2026-07-22 07:29:55,631 - freqtrade - INFO - freqtrade 2026.6 2026-07-22 07:29:55,883 - numexpr.utils - INFO - NumExpr defaulting to 12 threads. 2026-07-22 07:29:56,976 - freqtrade.configuration.load_config - INFO - Using config: /freqle/config.json ... 2026-07-22 07:29:56,978 - freqtrade.loggers - INFO - Enabling colorized output. 2026-07-22 07:29:56,979 - freqtrade.loggers - INFO - Logfile configured 2026-07-22 07:29:56,979 - freqtrade.loggers - INFO - Verbosity set to 0 2026-07-22 07:29:56,979 - freqtrade.configuration.configuration - INFO - Using additional Strategy lookup path: /freqle/user_data/strategies 2026-07-22 07:29:56,980 - freqtrade.configuration.configuration - INFO - Parameter --timerange detected: 20250101-20260101 ... sudo: The "no new privileges" flag is set, which prevents sudo from running as root. sudo: If sudo is running in a container, you may need to adjust the container configuration to disable the flag. 2026-07-22 07:29:56,983 - freqtrade.configuration.directory_operations - WARNING - Could not chown /freqle/user_data 2026-07-22 07:29:56,984 - freqtrade.configuration.configuration - INFO - Using user-data directory: /freqle/user_data ... 2026-07-22 07:29:56,984 - freqtrade.configuration.configuration - INFO - Using data directory: /freqle/user_data/data/binance ... 2026-07-22 07:29:56,984 - freqtrade.configuration.configuration - INFO - Saving lookahead analysis results into /freqle/user_data/lookahead.csv ... 2026-07-22 07:29:56,985 - freqtrade.configuration.configuration - INFO - Filter trades by timerange: 20250101-20260101 2026-07-22 07:29:56,985 - freqtrade.configuration.configuration - INFO - Path to store lookahead-analysis-results: /freqle/user_data/lookahead.csv 2026-07-22 07:29:56,986 - freqtrade.exchange.check_exchange - INFO - Checking exchange... 2026-07-22 07:29:56,992 - freqtrade.exchange.check_exchange - INFO - Exchange "binance" is officially supported by the Freqtrade development team. 2026-07-22 07:29:56,993 - freqtrade.configuration.configuration - INFO - Using pairlist from configuration. 2026-07-22 07:29:56,993 - freqtrade.configuration.config_validation - INFO - Validating configuration ... 2026-07-22 07:29:56,995 - freqtrade.optimize.analysis.lookahead_helpers - INFO - Forced order_types to market orders. 2026-07-22 07:29:56,995 - freqtrade.optimize.analysis.lookahead_helpers - INFO - Forced max_open_trades to -1 (same amount as there are pairs) 2026-07-22 07:29:56,995 - freqtrade.optimize.analysis.lookahead_helpers - INFO - Dry run wallet was not set to 1 billion, pushing it up there just to avoid false positives 2026-07-22 07:29:56,996 - freqtrade.optimize.analysis.lookahead_helpers - INFO - fixing stake_amount to 10k 2026-07-22 07:29:57,029 - freqtrade.optimize.analysis.lookahead_helpers - INFO - Bias test of chikou_breakout_strong_f.py started. 2026-07-22 07:29:57,030 - freqtrade.exchange.exchange - INFO - Instance is running with dry_run enabled 2026-07-22 07:29:57,031 - freqtrade.exchange.exchange - INFO - Using CCXT 4.5.61 2026-07-22 07:29:57,031 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'options': {'defaultType': 'swap'}} 2026-07-22 07:29:57,037 - freqtrade.exchange.exchange - INFO - Applying additional ccxt config: {'options': {'defaultType': 'swap'}} 2026-07-22 07:29:57,043 - freqtrade.exchange.exchange - INFO - Using Exchange "Binance" 2026-07-22 07:29:57,248 - freqtrade.resolvers.exchange_resolver - INFO - Using resolved exchange 'Binance'... 2026-07-22 07:29:57,250 - freqtrade.resolvers.iresolver - INFO - Using resolved strategy chikou_breakout_strong_f from '/freqle/user_data/strategies/chikou_breakout_strong_f.py'... 2026-07-22 07:29:57,250 - freqtrade.strategy.hyper - INFO - Found no parameter file. 2026-07-22 07:29:57,251 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'timeframe' with value from the configuration: 1d. 2026-07-22 07:29:57,251 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'order_types' with value from the configuration: {'entry': 'market', 'exit': 'market', 'stoploss': 'market', 'stoploss_on_exchange': False}. 2026-07-22 07:29:57,252 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_currency' with value from the configuration: USDT. 2026-07-22 07:29:57,252 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'stake_amount' with value from the configuration: 10000. 2026-07-22 07:29:57,253 - freqtrade.resolvers.strategy_resolver - INFO - Override strategy 'max_open_trades' with value from the configuration: -1. 