.8740000000,96.8980000000,1889.5000000000
|
||||
1787707500000,2026-08-26 09:25:00+08:00,96.8980000000,96.8980000000,96.6940000000,96.7220000000,12329.4000000000
|
||||
1787707800000,2026-08-26 09:30:00+08:00,96.7220000000,97.1190000000,96.7120000000,97.1090000000,6033.7000000000
|
||||
1787708100000,2026-08-26 09:35:00+08:00,97.1090000000,97.2090000000,96.9780000000,97.0350000000,15533.2000000000
|
||||
1787708400000,2026-08-26 09:40:00+08:00,97.0350000000,97.0510000000,96.9310000000,97.0270000000,2910.5000000000
|
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1787708700000,2026-08-26 09:45:00+08:00,97.0270000000,97.0280000000,96.9010000000,97.0040000000,3157.8000000000
|
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1787709000000,2026-08-26 09:50:00+08:00,97.0040000000,97.0040000000,96.8660000000,96.9310000000,2353.2000000000
|
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1787709300000,2026-08-26 09:55:00+08:00,96.9310000000,96.9690000000,96.8850000000,96.9540000000,4438.1000000000
|
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1787709600000,2026-08-26 10:00:00+08:00,96.9540000000,97.0040000000,96.8390000000,96.8930000000,1494.9000000000
|
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1787709900000,2026-08-26 10:05:00+08:00,96.8930000000,96.9320000000,96.7240000000,96.7740000000,2837.5000000000
|
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1787710200000,2026-08-26 10:10:00+08:00,96.7740000000,96.9280000000,96.7490000000,96.8640000000,1540.4000000000
|
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1787710500000,2026-08-26 10:15:00+08:00,96.8640000000,97.2000000000,96.8570000000,97.0450000000,8977.3000000000
|
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1787710800000,2026-08-26 10:20:00+08:00,97.0450000000,97.1680000000,97.0430000000,97.1620000000,3998.5000000000
|
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1787711100000,2026-08-26 10:25:00+08:00,97.1620000000,97.4900000000,97.1620000000,97.4760000000,20242.3000000000
|
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1787711400000,2026-08-26 10:30:00+08:00,97.4760000000,97.5190000000,97.2960000000,97.3540000000,9623.0000000000
|
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1787711700000,2026-08-26 10:35:00+08:00,97.3540000000,97.4030000000,97.2360000000,97.3190000000,2971.9000000000
|
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1787712000000,2026-08-26 10:40:00+08:00,97.3190000000,97.3660000000,97.2820000000,97.3250000000,713.4000000000
|
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1787712300000,2026-08-26 10:45:00+08:00,97.3250000000,97.3710000000,97.2500000000,97.2860000000,2677.6000000000
|
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1787712600000,2026-08-26 10:50:00+08:00,97.2860000000,97.2860000000,97.1000000000,97.1290000000,3413.5000000000
|
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1787712900000,2026-08-26 10:55:00+08:00,97.1290000000,97.2400000000,97.1290000000,97.2220000000,1346.7000000000
|
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1787713200000,2026-08-26 11:00:00+08:00,97.2220000000,97.3190000000,97.1130000000,97.1160000000,4162.2000000000
|
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1787713500000,2026-08-26 11:05:00+08:00,97.1160000000,97.1710000000,97.0830000000,97.1160000000,1934.8000000000
|
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1787713800000,2026-08-26 11:10:00+08:00,97.1160000000,97.1460000000,97.0310000000,97.0490000000,4191.5000000000
|
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1787714100000,2026-08-26 11:15:00+08:00,97.0490000000,97.0880000000,96.8240000000,96.9680000000,13030.9000000000
|
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1787714400000,2026-08-26 11:20:00+08:00,96.9680000000,97.2010000000,96.9160000000,97.1860000000,4454.5000000000
|
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1787714700000,2026-08-26 11:25:00+08:00,97.1860000000,97.1940000000,97.0010000000,97.0280000000,1231.5000000000
|
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1787715000000,2026-08-26 11:30:00+08:00,97.0280000000,97.0280000000,96.7460000000,96.9200000000,8925.4000000000
|
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1787715300000,2026-08-26 11:35:00+08:00,96.9200000000,97.1410000000,96.9180000000,97.0060000000,2688.3000000000
|
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1787715600000,2026-08-26 11:40:00+08:00,97.0060000000,97.0740000000,96.8680000000,97.0490000000,3719.6000000000
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1787715900000,2026-08-26 11:45:00+08:00,97.0490000000,97.1050000000,96.8670000000,96.8810000000,5524.6000000000
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1787716200000,2026-08-26 11:50:00+08:00,96.8810000000,96.9880000000,96.8470000000,96.9780000000,7566.2000000000
|
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1787716500000,2026-08-26 11:55:00+08:00,96.9780000000,97.1120000000,96.9780000000,97.0080000000,3081.3000000000
|
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1787716800000,2026-08-26 12:00:00+08:00,97.0080000000,97.0160000000,96.7520000000,96.9040000000,8365.8000000000
|
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1787717100000,2026-08-26 12:05:00+08:00,96.9040000000,97.1200000000,96.8630000000,97.1140000000,7855.8000000000
|
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1787717400000,2026-08-26 12:10:00+08:00,97.1140000000,97.1820000000,96.8150000000,96.9070000000,5251.0000000000
|
||||
1787717700000,2026-08-26 12:15:00+08:00,96.9070000000,97.1140000000,96.8290000000,97.1140000000,2673.7000000000
|
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1787718000000,2026-08-26 12:20:00+08:00,97.1140000000,97.1300000000,96.9580000000,97.1220000000,16451.8000000000
|
||||
1787718300000,2026-08-26 12:25:00+08:00,97.1220000000,97.1870000000,97.0010000000,97.0470000000,2165.9000000000
|
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1787718600000,2026-08-26 12:30:00+08:00,97.0470000000,97.1330000000,96.8690000000,96.9760000000,9789.4000000000
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1787718900000,2026-08-26 12:35:00+08:00,96.9760000000,97.2550000000,96.9710000000,97.0420000000,9549.3000000000
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1787719200000,2026-08-26 12:40:00+08:00,97.0420000000,97.1990000000,97.0360000000,97.0680000000,6166.6000000000
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1787719500000,2026-08-26 12:45:00+08:00,97.0680000000,97.0680000000,96.6420000000,96.8220000000,26319.6000000000
|
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1787719800000,2026-08-26 12:50:00+08:00,96.8220000000,96.8670000000,96.5720000000,96.6820000000,12029.9000000000
|
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1787720100000,2026-08-26 12:55:00+08:00,96.6820000000,96.6960000000,96.5010000000,96.5650000000,4702.9000000000
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1787720400000,2026-08-26 13:00:00+08:00,96.5650000000,96.6600000000,96.4290000000,96.4760000000,18011.6000000000
|
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1787720700000,2026-08-26 13:05:00+08:00,96.4760000000,96.4850000000,96.1880000000,96.4520000000,11005.6000000000
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1787721000000,2026-08-26 13:10:00+08:00,96.4520000000,96.6340000000,96.4520000000,96.5370000000,5169.3000000000
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1787721300000,2026-08-26 13:15:00+08:00,96.5370000000,96.5710000000,96.3230000000,96.3230000000,17240.0000000000
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1787721600000,2026-08-26 13:20:00+08:00,96.3230000000,96.8560000000,96.3230000000,96.8360000000,12662.0000000000
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1787721900000,2026-08-26 13:25:00+08:00,96.8360000000,96.9110000000,96.6170000000,96.7770000000,11096.1000000000
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1787722200000,2026-08-26 13:30:00+08:00,96.7770000000,96.9500000000,96.7240000000,96.8500000000,6982.8000000000
|
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1787722500000,2026-08-26 13:35:00+08:00,96.8500000000,97.0300000000,96.8500000000,97.0180000000,5449.0000000000
|
||||
1787722800000,2026-08-26 13:40:00+08:00,97.0180000000,97.1420000000,96.9870000000,97.1220000000,10624.5000000000
|
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1787723100000,2026-08-26 13:45:00+08:00,97.1220000000,97.1220000000,96.9720000000,97.0510000000,4121.6000000000
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1787723400000,2026-08-26 13:50:00+08:00,97.0510000000,97.0640000000,96.9320000000,96.9370000000,2086.3000000000
|
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1787723700000,2026-08-26 13:55:00+08:00,96.9370000000,97.0390000000,96.9370000000,97.0310000000,1668.5000000000
|
||||
1787724000000,2026-08-26 14:00:00+08:00,97.0310000000,97.1220000000,96.9620000000,97.0690000000,2429.3000000000
|
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1787724300000,2026-08-26 14:05:00+08:00,97.0690000000,97.2690000000,97.0690000000,97.1630000000,9724.3000000000
|
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1787724600000,2026-08-26 14:10:00+08:00,97.1630000000,97.1630000000,96.9300000000,96.9760000000,2142.4000000000
|
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1787724900000,2026-08-26 14:15:00+08:00,96.9760000000,97.0480000000,96.7090000000,96.7120000000,3789.9000000000
|
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1787725200000,2026-08-26 14:20:00+08:00,96.7120000000,96.8830000000,96.6460000000,96.6530000000,2190.7000000000
