From 4fb18cff6a7a0556cc82fc1f7c5376178eb12b90 Mon Sep 17 00:00:00 2001
From: SelamT <selamt4709@gmail.com>
Date: Sat, 22 Jun 2024 23:26:13 +0300
Subject: [PATCH] Added integration with MLflow for experiment tracking and
 logging.

---
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/long_period                        |   1 +
 .../params/short_period                       |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/maperiod                           |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/maperiod                           |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/maperiod                           |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/maperiod                           |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/bb_dev                             |   1 +
 .../params/bb_period                          |   1 +
 .../params/overbought                         |   1 +
 .../params/oversold                           |   1 +
 .../params/rsi_period                         |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/bb_dev                             |   1 +
 .../params/bb_period                          |   1 +
 .../params/overbought                         |   1 +
 .../params/oversold                           |   1 +
 .../params/rsi_period                         |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/long_period                        |   1 +
 .../params/short_period                       |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/bb_dev                             |   1 +
 .../params/bb_period                          |   1 +
 .../params/overbought                         |   1 +
 .../params/oversold                           |   1 +
 .../params/rsi_period                         |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/long_period                        |   1 +
 .../params/short_period                       |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/maperiod                           |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/bb_dev                             |   1 +
 .../params/bb_period                          |   1 +
 .../params/overbought                         |   1 +
 .../params/oversold                           |   1 +
 .../params/rsi_period                         |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/maperiod                           |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/long_period                        |   1 +
 .../params/short_period                       |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/bb_dev                             |   1 +
 .../params/bb_period                          |   1 +
 .../params/overbought                         |   1 +
 .../params/oversold                           |   1 +
 .../params/rsi_period                         |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/long_period                        |   1 +
 .../params/short_period                       |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/long_period                        |   1 +
 .../params/short_period                       |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/bb_dev                             |   1 +
 .../params/bb_period                          |   1 +
 .../params/overbought                         |   1 +
 .../params/oversold                           |   1 +
 .../params/rsi_period                         |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/maperiod                           |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/bb_dev                             |   1 +
 .../params/bb_period                          |   1 +
 .../params/overbought                         |   1 +
 .../params/oversold                           |   1 +
 .../params/rsi_period                         |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 .../meta.yaml                                 |  15 +
 .../metrics/Ending Portfolio Value            |   1 +
 .../metrics/Losing Trades                     |   1 +
 .../metrics/Max Drawdown                      |   1 +
 .../metrics/Sharpe Ratio                      |   1 +
 .../metrics/Starting Portfolio Value          |   1 +
 .../metrics/Total Return                      |   1 +
 .../metrics/Total Trades                      |   1 +
 .../metrics/Winning Trades                    |   1 +
 .../params/__doc__                            |   1 +
 .../params/__module__                         |   1 +
 .../params/_getpairs                          |   1 +
 .../params/_getpairsbase                      |   1 +
 .../params/_getrecurse                        |   1 +
 .../params/long_period                        |   1 +
 .../params/short_period                       |   1 +
 .../tags/mlflow.runName                       |   1 +
 .../tags/mlflow.source.git.commit             |   1 +
 .../tags/mlflow.source.name                   |   1 +
 .../tags/mlflow.source.type                   |   1 +
 .../tags/mlflow.user                          |   1 +
 mlruns/772879768246332599/meta.yaml           |   6 +
 screenshots/Figure_0.png                      | Bin 0 -> 210032 bytes
 screenshots/Figure_1.png                      | Bin 0 -> 84184 bytes
 screenshots/Figure_3.png                      | Bin 0 -> 157088 bytes
 screenshots/mlflow 2.png                      | Bin 0 -> 144335 bytes
 screenshots/mlflow-3.png                      | Bin 0 -> 167109 bytes
 screenshots/mlflow1.png                       | Bin 0 -> 129266 bytes
 scripts/mlflow_backtest.py                    | 260 ++++++++++++++++++
 463 files changed, 1015 insertions(+)
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/meta.yaml
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/metrics/Ending Portfolio Value
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/metrics/Losing Trades
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/metrics/Max Drawdown
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/metrics/Sharpe Ratio
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/metrics/Starting Portfolio Value
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/metrics/Total Return
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/metrics/Total Trades
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/metrics/Winning Trades
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/params/__doc__
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/params/__module__
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/params/_getpairs
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/params/_getpairsbase
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/params/_getrecurse
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/params/long_period
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/params/short_period
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/tags/mlflow.runName
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/tags/mlflow.source.git.commit
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/tags/mlflow.source.name
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/tags/mlflow.source.type
 create mode 100644 mlruns/772879768246332599/07a975eb49874e1d9c06c0945e7fc687/tags/mlflow.user
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Ending Portfolio Value b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Ending Portfolio Value
new file mode 100644
index 0000000..544f22a
--- /dev/null
+++ b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Losing Trades b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Losing Trades
new file mode 100644
index 0000000..9fc0c3b
--- /dev/null
+++ b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Max Drawdown b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Max Drawdown
new file mode 100644
index 0000000..ba84ad3
--- /dev/null
+++ b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Sharpe Ratio b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Sharpe Ratio
new file mode 100644
index 0000000..5103e57
--- /dev/null
+++ b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Starting Portfolio Value b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..99b1a38
--- /dev/null
+++ b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Total Return b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Total Return
new file mode 100644
index 0000000..2d607fb
--- /dev/null
+++ b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Total Return	
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Total Trades b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Total Trades
new file mode 100644
index 0000000..49e0a4f
--- /dev/null
+++ b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Winning Trades b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Winning Trades
new file mode 100644
index 0000000..892ae44
--- /dev/null
+++ b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/__doc__ b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/__doc__
new file mode 100644
index 0000000..4af1832
--- /dev/null
+++ b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/__doc__
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/__module__ b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/__module__
new file mode 100644
index 0000000..a02215d
--- /dev/null
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/_getpairs b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/_getpairs
new file mode 100644
index 0000000..005d155
--- /dev/null
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/_getpairsbase b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/_getpairsbase
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/_getrecurse b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/_getrecurse
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/maperiod b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/params/maperiod
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/tags/mlflow.runName b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/tags/mlflow.runName
new file mode 100644
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/tags/mlflow.source.git.commit b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/tags/mlflow.source.git.commit
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/tags/mlflow.source.type b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/tags/mlflow.source.type
new file mode 100644
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diff --git a/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/tags/mlflow.user b/mlruns/772879768246332599/1465b2667bb7419993a87db2e9c9c6ef/tags/mlflow.user
new file mode 100644
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/meta.yaml b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/meta.yaml
new file mode 100644
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Ending Portfolio Value b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Ending Portfolio Value
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Losing Trades b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Losing Trades
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Max Drawdown b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Max Drawdown
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Sharpe Ratio b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Sharpe Ratio
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Sharpe Ratio	
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Starting Portfolio Value b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Starting Portfolio Value
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Starting Portfolio Value	
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Total Return b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Total Return
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Total Return	
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Total Trades b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Total Trades
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Winning Trades b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/metrics/Winning Trades
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/__doc__ b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/__doc__