2026-07-22 07:29:57,253 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using minimal_roi: {'0': 100.0} 2026-07-22 07:29:57,253 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using timeframe: 1d 2026-07-22 07:29:57,254 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stoploss: -1.0 2026-07-22 07:29:57,254 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop: False 2026-07-22 07:29:57,254 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_stop_positive_offset: 0.0 2026-07-22 07:29:57,255 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using trailing_only_offset_is_reached: False 2026-07-22 07:29:57,255 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_custom_stoploss: False 2026-07-22 07:29:57,255 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using process_only_new_candles: True 2026-07-22 07:29:57,256 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_types: {'entry': 'market', 'exit': 'market', 'stoploss': 'market', 'stoploss_on_exchange': False} 2026-07-22 07:29:57,256 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using order_time_in_force: {'entry': 'GTC', 'exit': 'GTC'} 2026-07-22 07:29:57,256 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_currency: USDT 2026-07-22 07:29:57,256 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using stake_amount: 10000 2026-07-22 07:29:57,257 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using startup_candle_count: 30 2026-07-22 07:29:57,257 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using use_exit_signal: True 2026-07-22 07:29:57,257 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_only: False 2026-07-22 07:29:57,258 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_roi_if_entry_signal: False 2026-07-22 07:29:57,258 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using exit_profit_offset: 0.0 2026-07-22 07:29:57,258 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using disable_dataframe_checks: False 2026-07-22 07:29:57,259 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using ignore_buying_expired_candle_after: 0 2026-07-22 07:29:57,259 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using position_adjustment_enable: False 2026-07-22 07:29:57,259 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_entry_position_adjustment: -1 2026-07-22 07:29:57,259 - freqtrade.resolvers.strategy_resolver - INFO - Strategy using max_open_trades: -1 2026-07-22 07:29:57,260 - freqtrade.configuration.config_validation - INFO - Validating configuration ... 2026-07-22 07:29:57,263 - freqtrade.resolvers.iresolver - INFO - Using resolved pairlist StaticPairList from '/freqtrade/freqtrade/plugins/pairlist/StaticPairList.py'... 2026-07-22 07:29:57,291 - freqtrade.optimize.backtesting - INFO - Using fee 0.0500% - worst case fee from exchange (lowest tier). 2026-07-22 07:29:57,670 - freqtrade.optimize.backtesting - INFO - Loading data from 2024-12-02 00:00:00 up to 2026-01-01 00:00:00 (395 days). 2026-07-22 07:29:59,456 - freqtrade - ERROR - Fatal exception! Traceback (most recent call last): File "/freqtrade/freqtrade/main.py", line 52, in main return_code = args["func"](args) File "/freqtrade/freqtrade/commands/optimize_commands.py", line 148, in start_lookahead_analysis LookaheadAnalysisSubFunctions.start(config) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^ File "/freqtrade/freqtrade/optimize/analysis/lookahead_helpers.py", line 257, in start LookaheadAnalysisSubFunctions.initialize_single_lookahead_analysis( ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^ config, strategy_obj, progress ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ ) ^ File "/freqtrade/freqtrade/optimize/analysis/lookahead_helpers.py", line 216, in initialize_single_lookahead_analysis current_instance.start(progress) ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^ File "/freqtrade/freqtrade/optimize/analysis/lookahead.py", line 205, in start self.fill_full_varholder() ~~~~~~~~~~~~~~~~~~~~~~~~^^ File "/freqtrade/freqtrade/optimize/analysis/base_analysis.py", line 62, in fill_full_varholder self.prepare_data(self.full_varHolder, self.local_config["pairs"]) ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/freqtrade/freqtrade/optimize/analysis/lookahead.py", line 131, in prepare_data temp_indicators = backtesting.strategy.advise_all_indicators(varholder.data) File "/freqtrade/freqtrade/strategy/interface.py", line 1767, in advise_all_indicators res[pair] = self.advise_indicators(pair_data.copy(), {"pair": pair}).copy() ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/freqtrade/freqtrade/strategy/interface.py", line 1829, in advise_indicators dataframe = self.populate_indicators(dataframe, metadata) File "/freqle/user_data/strategies/chikou_breakout_strong_f.py", line 205, in populate_indicators print(dataframe[['date', 'high', 'chikou', 'senkou_a', ~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ 'senkou_b', 'buy_long']][dataframe['buy_long'] == True]) ^^^^^^^^^^^^^^^^^^^^^^^^ File "/home/ftuser/.local/lib/python3.14/site-packages/pandas/core/frame.py", line 4384, in __getitem__ indexer = self.columns._get_indexer_strict(key, "columns")[1] ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^ File "/home/ftuser/.local/lib/python3.14/site-packages/pandas/core/indexes/base.py", line 6302, in _get_indexer_strict self._raise_if_missing(keyarr, indexer, axis_name) ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/home/ftuser/.local/lib/python3.14/site-packages/pandas/core/indexes/base.py", line 6355, in _raise_if_missing raise KeyError(f"{not_found} not in index") KeyError: "['buy_long'] not in index" {'pair': 'BTC/USDT:USDT'} date high ... senkou_b buy_long 141 2025-04-22 00:00:00+00:00 94142.5 ... 