diff --git a/.github/workflows/convert-notebooks.yml b/.github/workflows/convert-notebooks.yml new file mode 100644 index 0000000..bd10502 --- /dev/null +++ b/.github/workflows/convert-notebooks.yml @@ -0,0 +1,57 @@ +name: Convert Notebooks to HTML + +on: + workflow_dispatch: # Manual trigger only + +permissions: + contents: write # Required to commit and push changes + actions: read # Default safe read access + pages: write + id-token: write + +jobs: + convert: + runs-on: ubuntu-latest + + steps: + - name: Checkout repository + uses: actions/checkout@v4 + with: + persist-credentials: true # Needed for pushing commits + + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: '3.x' + + - name: Install Jupyter + run: | + python -m pip install --upgrade pip + pip install jupyter + + - name: Convert large notebooks to HTML + run: | + mkdir -p docs + # Find notebooks larger than 20KB (20 * 1024 bytes) + find notebooks -type f -name "*.ipynb" -size +20k | while read nb; do + echo "Converting $nb ..." + jupyter nbconvert "$nb" --to html --output-dir docs + done + + - name: List generated files + run: ls -lh docs + + - name: Commit and push changes + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + run: | + git config user.name "github-actions[bot]" + git config user.email "github-actions[bot]@users.noreply.github.com" + # Add and commit only if there are changes + git add docs/ + if git diff --cached --quiet; then + echo "No changes to commit." + else + git commit -m "Automated: Convert Jupyter notebooks to HTML" + git push origin HEAD:${{ github.ref }} + fi \ No newline at end of file diff --git a/README.md b/README.md index f99bd92..18d8401 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,48 @@ -# Google-Colab-Notebooks -Collection of Jupyter Notebooks from Google Colab +

Welcome to Google-Colab-Notebooks 👋

+

+ Version + + Documentation + + + License: MIT + + + Twitter: ShortThirdMan93 + +

+ +> Collection of Jupyter Notebooks from Google Colab + +### 🏠 [Homepage](https://github.com/shortthirdman-org/Google-Colab-Notebooks) + +### ✨ [Demo](https://github.com/shortthirdman-org/Google-Colab-Notebooks) + +## Author + +👤 **Swetank Mohanty** + +* Website: https://shortthirdman.medium.com/ +* Twitter: [@ShortThirdMan93](https://twitter.com/ShortThirdMan93) +* Github: [@shortthirdman](https://github.com/shortthirdman) +* LinkedIn: [@shortthirdman](https://linkedin.com/in/shortthirdman) + +## 🤝 Contributing + +Contributions, issues and feature requests are welcome!
Feel free to check [issues page](https://github.com/shortthirdman-org/Google-Colab-Notebooks/issues). + +## Show your support + +Give a ⭐️ if this project helped you! + + + + + +## 📝 License + +Copyright © 2025 [Swetank Mohanty](https://github.com/shortthirdman).
+This project is [MIT](LICENSE) licensed. + +*** +_This README was generated with ❤️ by [readme-md-generator](https://github.com/kefranabg/readme-md-generator)_ \ No newline at end of file diff --git a/notebooks/Anchoring_VWAP.ipynb b/notebooks/Anchoring_VWAP.ipynb new file mode 100644 index 0000000..c0a24c0 --- /dev/null +++ b/notebooks/Anchoring_VWAP.ipynb @@ -0,0 +1,280 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "### [Anchoring VWAP Like Institutions](https://medium.com/@crisvelasquez/anchoring-vwap-like-institutions-bab2f015dd55)\n", + "\n", + "> Build the most-used trading indicator by institutional traders across time frames, with volume and volatility overlays.\n", + "\n", + "**_Anchored VWAP_** is a key reference point for institutions to measure where fair value sits, at least from a trading perspective.\n", + "\n", + "This indicator locks in the true average price, weighted by volume, starting from any event or the session open.\n", + "\n", + "Large traders use anchored VWAP to see where money has actually changed hands since an event, a gap, or a trend reversal.\n", + "\n", + "Anchor VWAP gives signs of regime change, supply and demand, and crowd positioning.\n", + "\n", + "Most price tools only track momentum or moving averages. Anchored VWAP shows where the bulk of capital is committed.\n", + "\n", + "Anchored VWAP tracks the true average price paid, weighted by volume, since a specific starting point." + ], + "metadata": { + "id": "w1JmbTyDXug3" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "58T8qGioUaWR" + }, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "source": [ + "!pip install -qU yfinance" + ], + "metadata": { + "id": "t7JrP8VLZ3_k" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import yfinance as yf\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.dates as mdates\n", + "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "\n", + "# ── adjustable settings\n", + "TICKER = \"TSLA\"\n", + "TIMEFRAMES = [\n", + " (\"2y\", \"1d\"),\n", + " (\"1y\", \"1h\"),\n", + " (\"60d\", \"15m\"),\n", + " (\"1mo\", \"5m\")\n", + "]\n", + "\n", + "SCALE_FACTOR = 0.5 # scales volume bar height; ↑ = taller bars, ↓ = shorter bars\n", + "ALPHA_VOL = 0.6 # volume bar opacity; ↑ = more opaque, ↓ = more transparent\n", + "ATR_LEN = 14 # ATR lookback length; ↑ = smoother ATR, ↓ = more sensitive ATR\n", + "RVOL_LEN = 30 # rolling window for avg volume; ↑ = slower baseline, ↓ = faster baseline\n", + "RVOL_THR = 2 # relative-volume flag threshold; ↑ = fewer bars flagged, ↓ = more flagged\n", + "HIST_BINS = 50 # number of bins in price histogram; ↑ = finer resolution, ↓ = coarser\n", + "\n", + "EXTRA_RIGHT = 0.10 # % of total time span added as blank room on right; ↑ = more blank space, ↓ = less\n", + "PAD_RIGHT = 0.65 # fraction of axes width between price plot & histogram; ↑ = wider gap, ↓ = narrower\n", + "\n", + "# Anchor VWAP here. Use None to anchor at dataset start.\n", + "ANCHOR_DATE = None # e.g. \"2023-01-15\"; set a date for custom VWAP start, None defaults to first timestamp" + ], + "metadata": { + "id": "kBhWAWF6Z1Ql" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# ---------- helpers\n", + "def download_ohlc(ticker: str, period: str, interval: str) -> pd.DataFrame:\n", + " df = yf.download(\n", + " ticker, period=period, interval=interval,\n", + " auto_adjust=True, progress=False\n", + " )\n", + " if isinstance(df.columns, pd.MultiIndex):\n", + " df.columns = df.columns.get_level_values(0)\n", + " df.columns = df.columns.map(str.title)\n", + " return df.dropna(subset=[\"Open\", \"High\", \"Low\", \"Close\"])\n", + "\n", + "def anchored_vwap(df: pd.DataFrame, anchor_ts: pd.Timestamp) -> pd.Series:\n", + " tp = (df[\"High\"] + df[\"Low\"] + df[\"Close\"]) / 3\n", + " mask = df.index >= anchor_ts\n", + " cum_pv = (tp * df[\"Volume\"]).where(mask).cumsum()\n", + " cum_v = df[\"Volume\"].where(mask).cumsum()\n", + " return cum_pv / cum_v\n", + "\n", + "def atr(high, low, close, length: int = 14) -> pd.Series:\n", + " tr = pd.concat([\n", + " high - low,\n", + " (high - close.shift()).abs(),\n", + " (low - close.shift()).abs()\n", + " ], axis=1).max(axis=1)\n", + " return tr.rolling(length).mean()" + ], + "metadata": { + "id": "TWlkogiRbGaY" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# ---------- panel plot\n", + "def plot_panel(ax_p, df: pd.DataFrame, title_suffix: str = \"\", anchor_date: str = None):\n", + " # determine anchor timestamp\n", + " tz = df.index.tz\n", + " if anchor_date:\n", + " anchor_ts = pd.to_datetime(anchor_date)\n", + " if tz:\n", + " anchor_ts = anchor_ts.tz_localize(tz)\n", + " else:\n", + " anchor_ts = df.index[0]\n", + "\n", + " # clamp to data range\n", + " if anchor_ts < df.index[0] or anchor_ts > df.index[-1]:\n", + " anchor_ts = df.index[0]\n", + "\n", + " anchor_label = anchor_ts.strftime(\"%Y-%m-%d\")\n", + "\n", + " # compute indicators\n", + " df[\"AVWAP\"] = anchored_vwap(df, anchor_ts)\n", + " df[\"ATR\"] = atr(df[\"High\"], df[\"Low\"], df[\"Close\"], ATR_LEN)\n", + " df[\"RVOL\"] = df[\"Volume\"] / df[\"Volume\"].rolling(RVOL_LEN).mean()\n", + "\n", + " # blank