new file mode 100644
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+++ b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/__doc__
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/__module__ b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/__module__
new file mode 100644
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/_getpairs b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/_getpairs
new file mode 100644
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/_getpairsbase b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/_getpairsbase
new file mode 100644
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/_getrecurse b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/_getrecurse
new file mode 100644
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/maperiod b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/params/maperiod
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/tags/mlflow.runName b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/tags/mlflow.runName
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/tags/mlflow.runName
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/tags/mlflow.source.git.commit b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/tags/mlflow.source.git.commit
new file mode 100644
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/tags/mlflow.source.name b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/tags/mlflow.source.name
new file mode 100644
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@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/tags/mlflow.source.type b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/tags/mlflow.source.type
new file mode 100644
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diff --git a/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/tags/mlflow.user b/mlruns/772879768246332599/192b3a849bba47b1b98b1e6af7a6cd52/tags/mlflow.user
new file mode 100644
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/meta.yaml b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/meta.yaml
new file mode 100644
index 0000000..e459e45
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/meta.yaml
@@ -0,0 +1,15 @@
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diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Ending Portfolio Value b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Ending Portfolio Value
new file mode 100644
index 0000000..c523227
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Losing Trades b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Losing Trades
new file mode 100644
index 0000000..43ee3bd
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Max Drawdown b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Max Drawdown
new file mode 100644
index 0000000..9e9a436
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Sharpe Ratio b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Sharpe Ratio
new file mode 100644
index 0000000..0bccdb2
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Starting Portfolio Value b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..10af0a1
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Total Return b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Total Return
new file mode 100644
index 0000000..9d01c3d
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Total Trades b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Total Trades
new file mode 100644
index 0000000..dd8c827
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Winning Trades b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Winning Trades
new file mode 100644
index 0000000..2fd9075
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/__doc__ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/__doc__
new file mode 100644
index 0000000..4af1832
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/__doc__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/__module__ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/__module__
new file mode 100644
index 0000000..a02215d
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/__module__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/_getpairs b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/_getpairs
new file mode 100644
index 0000000..b9b83b8
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/_getpairs
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/_getpairsbase b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/_getpairsbase
new file mode 100644
index 0000000..99f7566
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/_getpairsbase
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/_getrecurse b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/_getrecurse
new file mode 100644
index 0000000..869238d
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/_getrecurse
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/maperiod b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/maperiod
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/params/maperiod
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.runName b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.runName
new file mode 100644
index 0000000..bce0855
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.runName
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.source.git.commit b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..2452d59
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@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.source.name b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.source.name
new file mode 100644
index 0000000..fb9f172
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.source.name
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.source.type b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.source.type
new file mode 100644
index 0000000..0c2c1fe
--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.source.type
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.user b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.user
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/38346ea927ce4c069103d1d90cfc21aa/tags/mlflow.user
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/meta.yaml b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/meta.yaml
new file mode 100644
index 0000000..5856e08
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/meta.yaml
@@ -0,0 +1,15 @@
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+tags: []
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diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Ending Portfolio Value b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Ending Portfolio Value
new file mode 100644
index 0000000..46f2ee6
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Losing Trades b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Losing Trades
new file mode 100644
index 0000000..8abacf3
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Max Drawdown b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Max Drawdown
new file mode 100644
index 0000000..5168364
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Sharpe Ratio b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Sharpe Ratio
new file mode 100644
index 0000000..b4bd607
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Starting Portfolio Value b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..96ba88a
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Total Return b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Total Return
new file mode 100644
index 0000000..f7be81a
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Total Trades b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Total Trades
new file mode 100644
index 0000000..de188b3
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Winning Trades b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Winning Trades
new file mode 100644
index 0000000..7e579f3
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/__doc__ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/__doc__
new file mode 100644
index 0000000..4af1832
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/__doc__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/__module__ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/__module__
new file mode 100644
index 0000000..a02215d
--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/_getpairs b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/_getpairs
new file mode 100644
index 0000000..a449fed
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/_getpairs
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/_getpairsbase b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/_getpairsbase
new file mode 100644
index 0000000..7790e70
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/_getpairsbase
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/_getrecurse b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/_getrecurse
new file mode 100644
index 0000000..b6ac8af
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/_getrecurse
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/maperiod b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/maperiod
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/params/maperiod
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.runName b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.runName
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.runName
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.source.git.commit b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.source.git.commit
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.source.name b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.source.name
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.source.name
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.source.type b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.source.type
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.source.type
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diff --git a/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.user b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.user
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/3b6acc7d3ef6422580903beaae2f3f23/tags/mlflow.user
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/meta.yaml b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/meta.yaml
new file mode 100644
index 0000000..9ce6d64
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@@ -0,0 +1,15 @@
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+source_name: ''
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diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Ending Portfolio Value b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Ending Portfolio Value
new file mode 100644
index 0000000..7304971
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Losing Trades b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Losing Trades
new file mode 100644
index 0000000..21f07af
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Max Drawdown b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Max Drawdown
new file mode 100644
index 0000000..e1e1f23
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Sharpe Ratio b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Sharpe Ratio
new file mode 100644
index 0000000..1ed9eb6
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Starting Portfolio Value b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..f200b48
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Total Return b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Total Return
new file mode 100644
index 0000000..b277c09
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Total Trades b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Total Trades
new file mode 100644
index 0000000..47d7065
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Winning Trades b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Winning Trades
new file mode 100644
index 0000000..86b704b
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/__doc__ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/__doc__
new file mode 100644