89144.65 True 142 2025-04-23 00:00:00+00:00 94904.3 ... 88336.20 True 143 2025-04-24 00:00:00+00:00 93980.6 ... 88336.20 True 144 2025-04-25 00:00:00+00:00 95769.6 ... 88336.20 True 145 2025-04-26 00:00:00+00:00 95157.1 ... 87995.75 True 146 2025-04-27 00:00:00+00:00 95280.5 ... 87995.75 True 147 2025-04-28 00:00:00+00:00 95578.8 ... 87995.75 True 148 2025-04-29 00:00:00+00:00 95426.4 ... 87995.75 True 149 2025-04-30 00:00:00+00:00 95186.5 ... 87995.75 True 150 2025-05-01 00:00:00+00:00 97388.0 ... 87995.75 True 151 2025-05-02 00:00:00+00:00 97865.4 ... 87995.75 True 152 2025-05-03 00:00:00+00:00 96868.4 ... 86944.25 True 153 2025-05-04 00:00:00+00:00 96266.6 ... 86944.25 True 154 2025-05-05 00:00:00+00:00 95165.1 ... 86944.25 True 155 2025-05-06 00:00:00+00:00 96879.5 ... 86944.25 True 156 2025-05-07 00:00:00+00:00 97700.0 ... 86944.25 True 157 2025-05-08 00:00:00+00:00 104305.3 ... 86944.25 True 158 2025-05-09 00:00:00+00:00 104373.0 ... 86944.25 True 162 2025-05-13 00:00:00+00:00 104949.2 ... 84714.00 True 163 2025-05-14 00:00:00+00:00 104319.0 ... 84714.00 True 164 2025-05-15 00:00:00+00:00 104162.8 ... 84714.00 True 165 2025-05-16 00:00:00+00:00 104524.2 ... 84714.00 True 166 2025-05-17 00:00:00+00:00 103658.0 ... 84714.00 True 179 2025-05-30 00:00:00+00:00 106266.0 ... 86161.20 True 180 2025-05-31 00:00:00+00:00 104859.3 ... 86161.20 True 181 2025-06-01 00:00:00+00:00 105823.6 ... 86161.20 True 182 2025-06-02 00:00:00+00:00 105900.0 ... 86161.20 True 183 2025-06-03 00:00:00+00:00 106775.0 ... 89381.15 True 184 2025-06-04 00:00:00+00:00 105967.2 ... 89415.00 True 186 2025-06-06 00:00:00+00:00 105283.0 ... 89728.55 True 187 2025-06-07 00:00:00+00:00 105878.3 ... 90160.05 True 188 2025-06-08 00:00:00+00:00 106482.6 ... 90160.05 True 192 2025-06-12 00:00:00+00:00 108782.1 ... 90160.05 True 193 2025-06-13 00:00:00+00:00 106141.1 ... 90543.40 True 194 2025-06-14 00:00:00+00:00 106173.6 ... 90785.65 True 195 2025-06-15 00:00:00+00:00 106099.4 ... 90874.75 True 196 2025-06-16 00:00:00+00:00 108900.0 ... 92643.50 True 197 2025-06-17 00:00:00+00:00 107727.4 ... 93208.25 True 198 2025-06-18 00:00:00+00:00 105500.0 ... 93208.25 True 204 2025-06-24 00:00:00+00:00 106239.0 ... 93269.00 True 205 2025-06-25 00:00:00+00:00 108095.7 ... 93269.00 True 206 2025-06-26 00:00:00+00:00 108249.9 ... 95187.75 True 207 2025-06-27 00:00:00+00:00 107686.0 ... 95447.50 True 208 2025-06-28 00:00:00+00:00 107538.0 ... 97357.75 True 209 2025-06-29 00:00:00+00:00 108499.0 ... 97475.50 True 210 2025-06-30 00:00:00+00:00 108783.9 ... 97511.70 True 211 2025-07-01 00:00:00+00:00 107499.9 ... 97511.70 True 212 2025-07-02 00:00:00+00:00 109690.4 ... 97511.70 True 213 2025-07-03 00:00:00+00:00 110484.0 ... 97829.75 True 214 2025-07-04 00:00:00+00:00 109732.3 ... 97929.75 True 215 2025-07-05 00:00:00+00:00 108368.1 ... 97929.75 True 216 2025-07-06 00:00:00+00:00 109684.7 ... 97929.75 True 217 2025-07-07 00:00:00+00:00 109667.3 ... 98529.75 True 218 2025-07-08 00:00:00+00:00 109180.0 ... 99488.50 True 219 2025-07-09 00:00:00+00:00 112036.8 ... 101789.25 True 228 2025-07-18 00:00:00+00:00 120846.1 ... 102643.25 True [56 rows x 6 columns] {'pair': 'ETH/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 157 2025-05-08 00:00:00+00:00 2227.00 2592.16 1676.7350 2122.450 True 158 2025-05-09 00:00:00+00:00 2490.75 2606.62 1674.7175 2122.450 True 164 2025-05-15 00:00:00+00:00 2646.10 2815.74 1669.1025 1967.000 True 165 2025-05-16 00:00:00+00:00 2648.68 2770.34 1672.7075 1967.000 True 166 2025-05-17 00:00:00+00:00 2537.63 2641.38 1662.5025 1967.000 True 186 2025-06-06 00:00:00+00:00 2529.67 2569.37 2125.2500 1996.000 True 187 2025-06-07 00:00:00+00:00 2545.00 2590.17 2133.6700 2004.420 True 193 2025-06-13 00:00:00+00:00 2644.32 2767.70 2377.7700 2061.310 True 194 2025-06-14 00:00:00+00:00 2578.18 2950.62 2377.7700 2061.310 True 195 2025-06-15 00:00:00+00:00 2559.76 2956.93 2380.1150 2061.310 True 196 2025-06-16 00:00:00+00:00 2680.00 2941.87 2380.1150 2061.310 True 197 2025-06-17 00:00:00+00:00 2617.74 2970.37 2376.7000 2061.310 True 198 2025-06-18 00:00:00+00:00 2547.35 3012.26 2379.0350 2061.310 True 199 2025-06-19 00:00:00+00:00 2546.29 3137.62 2379.0350 2061.310 True 200 2025-06-20 00:00:00+00:00 2568.56 3370.55 2379.0350 2061.310 True 204 2025-06-24 00:00:00+00:00 2481.28 3755.67 2444.6200 2086.440 True 212 2025-07-02 00:00:00+00:00 2618.20 3796.00 2567.5000 2161.940 True 213 2025-07-03 00:00:00+00:00 2635.00 3791.55 2540.1900 2161.940 True 218 2025-07-08 00:00:00+00:00 2627.83 3495.00 2612.5600 2207.000 True 219 2025-07-09 00:00:00+00:00 2795.73 3719.42 2621.1525 2300.110 True 220 2025-07-10 00:00:00+00:00 3010.44 3610.19 2629.3100 2300.110 True 221 2025-07-11 00:00:00+00:00 3040.95 3681.21 2642.8550 2304.800 True 222 2025-07-12 00:00:00+00:00 2979.00 3908.40 2642.8550 2304.800 True 223 2025-07-13 00:00:00+00:00 3019.52 4009.05 2642.8550 2304.800 True 224 2025-07-14 00:00:00+00:00 3083.00 4259.10 2642.8550 