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ichimoku_machine_learning

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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ ---
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+ Use as follow :
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+
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+ $ python ml_ichimoku_scanner.py -e binance -f USDT -tf 15m --train
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+ Loaded trained model from file
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+ Running in training mode for 806 symbols
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+ Collected training sample for BTCUSDT
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+ Collected training sample for ETHUSDT
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+ Collected training sample for BNBUSDT
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+ Collected training sample for NEOUSDT
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+ Collected training sample for LTCUSDT
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+ Collected training sample for QTUMUSDT
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+ Collected training sample for ADAUSDT
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+ Collected training sample for XRPUSDT
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+ Collected training sample for EOSUSDT
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+ Collected training sample for TUSDUSDT
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+ Saved 10 training samples
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+ Collected training sample for IOTAUSDT
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+
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+ ...
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+
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+ Collected training sample for FISUSDT
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+
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+ Loaded 800 training samples
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+
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+ Initial model trained with accuracy: 1.00
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+
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+ Saved model to file
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+
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+ Training completed successfully
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+
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+ $ python ml_ichimoku_scanner.py -e binance -f USDT -tf 15m
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+
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+ Loaded trained model from file
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+
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+ Scanning 806 symbols on timeframes ['15m']
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+
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+ (UPTREND) detected for EOSUSDT on ['15m'] at 2025-04-25 16:27:18.691598
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+ (UPTREND) detected for ZILUSDT on ['15m'] at 2025-04-25 16:27:30.870117
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+ (UPTREND) detected for ATOMUSDT on ['15m'] at 2025-04-25 16:27:41.938421
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+ (UPTREND) detected for BANDUSDT on ['15m'] at 2025-04-25 16:27:56.132322
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+ (UPTREND) detected for RVNUSDT on ['15m'] at 2025-04-25 16:27:57.994185
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+ (UPTREND) detected for NKNUSDT on ['15m'] at 2025-04-25 16:27:59.865315
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+ (UPTREND) detected for KAVAUSDT on ['15m'] at 2025-04-25 16:28:01.743136
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+ (UPTREND) detected for BCHUSDT on ['15m'] at 2025-04-25 16:28:05.535988
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+ (UPTREND) detected for BNTUSDT on ['15m'] at 2025-04-25 16:28:11.163317
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+
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+ (DOWNTREND) detected for LTOUSDT on ['15m'] at 2025-04-25 16:28:12.092652
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+ (DOWNTREND) detected for USDTZAR on ['15m'] at 2025-04-25 16:28:15.844149
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+ (DOWNTREND) detected for SOLUSDT on ['15m'] at 2025-04-25 16:28:17.723917
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+ (UPTREND) detected for CTSIUSDT on ['15m'] at 2025-04-25 16:28:18.655109
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+ (UPTREND) detected for KNCUSDT on ['15m'] at 2025-04-25 16:28:23.333902
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+ (UPTREND) detected for LRCUSDT on ['15m'] at 2025-04-25 16:28:24.261970
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+ (UPTREND) detected for CRVUSDT on ['15m'] at 2025-04-25 16:28:41.856891
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+ (DOWNTREND) detected for BELUSDT on ['15m'] at 2025-04-25 16:28:55.899606
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+ (UPTREND) detected for UNIUSDT on ['15m'] at 2025-04-25 16:28:57.767077
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+ (DOWNTREND) detected for FLMUSDT on ['15m'] at 2025-04-25 16:29:01.516503
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+ (DOWNTREND) detected for UTKUSDT on ['15m'] at 2025-04-25 16:29:02.467147
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+ (DOWNTREND) detected for PSGUSDT on ['15m'] at 2025-04-25 16:29:18.844177
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+ (DOWNTREND) detected for FISUSDT on ['15m'] at 2025-04-25 16:29:32.384271
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+ (UPTREND) detected for DEGOUSDT on ['15m'] at 2025-04-25 16:29:35.645833
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+ (UPTREND) detected for SUPERUSDT on ['15m'] at 2025-04-25 16:29:38.460700
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+ (DOWNTREND) detected for CFXUSDT on ['15m'] at 2025-04-25 16:29:39.391538
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+ (UPTREND) detected for MASKUSDT on ['15m'] at 2025-04-25 16:29:49.686901