index 0000000..4af1832
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/__doc__
@@ -0,0 +1 @@
+None
\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/__module__ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/__module__
new file mode 100644
index 0000000..a02215d
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/__module__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/_getpairs b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/_getpairs
new file mode 100644
index 0000000..e62c871
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/_getpairs
@@ -0,0 +1 @@
+<classmethod(<function AutoInfoClass._derive.<locals>.<lambda> at 0x0000017A1EE018A0>)>
\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/_getpairsbase b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/_getpairsbase
new file mode 100644
index 0000000..b2fe33d
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/_getpairsbase
@@ -0,0 +1 @@
+<classmethod(<function AutoInfoClass._derive.<locals>.<lambda> at 0x0000017A1EE01800>)>
\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/_getrecurse b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/_getrecurse
new file mode 100644
index 0000000..46c24db
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/_getrecurse
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/bb_dev b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/bb_dev
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/bb_dev
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/bb_period b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/bb_period
new file mode 100644
index 0000000..2edeafb
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/bb_period
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/overbought b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/overbought
new file mode 100644
index 0000000..d7765fe
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/overbought
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/oversold b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/oversold
new file mode 100644
index 0000000..8580e7b
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/oversold
@@ -0,0 +1 @@
+30
\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/rsi_period b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/rsi_period
new file mode 100644
index 0000000..da2d398
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/params/rsi_period
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.runName b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.runName
new file mode 100644
index 0000000..6841462
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.runName
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.source.git.commit b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..2452d59
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.source.name b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.source.name
new file mode 100644
index 0000000..fb9f172
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.source.name
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.source.type b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.source.type
new file mode 100644
index 0000000..0c2c1fe
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diff --git a/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.user b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.user
new file mode 100644
index 0000000..03a59e5
--- /dev/null
+++ b/mlruns/772879768246332599/3d1ade50410042f0a6f0c3ce3a7205d8/tags/mlflow.user
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/meta.yaml b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/meta.yaml
new file mode 100644
index 0000000..590fcd0
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/meta.yaml
@@ -0,0 +1,15 @@
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diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Ending Portfolio Value b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Ending Portfolio Value
new file mode 100644
index 0000000..1ac8030
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Losing Trades b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Losing Trades
new file mode 100644
index 0000000..9f7460c
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Max Drawdown b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Max Drawdown
new file mode 100644
index 0000000..c981b81
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Sharpe Ratio b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Sharpe Ratio
new file mode 100644
index 0000000..8095bd5
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Starting Portfolio Value b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..dae9918
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Total Return b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Total Return
new file mode 100644
index 0000000..1ac7ca0
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Total Trades b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Total Trades
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Total Trades	
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diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Winning Trades b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Winning Trades
new file mode 100644
index 0000000..821a4c0
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/__doc__ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/__doc__
new file mode 100644
index 0000000..4af1832
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/__doc__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/__module__ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/__module__
new file mode 100644
index 0000000..a02215d
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/__module__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/_getpairs b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/_getpairs
new file mode 100644
index 0000000..f1effa6
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/_getpairs
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/_getpairsbase b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/_getpairsbase
new file mode 100644
index 0000000..4efdacc
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/_getpairsbase
@@ -0,0 +1 @@
+<classmethod(<function AutoInfoClass._derive.<locals>.<lambda> at 0x000001C169B01800>)>
\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/_getrecurse b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/_getrecurse
new file mode 100644
index 0000000..e4511f8
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/_getrecurse
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/bb_dev b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/bb_dev
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/bb_dev
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/bb_period b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/bb_period
new file mode 100644
index 0000000..2edeafb
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/bb_period
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/overbought b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/overbought
new file mode 100644
index 0000000..d7765fe
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/overbought
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/oversold b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/oversold
new file mode 100644
index 0000000..8580e7b
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/oversold
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/rsi_period b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/rsi_period
new file mode 100644
index 0000000..da2d398
--- /dev/null
+++ b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/params/rsi_period
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/tags/mlflow.runName b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/tags/mlflow.runName
new file mode 100644
index 0000000..9b699eb
--- /dev/null
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/tags/mlflow.source.git.commit b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/tags/mlflow.source.git.commit
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/tags/mlflow.source.type b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/tags/mlflow.source.type
new file mode 100644
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diff --git a/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/tags/mlflow.user b/mlruns/772879768246332599/769596b2ce4942ed8650a843eeabea49/tags/mlflow.user
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/meta.yaml b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/meta.yaml
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Ending Portfolio Value b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Ending Portfolio Value
new file mode 100644
index 0000000..63a6362
--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Losing Trades b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Losing Trades
new file mode 100644
index 0000000..182bab9
--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Max Drawdown b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Max Drawdown
new file mode 100644
index 0000000..c29d91f
--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Sharpe Ratio b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Sharpe Ratio
new file mode 100644
index 0000000..7846c57
--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Starting Portfolio Value b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..45c8afe
--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Total Return b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Total Return
new file mode 100644
index 0000000..bd97cca
--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Total Trades b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Total Trades
new file mode 100644
index 0000000..c90b396
--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Winning Trades b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Winning Trades
new file mode 100644
index 0000000..048d592
--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/__doc__ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/__doc__
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/__doc__
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/__module__ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/__module__
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/__module__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/_getpairs b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/_getpairs
new file mode 100644
index 0000000..05b7721
--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/_getpairs
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/_getpairsbase b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/_getpairsbase
new file mode 100644
index 0000000..37efcd8
--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/_getpairsbase
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/_getrecurse b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/_getrecurse
new file mode 100644
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--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/long_period b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/long_period
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/long_period
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/short_period b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/short_period
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/params/short_period
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.runName b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.runName
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.runName
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.source.git.commit b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.source.git.commit
new file mode 100644
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.source.name b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.source.name
new file mode 100644
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+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.source.name
