Closes #019 - Live Python Machine Learning Pipeline Integration
This commit is contained in:
Antigravity Agent
@@ -7,6 +7,7 @@ leakage guards, trains 5 models (RF, XGB/GB, ElasticNet LR, SVM, MLP), and expor
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import os
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import json
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import urllib.request
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import numpy as np
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import pandas as pd
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@@ -208,8 +209,78 @@ def get_mock_predictions():
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}
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def fetch_real_data():
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"""
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Queries real daily candles from Yahoo Finance and real-time funding rates from
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the Binance USDS-M Futures REST APIs. Saves the daily candles to backend/data/BTC-USD.csv.
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"""
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# 1. Fetch candles from Yahoo Finance
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print("Fetching real daily candles from Yahoo Finance...")
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yahoo_url = "https://query1.finance.yahoo.com/v8/finance/chart/BTC-USD?range=2y&interval=1d"
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req_yahoo = urllib.request.Request(
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yahoo_url,
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headers={'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'}
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)
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try:
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with urllib.request.urlopen(req_yahoo) as response:
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data = json.loads(response.read().decode())
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result = data['chart']['result'][0]
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timestamps = result['timestamp']
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quote = result['indicators']['quote'][0]
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opens = quote['open']
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highs = quote['high']
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lows = quote['low']
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closes = quote['close']
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volumes = quote['volume']
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cleaned_rows = []
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for i in range(len(timestamps)):
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if (opens[i] is not None and highs[i] is not None and
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lows[i] is not None and closes[i] is not None):
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date_str = pd.to_datetime(timestamps[i], unit='s').strftime('%Y-%m-%d')
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cleaned_rows.append({
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'Date': date_str,
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'Open': opens[i],
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'High': highs[i],
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'Low': lows[i],
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'Close': closes[i],
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'Volume': volumes[i] if volumes[i] is not None else 0
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})
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df_new = pd.DataFrame(cleaned_rows).set_index('Date')
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os.makedirs(os.path.join('backend', 'data'), exist_ok=True)
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csv_path = os.path.join('backend', 'data', 'BTC-USD.csv')
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df_new.to_csv(csv_path)
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print(f"Successfully downloaded {len(df_new)} BTC-USD daily candles and saved to {csv_path}")
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except Exception as e:
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print(f"Failed to query daily candles from Yahoo Finance: {e}")
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# 2. Fetch funding rate from Binance USDS-M Futures API
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print("Fetching real-time funding rates from Binance USDS-M Futures REST APIs...")
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binance_url = "https://fapi.binance.com/fapi/v1/fundingRate?symbol=BTCUSDT&limit=1"
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req_binance = urllib.request.Request(
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binance_url,
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headers={'User-Agent': 'Mozilla/5.0'}
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)
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try:
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with urllib.request.urlopen(req_binance) as response:
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data = json.loads(response.read().decode())
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latest = data[0]
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rate = float(latest['fundingRate'])
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time_ms = latest['fundingTime']
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print(f"Binance BTCUSDT latest funding rate: {rate} at timestamp {time_ms}")
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except Exception as e:
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print(f"Failed to query funding rate from Binance USDS-M Futures REST APIs: {e}")
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def main():
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print(f"[{datetime_now_str()}] Initializing Multi-Model rolling validation...")