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+ (DOWNTREND) detected for C98USDT on ['15m'] at 2025-04-25 16:29:57.151001
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+ (UPTREND) detected for MINAUSDT on ['15m'] at 2025-04-25 16:29:59.954478
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+ (DOWNTREND) detected for IDEXUSDT on ['15m'] at 2025-04-25 16:30:11.371903
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+ (UPTREND) detected for JASMYUSDT on ['15m'] at 2025-04-25 16:30:33.167731
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+ (DOWNTREND) detected for AMPUSDT on ['15m'] at 2025-04-25 16:30:34.096531
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+ (UPTREND) detected for GLMRUSDT on ['15m'] at 2025-04-25 16:30:48.082186
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+ (DOWNTREND) detected for TUSDT on ['15m'] at 2025-04-25 16:30:56.557158
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+ (DOWNTREND) detected for KDAUSDT on ['15m'] at 2025-04-25 16:30:59.353781
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+ (DOWNTREND) detected for APEUSDT on ['15m'] at 2025-04-25 16:31:00.281695
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+ (DOWNTREND) detected for BSWUSDT on ['15m'] at 2025-04-25 16:31:01.213654
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+ (DOWNTREND) detected for GMXUSDT on ['15m'] at 2025-04-25 16:31:10.617070
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+ (UPTREND) detected for PHBUSDT on ['15m'] at 2025-04-25 16:31:15.311824
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+ (DOWNTREND) detected for HIFIUSDT on ['15m'] at 2025-04-25 16:31:18.129812
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+ (DOWNTREND) detected for RPLUSDT on ['15m'] at 2025-04-25 16:31:19.059953
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+ (DOWNTREND) detected for GNSUSDT on ['15m'] at 2025-04-25 16:31:19.981872
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+ (UPTREND) detected for SYNUSDT on ['15m'] at 2025-04-25 16:31:21.035999
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+ (DOWNTREND) detected for VIBUSDT on ['15m'] at 2025-04-25 16:31:21.970158
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+ (DOWNTREND) detected for SSVUSDT on ['15m'] at 2025-04-25 16:31:22.901815
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+ (DOWNTREND) detected for GASUSDT on ['15m'] at 2025-04-25 16:31:25.760156
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+ (DOWNTREND) detected for FDUSDUSDT on ['15m'] at 2025-04-25 16:31:43.970371
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+ (DOWNTREND) detected for IQUSDT on ['15m'] at 2025-04-25 16:31:47.748929
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+ (DOWNTREND) detected for ALTUSDT on ['15m'] at 2025-04-25 16:32:06.500185
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+ (DOWNTREND) detected for ENAUSDT on ['15m'] at 2025-04-25 16:32:20.949562
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+ (DOWNTREND) detected for REZUSDT on ['15m'] at 2025-04-25 16:32:27.511900
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+ (DOWNTREND) detected for USDTCOP on ['15m'] at 2025-04-25 16:32:30.322228
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+ (DOWNTREND) detected for LISTAUSDT on ['15m'] at 2025-04-25 16:32:33.153939
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+ (DOWNTREND) detected for RENDERUSDT on ['15m'] at 2025-04-25 16:32:36.896638
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+ (UPTREND) detected for EURIUSDT on ['15m'] at 2025-04-25 16:32:39.693737
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+ (DOWNTREND) detected for TURBOUSDT on ['15m'] at 2025-04-25 16:32:43.448706
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+ (DOWNTREND) detected for CATIUSDT on ['15m'] at 2025-04-25 16:32:45.320027
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+ (DOWNTREND) detected for EIGENUSDT on ['15m'] at 2025-04-25 16:32:47.175846
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+ (DOWNTREND) detected for BNSOLUSDT on ['15m'] at 2025-04-25 16:32:49.037703
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+ (DOWNTREND) detected for CETUSUSDT on ['15m'] at 2025-04-25 16:32:52.760068
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+ (DOWNTREND) detected for DUSDT on ['15m'] at 2025-04-25 16:33:05.889141
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+ (DOWNTREND) detected for SOLVUSDT on ['15m'] at 2025-04-25 16:33:10.564350
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+ (UPTREND) detected for LAYERUSDT on ['15m'] at 2025-04-25 16:33:16.635700
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+ (UPTREND) detected for HEIUSDT on ['15m'] at 2025-04-25 16:33:17.571016
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+ (DOWNTREND) detected for KAITOUSDT on ['15m'] at 2025-04-25 16:33:18.509552
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+ (UPTREND) detected for SHELLUSDT on ['15m'] at 2025-04-25 16:33:19.440867
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+ (DOWNTREND) detected for PARTIUSDT on ['15m'] at 2025-04-25 16:33:27.349134
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+ (DOWNTREND) detected for MUBARAKUSDT on ['15m'] at 2025-04-25 16:33:28.282357
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+ (DOWNTREND) detected for TUTUSDT on ['15m'] at 2025-04-25 16:33:29.213068
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+ (DOWNTREND) detected for BANANAS31USDT on ['15m'] at 2025-04-25 16:33:31.101131
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+ (UPTREND) detected for GUNUSDT on ['15m'] at 2025-04-25 16:33:32.468561
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+ (UPTREND) detected for BCHUSDT on ['15m'] at 2025-04-25 16:33:43.166829
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+ (UPTREND) detected for EOSUSDT on ['15m'] at 2025-04-25 16:33:45.040174
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+ (UPTREND) detected for LTCUSDT on ['15m'] at 2025-04-25 16:33:45.965734
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+ (UPTREND) detected for XMRUSDT on ['15m'] at 2025-04-25 16:33:51.572127
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+ (DOWNTREND) detected for ZECUSDT on ['15m'] at 2025-04-25 16:33:53.458972