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.source.type b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.source.type
new file mode 100644
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+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.source.type
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diff --git a/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.user b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.user
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/805cf54b50d044e19f33b4111a6a7bc7/tags/mlflow.user
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/meta.yaml b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/meta.yaml
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/meta.yaml
@@ -0,0 +1,15 @@
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Ending Portfolio Value b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Ending Portfolio Value
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Losing Trades b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Losing Trades
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Max Drawdown b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Max Drawdown
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Max Drawdown	
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Sharpe Ratio b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Sharpe Ratio
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Starting Portfolio Value b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Starting Portfolio Value
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Total Return b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Total Return
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Total Trades b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Total Trades
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Winning Trades b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/metrics/Winning Trades
new file mode 100644
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/__doc__ b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/__doc__
new file mode 100644
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/__module__ b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/__module__
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/_getpairs b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/_getpairs
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/_getpairsbase b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/_getpairsbase
new file mode 100644
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/_getrecurse b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/_getrecurse
new file mode 100644
index 0000000..d604103
--- /dev/null
+++ b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/_getrecurse
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/bb_dev b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/bb_dev
new file mode 100644
index 0000000..d8263ee
--- /dev/null
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/bb_period b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/bb_period
new file mode 100644
index 0000000..2edeafb
--- /dev/null
+++ b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/bb_period
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/overbought b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/overbought
new file mode 100644
index 0000000..d7765fe
--- /dev/null
+++ b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/overbought
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/oversold b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/oversold
new file mode 100644
index 0000000..8580e7b
--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/rsi_period b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/params/rsi_period
new file mode 100644
index 0000000..da2d398
--- /dev/null
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@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/tags/mlflow.runName b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/tags/mlflow.runName
new file mode 100644
index 0000000..f897ad3
--- /dev/null
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@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/tags/mlflow.source.git.commit b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..2452d59
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new file mode 100644
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@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/tags/mlflow.source.type b/mlruns/772879768246332599/9e82f2c642f24f1197c6bd50794d2422/tags/mlflow.source.type
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/meta.yaml b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/meta.yaml
new file mode 100644
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Ending Portfolio Value b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Ending Portfolio Value
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Ending Portfolio Value	
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Losing Trades b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Losing Trades
new file mode 100644
index 0000000..a92cd60
--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Losing Trades	
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Max Drawdown b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Max Drawdown
new file mode 100644
index 0000000..8423e12
--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Sharpe Ratio b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Sharpe Ratio
new file mode 100644
index 0000000..54d81ef
--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Starting Portfolio Value b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..b6f90e4
--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Starting Portfolio Value	
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Total Return b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Total Return
new file mode 100644
index 0000000..2fbc5af
--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Total Trades b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Total Trades
new file mode 100644
index 0000000..326a0ac
--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Winning Trades b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Winning Trades
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/__doc__ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/__doc__
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/__doc__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/__module__ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/__module__
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/__module__
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/_getpairs b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/_getpairs
new file mode 100644
index 0000000..9b150e1
--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/_getpairs
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/_getpairsbase b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/_getpairsbase
new file mode 100644
index 0000000..0d539cc
--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/_getpairsbase
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/_getrecurse b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/_getrecurse
new file mode 100644
index 0000000..dfa4f7b
--- /dev/null
+++ b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/_getrecurse
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/long_period b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/long_period
new file mode 100644
index 0000000..c5b431b
--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/short_period b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/params/short_period
new file mode 100644
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--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/tags/mlflow.runName b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/tags/mlflow.runName
new file mode 100644
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--- /dev/null
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@@ -0,0 +1 @@
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/tags/mlflow.source.type b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/tags/mlflow.source.type
new file mode 100644
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diff --git a/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/tags/mlflow.user b/mlruns/772879768246332599/a9b82b5297d04e7688e8cf7032232e99/tags/mlflow.user
new file mode 100644
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diff --git a/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/meta.yaml b/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/meta.yaml
new file mode 100644
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diff --git a/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/metrics/Ending Portfolio Value b/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/metrics/Ending Portfolio Value
new file mode 100644
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--- /dev/null
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new file mode 100644
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--- /dev/null
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new file mode 100644
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new file mode 100644
index 0000000..5522bcd
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diff --git a/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/__doc__ b/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/__doc__
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/__module__ b/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/__module__
new file mode 100644
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diff --git a/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/_getpairs b/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/_getpairs
new file mode 100644
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diff --git a/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/_getpairsbase b/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/_getpairsbase
new file mode 100644
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diff --git a/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/_getrecurse b/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/_getrecurse
new file mode 100644
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diff --git a/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/maperiod b/mlruns/772879768246332599/ae10b33067f64959aad75497d02c84a3/params/maperiod
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/meta.yaml b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/meta.yaml
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/metrics/Ending Portfolio Value b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/metrics/Ending Portfolio Value
new file mode 100644
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new file mode 100644
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--- /dev/null
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new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/metrics/Sharpe Ratio b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/metrics/Sharpe Ratio
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/metrics/Total Return b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/metrics/Total Return
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/metrics/Total Trades b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/metrics/Total Trades
new file mode 100644
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/metrics/Winning Trades b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/metrics/Winning Trades
new file mode 100644
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/__doc__ b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/__doc__
new file mode 100644
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/__module__ b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/__module__
new file mode 100644
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/_getpairs b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/_getpairs
