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research: 影子交易器落在 Hummingbot 上，并修掉 Bitget 连接器的换根延迟

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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>
This commit is contained in:
Ubuntu
2026-08-27 23:51:57 +08:00
co-authored by Cursor
parent 66061f79a1
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1787672100000,2026-08-25 23:35:00+08:00,79259.2000000000,79445.0000000000,79251.4000000000,79335.3000000000,286.3014000000
1787672400000,2026-08-25 23:40:00+08:00,79335.3000000000,79367.2000000000,79263.9000000000,79365.9000000000,90.3831000000
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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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1787674200000,2026-08-26 00:10:00+08:00,79292.7000000000,79312.0000000000,79120.0000000000,79130.0000000000,240.3066000000
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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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1787676900000,2026-08-26 00:55:00+08:00,79097.1000000000,79139.4000000000,79050.0000000000,79113.1000000000,66.8424000000
1787677200000,2026-08-26 01:00:00+08:00,79113.1000000000,79113.1000000000,79010.2000000000,79026.0000000000,163.6935000000
1787677500000,2026-08-26 01:05:00+08:00,79026.0000000000,79100.0000000000,78813.6000000000,78915.5000000000,391.2523000000
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1787678400000,2026-08-26 01:20:00+08:00,78912.8000000000,78970.1000000000,78743.0000000000,78819.7000000000,111.9120000000
1787678700000,2026-08-26 01:25:00+08:00,78819.7000000000,78828.5000000000,78704.4000000000,78760.3000000000,121.8556000000
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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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1787680200000,2026-08-26 01:50:00+08:00,79162.3000000000,79191.9000000000,79103.0000000000,79148.2000000000,33.6284000000
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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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1787684400000,2026-08-26 03:00:00+08:00,79076.0000000000,79147.7000000000,78980.0000000000,78980.0000000000,20.9446000000
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1787690100000,2026-08-26 04:35:00+08:00,78712.2000000000,78740.7000000000,78501.0000000000,78546.0000000000,91.9163000000
1787690400000,2026-08-26 04:40:00+08:00,78546.0000000000,78571.5000000000,78316.3000000000,78426.3000000000,261.7767000000
1787690700000,2026-08-26 04:45:00+08:00,78426.3000000000,78500.0000000000,78131.8000000000,78187.4000000000,390.7903000000
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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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1787700300000,2026-08-26 07:25:00+08:00,78634.5000000000,78716.2000000000,78587.5000000000,78694.9000000000,131.1442000000
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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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1787711100000,2026-08-26 10:25:00+08:00,78947.0000000000,79210.0000000000,78947.0000000000,79190.1000000000,359.4001000000
1787711400000,2026-08-26 10:30:00+08:00,79190.1000000000,79200.6000000000,79080.0000000000,79145.5000000000,95.9808000000
1787711700000,2026-08-26 10:35:00+08:00,79145.5000000000,79180.1000000000,79113.5000000000,79146.4000000000,51.5480000000
1787712000000,2026-08-26 10:40:00+08:00,79146.4000000000,79168.7000000000,79097.0000000000,79111.5000000000,49.8051000000
1787712300000,2026-08-26 10:45:00+08:00,79111.5000000000,79144.7000000000,79056.1000000000,79081.5000000000,58.3919000000
1787712600000,2026-08-26 10:50:00+08:00,79081.5000000000,79089.4000000000,79004.0000000000,79029.0000000000,40.3900000000
1787712900000,2026-08-26 10:55:00+08:00,79029.0000000000,79099.8000000000,79029.0000000000,79073.9000000000,32.9494000000
1787713200000,2026-08-26 11:00:00+08:00,79073.9000000000,79152.1000000000,79027.4000000000,79029.7000000000,78.7434000000
1787713500000,2026-08-26 11:05:00+08:00,79029.7000000000,79077.3000000000,79002.1000000000,79015.6000000000,49.4501000000
1787713800000,2026-08-26 11:10:00+08:00,79015.6000000000,79047.8000000000,79005.6000000000,79007.5000000000,27.8534000000
1787714100000,2026-08-26 11:15:00+08:00,79007.5000000000,79034.6000000000,78947.2000000000,78964.9000000000,73.2097000000
1787714400000,2026-08-26 11:20:00+08:00,78964.9000000000,79084.5000000000,78959.1000000000,79061.9000000000,50.8514000000
1787714700000,2026-08-26 11:25:00+08:00,79061.9000000000,79076.5000000000,78988.8000000000,79008.8000000000,27.5830000000
1787715000000,2026-08-26 11:30:00+08:00,79008.8000000000,79008.8000000000,78855.0000000000,78943.6000000000,72.9228000000
1787715300000,2026-08-26 11:35:00+08:00,78943.6000000000,79089.6000000000,78943.6000000000,79008.1000000000,48.2278000000
1787715600000,2026-08-26 11:40:00+08:00,79008.1000000000,79046.1000000000,78948.7000000000,79026.0000000000,40.9954000000
1787715900000,2026-08-26 11:45:00+08:00,79026.0000000000,79039.8000000000,78907.2000000000,78948.4000000000,47.7514000000
1787716200000,2026-08-26 11:50:00+08:00,78948.4000000000,78997.3000000000,78917.8000000000,78997.3000000000,29.5309000000
1787716500000,2026-08-26 11:55:00+08:00,78997.3000000000,79084.6000000000,78997.3000000000,79052.3000000000,78.9818000000
1787716800000,2026-08-26 12:00:00+08:00,79052.3000000000,79053.2000000000,78929.2000000000,78981.9000000000,58.0942000000
1787717100000,2026-08-26 12:05:00+08:00,78981.9000000000,79118.6000000000,78956.7000000000,79118.6000000000,67.2501000000
1787717400000,2026-08-26 12:10:00+08:00,79118.6000000000,79161.9000000000,78939.0000000000,79009.1000000000,157.5232000000
1787717700000,2026-08-26 12:15:00+08:00,79009.1000000000,79104.7000000000,78942.4000000000,79097.1000000000,51.1681000000
1787718000000,2026-08-26 12:20:00+08:00,79097.1000000000,79104.6000000000,78968.6000000000,79072.7000000000,79.9744000000
1787718300000,2026-08-26 12:25:00+08:00,79072.7000000000,79092.6000000000,78968.8000000000,78981.2000000000,33.8522000000
1787718600000,2026-08-26 12:30:00+08:00,78981.2000000000,79019.7000000000,78865.1000000000,78897.7000000000,87.9345000000
1787718900000,2026-08-26 12:35:00+08:00,78897.7000000000,78976.9000000000,78850.0000000000,78903.9000000000,90.4260000000