2304.800 True 225 2025-07-15 00:00:00+00:00 3144.48 4248.77 2642.8550 2304.800 True 226 2025-07-16 00:00:00+00:00 3423.47 4221.31 2597.6650 2304.800 True 227 2025-07-17 00:00:00+00:00 3524.00 4589.31 2496.2850 2314.500 True 228 2025-07-18 00:00:00+00:00 3674.43 4748.37 2445.2500 2314.500 True 229 2025-07-19 00:00:00+00:00 3608.00 4545.26 2445.2500 2314.500 True 230 2025-07-20 00:00:00+00:00 3826.00 4437.16 2445.2500 2314.500 True 231 2025-07-21 00:00:00+00:00 3857.82 4420.22 2429.6850 2314.500 True 232 2025-07-22 00:00:00+00:00 3798.58 4470.66 2417.3900 2314.500 True 233 2025-07-23 00:00:00+00:00 3764.08 4311.73 2417.3900 2332.500 True 234 2025-07-24 00:00:00+00:00 3772.63 4073.94 2417.3900 2343.360 True 235 2025-07-25 00:00:00+00:00 3746.42 4334.50 2406.3525 2495.000 True 236 2025-07-26 00:00:00+00:00 3795.20 4223.70 2406.3525 2495.000 True 237 2025-07-27 00:00:00+00:00 3878.53 4830.37 2425.3550 2495.000 True 238 2025-07-28 00:00:00+00:00 3940.81 4777.26 2493.9325 2495.000 True 239 2025-07-29 00:00:00+00:00 3885.43 4778.32 2498.1325 2495.000 True 240 2025-07-30 00:00:00+00:00 3832.61 4374.25 2498.1325 2495.000 True 241 2025-07-31 00:00:00+00:00 3878.00 4598.49 2498.1325 2495.000 True 242 2025-08-01 00:00:00+00:00 3722.90 4504.84 2498.1325 2495.000 True 243 2025-08-02 00:00:00+00:00 3536.48 4509.10 2474.3575 2495.000 True 244 2025-08-03 00:00:00+00:00 3520.97 4358.65 2448.3825 2495.000 True 245 2025-08-04 00:00:00+00:00 3735.00 4372.00 2517.4975 2495.000 True 246 2025-08-05 00:00:00+00:00 3720.10 4389.58 2624.8525 2560.720 True 247 2025-08-06 00:00:00+00:00 3697.39 4313.00 2666.4925 2575.975 True 248 2025-08-07 00:00:00+00:00 3926.38 4324.59 2666.4925 2575.975 True 249 2025-08-08 00:00:00+00:00 4070.00 4448.22 2669.8025 2575.975 True 258 2025-08-17 00:00:00+00:00 4574.95 4710.83 3253.5400 2984.410 True 259 2025-08-18 00:00:00+00:00 4480.00 4664.74 3253.5400 2984.410 True 260 2025-08-19 00:00:00+00:00 4354.22 4602.00 3295.6925 2984.410 True 261 2025-08-20 00:00:00+00:00 4376.13 4521.54 3348.5425 2984.410 True 262 2025-08-21 00:00:00+00:00 4338.94 4499.41 3385.2925 2984.410 True 278 2025-09-06 00:00:00+00:00 4327.00 4481.70 3851.1275 3240.500 True 279 2025-09-07 00:00:00+00:00 4336.05 4511.11 4030.6975 3375.500 True 280 2025-09-08 00:00:00+00:00 4382.75 4484.79 4115.8325 3485.315 True 281 2025-09-09 00:00:00+00:00 4380.77 4512.34 4125.9625 3580.765 True 282 2025-09-10 00:00:00+00:00 4453.56 4682.43 4146.8225 3580.765 True {'pair': 'BNB/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 151 2025-05-02 00:00:00+00:00 603.50 686.80 588.9700 595.485 True 152 2025-05-03 00:00:00+00:00 601.11 674.70 570.4750 595.485 True 154 2025-05-05 00:00:00+00:00 599.78 657.92 570.4750 594.160 True 155 2025-05-06 00:00:00+00:00 603.27 660.66 568.9725 593.095 True 156 2025-05-07 00:00:00+00:00 609.29 665.93 568.3925 593.095 True .. ... ... ... ... ... ... 300 2025-09-28 00:00:00+00:00 993.58 1108.16 848.7875 788.380 True 301 2025-09-29 00:00:00+00:00 1036.78 1116.35 851.2875 788.380 True 302 2025-09-30 00:00:00+00:00 1034.50 1137.87 853.7700 788.380 True 303 2025-10-01 00:00:00+00:00 1036.56 1138.38 853.7700 793.595 True 304 2025-10-02 00:00:00+00:00 1100.34 1102.35 854.5000 804.420 True [105 rows x 6 columns] {'pair': 'SOL/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 154 2025-05-05 00:00:00+00:00 147.67 156.35 118.4975 142.400 True 155 2025-05-06 00:00:00+00:00 147.17 157.62 118.4975 137.835 True 156 2025-05-07 00:00:00+00:00 149.47 156.74 115.4375 137.835 True 225 2025-07-15 00:00:00+00:00 164.26 182.59 157.2825 163.960 True 227 2025-07-17 00:00:00+00:00 178.17 191.76 149.7425 159.065 True 228 2025-07-18 00:00:00+00:00 185.00 201.58 146.9300 156.750 True 229 2025-07-19 00:00:00+00:00 178.62 192.39 146.4050 156.750 True 230 2025-07-20 00:00:00+00:00 183.67 185.62 144.6600 156.750 True 235 2025-07-25 00:00:00+00:00 186.79 187.90 143.6825 156.750 True 237 2025-07-27 00:00:00+00:00 190.67 200.68 146.1825 156.750 True 238 2025-07-28 00:00:00+00:00 195.32 204.21 147.7825 156.750 True 239 2025-07-29 00:00:00+00:00 186.50 206.09 147.7825 156.750 True 240 2025-07-30 00:00:00+00:00 182.48 187.09 147.7825 156.750 True 241 2025-07-31 00:00:00+00:00 182.66 195.77 147.7825 156.750 True 242 2025-08-01 00:00:00+00:00 172.19 202.94 148.8000 156.750 True 243 2025-08-02 00:00:00+00:00 165.19 214.29 147.9350 156.750 True 244 2025-08-03 00:00:00+00:00 163.07 204.98 147.6250 156.750 True 245 2025-08-04 00:00:00+00:00 169.73 202.59 147.1000 156.750 True 246 2025-08-05 00:00:00+00:00 171.66 200.57 150.4150 156.750 True 247 2025-08-06 00:00:00+00:00 169.88 197.22 151.8250 156.750 True 248 2025-08-07 00:00:00+00:00 175.45 209.54 151.8250 156.750 True 249 2025-08-08 00:00:00+00:00 179.61 210.65 151.9950 156.750 True 250 2025-08-09 00:00:00+00:00 183.49 202.23 153.0025 152.600 True 251 2025-08-10 00:00:00+00:00 186.13 203.30 153.2375 152.600 True 252 2025-08-11 00:00:00+00:00 186.76 200.06 156.3950 152.600 True 253 2025-08-12 00:00:00+00:00 193.79 206.29 158.1525 152.600 True 254 2025-08-13 00:00:00+00:00 