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/_getpairsbase b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/_getpairsbase
new file mode 100644
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/_getrecurse b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/_getrecurse
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/bb_dev b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/bb_dev
new file mode 100644
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/bb_period b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/bb_period
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/oversold b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/oversold
new file mode 100644
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/rsi_period b/mlruns/772879768246332599/b14e918b542847f580088f45b84c6e3d/params/rsi_period
new file mode 100644
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Ending Portfolio Value b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Ending Portfolio Value
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Sharpe Ratio b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Sharpe Ratio
new file mode 100644
index 0000000..0615b44
--- /dev/null
+++ b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Starting Portfolio Value b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..7e5e0c2
--- /dev/null
+++ b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Total Return b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Total Return
new file mode 100644
index 0000000..e48d4ee
--- /dev/null
+++ b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Total Trades b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Total Trades
new file mode 100644
index 0000000..a38ec66
--- /dev/null
+++ b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Winning Trades b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Winning Trades
new file mode 100644
index 0000000..f969c60
--- /dev/null
+++ b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/__doc__ b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/__doc__
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/__module__ b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/__module__
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/_getpairs b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/_getpairs
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/_getpairsbase b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/_getpairsbase
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/_getrecurse b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/_getrecurse
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/maperiod b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/params/maperiod
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/tags/mlflow.runName b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/tags/mlflow.runName
new file mode 100644
index 0000000..8ced947
--- /dev/null
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/tags/mlflow.source.git.commit b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/tags/mlflow.source.git.commit
new file mode 100644
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/tags/mlflow.source.name b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/tags/mlflow.source.name
new file mode 100644
index 0000000..679bd28
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@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/tags/mlflow.source.type b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/tags/mlflow.source.type
new file mode 100644
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diff --git a/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/tags/mlflow.user b/mlruns/772879768246332599/b24cc5ceb873451f88326f1b704c57de/tags/mlflow.user
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/meta.yaml b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/meta.yaml
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Ending Portfolio Value b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Ending Portfolio Value
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Losing Trades b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Losing Trades
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Max Drawdown b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Max Drawdown
new file mode 100644
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--- /dev/null
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@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Sharpe Ratio b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Sharpe Ratio
new file mode 100644
index 0000000..809a465
--- /dev/null
+++ b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Sharpe Ratio	
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Starting Portfolio Value b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..31d9f59
--- /dev/null
+++ b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Starting Portfolio Value	
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Total Return b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Total Return
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Total Return	
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Total Trades b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Total Trades
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Total Trades	
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Winning Trades b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/metrics/Winning Trades
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/__doc__ b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/__doc__
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/__module__ b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/__module__
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/_getpairs b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/_getpairs
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/_getpairsbase b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/_getpairsbase
new file mode 100644
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/_getrecurse b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/_getrecurse
new file mode 100644
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/long_period b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/long_period
new file mode 100644
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--- /dev/null
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/short_period b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/params/short_period
new file mode 100644
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/tags/mlflow.runName b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/tags/mlflow.runName
new file mode 100644
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new file mode 100644
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diff --git a/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/tags/mlflow.source.type b/mlruns/772879768246332599/bd16b69a0fca44e0822955908d771435/tags/mlflow.source.type
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new file mode 100644
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diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/meta.yaml b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/meta.yaml
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diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Ending Portfolio Value b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Ending Portfolio Value
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diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Losing Trades b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Losing Trades
new file mode 100644
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diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Max Drawdown b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Max Drawdown
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diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Sharpe Ratio b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Sharpe Ratio
new file mode 100644
index 0000000..4f44195
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
+1719086998389 -3.173860663341704 0
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Starting Portfolio Value b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..c3384a1
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
+1719086998374 100000.0 0
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Total Return b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Total Return
new file mode 100644
index 0000000..358e1ce
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Total Return	
@@ -0,0 +1 @@
+1719086998389 0.004780283019556264 0
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Total Trades b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Total Trades
new file mode 100644
index 0000000..2e926d6
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Total Trades	
@@ -0,0 +1 @@
+1719086998389 1.0 0
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Winning Trades b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Winning Trades
new file mode 100644
index 0000000..2e926d6
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/metrics/Winning Trades	
@@ -0,0 +1 @@
+1719086998389 1.0 0
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/__doc__ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/__doc__
new file mode 100644
index 0000000..4af1832
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/__doc__
@@ -0,0 +1 @@
+None
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/__module__ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/__module__
new file mode 100644
index 0000000..a02215d
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/__module__
@@ -0,0 +1 @@
+backtrader.metabase
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/_getpairs b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/_getpairs
new file mode 100644
index 0000000..fbdf04f
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/_getpairs
@@ -0,0 +1 @@
+<classmethod(<function AutoInfoClass._derive.<locals>.<lambda> at 0x000002861C1E18A0>)>
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/_getpairsbase b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/_getpairsbase
new file mode 100644
index 0000000..15c5991
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/_getpairsbase
@@ -0,0 +1 @@
+<classmethod(<function AutoInfoClass._derive.<locals>.<lambda> at 0x000002861C1E1800>)>
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/_getrecurse b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/_getrecurse
new file mode 100644
index 0000000..ea3b711
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/_getrecurse
@@ -0,0 +1 @@
+<classmethod(<function AutoInfoClass._derive.<locals>.<lambda> at 0x000002861C1E1940>)>
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/bb_dev b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/bb_dev
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/bb_dev
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/bb_period b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/bb_period
new file mode 100644
index 0000000..2edeafb
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/bb_period
@@ -0,0 +1 @@
+20
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/overbought b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/overbought
new file mode 100644
index 0000000..d7765fe
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/overbought
@@ -0,0 +1 @@
+70
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/oversold b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/oversold
new file mode 100644
index 0000000..8580e7b
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/oversold
@@ -0,0 +1 @@
+30
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/rsi_period b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/rsi_period
new file mode 100644
index 0000000..da2d398
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/params/rsi_period
@@ -0,0 +1 @@
+14
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.runName b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.runName
new file mode 100644
index 0000000..7dc6f83