1787719200000,2026-08-26 12:40:00+08:00,78903.9000000000,78956.4000000000,78897.4000000000,78934.2000000000,17.6264000000
1787719500000,2026-08-26 12:45:00+08:00,78934.2000000000,78934.2000000000,78740.0000000000,78824.0000000000,127.2294000000
1787719800000,2026-08-26 12:50:00+08:00,78824.0000000000,78874.2000000000,78807.0000000000,78844.0000000000,70.9775000000
1787720100000,2026-08-26 12:55:00+08:00,78844.0000000000,78849.4000000000,78747.4000000000,78794.9000000000,44.3885000000
1787720400000,2026-08-26 13:00:00+08:00,78794.9000000000,78819.5000000000,78725.3000000000,78728.5000000000,71.0507000000
1787720700000,2026-08-26 13:05:00+08:00,78728.5000000000,78772.2000000000,78592.7000000000,78772.0000000000,189.3250000000
1787721000000,2026-08-26 13:10:00+08:00,78772.0000000000,78917.7000000000,78765.0000000000,78859.6000000000,91.9919000000
1787721300000,2026-08-26 13:15:00+08:00,78859.6000000000,78859.6000000000,78711.5000000000,78713.9000000000,60.9451000000
1787721600000,2026-08-26 13:20:00+08:00,78713.9000000000,78986.0000000000,78712.2000000000,78983.3000000000,91.1822000000
1787721900000,2026-08-26 13:25:00+08:00,78983.3000000000,79030.0000000000,78904.4000000000,78983.3000000000,80.5585000000
1787722200000,2026-08-26 13:30:00+08:00,78983.3000000000,79102.0000000000,78935.1000000000,79026.7000000000,128.4107000000
1787722500000,2026-08-26 13:35:00+08:00,79026.7000000000,79045.8000000000,78947.0000000000,79035.9000000000,38.9547000000
1787722800000,2026-08-26 13:40:00+08:00,79035.9000000000,79096.0000000000,79018.0000000000,79076.4000000000,30.8892000000
1787723100000,2026-08-26 13:45:00+08:00,79076.4000000000,79076.4000000000,78994.1000000000,79027.2000000000,86.4666000000
1787723400000,2026-08-26 13:50:00+08:00,79027.2000000000,79032.3000000000,78897.8000000000,78916.3000000000,67.1955000000
1787723700000,2026-08-26 13:55:00+08:00,78916.3000000000,79049.9000000000,78916.2000000000,79046.4000000000,30.3230000000
1787724000000,2026-08-26 14:00:00+08:00,79046.4000000000,79121.8000000000,78973.3000000000,79065.9000000000,83.5112000000
1787724300000,2026-08-26 14:05:00+08:00,79065.9000000000,79171.9000000000,79065.9000000000,79132.5000000000,157.0794000000
1787724600000,2026-08-26 14:10:00+08:00,79132.5000000000,79132.5000000000,78921.7000000000,78965.9000000000,94.3401000000
1787724900000,2026-08-26 14:15:00+08:00,78965.9000000000,79019.1000000000,78839.9000000000,78839.9000000000,54.8586000000
1787725200000,2026-08-26 14:20:00+08:00,78839.9000000000,78970.0000000000,78809.5000000000,78819.9000000000,98.9609000000
1787725500000,2026-08-26 14:25:00+08:00,78819.9000000000,78918.6000000000,78780.8000000000,78861.8000000000,71.3968000000
1787725800000,2026-08-26 14:30:00+08:00,78861.8000000000,78926.3000000000,78816.3000000000,78868.0000000000,64.1381000000
1787726100000,2026-08-26 14:35:00+08:00,78868.0000000000,78905.2000000000,78765.5000000000,78833.5000000000,52.5910000000
1787726400000,2026-08-26 14:40:00+08:00,78833.5000000000,78925.2000000000,78820.9000000000,78897.5000000000,53.5718000000
1787726700000,2026-08-26 14:45:00+08:00,78897.5000000000,78930.7000000000,78817.9000000000,78850.2000000000,50.9823000000
1787727000000,2026-08-26 14:50:00+08:00,78850.2000000000,78893.1000000000,78831.4000000000,78890.6000000000,26.6060000000
1787727300000,2026-08-26 14:55:00+08:00,78890.6000000000,78909.9000000000,78853.5000000000,78902.3000000000,52.3476000000
1787727600000,2026-08-26 15:00:00+08:00,78902.3000000000,78985.7000000000,78818.3000000000,78978.5000000000,85.6009000000
1787727900000,2026-08-26 15:05:00+08:00,78978.5000000000,79054.1000000000,78884.6000000000,78884.7000000000,78.8387000000
1787728200000,2026-08-26 15:10:00+08:00,78884.7000000000,78993.6000000000,78884.7000000000,78950.0000000000,36.8243000000
1787728500000,2026-08-26 15:15:00+08:00,78950.0000000000,78979.0000000000,78914.0000000000,78927.1000000000,21.0304000000
1787728800000,2026-08-26 15:20:00+08:00,78927.1000000000,78973.0000000000,78860.1000000000,78914.0000000000,39.5767000000
1787729100000,2026-08-26 15:25:00+08:00,78914.0000000000,78998.0000000000,78895.7000000000,78900.0000000000,60.4868000000
1787729400000,2026-08-26 15:30:00+08:00,78900.0000000000,78945.2000000000,78843.7000000000,78942.1000000000,56.6650000000
1787729700000,2026-08-26 15:35:00+08:00,78942.1000000000,79014.4000000000,78926.3000000000,78959.5000000000,93.7033000000
1787730000000,2026-08-26 15:40:00+08:00,78959.5000000000,79009.0000000000,78925.0000000000,78952.4000000000,57.1537000000
1787730300000,2026-08-26 15:45:00+08:00,78952.4000000000,78970.0000000000,78915.5000000000,78956.7000000000,11.8312000000
1787730600000,2026-08-26 15:50:00+08:00,78956.7000000000,79014.4000000000,78917.0000000000,78917.0000000000,55.9245000000
1787730900000,2026-08-26 15:55:00+08:00,78917.0000000000,78961.2000000000,78873.5000000000,78881.2000000000,50.1557000000
1787731200000,2026-08-26 16:00:00+08:00,78881.2000000000,78907.1000000000,78803.0000000000,78846.2000000000,45.9262000000
1787731500000,2026-08-26 16:05:00+08:00,78846.2000000000,79049.9000000000,78783.2000000000,79012.9000000000,101.0117000000
1787731800000,2026-08-26 16:10:00+08:00,79012.9000000000,79082.0000000000,78997.0000000000,78999.9000000000,228.3931000000
1787732100000,2026-08-26 16:15:00+08:00,78999.9000000000,79077.8000000000,78944.9000000000,78959.9000000000,46.4662000000
1787732400000,2026-08-26 16:20:00+08:00,78959.9000000000,78969.3000000000,78857.7000000000,78937.4000000000,51.5003000000
1787732700000,2026-08-26 16:25:00+08:00,78937.4000000000,78970.0000000000,78936.5000000000,78944.5000000000,31.2432000000
1787733000000,2026-08-26 16:30:00+08:00,78944.5000000000,78991.3000000000,78874.6000000000,78900.5000000000,25.8756000000
1787733300000,2026-08-26 16:35:00+08:00,78900.5000000000,78913.4000000000,78862.7000000000,78885.8000000000,31.4089000000
1787733600000,2026-08-26 16:40:00+08:00,78885.8000000000,78989.3000000000,78867.7000000000,78963.2000000000,32.1254000000
1787733900000,2026-08-26 16:45:00+08:00,78963.2000000000,78983.9000000000,78878.6000000000,78889.7000000000,27.8783000000
1787734200000,2026-08-26 16:50:00+08:00,78889.7000000000,78912.7000000000,78660.0000000000,78660.0000000000,155.2024000000
1787734500000,2026-08-26 16:55:00+08:00,78660.0000000000,78683.5000000000,78563.8000000000,78676.8000000000,212.0989000000