205.07 214.02 164.0250 155.415 True 255 2025-08-14 00:00:00+00:00 210.10 217.11 166.0275 155.415 True 256 2025-08-15 00:00:00+00:00 197.98 223.94 166.0275 155.415 True 257 2025-08-16 00:00:00+00:00 190.00 228.62 173.2675 162.655 True 258 2025-08-17 00:00:00+00:00 195.75 242.07 176.7475 166.135 True 259 2025-08-18 00:00:00+00:00 191.26 242.25 177.7650 166.135 True 261 2025-08-20 00:00:00+00:00 187.91 234.18 181.5650 166.135 True 263 2025-08-22 00:00:00+00:00 202.50 244.75 182.9825 166.135 True 264 2025-08-23 00:00:00+00:00 208.82 247.34 183.3725 166.135 True 265 2025-08-24 00:00:00+00:00 212.22 238.40 183.3725 166.135 True 266 2025-08-25 00:00:00+00:00 213.66 239.38 182.1675 166.135 True 267 2025-08-26 00:00:00+00:00 198.07 236.05 182.2400 166.135 True 268 2025-08-27 00:00:00+00:00 212.11 220.28 177.0950 166.135 True 274 2025-09-02 00:00:00+00:00 209.59 210.70 175.1350 166.135 True 277 2025-09-05 00:00:00+00:00 209.95 221.91 176.0025 166.135 True 278 2025-09-06 00:00:00+00:00 204.60 234.60 176.2725 166.135 True 279 2025-09-07 00:00:00+00:00 207.93 232.74 179.2475 166.135 True 280 2025-09-08 00:00:00+00:00 216.97 227.72 182.0675 168.520 True 281 2025-09-09 00:00:00+00:00 219.74 228.45 184.2400 173.550 True 282 2025-09-10 00:00:00+00:00 225.95 232.27 185.6325 173.550 True {'pair': 'XRP/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 219 2025-07-09 00:00:00+00:00 2.4282 3.0701 2.233125 2.3563 True 220 2025-07-10 00:00:00+00:00 2.5668 2.9607 2.238625 2.3563 True 221 2025-07-11 00:00:00+00:00 2.9777 2.9896 2.238975 2.3563 True 222 2025-07-12 00:00:00+00:00 2.8497 3.3181 2.238975 2.3563 True 223 2025-07-13 00:00:00+00:00 2.8940 3.2848 2.238975 2.3563 True 224 2025-07-14 00:00:00+00:00 3.0379 3.2245 2.208700 2.3563 True 225 2025-07-15 00:00:00+00:00 2.9584 3.1856 2.208450 2.3563 True 226 2025-07-16 00:00:00+00:00 3.1024 3.1281 2.208225 2.3563 True {'pair': 'ADA/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 223 2025-07-13 00:00:00+00:00 0.7561 0.7910 0.692775 0.73165 True 224 2025-07-14 00:00:00+00:00 0.7684 0.8025 0.670775 0.72580 True 225 2025-07-15 00:00:00+00:00 0.7496 0.8011 0.670775 0.72580 True 227 2025-07-17 00:00:00+00:00 0.8387 0.8411 0.630325 0.70325 True 228 2025-07-18 00:00:00+00:00 0.8957 0.9044 0.610225 0.68670 True 229 2025-07-19 00:00:00+00:00 0.8372 0.9251 0.610225 0.68670 True 230 2025-07-20 00:00:00+00:00 0.8788 0.9447 0.601800 0.68670 True 232 2025-07-22 00:00:00+00:00 0.9099 0.9607 0.592825 0.68670 True 233 2025-07-23 00:00:00+00:00 0.9041 0.9229 0.590325 0.68670 True 234 2025-07-24 00:00:00+00:00 0.8379 0.8459 0.589175 0.68670 True 235 2025-07-25 00:00:00+00:00 0.8186 0.8805 0.585775 0.68670 True 236 2025-07-26 00:00:00+00:00 0.8386 0.8514 0.585775 0.68670 True 237 2025-07-27 00:00:00+00:00 0.8394 0.9315 0.590550 0.68670 True 238 2025-07-28 00:00:00+00:00 0.8560 0.9140 0.594075 0.68670 True 239 2025-07-29 00:00:00+00:00 0.8095 0.9083 0.596950 0.67555 True 240 2025-07-30 00:00:00+00:00 0.7894 0.8366 0.596950 0.67535 True 241 2025-07-31 00:00:00+00:00 0.7896 0.8661 0.596950 0.67535 True 242 2025-08-01 00:00:00+00:00 0.7408 0.8504 0.596950 0.67535 True 243 2025-08-02 00:00:00+00:00 0.7275 0.8571 0.589100 0.67535 True 244 2025-08-03 00:00:00+00:00 0.7308 0.8265 0.579425 0.67535 True 245 2025-08-04 00:00:00+00:00 0.7586 0.8219 0.582525 0.67535 True 246 2025-08-05 00:00:00+00:00 0.7598 0.8107 0.602050 0.67535 True 247 2025-08-06 00:00:00+00:00 0.7478 0.8009 0.656625 0.67535 True 248 2025-08-07 00:00:00+00:00 0.7882 0.8348 0.656625 0.67535 True 249 2025-08-08 00:00:00+00:00 0.8067 0.8364 0.658025 0.67535 True 267 2025-08-26 00:00:00+00:00 0.8743 0.8835 0.784325 0.72185 True 277 2025-09-05 00:00:00+00:00 0.8495 0.8505 0.784075 0.72185 True 278 2025-09-06 00:00:00+00:00 0.8358 0.8703 0.784700 0.72185 True 279 2025-09-07 00:00:00+00:00 0.8416 0.8653 0.796625 0.72185 True {'pair': 'DOGE/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 226 2025-07-16 00:00:00+00:00 0.22083 0.22198 0.185510 0.208965 True 227 2025-07-17 00:00:00+00:00 0.22240 0.23571 0.178365 0.204865 True 242 2025-08-01 00:00:00+00:00 0.21250 0.21883 0.170278 0.198485 True 244 2025-08-03 00:00:00+00:00 0.20040 0.21380 0.164395 0.198485 True 245 2025-08-04 00:00:00+00:00 0.21119 0.21585 0.168093 0.198485 True 246 2025-08-05 00:00:00+00:00 0.21097 0.21359 0.172932 0.198485 True 247 2025-08-06 00:00:00+00:00 0.20709 0.21063 0.182798 0.198485 True 256 2025-08-15 00:00:00+00:00 0.23302 0.24525 0.225405 0.210475 True 257 2025-08-16 00:00:00+00:00 0.23615 0.25591 0.230055 0.215125 True 258 2025-08-17 00:00:00+00:00 0.24248 0.27545 0.230055 0.215125 True 263 2025-08-22 00:00:00+00:00 0.24218 0.28241 0.238152 0.215125 True 269 2025-08-28 00:00:00+00:00 0.22601 0.23698 0.222825 0.215125 True 280 2025-09-08 00:00:00+00:00 0.24410 0.25070 0.230563 0.218105 True 281 2025-09-09 00:00:00+00:00 0.24948 0.25268 0.231868 0.222060 True 282 2025-09-10 00:00:00+00:00 0.24862 0.26601 0.233797 0.222060 True {'pair': 'TRX/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 106 2025-03-18 00:00:00+00:00 0.23938 0.25462 0.233613 0.236620 True 110 2025-03-22 00:00:00+00:00 0.23834 0.24763 0.234963 0.236620 True 115 2025-03-27 00:00:00+00:00 0.23530 0.24823 0.233400 0.233435 True 119 2025-03-31 00:00:00+00:00 0.24016 0.25201 0.232913 0.233435 True 120 2025-04-01 00:00:00+00:00 0.23911 0.24513 0.232913 0.233435 True .. ... ... ... ... ... ... 