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.runName
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.source.git.commit b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..2452d59
--- /dev/null
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diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.source.name b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.source.name
new file mode 100644
index 0000000..fb9f172
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.source.name
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.source.type b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.source.type
new file mode 100644
index 0000000..0c2c1fe
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.source.type
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.user b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.user
new file mode 100644
index 0000000..03a59e5
--- /dev/null
+++ b/mlruns/772879768246332599/c8d2c60fddc846838aad6babfc989ac8/tags/mlflow.user
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/meta.yaml b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/meta.yaml
new file mode 100644
index 0000000..d4cf6e7
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/meta.yaml
@@ -0,0 +1,15 @@
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+end_time: 1719086782869
+entry_point_name: ''
+experiment_id: '772879768246332599'
+lifecycle_stage: active
+run_id: c9184916914a4a2492da7295a5d40b2b
+run_name: upbeat-shark-293
+run_uuid: c9184916914a4a2492da7295a5d40b2b
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1719086782799
+status: 3
+tags: []
+user_id: dell
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Ending Portfolio Value b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Ending Portfolio Value
new file mode 100644
index 0000000..2705a96
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Losing Trades b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Losing Trades
new file mode 100644
index 0000000..ccff381
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Max Drawdown b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Max Drawdown
new file mode 100644
index 0000000..39b0489
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Sharpe Ratio b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Sharpe Ratio
new file mode 100644
index 0000000..6d40dd4
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Starting Portfolio Value b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..47698cf
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Total Return b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Total Return
new file mode 100644
index 0000000..3df9cce
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Total Trades b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Total Trades
new file mode 100644
index 0000000..522e89b
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Winning Trades b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Winning Trades
new file mode 100644
index 0000000..42aa187
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/__doc__ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/__doc__
new file mode 100644
index 0000000..4af1832
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/__doc__
@@ -0,0 +1 @@
+None
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/__module__ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/__module__
new file mode 100644
index 0000000..a02215d
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/__module__
@@ -0,0 +1 @@
+backtrader.metabase
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/_getpairs b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/_getpairs
new file mode 100644
index 0000000..e5a8d1f
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/_getpairs
@@ -0,0 +1 @@
+<classmethod(<function AutoInfoClass._derive.<locals>.<lambda> at 0x000001D129523740>)>
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/_getpairsbase b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/_getpairsbase
new file mode 100644
index 0000000..51420d0
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/_getpairsbase
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/_getrecurse b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/_getrecurse
new file mode 100644
index 0000000..c7e9183
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/_getrecurse
@@ -0,0 +1 @@
+<classmethod(<function AutoInfoClass._derive.<locals>.<lambda> at 0x000001D1295237E0>)>
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/long_period b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/long_period
new file mode 100644
index 0000000..c5b431b
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/long_period
@@ -0,0 +1 @@
+50
\ No newline at end of file
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/short_period b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/short_period
new file mode 100644
index 0000000..9a03714
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/params/short_period
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.runName b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.runName
new file mode 100644
index 0000000..3bda884
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.runName
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.source.git.commit b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.source.git.commit
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.source.name b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.source.name
new file mode 100644
index 0000000..fb9f172
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.source.name
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.source.type b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.source.type
new file mode 100644
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+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.source.type
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.user b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.user
new file mode 100644
index 0000000..03a59e5
--- /dev/null
+++ b/mlruns/772879768246332599/c9184916914a4a2492da7295a5d40b2b/tags/mlflow.user
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/meta.yaml b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/meta.yaml
new file mode 100644
index 0000000..433c61c
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/meta.yaml
@@ -0,0 +1,15 @@
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+end_time: 1719087389380
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+experiment_id: '772879768246332599'
+lifecycle_stage: active
+run_id: cc916a4cb6514350972c654b14afd90d
+run_name: RefinedSMAStrategy
+run_uuid: cc916a4cb6514350972c654b14afd90d
+source_name: ''
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diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Ending Portfolio Value b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Ending Portfolio Value
new file mode 100644
index 0000000..2ed6c1b
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
+1719087389362 123797.10554000002 0
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Losing Trades b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Losing Trades
new file mode 100644
index 0000000..315ad5f
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Max Drawdown b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Max Drawdown
new file mode 100644
index 0000000..caca77f
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Sharpe Ratio b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Sharpe Ratio
new file mode 100644
index 0000000..6c3ffe0
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Starting Portfolio Value b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..443f5df
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
+1719087389354 100000.0 0
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Total Return b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Total Return
new file mode 100644
index 0000000..de0e22e
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Total Trades b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Total Trades
new file mode 100644
index 0000000..fce287b
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Total Trades	
@@ -0,0 +1 @@
+1719087389364 3.0 0
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Winning Trades b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Winning Trades
new file mode 100644
index 0000000..15b8549
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/__doc__ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/__doc__
new file mode 100644
index 0000000..4af1832
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/__doc__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/__module__ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/__module__
new file mode 100644
index 0000000..a02215d
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/__module__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/_getpairs b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/_getpairs
new file mode 100644
index 0000000..67bebf5
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/_getpairs
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/_getpairsbase b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/_getpairsbase
new file mode 100644
index 0000000..813d427
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/_getpairsbase
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/_getrecurse b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/_getrecurse
new file mode 100644
index 0000000..7057b2a
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/_getrecurse
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/long_period b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/long_period
new file mode 100644
index 0000000..c5b431b
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/long_period
@@ -0,0 +1 @@
+50
\ No newline at end of file
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/short_period b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/short_period
new file mode 100644
index 0000000..9a03714
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/params/short_period
@@ -0,0 +1 @@
+10
\ No newline at end of file
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.runName b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.runName
new file mode 100644
index 0000000..7c6e4ea
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.runName
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.source.git.commit b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..2452d59
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@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.source.name b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.source.name
new file mode 100644
index 0000000..fb9f172
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.source.name
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.source.type b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.source.type
new file mode 100644
index 0000000..0c2c1fe
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.source.type
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.user b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.user
new file mode 100644
index 0000000..03a59e5
--- /dev/null
+++ b/mlruns/772879768246332599/cc916a4cb6514350972c654b14afd90d/tags/mlflow.user
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/meta.yaml b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/meta.yaml
new file mode 100644
index 0000000..c5b1855
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/meta.yaml
@@ -0,0 +1,15 @@
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+end_time: 1719085401747
+entry_point_name: ''
+experiment_id: '772879768246332599'
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+run_id: cd2b6c97313a4295b989e97af8d0f75e
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+source_version: ''
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diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Ending Portfolio Value b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Ending Portfolio Value
new file mode 100644
index 0000000..6833f37