|
||||
1787725500000,2026-08-26 14:25:00+08:00,96.6530000000,96.7700000000,96.6000000000,96.6720000000,4691.7000000000
|
||||
1787725800000,2026-08-26 14:30:00+08:00,96.6720000000,96.7930000000,96.5790000000,96.6630000000,8936.4000000000
|
||||
1787726100000,2026-08-26 14:35:00+08:00,96.6630000000,96.7090000000,96.4540000000,96.5480000000,14739.6000000000
|
||||
1787726400000,2026-08-26 14:40:00+08:00,96.5480000000,96.7790000000,96.5480000000,96.7040000000,12681.4000000000
|
||||
1787726700000,2026-08-26 14:45:00+08:00,96.7040000000,96.7730000000,96.5730000000,96.6420000000,9445.4000000000
|
||||
1787727000000,2026-08-26 14:50:00+08:00,96.6420000000,96.7440000000,96.6050000000,96.7410000000,2594.9000000000
|
||||
1787727300000,2026-08-26 14:55:00+08:00,96.7410000000,96.7680000000,96.6710000000,96.7400000000,6093.9000000000
|
||||
1787727600000,2026-08-26 15:00:00+08:00,96.7400000000,96.8930000000,96.6030000000,96.8610000000,43995.7000000000
|
||||
1787727900000,2026-08-26 15:05:00+08:00,96.8610000000,97.0000000000,96.7160000000,96.7250000000,11635.4000000000
|
||||
1787728200000,2026-08-26 15:10:00+08:00,96.7250000000,96.8850000000,96.7250000000,96.8840000000,2559.2000000000
|
||||
1787728500000,2026-08-26 15:15:00+08:00,96.8840000000,96.9880000000,96.8840000000,96.8880000000,21796.1000000000
|
||||
1787728800000,2026-08-26 15:20:00+08:00,96.8880000000,97.0010000000,96.8050000000,96.9370000000,8019.3000000000
|
||||
1787729100000,2026-08-26 15:25:00+08:00,96.9370000000,97.0910000000,96.9130000000,96.9160000000,1358.9000000000
|
||||
1787729400000,2026-08-26 15:30:00+08:00,96.9160000000,97.0500000000,96.8790000000,97.0420000000,6995.1000000000
|
||||
1787729700000,2026-08-26 15:35:00+08:00,97.0420000000,97.1240000000,96.9400000000,96.9890000000,5004.3000000000
|
||||
1787730000000,2026-08-26 15:40:00+08:00,96.9890000000,97.0320000000,96.9030000000,96.9890000000,7416.6000000000
|
||||
1787730300000,2026-08-26 15:45:00+08:00,96.9890000000,96.9940000000,96.9220000000,96.9900000000,2089.0000000000
|
||||
1787730600000,2026-08-26 15:50:00+08:00,96.9900000000,97.0760000000,96.8910000000,96.8980000000,10409.4000000000
|
||||
1787730900000,2026-08-26 15:55:00+08:00,96.8980000000,97.0090000000,96.8810000000,96.8840000000,5910.9000000000
|
||||
1787731200000,2026-08-26 16:00:00+08:00,96.8840000000,96.9980000000,96.8660000000,96.9760000000,3793.7000000000
|
||||
1787731500000,2026-08-26 16:05:00+08:00,96.9760000000,97.2000000000,96.8930000000,97.1820000000,4709.9000000000
|
||||
1787731800000,2026-08-26 16:10:00+08:00,97.1820000000,97.2850000000,97.1600000000,97.1890000000,13747.3000000000
|
||||
1787732100000,2026-08-26 16:15:00+08:00,97.1890000000,97.3470000000,97.1010000000,97.1140000000,16452.2000000000
|
||||
1787732400000,2026-08-26 16:20:00+08:00,97.1140000000,97.1200000000,96.9330000000,97.0390000000,6639.7000000000
|
||||
1787732700000,2026-08-26 16:25:00+08:00,97.0390000000,97.1760000000,97.0390000000,97.1010000000,2351.8000000000
|
||||
1787733000000,2026-08-26 16:30:00+08:00,97.1010000000,97.1550000000,96.9370000000,97.0810000000,4338.5000000000
|
||||
1787733300000,2026-08-26 16:35:00+08:00,97.0810000000,97.1230000000,97.0230000000,97.0680000000,1322.9000000000
|
||||
1787733600000,2026-08-26 16:40:00+08:00,97.0680000000,97.1660000000,97.0260000000,97.1580000000,595.7000000000
|
||||
1787733900000,2026-08-26 16:45:00+08:00,97.1580000000,97.1580000000,97.0100000000,97.0540000000,5421.3000000000
|
||||
1787734200000,2026-08-26 16:50:00+08:00,97.0540000000,97.1020000000,96.6930000000,96.6930000000,6737.8000000000
|
||||
1787734500000,2026-08-26 16:55:00+08:00,96.6930000000,96.7740000000,96.6400000000,96.7500000000,14639.1000000000
|
||||
1787734800000,2026-08-26 17:00:00+08:00,96.7500000000,96.9590000000,96.7290000000,96.8370000000,10492.6000000000
|
||||
1787735100000,2026-08-26 17:05:00+08:00,96.8370000000,96.9530000000,96.7920000000,96.7960000000,1880.2000000000
|
||||
1787735400000,2026-08-26 17:10:00+08:00,96.7960000000,96.9080000000,96.7650000000,96.7670000000,2088.3000000000
|
||||
1787735700000,2026-08-26 17:15:00+08:00,96.7670000000,96.7670000000,96.2950000000,96.3310000000,41615.8000000000
|
||||
1787736000000,2026-08-26 17:20:00+08:00,96.3310000000,96.4890000000,96.1470000000,96.2140000000,20548.3000000000
|
||||
1787736300000,2026-08-26 17:25:00+08:00,96.2140000000,96.4340000000,96.2140000000,96.2600000000,5545.4000000000
|
||||
1787736600000,2026-08-26 17:30:00+08:00,96.2600000000,96.4240000000,96.1430000000,96.3590000000,13309.0000000000
|
||||
1787736900000,2026-08-26 17:35:00+08:00,96.3590000000,96.3770000000,96.1260000000,96.2010000000,7363.5000000000
|
||||
1787737200000,2026-08-26 17:40:00+08:00,96.2010000000,96.2010000000,95.9020000000,95.9070000000,22760.9000000000
|
||||
1787737500000,2026-08-26 17:45:00+08:00,95.9070000000,96.0680000000,95.7190000000,96.0570000000,12166.2000000000
|
||||
1787737800000,2026-08-26 17:50:00+08:00,96.0570000000,96.1950000000,95.9600000000,95.9760000000,3360.2000000000
|
||||
1787738100000,2026-08-26 17:55:00+08:00,95.9760000000,96.1450000000,95.9510000000,96.1090000000,4019.6000000000
|
||||
1787738400000,2026-08-26 18:00:00+08:00,96.1090000000,96.1130000000,95.9330000000,95.9770000000,11796.9000000000
|
||||
1787738700000,2026-08-26 18:05:00+08:00,95.9770000000,96.1000000000,95.9530000000,96.0320000000,4468.5000000000
|
||||
1787739000000,2026-08-26 18:10:00+08:00,96.0320000000,96.1380000000,95.9510000000,96.0910000000,4134.5000000000
|
||||
1787739300000,2026-08-26 18:15:00+08:00,96.0910000000,96.5220000000,96.0900000000,96.5210000000,8663.8000000000
|
||||
1787739600000,2026-08-26 18:20:00+08:00,96.5210000000,96.5790000000,96.3800000000,96.5790000000,5177.2000000000
|
||||
1787739900000,2026-08-26 18:25:00+08:00,96.5790000000,96.7060000000,96.5460000000,96.6320000000,11068.4000000000
|
||||
1787740200000,2026-08-26 18:30:00+08:00,96.6320000000,96.6810000000,96.4810000000,96.6770000000,6220.7000000000
|
||||
1787740500000,2026-08-26 18:35:00+08:00,96.6770000000,97.4540000000,96.6640000000,97.1800000000,95263.0000000000
|
||||
1787740800000,2026-08-26 18:40:00+08:00,97.1800000000,97.3800000000,97.0220000000,97.3520000000,20080.5000000000
|
||||
1787741100000,2026-08-26 18:45:00+08:00,97.3520000000,97.8280000000,97.3180000000,97.7440000000,41772.9000000000
|
||||
1787741400000,2026-08-26 18:50:00+08:00,97.7440000000,97.8290000000,97.5530000000,97.5600000000,9631.8000000000
|
||||
1787741700000,2026-08-26 18:55:00+08:00,97.5600000000,97.5850000000,97.4000000000,97.4200000000,8098.2000000000
|
||||
1787742000000,2026-08-26 19:00:00+08:00,97.4200000000,97.6160000000,97.3430000000,97.5280000000,8516.3000000000
|
||||
1787742300000,2026-08-26 19:05:00+08:00,97.5280000000,97.5280000000,97.2600000000,97.3310000000,3951.1000000000
|
||||
1787742600000,2026-08-26 19:10:00+08:00,97.3310000000,97.4980000000,97.2880000000,97.4820000000,4535.6000000000
|
||||
1787742900000,2026-08-26 19:15:00+08:00,97.4820000000,97.5440000000,97.3890000000,97.3980000000,5575.1000000000
|
||||
1787743200000,2026-08-26 19:20:00+08:00,97.3980000000,97.4890000000,97.3030000000,97.3510000000,8977.4000000000
|
||||
1787743500000,2026-08-26 19:25:00+08:00,97.3510000000,97.3640000000,97.1880000000,97.2230000000,3920.9000000000
|
||||
1787743800000,2026-08-26 19:30:00+08:00,97.2230000000,97.2480000000,97.1330000000,97.1650000000,1374.7000000000
|
||||
1787744100000,2026-08-26 19:35:00+08:00,97.1650000000,97.2950000000,96.6150000000,96.7820000000,23772.3000000000
|
||||
1787744400000,2026-08-26 19:40:00+08:00,96.7820000000,96.9800000000,96.6800000000,96.9250000000,8241.0000000000
|
||||
1787744700000,2026-08-26 19:45:00+08:00,96.9250000000,96.9250000000,96.7370000000,96.7650000000,2204.9000000000
|
||||
1787745000000,2026-08-26 19:50:00+08:00,96.7650000000,97.0960000000,96.7650000000,97.0260000000,5734.7000000000
|
||||
1787745300000,2026-08-26 19:55:00+08:00,97.0260000000,97.1800000000,96.9510000000,96.9730000000,5700.4000000000
|
||||
1787745600000,2026-08-26 20:00:00+08:00,96.9730000000,97.0620000000,96.7650000000,96.8750000000,7871.8000000000
|
||||
1787745900000,2026-08-26 20:05:00+08:00,96.8750000000,96.8860000000,96.5500000000,96.6810000000,7325.2000000000
|
||||
1787746200000,2026-08-26 20:10:00+08:00,96.6810000000,96.8710000000,96.6810000000,96.7330000000,5638.6000000000
|
||||
1787746500000,2026-08-26 20:15:00+08:00,96.7330000000,96.8900000000,96.5900000000,96.8240000000,13453.2000000000
|
||||
1787746800000,2026-08-26 20:20:00+08:00,96.8240000000,97.2930000000,96.8240000000,97.2500000000,11700.7000000000
|
||||
1787747100000,2026-08-26 20:25:00+08:00,97.2500000000,97.5240000000,97.2260000000,97.4740000000,15490.9000000000
|
||||
1787747400000,2026-08-26 20:30:00+08:00,97.4740000000,97.4740000000,95.9750000000,96.9520000000,54985.6000000000
|
||||
1787747700000,2026-08-26 20:35:00+08:00,96.9520000000,97.1090000000,96.4600000000,96.6550000000,18342.9000000000
|
||||
1787748000000,2026-08-26 20:40:00+08:00,96.6550000000,96.9620000000,96.6300000000,96.7740000000,10276.4000000000
|
||||
1787748300000,2026-08-26 20:45:00+08:00,96.7740000000,97.0930000000,96.7670000000,97.0540000000,5756.6000000000
|
||||
1787748600000,2026-08-26 20:50:00+08:00,97.0540000000,97.2040000000,96.9150000000,96.9870000000,8488.5000000000
|
||||
1787748900000,2026-08-26 20:55:00+08:00,96.9870000000,97.2700000000,96.9460000000,96.9630000000,6908.7000000000
|
||||
1787749200000,2026-08-26 21:00:00+08:00,96.9630000000,97.1780000000,96.7960000000,96.8160000000,11504.4000000000
