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release: v0.9.0

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<p align="center">
<img src="https://raw.githubusercontent.com/Jimmy7892/manifoldbt/master/assets/logo.png" width="110" alt="ManifoldBT logo">
<img src="https://raw.githubusercontent.com/manifoldbt/manifoldbt/master/assets/logo.png" width="110" alt="ManifoldBT logo">
</p>
<p align="center">
@@ -14,7 +14,7 @@
<p align="center">
<a href="https://www.manifoldbt.com">Website</a> &middot;
<a href="https://www.manifoldbt.com/docs/documentation.html">Documentation</a> &middot;
<a href="https://github.com/Jimmy7892/manifoldbt/tree/master/examples">Examples</a>
<a href="https://github.com/manifoldbt/manifoldbt/tree/master/examples">Examples</a>
</p>
---
@@ -109,25 +109,25 @@ manifoldbt ingest --provider binance --symbol BTCUSDT --symbol-id 1 --start ...
| # | Example | What it shows |
|---|---------|---------------|
| 00 | [Template](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/00_template.py) | Minimal starting point |
| 01 | [Trend Following](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/01_trend_following.py) | EMA crossover, volume filter, stop-loss |
| 02 | [Mean Reversion](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/02_mean_reversion.py) | EMA crossover with parameter sweep |
| 03 | [Multi-Asset Momentum](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/03_multi_asset_momentum.py) | Cross-asset signals |
| 04 | [Linear Regression](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/04_linear_regression.py) | Regression-based signal |
| 05 | [Statistical Arbitrage](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/05_stat_arb.py) | Pairs trading, spread z-score |
| 06 | [Full Visualization](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/06_full_visualization.py) | Tearsheet and charts |
| 07 | [Walk-Forward](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/07_walk_forward.py) | Out-of-sample validation |
| 08 | [2D Sweep](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/08_sweep_2d_heatmap.py) | Parameter grid heatmap |
| 09 | [3D Surface](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/09_surface_3d.py) | Parameter surface plot |
| 10 | [Monte Carlo](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/10_monte_carlo.py) | Permutation-based robustness |
| 11 | [Portfolio](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/11_portfolio.py) | Multi-strategy portfolio |
| 12 | [Diagnostics](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/12_diagnostics.py) | Lookahead & exposure safety checks |
| 13 | [Stochastic Simulation](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/13_stochastic_simulation.py) | SDE path simulation (GBM, Heston, …) |
| 14 | [Multi-Timeframe](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/14_multi_timeframe.py) | Combining signals across timeframes |
| 15 | [Cross-Exchange](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/15_cross_exchange.py) | Signal on one venue, execute on another |
| 16 | [Exogenous Data](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/16_hashrate_exogene.py) | External series (e.g. hashrate) as a signal |
| 17 | [Per-Venue Fees](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/17_per_venue_fees.py) | Per-venue funding & borrow costs |
| 18 | [CSV Import](https://github.com/Jimmy7892/manifoldbt/blob/master/examples/18_csv_import.py) | Load OHLCV from CSV (standard / MT4 / MT5) |
| 00 | [Template](https://github.com/manifoldbt/manifoldbt/blob/master/examples/00_template.py) | Minimal starting point |
| 01 | [Trend Following](https://github.com/manifoldbt/manifoldbt/blob/master/examples/01_trend_following.py) | EMA crossover, volume filter, stop-loss |
| 02 | [Mean Reversion](https://github.com/manifoldbt/manifoldbt/blob/master/examples/02_mean_reversion.py) | EMA crossover with parameter sweep |
| 03 | [Multi-Asset Momentum](https://github.com/manifoldbt/manifoldbt/blob/master/examples/03_multi_asset_momentum.py) | Cross-asset signals |
| 04 | [Linear Regression](https://github.com/manifoldbt/manifoldbt/blob/master/examples/04_linear_regression.py) | Regression-based signal |
| 05 | [Statistical Arbitrage](https://github.com/manifoldbt/manifoldbt/blob/master/examples/05_stat_arb.py) | Pairs trading, spread z-score |
| 06 | [Full Visualization](https://github.com/manifoldbt/manifoldbt/blob/master/examples/06_full_visualization.py) | Tearsheet and charts |
| 07 | [Walk-Forward](https://github.com/manifoldbt/manifoldbt/blob/master/examples/07_walk_forward.py) | Out-of-sample validation |
| 08 | [2D Sweep](https://github.com/manifoldbt/manifoldbt/blob/master/examples/08_sweep_2d_heatmap.py) | Parameter grid heatmap |
| 09 | [3D Surface](https://github.com/manifoldbt/manifoldbt/blob/master/examples/09_surface_3d.py) | Parameter surface plot |
| 10 | [Monte Carlo](https://github.com/manifoldbt/manifoldbt/blob/master/examples/10_monte_carlo.py) | Permutation-based robustness |
| 11 | [Portfolio](https://github.com/manifoldbt/manifoldbt/blob/master/examples/11_portfolio.py) | Multi-strategy portfolio |
| 12 | [Diagnostics](https://github.com/manifoldbt/manifoldbt/blob/master/examples/12_diagnostics.py) | Lookahead & exposure safety checks |
| 13 | [Stochastic Simulation](https://github.com/manifoldbt/manifoldbt/blob/master/examples/13_stochastic_simulation.py) | SDE path simulation (GBM, Heston, …) |
| 14 | [Multi-Timeframe](https://github.com/manifoldbt/manifoldbt/blob/master/examples/14_multi_timeframe.py) | Combining signals across timeframes |
| 15 | [Cross-Exchange](https://github.com/manifoldbt/manifoldbt/blob/master/examples/15_cross_exchange.py) | Signal on one venue, execute on another |
| 16 | [Exogenous Data](https://github.com/manifoldbt/manifoldbt/blob/master/examples/16_hashrate_exogene.py) | External series (e.g. hashrate) as a signal |
| 17 | [Per-Venue Fees](https://github.com/manifoldbt/manifoldbt/blob/master/examples/17_per_venue_fees.py) | Per-venue funding & borrow costs |
| 18 | [CSV Import](https://github.com/manifoldbt/manifoldbt/blob/master/examples/18_csv_import.py) | Load OHLCV from CSV (standard / MT4 / MT5) |
## Performance
@@ -164,4 +164,4 @@ Full API reference, indicator list, configuration guide, and best practices:
Apache 2.0 with Commons Clause. The source is available, free to use,
modify and self-host. Reselling the software or offering it as a paid
hosted service is not permitted. See [LICENSE](https://github.com/Jimmy7892/manifoldbt/blob/master/LICENSE) for the full text.
hosted service is not permitted. See [LICENSE](https://github.com/manifoldbt/manifoldbt/blob/master/LICENSE) for the full text.