1787734800000,2026-08-26 17:00:00+08:00,78676.8000000000,78824.4000000000,78629.4000000000,78771.6000000000,223.7944000000
1787735100000,2026-08-26 17:05:00+08:00,78771.6000000000,78840.0000000000,78755.0000000000,78770.5000000000,48.2612000000
1787735400000,2026-08-26 17:10:00+08:00,78770.5000000000,78800.0000000000,78709.3000000000,78733.4000000000,25.3918000000
1787735700000,2026-08-26 17:15:00+08:00,78733.4000000000,78734.8000000000,78384.1000000000,78440.7000000000,360.6579000000
1787736000000,2026-08-26 17:20:00+08:00,78440.7000000000,78499.4000000000,78354.9000000000,78361.6000000000,166.5058000000
1787736300000,2026-08-26 17:25:00+08:00,78361.6000000000,78505.9000000000,78361.6000000000,78494.6000000000,93.7493000000
1787736600000,2026-08-26 17:30:00+08:00,78494.6000000000,78556.1000000000,78430.0000000000,78522.4000000000,78.3202000000
1787736900000,2026-08-26 17:35:00+08:00,78522.4000000000,78539.5000000000,78446.4000000000,78446.4000000000,67.1884000000
1787737200000,2026-08-26 17:40:00+08:00,78446.4000000000,78446.4000000000,78281.0000000000,78281.1000000000,182.1442000000
1787737500000,2026-08-26 17:45:00+08:00,78281.1000000000,78397.3000000000,78202.4000000000,78389.5000000000,181.5272000000
1787737800000,2026-08-26 17:50:00+08:00,78389.5000000000,78467.1000000000,78360.0000000000,78368.4000000000,112.6062000000
1787738100000,2026-08-26 17:55:00+08:00,78368.4000000000,78426.3000000000,78361.8000000000,78411.4000000000,39.2364000000
1787738400000,2026-08-26 18:00:00+08:00,78411.4000000000,78411.4000000000,78250.0000000000,78284.1000000000,65.6537000000
1787738700000,2026-08-26 18:05:00+08:00,78284.1000000000,78359.8000000000,78284.1000000000,78332.7000000000,75.9296000000
1787739000000,2026-08-26 18:10:00+08:00,78332.7000000000,78446.2000000000,78294.9000000000,78395.8000000000,89.4093000000
1787739300000,2026-08-26 18:15:00+08:00,78395.8000000000,78505.5000000000,78389.6000000000,78504.4000000000,75.6829000000
1787739600000,2026-08-26 18:20:00+08:00,78504.4000000000,78550.0000000000,78468.3000000000,78547.1000000000,94.1639000000
1787739900000,2026-08-26 18:25:00+08:00,78547.1000000000,78609.9000000000,78541.0000000000,78589.2000000000,70.0312000000
1787740200000,2026-08-26 18:30:00+08:00,78589.2000000000,78625.9000000000,78529.9000000000,78624.8000000000,79.7706000000
1787740500000,2026-08-26 18:35:00+08:00,78624.8000000000,78780.0000000000,78580.0000000000,78703.8000000000,228.3401000000
1787740800000,2026-08-26 18:40:00+08:00,78703.8000000000,78733.5000000000,78625.0000000000,78694.0000000000,88.9477000000
1787741100000,2026-08-26 18:45:00+08:00,78694.0000000000,78824.5000000000,78661.2000000000,78810.0000000000,154.3668000000
1787741400000,2026-08-26 18:50:00+08:00,78810.0000000000,78852.5000000000,78725.6000000000,78740.3000000000,179.4226000000
1787741700000,2026-08-26 18:55:00+08:00,78740.3000000000,78751.0000000000,78678.4000000000,78685.8000000000,52.5525000000
1787742000000,2026-08-26 19:00:00+08:00,78685.8000000000,78750.0000000000,78643.4000000000,78707.0000000000,79.8646000000
1787742300000,2026-08-26 19:05:00+08:00,78707.0000000000,78730.4000000000,78621.1000000000,78648.3000000000,36.3542000000
1787742600000,2026-08-26 19:10:00+08:00,78648.3000000000,78670.0000000000,78625.0000000000,78669.9000000000,22.1096000000
1787742900000,2026-08-26 19:15:00+08:00,78669.9000000000,78702.0000000000,78610.4000000000,78633.2000000000,36.2911000000
1787743200000,2026-08-26 19:20:00+08:00,78633.2000000000,78670.8000000000,78603.0000000000,78663.8000000000,40.0035000000
1787743500000,2026-08-26 19:25:00+08:00,78663.8000000000,78672.6000000000,78572.8000000000,78585.9000000000,25.7705000000
1787743800000,2026-08-26 19:30:00+08:00,78585.9000000000,78591.9000000000,78522.2000000000,78522.2000000000,53.8830000000
1787744100000,2026-08-26 19:35:00+08:00,78522.2000000000,78582.0000000000,78266.0000000000,78355.4000000000,187.1617000000
1787744400000,2026-08-26 19:40:00+08:00,78355.4000000000,78465.0000000000,78312.1000000000,78440.0000000000,243.7570000000
1787744700000,2026-08-26 19:45:00+08:00,78440.0000000000,78440.1000000000,78336.2000000000,78352.5000000000,78.2868000000
1787745000000,2026-08-26 19:50:00+08:00,78352.5000000000,78510.5000000000,78352.5000000000,78493.4000000000,78.7504000000
1787745300000,2026-08-26 19:55:00+08:00,78493.4000000000,78544.5000000000,78443.3000000000,78448.0000000000,55.3370000000
1787745600000,2026-08-26 20:00:00+08:00,78448.0000000000,78531.4000000000,78425.4000000000,78483.5000000000,62.2794000000
1787745900000,2026-08-26 20:05:00+08:00,78483.5000000000,78483.6000000000,78315.2000000000,78392.2000000000,86.6063000000
1787746200000,2026-08-26 20:10:00+08:00,78392.2000000000,78437.2000000000,78355.4000000000,78360.3000000000,67.8440000000
1787746500000,2026-08-26 20:15:00+08:00,78360.3000000000,78400.0000000000,78252.1000000000,78355.1000000000,76.5651000000
1787746800000,2026-08-26 20:20:00+08:00,78355.1000000000,78557.7000000000,78342.5000000000,78543.7000000000,86.9331000000
1787747100000,2026-08-26 20:25:00+08:00,78543.7000000000,78678.6000000000,78537.5000000000,78669.0000000000,153.3992000000
1787747400000,2026-08-26 20:30:00+08:00,78669.0000000000,78669.0000000000,77890.0000000000,78358.6000000000,1230.3390000000
1787747700000,2026-08-26 20:35:00+08:00,78358.6000000000,78456.0000000000,78130.0000000000,78200.1000000000,286.9540000000
1787748000000,2026-08-26 20:40:00+08:00,78200.1000000000,78346.9000000000,78184.3000000000,78230.1000000000,142.8624000000
1787748300000,2026-08-26 20:45:00+08:00,78230.1000000000,78357.2000000000,78156.5000000000,78284.3000000000,100.3016000000
1787748600000,2026-08-26 20:50:00+08:00,78284.3000000000,78413.6000000000,78242.8000000000,78272.5000000000,105.4312000000
1787748900000,2026-08-26 20:55:00+08:00,78272.5000000000,78398.5000000000,78248.3000000000,78280.1000000000,80.8229000000
1787749200000,2026-08-26 21:00:00+08:00,78280.1000000000,78413.6000000000,78200.2000000000,78200.2000000000,92.6552000000
1787749500000,2026-08-26 21:05:00+08:00,78200.2000000000,78243.7000000000,78032.7000000000,78082.9000000000,193.1806000000
1787749800000,2026-08-26 21:10:00+08:00,78082.9000000000,78130.0000000000,77937.0000000000,78089.0000000000,326.2386000000
1787750100000,2026-08-26 21:15:00+08:00,78089.0000000000,78148.2000000000,78034.1000000000,78105.7000000000,100.9150000000
1787750400000,2026-08-26 21:20:00+08:00,78105.7000000000,78121.5000000000,77954.9000000000,77988.8000000000,142.0080000000