|
||||
1787749500000,2026-08-26 21:05:00+08:00,96.8160000000,96.8430000000,96.4350000000,96.5600000000,11528.3000000000
|
||||
1787749800000,2026-08-26 21:10:00+08:00,96.5600000000,96.6340000000,96.3680000000,96.4630000000,15315.7000000000
|
||||
1787750100000,2026-08-26 21:15:00+08:00,96.4630000000,96.5180000000,96.1460000000,96.2690000000,21175.1000000000
|
||||
1787750400000,2026-08-26 21:20:00+08:00,96.2690000000,96.3360000000,95.9060000000,95.9610000000,15175.8000000000
|
||||
1787750700000,2026-08-26 21:25:00+08:00,95.9610000000,96.1300000000,95.7840000000,95.9310000000,23440.5000000000
|
||||
1787751000000,2026-08-26 21:30:00+08:00,95.9310000000,96.5260000000,95.9310000000,96.3810000000,18216.5000000000
|
||||
1787751300000,2026-08-26 21:35:00+08:00,96.3810000000,96.6680000000,96.1560000000,96.4950000000,8490.6000000000
|
||||
1787751600000,2026-08-26 21:40:00+08:00,96.4950000000,96.6740000000,96.4130000000,96.6210000000,13456.8000000000
|
||||
1787751900000,2026-08-26 21:45:00+08:00,96.6210000000,96.8020000000,96.4820000000,96.4840000000,7283.0000000000
|
||||
1787752200000,2026-08-26 21:50:00+08:00,96.4840000000,96.4840000000,96.0130000000,96.2320000000,9027.4000000000
|
||||
1787752500000,2026-08-26 21:55:00+08:00,96.2320000000,96.5780000000,96.2020000000,96.5000000000,7348.9000000000
|
||||
1787752800000,2026-08-26 22:00:00+08:00,96.5000000000,96.8490000000,96.2390000000,96.7880000000,10163.4000000000
|
||||
1787753100000,2026-08-26 22:05:00+08:00,96.7880000000,96.9220000000,96.6270000000,96.7680000000,4979.7000000000
|
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1787753400000,2026-08-26 22:10:00+08:00,96.7680000000,96.9200000000,96.5620000000,96.6040000000,7695.2000000000
|
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1787753700000,2026-08-26 22:15:00+08:00,96.6040000000,96.8400000000,96.5760000000,96.6830000000,2856.6000000000
|
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1787754000000,2026-08-26 22:20:00+08:00,96.6830000000,96.7110000000,96.3250000000,96.3340000000,4579.2000000000
|
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1787754300000,2026-08-26 22:25:00+08:00,96.3340000000,96.3940000000,96.0400000000,96.2320000000,8119.4000000000
|
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1787754600000,2026-08-26 22:30:00+08:00,96.2320000000,96.3130000000,95.8340000000,95.9500000000,7972.3000000000
|
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1787754900000,2026-08-26 22:35:00+08:00,95.9500000000,96.1320000000,95.5630000000,95.8550000000,34414.2000000000
|
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1787755200000,2026-08-26 22:40:00+08:00,95.8550000000,95.9720000000,95.5000000000,95.7410000000,11575.1000000000
|
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1787755500000,2026-08-26 22:45:00+08:00,95.7410000000,95.8180000000,95.3350000000,95.5700000000,12337.1000000000
|
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1787755800000,2026-08-26 22:50:00+08:00,95.5700000000,95.7360000000,95.4400000000,95.4810000000,7449.7000000000
|
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1787756100000,2026-08-26 22:55:00+08:00,95.4810000000,95.5490000000,95.3280000000,95.4080000000,9299.5000000000
|
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1787756400000,2026-08-26 23:00:00+08:00,95.4080000000,95.5120000000,94.8790000000,95.1730000000,33309.7000000000
|
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1787756700000,2026-08-26 23:05:00+08:00,95.1730000000,95.6950000000,95.1260000000,95.6240000000,16757.2000000000
|
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1787757000000,2026-08-26 23:10:00+08:00,95.6240000000,95.6930000000,95.4080000000,95.5260000000,9920.3000000000
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1787757300000,2026-08-26 23:15:00+08:00,95.5260000000,95.5800000000,95.2600000000,95.4940000000,3401.3000000000
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1787757600000,2026-08-26 23:20:00+08:00,95.4940000000,95.8210000000,95.4940000000,95.8020000000,5057.3000000000
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1787757900000,2026-08-26 23:25:00+08:00,95.8020000000,96.2530000000,95.8020000000,96.1930000000,14637.1000000000
|
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1787758200000,2026-08-26 23:30:00+08:00,96.1930000000,96.2950000000,95.7300000000,95.7620000000,38125.0000000000
|
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1787758500000,2026-08-26 23:35:00+08:00,95.7620000000,95.8780000000,95.6490000000,95.8300000000,45568.8000000000
|
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1787758800000,2026-08-26 23:40:00+08:00,95.8300000000,96.1940000000,95.8300000000,95.9630000000,7434.1000000000
|
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1787759100000,2026-08-26 23:45:00+08:00,95.9630000000,96.2220000000,95.9630000000,96.1900000000,3078.3000000000
|
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1787759400000,2026-08-26 23:50:00+08:00,96.1900000000,96.1910000000,95.9790000000,96.0000000000,2897.9000000000
|
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1787759700000,2026-08-26 23:55:00+08:00,96.0000000000,96.0950000000,95.8460000000,95.8700000000,3480.2000000000
|
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1787760000000,2026-08-27 00:00:00+08:00,95.8700000000,95.9950000000,95.6880000000,95.9490000000,12967.2000000000
|
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1787760300000,2026-08-27 00:05:00+08:00,95.9490000000,96.1290000000,95.9100000000,95.9160000000,4773.0000000000
|
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1787760600000,2026-08-27 00:10:00+08:00,95.9160000000,95.9310000000,95.7410000000,95.7900000000,3848.1000000000
|
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1787760900000,2026-08-27 00:15:00+08:00,95.7900000000,95.8770000000,95.6540000000,95.7260000000,3710.4000000000
|
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1787761200000,2026-08-27 00:20:00+08:00,95.7260000000,96.0060000000,95.6040000000,95.6070000000,8532.0000000000
|
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1787761500000,2026-08-27 00:25:00+08:00,95.6070000000,95.7420000000,95.5180000000,95.7170000000,9111.6000000000
|
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1787761800000,2026-08-27 00:30:00+08:00,95.7170000000,95.8370000000,95.6460000000,95.8160000000,4037.8000000000
|
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1787762100000,2026-08-27 00:35:00+08:00,95.8160000000,95.9990000000,95.5570000000,95.5570000000,13275.9000000000
|
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1787762400000,2026-08-27 00:40:00+08:00,95.5570000000,95.7000000000,95.4180000000,95.4620000000,7481.7000000000
|
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1787762700000,2026-08-27 00:45:00+08:00,95.4620000000,96.0410000000,95.4620000000,95.8610000000,12888.3000000000
|
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1787763000000,2026-08-27 00:50:00+08:00,95.8610000000,95.9410000000,95.7470000000,95.8390000000,2478.9000000000
|
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1787763300000,2026-08-27 00:55:00+08:00,95.8390000000,96.0080000000,95.7800000000,95.8860000000,5364.9000000000
|
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1787763600000,2026-08-27 01:00:00+08:00,95.8860000000,96.0240000000,95.8130000000,95.9470000000,8160.0000000000
|
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1787763900000,2026-08-27 01:05:00+08:00,95.9470000000,96.2130000000,95.8740000000,96.1500000000,5728.1000000000
|
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1787764200000,2026-08-27 01:10:00+08:00,96.1500000000,96.3490000000,96.0940000000,96.2720000000,4212.6000000000
|
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1787764500000,2026-08-27 01:15:00+08:00,96.2720000000,96.5570000000,96.2620000000,96.5150000000,11583.3000000000
|
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1787764800000,2026-08-27 01:20:00+08:00,96.5150000000,96.6920000000,96.4680000000,96.6080000000,18272.9000000000
|
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1787765100000,2026-08-27 01:25:00+08:00,96.6080000000,97.1780000000,96.6080000000,97.0530000000,93466.8000000000
|
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1787765400000,2026-08-27 01:30:00+08:00,97.0530000000,97.1090000000,96.9060000000,97.0810000000,17369.5000000000
|
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1787765700000,2026-08-27 01:35:00+08:00,97.0810000000,97.1350000000,96.8760000000,97.1340000000,9961.0000000000
|
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1787766000000,2026-08-27 01:40:00+08:00,97.1340000000,97.1930000000,97.0420000000,97.1120000000,8323.0000000000
|
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1787766300000,2026-08-27 01:45:00+08:00,97.1120000000,97.1550000000,96.8720000000,96.9170000000,7394.9000000000
|
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1787766600000,2026-08-27 01:50:00+08:00,96.9170000000,97.0200000000,96.8710000000,96.9520000000,2664.8000000000
|
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1787766900000,2026-08-27 01:55:00+08:00,96.9520000000,97.0240000000,96.8500000000,96.9170000000,2189.4000000000
|
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1787767200000,2026-08-27 02:00:00+08:00,96.9170000000,96.9350000000,96.7230000000,96.7570000000,1758.3000000000
|
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1787767500000,2026-08-27 02:05:00+08:00,96.7570000000,96.9870000000,96.7270000000,96.9250000000,2206.1000000000
|