space on the right\n", + " span = df.index[-1] - df.index[0]\n", + " ax_p.set_xlim(df.index[0], df.index[-1] + span * EXTRA_RIGHT)\n", + "\n", + " # main price series\n", + " ax_p.plot(df.index, df[\"Close\"], lw=1.1, label=\"Close\")\n", + " ax_p.plot(df.index, df[\"AVWAP\"], lw=1.3, label=f\"AnchVWAP ({anchor_label})\")\n", + " ax_p.plot(\n", + " df.index, df[\"AVWAP\"] + df[\"ATR\"],\n", + " ls=\"--\", lw=0.8, color=\"gray\", alpha=0.8, label=\"+1 ATR\"\n", + " )\n", + " ax_p.plot(\n", + " df.index, df[\"AVWAP\"] - df[\"ATR\"],\n", + " ls=\"--\", lw=0.8, color=\"gray\", alpha=0.8, label=\"-1 ATR\"\n", + " )\n", + " ax_p.set_ylabel(\"Price\")\n", + " ax_p.legend(loc=\"upper left\", fontsize=\"small\")\n", + "\n", + " # volume bars\n", + " ax_v = ax_p.twinx()\n", + " delta_days = df.index.to_series().diff().median() / pd.Timedelta(days=1)\n", + " bar_w = delta_days * 0.8\n", + " up = df[\"Close\"] >= df[\"Open\"]\n", + " down = ~up\n", + " vol = df[\"Volume\"] * SCALE_FACTOR\n", + "\n", + " ax_v.bar(\n", + " df.index[up & (df[\"RVOL\"] < RVOL_THR)],\n", + " vol[up & (df[\"RVOL\"] < RVOL_THR)],\n", + " width=bar_w, color=\"g\", alpha=ALPHA_VOL\n", + " )\n", + " ax_v.bar(\n", + " df.index[down & (df[\"RVOL\"] < RVOL_THR)],\n", + " vol[down & (df[\"RVOL\"] < RVOL_THR)],\n", + " width=bar_w, color=\"r\", alpha=ALPHA_VOL\n", + " )\n", + " ax_v.bar(\n", + " df.index[up & (df[\"RVOL\"] >= RVOL_THR)],\n", + " vol[up & (df[\"RVOL\"] >= RVOL_THR)],\n", + " width=bar_w, color=\"lime\", alpha=ALPHA_VOL\n", + " )\n", + " ax_v.bar(\n", + " df.index[down & (df[\"RVOL\"] >= RVOL_THR)],\n", + " vol[down & (df[\"RVOL\"] >= RVOL_THR)],\n", + " width=bar_w, color=\"orange\", alpha=ALPHA_VOL\n", + " )\n", + " ax_v.set_ylabel(\"Vol (scaled)\")\n", + "\n", + " # histogram with bigger pad\n", + " divider = make_axes_locatable(ax_p)\n", + " ax_h = divider.append_axes(\"right\", size=\"9%\", pad=PAD_RIGHT, sharey=ax_p)\n", + " counts, edges = np.histogram(df[\"Close\"], bins=HIST_BINS)\n", + " centers = (edges[:-1] + edges[1:]) / 2\n", + " ax_h.barh(centers, counts, color=\"cyan\", alpha=0.6)\n", + " ax_h.invert_xaxis()\n", + " ax_h.xaxis.set_ticks_position(\"top\")\n", + " ax_h.xaxis.set_label_position(\"top\")\n", + " ax_h.tick_params(axis=\"x\", colors=\"w\", bottom=False, labelbottom=False)\n", + " ax_h.set_xlabel(\"Freq\")\n", + " ax_h.yaxis.set_visible(False)\n", + " ax_h.set_facecolor(\"black\")\n", + "\n", + " # datetime axis\n", + " loc = mdates.AutoDateLocator()\n", + " fmt = mdates.ConciseDateFormatter(loc)\n", + " ax_p.xaxis.set_major_locator(loc)\n", + " ax_p.xaxis.set_major_formatter(fmt)\n", + " plt.setp(ax_p.get_xticklabels(), rotation=45, ha=\"right\")\n", + "\n", + " ax_p.set_title(title_suffix, fontsize=\"medium\")" + ], + "metadata": { + "id": "ooSVyStgbWKL" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# ---------- build dashboard\n", + "plt.style.use(\"dark_background\")\n", + "fig, axes = plt.subplot_mosaic(\"AB\\nCD\", figsize=(18, 10))\n", + "\n", + "for ax, (period, interval) in zip(axes.values(), TIMEFRAMES):\n", + " data = download_ohlc(TICKER, period, interval)\n", + " plot_panel(\n", + " ax, data,\n", + " title_suffix=f\"{TICKER} — {period} @ {interval}\",\n", + " anchor_date=ANCHOR_DATE\n", + " )\n", + "\n", + "fig.suptitle(f\"{TICKER} multi-time-frame VWAP dashboard\", fontsize=14)\n", + "plt.tight_layout(rect=[0, 0, 1, 0.96])\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 775 + }, + "id": "fradArT4bpqH", + "outputId": "bc5b84a1-608e-469a-e0bd-174b38ed104e" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/notebooks/Bayesian_Opt_Trading_Strategy.ipynb b/notebooks/Bayesian_Opt_Trading_Strategy.ipynb new file mode 100644 index 0000000..a896e28 --- /dev/null +++ b/notebooks/Bayesian_Opt_Trading_Strategy.ipynb @@ -0,0 +1,75 @@ +{ + "metadata": { + "kernelspec": { + "name": "python", + "display_name": "Python (Pyodide)", + "language": "python" + }, + "language_info": { + "codemirror_mode": { + "name": "python", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8" + } + }, + "nbformat_minor": 4, + "nbformat": 4, + "cells": [ + { + "cell_type": "markdown", + "source": "### [Bayesian Optimization to Optimize a Trading Strategy on the Top 10 Most Active Stocks](https://wire.insiderfinance.io/i-used-bayesian-optimization-to-optimize-a-trading-strategy-on-the-top-10-most-active-stocks-97345ff731ed)", + "metadata": {} + }, + { + "cell_type": "code", + "source": "import yfinance as yf\nimport pandas as pd\nimport matplotlib.pyplot as plt\nfrom bayes_opt import BayesianOptimization\nimport time\nimport numpy as np\nimport calendar\n\nplt.style.use(\"dark_background\")\n\ntickers = [\"LCID\", \"NVDA\", \"INTC\", \"F\", \"TSLA\", \"HOOD\", \"WULF\", \"CIFR\", \"SOFI\", \"IREN\"]\nstart_date = \"2020-01-01\"\nend_date = \"2025-06-30\"\ntrain_cutoff_date = \"2023-12-31\"\ninitial_capital = 10\n\nresults = []", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "cell_type": "code", + "source": "def backtest_strategy_double_ma(data, short_window, long_window, initial_capital):\n df = data.copy()\n df['SMA_Short'] = df['Close'].rolling(window=short_window).mean()\n df['SMA_Long'] = df['Close'].rolling(window=long_window).mean()\n df['Signal'] = 0\n df.loc[df['SMA_Short'] > df['SMA_Long'], 'Signal'] = 1\n df['Position'] = df['Signal'].shift(1)\n df['Return'] = df['Close'].pct_change()\n df['Strategy_Return'] = df['Position'] * df['Return']\n df['Equity_Curve'] = (1 + df['Strategy_Return']).cumprod() * initial_capital\n final_value = df['Equity_Curve'].iloc[-1]\n num_trades = df['Position'].diff().abs().sum()\n return final_value, num_trades, df", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "cell_type": "code", + "source": "for symbol in tickers:\n print(f\"Running for {symbol}...\")\n df = yf.download(symbol, start=start_date, end=end_date)[['Close']]\n\n df_train = df.loc[start_date:train_cutoff_date].copy()\n df_test = df.loc[train_cutoff_date:end_date].copy()\n\n def backtest_bo(short_window, long_window):\n short_window = int(round(short_window))\n long_window = int(round(long_window))\n if short_window >= long_window:\n return -1e10\n final_value, _, _ = backtest_strategy_double_ma(df_train, short_window, long_window, initial_capital)\n return final_value\n\n pbounds = {'short_window': (5, 50), 'long_window': (55, 200)}\n optimizer = BayesianOptimization(f=backtest_bo, pbounds=pbounds, random_state=42, verbose=0)\n optimizer.maximize(init_points=5, n_iter=45)\n\n best_params = optimizer.max['params']\n best_short_window = int(round(best_params['short_window']))\n best_long_window = int(round(best_params['long_window']))\n\n _, _, df_test_result = backtest_strategy_double_ma(df_test, best_short_window, best_long_window, initial_capital)\n df_test_result['Buy & Hold'] = (1 + df_test_result['Return']).cumprod() * initial_capital\n\n final_strategy_value = df_test_result['Equity Curve'].iloc[-1]\n final_bh_value = df_test_result['Buy & Hold'].iloc[-1]\n strategy_return_pct = ((final_strategy_value / initial_capital) - 1) * 100\n bh_return_pct = ((final_bh_value / initial_capital) - 1) * 100\n num_trades = df_test_result['Position'].diff().abs().sum()\n\n results.append({\n \"Symbol\": symbol,\n \"Short Window\": best_short_window,\n \"Long Window\": best_long_window,\n \"Strategy Final Value\": final_strategy_value,\n \"Buy & Hold Final Value\": final_bh_value,\n \"Strategy Return (%)\": strategy_return_pct,\n \"Buy & Hold Return (%)\": bh_return_pct,\n \"Trades\": int(num_trades)\n })\n \n # Print the results for the current symbol\n print(f\"{symbol} - Best Short Window: {best_short_window}, Best Long Window: {best_long_window}\")\n print(f\"{symbol} - Strategy Final Value: ${final_strategy_value:.2f}, Buy & Hold Final Value: ${final_bh_value:.2f}\")\n print(f\"{symbol} - Strategy Return: {strategy_return_pct:.2f}%, Buy & Hold Return: {bh_return_pct:.2f}%\")\n print(f\"{symbol} - Number of Trades: {int(num_trades)}\\n\")\n\n # Plot equity curve comparison\n plt.figure(figsize=(12, 6))\n plt.plot(df_test_result['Equity Curve'], label='Strategy', color='green')\n plt.plot(df_test_result['Buy & Hold'], label='Buy & Hold', linestyle='--', color='orange')\n plt.title(f\"{symbol} - Out-of-Sample Equity Curve\")\n plt.xlabel(\"Date\")\n plt.ylabel(\"Portfolio Value (USD)\")\n plt.legend()\n plt.grid(True, color='gray', linestyle='--', linewidth=0.5)\n plt.tight_layout()\n plt.savefig(f\"{symbol}_equity_curve.png\", dpi=300)\n plt.show()", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "cell_type": "code", + "source": "results_df = pd.DataFrame(results)\nresults_df = results_df.set_index(\"Symbol\")\nresults_df = results_df.sort_values(\"Strategy Return (%)\", ascending=False)\nresults_df.to_csv(\"multi_ticker_strategy_comparison.csv\")\nresults_df", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "cell_type": "code", + "source": "plt.figure(figsize=(12, 6))\nx = np.arange(len(results_df))\nwidth = 0.35\n\nbars1 = plt.bar(x - width/2, results_df[\"Strategy Return (%)\"], width, label=\"Strategy\", color='red')\nbars2 = plt.bar(x + width/2, results_df[\"Buy & Hold Return (%)\"], width, label=\"Buy & Hold\", color='green')\n\nfor bars in [bars1, bars2]:\n for bar in bars:\n height = bar.get_height()\n plt.text(bar.get_x() + bar.get_width()/2, height + np.sign(height)*2, f\"{height:.1f}%\", \n ha='center', va='bottom' if height >= 0 else 'top', fontsize=12)\n\nplt.xticks(x, results_df.index, rotation=45)\nplt.ylabel(\"Return (%)\")\nplt.title(\"Strategy vs Buy & Hold Performance (Test Set)\")\nplt.legend()\nplt.grid(True, linestyle='--', alpha=0.5)\nplt.tight_layout()\nplt.savefig(\"comparison_bar_chart.png\", dpi=300)\nplt.show()", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + } + ] +} \ No newline at end of file diff --git a/notebooks/CNN_Fear_Greed_Index.ipynb b/notebooks/CNN_Fear_Greed_Index.ipynb new file mode 100644 index 0000000..b1cf54a --- /dev/null +++ b/notebooks/CNN_Fear_Greed_Index.ipynb @@ -0,0 +1,3209 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "#### [What the Fear & Greed Index Tells Us About Market Returns](https://medium.datadriveninvestor.com/what-the-fear-greed-index-tells-us-about-market-returns-8d75d5afebb0)\n", + "\n", + "[CNN's Fear & Greed Index](https://www.cnn.com/markets/fear-and-greed) — a tool that measures market sentiment on a scale from `0` (extreme fear) to `100` (extreme greed)." + ], + "metadata": { + "id": "v0UVQGFva6DM" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "BtYGi_KxawKA" + }, + "outputs": [], + "source": [ + "# for data wrangling\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import datetime\n", + "\n", + "# for plotting and visualizations\n", + "import plotly.express as px\n", + "from matplotlib import rcParams\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "sns.set_theme() # to make the seaborn plots nicer\n", + "\n", + "# for coloring heatmap\n", + "from matplotlib.colors import LinearSegmentedColormap\n", + "from matplotlib.colors import TwoSlopeNorm\n", + "\n", + "# For parsing data from financialmodelingprep api\n", + "import os\n", + "import requests, csv, json, urllib\n", + "from urllib.request import urlopen\n", + "import json\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "source": [ + "def get_jsonparsed_data(url):\n", + " response = urlopen(url)\n", + " data = response.read().decode(\"utf-8\")\n", + " return json.loads(data)" + ], + "metadata": { + "id": "doDoRoW5bu33" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Financial Modeling Prep API url to obtain market returns data\n", + "fmp_base_url = \"https://financialmodelingprep.com/api/v3/\"\n", + "\n", + "# CNN url for obtaining newer fear greed index data\n", + "cnn_base_url = \"https://production.dataviz.cnn.io/index/fearandgreed/graphdata/\"\n", + "\n", + "# for obtaining older fear greed index data\n", + "# credits to Part Time Larry: https://github.com/hackingthemarkets\n", + "old_fear_greed_csv_url = 'https://raw.githubusercontent.com/hackingthemarkets/sentiment-fear-and-greed/refs/heads/master/datasets/fear-greed.csv'" + ], + "metadata": { + "id": "PRuGQ_hbb0Xn" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df_index_old = pd.read_csv(old_fear_greed_csv_url)\n", + "df_index_old.to_csv('old_fear_greed.csv')\n", + "df_index_old = pd.read_csv('old_fear_greed.csv')\n", + "df_index_old = df_index_old[['Date', 'Fear Greed']]\n", + "df_index_old" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "bins = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]\n", + "labels = ['0-10', '11-20', '21-30', '31-40', '41-50', '51-60', '61-70', '71-80', '81-90', '91-100']\n", + "df_index['fear_greed_bins'] = pd.cut(df_index['Fear Greed'], bins, labels=labels, include_lowest = True)" + ], + "metadata": { + "id": "OYXWAYC-czoU" + }, + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from google.colab import userdata\n", + "os.environ['FMP_API_KEY'] = userdata.get('FMP_API_KEY')\n", + "\n", + "apiKey = os.environ['FMP_API_KEY']" + ], + "metadata": { + "id": "C68kqcT7c4jy" + }, + "execution_count": 10, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "ticker = \"SPY\"\n", + "earliest_date = df_index.index[0] # we extract data from the earliest date in our fear greed index data\n", + "earliest_date_string = earliest_date.strftime('%Y-%m-%d')\n", + "url = f\"{fmp_base_url}historical-price-full/{ticker}?from={earliest_date_string}&apikey={apiKey}\"\n", + "df_prices = pd.DataFrame(get_jsonparsed_data(url)['historical'])\n", + "df_prices['date'] = pd.to_datetime(df_prices['date']) # parse dates and set as index\n", + "df_prices = df_prices.set_index('date')\n", + "df_prices.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 344 + }, + "id": "CafWgjS1dZdF", + "outputId": "a1dc53cc-7f79-48bf-a04b-68c78087c216" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " open high low close adjClose volume \\\n", + "date \n", + "2025-09-24 664.51 664.61 659.67 661.10 661.10 68015100 \n", + "2025-09-23 666.72 667.34 661.98 663.21 663.21 81708900 \n", + "2025-09-22 662.20 667.29 662.17 666.84 666.84 69452201 \n", + "2025-09-19 662.33 664.55 660.37 663.70 663.70 97945620 \n", + "2025-09-18 661.89 664.89 660.27 662.26 660.43 90459242 \n", + "\n", + " unadjustedVolume change changePercent vwap label \\\n", + "date \n", + "2025-09-24 68015100 -3.41 -0.513160 662.47 September 24, 25 \n", + "2025-09-23 81708900 -3.51 -0.526460 664.81 September 23, 25 \n", + "2025-09-22 69452201 4.64 0.700690 664.63 September 22, 25 \n", + "2025-09-19 97945620 1.37 0.206850 662.74 September 19, 25 \n", + "2025-09-18 90459242 0.37 0.055901 662.33 September 18, 25 \n", + "\n", + " changeOverTime \n", + "date \n", + "2025-09-24 -0.005132 \n", + "2025-09-23 -0.005265 \n", + "2025-09-22 0.007007 \n", + "2025-09-19 0.002069 \n", + "2025-09-18 0.000559 " + ], + "text/html": [ + "\n", + "
