--- license: apache-2.0 --- ***This ML algorithm is awesomely accurate but be careful ! I'm not responsible of any bad trading decision.*** chmod 777 install.sh ./install.sh Then Use as follow : **$ python ml_ichimoku_scanner.py -e binance -f USDT -tf 15m --train** Loaded trained model from file Running in training mode for 806 symbols Collected training sample for BTCUSDT Collected training sample for ETHUSDT Collected training sample for BNBUSDT Collected training sample for NEOUSDT Collected training sample for LTCUSDT Collected training sample for QTUMUSDT Collected training sample for ADAUSDT Collected training sample for XRPUSDT Collected training sample for EOSUSDT Collected training sample for TUSDUSDT Saved 10 training samples Collected training sample for IOTAUSDT ... Collected training sample for FISUSDT Loaded 800 training samples Initial model trained with accuracy: 1.00 Saved model to file Training completed successfully **$ python ml_ichimoku_scanner.py -e binance -f USDT -tf 15m** Loaded trained model from file Scanning 806 symbols on timeframes ['15m'] (UPTREND) detected for EOSUSDT on ['15m'] at 2025-04-25 16:27:18.691598 (UPTREND) detected for ZILUSDT on ['15m'] at 2025-04-25 16:27:30.870117 (UPTREND) detected for ATOMUSDT on ['15m'] at 2025-04-25 16:27:41.938421 (UPTREND) detected for BANDUSDT on ['15m'] at 2025-04-25 16:27:56.132322 (UPTREND) detected for RVNUSDT on ['15m'] at 2025-04-25 16:27:57.994185 (UPTREND) detected for NKNUSDT on ['15m'] at 2025-04-25 16:27:59.865315 (UPTREND) detected for KAVAUSDT on ['15m'] at 2025-04-25 16:28:01.743136 (UPTREND) detected for BCHUSDT on ['15m'] at 2025-04-25 16:28:05.535988 (UPTREND) detected for BNTUSDT on ['15m'] at 2025-04-25 16:28:11.163317 (DOWNTREND) detected for LTOUSDT on ['15m'] at 2025-04-25 16:28:12.092652 (DOWNTREND) detected for USDTZAR on ['15m'] at 2025-04-25 16:28:15.844149 (DOWNTREND) detected for SOLUSDT on ['15m'] at 2025-04-25 16:28:17.723917 (UPTREND) detected for CTSIUSDT on ['15m'] at 2025-04-25 16:28:18.655109 (UPTREND) detected for KNCUSDT on ['15m'] at 2025-04-25 16:28:23.333902 (UPTREND) detected for LRCUSDT on ['15m'] at 2025-04-25 16:28:24.261970 (UPTREND) detected for CRVUSDT on ['15m'] at 2025-04-25 16:28:41.856891 (DOWNTREND) detected for BELUSDT on ['15m'] at 2025-04-25 16:28:55.899606 (UPTREND) detected for UNIUSDT on ['15m'] at 2025-04-25 16:28:57.767077 (DOWNTREND) detected for FLMUSDT on ['15m'] at 2025-04-25 16:29:01.516503 (DOWNTREND) detected for UTKUSDT on ['15m'] at 2025-04-25 16:29:02.467147 (DOWNTREND) detected for PSGUSDT on ['15m'] at 2025-04-25 16:29:18.844177 (DOWNTREND) detected for FISUSDT on ['15m'] at 2025-04-25 16:29:32.384271 (UPTREND) detected for DEGOUSDT on ['15m'] at 2025-04-25 16:29:35.645833 (UPTREND) detected for SUPERUSDT on ['15m'] at 2025-04-25 16:29:38.460700 (DOWNTREND) detected for CFXUSDT on ['15m'] at 2025-04-25 16:29:39.391538 (UPTREND) detected for MASKUSDT on ['15m'] at 2025-04-25 16:29:49.686901 (DOWNTREND) detected for C98USDT on ['15m'] at 2025-04-25 16:29:57.151001 (UPTREND) detected for MINAUSDT on ['15m'] at 2025-04-25 16:29:59.954478 (DOWNTREND) detected for IDEXUSDT on ['15m'] at 2025-04-25 16:30:11.371903 (UPTREND) detected for JASMYUSDT on ['15m'] at 2025-04-25 16:30:33.167731 (DOWNTREND) detected for