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Losing Trades b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Losing Trades
new file mode 100644
index 0000000..120930e
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Max Drawdown b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Max Drawdown
new file mode 100644
index 0000000..595c219
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Sharpe Ratio b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Sharpe Ratio
new file mode 100644
index 0000000..f66f63b
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Starting Portfolio Value b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..6e04c4a
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Total Return b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Total Return
new file mode 100644
index 0000000..098d75b
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Total Trades b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Total Trades
new file mode 100644
index 0000000..340464f
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Winning Trades b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Winning Trades
new file mode 100644
index 0000000..340464f
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/__doc__ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/__doc__
new file mode 100644
index 0000000..4af1832
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/__doc__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/__module__ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/__module__
new file mode 100644
index 0000000..a02215d
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/__module__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/_getpairs b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/_getpairs
new file mode 100644
index 0000000..3db9bf6
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/_getpairs
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/_getpairsbase b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/_getpairsbase
new file mode 100644
index 0000000..d3300e7
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/_getpairsbase
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/_getrecurse b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/_getrecurse
new file mode 100644
index 0000000..d7805a3
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/_getrecurse
@@ -0,0 +1 @@
+<classmethod(<function AutoInfoClass._derive.<locals>.<lambda> at 0x0000012F350819E0>)>
\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/bb_dev b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/bb_dev
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/bb_dev
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/bb_period b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/bb_period
new file mode 100644
index 0000000..2edeafb
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/bb_period
@@ -0,0 +1 @@
+20
\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/overbought b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/overbought
new file mode 100644
index 0000000..d7765fe
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/overbought
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/oversold b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/oversold
new file mode 100644
index 0000000..8580e7b
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/oversold
@@ -0,0 +1 @@
+30
\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/rsi_period b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/rsi_period
new file mode 100644
index 0000000..da2d398
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/params/rsi_period
@@ -0,0 +1 @@
+14
\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.runName b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.runName
new file mode 100644
index 0000000..8f669cd
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.runName
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.source.git.commit b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..2452d59
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.source.name b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.source.name
new file mode 100644
index 0000000..679bd28
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.source.name
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.source.type b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.source.type
new file mode 100644
index 0000000..0c2c1fe
--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.user b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.user
new file mode 100644
index 0000000..03a59e5
--- /dev/null
+++ b/mlruns/772879768246332599/cd2b6c97313a4295b989e97af8d0f75e/tags/mlflow.user
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/meta.yaml b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/meta.yaml
new file mode 100644
index 0000000..c41e81b
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/meta.yaml
@@ -0,0 +1,15 @@
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+source_name: ''
+source_type: 4
+source_version: ''
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+tags: []
+user_id: dell
diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Ending Portfolio Value b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Ending Portfolio Value
new file mode 100644
index 0000000..6af6a29
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Losing Trades b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Losing Trades
new file mode 100644
index 0000000..bc4a562
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Max Drawdown b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Max Drawdown
new file mode 100644
index 0000000..5a674ac
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Sharpe Ratio b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Sharpe Ratio
new file mode 100644
index 0000000..308a68f
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Starting Portfolio Value b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..71e1266
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Total Return b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Total Return
new file mode 100644
index 0000000..8e54692
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Total Trades b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Total Trades
new file mode 100644
index 0000000..8ff6beb
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Winning Trades b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Winning Trades
new file mode 100644
index 0000000..9652c5f
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/__doc__ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/__doc__
new file mode 100644
index 0000000..4af1832
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/__doc__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/__module__ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/__module__
new file mode 100644
index 0000000..a02215d
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/__module__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/_getpairs b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/_getpairs
new file mode 100644
index 0000000..7f015d8
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/_getpairs
@@ -0,0 +1 @@
+<classmethod(<function AutoInfoClass._derive.<locals>.<lambda> at 0x000002861C1E27A0>)>
\ No newline at end of file
diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/_getpairsbase b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/_getpairsbase
new file mode 100644
index 0000000..4a2fa60
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/_getpairsbase
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/_getrecurse b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/_getrecurse
new file mode 100644
index 0000000..1289f91
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/_getrecurse
@@ -0,0 +1 @@
+<classmethod(<function AutoInfoClass._derive.<locals>.<lambda> at 0x000002861C1E2840>)>
\ No newline at end of file
diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/maperiod b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/maperiod
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/params/maperiod
@@ -0,0 +1 @@
+15
\ No newline at end of file
diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.runName b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.runName
new file mode 100644
index 0000000..f5d202b
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.runName
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.source.git.commit b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.source.git.commit
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.source.name b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.source.name
new file mode 100644
index 0000000..fb9f172
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.source.name
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.source.type b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.source.type
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.source.type
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.user b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.user
new file mode 100644
index 0000000..03a59e5
--- /dev/null
+++ b/mlruns/772879768246332599/cee8ccce9c524479aeb08d610b1c4bb7/tags/mlflow.user
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/meta.yaml b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/meta.yaml
new file mode 100644
index 0000000..b0fa40a
--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/meta.yaml
@@ -0,0 +1,15 @@
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+end_time: 1719087410753
+entry_point_name: ''
+experiment_id: '772879768246332599'
+lifecycle_stage: active
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diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Ending Portfolio Value b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Ending Portfolio Value
new file mode 100644
index 0000000..6c447f8
--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Ending Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Losing Trades b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Losing Trades
new file mode 100644
index 0000000..830a790
--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Losing Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Max Drawdown b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Max Drawdown
new file mode 100644
index 0000000..aadbc4b
--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Max Drawdown	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Sharpe Ratio b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Sharpe Ratio
new file mode 100644
index 0000000..9a0f1aa
--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Sharpe Ratio	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Starting Portfolio Value b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Starting Portfolio Value
new file mode 100644
index 0000000..5823a73
--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Starting Portfolio Value	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Total Return b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Total Return
new file mode 100644
index 0000000..84752ea
--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Total Return	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Total Trades b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Total Trades
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Total Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Winning Trades b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Winning Trades
new file mode 100644
index 0000000..e765f4a
--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/metrics/Winning Trades	
@@ -0,0 +1 @@
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diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/__doc__ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/__doc__
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/__doc__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/__module__ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/__module__
new file mode 100644
index 0000000..a02215d
--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/__module__