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df_prices['adjClose'])/df_prices['adjClose'] * 100 # in percent\n", + "\n", + "df_prices[return_cols]" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 666 + }, + "id": "tq3CoVUQdmbG", + "outputId": "f09c8785-3041-4965-9412-558acf9356b6" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " 1_day_returns (%) 1_week_returns (%) 1_month_returns (%) \\\n", + "date \n", + "2025-09-24 NaN NaN NaN \n", + "2025-09-23 -0.318150 NaN NaN \n", + "2025-09-22 -0.544358 NaN NaN \n", + "2025-09-19 0.473105 NaN NaN \n", + "2025-09-18 0.495132 NaN NaN \n", + "... ... ... ... \n", + "2011-01-07 -0.123014 1.701691 4.274731 \n", + "2011-01-06 -0.194393 0.767342 3.591160 \n", + "2011-01-05 -0.194016 0.735219 2.757071 \n", + "2011-01-04 0.513189 0.348968 2.986760 \n", + "2011-01-03 -0.051293 -0.051293 2.708248 \n", + "\n", + " 3_month_returns (%) 6_month_returns (%) 1_year_returns (%) \\\n", + "date \n", + "2025-09-24 NaN NaN NaN \n", + "2025-09-23 NaN NaN NaN \n", + "2025-09-22 NaN NaN NaN \n", + "2025-09-19 NaN NaN NaN \n", + "2025-09-18 NaN NaN NaN \n", + "... ... ... ... \n", + "2011-01-07 4.951307 4.766786 2.808816 \n", + "2011-01-06 5.115613 6.486597 2.353182 \n", + "2011-01-05 5.177167 7.035638 2.420096 \n", + "2011-01-04 5.378220 6.486708 2.668583 \n", + "2011-01-03 5.344686 6.298728 2.462043 \n", + "\n", + " 3_year_returns (%) \n", + "date \n", + "2025-09-24 NaN \n", + "2025-09-23 NaN \n", + "2025-09-22 NaN \n", + "2025-09-19 NaN \n", + "2025-09-18 NaN \n", + "... ... \n", + "2011-01-07 54.197847 \n", + "2011-01-06 53.478617 \n", + "2011-01-05 53.088941 \n", + "2011-01-04 53.833522 \n", + "2011-01-03 52.821092 \n", + "\n", + "[3704 rows x 7 columns]" + ], + "text/html": [ + "\n", + "
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Fear Greedfear_greed_bins1_day_returns (%)1_week_returns (%)1_month_returns (%)3_month_returns (%)6_month_returns (%)1_year_returns (%)3_year_returns (%)
Date
2011-01-0368.061-70-0.051293-0.0512932.7082485.3446866.2987282.46204352.821092
2011-01-0468.061-700.5131890.3489682.9867605.3782206.4867082.66858353.833522
2011-01-0567.061-70-0.1940160.7352192.7570715.1771677.0356382.42009653.088941
2011-01-0664.061-70-0.1943930.7673423.5911605.1156136.4865972.35318253.478617
2011-01-0763.061-70-0.1230141.7016914.2747314.9513074.7667862.80881654.197847
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\n" 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0t7ejqqoKtbW1UCgUuPnmm3HnnXciISEhGK8l6AJdU/zZmW488dYZn5//068sRkGGXsSIQkuwm2E//g5cLcfAsBxkhcuhmHcFGC4yW9UZHSZU9leDZVjMSSqDRq4OdUiic1ut6P3PMzAeOQS43ZCnpSH5C7cgZu68UIdGAuzknrdQc/ijCcdXX3MHMmfNDUFEhJBINJOaYq9miteuXYvc3Fzcd999uPzyy6dNcgcHB/H+++/j5ZdfxksvvYRjx455FQwZr7p58hni6WxakRtZCTHvhuXdP4Lvbz73NQDHkW3g+5qgvvy7IY0tEPZ3HsJLta/DJbgBAApOgdvLbsG85PIQRyau7iefgPnE8bGvnd3d6Hr0IeT87JdQZmaGMDISSLzbjYZT+zyeqzuxm5JiQkhIeJUU//3vf8dFF13k9aAJCQm45ZZbcMstt2DPnj0+BxftdBrFjB6/dmEmYmOUWDArCVkpkVVL7Go+NpYQjzvechzu/mZwSXlBjylQ+q2DeKF2G3iBHzvmcDvwrzMv4DerfgK1LDJmjJ0DAzCfPDHhuOBywbDrE6R86cvBD4oEhctph9Nu9XjOYjIEORpCCDnHq6R4JgmxmM+NdqvnpuP9Q63e1wYzwFUrciVfk+nubYDtwAvgB1oBhoUsfzEYxeSJoLu/JaKS4uO9p8YlxKMcbgdO91djadrCEEQlPtfwEDBJ9ZZryPe7JCT8KVQa6BPTMDLQPeFcUkZ+CCIihBARW7L19PTg1KlT6OrqEmvIqJeWoME3rq1AbMznM8Yp8ZMnhzuPduDXzxxBZ3/g6pwDzfbZS7C88f/A99QDLgfgtMF1di9cDYcnfQ6rTwlihIHn9pAQe3NOapSZWWBVKo/nVLNmBTkaEmxzV18Nhhn/EaRQaVG6ZEOIIiKERDu/N+/o7e3F//7v/+Lw4XNJC8MwmDdvHv70pz8hKytLlCDDVaAX2o19H55Ha48JKgWH1HgNHnrtFE42DEz5nP+5shSr50prW2hXZzWs7/x+8gcoYwD7+N7LbHI+tNf/IsCRBVe3uQf/7+CfJxyXMRx+veon0CkipzRm8P330P/KS+OOyVPTkPOTn4Oj7jURr7+zCXXHd8M8MoCE1BwUL7oU2tjEUIdFCIkgM1lo53dS/M1vfhMKhQL33nsvUlJS0NDQgAceeAA6nQ7PPPOMP0OHvWAlxaN4XsDhml6crO9DTcswhs2OSR+rVHD4y92rptwJL9zY9j4D55mdk56Xl6+HYBqAq/UkwLKQ5S8Bm5AFd3slwLCQFy6DrHj1hNknKXq/eSfeatwx9jXLsLil+EaszFgCi9OCwz0nMOIwYlZcPkriZ0u6ZMZ04jgMuz+F22SCpqwM8esuA6fThTosQgghEUD07hMA8MQTT+CrX/0q5PLx7a8qKyvx+OOPj80Kl5aW4qabbsJf/vKXGYRMpsMLAh7edhon6vu9erzd4UZN6xAWzE4OcGTBw6UXQ16wBALvAsDC+sGDcBx6Zey8u6MKsq5aqC+9M3RBiuTyvLWYl1yOE31V4BgWC1PmIlGdgCZDKx45+SSsrs8XKVUkluKuOV8Bx0pz44OY+QsQM39BqMMghBAS5byeUnvvvfdw5ZVX4qOPxveVLC8vx9atW9HV1QWXy4WzZ8/itddeQ1lZmejBRrOTdf1eJ8SjlHJpJUmygiWTnmPiMiHLO5c4MawM7q4auFtPTnicq24f3ANtAYsxmNK0qdiYtxYbci9BovpcG8Tnal4ZlxADQOVANQ50TV5zTYgUDHS1YP87T2PHM7/DZ9ufwVBfR6hDIoREGa+T4m3btuFrX/safvazn+H2229HXV0dAOCXv/wlenp6cOmll2LOnDm45pprwLIsfvOb3wQs6GhU1Tw4o8cn6pUoyZHWttuyjFIo5m+acJzLmQfNNfeDYc/d2OAthnMlFJNwd58NWIyh1GvpQ5e5x+O5k31VQY6GEPH0tJ7Fzpf+hrazx2Ho70RLzRF8/PxfMNDVHOrQCCFRxOvyCYZhcPPNN2PTpk34+9//jhtvvBE33XQTvvvd7+L5559HV1cX+vr6kJiYiExqui8aQRBQ3TKEvmHPPT0BYN3CTOw51QWH61xnggS9EvfcMBcsK706U+XSzZAXrYar7RQEpx2C2wVGrgQcNvAuB2y7n4a7vQrntu/wjNHGBS3eYOKYyWf+pVo6QQgAVO7fDp53jzvmdjtRdWAHLr7hGyGKihASbWa8Ckun0+EnP/kJvvjFL+K3v/0tLrvsMtxzzz3YsmUL0tOl1e0g3I1YHPjrSyfQ0mOa9DGpCRp8aUMRrr+4EDWtQ1AqOJTkxIFjpbvYjI1Lh9B4BI4j28aOOQ69AkYTB8EyPOVzGV0yZDmRuUVwojoB+fpcNI20TDi3OHV+8AMiRCQD3c2THJ/4u04IIYHic+Y0a9YsPPnkk/jNb36D//znP7j66quxb5/nbTvJzNgcLry1rwn3Pbp/yoQ4M1mL79w4BwzDQKOSYWFRMsrzEiSdEAs8D9uef8Fx5LWJ56ZJiLm0Imiu/N+xMotI9JWyLyBJ9fk26wwYXJy5AotSIvNCwG00wnjkMCzVZyDwkdOjmYyn1SV4PK7RS6sEjBAibV63ZDObzfjDH/6AnTt3wmazYe7cufjxj3+MWbNmwel04umnn8Zjjz2GpUuX4oEHHkBOTk6gYw+5QLRkc7l5/O65Y2jsHJn0MYl6Fe65YQ5y0yKvbZX94MtwnNw+o+fIStZAueg6sNrI+wBtMrTA5DQjX5+LGIUWAFA31IjdHfvh5t1Yk7UKxQmRudHF4PvvYeD11yC4XAAAeXIyMu75HpRUniVZdSf2oP7EblhNBiRlFKB85RVITMvF2eO7cPyTiRfCSzd+GfllS0MQKSEkUgSkT/F9992HAwcO4Ac/+AH0ej2efvppdHZ2YseOHVAozu241tvbiz//+c/YsWMHtmzZgvvuu8/3VyEBgUiKD1X34LE3p140lRKvxu++vkLU7xsOBJcDpme/AzhtM3qeasO3Ic9fFKCoQmPQNoTHT/0b7aZOAICMleHKvPUYthuwu+PA2ONYhsVtZTdHXPmEtb4Obb/7/yYcV2RkIO9XtIhXis4cfB+n97077hgnkyMlpxjGoR4ADOyWETjtNqi0emTklyM+LQep2bOhi4+sXSsJIcETkD7Fu3btwre//W1cf/31AIDCwkJs3LgR9fX1Y+3XUlJS8Pvf/x5btmzB//f/TfxAI9ObaoZ41KLic72HrXYXPjrajtMNA1ApOayek46lpamBDjFgBJtx6oSYYYELtjnm0oshy428Hrf/qnpxLCEGABfvGreZxyhe4PFCzTZUJJZCJVMGM8SAGjnguRTL0dkJW3MzVHl5wQ0owFxON2pOdaO1cRAKpQwlc9OQlRc5dz7cLidqjkzcmMftcqKrsXLcsZKll6G56iAaKw8AlQcAMJi94GIsvPTGIEVLCIlWXifFMTExaG9vH/u6o6MDDMNA52Hnqblz5+Kll16acJxML1GvmvK8SsFh0/I8OF1u/OH542jpMY6dq2wcRFuvCTeuKQx0mAHh7m0GGAbwePOCAZtZDkatA9/fAoblIJ+9CvKyS8FIuIbak37rABoMTV4/3ua24exQPeYmlwcwquDiHZPv1sg77EGMJPDcbh5vv3QK3e2fXxDXnenFiksLMH9ZdggjE4/VNAynffIOOuerPfwRhHEXvwLqju9CStYsZM2OzNp5Qkh48DopvvPOO/HLX/4SNTU10Ov12LNnDzZs2IDs7Mh40w4XKyrS8Pb+ZpiszgnnWJbBd26cC41Khj2nOsclxKPeP9SK9YuzEatVBCNc0fDD3bDt/MckCTEACODbT5/3FeBSqCEvuTgo8QWTzTXzpE/Oyqd/UJhzW8wwfnYAruFhyOLiPD6G0+mgLpDmRd9k6qv7xiXEow7vbUbpvHQoVdJfOKrSxkKuVHuVGAuC5wWVrbVHKSkmhASU1++2N998M2bNmoVdu3bBZrPhl7/8Ja666qpAxhaVYtRy/O8X5+O5D8+ivsMA4FwynJmkxa2XFWNWViwAoL7d4PH5LreA5q4RzJuVFLSYxeCs3Q3wrhk9x91VC/uRbVCt3BKgqEIjRZMEBgyEKXoxn08r06AoXtqJoq21Be1/+SN40+fdVjidDm7j5xd+jEyGlC/fBkYm/STxfJ0twx6Pu5w8ejpHkFPguTODlMjkChQvvASVB97zeQw+gruPCLwARoJ95QmJNDP6dFm8eDEWL14cqFjIf+Wm6bCiPHUsKeZ5AW29Jrz0SR3uu2UB5DIO8brJ60enOheueOv0tdSeuOo/AyIsKT471OB1QgwAefocyW/e0fPMv8YlxMC5dmz6i9aAVSrAabTQr1gFeXJyiCIMHLV28ll+tUb6dwBGlS3fCLlSg7oTu2ExDgGCMGHDjqlkzYq8WWJnhxG2411wD1jBqGRQliZBOScFDEMJMiGh4FVSbLVaoVarffoG/jxXLNu2bcOPf/zjCcfvvPNO/PCHPwxBRFOzOVx4dVfDhOMNHSP4/fPH4XLxSIxVQS5j4XSNnz0pyopFTqr0WrXJMkrgOrt3xs8TZvChKhV29+T1tJ4oOGknTq7hIdibPddQO7u7kP2jB4IcUXCVzE3DycPt4N3jL4RS0nVIjqC2iwzDoGjhGhQtXAMAaK4+jIPvPevVc7OLFiCnJLI6zLj6LDB/3Di2Oadgc8F2vBuuQStiLskLaWyBYjKZcPbsGQwPDyI2Nh7FxWWIiYmc33EifV4lxZdccgluvfVWfOELX0BKinetcXp6evDiiy/i+eefx8GDB/0KUiz//Oc/xy0MTE0Nz04NzV1GWO2ek73R7hStvSZwLIPkWBX6DDawDIN5sxJx2xUlwQxVNLLCZWCrPwXfUz+zJ7IcBKf93FbQESJFM7PSl4qk0gBFEiQcN/kCywhbROlJXIIGl11Xhr0f1sM0cq6enGUZWMwOHN7bjIUrcrxuJyQleaVLoFBqcObgBxjo8nxRpNUnYNnGW5GcJe3yIE/sZ/o87lbvajHAeroX6jmR1YZueHgQO3a8Dcd/F8q2t7eirq4al19+NeLjE0McHSHneJUU/+IXv8DDDz+MRx99FAsXLsSKFStQXl6OrKws6PV6CIKAkZERtLe3o7KyEvv378fJkyeRm5uLX/ziF4F+DV4rLy9HQkL41+fpvLxl6uYFJMWp8aMtC6GQc4hRS3fGkOHk0Gy6D5a3fgO+v9n7J9qMcJ7ZCcW8KwIWW7A1j7R6/djZcYVYkirtlnQynR6asnJYqionnHP29YG328EqI+eix5P82UlIz4rFS08egcXkAM8LMI3YcWRvC4YHLNhwbVmoQwyIjIJyZBSU4/3//AHDve0TzptHBvHZe89gwSU3RNwiO944+YJa+6luqEoSwcilXRZ1vuPHj4wlxKMcDgeOHz+MtWs3higqQsbzKim+8sorsXHjRuzcuRPbtm3DY489BqfTOaHuSRAEyOVyrFq1Cn//+9+xdu1asFEw0yO2zOQYzMqKnXQx3fkaOg1ImKaNm1QwMgX4oYkfjAAAuWrSHsbOlmMRlRQrWO87hzQamlEzVIfyRGneIRiVfMsWtPzsgQmzxa7BARj27kb8ug0hiix46s70wmKaWDpTX90Hw9BRZBckYO7iTKg10uos443lV9yK3dseO1drfAGLcQj73n4S6fllWHXNHeC4yFhoySWo4R6YpBuHS4CjcRiK2QkRswCvu7tjkuOdHo8TEgpev7uwLIv169dj/fr1cDgcqKysRGNjI4aHhwEAcXFxKCgoQEVFxdgOd+HmqquuwtDQEDIyMvCFL3wBd9xxBzjOvytxmSwwSf+3b5yLx96oRHXLuQ+Jye4uK2Qc6tqHUZoX/jPg3pnkA2CKTT14Qy84tw2MUhOgmIJrYfocvFz3Jmyu6Xf2cwtu/OPkU/h/q36MZK10b0E67LZJ2/HZztZAdvnlQY4osCxmB47ub0Fr4xAUCg4p6Tq0N09MCEf1dZvQ121C9YkubPnG0ohLjBNTM3HtXf+Hd//1W4wMdHt8TFfTGTSd3oeSxZcGObrA0MxNhaNhCOA9/95bP2uH/VQ3Yi7OhSJTH+ToxKdSqeF0Tmw1qlKpAvY5SshMeb3Ns5Tt2bMHJ0+exLx588AwDHbu3IkXXngBt9xyC37+85/7PK4gCAFfJfz23gb8570aWGxTtytLilPh25sXYGGJtOvQet96CKbTn874eYxCjbQvPgB1TmTcZj7VXY0HP3sKRvu5jgwyhoNLmHxRYao2CQ9d9f+CFZ7obN3dOPr1uz2e0xbko+TH90Hl5XqGcGezOvHPv+3BYL/Fp+cXz0nFF29fInJUoXfwozdw+OM3p3xMRl4Rbvj6xEXTUmU824/ut2s81haPYuQc8u9aDE7C5XEAcPjwYezevXvC8dWrV2PZsmUhiIiQiaIiKfbk97//Pf7973/j008/9Xrx4IXcbh4jI97t0uSLnkEL7n/sANyTzCR48sW1s7BpZV7AYgo03joC09t/gLv/vLpamRLwYkMLJiYRsbf+GQwj7VkHm8uON+rfw/72Q7DzDnAMB/cUCfGoxzb8UdKtnFr++AeYPdQVAwCrUiHnh/dCM2t2kKMS34lDbdjzwQwXlJ5HJmPxzfvXiBhR6LXWHseeN5+c9nEp2bOw4ZbvBT6gIHK0GWA+1An38OR3hrQrs6EulVbv+QsJgoBDhw6gpqYKbrcbHMehuLgUS5eupDJLElB6vdrrxcqRUZzlgyuuuAJPPfUUqqurfU6KAcDlClxD+Q8Otc4oIQaAbbsbsWpOumQX3QmMHPLFN4Ib7AA4DlxiDqwfPuxVUiyYBuDoagCXIu2V6o+ffAZnBmrHvvYmIQYAh9MluX7Fhn17MLTjPTh6e8BptYBMBrgm3hXhbTZ0P/8cch7w/c5OuOju8K0n9yiXi4fN6oQsghZh1Z864NXjsmYvCOh7bjC5BiywV/WBN9jBJqrBpWnhqBnw+Fi3zRkRr3vRouWoqJgPo3EEMTF6qFQq8Hxkb8xCpCVqk+JwV99hwM5jnhcmTMXp4tHQYZDcjnYA4Kz/DLa9/wYc52bfGV0yuItuB+wzuc0s3ZlSAOgwdY1LiL0Vp4yVXkK8Zxd6/v302NfukamTRVtjI9wWMziNNtChBZQu1r+FsWqNPKISYgCwmSduWX+h7KIFKJy7MgjRBJ6r2wTTh41j9cTuQSvATf7eJY+AmuJRSqUKSmVkLA4nkSdqk+Lt27eD4ziUlYVnDepzH5yd8SzxKJ0EF+Hwhm7YPtkKnDcrKhj7YP30CUxZcHc+pRZscl5A4guWHkvfjJ/DgsHtZTcHIJrAGtz+zowez8jlYOTSvANyvrJ56Th9pANOh28bzyxelStyRKF1YtcbGOptm/Ixazd/F8nZ0r4DdD7r8e6JC+zcAlidArxxfAcSeXECuITQboBFSLSIiqT4a1/7GpYtW4bi4mIAwMcff4yXX34ZX/nKV5AchtvGGswOtPRMP3PiSW6qDgUZ0ptVcNYdGJcQj7FM35ZulPqSOyVfT6yTzWwWNFuXia/PuQ3xqrjABBQggssFZ9/MLgB0y5aDlUvvgu9CulgVrvriHHz4ZvXYZh3e0sepULEoM0CRBV9H/SnUHt057eN6O+qh1MZAnxCeGy7NlLvP7PE4b3MBLDMuYRaMTghuHkwEbuBCSLiJiqQ4Pz8fr732Grq7u8HzPPLy8vDAAw/g1ltvDXVoHnUPeH7D9IRlGPD/XStZlBWLO68uD1RYASU4ZrhgkVMAo9shc3JweQvBxEi3JdkovXJmW55q5RrJJcQAwMhkkKemwdnjuf3WhTRl5Ui4YhN4pxO2+jqA46CeNRuMRBfopGXGQqWWzzgpjqRl0RbjMOpP7fPqsZX730Xl/ndRvnwjKlZeGeDIAo/VKsB76EkNNw9cUF7r6jTC0TgE5Wzpv78REu58SooPHDiAqqoq3HHHHWPHXn31VTz88MNwOBy46qqr8KMf/cjvHsBi+elPfxrqEGbkVIPnxRYXUso5fP8L86BScFApZUiJk+4tNlnOXDgrP/D+Ce7zPlDcTrgbDsLScAjKlV+CokKaGz043E4c7z09o+fUDNbh2TMv45aSGyBjpXWNG7/hcvT+59+TnlekZyDuiisx8uknsJypQvNP7j+37fN/F+XIEhKR/o1vQV0gvdvqna3D6O8xzfh5aRFQW2oxDuHQ+8+hp/XsjJ9b9dkOZBRWICE1JwCRBY+yNAnWwx42rZhkvZmzbYSSYkKCwKdploceegg1NTVjX9fW1uIXv/gFEhISsHTpUjz77LN48snp2+sQz3gvpoNi1DLccHE+CjL06Og3Y/uBFmzb3Yje4cC1iAskLrMcjN7fPrQC7J+9BH4GJRfhQhAEPHbqabzd9P6Mn/tZ9xG82/RhAKIKLEfn5AtJNaVlyPzBDzH07tuwNTZ8fuK8VequwQF0PvQgeKeHGbcwNzJF+63JMAywYHl2AKIJrj1vPOFTQjyq/ewJ8YIJEWVZMlQL0sAoz00cMSoZlBWTv//xhpndUSCE+ManpLihoQEVFRVjX7/55puIiYnBc889h7/97W/YvHkz3nxz6ibsZHI2LxbgmKwuvPBxPX78+GfY+vYZ7D7ZiXf2N+OnWw96PdMcThiGgWD1r1UVAIB3wd0+s9nWcFA7VI/aId971+7rPChiNMFhPHxo0nP6Vathb22Fs6dnyjHcxhGYT50UO7TA86FJiiAAb794CgO9M59hDhedDZUY7pt5V51xJL5uAADcRjsgCJAXxEN9UQ50N5WCi1VO+nh+xA63YeYXUoSQmfHp3cVqtSImJmbs6z179mD16tVQq8/dvp8zZw46O2k/c1/0Dlmw+4T3/+8GRsa/UbrcPP7zQa1Xs83hhLcMT7mV84zIJv9wCVdVPrRhO5/FaQUvSKfXJ2+zwW2c/CJIlVcA19Cgd2NZpXV3xGZ1Yt9Hvl0AWS1OvPKvo1NuCR2u6o7vxt63/un3ONnFC0SIJnQczcMwvl4D24keOKr7Yd3TCsveVliPTP2+7+rwbfE1IcR7PiXF6enpOH363GxcS0sL6urqsHr16rHzBoMBCoX0V4mHwsmGAW8bkE2q32BDV7/3i/XCgath8lnDGWFlkOXME2esIDozUDP9g6ZQFF8IVkIzaIxcDkbp+eKF0+mhSEuDV9OpLAtNWcX0jwsj9Wd64bD71o4NAAQe2LXjLKS0GelwfyeOffIahBlcuMmVarDc53XyDMNg7uqrEZ8s3e4bgouH9UD7hC6TrmYDhGl+J0ZLLQghgePTypyrr74ajzzyCHp6elBfX4/Y2FisW7du7HxVVRXy8vLEijGqKEVqyq9SSGvRleASqS6Uk9brBgCjw4RuS6/Pz1dxKlxXKK0V+QzHIfaiNRj+aOLiyphFi+AyGtH38gvTjpN4zXWQJyQEIsSAsVqcfo8xMmzDUL8FCcnS2MikrfYYvO03rlRrIVdqkFOyCIVzVqK7pQZulwMZBRXQ6qX1s76Qq9cMwYf+1IyCgzwnNgAREULO59PU0je+8Q3cdddd6O7uRnp6Oh555BHo9edWRQ8PD+PQoUNYu3atqIFGi4VFyX7vyZaTGoNEP3fNCjZZrkizu04bBLN3t93DheDjvQGtTIPZcQX41ryvIkefJXJUgZd042boVq6ecNzw6Sdo/P63ITimvlBSl5Yh8aprAhVewGTmxokyjkwunTsDvNv7RNBuNcM03Iczn+3Age3/Qn75Usyef7GkE2KBF+DqNYMf8aFETMVBuy4fTITtYkhIOPJpWk0mk+H73/8+vv/97084FxcXh337vOs9SSaScYzf5ROZidKYPTofl5ANaOIAy7B/A8lVYDTxYoQUNHqFDgWxeWg0NM/oeWaXBXXDjfjLsX/gS8U3YlXmssAEGCCsXA7d4sUw7t/r0/NnuvlHuIhL0Pg9RmqmDnoJtWDMKJyDmiMfz/h5/R2N6GysQmbhnABEFRyuHhPMe1ohmGd+h0A+OwGa5VlgWGlvX0+IVEjvXnOEe+GjuinPLylJwco5qfjoSAeqmjzPiCoV0pxRYPUp5xbc+UFRthaMXHoL7ZScfzX4L519AxVJZYid4eYfoWap8b2WmjdLq24eONd67/Xnjvs9TlF5mgjRBM9MaokvNNjdKtmkWHC6Yd7Z7FPJBADIU2MiIiE2GkfQ0HAW/f29YFkWSUkpKCoqg0olrTuaJPL5nBQ3NDTgtddeQ3t7OwwGw4RFHwzD4N//nrwxP/Gsd2jylfQxahlitQo8uq0STvfk88kLisJv62pv8DPd1e5CMgXk864QJ5ggajS0oHrQ976tAOAW3KjsPyOp2WJ7WysMuz7x+fmcXloXAADQVNuPkSH/u6yYjNJqz+W0WXx+rpTLJpwtBp8TYgBwD1kBSOvO14WOHz+M06fHXwi2t7fi7NlqXHHFtdBqYyZ5JiHB51NS/MYbb+CBBx6ATCZDfn7+WD3x+aS0MjqclObFo7Zt2OO5uBglPjraPuXzL5qbjjkF0tz5iGVlk23o5B2XA666A1DMuUyskILi1bPi9PSWUvcJAOh+6p8Q7L5vSpB49bUiRhMctVVT9132FsdJ62edlFmIc91EZva5oNbGIqdkYUBiCgZ/EmIAsNf0QzU3FYxE7/51d3dOSIhHWSxmnDhxBCzLwmq1IC+vEAUFs4McISHj+ZQUP/zwwygtLcXWrVuRILGV3+Fu7cIsbD/QDIdr/IcHywCdk7RZ02vkKMtPgErOYXZ2HJwuN+Qy6b2JMvpkoL/JrzH4IT83BgiybnMPWoxTX+h4gwOHucnlIkQUHI6eHtjbWn1+viInF/rlK0WMKDjcLnF6SZt8WbAVQkq1FiqtDjbzzDboWXLZl8C73XDBAZlcem0+ZZk64LAfA7gFuHrMkGdLc3vv5ubGKc83NHx+h6y9vRX79+/G2rWXIyNDeguHSWTwabqht7cXN954IyXEARCjluPu6+eAuaCMjBfO/fPEaHXis6oefHqiE1vfPoP7H/8MXQPSq7d0d1T5PQYbL60epk0G3xPD8y1MmQut3P8FXMHj350kR2sL7NPsdheOcmeJ855pNklva+v8sqUzfs7+d57C64/ej20P34d9bz8Jh11aG7VwsSrIcv1LaKXdn3hmf+c878ZHH21HXZ1/fdsJ8ZVPSXFxcTF6e33vq0qmVtU8hJlUn1z42CGjHc++798OacHmbDoK2P1M5BkWXLa0NnKIV8WJMs6ZwVrYXNKZPVSkpoFV+9c9oeVnD8DWNPVMVLgpmZMOVoQcRxsjvcWkJUvWQ6ufWWmXy3muvEYQeLTXncQnL/89EKEFlGDzo4SCAbhkKV3sjpeTk+/T8w4c2I3a2jMiRxN+zIOn0FP3LLpr/wlD1y7wbt/LyYg4fEqK77//frz66qs4duyY2PEQAO19Jr/HqGkdhsnq/yYBweI8M/N2TRMIPKzv/QWCWzqvuzh+FjK0/ncSMLssONTtf1eDoOL8zA55NzoeehDCDHrghppcwUGj9T+hbajpgdstnW29AUCh0mDxhpv9GmO4rwODPf6XGwWLq98Cd4/vF/tMjALMhbcNJSQ1NR1KpW8dJo4dOwinUzrv5TM11PEBBlregN3UBIelE4buXeipewYC7wp1aFHNp5rirVu3QqfTYcuWLZg1axbS09PBsuPza4Zh8I9//EOUIKNNWoIGZ5qHQh1GcDHi3CIUjP1wNR2BfNYKUcYLNIZhcPf8r+Fvxx5Hn7Xfr7G6zNIqJ+Cn2ZzDG+4RA6xna6EpLRMhouBw2P3/0HM6BLQ1DSFvlrQW1dotRr/H6GqqQkKqNGpO3f2+d90AAMHogL26D8pSaXYUamlphN3u2x0sp9OJ/v5epKdLqyTOGy6nEcbeQxOOO61dMA9VISZRpM2syIz5NFN89uxZ2O12pKenw2w2o76+HmfPnp3wj/hmbqH/H3QyjoFCJp0V6ly+eCvM+aFO0cYKhjhlLH605DuIV8b5NU66NkWcgILAZRgGREiKAXGS62AZ7DfDYRdnZntwkoW34ay11v+7i/qEVBEikQ7roU7Yz0hzo5r+fv/i9nWWOZzZTC3ob3wZmKTXksPcFtyAyDg+zRTv3LlT7DjIed7c2+z3GC63gKO1fVhRIY0m/5xevA86Ri+d5HCUWqbCT5b9AH89+g90mLtm/HwVp8LSNOm0rnJ0zfw1TkYWL50FvzWnukUbK0Ynrbpih92K7hb/FlCxnAyZs6SzkQeXIs7uoraqPihKkyRXSuF0+n7BGhOjQ0KCtO6ETMcyXI3+plcx1QJETiHNTiORYsZJsdVqxZYtW7B582bccsstgYgpqvUOWdDUNbO2RZPpl1DbJi4pF2A5gPd/Fk2Wt0iEiILLxbvw7JmXfUqIAeDy3EuhkklnVoWNEa9hv9sinRlTu028esGRIf9uzQebw2oC7/bv9Sek5YIVY6VikHA6cdrICRYn4OIBuXReOwAolb5fuLndLrjdbnD+rj0IId5th6F7DyzDZyAIAgTejqkSYoZVQJu4IHgBkglmfH9drVajvb1dclesUuGaYqe6mSpIl84VJ6PUQrnkRr/H4XLmgVVKa7X2iMOI+/f8Cif7K30eI04lnZ81ACgzMsFoxZlFcw1Lp/4+LUO8Xfi6O/yvzw0mtS4BDOtfSVd/RwOcDulc7EPG+likOB4TIwcjsYQYAPT6OJ+fa7Va0drqX9/6UOHdNhj7jqDzzMMw9u6H2zEM3mmA4J76d5dhFXCYpbOQNBL59Od60UUXYe/evWLHQgBkJGmRluB/UpedEoOyPGltD6qYdyVUl30bjK+lFDIlVBfdLmpMwfDHIw/DOs2b5XRYSOsDk2FZpGz2rxPBGId0VqgnpomXFCtUPlW/hcyeNx6DwPvfMaOj/pQI0QSHq8s0WenojDAa6W1cAgDx8f6VPwwM+Lf4OBQc1h50nnkYQ+3bwbtmdheLd5nQ3/QKbEZpXgzMhJPncax/BK8392Bn5wAMjvDouuFTUvytb30Lzc3NuPfee3HkyBH09PRgeHh4wj/im69eUeL3GEl6leRm83nzEOwHX4Ew4lsXBS6zHKxWWhcCQ7ZhDNr8n+l8rvZVGOzSmjlkFeJ80HNxcaKMEwzaGPGSm7h46ZTLDPd3oqdFnN7pjIS2M3eI0F4TAPg+MwSJteBzu104eNC/yTOFSO8RwTTUth28y7/SppHeAyJFE55sbjeeqG7Hq009ONw3go86BvG30y1oMYZ+cx6fpho2bdoEAKivr8c777wz6eOqq6t9iyrKzc6Ow2VLsvDBYd9vo9ic0undOsp+6BUIBt8XIrlbjsFZ/xnks5aLGFVgHeoWp9e3w+3A4Z5jWJ+zRpTxgmF4zy5RxjGfPomYudHXwkirk05SXHdij2hjqbSxoo0VaIJZpLsYAiA43GDU0rkgePfdbX5PjlkktF4AANwuC+widI9w2aVTEuaL/T0GdFjGb1Ri53m83dqHe8pzQhTVOT4lxXfffbfkZiGl5pIFmdh5rMPnGmMx2roFm6thYt/GmXKcek9SSXGsQrzb6UaHOLNSwWKtFmfHKt4kndc95Gff2vPlFyWJNlagjQyK10O7teYIUnNmizZeIIn5OSneapPAMxjEuVs8NDTofzBBxIAFwMDfn5ZCky5KPOGqdtjzxU6nxY4Rhwt6RehKw3z6zt/+9rfFjoNc4MPD7T4nxPnpOlwyX1oNz3mrCRBhJx9+RFr9PBelzsezNa+IMlZx/CxRxgkGR7d4Ldk0peWijRVoYiU2cgULjVY6t5atJoNoY7n97GARTKxWLtpYthPd0K7IFm28QOru7hBlHF6EGvRgYmUqqPSzYBup82MUBvrUVaLFFI6UnOc7HiwAORvaCVfp3IuJMo2dvrVlk8tY3L9lEZQKaS28chx7XZRxuKRcUcYJFjknx8r0pX6PE6vQozShSISIgsMl4pqDmOXSuTPQWj8gyjguFw+el87coSBiIptX5v/fS7CwKvGSYpeEuo34u8Bu1MBAH4xGcVqUBota7+9dDAEuh3R+1r5YmOT5DmlJnBZqWWhzF59mih9++OFpH8MwDO6++25fhicAEmNVaOmZ+R+G08Wjd8iCzGTx+sAGA28