1787750700000,2026-08-26 21:25:00+08:00,77988.8000000000,78037.7000000000,77870.8000000000,78017.0000000000,216.1598000000
1787751000000,2026-08-26 21:30:00+08:00,78017.0000000000,78339.3000000000,78013.7000000000,78294.0000000000,310.0920000000
1787751300000,2026-08-26 21:35:00+08:00,78294.0000000000,78459.1000000000,78230.2000000000,78316.5000000000,347.3683000000
1787751600000,2026-08-26 21:40:00+08:00,78316.5000000000,78456.6000000000,78284.2000000000,78451.5000000000,184.9161000000
1787751900000,2026-08-26 21:45:00+08:00,78451.5000000000,78519.0000000000,78337.9000000000,78338.0000000000,249.2877000000
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1787752500000,2026-08-26 21:55:00+08:00,78180.5000000000,78419.0000000000,78161.3000000000,78404.7000000000,139.6407000000
1787752800000,2026-08-26 22:00:00+08:00,78404.7000000000,78555.0000000000,78246.7000000000,78491.1000000000,265.4979000000
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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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1787754600000,2026-08-26 22:30:00+08:00,78198.3000000000,78247.6000000000,78113.1000000000,78135.9000000000,131.3560000000
1787754900000,2026-08-26 22:35:00+08:00,78135.9000000000,78224.0000000000,78050.0000000000,78108.9000000000,167.4946000000
1787755200000,2026-08-26 22:40:00+08:00,78108.9000000000,78161.3000000000,77900.1000000000,77934.5000000000,369.3246000000
1787755500000,2026-08-26 22:45:00+08:00,77934.5000000000,77981.6000000000,77820.0000000000,77944.8000000000,370.3109000000
1787755800000,2026-08-26 22:50:00+08:00,77944.8000000000,78008.2000000000,77714.3000000000,77758.6000000000,601.2863000000
1787756100000,2026-08-26 22:55:00+08:00,77758.6000000000,77826.9000000000,77730.1000000000,77757.4000000000,193.2021000000
1787756400000,2026-08-26 23:00:00+08:00,77757.4000000000,77845.2000000000,77579.0000000000,77615.9000000000,412.4288000000
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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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1787758200000,2026-08-26 23:30:00+08:00,78118.1000000000,78138.7000000000,77900.8000000000,77914.0000000000,205.1301000000
1787758500000,2026-08-26 23:35:00+08:00,77914.0000000000,77973.3000000000,77880.2000000000,77961.7000000000,175.3640000000
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1787759100000,2026-08-26 23:45:00+08:00,78003.1000000000,78111.0000000000,78003.1000000000,78102.5000000000,97.0001000000
1787759400000,2026-08-26 23:50:00+08:00,78102.5000000000,78111.0000000000,77985.7000000000,78006.4000000000,66.7545000000
1787759700000,2026-08-26 23:55:00+08:00,78006.4000000000,78079.9000000000,77928.8000000000,77973.9000000000,35.3332000000
1787760000000,2026-08-27 00:00:00+08:00,77973.9000000000,78054.9000000000,77933.7000000000,78051.4000000000,107.8949000000
1787760300000,2026-08-27 00:05:00+08:00,78051.4000000000,78129.4000000000,78016.1000000000,78087.7000000000,91.1215000000
1787760600000,2026-08-27 00:10:00+08:00,78087.7000000000,78106.7000000000,78001.5000000000,78037.5000000000,38.5803000000
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1787761200000,2026-08-27 00:20:00+08:00,78003.9000000000,78099.9000000000,77975.2000000000,77988.3000000000,100.5070000000
1787761500000,2026-08-27 00:25:00+08:00,77988.3000000000,78034.0000000000,77936.5000000000,78017.8000000000,86.6946000000
1787761800000,2026-08-27 00:30:00+08:00,78017.8000000000,78070.0000000000,77964.5000000000,78064.6000000000,34.4515000000
1787762100000,2026-08-27 00:35:00+08:00,78064.6000000000,78111.0000000000,77910.6000000000,77920.3000000000,103.8477000000
1787762400000,2026-08-27 00:40:00+08:00,77920.3000000000,77988.1000000000,77810.0000000000,77832.9000000000,97.1551000000
1787762700000,2026-08-27 00:45:00+08:00,77832.9000000000,78128.0000000000,77832.9000000000,78045.2000000000,118.9647000000
1787763000000,2026-08-27 00:50:00+08:00,78045.2000000000,78089.9000000000,77946.9000000000,77991.8000000000,37.5278000000
1787763300000,2026-08-27 00:55:00+08:00,77991.8000000000,78036.8000000000,77927.4000000000,77950.7000000000,27.0656000000
1787763600000,2026-08-27 01:00:00+08:00,77950.7000000000,78035.0000000000,77950.7000000000,78004.0000000000,30.4488000000
1787763900000,2026-08-27 01:05:00+08:00,78004.0000000000,78089.8000000000,77959.1000000000,78044.8000000000,32.8480000000
1787764200000,2026-08-27 01:10:00+08:00,78044.8000000000,78099.9000000000,78010.8000000000,78092.3000000000,22.2263000000
1787764500000,2026-08-27 01:15:00+08:00,78092.3000000000,78248.0000000000,78092.3000000000,78204.9000000000,172.4044000000
1787764800000,2026-08-27 01:20:00+08:00,78204.9000000000,78315.1000000000,78198.3000000000,78305.2000000000,200.7221000000
1787765100000,2026-08-27 01:25:00+08:00,78305.2000000000,78487.7000000000,78292.4000000000,78477.4000000000,331.1233000000
1787765400000,2026-08-27 01:30:00+08:00,78477.4000000000,78540.1000000000,78448.3000000000,78540.1000000000,202.2856000000
1787765700000,2026-08-27 01:35:00+08:00,78540.1000000000,78543.0000000000,78451.8000000000,78494.6000000000,132.0927000000
1787766000000,2026-08-27 01:40:00+08:00,78494.6000000000,78573.2000000000,78451.9000000000,78471.0000000000,185.6542000000
1787766300000,2026-08-27 01:45:00+08:00,78471.0000000000,78476.0000000000,78319.4000000000,78354.1000000000,94.5572000000
1787766600000,2026-08-27 01:50:00+08:00,78354.1000000000,78428.1000000000,78347.4000000000,78417.7000000000,35.6340000000
1787766900000,2026-08-27 01:55:00+08:00,78417.7000000000,78438.8000000000,78363.6000000000,78400.8000000000,23.3324000000
1787767200000,2026-08-27 02:00:00+08:00,78400.8000000000,78475.0000000000,78348.5000000000,78429.7000000000,53.1710000000
1787767500000,2026-08-27 02:05:00+08:00,78429.7000000000,78493.5000000000,78400.1000000000,78480.4000000000,37.1847000000
1787767800000,2026-08-27 02:10:00+08:00,78480.4000000000,78620.0000000000,78455.3000000000,78529.0000000000,271.8729000000
1787768100000,2026-08-27 02:15:00+08:00,78529.0000000000,78538.1000000000,78450.3000000000,78505.1000000000,44.9452000000
1787768400000,2026-08-27 02:20:00+08:00,78505.1000000000,78564.4000000000,78440.0000000000,78472.0000000000,59.7325000000
1787768700000,2026-08-27 02:25:00+08:00,78472.0000000000,78485.5000000000,78394.0000000000,78428.7000000000,52.6677000000
1787769000000,2026-08-27 02:30:00+08:00,78428.7000000000,78450.0000000000,78356.3000000000,78383.0000000000,50.0426000000