AMPUSDT on ['15m'] at 2025-04-25 16:30:34.096531 (UPTREND) detected for GLMRUSDT on ['15m'] at 2025-04-25 16:30:48.082186 (DOWNTREND) detected for TUSDT on ['15m'] at 2025-04-25 16:30:56.557158 (DOWNTREND) detected for KDAUSDT on ['15m'] at 2025-04-25 16:30:59.353781 (DOWNTREND) detected for APEUSDT on ['15m'] at 2025-04-25 16:31:00.281695 (DOWNTREND) detected for BSWUSDT on ['15m'] at 2025-04-25 16:31:01.213654 (DOWNTREND) detected for GMXUSDT on ['15m'] at 2025-04-25 16:31:10.617070 (UPTREND) detected for PHBUSDT on ['15m'] at 2025-04-25 16:31:15.311824 (DOWNTREND) detected for HIFIUSDT on ['15m'] at 2025-04-25 16:31:18.129812 (DOWNTREND) detected for RPLUSDT on ['15m'] at 2025-04-25 16:31:19.059953 (DOWNTREND) detected for GNSUSDT on ['15m'] at 2025-04-25 16:31:19.981872 (UPTREND) detected for SYNUSDT on ['15m'] at 2025-04-25 16:31:21.035999 (DOWNTREND) detected for VIBUSDT on ['15m'] at 2025-04-25 16:31:21.970158 (DOWNTREND) detected for SSVUSDT on ['15m'] at 2025-04-25 16:31:22.901815 (DOWNTREND) detected for GASUSDT on ['15m'] at 2025-04-25 16:31:25.760156 (DOWNTREND) detected for FDUSDUSDT on ['15m'] at 2025-04-25 16:31:43.970371 (DOWNTREND) detected for IQUSDT on ['15m'] at 2025-04-25 16:31:47.748929 (DOWNTREND) detected for ALTUSDT on ['15m'] at 2025-04-25 16:32:06.500185 (DOWNTREND) detected for ENAUSDT on ['15m'] at 2025-04-25 16:32:20.949562 (DOWNTREND) detected for REZUSDT on ['15m'] at 2025-04-25 16:32:27.511900 (DOWNTREND) detected for USDTCOP on ['15m'] at 2025-04-25 16:32:30.322228 (DOWNTREND) detected for LISTAUSDT on ['15m'] at 2025-04-25 16:32:33.153939 (DOWNTREND) detected for RENDERUSDT on ['15m'] at 2025-04-25 16:32:36.896638 (UPTREND) detected for EURIUSDT on ['15m'] at 2025-04-25 16:32:39.693737 (DOWNTREND) detected for TURBOUSDT on ['15m'] at 2025-04-25 16:32:43.448706 (DOWNTREND) detected for CATIUSDT on ['15m'] at 2025-04-25 16:32:45.320027 (DOWNTREND) detected for EIGENUSDT on ['15m'] at 2025-04-25 16:32:47.175846 (DOWNTREND) detected for BNSOLUSDT on ['15m'] at 2025-04-25 16:32:49.037703 (DOWNTREND) detected for CETUSUSDT on ['15m'] at 2025-04-25 16:32:52.760068 (DOWNTREND) detected for DUSDT on ['15m'] at 2025-04-25 16:33:05.889141 (DOWNTREND) detected for SOLVUSDT on ['15m'] at 2025-04-25 16:33:10.564350 (UPTREND) detected for LAYERUSDT on ['15m'] at 2025-04-25 16:33:16.635700 (UPTREND) detected for HEIUSDT on ['15m'] at 2025-04-25 16:33:17.571016 (DOWNTREND) detected for KAITOUSDT on ['15m'] at 2025-04-25 16:33:18.509552 (UPTREND) detected for SHELLUSDT on ['15m'] at 2025-04-25 16:33:19.440867 (DOWNTREND) detected for PARTIUSDT on ['15m'] at 2025-04-25 16:33:27.349134 (DOWNTREND) detected for MUBARAKUSDT on ['15m'] at 2025-04-25 16:33:28.282357 (DOWNTREND) detected for TUTUSDT on ['15m'] at 2025-04-25 16:33:29.213068 (DOWNTREND) detected for BANANAS31USDT on ['15m'] at 2025-04-25 16:33:31.101131 (UPTREND) detected for GUNUSDT on ['15m'] at 2025-04-25 16:33:32.468561 (UPTREND) detected for BCHUSDT on ['15m'] at 2025-04-25 16:33:43.166829 (UPTREND) detected for EOSUSDT on ['15m'] at 2025-04-25 16:33:45.040174 (UPTREND) detected for LTCUSDT on ['15m'] at 2025-04-25 16:33:45.965734 (UPTREND) detected for XMRUSDT on ['15m'] at 2025-04-25 16:33:51.572127 (DOWNTREND) detected for ZECUSDT on ['15m'] at 2025-04-25 16:33:53.458972