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1787767800000,2026-08-27 02:10:00+08:00,96.9250000000,97.1020000000,96.8460000000,96.8680000000,10982.1000000000
|
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1787768100000,2026-08-27 02:15:00+08:00,96.8680000000,96.9280000000,96.7560000000,96.8150000000,8130.4000000000
|
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1787768400000,2026-08-27 02:20:00+08:00,96.8150000000,96.9480000000,96.7780000000,96.8050000000,3910.7000000000
|
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1787768700000,2026-08-27 02:25:00+08:00,96.8050000000,96.8480000000,96.6330000000,96.7050000000,4846.3000000000
|
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1787769000000,2026-08-27 02:30:00+08:00,96.7050000000,96.8800000000,96.6980000000,96.7200000000,4911.3000000000
|
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1787769300000,2026-08-27 02:35:00+08:00,96.7200000000,96.7620000000,96.6060000000,96.6880000000,12937.0000000000
|
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1787769600000,2026-08-27 02:40:00+08:00,96.6880000000,96.6880000000,96.5720000000,96.6660000000,2109.9000000000
|
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1787769900000,2026-08-27 02:45:00+08:00,96.6660000000,96.7950000000,96.6580000000,96.7480000000,1069.4000000000
|
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1787770200000,2026-08-27 02:50:00+08:00,96.7480000000,96.7940000000,96.6520000000,96.7640000000,7256.1000000000
|
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1787770500000,2026-08-27 02:55:00+08:00,96.7640000000,96.9090000000,96.7190000000,96.7920000000,4873.3000000000
|
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1787770800000,2026-08-27 03:00:00+08:00,96.7920000000,96.8100000000,96.6250000000,96.6510000000,1767.4000000000
|
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1787771100000,2026-08-27 03:05:00+08:00,96.6510000000,96.6670000000,96.4330000000,96.4500000000,3735.1000000000
|
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1787771400000,2026-08-27 03:10:00+08:00,96.4500000000,96.5880000000,96.4270000000,96.4670000000,8724.6000000000
|
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1787771700000,2026-08-27 03:15:00+08:00,96.4670000000,96.4980000000,96.2950000000,96.4580000000,4063.2000000000
|
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1787772000000,2026-08-27 03:20:00+08:00,96.4580000000,96.4990000000,96.3920000000,96.4410000000,1371.7000000000
|
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1787772300000,2026-08-27 03:25:00+08:00,96.4410000000,96.8830000000,96.4010000000,96.7390000000,9375.5000000000
|
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1787772600000,2026-08-27 03:30:00+08:00,96.7390000000,96.8550000000,96.6860000000,96.7520000000,4800.3000000000
|
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1787772900000,2026-08-27 03:35:00+08:00,96.7520000000,96.7920000000,96.5420000000,96.5460000000,3154.8000000000
|
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1787773200000,2026-08-27 03:40:00+08:00,96.5460000000,96.5870000000,96.4610000000,96.4860000000,915.4000000000
|
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1787773500000,2026-08-27 03:45:00+08:00,96.4860000000,96.7400000000,96.4840000000,96.7190000000,1365.8000000000
|
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1787773800000,2026-08-27 03:50:00+08:00,96.7190000000,96.7490000000,96.6130000000,96.6390000000,3067.9000000000
|
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1787774100000,2026-08-27 03:55:00+08:00,96.6390000000,96.7830000000,96.6280000000,96.7470000000,4160.0000000000
|
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1787774400000,2026-08-27 04:00:00+08:00,96.7470000000,96.8170000000,96.5550000000,96.7890000000,4707.7000000000
|
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1787774700000,2026-08-27 04:05:00+08:00,96.7890000000,96.9040000000,96.7610000000,96.8090000000,3587.8000000000
|
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1787775000000,2026-08-27 04:10:00+08:00,96.8090000000,96.9790000000,96.7960000000,96.7960000000,4001.0000000000
|
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1787775300000,2026-08-27 04:15:00+08:00,96.7960000000,96.8740000000,96.6450000000,96.7040000000,941.9000000000
|
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1787775600000,2026-08-27 04:20:00+08:00,96.7040000000,96.7080000000,96.2300000000,96.5250000000,9152.3000000000
|
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1787775900000,2026-08-27 04:25:00+08:00,96.5250000000,96.6940000000,96.5250000000,96.6850000000,960.6000000000
|
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1787776200000,2026-08-27 04:30:00+08:00,96.6850000000,96.6980000000,96.3770000000,96.4740000000,1225.6000000000
|
||||
1787776500000,2026-08-27 04:35:00+08:00,96.4740000000,96.5310000000,96.3830000000,96.5170000000,670.6000000000
|
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1787776800000,2026-08-27 04:40:00+08:00,96.5170000000,96.6580000000,96.5170000000,96.5920000000,832.5000000000
|
||||
1787777100000,2026-08-27 04:45:00+08:00,96.5920000000,96.6800000000,96.5630000000,96.6740000000,964.8000000000
|
||||
1787777400000,2026-08-27 04:50:00+08:00,96.6740000000,96.7640000000,96.6380000000,96.7560000000,4228.5000000000
|
||||
1787777700000,2026-08-27 04:55:00+08:00,96.7560000000,96.8790000000,96.7490000000,96.8780000000,1475.3000000000
|
||||
1787778000000,2026-08-27 05:00:00+08:00,96.8780000000,96.9840000000,96.8260000000,96.9360000000,14441.4000000000
|
||||
1787778300000,2026-08-27 05:05:00+08:00,96.9360000000,97.3050000000,96.9340000000,97.2700000000,8207.6000000000
|
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1787778600000,2026-08-27 05:10:00+08:00,97.2700000000,97.4940000000,97.1940000000,97.4650000000,12966.1000000000
|
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1787778900000,2026-08-27 05:15:00+08:00,97.4650000000,97.7980000000,97.4010000000,97.5890000000,14516.4000000000
|
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1787779200000,2026-08-27 05:20:00+08:00,97.5890000000,97.8790000000,97.4670000000,97.6410000000,10363.2000000000
|
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1787779500000,2026-08-27 05:25:00+08:00,97.6410000000,97.7410000000,97.4560000000,97.6410000000,6857.6000000000
|
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1787779800000,2026-08-27 05:30:00+08:00,97.6410000000,97.6930000000,97.4920000000,97.5700000000,5530.2000000000
|
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1787780100000,2026-08-27 05:35:00+08:00,97.5700000000,97.9000000000,97.5700000000,97.7450000000,5970.4000000000
|
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1787780400000,2026-08-27 05:40:00+08:00,97.7450000000,97.7510000000,97.5550000000,97.5630000000,3899.9000000000
|
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1787780700000,2026-08-27 05:45:00+08:00,97.5630000000,97.6940000000,97.5300000000,97.6940000000,2236.5000000000
|
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1787781000000,2026-08-27 05:50:00+08:00,97.6940000000,98.2900000000,97.6900000000,98.1200000000,15981.6000000000
|
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1787781300000,2026-08-27 05:55:00+08:00,98.1200000000,98.2740000000,98.0090000000,98.1940000000,10469.5000000000
|
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1787781600000,2026-08-27 06:00:00+08:00,98.1940000000,98.3880000000,98.0090000000,98.3860000000,18183.5000000000
|
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1787781900000,2026-08-27 06:05:00+08:00,98.3860000000,98.4440000000,98.3080000000,98.3440000000,5334.5000000000
|
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1787782200000,2026-08-27 06:10:00+08:00,98.3440000000,98.9410000000,98.3280000000,98.9320000000,25266.8000000000
|
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1787782500000,2026-08-27 06:15:00+08:00,98.9320000000,100.7070000000,98.9180000000,100.2770000000,107523.0000000000
|
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1787782800000,2026-08-27 06:20:00+08:00,100.2770000000,100.8890000000,99.9170000000,99.9270000000,39843.0000000000
|
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1787783100000,2026-08-27 06:25:00+08:00,99.9270000000,100.5250000000,99.7990000000,99.9850000000,29496.7000000000
|
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1787783400000,2026-08-27 06:30:00+08:00,99.9850000000,100.2000000000,99.7920000000,100.1500000000,19759.1000000000
|
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1787783700000,2026-08-27 06:35:00+08:00,100.1500000000,100.1730000000,99.5200000000,99.5800000000,42089.8000000000
|
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1787784000000,2026-08-27 06:40:00+08:00,99.5800000000,100.1990000000,99.4790000000,100.1390000000,22738.7000000000
|
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1787784300000,2026-08-27 06:45:00+08:00,100.1390000000,100.1390000000,99.7930000000,99.8370000000,19682.9000000000
|
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1787784600000,2026-08-27 06:50:00+08:00,99.8370000000,99.9240000000,99.5920000000,99.6480000000,11246.0000000000
|
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1787784900000,2026-08-27 06:55:00+08:00,99.6480000000,99.7540000000,99.5020000000,99.6350000000,6815.0000000000
|
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1787785200000,2026-08-27 07:00:00+08:00,99.6350000000,100.4570000000,99.4290000000,100.2660000000,27125.7000000000
|