1787769300000,2026-08-27 02:35:00+08:00,78383.0000000000,78395.7000000000,78310.9000000000,78349.1000000000,89.9988000000
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1787769900000,2026-08-27 02:45:00+08:00,78259.9000000000,78377.2000000000,78246.5000000000,78363.9000000000,45.4547000000
1787770200000,2026-08-27 02:50:00+08:00,78363.9000000000,78427.0000000000,78351.0000000000,78426.9000000000,26.9203000000
1787770500000,2026-08-27 02:55:00+08:00,78426.9000000000,78464.9000000000,78392.7000000000,78434.2000000000,38.3220000000
1787770800000,2026-08-27 03:00:00+08:00,78434.2000000000,78477.5000000000,78398.9000000000,78411.1000000000,20.6576000000
1787771100000,2026-08-27 03:05:00+08:00,78411.1000000000,78414.3000000000,78349.8000000000,78349.9000000000,15.6368000000
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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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1787772600000,2026-08-27 03:30:00+08:00,78488.0000000000,78514.6000000000,78440.1000000000,78448.3000000000,46.0663000000
1787772900000,2026-08-27 03:35:00+08:00,78448.3000000000,78461.5000000000,78363.3000000000,78369.2000000000,53.1466000000
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1787773500000,2026-08-27 03:45:00+08:00,78390.0000000000,78448.6000000000,78389.9000000000,78435.0000000000,22.8231000000
1787773800000,2026-08-27 03:50:00+08:00,78435.0000000000,78494.7000000000,78404.0000000000,78412.6000000000,50.3773000000
1787774100000,2026-08-27 03:55:00+08:00,78412.6000000000,78455.2000000000,78400.0000000000,78430.0000000000,46.5158000000
1787774400000,2026-08-27 04:00:00+08:00,78430.0000000000,78469.8000000000,78350.4000000000,78460.3000000000,25.2168000000
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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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1787776200000,2026-08-27 04:30:00+08:00,78360.6000000000,78374.3000000000,78280.6000000000,78299.8000000000,28.7206000000
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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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1787778000000,2026-08-27 05:00:00+08:00,78411.7000000000,78421.5000000000,78338.9000000000,78365.8000000000,25.8404000000
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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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1787780400000,2026-08-27 05:40:00+08:00,78740.0000000000,78740.0000000000,78663.7000000000,78682.7000000000,28.9051000000
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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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1787785200000,2026-08-27 07:00:00+08:00,78659.1000000000,78722.0000000000,78616.5000000000,78716.7000000000,41.0947000000
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research/out/parity_slices/ETH_1m.csv
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research/out/parity_slices/ETH_5m.csv
+801
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@@ -0,0 +1,801 @@
timestamp,date,open,high,low,close,volume
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1787631300000,2026-08-25 12:15:00+08:00,2498.8300000000,2499.0000000000,2490.0000000000,2492.7900000000,7493.2200000000
1787631600000,2026-08-25 12:20:00+08:00,2492.7900000000,2497.0500000000,2492.0300000000,2496.7300000000,9072.4000000000
1787631900000,2026-08-25 12:25:00+08:00,2496.7300000000,2497.0000000000,2492.3100000000,2493.3800000000,1469.4500000000
1787632200000,2026-08-25 12:30:00+08:00,2493.3800000000,2495.9400000000,2488.0000000000,2493.1100000000,1656.2100000000
1787632500000,2026-08-25 12:35:00+08:00,2493.1100000000,2496.8500000000,2490.0000000000,2491.2800000000,3074.6000000000
1787632800000,2026-08-25 12:40:00+08:00,2491.2800000000,2493.4200000000,2488.8100000000,2490.6700000000,1865.9700000000
1787633100000,2026-08-25 12:45:00+08:00,2490.6700000000,2493.6500000000,2489.3800000000,2493.2100000000,1410.3100000000
1787633400000,2026-08-25 12:50:00+08:00,2493.2100000000,2494.7100000000,2491.3500000000,2491.5200000000,1547.6100000000
1787633700000,2026-08-25 12:55:00+08:00,2491.5200000000,2494.0000000000,2489.3700000000,2493.9200000000,797.2200000000
1787634000000,2026-08-25 13:00:00+08:00,2493.9200000000,2498.6600000000,2492.6100000000,2498.1900000000,3057.5000000000
1787634300000,2026-08-25 13:05:00+08:00,2498.1900000000,2501.0100000000,2497.8900000000,2500.0600000000,1795.1400000000
1787634600000,2026-08-25 13:10:00+08:00,2500.0600000000,2500.6000000000,2498.7700000000,2499.6900000000,2255.3700000000
1787634900000,2026-08-25 13:15:00+08:00,2499.6900000000,2503.7300000000,2499.2500000000,2502.7100000000,1409.8900000000
1787635200000,2026-08-25 13:20:00+08:00,2502.7100000000,2503.9400000000,2502.0300000000,2503.9300000000,2416.9500000000
1787635500000,2026-08-25 13:25:00+08:00,2503.9300000000,2511.3400000000,2503.8100000000,2507.7400000000,9365.2700000000
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1787636100000,2026-08-25 13:35:00+08:00,2509.9600000000,2510.8800000000,2507.7700000000,2509.0600000000,1466.5100000000
1787636400000,2026-08-25 13:40:00+08:00,2509.0600000000,2510.1900000000,2505.1000000000,2505.4800000000,3100.7700000000
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1787637000000,2026-08-25 13:50:00+08:00,2507.6700000000,2509.8500000000,2506.1300000000,2506.1700000000,682.4600000000
1787637300000,2026-08-25 13:55:00+08:00,2506.1700000000,2509.1800000000,2506.1100000000,2507.5700000000,1859.8800000000
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1787638200000,2026-08-25 14:10:00+08:00,2507.7300000000,2509.3700000000,2506.0000000000,2508.8500000000,1273.0400000000
1787638500000,2026-08-25 14:15:00+08:00,2508.8500000000,2513.0100000000,2507.9000000000,2509.9700000000,1785.9600000000
1787638800000,2026-08-25 14:20:00+08:00,2509.9700000000,2514.7000000000,2507.4800000000,2512.1900000000,1934.5400000000
1787639100000,2026-08-25 14:25:00+08:00,2512.1900000000,2512.8100000000,2509.3000000000,2509.3100000000,1055.2100000000
1787639400000,2026-08-25 14:30:00+08:00,2509.3100000000,2509.3100000000,2500.3200000000,2503.8200000000,6070.8300000000
1787639700000,2026-08-25 14:35:00+08:00,2503.8200000000,2503.8200000000,2498.0000000000,2502.4200000000,3087.2600000000