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# Ingest live data first
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fetch_real_data()
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preds = train_and_forecast()
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# Save the predictions to public/data/ensemble_predictions.json
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732
backend/data/BTC-USD.csv
Normal file
732
backend/data/BTC-USD.csv
Normal file
@@ -0,0 +1,732 @@
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Date,Open,High,Low,Close,Volume
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2024-06-14,66747.5703125,67294.6484375,65056.89453125,66011.09375,27403884779
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2024-06-15,66006.7421875,66402.1875,65871.7734375,66191.0,14121265576
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2024-06-16,66189.359375,66894.84375,66018.25,66639.046875,13281140541
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2024-06-17,66636.515625,67188.3203125,65094.96484375,66490.296875,30006354476
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2024-06-18,66490.9765625,66556.703125,64066.95703125,65140.74609375,39481285950
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2024-06-19,65146.66015625,65695.3515625,64693.30078125,64960.296875,21103423504
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2024-06-20,64960.296875,66438.9609375,64547.84765625,64828.65625,25641109124
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2024-06-21,64837.98828125,65007.546875,63378.89453125,64096.19921875,26188171739
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2024-06-22,64113.86328125,64475.46875,63929.7578125,64252.578125,9858198793
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2024-06-23,64248.96484375,64491.703125,63180.796875,63180.796875,11170471802
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2024-06-24,63173.3515625,63292.52734375,58601.69921875,60277.4140625,43152133651
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2024-06-25,60266.28125,62258.26171875,60239.75,61804.640625,29201215431
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2024-06-26,61789.67578125,62434.13671875,60695.1875,60811.27734375,22506003064
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2024-06-27,60811.2265625,62293.86328125,60585.33203125,61604.80078125,21231745045
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2024-06-28,61612.8046875,62126.09765625,59985.40234375,60320.13671875,24952866877
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2024-06-29,60319.875,61097.62109375,60300.96484375,60887.37890625,12652903396
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2024-06-30,60888.4453125,62892.828125,60632.94921875,62678.29296875,17333226409
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2024-07-01,62673.60546875,63777.2265625,62495.51171875,62851.98046875,25468379421
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2024-07-02,62844.41015625,63203.359375,61752.74609375,62029.015625,20151616992
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2024-07-03,62034.33203125,62187.703125,59419.38671875,60173.921875,29756701685
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2024-07-04,60147.13671875,60399.67578125,56777.8046875,56977.703125,41149609230
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2024-07-05,57022.80859375,57497.15234375,53717.375,56662.375,55417544033
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2024-07-06,56659.07421875,58472.546875,56038.9609375,58303.5390625,20610320577
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2024-07-07,58239.4296875,58371.12109375,55793.32421875,55849.109375,20553359505
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2024-07-08,55849.57421875,58131.3359375,54321.01953125,56705.09765625,39766159899
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2024-07-09,56704.59765625,58239.1953125,56316.875,58009.2265625,27849512607
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2024-07-10,58033.8828125,59359.43359375,57178.4140625,57742.49609375,26175260526
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2024-07-11,57729.890625,59299.43359375,57120.37890625,57344.9140625,28707803842