244 2025-08-03 00:00:00+00:00 0.32819 0.33842 0.279772 0.276965 True 245 2025-08-04 00:00:00+00:00 0.33326 0.33894 0.280370 0.276965 True 246 2025-08-05 00:00:00+00:00 0.33505 0.34076 0.281520 0.276965 True 249 2025-08-08 00:00:00+00:00 0.33994 0.34035 0.288558 0.282780 True 277 2025-09-05 00:00:00+00:00 0.33911 0.34148 0.327923 0.304895 True [111 rows x 6 columns] {'pair': 'AVAX/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 141 2025-04-22 00:00:00+00:00 22.301 23.041 20.53650 21.9435 True 144 2025-04-25 00:00:00+00:00 22.859 23.164 20.20675 21.2415 True 145 2025-04-26 00:00:00+00:00 22.985 25.250 20.08050 21.2415 True 146 2025-04-27 00:00:00+00:00 22.785 23.063 20.08050 21.2415 True 147 2025-04-28 00:00:00+00:00 22.422 22.937 19.97725 21.2415 True 148 2025-04-29 00:00:00+00:00 22.288 23.430 19.87600 21.2415 True 150 2025-05-01 00:00:00+00:00 21.859 23.361 19.61325 21.2415 True 225 2025-07-15 00:00:00+00:00 22.571 23.830 20.58875 22.2280 True 227 2025-07-17 00:00:00+00:00 24.345 24.684 19.28300 21.5420 True 228 2025-07-18 00:00:00+00:00 25.038 25.482 18.88275 21.2170 True 239 2025-07-29 00:00:00+00:00 25.504 25.823 18.61925 21.0680 True 241 2025-07-31 00:00:00+00:00 24.104 24.172 18.61925 20.7850 True 242 2025-08-01 00:00:00+00:00 22.566 24.420 18.61925 20.7850 True 243 2025-08-02 00:00:00+00:00 21.812 24.928 18.33300 20.7850 True 244 2025-08-03 00:00:00+00:00 21.525 23.536 17.99950 20.7850 True 245 2025-08-04 00:00:00+00:00 23.103 23.770 18.03525 20.7850 True 246 2025-08-05 00:00:00+00:00 23.122 23.381 18.52775 20.7850 True 247 2025-08-06 00:00:00+00:00 22.390 23.205 19.03725 20.7850 True 248 2025-08-07 00:00:00+00:00 23.357 24.467 19.03725 20.7850 True 249 2025-08-08 00:00:00+00:00 23.869 25.197 19.19050 20.7850 True 256 2025-08-15 00:00:00+00:00 25.656 29.474 22.04825 20.5750 True 257 2025-08-16 00:00:00+00:00 24.367 29.133 22.54625 21.0175 True 258 2025-08-17 00:00:00+00:00 25.680 28.968 22.54625 21.0175 True 259 2025-08-18 00:00:00+00:00 25.319 30.069 22.54625 21.0175 True 261 2025-08-20 00:00:00+00:00 23.545 29.794 22.95450 21.0175 True 263 2025-08-22 00:00:00+00:00 25.412 31.825 23.10400 21.0395 True 264 2025-08-23 00:00:00+00:00 26.779 35.193 23.70850 21.5075 True 265 2025-08-24 00:00:00+00:00 26.573 33.719 23.70850 21.5075 True 267 2025-08-26 00:00:00+00:00 24.344 33.020 23.71350 21.5075 True 268 2025-08-27 00:00:00+00:00 25.323 33.861 23.38050 21.5075 True 269 2025-08-28 00:00:00+00:00 25.073 33.586 23.29050 21.5075 True 270 2025-08-29 00:00:00+00:00 25.197 32.298 23.37050 21.5075 True 271 2025-08-30 00:00:00+00:00 23.934 28.629 23.68275 21.5075 True 274 2025-09-02 00:00:00+00:00 24.501 29.979 23.21475 21.5075 True 275 2025-09-03 00:00:00+00:00 25.783 30.394 23.11675 21.5075 True 276 2025-09-04 00:00:00+00:00 25.268 30.012 23.29400 21.5075 True 277 2025-09-05 00:00:00+00:00 25.099 30.720 23.34000 21.5075 True 278 2025-09-06 00:00:00+00:00 24.612 30.965 23.34000 21.5075 True 279 2025-09-07 00:00:00+00:00 24.940 31.317 23.55675 21.5075 True 280 2025-09-08 00:00:00+00:00 25.801 30.093 23.77175 21.8345 True 281 2025-09-09 00:00:00+00:00 26.361 30.051 23.88575 22.1740 True 282 2025-09-10 00:00:00+00:00 29.522 30.609 23.98125 22.1740 True {'pair': 'LINK/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 223 2025-07-13 00:00:00+00:00 15.950 19.887 14.54800 15.3045 True 224 2025-07-14 00:00:00+00:00 16.470 21.939 14.27075 15.2995 True 225 2025-07-15 00:00:00+00:00 16.195 22.059 14.27075 15.2995 True 226 2025-07-16 00:00:00+00:00 17.039 21.062 13.92075 15.1325 True 227 2025-07-17 00:00:00+00:00 18.125 23.592 13.40800 14.8105 True 228 2025-07-18 00:00:00+00:00 19.294 23.966 13.04700 14.4495 True 229 2025-07-19 00:00:00+00:00 18.548 22.447 13.04700 14.4495 True 230 2025-07-20 00:00:00+00:00 19.975 21.737 12.91325 14.4495 True 231 2025-07-21 00:00:00+00:00 20.287 22.627 12.81825 14.4495 True 232 2025-07-22 00:00:00+00:00 19.998 25.639 12.80575 14.4495 True 233 2025-07-23 00:00:00+00:00 19.775 25.765 12.80575 14.4495 True 234 2025-07-24 00:00:00+00:00 18.679 23.553 12.80575 14.4495 True 235 2025-07-25 00:00:00+00:00 18.488 26.446 12.84175 14.4495 True 236 2025-07-26 00:00:00+00:00 18.636 24.804 12.84175 14.4495 True 237 2025-07-27 00:00:00+00:00 19.287 26.800 12.95975 14.4495 True 238 2025-07-28 00:00:00+00:00 19.555 26.276 13.29000 14.4495 True 239 2025-07-29 00:00:00+00:00 18.633 25.817 13.34075 14.3640 True 240 2025-07-30 00:00:00+00:00 17.950 23.373 13.34075 14.2255 True 241 2025-07-31 00:00:00+00:00 18.222 24.369 13.34075 14.0615 True 242 2025-08-01 00:00:00+00:00 17.024 23.773 13.34075 14.0385 True 243 2025-08-02 00:00:00+00:00 16.245 25.171 13.15775 14.0385 True 244 2025-08-03 00:00:00+00:00 16.392 23.413 12.96700 14.0385 True 