1787640000000,2026-08-25 14:40:00+08:00,2502.4200000000,2503.2800000000,2500.3000000000,2502.9400000000,1617.8400000000
1787640300000,2026-08-25 14:45:00+08:00,2502.9400000000,2503.5800000000,2498.5300000000,2499.3900000000,1162.8500000000
1787640600000,2026-08-25 14:50:00+08:00,2499.3900000000,2500.0500000000,2497.6000000000,2498.5000000000,2907.4000000000
1787640900000,2026-08-25 14:55:00+08:00,2498.5000000000,2499.9200000000,2495.0100000000,2499.9200000000,1378.7800000000
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
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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
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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
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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
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1787655600000,2026-08-25 19:00:00+08:00,2481.0300000000,2481.3400000000,2478.6000000000,2479.1100000000,549.5000000000
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1787656200000,2026-08-25 19:10:00+08:00,2478.8600000000,2479.2100000000,2473.2000000000,2474.4400000000,3888.4100000000
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1787657100000,2026-08-25 19:25:00+08:00,2477.4300000000,2477.6000000000,2474.1900000000,2477.2800000000,772.1600000000
1787657400000,2026-08-25 19:30:00+08:00,2477.2800000000,2480.7900000000,2477.2500000000,2480.3800000000,1734.7800000000
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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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1787674200000,2026-08-26 00:10:00+08:00,2475.0000000000,2476.2900000000,2471.0200000000,2471.9800000000,2272.3100000000
1787674500000,2026-08-26 00:15:00+08:00,2471.9800000000,2475.8400000000,2471.2500000000,2474.8000000000,1515.9100000000
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1787676300000,2026-08-26 00:45:00+08:00,2474.3000000000,2478.6000000000,2474.0000000000,2475.5600000000,1931.1100000000
1787676600000,2026-08-26 00:50:00+08:00,2475.5600000000,2475.7200000000,2470.4500000000,2470.9000000000,1244.8300000000
1787676900000,2026-08-26 00:55:00+08:00,2470.9000000000,2471.3300000000,2467.5600000000,2469.5000000000,2319.3600000000
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
1787678100000,2026-08-26 01:15:00+08:00,2461.6900000000,2464.8400000000,2460.9000000000,2464.0200000000,2077.7800000000
1787678400000,2026-08-26 01:20:00+08:00,2464.0200000000,2465.4500000000,2457.2100000000,2458.5100000000,2099.6400000000
1787678700000,2026-08-26 01:25:00+08:00,2458.5100000000,2459.4800000000,2456.1700000000,2457.2900000000,2213.2100000000
1787679000000,2026-08-26 01:30:00+08:00,2457.2900000000,2467.2700000000,2457.2900000000,2464.5100000000,2680.1900000000
1787679300000,2026-08-26 01:35:00+08:00,2464.5100000000,2465.4300000000,2461.9300000000,2463.3100000000,855.0800000000
1787679600000,2026-08-26 01:40:00+08:00,2463.3100000000,2468.1200000000,2463.0100000000,2466.6800000000,2019.4700000000
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
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1787696100000,2026-08-26 06:15:00+08:00,2450.6800000000,2451.9900000000,2448.0000000000,2449.5600000000,1017.7500000000
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1787698200000,2026-08-26 06:50:00+08:00,2451.8800000000,2453.7800000000,2451.8600000000,2452.7100000000,1014.2600000000
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1787698800000,2026-08-26 07:00:00+08:00,2452.7600000000,2454.7300000000,2451.5000000000,2454.3900000000,458.3900000000
1787699100000,2026-08-26 07:05:00+08:00,2454.3900000000,2456.1700000000,2451.9000000000,2452.1500000000,1357.5700000000
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1787700000000,2026-08-26 07:20:00+08:00,2451.1300000000,2451.1600000000,2448.2000000000,2448.3200000000,1911.3100000000
1787700300000,2026-08-26 07:25:00+08:00,2448.3200000000,2451.6800000000,2447.2600000000,2451.3800000000,1010.6800000000
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1787701200000,2026-08-26 07:40:00+08:00,2446.6800000000,2446.9800000000,2441.8000000000,2443.1600000000,1397.2700000000
1787701500000,2026-08-26 07:45:00+08:00,2443.1600000000,2443.1600000000,2438.2000000000,2439.2200000000,1566.5900000000
1787701800000,2026-08-26 07:50:00+08:00,2439.2200000000,2440.1900000000,2435.6100000000,2438.3200000000,2298.5900000000
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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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1787704200000,2026-08-26 08:30:00+08:00,2442.7100000000,2445.3300000000,2442.2500000000,2442.7500000000,793.4200000000
1787704500000,2026-08-26 08:35:00+08:00,2442.7500000000,2443.3600000000,2436.6100000000,2436.8400000000,1349.2400000000
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1787705100000,2026-08-26 08:45:00+08:00,2439.3300000000,2444.3300000000,2437.7600000000,2443.7000000000,1392.7900000000
1787705400000,2026-08-26 08:50:00+08:00,2443.7000000000,2449.3400000000,2443.3900000000,2448.7800000000,2249.9600000000
1787705700000,2026-08-26 08:55:00+08:00,2448.7800000000,2448.7800000000,2445.1700000000,2445.1700000000,643.1600000000
1787706000000,2026-08-26 09:00:00+08:00,2445.1700000000,2452.1000000000,2443.7600000000,2452.1000000000,2546.6000000000
1787706300000,2026-08-26 09:05:00+08:00,2452.1000000000,2460.0000000000,2452.1000000000,2453.6500000000,3834.2700000000
1787706600000,2026-08-26 09:10:00+08:00,2453.6500000000,2455.1700000000,2451.0700000000,2452.6400000000,837.1700000000
1787706900000,2026-08-26 09:15:00+08:00,2452.6400000000,2456.5500000000,2451.4500000000,2455.2100000000,1878.4700000000
1787707200000,2026-08-26 09:20:00+08:00,2455.2100000000,2455.8700000000,2453.3300000000,2454.0000000000,730.4700000000
1787707500000,2026-08-26 09:25:00+08:00,2454.0000000000,2454.0000000000,2451.1600000000,2452.0000000000,573.1400000000
1787707800000,2026-08-26 09:30:00+08:00,2452.0000000000,2458.6600000000,2451.8600000000,2458.3000000000,1424.6800000000
1787708100000,2026-08-26 09:35:00+08:00,2458.3000000000,2461.0000000000,2457.7800000000,2457.9300000000,2354.8900000000
1787708400000,2026-08-26 09:40:00+08:00,2457.9300000000,2458.4400000000,2455.1500000000,2456.7800000000,680.5700000000