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2024-07-12,57341.1953125,58532.5546875,56590.17578125,57899.46484375,25604805221
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2024-07-13,57908.73828125,59787.078125,57796.44140625,59231.953125,17080061806
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2024-07-14,59225.25,61329.52734375,59225.25,60787.79296875,22223416061
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2024-07-15,60815.45703125,64870.15234375,60704.9296875,64870.15234375,38094526099
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2024-07-16,64784.41796875,65354.33984375,62487.96875,65097.1484375,41617346768
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2024-07-17,65091.83203125,66066.734375,63896.0859375,64118.79296875,32525071311
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2024-07-18,64104.73828125,65104.66015625,63246.1640625,63974.06640625,27239305337
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2024-07-19,63972.32421875,67442.640625,63329.34375,66710.15625,37003855410
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2024-07-20,66709.921875,67610.734375,66299.6171875,67163.6484375,19029581250
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2024-07-21,67164.9140625,68372.90625,65842.296875,68154.5234375,26652190004
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2024-07-22,68152.9765625,68480.0625,66611.296875,67585.25,42649109453
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2024-07-23,67584.8046875,67779.015625,65484.4609375,65927.671875,35605668666
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2024-07-24,65927.859375,67113.984375,65146.99609375,65372.1328125,27470942309
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2024-07-25,65375.875,66112.421875,63473.47265625,65777.2265625,38315761670
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2024-07-26,65771.8125,68207.6015625,65743.765625,67912.0625,30488630457
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2024-07-27,67911.8125,69398.5078125,66705.21875,67813.3359375,34691905492
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2024-07-28,67808.65625,68301.8515625,67085.828125,68255.8671875,18043166945
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2024-07-29,68259.0546875,69987.5390625,66532.59375,66819.9140625,40780682628
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2024-07-30,66819.0546875,66987.671875,65323.19140625,66201.015625,31380492109
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2024-07-31,66201.2734375,66810.2109375,64532.046875,64619.25,31292785994
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2024-08-01,64625.83984375,65593.2421875,62248.94140625,65357.5,40975554494
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2024-08-02,65353.5,65523.22265625,61184.89453125,61415.06640625,43060875727
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2024-08-03,61414.80859375,62148.37109375,59836.52734375,60680.09375,31753030589
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2024-08-04,60676.09375,61062.98828125,57210.8046875,58116.9765625,31758917219
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2024-08-05,58110.296875,58268.828125,49121.23828125,53991.45703125,108991085584
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2024-08-06,53991.34765625,57059.91796875,53973.2734375,56034.31640625,49300484106
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2024-08-07,56040.6328125,57726.8828125,54620.5078125,55027.4609375,41637562185
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2024-08-08,55030.02734375,62673.765625,54766.7265625,61710.13671875,45298472567
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2024-08-09,61728.20703125,61751.86328125,59587.859375,60880.11328125,33425553115
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2024-08-10,60881.23046875,61464.51171875,60287.56640625,60945.8125,15745822278
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2024-08-11,60944.890625,61778.66015625,58348.82421875,58719.484375,22759754812
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2024-08-12,58719.39453125,60680.33203125,57688.8984375,59354.515625,37078637820
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2024-08-13,59356.20703125,61572.3984375,58506.25390625,60609.56640625,30327698167
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2024-08-14,60611.05078125,61687.7578125,58472.875,58737.26953125,29961696180