245 2025-08-04 00:00:00+00:00 17.192 23.493 13.09675 14.0385 True 246 2025-08-05 00:00:00+00:00 17.116 23.195 13.57925 14.0385 True 247 2025-08-06 00:00:00+00:00 16.898 22.505 13.90150 14.0385 True 248 2025-08-07 00:00:00+00:00 18.495 23.490 13.90150 14.0385 True 249 2025-08-08 00:00:00+00:00 19.968 23.686 13.95250 14.0385 True 250 2025-08-09 00:00:00+00:00 21.991 22.301 14.23825 13.6965 True 256 2025-08-15 00:00:00+00:00 23.034 23.566 16.84150 15.4490 True 257 2025-08-16 00:00:00+00:00 22.958 24.452 17.08275 15.6050 True 278 2025-09-06 00:00:00+00:00 22.510 22.764 19.06450 16.8110 True {'pair': 'DOT/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 263 2025-08-22 00:00:00+00:00 4.204 4.402 4.11350 3.8455 True 264 2025-08-23 00:00:00+00:00 4.267 4.532 4.12975 3.8455 True 279 2025-09-07 00:00:00+00:00 4.087 4.319 3.96750 3.8455 True 280 2025-09-08 00:00:00+00:00 4.082 4.188 3.98875 3.8935 True 282 2025-09-10 00:00:00+00:00 4.226 4.398 4.02850 3.9585 True {'pair': 'POL/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 225 2025-07-15 00:00:00+00:00 0.23416 0.24096 0.210765 0.229225 True 227 2025-07-17 00:00:00+00:00 0.23943 0.24772 0.195848 0.221585 True 228 2025-07-18 00:00:00+00:00 0.25555 0.25707 0.193642 0.220080 True 233 2025-07-23 00:00:00+00:00 0.25492 0.25915 0.189740 0.220080 True 235 2025-07-25 00:00:00+00:00 0.23503 0.24379 0.188762 0.220080 True 237 2025-07-27 00:00:00+00:00 0.24205 0.25372 0.190630 0.220080 True 238 2025-07-28 00:00:00+00:00 0.24465 0.25004 0.191685 0.216880 True 239 2025-07-29 00:00:00+00:00 0.23275 0.25298 0.191685 0.213935 True 240 2025-07-30 00:00:00+00:00 0.22292 0.23302 0.191685 0.213725 True 245 2025-08-04 00:00:00+00:00 0.21312 0.25686 0.188510 0.210435 True 246 2025-08-05 00:00:00+00:00 0.22631 0.27775 0.196235 0.210435 True 247 2025-08-06 00:00:00+00:00 0.22691 0.27146 0.205363 0.210435 True 248 2025-08-07 00:00:00+00:00 0.23985 0.28909 0.205363 0.210435 True 249 2025-08-08 00:00:00+00:00 0.24878 0.28213 0.205712 0.210435 True 250 2025-08-09 00:00:00+00:00 0.25203 0.27995 0.208340 0.204255 True 251 2025-08-10 00:00:00+00:00 0.25163 0.27841 0.208960 0.204255 True 252 2025-08-11 00:00:00+00:00 0.24775 0.27330 0.209047 0.204255 True 253 2025-08-12 00:00:00+00:00 0.25005 0.27714 0.211248 0.204255 True 254 2025-08-13 00:00:00+00:00 0.25772 0.27370 0.220320 0.209510 True 255 2025-08-14 00:00:00+00:00 0.26143 0.26958 0.224727 0.209510 True 256 2025-08-15 00:00:00+00:00 0.24254 0.27106 0.225593 0.209870 True 257 2025-08-16 00:00:00+00:00 0.23808 0.27249 0.229437 0.213715 True 258 2025-08-17 00:00:00+00:00 0.25548 0.27318 0.229577 0.213715 True 259 2025-08-18 00:00:00+00:00 0.26109 0.28325 0.230217 0.213715 True 260 2025-08-19 00:00:00+00:00 0.26758 0.27152 0.229552 0.213715 True 261 2025-08-20 00:00:00+00:00 0.24645 0.25738 0.229552 0.213715 True 262 2025-08-21 00:00:00+00:00 0.24689 0.25722 0.229552 0.213715 True 263 2025-08-22 00:00:00+00:00 0.25653 0.26186 0.229552 0.213715 True 264 2025-08-23 00:00:00+00:00 0.25410 0.26079 0.230385 0.213715 True {'pair': 'LTC/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 220 2025-07-10 00:00:00+00:00 95.29 120.22 89.8775 93.920 True 221 2025-07-11 00:00:00+00:00 98.36 119.15 89.8775 94.030 True 223 2025-07-13 00:00:00+00:00 96.84 123.72 89.8775 94.030 True 224 2025-07-14 00:00:00+00:00 97.97 120.13 88.9100 94.030 True 225 2025-07-15 00:00:00+00:00 96.74 123.69 88.9100 94.030 True 226 2025-07-16 00:00:00+00:00 99.99 119.99 88.1775 94.005 True 227 2025-07-17 00:00:00+00:00 103.63 130.46 86.1550 92.720 True 228 2025-07-18 00:00:00+00:00 112.34 130.89 85.0450 91.610 True 229 2025-07-19 00:00:00+00:00 114.30 121.22 85.0450 91.610 True 232 2025-07-22 00:00:00+00:00 119.90 120.67 83.0825 91.610 True 237 2025-07-27 00:00:00+00:00 115.59 122.97 84.5400 91.040 True 238 2025-07-28 00:00:00+00:00 116.40 121.44 85.3100 91.040 True 239 2025-07-29 00:00:00+00:00 110.73 118.18 86.2150 91.040 True 241 2025-07-31 00:00:00+00:00 111.79 113.43 86.2150 89.520 True 242 2025-08-01 00:00:00+00:00 108.35 112.14 86.2150 89.520 True 243 2025-08-02 00:00:00+00:00 110.10 113.60 85.7425 89.520 True {'pair': 'BCH/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 141 2025-04-22 00:00:00+00:00 365.25 406.32 345.0850 344.645 True 142 2025-04-23 00:00:00+00:00 363.77 392.34 341.2125 344.645 True 143 2025-04-24 00:00:00+00:00 368.40 393.91 337.7000 344.645 True 144 2025-04-25 00:00:00+00:00 384.63 406.78 337.1275 344.645 True 145 2025-04-26 00:00:00+00:00 377.21 443.98 335.2225 344.645 True .. ... ... ... ... ... ... 