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1787710200000,2026-08-26 10:10:00+08:00,2453.2700000000,2455.9800000000,2453.0000000000,2454.4900000000,174.8900000000
1787710500000,2026-08-26 10:15:00+08:00,2454.4900000000,2462.3000000000,2454.2500000000,2459.6600000000,1742.7300000000
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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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1787712300000,2026-08-26 10:45:00+08:00,2466.0000000000,2467.6800000000,2463.5700000000,2464.6000000000,1068.5100000000
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1787713200000,2026-08-26 11:00:00+08:00,2463.8900000000,2467.2000000000,2463.1500000000,2463.3100000000,5068.1300000000
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1787713800000,2026-08-26 11:10:00+08:00,2461.3600000000,2462.2800000000,2461.0000000000,2461.5100000000,474.3400000000
1787714100000,2026-08-26 11:15:00+08:00,2461.5100000000,2462.9900000000,2458.6000000000,2459.9400000000,1421.7600000000
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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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1787716200000,2026-08-26 11:50:00+08:00,2460.3600000000,2464.0000000000,2460.0000000000,2463.9900000000,894.6300000000
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
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1787720400000,2026-08-26 13:00:00+08:00,2455.6400000000,2458.1300000000,2454.2000000000,2455.4200000000,2172.9100000000
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1787721900000,2026-08-26 13:25:00+08:00,2461.0100000000,2462.9700000000,2459.1900000000,2461.8900000000,2262.7200000000
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
1787744100000,2026-08-26 19:35:00+08:00,2463.5600000000,2466.7200000000,2454.8900000000,2458.7500000000,3696.0200000000
1787744400000,2026-08-26 19:40:00+08:00,2458.7500000000,2462.1600000000,2456.6500000000,2460.7200000000,1747.1500000000
1787744700000,2026-08-26 19:45:00+08:00,2460.7200000000,2461.0700000000,2458.4000000000,2458.5400000000,871.7600000000
1787745000000,2026-08-26 19:50:00+08:00,2458.5400000000,2464.8200000000,2458.5200000000,2464.4900000000,1538.0000000000
1787745300000,2026-08-26 19:55:00+08:00,2464.4900000000,2467.8200000000,2461.2000000000,2461.6400000000,1801.2400000000
1787745600000,2026-08-26 20:00:00+08:00,2461.6400000000,2464.7000000000,2459.2400000000,2462.0500000000,1794.4600000000
1787745900000,2026-08-26 20:05:00+08:00,2462.0500000000,2462.1800000000,2457.5000000000,2460.2200000000,1269.2400000000
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
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
1787748000000,2026-08-26 20:40:00+08:00,2454.4700000000,2459.1600000000,2453.4500000000,2453.4500000000,2436.5800000000
1787748300000,2026-08-26 20:45:00+08:00,2453.4500000000,2458.2700000000,2451.3100000000,2456.0000000000,2289.5000000000
1787748600000,2026-08-26 20:50:00+08:00,2456.0000000000,2459.1000000000,2451.0100000000,2453.2500000000,1667.3900000000
1787748900000,2026-08-26 20:55:00+08:00,2453.2500000000,2457.1200000000,2452.3400000000,2453.5600000000,2155.7200000000
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
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
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
1787751000000,2026-08-26 21:30:00+08:00,2443.4500000000,2453.6600000000,2442.3400000000,2450.7400000000,7109.6900000000
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1787751900000,2026-08-26 21:45:00+08:00,2457.3900000000,2461.7100000000,2454.1000000000,2454.3200000000,6196.9200000000
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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
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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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1787755200000,2026-08-26 22:40:00+08:00,2447.7600000000,2449.4600000000,2443.2000000000,2443.8000000000,3140.1300000000
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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
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1787759400000,2026-08-26 23:50:00+08:00,2451.4600000000,2451.8100000000,2447.7300000000,2448.1000000000,981.7000000000
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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
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1787773200000,2026-08-27 03:40:00+08:00,2468.8500000000,2470.2000000000,2466.6800000000,2469.8700000000,864.1500000000
1787773500000,2026-08-27 03:45:00+08:00,2469.8700000000,2472.5900000000,2469.3200000000,2471.7500000000,851.2200000000
1787773800000,2026-08-27 03:50:00+08:00,2471.7500000000,2472.7500000000,2468.6600000000,2470.1400000000,1523.6100000000
1787774100000,2026-08-27 03:55:00+08:00,2470.1400000000,2471.7200000000,2468.0100000000,2469.3100000000,843.8000000000
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
1787775000000,2026-08-27 04:10:00+08:00,2470.3800000000,2471.9500000000,2467.6700000000,2467.8100000000,680.7100000000
1787775300000,2026-08-27 04:15:00+08:00,2467.8100000000,2469.7500000000,2466.2800000000,2468.2800000000,423.1700000000
1787775600000,2026-08-27 04:20:00+08:00,2468.2800000000,2468.2800000000,2458.5600000000,2464.5700000000,2670.1600000000
1787775900000,2026-08-27 04:25:00+08:00,2464.5700000000,2467.9600000000,2464.5700000000,2467.9600000000,1155.6900000000
1787776200000,2026-08-27 04:30:00+08:00,2467.9600000000,2468.8000000000,2464.5600000000,2464.9200000000,513.5900000000
1787776500000,2026-08-27 04:35:00+08:00,2464.9200000000,2466.4600000000,2462.7000000000,2465.2700000000,785.3400000000
1787776800000,2026-08-27 04:40:00+08:00,2465.2700000000,2468.8600000000,2465.2600000000,2467.5900000000,492.1700000000
1787777100000,2026-08-27 04:45:00+08:00,2467.5900000000,2469.2800000000,2467.1000000000,2468.2500000000,590.2700000000
1787777400000,2026-08-27 04:50:00+08:00,2468.2500000000,2469.6800000000,2467.1900000000,2469.5000000000,283.3500000000
1787777700000,2026-08-27 04:55:00+08:00,2469.5000000000,2471.9600000000,2469.5000000000,2471.3800000000,723.8900000000
1787778000000,2026-08-27 05:00:00+08:00,2471.3800000000,2472.0000000000,2469.2100000000,2469.5400000000,376.8700000000
1787778300000,2026-08-27 05:05:00+08:00,2469.5400000000,2485.3400000000,2469.5300000000,2483.8100000000,7527.4500000000
1787778600000,2026-08-27 05:10:00+08:00,2483.8100000000,2494.0500000000,2479.0900000000,2491.7100000000,21347.8700000000