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2024-08-15,58733.26171875,59838.6484375,56161.59375,57560.09765625,35682112440
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2024-08-16,57560.2734375,59847.359375,57110.01953125,58894.10546875,29350938673
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2024-08-17,58893.53125,59694.66796875,58814.83203125,59478.97265625,13589684021
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2024-08-18,59468.1328125,60262.71875,58445.40234375,58483.96484375,17740625837
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2024-08-19,58480.7109375,59612.66015625,57864.7109375,59493.453125,25911207712
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2024-08-20,59493.453125,61396.328125,58610.8828125,59012.79296875,31613400008
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2024-08-21,59014.98828125,61834.3515625,58823.4453125,61175.19140625,32731154072
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2024-08-22,61168.31640625,61408.109375,59815.25390625,60381.9140625,27625734377
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2024-08-23,60380.953125,64947.0625,60372.05078125,64094.35546875,42530509233
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2024-08-24,64103.87109375,64513.7890625,63619.91796875,64178.9921875,21430585163
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2024-08-25,64176.3671875,64996.421875,63833.51953125,64333.54296875,18827683555
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2024-08-26,64342.2265625,64489.70703125,62849.55859375,62880.66015625,27682040631
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2024-08-27,62879.70703125,63210.796875,58116.75,59504.1328125,39103882198
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2024-08-28,59507.92578125,60236.44921875,57890.67578125,59027.625,40289564698
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2024-08-29,59027.46875,61184.08203125,58786.2265625,59388.1796875,32224990582
|
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2024-08-30,59388.6015625,59896.88671875,57768.53125,59119.4765625,32292756405
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2024-08-31,59117.48046875,59432.59375,58768.78515625,58969.8984375,12403470760
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2024-09-01,58969.80078125,59062.0703125,57217.82421875,57325.48828125,24592449997
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2024-09-02,57326.96875,59403.0703125,57136.02734375,59112.48046875,27036454524
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2024-09-03,59106.19140625,59815.05859375,57425.16796875,57431.0234375,26666961053
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2024-09-04,57430.34765625,58511.5703125,55673.1640625,57971.5390625,35627680312
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2024-09-05,57971.703125,58300.58203125,55712.453125,56160.48828125,31030280656
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2024-09-06,56160.19140625,56976.109375,52598.69921875,53948.75390625,49361693566
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2024-09-07,53949.0859375,54838.14453125,53740.0703125,54139.6875,19061486526
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2024-09-08,54147.93359375,55300.859375,53653.7578125,54841.56640625,18268287531
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2024-09-09,54851.88671875,58041.125,54598.43359375,57019.53515625,34618096173
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2024-09-10,57020.09765625,58029.9765625,56419.4140625,57648.7109375,28857630507
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2024-09-11,57650.2890625,57991.3203125,55567.33984375,57343.171875,37049062672
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2024-09-12,57343.171875,58534.359375,57330.1015625,58127.01171875,33835707949
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2024-09-13,58130.32421875,60648.0234375,57650.11328125,60571.30078125,32490528356
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2024-09-14,60569.1171875,60656.72265625,59517.8828125,60005.12109375,16428405496
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2024-09-15,60000.7265625,60381.91796875,58696.30859375,59182.8359375,18120960867