281 2025-09-09 00:00:00+00:00 590.44 593.99 575.8275 540.680 True 282 2025-09-10 00:00:00+00:00 590.70 598.57 578.7150 542.990 True 357 2025-11-24 00:00:00+00:00 563.29 591.72 521.6625 545.775 True 361 2025-11-28 00:00:00+00:00 554.24 568.31 528.2725 545.775 True 368 2025-12-05 00:00:00+00:00 582.99 599.15 509.0500 536.370 True [103 rows x 6 columns] {'pair': 'UNI/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 170 2025-05-21 00:00:00+00:00 6.517 7.442 5.55400 6.1240 True 171 2025-05-22 00:00:00+00:00 6.597 7.433 5.56275 6.1240 True 172 2025-05-23 00:00:00+00:00 6.794 7.583 5.56850 5.9735 True 173 2025-05-24 00:00:00+00:00 6.311 7.675 5.47250 5.9735 True 174 2025-05-25 00:00:00+00:00 6.176 7.062 5.48050 5.9735 True 179 2025-05-30 00:00:00+00:00 6.693 6.970 5.41000 5.9735 True 180 2025-05-31 00:00:00+00:00 6.226 6.804 5.45600 5.9735 True 181 2025-06-01 00:00:00+00:00 6.382 6.906 5.30300 5.9735 True 182 2025-06-02 00:00:00+00:00 6.472 7.124 5.27750 5.9735 True 183 2025-06-03 00:00:00+00:00 7.127 7.390 5.44650 5.9735 True 184 2025-06-04 00:00:00+00:00 6.846 7.125 5.71850 5.9735 True 187 2025-06-07 00:00:00+00:00 6.418 7.466 6.16050 6.0690 True 188 2025-06-08 00:00:00+00:00 6.454 6.927 6.16050 6.0690 True 189 2025-06-09 00:00:00+00:00 6.879 7.329 6.16050 6.0690 True 193 2025-06-13 00:00:00+00:00 7.770 8.298 6.37700 6.0690 True 194 2025-06-14 00:00:00+00:00 7.755 8.463 6.37025 6.0690 True 195 2025-06-15 00:00:00+00:00 7.478 8.693 6.31925 6.0690 True 196 2025-06-16 00:00:00+00:00 7.976 8.389 6.31925 6.0690 True 197 2025-06-17 00:00:00+00:00 7.869 8.509 6.26975 6.0690 True 198 2025-06-18 00:00:00+00:00 7.791 9.126 6.17900 6.0690 True 199 2025-06-19 00:00:00+00:00 7.949 9.346 6.17900 6.0690 True 200 2025-06-20 00:00:00+00:00 7.995 8.894 6.17900 6.0690 True 201 2025-06-21 00:00:00+00:00 7.124 8.931 6.17900 6.0690 True 202 2025-06-22 00:00:00+00:00 6.607 10.134 6.19250 6.0690 True 203 2025-06-23 00:00:00+00:00 6.921 10.172 6.25050 6.0690 True 204 2025-06-24 00:00:00+00:00 7.165 10.657 6.49250 6.1130 True 205 2025-06-25 00:00:00+00:00 7.356 10.832 6.49250 6.1130 True 206 2025-06-26 00:00:00+00:00 7.321 10.781 6.49000 6.2045 True 207 2025-06-27 00:00:00+00:00 6.993 10.178 6.49075 6.2045 True 208 2025-06-28 00:00:00+00:00 7.173 10.121 6.51500 6.2045 True 209 2025-06-29 00:00:00+00:00 7.505 10.427 6.70650 6.2045 True 210 2025-06-30 00:00:00+00:00 7.456 10.560 6.70650 6.2045 True 212 2025-07-02 00:00:00+00:00 7.574 10.461 6.68525 6.2045 True 213 2025-07-03 00:00:00+00:00 7.859 10.301 6.54850 6.2045 True 214 2025-07-04 00:00:00+00:00 7.630 10.006 6.54850 6.2045 True 215 2025-07-05 00:00:00+00:00 7.442 9.340 6.54850 6.2045 True 216 2025-07-06 00:00:00+00:00 7.573 9.034 7.19675 6.7160 True 217 2025-07-07 00:00:00+00:00 7.518 8.757 7.19825 6.7175 True 218 2025-07-08 00:00:00+00:00 7.815 9.145 7.19825 6.7175 True 219 2025-07-09 00:00:00+00:00 8.488 9.960 7.21175 6.7175 True 220 2025-07-10 00:00:00+00:00 8.614 9.575 7.22700 6.7175 True 221 2025-07-11 00:00:00+00:00 9.079 9.691 7.28825 6.7175 True 222 2025-07-12 00:00:00+00:00 8.870 10.422 7.34800 6.7175 True 223 2025-07-13 00:00:00+00:00 8.746 10.860 7.34800 6.7175 True 224 2025-07-14 00:00:00+00:00 9.765 10.976 7.49000 6.7175 True 225 2025-07-15 00:00:00+00:00 9.421 10.946 7.49000 6.7175 True 226 2025-07-16 00:00:00+00:00 9.536 11.036 7.37800 6.7175 True 227 2025-07-17 00:00:00+00:00 9.175 11.596 7.17000 6.7175 True 228 2025-07-18 00:00:00+00:00 10.938 12.132 7.09925 6.7175 True 229 2025-07-19 00:00:00+00:00 10.387 10.870 7.09925 6.7175 True 237 2025-07-27 00:00:00+00:00 11.063 11.438 7.01150 7.1505 True 238 2025-07-28 00:00:00+00:00 11.200 11.344 7.16900 7.1505 True 239 2025-07-29 00:00:00+00:00 10.663 10.924 7.24025 7.1505 True 242 2025-08-01 00:00:00+00:00 9.429 9.851 7.24025 7.1505 True 243 2025-08-02 00:00:00+00:00 9.177 10.017 7.12825 7.1505 True 244 2025-08-03 00:00:00+00:00 9.227 9.629 7.06400 7.1505 True {'pair': 'XLM/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 220 2025-07-10 00:00:00+00:00 0.30584 0.39561 0.27567 0.293195 True 221 2025-07-11 00:00:00+00:00 0.39950 0.39986 0.27567 0.293195 True 222 2025-07-12 00:00:00+00:00 0.41876 0.43927 0.27567 0.293195 True {'pair': 'ATOM/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 143 2025-04-24 00:00:00+00:00 4.612 4.845 4.40775 4.264 True 144 2025-04-25 00:00:00+00:00 4.625 4.971 4.40775 4.264 True 145 2025-04-26 00:00:00+00:00 4.730 5.215 4.40050 4.264 True 147 2025-04-28 00:00:00+00:00 4.494 4.712 4.39375 4.264 True 150 2025-05-01 00:00:00+00:00 4.481 4.752 4.42800 4.264 True 239 2025-07-29 00:00:00+00:00 4.771 4.787 4.06900 4.455 True {'pair': 'ETC/USDT:USDT'} date high chikou senkou_a senkou_b buy_long 220 2025-07-10 00:00:00+00:00 18.558 20.168 17.69600 18.2805 True 223 2025-07-13 00:00:00+00:00 18.677 22.378 17.69600 18.2805 True 224 2025-07-14 00:00:00+00:00 19.198 23.603 17.45075 18.2805 True 225 2025-07-15 00:00:00+00:00 19.086 23.162 17.45075 18.2805 True 226 2025-07-16 00:00:00+00:00 20.348 22.193 17.23425 18.2805 True 227 2025-07-17 00:00:00+00:00 20.454 23.678 16.75100 18.0745 True 237 2025-07-27 00:00:00+00:00 23.433 24.499 16.35450 17.7250 True 238 2025-07-28 00:00:00+00:00 23.777 24.210 16.55300 17.7250 True 239 2025-07-29 00:00:00+00:00 22.421 23.225 16.58900 17.7250 True 242 2025-08-01 00:00:00+00:00 20.631 21.500 16.58900 17.3050 True 243 2025-08-02 00:00:00+00:00 20.067 21.676 16.44050 17.3050 True 244 2025-08-03 00:00:00+00:00 20.077 20.912 16.28975 17.3050 True 247 2025-08-06 00:00:00+00:00 20.432 20.491 17.08925 17.3050 True {'pair': 'FIL/USDT:USDT'}