1787778900000,2026-08-27 05:15:00+08:00,2491.7100000000,2495.3000000000,2486.7700000000,2490.7700000000,6129.8200000000
1787779200000,2026-08-27 05:20:00+08:00,2490.7700000000,2494.5100000000,2488.3200000000,2493.4800000000,3087.9600000000
1787779500000,2026-08-27 05:25:00+08:00,2493.4800000000,2504.3600000000,2490.9400000000,2499.2600000000,10530.1200000000
1787779800000,2026-08-27 05:30:00+08:00,2499.2600000000,2500.4900000000,2493.7500000000,2495.1400000000,2447.7500000000
1787780100000,2026-08-27 05:35:00+08:00,2495.1400000000,2500.1300000000,2494.4900000000,2495.3400000000,1173.2100000000
1787780400000,2026-08-27 05:40:00+08:00,2495.3400000000,2495.3700000000,2492.5900000000,2492.9600000000,2179.0200000000
1787780700000,2026-08-27 05:45:00+08:00,2492.9600000000,2493.9900000000,2490.2500000000,2491.6700000000,2427.3100000000
1787781000000,2026-08-27 05:50:00+08:00,2491.6700000000,2497.0800000000,2491.6700000000,2496.0000000000,802.6800000000
1787781300000,2026-08-27 05:55:00+08:00,2496.0000000000,2497.6600000000,2494.1200000000,2495.7400000000,510.0400000000
1787781600000,2026-08-27 06:00:00+08:00,2495.7400000000,2502.9100000000,2493.2500000000,2502.6300000000,1779.7400000000
1787781900000,2026-08-27 06:05:00+08:00,2502.6300000000,2506.5900000000,2500.6000000000,2500.6000000000,8461.8800000000
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1787782500000,2026-08-27 06:15:00+08:00,2502.1900000000,2514.9800000000,2501.5500000000,2509.6300000000,10606.7600000000
1787782800000,2026-08-27 06:20:00+08:00,2509.6300000000,2514.9300000000,2505.1200000000,2505.7200000000,2900.6400000000
1787783100000,2026-08-27 06:25:00+08:00,2505.7200000000,2507.8900000000,2504.1400000000,2505.4300000000,1125.1700000000
1787783400000,2026-08-27 06:30:00+08:00,2505.4300000000,2506.0000000000,2498.2400000000,2499.3700000000,3633.0900000000
1787783700000,2026-08-27 06:35:00+08:00,2499.3700000000,2499.9900000000,2493.9700000000,2494.2400000000,2425.7300000000
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1787784300000,2026-08-27 06:45:00+08:00,2496.9200000000,2496.9600000000,2492.0400000000,2492.8200000000,1327.0000000000
1787784600000,2026-08-27 06:50:00+08:00,2492.8200000000,2492.8200000000,2489.0300000000,2490.0000000000,1975.3900000000
1787784900000,2026-08-27 06:55:00+08:00,2490.0000000000,2495.3500000000,2488.2900000000,2492.5500000000,1713.8700000000
1787785200000,2026-08-27 07:00:00+08:00,2492.5500000000,2494.8500000000,2489.5200000000,2494.0000000000,1288.8700000000
1787785500000,2026-08-27 07:05:00+08:00,2494.0000000000,2494.0000000000,2487.1200000000,2488.5700000000,1390.0200000000
1787785800000,2026-08-27 07:10:00+08:00,2488.5700000000,2490.5500000000,2487.8500000000,2489.4200000000,532.4800000000
1787786100000,2026-08-27 07:15:00+08:00,2489.4200000000,2493.6800000000,2488.8800000000,2493.5200000000,619.9100000000
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1787786700000,2026-08-27 07:25:00+08:00,2495.8700000000,2499.9800000000,2494.0800000000,2498.0000000000,1575.1100000000
1787787000000,2026-08-27 07:30:00+08:00,2498.0000000000,2501.4600000000,2496.6400000000,2497.8000000000,2054.3200000000
1787787300000,2026-08-27 07:35:00+08:00,2497.8000000000,2505.0000000000,2497.2600000000,2503.5900000000,2197.3400000000
1787787600000,2026-08-27 07:40:00+08:00,2503.5900000000,2506.9400000000,2501.0400000000,2506.0900000000,4003.4900000000
1787787900000,2026-08-27 07:45:00+08:00,2506.0900000000,2511.5600000000,2499.8400000000,2504.5500000000,3611.9700000000
1787788200000,2026-08-27 07:50:00+08:00,2504.5500000000,2506.0000000000,2501.6600000000,2504.2100000000,1514.9400000000
1787788500000,2026-08-27 07:55:00+08:00,2504.2100000000,2506.9900000000,2503.3800000000,2505.7200000000,2391.0900000000
1787788800000,2026-08-27 08:00:00+08:00,2505.7200000000,2506.0300000000,2498.6100000000,2498.7900000000,4048.8000000000
1787789100000,2026-08-27 08:05:00+08:00,2498.7900000000,2509.2300000000,2498.4500000000,2509.1500000000,1548.1200000000
1787789400000,2026-08-27 08:10:00+08:00,2509.1500000000,2509.4700000000,2500.6500000000,2501.4300000000,2276.0300000000
1787789700000,2026-08-27 08:15:00+08:00,2501.4300000000,2505.3800000000,2499.2000000000,2505.1900000000,1734.7200000000
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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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1787791200000,2026-08-27 08:40:00+08:00,2495.6000000000,2496.7100000000,2493.0400000000,2494.9900000000,1250.3600000000
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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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1787792400000,2026-08-27 09:00:00+08:00,2490.5700000000,2492.8800000000,2487.0100000000,2490.8600000000,2933.6200000000
1787792700000,2026-08-27 09:05:00+08:00,2490.8600000000,2494.0200000000,2487.6800000000,2489.9900000000,1611.6700000000
1787793000000,2026-08-27 09:10:00+08:00,2489.9900000000,2491.0100000000,2485.5000000000,2488.1500000000,2193.5200000000
1787793300000,2026-08-27 09:15:00+08:00,2488.1500000000,2491.4300000000,2486.3000000000,2490.5000000000,686.0700000000
1787793600000,2026-08-27 09:20:00+08:00,2490.5000000000,2495.7100000000,2490.5000000000,2495.6500000000,1704.9900000000
1787793900000,2026-08-27 09:25:00+08:00,2495.6500000000,2504.7800000000,2495.3000000000,2501.9100000000,2323.7100000000
1787794200000,2026-08-27 09:30:00+08:00,2501.9100000000,2504.8900000000,2496.7400000000,2499.8100000000,2483.7300000000
1787794500000,2026-08-27 09:35:00+08:00,2499.8100000000,2501.8500000000,2497.0100000000,2497.9700000000,1933.0600000000
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1787795100000,2026-08-27 09:45:00+08:00,2491.4100000000,2501.3500000000,2491.1100000000,2501.0700000000,1633.9900000000
1787795400000,2026-08-27 09:50:00+08:00,2501.0700000000,2504.6400000000,2499.6200000000,2499.9400000000,4074.8800000000
1787795700000,2026-08-27 09:55:00+08:00,2499.9400000000,2502.5000000000,2496.3500000000,2496.6500000000,783.9000000000
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research/out/parity_slices/SOL_1m.csv
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research/out/parity_slices/SOL_5m.csv
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timestamp,date,open,high,low,close,volume
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