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1787785500000,2026-08-27 07:05:00+08:00,100.2660000000,100.2660000000,99.7500000000,99.8540000000,9071.5000000000
|
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1787785800000,2026-08-27 07:10:00+08:00,99.8540000000,100.4000000000,99.8540000000,100.3150000000,15401.7000000000
|
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1787786100000,2026-08-27 07:15:00+08:00,100.3150000000,100.6760000000,100.2510000000,100.5250000000,24642.6000000000
|
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1787786400000,2026-08-27 07:20:00+08:00,100.5250000000,100.9490000000,100.4240000000,100.7660000000,26263.6000000000
|
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1787786700000,2026-08-27 07:25:00+08:00,100.7660000000,100.9230000000,100.5560000000,100.8270000000,16686.0000000000
|
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1787787000000,2026-08-27 07:30:00+08:00,100.8270000000,100.9740000000,100.5540000000,100.6310000000,37662.3000000000
|
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1787787300000,2026-08-27 07:35:00+08:00,100.6310000000,100.9350000000,100.5750000000,100.8710000000,16067.3000000000
|
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1787787600000,2026-08-27 07:40:00+08:00,100.8710000000,101.4880000000,100.6360000000,101.3740000000,32907.3000000000
|
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1787787900000,2026-08-27 07:45:00+08:00,101.3740000000,101.5800000000,101.1880000000,101.5700000000,27846.6000000000
|
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1787788200000,2026-08-27 07:50:00+08:00,101.5700000000,102.0500000000,101.5390000000,101.9660000000,30082.6000000000
|
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1787788500000,2026-08-27 07:55:00+08:00,101.9660000000,102.4210000000,101.7480000000,102.0280000000,24784.8000000000
|
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1787788800000,2026-08-27 08:00:00+08:00,102.0280000000,102.1000000000,101.5450000000,101.6530000000,28576.1000000000
|
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1787789100000,2026-08-27 08:05:00+08:00,101.6530000000,101.7820000000,101.5430000000,101.5680000000,6671.2000000000
|
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1787789400000,2026-08-27 08:10:00+08:00,101.5680000000,101.5680000000,100.9380000000,101.1370000000,81770.5000000000
|
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1787789700000,2026-08-27 08:15:00+08:00,101.1370000000,101.4960000000,100.9400000000,101.4390000000,38422.1000000000
|
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1787790000000,2026-08-27 08:20:00+08:00,101.4390000000,101.7000000000,101.2750000000,101.3110000000,26539.3000000000
|
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1787790300000,2026-08-27 08:25:00+08:00,101.3110000000,101.3160000000,101.0640000000,101.1700000000,5324.3000000000
|
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1787790600000,2026-08-27 08:30:00+08:00,101.1700000000,101.1900000000,100.9130000000,100.9850000000,7866.2000000000
|
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1787790900000,2026-08-27 08:35:00+08:00,100.9850000000,101.1100000000,100.9110000000,100.9710000000,7316.3000000000
|
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1787791200000,2026-08-27 08:40:00+08:00,100.9710000000,101.0960000000,100.8850000000,100.9930000000,9527.5000000000
|
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1787791500000,2026-08-27 08:45:00+08:00,100.9930000000,101.0450000000,100.8430000000,100.9870000000,6862.2000000000
|
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1787791800000,2026-08-27 08:50:00+08:00,100.9870000000,101.2310000000,100.8530000000,100.8940000000,6404.4000000000
|
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1787792100000,2026-08-27 08:55:00+08:00,100.8940000000,100.9480000000,100.5440000000,100.5440000000,16060.9000000000
|
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1787792400000,2026-08-27 09:00:00+08:00,100.5440000000,100.8200000000,100.4620000000,100.6340000000,11863.1000000000
|
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1787792700000,2026-08-27 09:05:00+08:00,100.6340000000,100.7400000000,100.5100000000,100.6230000000,5059.4000000000
|
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1787793000000,2026-08-27 09:10:00+08:00,100.6230000000,100.7290000000,100.5950000000,100.7080000000,5559.8000000000
|
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1787793300000,2026-08-27 09:15:00+08:00,100.7080000000,100.8840000000,100.5160000000,100.8410000000,4693.7000000000
|
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1787793600000,2026-08-27 09:20:00+08:00,100.8410000000,101.0630000000,100.8210000000,101.0400000000,7083.4000000000
|
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1787793900000,2026-08-27 09:25:00+08:00,101.0400000000,101.6540000000,100.9960000000,101.5590000000,23700.5000000000
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1787794200000,2026-08-27 09:30:00+08:00,101.5590000000,101.8800000000,101.3030000000,101.6480000000,14292.3000000000
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1787794500000,2026-08-27 09:35:00+08:00,101.6480000000,101.8110000000,101.5770000000,101.5770000000,6521.6000000000
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1787794800000,2026-08-27 09:40:00+08:00,101.5770000000,101.5770000000,101.1630000000,101.1880000000,9988.0000000000
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1787795100000,2026-08-27 09:45:00+08:00,101.1880000000,101.6960000000,101.1850000000,101.6330000000,12010.4000000000
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1787795400000,2026-08-27 09:50:00+08:00,101.6330000000,101.8970000000,101.5510000000,101.5960000000,16308.8000000000
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1787795700000,2026-08-27 09:55:00+08:00,101.5960000000,101.6900000000,101.3830000000,101.4070000000,4034.1000000000
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1787796000000,2026-08-27 10:00:00+08:00,101.4070000000,101.7090000000,101.3860000000,101.6700000000,14418.7000000000
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1787796300000,2026-08-27 10:05:00+08:00,101.6700000000,101.8610000000,101.6170000000,101.7840000000,10805.0000000000
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1787796600000,2026-08-27 10:10:00+08:00,101.7840000000,101.9000000000,101.5850000000,101.6460000000,16817.1000000000
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1787796900000,2026-08-27 10:15:00+08:00,101.6460000000,101.6850000000,101.4170000000,101.5120000000,7465.2000000000
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1787797200000,2026-08-27 10:20:00+08:00,101.5120000000,101.5300000000,101.1500000000,101.2050000000,6021.5000000000
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1787797500000,2026-08-27 10:25:00+08:00,101.2050000000,101.2690000000,101.0600000000,101.0910000000,6342.0000000000
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1787797800000,2026-08-27 10:30:00+08:00,101.0910000000,101.2880000000,101.0180000000,101.2620000000,5731.1000000000
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1787798100000,2026-08-27 10:35:00+08:00,101.2620000000,101.2620000000,100.9750000000,101.0070000000,6478.3000000000
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1787798400000,2026-08-27 10:40:00+08:00,101.0070000000,101.0210000000,100.8140000000,100.8400000000,9682.0000000000
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1787798700000,2026-08-27 10:45:00+08:00,100.8400000000,101.3000000000,100.8280000000,101.1490000000,16549.9000000000
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1787799000000,2026-08-27 10:50:00+08:00,101.1490000000,101.3920000000,101.1160000000,101.2400000000,6704.2000000000
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1787799300000,2026-08-27 10:55:00+08:00,101.2400000000,101.2930000000,101.0660000000,101.1240000000,1620.7000000000
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1787799600000,2026-08-27 11:00:00+08:00,101.1240000000,101.1670000000,101.0510000000,101.1350000000,4273.2000000000
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1787799900000,2026-08-27 11:05:00+08:00,101.1350000000,101.2160000000,101.0600000000,101.1350000000,4633.2000000000
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1787800200000,2026-08-27 11:10:00+08:00,101.1350000000,101.1900000000,100.9400000000,100.9840000000,4961.9000000000
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1787800500000,2026-08-27 11:15:00+08:00,100.9840000000,101.2870000000,100.9030000000,101.2870000000,6688.0000000000
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1787800800000,2026-08-27 11:20:00+08:00,101.2870000000,101.7270000000,101.1480000000,101.6380000000,15248.1000000000
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1787801100000,2026-08-27 11:25:00+08:00,101.6380000000,101.7750000000,101.4450000000,101.6080000000,6777.6000000000
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1787801400000,2026-08-27 11:30:00+08:00,101.6080000000,101.6290000000,101.3200000000,101.3540000000,4534.5000000000
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1787801700000,2026-08-27 11:35:00+08:00,101.3540000000,101.4160000000,101.2730000000,101.2790000000,7377.8000000000
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1787802000000,2026-08-27 11:40:00+08:00,101.2790000000,101.3900000000,101.2630000000,101.2660000000,4115.1000000000