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/_getpairs b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/_getpairs
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/_getpairs
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/_getpairsbase b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/_getpairsbase
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/_getpairsbase
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/_getrecurse b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/_getrecurse
new file mode 100644
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--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/_getrecurse
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/bb_dev b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/bb_dev
new file mode 100644
index 0000000..d8263ee
--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/bb_dev
@@ -0,0 +1 @@
+2
\ No newline at end of file
diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/bb_period b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/bb_period
new file mode 100644
index 0000000..2edeafb
--- /dev/null
+++ b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/bb_period
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/overbought b/mlruns/772879768246332599/e21de71b53e7471aaa50b40de8ab4696/params/overbought
new file mode 100644
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diff --git a/scripts/mlflow_backtest.py b/scripts/mlflow_backtest.py
new file mode 100644
index 0000000..0f99cd8
--- /dev/null
+++ b/scripts/mlflow_backtest.py
@@ -0,0 +1,260 @@
+import pandas as pd
+from sqlalchemy import create_engine
+import backtrader as bt
+import os
+import mlflow
+import mlflow.pyfunc
+import mlflow.tracking
+from mlflow import log_metric, log_param
+
+experiment_name = "Crypto Trading Backtesting"
+
+mlflow.set_experiment(experiment_name)
+# RDS connection information
+rds_host = os.getenv('PG_HOST', 'localhost')  # Replace 'localhost' with your actual host if needed
+rds_port = int(os.getenv('PG_PORT', '5432'))  # Convert port to int, replace '5432' with your default port
+rds_db = os.getenv('PG_DATABASE', 'backtest_db')  # Replace 'backtest_db' with your actual database name
+rds_user = os.getenv('PG_USER', 'pguser')  # Replace 'pguser' with your actual username
+rds_password = os.getenv('PG_PASSWORD', 'pgpwd')
+print(f"PG_HOST: {rds_host}, PG_PORT: {rds_port}, PG_DATABASE: {rds_db}, PG_USER: {rds_user}, PG_PASSWORD: {rds_password}")
+
+engine = create_engine(f'postgresql+psycopg2://{rds_user}:{rds_password}@{rds_host}:{rds_port}/{rds_db}')
+print(f"PG_HOST: {rds_host}, PG_PORT: {rds_port}, PG_DATABASE: {rds_db}, PG_USER: {rds_user}, PG_PASSWORD: {rds_password}")
+
+def fetch_data(symbol, start_date, end_date):
+    query = f"""
+        SELECT timestamp AS date, open AS open, high AS high, low AS low, close AS close, volume AS volume 
+        FROM public."ohlcv_{symbol.replace('/', '_')}"
+        WHERE timestamp >= '{start_date}' AND timestamp <= '{end_date}';
+    """
+    try:
+        print(f"Executing query:\n{query}\n")  # Print the SQL query for debugging purposes
+        
+        data = pd.read_sql(query, con=engine)
+        print(f"Fetched data:\n{data.head()}\n")  # Print the first few rows of fetched data for debugging
+        
+        # Check if data is empty
+        if data.empty:
+            raise ValueError("No data returned from query.")
+        
+        # Convert 'date' column to datetime
+        data['date'] = pd.to_datetime(data['date'], format='%Y-%m-%d')
+        
+        # Set 'date' column as index
+        data.set_index('date', inplace=True)
+        
+        # Ensure column names are correctly capitalized for Backtrader
+        data.rename(columns={'open': 'Open', 'high': 'High', 'low': 'Low', 'close': 'Close', 'volume': 'Volume'}, inplace=True)
+
+        return data
+    except Exception as e:
+        print(f"Error fetching data: {e}")
+        raise
+    
+
+class RsiBollingerBandsStrategy(bt.Strategy):
+    params = (
+        ('rsi_period', 14),
+        ('bb_period', 20),
+        ('bb_dev', 2),
+        ('oversold', 30),
+        ('overbought', 70),
+    )
+
+    def __init__(self):
+        self.rsi = bt.indicators.RelativeStrengthIndex(period=self.params.rsi_period)
+        self.bbands = bt.indicators.BollingerBands(period=self.params.bb_period, devfactor=self.params.bb_dev)
+
+    def next(self):
+        if not self.position:
+            if self.rsi < self.params.oversold and self.data.close <= self.bbands.lines.bot:
+                self.buy()
+        else:
+            if self.rsi > self.params.overbought or self.data.close >= self.bbands.lines.top:
+                self.sell()
+
+class SimpleMovingAverageStrategy(bt.Strategy):
+    params = (
+        ('maperiod', 15),
+    )
+
+    def __init__(self):
+        self.dataclose = self.datas[0].close
+        self.order = None
+        self.buyprice = None
+        self.buycomm = None
+        self.sma = bt.indicators.SimpleMovingAverage(self.datas[0], period=self.params.maperiod)
+        # Additional indicators for plotting
+        bt.indicators.ExponentialMovingAverage(self.datas[0], period=25)
+        bt.indicators.WeightedMovingAverage(self.datas[0], period=25, subplot=True)
+        bt.indicators.StochasticSlow(self.datas[0])
+        bt.indicators.MACDHisto(self.datas[0])
+        rsi = bt.indicators.RSI(self.datas[0])
+        bt.indicators.SmoothedMovingAverage(rsi, period=10)
+        bt.indicators.ATR(self.datas[0], plot=False)
+
+    def log(self, txt, dt=None):
+        dt = dt or self.datas[0].datetime.date(0)
+        print('%s, %s' % (dt.isoformat(), txt))
+
+    def notify_order(self, order):
+        if order.status in [order.Submitted, order.Accepted]:
+            return
+        if order.status in [order.Completed]:
+            if order.isbuy():
+                self.log('BUY EXECUTED, Price: %.2f, Cost: %.2f, Comm %.2f' %
+                         (order.executed.price, order.executed.value, order.executed.comm))
+                self.buyprice = order.executed.price
+                self.buycomm = order.executed.comm
+            else:
+                self.log('SELL EXECUTED, Price: %.2f, Cost: %.2f, Comm %.2f' %
+                         (order.executed.price, order.executed.value, order.executed.comm))
+            self.bar_executed = len(self)
+        elif order.status in [order.Canceled, order.Margin, order.Rejected]:
+            self.log('Order Canceled/Margin/Rejected')
+        self.order = None
+
+    def notify_trade(self, trade):
+        if not trade.isclosed:
+            return
+        self.log('OPERATION PROFIT, GROSS %.2f, NET %.2f' % (trade.pnl, trade.pnlcomm))
+
+    def next(self):
+        self.log('Close, %.2f' % self.dataclose[0])
+        if self.order:
+            return
+        if not self.position:
+            if self.dataclose[0] > self.sma[0]:
+                self.log('BUY CREATE, %.2f' % self.dataclose[0])
+                self.order = self.buy()
+        else:
+            if self.dataclose[0] < self.sma[0]:
+                self.log('SELL CREATE, %.2f' % self.dataclose[0])
+                self.order = self.sell()
+
+class RefinedSMAStrategy(bt.Strategy):
+    params = (
+        ('short_period', 10),
+        ('long_period', 50),
+    )
+
+    def __init__(self):
+        self.short_sma = bt.indicators.SimpleMovingAverage(self.datas[0].close, period=self.params.short_period)
+        self.long_sma = bt.indicators.SimpleMovingAverage(self.datas[0].close, period=self.params.long_period)
+        self.dataclose = self.datas[0].close
+        self.order = None
+        self.buyprice = None
+        self.buycomm = None
+
+    def log(self, txt, dt=None):
+        dt = dt or self.datas[0].datetime.date(0)
+        print('%s, %s' % (dt.isoformat(), txt))
+
+    def notify_order(self, order):
+        if order.status in [order.Submitted, order.Accepted]:
+            return
+        if order.status in [order.Completed]:
+            if order.isbuy():
+                self.log('BUY EXECUTED, Price: %.2f, Cost: %.2f, Comm %.2f' %
+                         (order.executed.price, order.executed.value, order.executed.comm))
+                self.buyprice = order.executed.price
+                self.buycomm = order.executed.comm
+            else:
+                self.log('SELL EXECUTED, Price: %.2f, Cost: %.2f, Comm %.2f' %
+                         (order.executed.price, order.executed.value, order.executed.comm))
+            self.bar_executed = len(self)
+        elif order.status in [order.Canceled, order.Margin, order.Rejected]:
+            self.log('Order Canceled/Margin/Rejected')
+        self.order = None
+
+    def notify_trade(self, trade):
+        if not trade.isclosed:
+            return
+        self.log('OPERATION PROFIT, GROSS %.2f, NET %.2f' % (trade.pnl, trade.pnlcomm))
+
+    def next(self):
+        self.log('Close, %.2f' % self.dataclose[0])
+        if self.order:
+            return
+        if not self.position:
+            if self.short_sma[0] > self.long_sma[0]:
+                self.log('BUY CREATE, %.2f' % self.dataclose[0])
+                self.order = self.buy()
+        else:
+            if self.short_sma[0] < self.long_sma[0]:
+                self.log('SELL CREATE, %.2f' % self.dataclose[0])
+                self.order = self.sell()
+def run_backtest(strategy_class, symbol, start_date, end_date):
+    # Fetch data for backtesting
+    data = fetch_data(symbol, start_date, end_date)
+    
+    # Initialize cerebro
+    cerebro = bt.Cerebro()
+    
+    # Add data feed
+    cerebro.adddata(bt.feeds.PandasData(dataname=data))
+    
+    # Add strategy
+    strategy = strategy_class
+    cerebro.addstrategy(strategy)
+    
+    # Set broker settings
+    cerebro.broker.set_cash(100000)
+    cerebro.broker.setcommission(commission=0.002)
+
+    # Add analyzers for performance metrics
+    cerebro.addanalyzer(bt.analyzers.SharpeRatio, _name='sharpe')
+    cerebro.addanalyzer(bt.analyzers.DrawDown, _name='drawdown')
+    cerebro.addanalyzer(bt.analyzers.TradeAnalyzer, _name='trades')
+    cerebro.addanalyzer(bt.analyzers.Returns, _name='returns')
+
+    # Print starting conditions
+    start_value = cerebro.broker.getvalue()
+    print(f'Starting Portfolio Value: {start_value:.2f}')
+
+    # Run backtest
+    with mlflow.start_run(run_name=strategy.__name__):  # Set run name to strategy class name
+        results = cerebro.run()
+
+        # Print ending conditions
+        end_value = cerebro.broker.getvalue()
+        print(f'Ending Portfolio Value: {end_value:.2f}')
+
+        # Extract strategy parameters
+        strategy_params = strategy.params.__dict__
+        
+        # Prepare results
+        result_dict = {
+            "Starting Portfolio Value": start_value,
+            "Ending Portfolio Value": end_value,
+            "Sharpe Ratio": results[0].analyzers.sharpe.get_analysis().get('sharperatio', 'N/A'),
+            "Max Drawdown": results[0].analyzers.drawdown.get_analysis().get('max', {}).get('drawdown', 'N/A'),
+            "Total Trades": results[0].analyzers.trades.get_analysis().get('total', {}).get('total', 'N/A'),
+            "Winning Trades": results[0].analyzers.trades.get_analysis().get('won', {}).get('total', 'N/A'),
+            "Losing Trades": results[0].analyzers.trades.get_analysis().get('lost', {}).get('total', 'N/A'),
+            "Total Return": results[0].analyzers.returns.get_analysis().get('rtot', 'N/A')
+        }
+
+        # Log parameters and metrics to MLflow
+        for param, value in strategy_params.items():
+            mlflow.log_param(param, value)
+            
+        for key, value in result_dict.items():
+            mlflow.log_metric(key, value)
+
+    # Plot the results
+    cerebro.plot(style='candlestick')
+
+    return result_dict
+
+
+
+if __name__ == "__main__":
+    symbol = 'BTC/USDT'
+    start_date = '2023-06-20'
+    end_date = '2024-06-20'
+    
+    strategies = [RsiBollingerBandsStrategy, SimpleMovingAverageStrategy, RefinedSMAStrategy]
+    
+    for strategy in strategies:
+        run_backtest(strategy, symbol, start_date, end_date)