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2024-09-16,59185.2265625,59205.51171875,57501.33984375,58192.5078125,32032822113
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2024-09-17,58192.5078125,61316.08984375,57628.0703125,60308.5390625,38075570118
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2024-09-18,60309.0,61664.06640625,59218.25390625,61649.6796875,40990702891
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2024-09-19,61651.15625,63872.44140625,61609.8671875,62940.45703125,42710252573
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2024-09-20,62941.42578125,64119.53125,62364.60546875,63192.9765625,35177164222
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2024-09-21,63184.33984375,63543.359375,62783.10546875,63394.83984375,14408616220
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2024-09-22,63396.8046875,63993.421875,62440.7265625,63648.7109375,20183348802
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2024-09-23,63643.1015625,64733.55859375,62628.078125,63329.80078125,31400285425
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2024-09-24,63326.83984375,64695.21484375,62737.41796875,64301.96875,29938335243
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2024-09-25,64302.58984375,64804.50390625,62945.375,63143.14453125,25078377700
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2024-09-26,63138.546875,65790.796875,62669.26953125,65181.01953125,36873129847
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2024-09-27,65180.6640625,66480.6953125,64852.9921875,65790.6640625,32058813449
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2024-09-28,65792.1796875,66255.53125,65458.03515625,65887.6484375,15243637984
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2024-09-29,65888.8984375,66069.34375,65450.015625,65635.3046875,14788214575
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2024-09-30,65634.65625,65635.0546875,62873.6171875,63329.5,37112957475
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2024-10-01,63335.60546875,64110.98046875,60189.27734375,60837.0078125,50220923500
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2024-10-02,60836.32421875,62357.6875,59996.94921875,60632.78515625,40762722398
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2024-10-03,60632.484375,61469.0390625,59878.8046875,60759.40234375,36106447279
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2024-10-04,60754.625,62465.9921875,60459.94140625,62067.4765625,29585472513
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2024-10-05,62067.609375,62371.0234375,61689.58203125,62089.94921875,13305410749
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2024-10-06,62084.98828125,62959.5703125,61833.1484375,62818.953125,14776233667
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2024-10-07,62819.109375,64443.70703125,62152.55078125,62236.66015625,34253562610
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2024-10-08,62221.64453125,63174.3046875,61843.5625,62131.96875,28134475157
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2024-10-09,62131.7265625,62508.8359375,60314.61328125,60582.1015625,27670982363
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2024-10-10,60581.9296875,61236.72265625,58895.20703125,60274.5,30452813570
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2024-10-11,60275.4609375,63400.87109375,60046.125,62445.08984375,30327141594
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2024-10-12,62444.6171875,63448.78515625,62443.26953125,63193.0234375,16744110886
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2024-10-13,63192.9453125,63272.65234375,62035.63671875,62851.375,18177529690
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2024-10-14,62848.3984375,66482.4921875,62442.15234375,66046.125,43706958056
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2024-10-15,66050.3671875,67881.6796875,64809.1953125,67041.109375,48863870879
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2024-10-16,67042.4609375,68375.2890625,66758.7265625,67612.71875,38195189534
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2024-10-17,67617.078125,67912.2109375,66647.390625,67399.8359375,32790898511
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2024-10-18,67419.109375,68969.75,67177.8203125,68418.7890625,36857165014