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1787802300000,2026-08-27 11:45:00+08:00,101.2660000000,101.5160000000,101.0320000000,101.0430000000,16359.0000000000
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1787802600000,2026-08-27 11:50:00+08:00,101.0430000000,101.0610000000,100.8420000000,101.0050000000,10186.0000000000
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1787802900000,2026-08-27 11:55:00+08:00,101.0050000000,101.0330000000,100.8780000000,101.0330000000,5267.5000000000
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1787803200000,2026-08-27 12:00:00+08:00,101.0330000000,101.1850000000,101.0120000000,101.0860000000,8278.6000000000
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1787803500000,2026-08-27 12:05:00+08:00,101.0860000000,101.3300000000,101.0470000000,101.2590000000,6189.3000000000
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1787803800000,2026-08-27 12:10:00+08:00,101.2590000000,101.3770000000,101.1980000000,101.3490000000,9492.4000000000
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1787804100000,2026-08-27 12:15:00+08:00,101.3490000000,101.4900000000,101.1940000000,101.2050000000,29151.6000000000
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1787804400000,2026-08-27 12:20:00+08:00,101.2050000000,101.2570000000,101.0500000000,101.2510000000,4050.8000000000
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1787804700000,2026-08-27 12:25:00+08:00,101.2510000000,101.3570000000,101.1530000000,101.1530000000,4810.0000000000
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1787805000000,2026-08-27 12:30:00+08:00,101.1530000000,101.1530000000,100.7640000000,100.7950000000,8989.3000000000
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1787805300000,2026-08-27 12:35:00+08:00,100.7950000000,101.1890000000,100.6430000000,101.1690000000,32015.4000000000
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1787805600000,2026-08-27 12:40:00+08:00,101.1690000000,101.4780000000,101.1360000000,101.2760000000,7849.9000000000
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1787805900000,2026-08-27 12:45:00+08:00,101.2760000000,101.2940000000,100.8670000000,100.9660000000,7341.4000000000
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1787806200000,2026-08-27 12:50:00+08:00,100.9660000000,100.9930000000,100.8110000000,100.9340000000,10138.0000000000
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1787806500000,2026-08-27 12:55:00+08:00,100.9340000000,101.0680000000,100.9280000000,101.0510000000,7805.9000000000
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1787806800000,2026-08-27 13:00:00+08:00,101.0510000000,101.3520000000,100.9650000000,100.9660000000,15289.4000000000
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1787807100000,2026-08-27 13:05:00+08:00,100.9660000000,101.1960000000,100.7900000000,101.1310000000,12463.4000000000
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1787807400000,2026-08-27 13:10:00+08:00,101.1310000000,101.1860000000,100.9270000000,100.9450000000,4914.5000000000
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1787807700000,2026-08-27 13:15:00+08:00,100.9450000000,100.9450000000,100.7790000000,100.8650000000,9796.0000000000
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1787808000000,2026-08-27 13:20:00+08:00,100.8650000000,101.1420000000,100.8650000000,101.1310000000,3227.0000000000
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1787808300000,2026-08-27 13:25:00+08:00,101.1310000000,101.2900000000,100.8910000000,100.9420000000,16547.1000000000
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1787808600000,2026-08-27 13:30:00+08:00,100.9420000000,101.0170000000,100.7100000000,100.7880000000,7735.8000000000
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1787808900000,2026-08-27 13:35:00+08:00,100.7880000000,101.3600000000,100.7470000000,101.2750000000,21901.9000000000
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1787809200000,2026-08-27 13:40:00+08:00,101.2750000000,101.4790000000,101.1210000000,101.1970000000,12908.5000000000
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1787809500000,2026-08-27 13:45:00+08:00,101.1970000000,101.6740000000,101.1490000000,101.6450000000,8145.7000000000
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1787809800000,2026-08-27 13:50:00+08:00,101.6450000000,102.0610000000,101.6310000000,101.7980000000,38790.8000000000
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1787810100000,2026-08-27 13:55:00+08:00,101.7980000000,102.2440000000,101.5490000000,102.0000000000,31259.9000000000
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1787810400000,2026-08-27 14:00:00+08:00,102.0000000000,102.0140000000,101.6260000000,101.6260000000,6816.3000000000
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1787810700000,2026-08-27 14:05:00+08:00,101.6260000000,101.6960000000,101.4700000000,101.4790000000,3595.4000000000
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1787811000000,2026-08-27 14:10:00+08:00,101.4790000000,101.4860000000,101.0850000000,101.3870000000,19689.7000000000
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1787811300000,2026-08-27 14:15:00+08:00,101.3870000000,101.3890000000,100.8310000000,100.9610000000,36756.4000000000
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1787811600000,2026-08-27 14:20:00+08:00,100.9610000000,101.2040000000,100.9250000000,100.9730000000,6911.4000000000
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1787811900000,2026-08-27 14:25:00+08:00,100.9730000000,101.0530000000,100.8850000000,100.9520000000,6721.0000000000
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1787812200000,2026-08-27 14:30:00+08:00,100.9520000000,101.1020000000,100.9430000000,101.1010000000,22363.7000000000
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1787812500000,2026-08-27 14:35:00+08:00,101.1010000000,101.2210000000,101.0130000000,101.0340000000,9732.0000000000
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1787812800000,2026-08-27 14:40:00+08:00,101.0340000000,101.1280000000,100.9920000000,101.0900000000,5490.0000000000
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1787813100000,2026-08-27 14:45:00+08:00,101.0900000000,101.3070000000,101.0840000000,101.1860000000,25332.1000000000
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1787813400000,2026-08-27 14:50:00+08:00,101.1860000000,101.3030000000,101.1860000000,101.1910000000,5483.1000000000
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1787813700000,2026-08-27 14:55:00+08:00,101.1910000000,101.2950000000,101.1830000000,101.2450000000,596.5000000000
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1787814000000,2026-08-27 15:00:00+08:00,101.2450000000,101.2900000000,101.1690000000,101.2170000000,5074.6000000000
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1787814300000,2026-08-27 15:05:00+08:00,101.2170000000,101.2300000000,101.1040000000,101.1340000000,1302.3000000000
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1787814600000,2026-08-27 15:10:00+08:00,101.1340000000,101.3350000000,101.1210000000,101.2310000000,1821.8000000000
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1787814900000,2026-08-27 15:15:00+08:00,101.2310000000,101.2520000000,101.0800000000,101.1880000000,5608.2000000000
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1787815200000,2026-08-27 15:20:00+08:00,101.1880000000,101.3130000000,101.0150000000,101.0180000000,3942.1000000000
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1787815500000,2026-08-27 15:25:00+08:00,101.0180000000,101.1510000000,101.0000000000,101.1140000000,8977.2000000000
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1787815800000,2026-08-27 15:30:00+08:00,101.1140000000,101.3620000000,101.0160000000,101.3200000000,14462.0000000000
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1787816100000,2026-08-27 15:35:00+08:00,101.3200000000,101.4980000000,101.2300000000,101.4660000000,14405.8000000000
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1787816400000,2026-08-27 15:40:00+08:00,101.4660000000,101.4770000000,101.2660000000,101.3890000000,21681.2000000000
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1787816700000,2026-08-27 15:45:00+08:00,101.3890000000,101.5230000000,101.3420000000,101.5140000000,2812.0000000000
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1787817000000,2026-08-27 15:50:00+08:00,101.5140000000,101.8700000000,101.4790000000,101.7990000000,18681.7000000000
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1787817300000,2026-08-27 15:55:00+08:00,101.7990000000,102.0600000000,101.6470000000,101.7390000000,36492.9000000000
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1787817600000,2026-08-27 16:00:00+08:00,101.7390000000,102.8150000000,101.6690000000,102.5650000000,52402.0000000000
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1787817900000,2026-08-27 16:05:00+08:00,102.5650000000,104.1770000000,102.1070000000,104.0170000000,190003.2000000000
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1787818200000,2026-08-27 16:10:00+08:00,104.0170000000,104.2170000000,102.6960000000,102.9790000000,127519.4000000000
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1787818500000,2026-08-27 16:15:00+08:00,102.9790000000,103.0000000000,102.6390000000,102.9680000000,24036.2000000000
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1787818800000,2026-08-27 16:20:00+08:00,102.9680000000,103.7000000000,102.9070000000,103.4560000000,69744.0000000000
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1787819100000,2026-08-27 16:25:00+08:00,103.4560000000,104.2070000000,103.4050000000,104.1340000000,43746.3000000000