Sp4ZKsfBaUcYJFqvLhhO9p/0ex+AYwaBtGIlqaSw05G3itdVyDw6CS5PG7UajSL3DBR5orhtAQbE0SijkShUgwue8TKFEWm6x/wMFib1GxO4JIrbrDDS9Xry675aWRlRUzBdtvEASBAEjvfv9Hqe/8SVklN8NmSLO/6BCgBcEHO4z4NSgCbwgoDw+BstTYiH7b0vG+Yl6dFns2Nc9PNacJUUlx7W5od/OXPSkmGEYCIJASbGflpQm49hZ30oBnni7Cr/8n2UiRxRYbGI23C3+Lzrjh7uADP+7dwTL8d5TsLjFWXG7p+MArpt1pShjBZqtpVm0sRgJbQWriRFvF7q+HqNkkmJepM4JCon1IBdE3KyFjZXODoa9veLVkEuphMLtHIHbMSzGSDANnEBc+iUijBV8Lzd249Tg52s9Wkw21BksuK0oA7wAyFgG6WrluG6FvTYn3msbwOaC1JCuWfMpKa6pmbhVJ8/z6OjowPPPP4/Dhw9j69atfgcXzboHfE+U2nrN2HmsHWsXZokYUWDJUgogxjpt+8GXIZ+9AoxcGonSiIiL41pG/F/1HCycSBt3iD1WoKWkxaBKpLF6fSyxCgWxdqGzGIdgNRmgjpFGBwo2RgG3VZzEWL1cOutEZDLxFkrl5OSLNlagsZwKDCODIIiwPsYpnQXE5+s028YlxKPqRiz41bEGOHgBaWoFuq0TtwA/MWjE3EQdSuJC954uWk0xy7LIzs7Gj370I+Tm5uLXv/61WENHpRGL73vGA8DOY+IsdAgWNlWk1eROK9y9jeKMFQSzYsV7wy+MyxNtrEDjYsTrusFbpdO2KSlVvLImo0E6O7u5XPbpH+Slntazoo0VaMo54t0O5kfE+38YaGlpGaLN9klpm2eWU0KbMFeUsZQx0lofM6rFNPn7kuO/6yA8JcSjqodDezEQkIV2S5Yswa5d4vQgjValOf7VhhpM0nkDBQDIxbs1yCilM3Mo5l2iy3IuFW+wAGNEXExhPevPSu/gMoqY2EjorjLik8W7a+W0h77Bv7cEu3g/JHuNOIs0g4FlWUltsiKmuKzLwcnj/BqDUyZCE1cmTkBB1G2xo3rIv6RW4edW8P4KyHevrKwEG+IXJnULipKQneL7rFJRdpx4wQSBaDVEKr2kOlA0GJpFG6tqUJwdw4JBmSfeDDnv8O+uSjD1d4m3qlynk06NacmyDaKNZTZIp3etq0e8uxhus3R+zwGA58XZQMohob9vAGBZOdxO/0qb1LoCMCKVHAVL44gFj55pQ72fu9LNTxTvLqIvfCr8eeONNzweHxkZwZEjR/DBBx9g8+bN/sQV9Y6f7cckrfymxbEMrl0tnTos4L9bt6rjAOuwfwOpQ/sHNVNamXgLh/qsIq50DzQRt6x19kunN7VhWLySh4Q06dwRkcvES+C7WyeuaQlXrFq82lqZiFuEB5qYi+N6ejqRmCiNBaXA6G50/r1+l59JdSh80D4Al+Bfh5RUtQKZ2tCuB/LpL/b++++f9Fx8fDzuuusu6jzhh09PdOCZHb7P+t1+RQlyUqWVHAIAo9RA8DMpltotu7nJ5Xjx7OvgBf8/RLJ10lmII08Wr9ZSEOH/XbDI5OL9froc0nndchE7hAh+fvAGkyxDB/vpXlHGUs1LE2WcYOjsbBdtLLlcOhcDAMBw/l8Acpw0FoqP4gUBrWb/L/ivygn9xY9PSfHHH3884RjDMNDr9YiJkVZ/3HDj5nm8tbfJrzEO1/Ri1Rxp9G0d5eqshjDc6fc4UrvlpFPE4OLMlfi0fa9f46g5NUripbH1rdi4GH2oQ/BaflESqk92izKWVUK3050O8WbIk9KlUx7FG0WsIXeKU44QDL294vyOA8DIyLBoYwWDbaTe7zHUcdJpKwoALMNAK+Ngdvn3O/pyYw/+d04eFL7eJheBT9+ZYRgkJiYiMzNz7F9GRsZYQmyz2dDZ6X+CE41GzE4Mm/z7sKtqkk7N3Sh3e6U4A3Hi7SAVLFfkrwMD/2qq07RJIe3tOFPWevEWxzFy8W5RB5qYiWx2gTQ2agEAbaw4O5wBgFqXINpYASfipDY/KJ1uIzEiXqh2i7glfKAJAo+B1nf8HsfUf1yEaIJrboL/E6JGpxun/Vyo5y+fkuJ169bhww8/nPT8zp07sW7dOp+DimYxajlUfm7R7O/zQ8FtFecPgY2X1gw5AMTItZAx/iV2XSZxbtEGi+AUoyv1OZqSUtHGCrQGEXc4K5ufIdpYgWYzi1cj2VR1ULSxAk2WJt6dU8HPWbhgyssrEG0sjUY6d5+txkZAhB7FtpEGEaIJHkEQUGewiDKWwSHeZ4MvfEqKp6vpcjqdYdd9oqGhAV/96lcxf/58rFq1Cn/4wx/CclWrXMZCr/FvtjNepwQvobo7AIBDnFXasuKLRRknmAasQ3AK/r0R2Hg7ukzi7SIVaLJE8WYOBZd4u4YFmkbExVJcCG8xzlTDqX2ijeW0SacvNaMUb4LC0WIQbaxAUyjE+z2Pj48TbaxAc1nFeg92S2qtRLPJhn67OMlsdogX2nn9rmoymdDZ2TlWFjE8PDz29fn/ampqsH37diSLuJDGXwaDAbfddhucTiceeughfP/738fLL7+M3/3ud6EObQK7041eP1eot/eZ8dFh6exuBgCsJk6UcZyHXpHUQhwA2N40+V2XmTjdf0aUcYLBdOSwaGM52qXzu14+X5w7GSqNdEpGAMAkYhs1hUo6XTecbSJ2EeCl875mtYozawgAAwPS6c/MycUrG7GbpbMBl1Wkuxiz9BrM0od2K3ev31n/9a9/4ZFHHgFwrqb4N7/5DX7zm994fKwgCPje974nSoBiePHFF2E2m/Hwww8jLi4OAOB2u/HLX/4SX//615GamhraAM8jVkL36YlOXLY0R5SxgkFefBGcVR/5PY67qxbuttOQ5Yizq1AwNIrUq9jBh/a200y4DOLNeimypLOd+fCQOBtPSOy6D263eL+bYnayCDR3r3iz2ooi6dRS19WJ1zbP7ZZO2YhSJ17ZiGXwJFQx2aKNF0h5OjVkDONzSzYtx2JNRgKWp8SGfG2M10nxqlWroNFoIAgC/vjHP2LTpk0oLy8f9xiGYaBWq1FeXo45c+aIHqyvdu/ejRUrVowlxABwxRVX4Be/+AX27duHG264IXTBXUClkKEiPwGVfi6WG5bYjnZcUi6Y7LkQ2k75PZaz6bCkkmKlCC18ACAjRjotmwQRP+h4s3izUoGmVIkzw2u3ujDYZ0ZCsjRmTQW3eCUuLmf4lb1NRmDF+4BXloS+XZW3BgfFm91NSJDOxQDvFm+3RbdbOp/hGhmHSzPi8WGHb3lLrFKG1WnhsXDY63foBQsWYMGCBQAAq9WKyy67DEVFRQELTEyNjY248cYbxx3T6/VITk5GY2NjiKKa3OZLC/1OiuUSqjccxVgMoizWFqzi7RoWaDaXDYO2Ib/HkbNyzEsqn/6BYYIVsXWjtb4OmqJi0cYLpOz8BMjkLFxO/+sFO9uGJZMUx8SKl9AplGrRxgo4Eaf0Qz2DNhNi7WYHAOnp0rkTxLLi1VK7naHtwjBTcQrf10J1WhzY3z2ElWGQGPs0bXHPPfeM+9poNEKj0YDjwrPrwcjICPT6ibU+sbGxMPh5G1cmEz/5TIz1/00/L10fkNgCSTCJszJfnj5bMq/9UOcxmF3+z3Rq5Roo/XhTCjZVSopoY7EQJPPzFtNAr1kyrzs1ZxbqTuwWZazM2RWSed2CWbyyEWd1PzTzpXE3KDk5Fe3traKMdebMKeTmSqM3tbGvSrSxWCYw+UWg+Lvw9522fvTZnbixMLS/4z7fyzt9+jT+9re/4ciRI3A6nXjyySexYsUKDA4O4ic/+Qluv/12LFu2TMxYww7LMoiPF3+mZl+Vf43PGQb44obigMQWSOb4NDi6/WxFw7BIWXYZZDppvPauWnF6cGbFpknq593XIt4dGs5mlsxrHx60iDJLDAAcy0rmdavmzMfet8QZa+X6ayBXirdtdCBZlBzEKhxhRhyS+XkvWbIAx4+Ls5jW5ZLO6x5sFa8DUGLGXMm8bgBYEaPEKw3dcPtxd+RgrwE3VWQjThW6XQx9SoqPHTuG2267DampqbjmmmvwyiuvjJ1LSEiAyWTCSy+9FDZJsV6vh9E48Za6wWBAbGysz+PyvICREXHrGV1uHk+95fvVZrxOgS9cOhs5yRoMDUmndREAyMrX+50Uy/IWwOhSAhJ57TpOnO246waa0dM/BAUnjS1RrcPircofPHkaCRL5ee/+QLxNSzJyYiXzN24eEW9hZVN9HZIz8kUbL5AcNvFqqd1qVjI/79pa8RbacZxMMq+bkYnXdcvpUknmdY9anRaHXV3+lQPubezFqnRxyyj0erXXM9k+JcV//etfUVhYiJdffhkmk2lcUgwAy5Ytw+uvv+7L0AFRUFAwoXbYaDSir68PBQX+rRZ1ucTtJdjWa4LT7duV1tKSFNx1TTlYlhE9rmDgCldAaTPDvv8FQPCtJo0f7pHUa1+QNBfvNvrfdcPutmNv22FcnLVChKgCz20Vb0EKp9VJ5mc+NCjORTTDAHlFSZJ53WajeElx5Wcf4qJr7hBtvEDi7eLV1rodvGR+3kajePWwQ0NDknndmoQFGOr4BID/8bpcDsm87lEbMhNRO2xGt3X8Yth0jRJmpwsjXmxV3mmyhfR1+1QEcvr0adxwww1QKBQei/9TU1PR3y/ezk3+uvjii7F//36MjHw+O7Vjxw6wLItVq1aFMLKJdD5u3LGoOBm3X1kCVsTVzqHAJeUBsb63yOOH2sGb/V+4FiwpmmS/t3geJVZrt2CQJYtXU6xfGV5/w1NJEmmHs7gEjaT+1vs7mkQbSzqvGmCTRVwUKKEEKSVFvLpQjpNOT25OpoFSpDZqDBOea7SmwjIM7izJwoqUOOjlMsQqZLgoLR53lWTh3rn5yNBMX/Zk50P7e+7Tb5tMJgM/ReA9PT3QaELbgPl8N998M5599lncfffd+PrXv46enh784Q9/wM033xxWPYoBIC5Gidw0HVq6veugcNmSbKxfnIUkERbnhZr9yDY4jvlfeMhw0llwxrEcMmLS0GHyv7Y4Tul7KVCwqXLzYNyzS5SxOD9KoIKtbG46ju3zfwGSWiud33EA0OjiRBurYsWVoo0VaKwXSYC35Plxoo0VaOnpmVAoFKLsGpuVJZ1++26nGXZzuzhjuaTVfWKUWsbh6txkXJ07sZSkPD4GnZapW83FyEN7EeTTTPG8efPw/vvvezxnsViwbds2LFmyxK/AxBQbG4t///vf4DgOd999N/785z/jpptuwv333x/q0Dy69+b5SEvw7qLiRF2flDY6mhRv6Ibj2Nv+D8RyYFTitfsKNKvLhhG7OC3kVmWERw2/N1y94i1Icfb1ijZWoOlixdl4or9HWh+YMpHaqGnjkhCXnCHKWMHAi7RZCwAoMsTbLS3QDIZhURJiACgrqxBlnGAwD532ufTvQnKVdPpSe6PP6kCf1QFuils9DIAFieKss/GVTyn5d77zHXz5y1/GXXfdhU2bNgEAamtr0d7ejieffBKDg4P41re+JWqg/iosLMS//vWvUIfhFY1Kjt/ctRz/+aAWO49NvdVj77AND716Cv/vDukkRJ64Wk8BInQpZuIz/Q8miA53H4dRhH6U2bpMJGsSRYgoOAQRb5EpUqXRpmoUxzFw+7huYJTD7obbzfvdBilYGk/vF2WcTV/9mSjjBAvrYzncBFKqGQFgsYi3QEwpob7UvEuciyBOroNKVyjKWOGgx2rHY9XtsLsnf99XsAyuyE5Gpja0O1b6PFP8xBNPoKWlBT/60Y8AAL/73e/ws5/9DDzP44knnkBJSYmogUYbl5vHwTPezaZ19Jtxx+934t5H9+PjY+3gpTh1LBfnNqNynnRurQJAv02cnZ/EqksOFt2ixaKMw+ljoSmTzqYlAESrBW5vlk7tvN3qf5KkVMfAbpXWDLkiT6TSHqW06ksTE8XrwtDdPfXEUDhR6cTpipJccLOkNmuZziedg1MmxLFyGX44Nw/LUkJfCjfjmWJBEGA2m7Fw4UK8//77qK6uRnNzMwRBQHZ2NioqKiLqhxkqT75bDfMM2vnwAjAwYsNzH5xFfbsBX79GWomCPH8x7AdeAJw2n57PqPVQLLkR8lnLRY4ssHJ04uzWNCDCrnjBpJ5dBHlyMpx9fX6Nk/wFaX14tDUNwilSn2K3SzoXv/GpWehtrfVrDLvVhDMHP8DCS2+c/sFhQpakPTfL6+ePSpET+mRhJpRKJViWnXLtkbeMRvHaNwaaSpcHTXwFLEOVPo8Rk7wUCk26iFGFXptp6s91g9OFOoMFC5JCXyI045lip9OJpUuX4plnngEAlJaW4oorrsCVV16JOXPmSOoDKpwdqfG9TvLgmR6vF+qFC0apBZflW+2Y4pK7oP3yg1CUrBE5qsBbkDwHShG2BrU6rTA7xe2ZHWi8vzWHMhm0c+eJE0yQtDT4t337+ZJSpdPY32kV53ezs9H3ZCMUBEHAlEWUXnK0GSBMMdMWjnQ6cRKcmJjQJ0ozkZh7PZLybgInn/mFDKeIQ0LWxgBEFTp2Nw+Ta/o66x6rODXo/ppxUqxQKJCUlASFQhqbBEiV288SiPoO8fqCBoPb0At30xGfniv0Nkj2YoxjObCM/3WhPHi0GaVzmxEA3B421JkRlwvDH30gTjBBIpeLdxu8uT582l5Oxzjs3x2BUayE2nMBAG92AmLM6FvdcDRI626QWEmxlLpPAADDMNDEl4FTzDwpdjuG4bCKtwg5HBzuM8DpRT6Tog6PnNKnT+Prr78eb775pmirS8lESj8/PBP00tgGdZSz0vfkxlm7C4JNWrWG53MJ4ux6FS+hlmwAwCr9X1BhOn5MhEiCp6hcvP7M3e3Sua0clyROxwiZSGsPgkbE2V1HvXh3GYKBEeFiv7i4HDKZtC6EAIDnnXBYfGvN5oywpLjJOP3iwwSlHHMSwqNrlE+/bcXFxfj4449x1VVX4frrr0dmZiZUqokfcJdddpnfAUarK5bl4I29vjW8T4lTY26hdDoRAADvdvr+ZLcLvKkfnIRasZ2PY2Rwwr/EWMOpkaoVL+EKBt7uW/34+ZgQ97ScqfgkLRJTtBjo9X/hmcMh3m5pgVa06BLUndjt9zhW07D/wQQRG6MQpaYYAAQvdgMLJwMD/t0dYBgWs2dLc8G+dbgWEHy7IJIppfXZPZ2YaSb4WAa4syQTcjY8Oun49Inygx/8YOy/H3zwQY+PYRgG1dXVvkVFkJvmW6++9AQNvvuFeeDC5BfMW/Lc+XDX+LiZAycHq5dWQjiq0dAMm9v/5DBGIZ36UjFpyuaEOoSQkUo7NgCIiU2CXKmB0+5fbbHdYoIgCJIpl2I4FvKSRDir/e8yI0uX1kW/wzH1Jg3TEQQeH320HZs3f1kyP+9RvI/v6cqYPCi10morOp0lybE40jcy6XVhvEKOWEX4bEbkU1I8usiOBM7Wd87M+DlqJYef3rYYaqW0Zs8AgIvzfbWtvGwdGEX47KA4E52mblHGyYuVVt0dAIBlAT9Xp48c2IvEq68Bw0mnZdXIsP8XQQBQUCxe26tgWLRuMz7b/m+/xhAEHt0tNUjPKxUpqsDTLMmEoWbA79li1Txp9eNWKJRwufy7A2azWdHb243UVGl1Y3Dapp8lZzk1lLo8WA1nwTAyaBPmIC5jXRCiC64srQpfKEjD6809cHioLV6aHF5lfz5lT0uXLp3R4+12O9577z2sXr0aSUmRtUtLIPQbrLB40Y5NKWdh/297J7WCw+ZLZkkyIQYANjYNbEIW+MGZ12FxaUUBiCg4UjXizHC3jLTBzbvBsdJIDt1mM+DFiuTpuAYGYD59CjHzF4gQVXC4XP7XmbIsMKtUWklxbskidLfUornqM7/GMfR1SiopdrYa/C+fUHNgJfbeXlAwG5WVJ/wex2YT5yIyWIz9R2DqPzzt4zTxFYjPuhyWoUpYR+oBgYfT2gNljAQnOKYxL1EHnZzDk7Ud4/4UOAAFutBu1nGhoNx/MxqN+PGPf4y6urpgfDvJ47xo7r+kNAWLiz9PqKwON555vxbvHmgOYGSBxSbl+fQ82+6n4B7qFDeYIJkdX4CsGP8XIfVY+nCyv0qEiIKDt9kgSqElANegOBugBItM5v/b7pzFWZIqnxil0vhfAqCLl87FgMALsB70vyuMer60ZokBYM6cBUhL8/+9TfCxNjdURroPTvsYhlNBn7oKfY0vYqDlDViGKmEaOIaeun9hpHf650vRJ12DE97x3QB2doVXV5WgvasKgnQazYdavE4F3TTbg2YlabGvcuKt9zf2NGHI6F8tV6gIVh9X09tNsLzxK/BGcdo+BVtFkjizXrWD9aKMEwzyxETIEsVZUKLIkE4NniAIEETYcTIuQTpb355PF+/nnRGGQXqBb/3MQ8Hdb4Fg9b+7DO+QVmIIAHK5HJdddhUuv/xqLFmyEhdf7FtpgNMprS5Xbuf0XUIEtw2Dbe/ANjLxPdvQ+TF4l7Rmx73RYvT8mpq96E4RTNKbaogS99wwZ8oZ49f3eO5M4eYFnGmWVuueUWy8H8mN0wbrx49B8KeLRYgM2YZFGWfEIa0NWzTlIiQ3DAP1bOmUzzjsLlHKJ6RWTzzKZvGvjZxCpQUrsUXEohDhQipUUlPTUVpagaYm3y7a5RJqw+d2muDtHTBPCTEACIILNnOLiFGFB90kXSh0YdZBKArfXaRhdlYcHvzORbhyeS7mFCSiIN37RugaidWejVKUrwP8WDDH9zbAuuNvkrsr4eLF6VOcJrWWbP5u3gEgdv0GSS2ykyv8j1WlkUGlDp/V2jNhHPR9p07gXF2ylHDJmnNt2fzEiPB7E0pnz1ajrc23RC8uLl7kaAJHrFIPjpPmnaCpLE+Nm+R4eC20o6Q4jBnMdug1ciwqTobB7N3tlNgYBeZIrEfxKFaXBOXq2/waw91RBXeHdGprAUAQqbZ2cep8UcYJFnt7m99j2BobRYgkeIYHxLhVKK32VKNs5hEYBvzrtlK+/HKRogkOhmGgWph2rhmrH+QS2tLbk+rq0z49Ty5XSCoplin0UGj8q6OWq5Kh0GaLFFH4WJ0ah0vS46H8750eFcdiXUYClqfEhTawC0hzSjEKvLarAe8emNmVtVrB4bs3zYVMggtwRrlbT/g/Rk89ZFnSqTvM1+fiWO8pv8bQyjRI0Ujrljqn08HZ518duL2hHpaaamhKpNGNQIy7GBK7EQIAcDnt+OjFv8Js8H1RpC4xDUq1tHr18jYXrIc6/Sp/kBfEgYuX9syhr3XBTqcDTqcDcnl4bAHsjYTsq9Db8B/wLm97cn++u4tcnYak/Jsk15fZGwzD4LKsJFySngCDw4VYhQyKMMxVwi8igrNtwzNOiAGgJDceeWni7DcfKvyg/7OHjFY6MwsAsEiEGV6zy4ITvb7NxoRK7MWXiDKOo9P/1f3B0lDj/2JQuZ9bwIdC85lDfiXEAGAc7IHLKa1FxI66AQhetNf0iAHkJYlQr5L+rKGvfYZZlgMrkTaToxSaNGSUfRsJ2ZugT7sYyQW3QKkrnOIZAgAGMUmLkV5yF+TKhGCFGhIKjkWyWhGWCTFASXFYOlzjW91dno+74IULV/Nxn/oUn49R6yEvXCZSRMFRNSDOzo8tI/5fUART7OqLIU/3vym/4OcGIMHU1uR/+6HEFOltVNPRUOn/IIKAjnppXfi5h/1I4gXAWTMA0zt14K3SW0B8vrg43xK9/PxCcBJaMzCK5ZSISVqEuPRLoI6djZTCLyEpbzNkysn2aRBg6j8Cm7E5mGESD3xKipubm6d9zM6dO8f+OzY2Fs888wwqKqRzS1tq4nVKrFkgndZUntgPveLfADIF1JvuAyMPr2bg09nXeUiUcTRy6SVLqbf9j99jOPv6RYgkODQiLLpavCpXhEiCi+XEqdQb6vXvojnYuHj/34v4IRusR7pEiCZ0urtn3kc+PT0TS5asCEA0wccwDDTxpcgo+xaSC26Z9HGWIREuHolffEqKb7/9drS3T/7m9NZbb+E73/nO2NdyuRxLly6FTiftmcxgWVTk/a5/DAOU5cXjgS8vgl4jnbqrCwk2E/hhPzfgcDnAauJEiSeYzA6zKOOszpjZTpPhwO7FBfZ0XEb/2nwF0/I1BX6PYTRIq4QAAArnrBRlnN42aW0ApZiVAKj8n+l0Ng9LrquOr4qLy3DVVTdiw4ZNUCik047NWww3+ee0IIjTiYj4zqekOCkpCbfddhu6uyeuJH7xxRfxox/9CJdfLq1VwuGEnUGtjSAAZ5qHMDhJY2zJkKvO/fMLc27/W4lJ1vjfLWRF2hLoldKrJzefPun3GKr8fBEiCY74JA2SUv1bLLb3I+ls0jIqo6AcKo3/v59DvW3o7/Tcoz0csSoZYtb5fyEkdbm53v+N1taeQU2NtDoIzYRSmwVW5rmbiDq2JMjRkAv5lEE89dRT0Ol0uO2229B33urxrVu34v/+7/+wefNm/OlPfxItyGjz8ZGZ14b++cUTMJikN4M0iuFkkJde4tcYXFYFGD/6HIeKv8lspjYdN8zeJFI0wcWq/LwQksuhXyatW6xD/f7dGbCYHNi/s0GkaIJn7Re/A5kIM3+9bWdFiCZ4ZEkasHr/XrcsRSvpjgSzZpXMqLVafX0NBiW2fbu3GIZDYs7VYJjxJUWa+AqoY4tDFBUZ5VNSrNfr8dRTT0Eul+O2227DwMAA/vKXv+DPf/4z/ud//ge/+tWvJP0HHGpnmme+GMfh4vH4W1VwuaWz6OhCyqU3gU3K8+m5TEwiVBffLmo8wZKo8q9bRoe5C/+peVWkaIJLv2q1709mWWTe813I9FKbIff/vfHUkQ7YbdJafKWLT8HaL3wXsUn+9XEVY5vsYFMtTPPrx86lSLtPMcuyuPTSmd09bmtrDkwwYUAdW4T0snsQl7EO+tRVSJl1K5LybqC8KQz4fK85ISEBTz/9NNxuN6688kps3boV3/nOd3DfffeJGV9UUvm4e1FN6zDufXQ/ugbEqVENNoaVQbnqVoCd2aIcWcUGaG/+I9gYaW5asixtEVg/G8Gc6qvCsN0gUkTBEzN3PhKvuwHwZYU5z0NTLL3bjVq9/7X/Ai9gSJSNQIJnZLAHu157FIZ+/9YOOBzSet0AoMiNQ8zlhZDnxoJLVEM+O2FGSbIYC/ZCTafTY/nyi7xusVZdXQmLRZqfZd6QKfTQp65CXMY6qHTSKQGLdF59EldVVXn819vbi3vvvRdOpxPXXXcd1qxZM+488U1WyuQ1h+w0V5IGswO/fPow+oel98HhrD8A69u/AWa47TGXOhuMBGuJRyll/t9SFiBgxOH/tsmhkHjVNSj809+QfMsWyBK8b90kS04GI5Pe/kNzF/k3UzoqRoTkOphO73sHdqvJ73F4t1uEaIKPS9ZClqkDGMDdZwGj8u53l4mRQ54ttbshnhUVleKyyzZBLp9+m3KHw46qKv82NSJkprz6q7zxxhunnNYXBAGvv/463njjjbGvGYZBdbU4/VejTffA5Dvh8F6sQHa4ePzjjUr87PYlYoYVUILNBNuupwF+5h94ztPvQ1Eovc4Lo070ngYP/8petHIN0rVpIkUUfJxOh/h1GxB70Ro0PnAf+OHhaZ+jzpfmAqbEVHG68ChV0ycW4aSnpVaUcdLzpLF74fncJgdMHzVAMMxsZzdGLUPMhkIwYbrRwUz09nbDarWgrq4GTqd3pT89PX52JCJkhrxKin/7298GOg7yXy43j54h/2d5m7qN6DdYkRQrje1BXW2nALdvW4HyvQ3gTQOSLZ9wznBm3JNrCjZCPsOyk3AzcvAAev79NASHd78HjExaSeEo3u1/Taw+Xim5ne0UKg2cDv+65GQXLUB6fplIEQWHvXYA1s9866/MyFhwfi7SCzWz2YRPPnnfp4VzarX0Fk4TafPqU/T6668PdBzkv2Qci+Q4FfqG/W+x5nBKd9HdTDlO7YByyY2S27gDAOYkleK1urchYObJUrI6EbcU34jihFkBiCw4XAYDzJWn0PPvp4EZ7E6nSBenDCHYUjP1UCg5OOy+lwGwDAuXi4dMJp0ZxII5K3B637s+Pz8luwgrNt0mqcVIvNkJ60HfNxwRHNIsFTnf/v27fO4kUVQkrQsgIn1+v6P29vaipqYGFsvkt/zJzGxakef3GKnxaqQnSucqW5Y7H/CjttZZ+SEs7/wegltaK/IBIEmdiCWp82f8PL1Ch+8u+LpkE2LB7UbPs/9G430/QM/TT84oIeb0esSuviiA0QWOxeQA52cyOzxoxdmqHpEiCo6SJeuRU7LYp+fKFEosWnsTGEY6FwEA4GwzwIdr3TGCi5dkt41RFosZXV0dPj2X42TIzpbe7o1E2nx+h/noo4+wceNGrFmzBtdffz1OnjzXhH9wcBDXXXcdPvzwQ9GCjDYXz8vA/1xZivREDVgGiI9RID/d+4UWDAN85fJiSc2oMAoNVJfeBUyx2890+L4muBoOihhVcLh5N2qHZr4hg9VlQ9VAjWR3uhrc/g4Muz4BvFw4xWpjwMjliFmwCNn3/RicBHfIFAQBrzx1BFaz54s3tcb7kpAOH1o3htJwXwe6mrxfgK1QaqCNTURO8UKsu/n70CdKsGae9fM92C2AN0q3/7zL5XtpmNvtAj+DC2VCxOBTEeLOnTvx7W9/G/Pnz8dVV12Fhx9+eOxcQkICUlNTsW3bNmzYsEG0QKPN6rnpyErR4o8vnMCQyYEhk/f1tlevzENpnver+MOFPH8R3GWXwHn6A5/HcHefhbzIj963IdBu6oTBh84RTt6JF2q34eO2Pbij4svIjEkPQHSBY9j9qXcPZBikfe1OqHLzIEtMAquQVteF850+2gHnFGVNVov3dzrUEtvW/cSnr8Np9369RMG8VZi3+uoARhR48mw9rAf8GICB110qwpFeH4vY2DgYDMMzfm5qajpYCXcVItLk02/cI488gsWLF+OFF17Ali1bJpyfP38+dZ4QwQsf1cFqn9mVdkaSFpcvzQlQRIHFD3fDedq/OwyCW3p7xys5/xbS9Fr68I+TT8PtQ+eOUHIZvbwQEAR0//MJNP/sAdR/9x60//XPMFdVSnKGvLfLi9fsxeQiwwAlc6Uzc+pyOtDXMbNd+LJnzQtQNMHDquWQZflxR0PGgvGxb324WLZsNbhJ+pDL5ZNf2M2fL53uSSRy+JQU19XV4Yorrpj0fFJSEgYGInOLxmCx2l2oa59+MwaWAeYWJqAkJw7XX5SPB768EGqlNGcWXO2n4VcBHgBIMFFK06YgV5fl1xhD9mHUDNWJFFFwcL6sLHc6YKk6jY6//gntf/wdeLu0bi1n5sRN/6BpfoXlChbrri5FUurk/czDDctx4GTez2yn55chIS0HgiD92+eMP+/HTh6uTmn2Hx+VlpaB66+/GZmZOeNK+hISEqGaYpv3uLi4IERHyHg+/bWq1WpYrZPfBmtra6NfaD/JOBZyGQuna/IPBQbAlzYUYe1C/xKqcMEo/G8fJ8XuEwDwldIv4v8d+rNfY1ic0tmwxVJ9Bm7jiF9jWM/WYnDHdiRdK53uOKXz0vHZp42wWX2/o6FSKzCrNFnEqAKPZTnklS1Bw6l90z5WG5eEuauvxp43HkdXUzU4uRx5pUsx96JrIFdIrz2Zq9u/DUv4SerPpUSj0WLduo1wOBzo6+uBUqlCUlIyDhzYDaOH94HY2DgoldJ8LyfS5tNM8bJly/DGG294LKLv6+vDyy+/jNWrpVXXGW7kMhZLS1OmfMyVK3IjJiEGAFneIr86UAAAV+Db6vZQO9Ff6dfzOYZDUbx0ulBY68WZ1TYdPSzKOMF0851LwHG+L8AyGmwYEaFlY7DNX3MdMgvnTPu47Nnzseu1R9HZWAVB4OFy2FF/cg8OvPN0EKIUHzNZpxEvF+HJkqTTRWg6CoUCmZnZSEo6d1FXUTF/QvLLMAwWLJDuZkxE2nxKir/3ve+hu7sbN910E1566SUwDIO9e/fir3/9K66++moIgoC7775b7Fijzi3ripCVrJ30vFuETQDCCaNQQ73xe+cKJn3Ed9aIF1CQGB0mvNf0kV9jzI4rQKxSOt0YZLFxk56Lv2IT4tZf5t1AEmvRBQAsy0Ku8K/ESS7BOlOZXInV196JDV/6IWLiJp/prj2yEzbLxJKBruYzGO7zrb1XKCkK4z0eZ+OmnwlldQqvHidVOp0emzZdj5KSCiQnpyIvrxAbN16DnJy8UIdGopRPnygFBQV4/vnnERcXhwcffBCCIODJJ5/E448/jqKiIjz//PPIyoqcGcxQ0ahkuOfGuZOe16o//2Bt6DDgX+/V4JHXT+PT4x1wuqS16GqULKMUqivv87k1m6PqY8n1Km4wNMMl+PfzajA0weQ0ixRR4OmWLgUX4zmJH3rvXdhbm8Gopy+n0S2W3mKcymMdsFk9/45ecmXRtM+XyVhotNLqPDGqv6sZn7z6EEzDfZM+Zqo6YuPQ5M8LV8ryFMgL4sYdk2XqoCxLmva5vNEB2/GuAEUWem63C3V11WhtbcLIyDA4joNWK51aeRJ5fJ6umD17Nv71r3/BYDCgpaUFgiAgOzsbCQnSawUWzlLi1IjXKTHkoVdlVdMgNq3Iw64THXhmR+3Y+pyjtX3YX9WNe2+eD7lMejNK8sxSyL78VzgbD0Owm8Bq4mD77CXA5sWCE4cFgt0MRhMX8DjFcnZwZqvyPXHyLrSMtKE8sUSEiAKPVamR+YMfouffT8Pe0jzhvPXsWehWrILgsMNSfQYCz0NwOsf1NNaUVyB+4+QLfsNVe9Pk/YV1ehVUavmkSTMAlC+U5k5+w/2d+PiFv/gxAoO4ZOm9doZloL0oF+55aXAPWcHplOAS1BB4AY6aAbj7p974ynF2EKqF6ZLqO++t3bt3oq2teezrhoaz6OnpwtVX3wS5XJrbuBNp87tNQWxsLObOnXw2Mxzcf//9eP311ycc37p1Ky6++OIQRDQz5kk+IJu6jbA73Xj5k4YJC9br2w04UNWDi+dJ70MEABilForSS8a+ls1aCVdHJdydtWB1iXB31XrcqIPRJoBReb/RSah1mrqxq2P6xUfe0Cuk87oBQJWTi9yf/R8a/ve7cBsmdlqxVJ5C4V8fGvta4HmYT5+Cs68Xqtw8qGdPP6sajhRT9J19+8VTUz43b1Yill6cL3ZIQXFq91t+PT+3dBF08VOvswhnnF4JTv/5mgmGZRCzoQC2ql44W0fAG2weO48IDjfAC4AfdejhaGhocFxCPMpkMqKpqR5FRaXBD4pEPZ+T4s7OTjz22GM4ePAghoaG8Mgjj2DJkiUYHBzEo48+ihtuuAFlZeGzb3l2djb+9Kc/jTtWWFgYomhmJjFWha6BibMJiXoVmrtGJu1lfKZ5ULJJ8YUYloU8ey7k2ecuwPiMUrhaTwEXdFxQLroOjIQavh/rnTwJUnEqONwO8Ji+LVVBbC6ydRL9Wbs9vz7eMf5ikGFZxMybH4SAAqt0Xjqa62bWspLlGFy3ZT5SM6R14XO+3vaZ7doYm5wJ40A3eN4NMAx4txt2qxlK9eTrLKSGUXBQL0iHekE6DK+egeCh0wSj5MBw0nlP89bw8OCk5wwGae3WSCKHT39p9fX1uP766/Hee+8hKysLRqNxrBNFQkICjh49iv/85z+iBuovlUqF+fPnj/unk8g2sRuWZHs+vjgLMerJbzHp1NKsOxzFj/TBcWYnnHX7ITjHr7Zn49Khue