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2024-10-19,68418.9765625,68668.0078125,68024.640625,68362.734375,14443497908
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2024-10-20,68364.1796875,69359.0078125,68105.71875,69001.703125,18975847518
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2024-10-21,69002.0,69462.734375,66829.8515625,67367.8515625,37498611780
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2024-10-22,67360.703125,67801.578125,66581.3671875,67361.40625,31808472566
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2025-09-19,117137.671875,117479.7578125,115141.8203125,115688.859375,38828473971
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2025-09-23,112757.4765625,113351.9140625,111535.5703125,112014.5,47211853279
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|
||||
2026-03-12,70209.765625,70775.828125,69230.15625,70493.4609375,40871848129
|
||||
2026-03-13,70497.046875,73927.328125,70410.7265625,70968.265625,61167226505
|
||||
2026-03-14,70965.3828125,71291.203125,70339.5859375,71214.625,22283546496
|
||||
2026-03-15,71213.6796875,73173.0078125,70882.421875,72789.9140625,27991268669
|
||||
2026-03-16,72798.171875,74901.859375,72300.6328125,74861.0859375,55572438409
|
||||
2026-03-17,74855.296875,75988.3984375,73444.2265625,73922.4765625,49500721728
|
||||
2026-03-18,73936.8515625,74658.9765625,70503.859375,71245.578125,46229011155
|
||||
2026-03-19,71250.3515625,71598.84375,68805.5234375,69912.7890625,44631433398
|
||||
2026-03-20,69911.53125,71346.796875,69398.8828125,70522.5859375,38299078407
|
||||
2026-03-21,70522.46875,71051.2734375,68602.9140625,68711.5234375,21109354718
|
||||
2026-03-22,68737.4453125,69561.7734375,67372.875,67845.2109375,30108051508
|
||||
2026-03-23,67843.0,71782.2578125,67458.84375,70914.859375,51508669357
|
||||
2026-03-24,70912.671875,71371.3046875,68920.6953125,70517.859375,40181522399
|
||||
2026-03-25,70520.046875,71985.7421875,70383.59375,71309.8828125,35409791747
|
||||
2026-03-26,71310.1171875,71410.390625,68118.3515625,68791.625,38962070215
|
||||
2026-03-27,68790.8359375,69117.53125,65532.5703125,66338.375,46483453594
|
||||
2026-03-28,66338.5,67232.859375,65906.7421875,66319.6953125,20924883455
|
||||
2026-03-29,66319.6953125,67052.953125,64971.70703125,65954.921875,21645889785
|
||||
2026-03-30,65958.3515625,68087.2890625,65759.8046875,66691.4453125,37694994180
|
||||
2026-03-31,66694.5859375,68495.2734375,65950.4375,68233.3125,42997691338
|
||||
2026-04-01,68232.890625,69230.359375,67555.359375,68078.5546875,36465393617
|
||||
2026-04-02,68077.8984375,68633.1484375,65725.2578125,66888.5703125,39323384518
|
||||
2026-04-03,66889.015625,67296.234375,66281.5390625,66931.1015625,22815543346
|
||||
2026-04-04,66938.6484375,67515.015625,66769.640625,67290.515625,15878814963
|
||||
2026-04-05,67291.1953125,69087.65625,66610.6328125,68981.8984375,22972648674
|
||||
2026-04-06,68982.9140625,70305.421875,68347.078125,68859.828125,39542143229
|
||||
2026-04-07,68859.375,72732.4296875,67740.5078125,71940.703125,44650511480
|
||||
2026-04-08,71950.1484375,72825.1875,70707.46875,71123.359375,42444631703
|
||||
2026-04-09,71120.5703125,73107.265625,70486.359375,71767.828125,38799581473
|
||||
2026-04-10,71774.3671875,73440.1171875,71434.828125,72979.046875,37722595732
|
||||
2026-04-11,72976.125,73784.234375,72556.3359375,73054.2734375,23287073965
|
||||
2026-04-12,73056.046875,73154.03125,70540.5703125,70753.40625,29882740487
|
||||
2026-04-13,70757.6171875,74896.3125,70588.5234375,74484.640625,52278211554
|
||||
2026-04-14,74478.3984375,76061.7578125,73877.203125,74181.609375,53540826530
|
||||
2026-04-15,74182.0234375,75409.2734375,73549.203125,74805.078125,38090174312
|
||||
2026-04-16,74810.875,75506.5703125,73346.265625,75152.1328125,41312783855
|
||||
2026-04-17,75164.0390625,78320.6796875,74558.6015625,77126.875,54137194839
|
||||
2026-04-18,77136.046875,77416.703125,75504.9453125,75726.2109375,26014416776
|
||||
2026-04-19,75723.6953125,76243.09375,73802.3828125,73856.3515625,30931515195
|
||||
2026-04-20,73854.25,76575.359375,73775.5703125,75872.5234375,39674447916
|
||||
2026-04-21,75872.828125,76881.4765625,74852.671875,76352.7734375,36453522626
|
||||
2026-04-22,76354.21875,79468.0,76159.578125,78203.1015625,48336654537
|
||||
2026-04-23,78203.875,78676.9375,77014.453125,78268.953125,40354900916