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1787819400000,2026-08-27 16:30:00+08:00,104.1340000000,104.8260000000,104.1100000000,104.2600000000,109860.0000000000
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1787819700000,2026-08-27 16:35:00+08:00,104.2600000000,104.2640000000,103.7540000000,103.8570000000,33877.6000000000
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1787820000000,2026-08-27 16:40:00+08:00,103.8570000000,104.2370000000,103.7540000000,104.2370000000,27589.2000000000
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1787820300000,2026-08-27 16:45:00+08:00,104.2370000000,105.0420000000,104.2370000000,104.4640000000,165174.1000000000
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1787820600000,2026-08-27 16:50:00+08:00,104.4640000000,104.6970000000,104.2560000000,104.4700000000,24833.7000000000
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1787820900000,2026-08-27 16:55:00+08:00,104.4700000000,104.7240000000,104.3790000000,104.6300000000,17355.2000000000
|
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1787821200000,2026-08-27 17:00:00+08:00,104.6300000000,104.6870000000,104.0600000000,104.1770000000,39466.9000000000
|
||||
1787821500000,2026-08-27 17:05:00+08:00,104.1770000000,104.6220000000,104.1010000000,104.5650000000,10944.1000000000
|
||||
1787821800000,2026-08-27 17:10:00+08:00,104.5650000000,104.9400000000,104.5010000000,104.9330000000,33295.4000000000
|
||||
1787822100000,2026-08-27 17:15:00+08:00,104.9330000000,105.0000000000,104.6230000000,104.9340000000,35608.4000000000
|
||||
1787822400000,2026-08-27 17:20:00+08:00,104.9340000000,105.6060000000,104.8090000000,105.2740000000,119915.4000000000
|
||||
1787822700000,2026-08-27 17:25:00+08:00,105.2740000000,105.7900000000,105.1150000000,105.3600000000,73049.6000000000
|
||||
1787823000000,2026-08-27 17:30:00+08:00,105.3600000000,105.3990000000,104.7740000000,104.8330000000,23286.0000000000
|
||||
1787823300000,2026-08-27 17:35:00+08:00,104.8330000000,105.0460000000,104.7070000000,104.8260000000,19894.1000000000
|
||||
1787823600000,2026-08-27 17:40:00+08:00,104.8260000000,104.9800000000,104.5710000000,104.8280000000,19901.0000000000
|
||||
1787823900000,2026-08-27 17:45:00+08:00,104.8280000000,104.9890000000,104.6840000000,104.7230000000,8522.4000000000
|
||||
1787824200000,2026-08-27 17:50:00+08:00,104.7230000000,104.7610000000,104.4410000000,104.5570000000,20251.9000000000
|
||||
1787824500000,2026-08-27 17:55:00+08:00,104.5570000000,104.5580000000,104.1820000000,104.3620000000,14522.3000000000
|
||||
1787824800000,2026-08-27 18:00:00+08:00,104.3620000000,104.5150000000,104.2230000000,104.5150000000,13181.9000000000
|
||||
1787825100000,2026-08-27 18:05:00+08:00,104.5150000000,104.9610000000,104.4830000000,104.9610000000,25516.5000000000
|
||||
1787825400000,2026-08-27 18:10:00+08:00,104.9610000000,104.9830000000,104.2570000000,104.4720000000,25331.1000000000
|
||||
1787825700000,2026-08-27 18:15:00+08:00,104.4720000000,104.6560000000,104.2920000000,104.3110000000,16401.3000000000
|
||||
1787826000000,2026-08-27 18:20:00+08:00,104.3110000000,104.4550000000,104.1000000000,104.2040000000,9075.2000000000
|
||||
1787826300000,2026-08-27 18:25:00+08:00,104.2040000000,104.2040000000,103.0380000000,103.9320000000,117891.0000000000
|
||||
1787826600000,2026-08-27 18:30:00+08:00,103.9320000000,104.0270000000,103.6470000000,103.8390000000,20496.6000000000
|
||||
1787826900000,2026-08-27 18:35:00+08:00,103.8390000000,103.8850000000,103.2630000000,103.3490000000,23580.3000000000
|
||||
1787827200000,2026-08-27 18:40:00+08:00,103.3490000000,104.1460000000,103.3490000000,104.0630000000,13359.2000000000
|
||||
1787827500000,2026-08-27 18:45:00+08:00,104.0630000000,104.2000000000,103.8310000000,103.8920000000,8382.5000000000
|
||||
1787827800000,2026-08-27 18:50:00+08:00,103.8920000000,104.0000000000,103.8310000000,103.9860000000,5801.4000000000
|
||||
1787828100000,2026-08-27 18:55:00+08:00,103.9860000000,104.0810000000,103.9360000000,104.0580000000,11496.9000000000
|
||||
1787828400000,2026-08-27 19:00:00+08:00,104.0580000000,104.5860000000,103.9250000000,104.3950000000,37203.8000000000
|
||||
1787828700000,2026-08-27 19:05:00+08:00,104.3950000000,104.6300000000,104.2940000000,104.3660000000,11859.3000000000
|
||||
1787829000000,2026-08-27 19:10:00+08:00,104.3660000000,104.4140000000,104.1630000000,104.3400000000,5628.1000000000
|
||||
1787829300000,2026-08-27 19:15:00+08:00,104.3400000000,104.5970000000,104.3300000000,104.5880000000,9925.7000000000
|
||||
1787829600000,2026-08-27 19:20:00+08:00,104.5880000000,104.8880000000,104.5350000000,104.6730000000,18517.2000000000
|
||||
1787829900000,2026-08-27 19:25:00+08:00,104.6730000000,104.6970000000,103.9370000000,104.0070000000,15351.9000000000
|
||||
1787830200000,2026-08-27 19:30:00+08:00,104.0070000000,104.1600000000,103.7100000000,104.0120000000,13272.3000000000
|
||||
1787830500000,2026-08-27 19:35:00+08:00,104.0120000000,104.0160000000,103.5620000000,103.6670000000,14459.2000000000
|
||||
1787830800000,2026-08-27 19:40:00+08:00,103.6670000000,103.9500000000,103.5650000000,103.8850000000,19409.3000000000
|
||||
1787831100000,2026-08-27 19:45:00+08:00,103.8850000000,103.9130000000,103.6710000000,103.6820000000,7604.9000000000
|
||||
1787831400000,2026-08-27 19:50:00+08:00,103.6820000000,103.9240000000,103.3280000000,103.9220000000,14174.0000000000
|
||||
1787831700000,2026-08-27 19:55:00+08:00,103.9220000000,103.9470000000,103.8370000000,103.8890000000,2831.5000000000
|
||||
1787832000000,2026-08-27 20:00:00+08:00,103.8890000000,104.2500000000,103.8790000000,104.1200000000,7127.8000000000
|
||||
1787832300000,2026-08-27 20:05:00+08:00,104.1200000000,104.1960000000,103.9190000000,104.1960000000,3958.0000000000
|
||||
1787832600000,2026-08-27 20:10:00+08:00,104.1960000000,104.3960000000,104.0800000000,104.1900000000,13990.2000000000
|
||||
1787832900000,2026-08-27 20:15:00+08:00,104.1900000000,104.2970000000,104.0530000000,104.0560000000,15560.8000000000
|
||||
1787833200000,2026-08-27 20:20:00+08:00,104.0560000000,104.2190000000,104.0560000000,104.2180000000,175.4000000000
|
||||
|
@@ -0,0 +1,67 @@
|
||||
sym,kline_ts,raw_ms,hb_ms,delta_ms
|
||||
BTC,1787840340000,1787840341754,1787840341756,2
|
||||
ETH,1787840340000,1787840342288,1787840342291,3
|
||||
SOL,1787840340000,1787840342325,1787840342331,6
|
||||
ETH,1787840400000,1787840431414,1787840401868,-29546
|
||||
SOL,1787840400000,1787840430598,1787840402172,-28426
|
||||
BTC,1787840400000,1787840431414,1787840402868,-28546
|
||||
SOL,1787840460000,1787840460814,1787840460825,11
|
||||
ETH,1787840460000,1787840461120,1787840461127,7
|
||||
BTC,1787840460000,1787840461459,1787840461460,1
|
||||
SOL,1787840520000,1787840565101,1787840520468,-44633
|
||||
ETH,1787840520000,1787840564798,1787840521932,-42866
|
||||
BTC,1787840520000,1787840563680,1787840522276,-41404
|
||||
BTC,1787840580000,1787840581715,1787840581715,0
|
||||
ETH,1787840580000,1787840581827,1787840581838,11
|
||||
SOL,1787840580000,1787840582309,1787840582312,3
|
||||
SOL,1787840640000,1787840691434,1787840641589,-49845
|
||||
BTC,1787840640000,1787840691899,1787840641610,-50289
|
||||
ETH,1787840640000,1787840691434,1787840642306,-49128
|
||||
BTC,1787840700000,1787840701780,1787840701750,-30
|
||||
SOL,1787840700000,1787840702226,1787840702195,-31
|
||||
ETH,1787840700000,1787840702714,1787840702679,-35
|
||||
BTC,1787840760000,1787840762085,1787840762065,-20
|
||||
ETH,1787840760000,1787840762265,1787840762237,-28
|
||||
SOL,1787840760000,1787840762447,1787840762419,-28
|
||||
SOL,1787840820000,1787840834553,1787840821260,-13293
|
||||
ETH,1787840820000,1787840834163,1787840821362,-12801
|
||||
BTC,1787840820000,1787840834004,1787840822443,-11561
|
||||
SOL,1787840880000,1787840880937,1787840880935,-2
|
||||
BTC,1787840880000,1787840881754,1787840881753,-1
|
||||
ETH,1787840880000,1787840882233,1787840882240,7
|
||||
SOL,1787840940000,1787840962907,1787840942014,-20893
|
||||
ETH,1787840940000,1787840962907,1787840942176,-20731
|
||||
BTC,1787840940000,1787840962936,1787840942328,-20608
|
||||
ETH,1787841000000,1787841001864,1787841001867,3
|
||||
SOL,1787841000000,1787841002763,1787841002764,1
|
||||
BTC,1787841000000,1787841002884,1787841002885,1
|
||||
BTC,1787841060000,1787841107709,1787841061698,-46011
|
||||
SOL,1787841060000,1787841107709,1787841061959,-45750
|
||||
ETH,1787841060000,1787841107269,1787841062325,-44944
|
||||
SOL,1787841120000,1787841120928,1787841120935,7
|
||||
ETH,1787841120000,1787841121335,1787841121339,4
|
||||
BTC,1787841120000,1787841121683,1787841121682,-1
|
||||
BTC,1787841180000,1787841181770,1787841181774,4
|
||||
SOL,1787841180000,1787841240652,1787841181814,-58838
|
||||
ETH,1787841180000,1787841182245,1787841182229,-16
|
||||
ETH,1787841240000,1787841241494,1787841241502,8
|
||||
BTC,1787841240000,1787841241507,1787841241513,6
|
||||
SOL,1787841240000,1787841241662,1787841241665,3
|
||||
ETH,1787841300000,1787841300834,1787841300836,2
|
||||
SOL,1787841300000,1787841301166,1787841301170,4
|
||||
BTC,1787841300000,1787841301298,1787841301301,3
|
||||
ETH,1787841360000,1787841381586,1787841361274,-20312
|
||||
BTC,1787841360000,1787841381753,1787841361800,-19953
|
||||
SOL,1787841360000,1787841381419,1787841362314,-19105
|
||||
SOL,1787841420000,1787841421471,1787841421473,2
|
||||
BTC,1787841420000,1787841422318,1787841422319,1
|
||||
ETH,1787841420000,1787841423273,1787841423278,5
|
||||
BTC,1787841480000,1787841526296,1787841481733,-44563
|
||||
SOL,1787841480000,1787841526311,1787841481794,-44517
|
||||
