From 94ffb32f501004792b4e14e209b9609bd442e46c Mon Sep 17 00:00:00 2001 From: Oleg Sheynin Date: Mon, 14 Jul 2025 22:42:08 +0000 Subject: [PATCH] progress --- research/notebooks/pt_sliding.ipynb | 147 +++------------------------- 1 file changed, 11 insertions(+), 136 deletions(-) diff --git a/research/notebooks/pt_sliding.ipynb b/research/notebooks/pt_sliding.ipynb index 8edfef2..f679fc8 100644 --- a/research/notebooks/pt_sliding.ipynb +++ b/research/notebooks/pt_sliding.ipynb @@ -793,6 +793,11 @@ "print(\"\\n\" + \"=\"*80)\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, { "cell_type": "markdown", "metadata": { @@ -808,136 +813,6 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=== SLIDING FIT FIT_MODEL VISUALIZATION ===\n", - "Note: Sliding strategy visualization requires detailed tracking data\n", - "For full sliding window visualization, run the complete sliding analysis\n", - "Using consistent timeline with 391 timestamps\n", - "Timeline range: 2025-06-06 13:30:00 to 2025-06-06 20:00:00\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Strategy-specific visualization\n", - "from matplotlib.pyplot import pink\n", - "\n", - "\n", - "assert pt_bt_config is not None\n", - "assert pair.predicted_df_ is not None\n", - "\n", - "print(\"=== SLIDING FIT FIT_MODEL VISUALIZATION ===\")\n", - "print(\"Note: Sliding strategy visualization requires detailed tracking data\")\n", - "print(\"For full sliding window visualization, run the complete sliding analysis\")\n", - "\n", - "# Create consistent timeline - superset of timestamps from both dataframes\n", - "market_timestamps = set(pair.market_data_['tstamp'])\n", - "predicted_timestamps = set(pair.predicted_df_['tstamp'])\n", - "\n", - "# Create superset of all timestamps\n", - "all_timestamps = sorted(market_timestamps.union(predicted_timestamps))\n", - "\n", - "# Create a unified timeline dataframe for consistent plotting\n", - "timeline_df = pd.DataFrame({'tstamp': all_timestamps})\n", - "\n", - "# Merge with predicted data to get dis-equilibrium values\n", - "timeline_df = timeline_df.merge(pair.predicted_df_[['tstamp', 'disequilibrium', 'scaled_disequilibrium']], \n", - " on='tstamp', how='left')\n", - "\n", - "print(f\"Using consistent timeline with {len(timeline_df)} timestamps\")\n", - "print(f\"Timeline range: {timeline_df['tstamp'].min()} to {timeline_df['tstamp'].max()}\")\n", - "\n", - "fig, axes = plt.subplots(3, 1, figsize=(18, 16))\n", - "\n", - "# 1. Raw dis-equilibrium - using consistent timeline\n", - "axes[0].plot(timeline_df['tstamp'], timeline_df['disequilibrium'],\n", - " color='blue', alpha=0.8, label='Dis-equilibrium', linewidth=1)\n", - "axes[0].axhline(y=pair.training_mu_, color='red', linestyle='--', alpha=0.7, label='Training Mean')\n", - "axes[0].set_title('Testing Period: Raw Dis-equilibrium')\n", - "axes[0].set_ylabel('Dis-equilibrium')\n", - "axes[0].set_xlim(timeline_df['tstamp'].min(), timeline_df['tstamp'].max())\n", - "axes[0].legend()\n", - "axes[0].grid(True)\n", - "\n", - "# 2. Scaled dis-equilibrium with thresholds - using consistent timeline\n", - "axes[1].plot(timeline_df['tstamp'], timeline_df['scaled_disequilibrium'],\n", - " color='green', alpha=0.8, label='Scaled Dis-equilibrium', linewidth=1)\n", - "axes[1].axhline(y=pt_bt_config['dis-equilibrium_open_trshld'], color='purple',\n", - " linestyle=':', alpha=0.7, label=f\"Open Threshold ({pt_bt_config['dis-equilibrium_open_trshld']})\")\n", - "axes[1].axhline(y=-pt_bt_config['dis-equilibrium_open_trshld'], color='purple',\n", - " linestyle=':', alpha=0.7)\n", - "axes[1].axhline(y=pt_bt_config['dis-equilibrium_close_trshld'], color='brown',\n", - " linestyle=':', alpha=0.7, label=f\"Close Threshold ({pt_bt_config['dis-equilibrium_close_trshld']})\")\n", - "axes[1].axhline(y=-pt_bt_config['dis-equilibrium_close_trshld'], color='brown',\n", - " linestyle=':', alpha=0.7)\n", - "axes[1].axhline(y=0, color='black', linestyle='-', alpha=0.5, linewidth=0.5)\n", - "axes[1].set_title('Testing Period: Scaled Dis-equilibrium with Trading Thresholds')\n", - "axes[1].set_ylabel('Scaled Dis-equilibrium')\n", - "axes[1].set_xlim(timeline_df['tstamp'].min(), timeline_df['tstamp'].max())\n", - "axes[1].legend()\n", - "axes[1].grid(True)\n", - "\n", - "# 3. Trading signals if available - using consistent timeline\n", - "if pair_trades is not None and len(pair_trades) > 0:\n", - " # Show trading signals over time\n", - " trade_times = pair_trades['time'].values\n", - " trade_actions = pair_trades['action'].values\n", - " position_statuses = pair_trades['status'].values\n", - " \n", - " for ii, (time, action, status) in enumerate(zip(trade_times, trade_actions, position_statuses)):\n", - " if action == \"BUY\":\n", - " if status == \"OPEN\":\n", - " color='red'\n", - " else:\n", - " color='pink'\n", - " else:\n", - " if status == \"OPEN\":\n", - " color='blue'\n", - " else:\n", - " color='purple'\n", - " axes[2].scatter(time, ii, color=color, alpha=0.8, s=50)\n", - " \n", - " axes[2].set_title('Trading Signal Timeline')\n", - " axes[2].set_ylabel('Signal Index')\n", - "else:\n", - " axes[2].text(0.5, 0.5, 'No Trading Signals Generated', \n", - " transform=axes[2].transAxes, ha='center', va='center', fontsize=16)\n", - " axes[2].set_title('Trading Signals (None Generated)')\n", - "\n", - "# Set consistent x-axis limits for all charts\n", - "axes[2].set_xlim(timeline_df['tstamp'].min(), timeline_df['tstamp'].max())\n", - "axes[2].set_xlabel('Time')\n", - "axes[2].grid(True)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Visualisation-2 (plotly)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, "outputs": [ { "data": { @@ -3406,9 +3281,9 @@ }, "text/html": [ "
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