|
||||
2026-04-24,78263.8203125,78554.09375,77318.4453125,77455.3125,32784213526
|
||||
2026-04-25,77457.2109375,77882.640625,77184.6640625,77612.015625,16702933134
|
||||
2026-04-26,77613.1171875,78923.5625,77334.890625,78657.5390625,21482934750
|
||||
2026-04-27,78661.015625,79488.171875,76481.34375,77366.625,38135631927
|
||||
2026-04-28,77368.1171875,77483.8671875,75673.6015625,76350.671875,32056900880
|
||||
2026-04-29,76350.6875,77884.96875,74958.5703125,75776.1328125,41460907886
|
||||
2026-04-30,75778.6328125,76611.484375,75318.984375,76304.3203125,29497862305
|
||||
2026-05-01,76305.0546875,78894.9765625,76294.6953125,78179.0,39164328894
|
||||
2026-05-02,78177.75,79119.7890625,78031.9609375,78657.25,16761531851
|
||||
2026-05-03,78656.7265625,79402.359375,78073.078125,78538.2265625,20544392639
|
||||
2026-05-04,78540.2890625,80742.359375,78217.9609375,79827.90625,54325085296
|
||||
2026-05-05,79823.53125,81751.453125,79787.578125,80927.0546875,39700107376
|
||||
2026-05-06,80930.734375,82792.2109375,80751.0234375,81427.53125,41751540000
|
||||
2026-05-07,81428.8515625,81684.953125,79522.65625,80009.9921875,36931193154
|
||||
2026-05-08,80009.625,80447.265625,79205.515625,80186.765625,33789351540
|
||||
2026-05-09,80187.7421875,81030.0625,80119.9296875,80664.3671875,18102086996
|
||||
2026-05-10,80665.609375,82430.171875,80274.1328125,82138.9296875,26965971077
|
||||
2026-05-11,82139.046875,82326.234375,80451.421875,81728.296875,32409774919
|
||||
2026-05-12,81725.3515625,81753.03125,79832.1015625,80477.4921875,32186688600
|
||||
2026-05-13,80476.7890625,81276.671875,78725.5078125,79277.1171875,34075428359
|
||||
2026-05-14,79276.9453125,82005.9609375,78909.6796875,81051.25,43731663431
|
||||
2026-05-15,81046.8671875,81634.84375,78635.3671875,79065.6796875,38183347368
|
||||
2026-05-16,79066.0,79173.5,77630.734375,78131.4375,25895799905
|
||||
2026-05-17,78133.5859375,78539.3984375,76783.4140625,77429.3515625,20900166465
|
||||
2026-05-18,77426.34375,77749.3203125,76029.2265625,76954.171875,41520471808
|
||||
2026-05-19,76954.75,77346.8671875,76082.3671875,76750.90625,26031898332
|
||||
2026-05-20,76749.453125,77775.5703125,76463.6484375,77457.7734375,26668360936
|
||||
2026-05-21,77462.5078125,78100.5625,76655.4375,77539.171875,27141485404
|
||||
2026-05-22,77538.1171875,77819.453125,75323.875,75488.2421875,27859040109
|
||||
2026-05-23,75488.3125,77288.1171875,74255.234375,76673.3671875,29973220002
|
||||
2026-05-24,76670.65625,77372.5390625,76019.890625,76981.125,20572738918
|
||||
2026-05-25,76981.125,77804.921875,76833.0390625,77279.9296875,19808387601
|
||||
2026-05-26,77280.125,77990.8671875,75569.46875,75825.734375,35999475458
|
||||
2026-05-27,75825.3046875,76014.296875,74136.5,74344.703125,33802172927
|
||||
2026-05-28,74339.5703125,74460.125,72493.4140625,73536.5546875,40148145327
|
||||
2026-05-29,73537.03125,74218.5625,72435.625,73372.5234375,34457929250
|
||||
2026-05-30,73370.8515625,74020.7578125,73125.234375,73754.8359375,19563589191
|
||||
2026-05-31,73753.75,74153.5,73315.015625,73579.6875,17445435650
|
||||
2026-06-01,73580.2109375,73969.5703125,70599.5078125,71319.7734375,43378836121
|
||||
2026-06-02,71321.03125,71334.953125,66127.265625,66703.65625,54990073882
|
||||
2026-06-03,66694.0078125,67402.9296875,64009.67578125,64014.3671875,47411556213
|
||||
2026-06-04,64020.0703125,64664.4453125,61335.75,63801.57421875,63800151780
|
||||
2026-06-05,63807.69140625,63901.515625,59108.91796875,60922.66796875,71465606706
|
||||
2026-06-06,60924.4765625,61491.703125,59496.625,60867.4140625,30898464957
|
||||
2026-06-07,60866.94140625,64128.04296875,60724.06640625,63239.51953125,36006496194
|
||||
2026-06-08,63244.0859375,64185.765625,62384.66796875,63090.58984375,34133252457
|
||||
2026-06-09,63092.890625,63486.08984375,60756.6875,61643.78125,40144449754
|
||||
2026-06-10,61643.20703125,62788.27734375,60788.0234375,61449.2890625,27493506779
|
||||
2026-06-11,61448.87890625,63851.94921875,61447.96875,63561.0546875,29316677897
|
||||
2026-06-12,63547.44140625,64334.015625,62778.79296875,63543.19921875,26881868307
|
||||
2026-06-13,63541.515625,64700.87890625,63431.3203125,64421.32421875,16956245530
|
||||
2026-06-14,64412.6484375,64631.43359375,64206.46875,64446.0390625,17525473280
|
||||
|
Reference in New Issue
Block a user