ETH,1787841480000,1787841526095,1787841482320,-43775
|
||||
ETH,1787841540000,1787841541006,1787841541016,10
|
||||
BTC,1787841540000,1787841541224,1787841541228,4
|
||||
SOL,1787841540000,1787841541664,1787841541674,10
|
||||
ETH,1787841600000,1787841600978,1787841600988,10
|
||||
BTC,1787841600000,1787841602626,1787841602625,-1
|
||||
SOL,1787841600000,1787841602730,1787841602737,7
|
||||
|
@@ -0,0 +1,58 @@
|
||||
sym,kline_ts,raw_ms
|
||||
BTC,1787840340000,1787840384033
|
||||
SOL,1787840340000,1787840384079
|
||||
ETH,1787840340000,1787840384123
|
||||
ETH,1787840400000,1787840401868
|
||||
SOL,1787840400000,1787840402160
|
||||
BTC,1787840400000,1787840402871
|
||||
SOL,1787840460000,1787840460819
|
||||
ETH,1787840460000,1787840461121
|
||||
BTC,1787840460000,1787840461470
|
||||
SOL,1787840520000,1787840533834
|
||||
ETH,1787840520000,1787840533710
|
||||
BTC,1787840520000,1787840533834
|
||||
BTC,1787840580000,1787840581716
|
||||
ETH,1787840580000,1787840581825
|
||||
SOL,1787840580000,1787840582312
|
||||
SOL,1787840640000,1787840661218
|
||||
BTC,1787840640000,1787840661749
|
||||
ETH,1787840640000,1787840661702
|
||||
BTC,1787840700000,1787840701749
|
||||
SOL,1787840700000,1787840702191
|
||||
ETH,1787840700000,1787840702676
|
||||
BTC,1787840760000,1787840787762
|
||||
ETH,1787840760000,1787840786876
|
||||
SOL,1787840760000,1787840788002
|
||||
SOL,1787840820000,1787840821248
|
||||
ETH,1787840820000,1787840821354
|
||||
BTC,1787840820000,1787840822285
|
||||
SOL,1787840880000,1787840934032
|
||||
BTC,1787840880000,1787840933040
|
||||
ETH,1787840880000,1787840933292
|
||||
SOL,1787840940000,1787840942011
|
||||
ETH,1787840940000,1787840942175
|
||||
BTC,1787840940000,1787840942324
|
||||
ETH,1787841000000,1787841001862
|
||||
SOL,1787841000000,1787841002766
|
||||
BTC,1787841000000,1787841002883
|
||||
BTC,1787841060000,1787841082937
|
||||
SOL,1787841060000,1787841083195
|
||||
ETH,1787841060000,1787841083586
|
||||
SOL,1787841120000,1787841120930
|
||||
ETH,1787841120000,1787841121350
|
||||
BTC,1787841120000,1787841121681
|
||||
BTC,1787841180000,1787841206517
|
||||
SOL,1787841180000,1787841205070
|
||||
ETH,1787841180000,1787841205494
|
||||
ETH,1787841240000,1787841241493
|
||||
BTC,1787841240000,1787841241509
|
||||
SOL,1787841240000,1787841241664
|
||||
ETH,1787841300000,1787841331429
|
||||
SOL,1787841300000,1787841330590
|
||||
BTC,1787841300000,1787841330681
|
||||
ETH,1787841360000,1787841361268
|
||||
BTC,1787841360000,1787841361795
|
||||
SOL,1787841360000,1787841362414
|
||||
SOL,1787841420000,1787841421469
|
||||
BTC,1787841420000,1787841422314
|
||||
ETH,1787841420000,1787841423274
|
||||
|
@@ -0,0 +1,37 @@
|
||||
品种,口径,噪声bp,基线笔数,扰动后笔数,同根重合
|
||||
BTC,原始,0.0,73,73.0,1.0
|
||||
BTC,5m同向后,0.0,38,38.0,1.0
|
||||
BTC,原始,0.25,73,84.5,0.5410958904109588
|
||||
BTC,5m同向后,0.25,38,44.0,0.5131578947368421
|
||||
BTC,原始,0.5,73,74.5,0.363013698630137
|
||||
BTC,5m同向后,0.5,38,36.5,0.3026315789473684
|
||||
BTC,原始,1.0,73,63.0,0.22602739726027396
|
||||
BTC,5m同向后,1.0,38,28.0,0.15789473684210525
|
||||
BTC,原始,2.0,73,47.0,0.10273972602739725
|
||||
BTC,5m同向后,2.0,38,22.0,0.09210526315789473
|
||||
BTC,原始,4.0,73,25.5,0.03424657534246575
|
||||
BTC,5m同向后,4.0,38,9.0,0.013157894736842105
|
||||
ETH,原始,0.0,78,78.0,1.0
|
||||
ETH,5m同向后,0.0,33,33.0,1.0
|
||||
ETH,原始,0.25,78,74.5,0.5384615384615384
|
||||
ETH,5m同向后,0.25,33,37.0,0.5303030303030303
|
||||
ETH,原始,0.5,78,72.5,0.41666666666666663
|
||||
ETH,5m同向后,0.5,33,35.5,0.4393939393939394
|
||||
ETH,原始,1.0,78,66.0,0.28205128205128205
|
||||
ETH,5m同向后,1.0,33,31.0,0.28787878787878785
|
||||
ETH,原始,2.0,78,54.5,0.14743589743589744
|
||||
ETH,5m同向后,2.0,33,24.5,0.10606060606060606
|
||||
ETH,原始,4.0,78,31.0,0.038461538461538464
|
||||
ETH,5m同向后,4.0,33,12.5,0.015151515151515152
|
||||
SOL,原始,0.0,46,46.0,1.0
|
||||
SOL,5m同向后,0.0,28,28.0,1.0
|
||||
SOL,原始,0.25,46,47.0,0.9673913043478262
|
||||
SOL,5m同向后,0.25,28,29.0,1.0
|
||||
SOL,原始,0.5,46,47.0,0.5108695652173914
|
||||
SOL,5m同向后,0.5,28,28.0,0.5178571428571428
|
||||
SOL,原始,1.0,46,43.5,0.2826086956521739
|
||||
SOL,5m同向后,1.0,28,24.0,0.35714285714285715
|
||||
SOL,原始,2.0,46,38.5,0.16304347826086957
|
||||
SOL,5m同向后,2.0,28,20.0,0.2142857142857143
|
||||
SOL,原始,4.0,46,26.5,0.06521739130434782
|
||||
SOL,5m同向后,4.0,28,13.5,0.08928571428571427
|
||||
|
@@ -0,0 +1,4 @@
|
||||
品种,重叠天数,Bitget根数,Binance根数,应有根数,Bitget缺口,Binance缺口,共有根数,close中位差,close绝对差P95,high绝对差P95,low绝对差P95
|
||||
BTC,28.8,41522,41522,41522,0,0,41522,-0.34bp,2.44bp,2.56bp,2.54bp
|
||||
ETH,28.8,41524,41524,41524,0,0,41524,-0.05bp,2.03bp,2.18bp,2.19bp
|
||||
SOL,28.8,41525,41525,41525,0,0,41525,-0.27bp,2.98bp,3.04bp,2.89bp
|
||||
|
@@ -0,0 +1,7 @@
|
||||
品种,口径,Bitget信号,Binance信号,BG→BN同根,BG→BN±1根,BN→BG同根,BN→BG±1根
|
||||
BTC,原始,92,76,41.3%,42.4%,50.0%,51.3%
|
||||
BTC,5m同向后,47,38,42.6%,44.7%,52.6%,55.3%
|
||||
ETH,原始,87,80,32.2%,36.8%,35.0%,40.0%
|
||||
ETH,5m同向后,39,35,28.2%,33.3%,31.4%,37.1%
|
||||
SOL,原始,84,47,15.5%,17.9%,27.7%,31.9%
|
||||
SOL,5m同向后,48,29,14.6%,16.7%,24.1%,27.6%
|
||||
|
@@ -0,0 +1,61 @@
|
||||
sym,kline_ts,raw,patched,stock,gain_ms,patched_minus_raw_ms
|
||||
BTC,1787842080000,1787842080301,1787842080159,1787842081169,1010,-142
|
||||
ETH,1787842080000,1787842080301,1787842080311,1787842081371,1060,10
|
||||
SOL,1787842080000,1787842080375,1787842080382,1787842081382,1000,7
|
||||
BTC,1787842140000,1787842140130,1787842140139,1787842141199,1060,9
|
||||
ETH,1787842140000,1787842140289,1787842140291,1787842141703,1412,2
|
||||
SOL,1787842140000,1787842141133,1787842141137,1787842141137,0,4
|
||||
SOL,1787842200000,1787842200923,1787842201179,1787842202321,1142,256
|
||||
BTC,1787842200000,1787842202047,1787842202078,1787842203110,1032,31
|
||||
ETH,1787842200000,1787842202154,1787842202170,1787842202170,0,16
|
||||
BTC,1787842260000,1787842260404,1787842260418,1787842261601,1183,14
|
||||
ETH,1787842260000,1787842260434,1787842260439,1787842261663,1224,5
|
||||
SOL,1787842260000,1787842260714,1787842260721,1787842261725,1004,7
|
||||
ETH,1787842320000,1787842320240,1787842320244,1787842321374,1130,4
|
||||
SOL,1787842320000,1787842320300,1787842320305,1787842321395,1090,5
|
||||
BTC,1787842320000,1787842320500,1787842320517,1787842321809,1292,17
|
||||
ETH,1787842380000,1787842380241,1787842380243,1787842380243,0,2
|
||||
BTC,1787842380000,1787842380560,1787842380577,1787842381627,1050,17
|
||||
SOL,1787842380000,1787842381189,1787842381192,1787842381192,0,3
|
||||
SOL,1787842440000,1787842440068,1787842440070,1787842441201,1131,2
|
||||
ETH,1787842440000,1787842440222,1787842440232,1787842441272,1040,10
|
||||
BTC,1787842440000,1787842440315,1787842440324,1787842441344,1020,9
|
||||
ETH,1787842500000,1787842500226,1787842500241,1787842501593,1352,15
|
||||
SOL,1787842500000,1787842500681,1787842500695,1787842501970,1275,14
|
||||
BTC,1787842500000,1787842500909,1787842500948,1787842500917,-31,39
|
||||
ETH,1787842560000,1787842560439,1787842560445,1787842561488,1043,6
|
||||
SOL,1787842560000,1787842560946,1787842560949,1787842561963,1014,3
|
||||
BTC,1787842560000,1787842561234,1787842561232,1787842561244,12,-2
|
||||
BTC,1787842620000,1787842620114,1787842620130,1787842621432,1302,16
|
||||
ETH,1787842620000,1787842620471,1787842620473,1787842621494,1021,2
|
||||
SOL,1787842620000,1787842620838,1787842620846,1787842622028,1182,8
|
||||
SOL,1787842680000,1787842680288,1787842680290,1787842681420,1130,2
|
||||
ETH,1787842680000,1787842681393,1787842681399,1787842681399,0,6
|
||||
BTC,1787842680000,1787842681461,1787842681471,1787842682633,1162,10
|
||||
BTC,1787842740000,1787842740269,1787842740267,1787842741470,1203,-2
|
||||
SOL,1787842740000,1787842740344,1787842740338,1787842741448,1110,-6
|
||||
ETH,1787842740000,1787842740530,1787842740531,1787842741783,1252,1
|
||||
SOL,1787842800000,1787842800565,1787842800567,1787842800567,0,2
|
||||
BTC,1787842800000,1787842802054,1787842802256,1787842804097,1841,202
|
||||
ETH,1787842800000,1787842802138,1787842802144,1787842802165,21,6
|
||||
SOL,1787842860000,1787842860317,1787842860322,1787842861497,1175,5
|
||||
BTC,1787842860000,1787842860585,1787842860598,1787842860587,-11,13
|
||||
ETH,1787842860000,1787842861083,1787842861092,1787842862477,1385,9
|
||||
BTC,1787842920000,1787842920148,1787842920156,1787842921437,1281,8
|
||||
SOL,1787842920000,1787842920425,1787842920429,1787842922367,1938,4
|
||||
ETH,1787842920000,1787842920717,1787842920732,1787842920721,-11,15
|
||||
ETH,1787842980000,1787842980474,1787842980480,1787842982269,1789,6
|
||||
SOL,1787842980000,1787842980717,1787842980723,1787842980712,-11,6
|
||||
BTC,1787842980000,1787842980754,1787842980774,1787842980764,-10,20
|
||||
BTC,1787843040000,1787843040222,1787843040252,1787843041283,1031,30
|
||||
SOL,1787843040000,1787843040818,1787843040827,1787843040817,-10,9
|
||||
ETH,1787843040000,1787843040902,1787843040888,1787843041910,1022,-14
|
||||
BTC,1787843100000,1787843100596,1787843100604,1787843102150,1546,8
|
||||
ETH,1787843100000,1787843100950,1787843100766,1787843102039,1273,-184
|
||||
SOL,1787843100000,1787843101319,1787843101321,1787843101332,11,2
|
||||
SOL,1787843160000,1787843160576,1787843160588,1787843161749,1161,12
|
||||
BTC,1787843160000,1787843160787,1787843160801,1787843161800,999,14
|
||||
ETH,1787843160000,1787843160889,1787843160892,1787843162154,1262,3
|
||||
SOL,1787843220000,1787843220113,1787843220125,1787843221113,988,12
|
||||
BTC,1787843220000,1787843220377,1787843220377,1787843221802,1425,0
|
||||
ETH,1787843220000,1787843221220,1787843221246,1787843222268,1022,26
|
||||
|
Reference in New Issue
Block a user