6nkM1aAUafCi6jFKrLvgN5SfjP/J9vqvrJawou9yohLkssxh0VXxEzrKCxtbaAm6R9IyOXoftfT8HeKb3FVVPJm5WI5ZfkQyb3/u2XdwuoPNYBw5B02u6dj+d5uGdQ66+NTYTFMHAuIQYAQUDb2ePY9/aTAYow+FwDFlgPdcCyvw3OVgOESe4IChG2oHpUbKznBYgAoNfHBS8QQs7j00zxH//4R+h0Orz88ssAgJUrV447v2bNGrz33nv+R0cAAJfMz4Td4cZ7n7VgxOKEXiPHFctzsWZ+JgCgIEOHxgsavDPMua2ipcp+9A04jr35+WYcchWUq26FfPbKsdo6Lj4T6rVfD2GU/pufMgc7WnZOOK7kFFiUOh/vt3wCg8NzP98UTRLuqrgN6TGpgQ4zIAbeegMDb70x6XneZMLI3t0wHvoM2ffeD1V+QfCCC7AFy3NQNj8Dez+qx9nKHq+ec7ayF811A7jxtoWIS5BWmy6radjrjXUyZ82DPiEF1Ycm7m7Z116Pod52xKdIeyG3vaYf1oOfX+w56iafNWUlvM3zVBISEpGZmY2OjrZxx7XaGBQUSKe9JIksPv21HT58GHfffTcSEhIwNDTxNkdGRgZ6erx7ow+WlpYWLFq0CHa7HUVFRfjWt76F9evX+z2ubLIelCLbtDIPG5fnwGhxQqeRg/tviUBt6zBGLrjlplHJcOvlxSjMig1KbGJzddXBcfSN8QedNtg/3QrnsTehueSrkGeVhyQ2seXHZ+OqwsvwTsMHY8dkDIfbyr+IOI0O18y6HM+eeWXccxSsHDcVX43VmcvAsdJbSAkA9s6OKRPi8wkOBwbffgM5P/hhYIMKMlmMAmXz0r1OigHAYXfjxME2rL9aWvWW2hgdOJkcbtf0s8XxyekeW7KNspmHIZNJcyt7AODtLliPdHr9eEV+XNA+Z4Jt7drLcOzYYTQ0nIXL5UJOTh4WL14GtTpy29CR8OZTUiwIwpTbMw4ODkKhCJ9b96WlpZgzZw5mzZoFo9GIF154AXfffTcefPBBbNy40edxWZZBfHzw6tscTjeO17fjTNMg4vVKrJyTgb++fAIW2/iaYo1Sho2rCiCTaB1a/6Gjk57jR3phfu9vyP7GQ5DpEyHwbjj728EqNZDFSmuXr1FfWXw91hWtwOGOk1BwcqzIXoR49bkLmqvj10KQufBhwx7YXHakx6QgTZcMViFApgXiVNKsr2zfWTWjx1vr64P6txYs8fFaVJ/sQu0FiTHDApNV1vR1myT4/0KL8qVrcGr/9P24Kw/sQE6R500+GJZFQXExYmKl9vo/ZzrbD8ygJCKxPBUayf28vbdx4wYAG0IdBiEAfEyKy8rKsGvXLmzZsmXCOZfLhXfffRfz5s3zO7jJGI1G9Pb2Tvu47OxsKBQK3HbbbeOOr127FjfffDP+/ve/+5UU87yAkZGp2+mIxeZw4bfPHkNT1+e30rd9Ug83P/HNtd9gw6eHW7CoWJorte22ie3nzic47Wh78j4waj0E0yAE+7ltVGVZ5dCu+zpYbVwQohSPzWXHttr38VnXUbh5F3ac3YVbyzajMC4Pz555Bfs6Do091mA3ombgXAu3506+gUR1ApamL8BleZdALZPO7IrNNbM6SS4uDkND0unDPBPrrylBVl48Gmr7wLIMiitSsWvHWVgm2d5Xo5VL8v9F+Yqr4XDwqD+5Dy6nHUq1Fnar59fReva0x+NFCy6Gk1dK8vWPcji8r61m5CyscgZ2Cb9eQkJNr1eD83KS0Kek+K677sI3vvEN/OIXv8CmTZsAAAMDA9i/fz8ee+wxNDY24uc//7kvQ3tlx44d+OlPfzrt47Zv3+6xwwTLsrjsssvwxz/+ETabbcpZ7+m4XNMvhBLDB4faxiXEADwmxKOGjfagxSY2NncRUPnxlI8RLMMQLMPjjrnaq2Dc8Xdor53+dyOc/P3oVjQYmse+7jb34o+HH8E1+RvHJcQXEiCg3zqA7Y0fobKvBj9cdLdkyim0C5eAefklCB62ivck7tL1kv199kZRRSqKKj6vDW9rGkLlMc+32CsWZUr0/wWDeRdfh4qVm+C0W9HRWIkjH77o/bMZBrHJWRJ97Z9jkrVgtHKPnSYupKxIAc8y4CX+mgmRCp+S4jVr1uC3v/0tfvOb34wttrv33nshCAJiYmLw+9//HkuWBG6nqc2bN2Pz5s0BGz8cVTZ638KJAVCSO/nK3nAnyyyDvOIyOCs/mP7BF+B76uEeaAOX6LljR7hpGWkblxCf7/3WT7wep9XYjhN9lViUGrg7NGKSxcUh7Wt3oftfT0KwT31nIO7yjYi7dG2QIgsPGTmxHpPilWsLkFuYGIKIxMPJ5OBkcmTPno8Tn26Dy+nw6nmCIODoRy8hs6ACCpW0Fhqej2EZxKzNh/nTZvDGc6+dUXBQLUgDb3bA1WkCo+SgKEqEIi8utMESEmV8XtZ63XXX4bLLLsO+ffvQ0tICnueRk5OD1atXIyYmvLdp5HkeO3bswOzZs/2aJQ4mlcL7H9X6xdlIjZfuhwYAqFZ+CfKiVbAdeAF8V82MnitYDQCkkRT3WCbfttbunjpZvFCrsV0ySTEA6JYshaZiDixVpzH43naPO9sBgH7JsuAGFgKCIKCjZRgDvWbo45TY84Hnnr5JqdJoI+mNge4WqGPiYRzyfqGh2+VEV3M1cksWBTCywOMS1NBdXwJ3rxmCi4csNQbM6GI6ab80QiTNr14vGo0GGzaEd4F8R0cH7r//fmzatAm5ubkwGAx44YUXUFlZiYceemj6AcLERXPTcaK+f8LxuQWJWFqWgmNn+8GxDJaVpWJhkTQXnF2IjU2FaulNsHz8GGCa+No9kinAJUtnx6907eTt1DiGg1twT3r+Qokq6d0d4NRqqGcXQXHiuMekmIvRQZEp7fZb03E63Hj7hZPo6Zp+G/PqU13IzI0LfFAB1ttejz2vPz5ln+7JsBLanGcqDMNAlhreE0iERBufkuIvfvGLWLJkCRYtWoRFixZBrw/fXZa0Wi1iYmLwj3/8AwMDA5DL5aioqMDWrVtx0UUXhTo8ry0oSsZ1F+Xj3QMtcP63vmx2Viz+Z1Mp9FoFVlZItyexJ45T78F+9E3ggk07pqNcdD0YpXRWamfrMpGhTUOnuXvCuZUZSxGnjMW7TR+AnyZ50ClisCRtQaDCDJjB7e+g/83XAbeH5J9hkHTTF8DKJ9+gJhJ8tqvJq4QYAAZ6TAGOJjhqDn/kU0IsV6iQlhc+O6USQiILIwhedlQ/zx133IETJ07AZDKBZVkUFhZi8eLFY4lyaqo0NxOYKbebx+BgcFcFm6xONHWNIC5GieyUyJxlcDUfh/WDB6d/IMOATcoFFFqwqhjIiy+CLKsi8AGKzOF24u/HH0fTSOvYsblJZfhq+RYoODmGbMOoGaqHWqZCuiYVdcMNONJzAg3DzeDBoyh+FjbPvgYZMWkhfBUzZzlbi/Y//HbCcUapRMyiJYi7eA3Us2aHILLg2vrnvXA5vbsjoI9TYcs3pF1OYhzqxUcv/AUO2ww79zAMLrr2LmQUREaPckJIcCQkaAPbfeKf//wnBEFAdXU1jhw5gqNHj+LDDz/ECy+8AIZhkJmZiSVLluC3v534gUf8E6OWY06BtBfaTMdR8+nUD2A5cHkLoVp1K1h1+N6l8JaCk+OHi++B2WlBl7kHiap4xKvixs7Hq+KwIn3x2Nep2mSszlwOh9sJXnBDJaFWbOczHjzg8bhgtyP+0rURtYPdVNwu70tkYuPVAYwk8GqPfoITu94A4HkuhmE5sCzreZMPQUBShnRKowgh0uNzTTHDMCgrK0NZWRm+8pWvwOFw4O2338bWrVvR3NyMjo4OSoqJTwTb5LeSVVf+EFxSLlhV5Cw4GqWVazArzvsPfQUnByDd0gLBOXlLqsEP3oeztwdcTAziLrkUMQsic/VRf4/J292PAQBzFmUGLpgAMw33T5kQA8DidV9AU9VB9Hc2TjjHcjJwMun+vhNCwp/PSbHZbMbx48fHZopPnToFh8OBgoICfPGLX8TixYunH4RMihcEVDUNYnDEhsLMWGQlR2aphCeyjDI4eid+KDKxaZBlloNhmBBERcSmnbcAI/v3TTzBMDAdPjj2paWqEkmbv4iEy68IYnTB8cn2Wq8ep9EqsOSiXOTOku5doo6GU5gsIdbo4jHvomuQ89+uEp6S4pySRZQUE0ICyqek+IYbbkBtbS0YhkFxcTGWLFmC2267DYsWLUJ8vPRWwIebAYMNf3n5BLoGPq+5W1Gehq9tKgXLjk8ITVYn+g1WpMSpoVFFxgeGfO7lcDYdgWA4b/EZK4Nqxc2UEEeQmAULoVuyFMbD521QwrIAP3EB1uA7b0E7fwHgdEKRngGGk8YmJVMZGbah34uFc+uvLkFBSbLXNXHhimEmj79s+eVjCXF+xXKMDPag7vgu8Py50pL0vDIsvOSGoMRJCIlePi20KykpAcuyWL9+PdasWYPFixcjNzc3EPGFtUAttPvLyydQ2Tg44fitlxfj0gXnbp/yvIAXd9bh0+MdcLkFMAwQH6PENavzcNHcDMknj4LdDGfNLrh76sFo4yEvvRRcQmS35opWluozMFeeBqvRwHzqJGwNnnv0jpLFxyP5C7dAt2RpkCIMDKPBhv/84+CUj1m4MgfLLo6MOlqLcRjvPPl/EC646OE4Oa6+65dQqsffDbOaRzDc2w5tbCL0CdGxeJsQIr6ZLLTzKSmuqqoaK5s4evQoBgcHkZiYiEWLFmHx4sVYvHgxSkpKJJ+YTScQSbHZ5sR3/rbH403Gouw43L9lIQDgnf3N2LZ74i1GAFi3KAtbNhSJGle4EQQeroZDcDUdAVgOssKlkOdFZt1ptDAePoSuJ/4Br4psWRY5P/0FVDnSvhjf9swx9HROrKEvKk/B4tV5kl9Yd6GmqoM48tFL4N3ntvfmZHIsvXwLcooXhjgyEgoOhx11dbUYGOhDTIwORUWliImJvPUiJLQCnhRfqKmpaSxJPnToELq6uhATE4PDhw/7O3RYC0RSPGJx4Ht/3+vxXGGGHj/5yrla7Xsf3YeBEc87njEM8PtvrEBSbGR9oJ7PuvMxuOo/G3dMXrEBqpVbQhQR8QfvcKDxh98Hb/H+7yn20rVI3fKVAEYVeEMDFrzz0imYzvtbLqpIxdpNxRE7qWCzGNHZWAWGYZBRUAGlWjp9xYl4LBYLdux4EybT5xeFcrkc69dfieRkujNAxBPwlmzns9ls6O7uRnd3Nzo7OzE4OAhBEGCxzLAHJQEA6DUKzMqKRX27YcK5hcWf71Q3Ypl85b4gAE1dxohMit1DnbAffQPuxkMTzjkrP4KibC3YuMjayCQaWOvOzighBgD3yEiAogme+EQNvvT1pWiuG4DF5EB6diySInyXM5VGh4KK5aEOg4TY6dPHxyXEAOB0OnHkyGe44oprQxQViXY+JcWffPIJDh8+jKNHj6KqqgoulwtKpRJz587F7bffjsWLF2PBAuntrhUuvnJZMf704vFxiW9JThzWLcw67+t4nG4cmHSMBJ0yoDGGgqv1JKwfPATwrkkeIcDVWQ0FJcWSwypm/vuqLioOQCTBx3EsCksiY2t2QrzV1dXu8XhfXw+cTifkEb6TJQlPPiXF3/zmN6HX67Fw4UJ897vfxeLFi1FRUUG/xCLJSonBb7++Am/ubUJl4wBYlkFxTjycbh4K+blV9zdcXIC69mHYHBMb/+en61GYGRvssANKEATY9j83RUJ8DhOB/YujgaqwEPLkZDj7+rx6vDI7B7GrpLNNOyFkPMUkF8IymQxcBHSXIdLkU1L85ptvoqioyOuaN57n0d3djaSkJCgUCl++ZdQ5WN2DDw63jX3d3teEQ9U9+Mmti6BRyZGbpsMv/2cpXt/diJMN/bDa3WAAzJ+dhK9sLAld4AEiGPsgjPRO/SCFBlzOvOAERETFsCzSv3kPOh9+EK7BiZ1X9KtWQ3C54DaZoCkrR9yaS8CqpLmTH5me2+VEw6n96Gg4DY6TIad0EXJLFkdsnXU0mj27BP39E9/TCwpmg2Wl3X6QSJcoC+2m09/fj4suughPPfUUVqxYEehvFzSBasnmdLnxv4/sh8k6sW548yWFuGL5xBX3BpMdchkbMb2KL8TbjDA/+51pOxPISy6B6uLbgxMUEZ3gdsNSXQVHdw/cxhEwMhliFi6CMpPa8UULQeCx67VH0dN6dtzxWfMvxqK1N4UoquBwj9jh6jWDVcsgy9BF/EXA0aMHUV1dOdaPOicnD6tWXUp3nYmogrrQzltByL0jRme/xWNCDAC1bcMek+LYmMirIT4fq9JBlrsQruajUz7OWbMLirkbwcalBSkyIiaG46CtmAttRagjIaHS2Vg1ISEGgPoTe1C8cA1i4iKv/loQBFgPdsBR+/k6EVavhHZ9PrgIXB8yatGiZSgvn4vh4SFotTHQ6fShDolEObpHEYb0WgUmmx+Ii4ne8hPVxV8FlzVdtiTA3VMXlHgIIeLr7/Dcfx0Q0NfZFNRYgsXZNDwuIQYAfsQOy762SZ4ROVQqNdLSMighJmGBkuIwFK9TYv7spAnHWYbBmvmZIYgoPDCqGGiu/CG0X/wd5OUbJn+clrYaJ0Sq1DGTLxJWayNrAfEoR+OQx+PuHjN48+TtNwkh4qKkOEx9bVMZFhcnj80Y67UK3HVNGfLT6WqajU2DcvF1gHJi0382LgNcZlnwg/KTk3fh/ead+M2hv+LXB/+Mdxo/gM3leXMWQiJZbukSyJUTe6zrE1KRmjM7BBEFAT95eeGF22ITQgKHkuIwJUCA0eIc2+7ZaHagsmkQPNVmAwAYpRaaK38INunz+mouswzqK34AhpHer/WTlc/ircYd6DB1ocvcg/eaP8IjJ58EL9AHYjTqbB3G8c9aUXemFy5XdP0OKNVarLnhm4hNyhg7lpI9Gxff8E1J/m17Q57teQacjVdFdE0xIeEmaAvtyMy88FEdatuGx74WAOw91YWclBisX5wdsrjCCZecD+0NvwRvGgRYDqxGmrdWmwytON1fPeF4o6EZZwZqUZFUGoKoSCi4XTx2vF6F1obP29LF6JW4+ua5iEvQhDCy4BAEAQzDIDE9Dxu/cj9MhgFwnGzKkopIoChKgLPdAFenaewYo+CgWUFdVwgJJkqKw5DLzeNQteeevPsruykpvgAbkxDqEPzSZvS8sxMAtBrbKSmOIpXHOsYlxABgGrFj9/t1uOaWyO3BPdzfiVO730J3SzVkChXyy5dhzqqrEBObGOrQgoLhWGjXF8DVYRxrySYviAerpI9oQoIpKH9xGo0G99xzD7KzKZnzhtstwOX2fMvU7py4gx2RtkT15B/8iSppJ/xkZhpqPO/o19EyDJvVCZU68vq32swj+OTlh+Cwnev57rRbcfbYp7CahrHyqv8JcXTBwzAM5Fl6yLNo3QghoRKQAi2TyYTOzs6xr0eT4qwsuhXkDaWCQ0lOnMdz82dN7EpBpK00YTYytBP7Kscr47AgZW4IIiIhM8VmDZG6j0Nj5WdjCfH52s6ehGnYu22/CSFEDAFJip999lmsW7cuEENHjVvWFyHmglmhzGStx407iLSxDIt75t+BBclzwDIsGDCoSCzB9xZ+HQou8mYGyeQKSzxvTJGVFw9lhO5WaRyabPt2AcYhSooJIcFDBUthKjslBr+5azn2ne5C37AVeWl6LCtLgVzGhTo0EgCxSj3umHMrnLwLgiBQMhylKhZmoLN1GM11n2/koItVYc3GCG1FBiAu2XPvdYZhEZuUHuRoCCHRzOuk+I033vB60OrqiSvpyczFqOW4fGlOqMMgQSRnPf9JCoKAg91Hcbj7ONyCG3OTynBR5grIKXmOKBzH4oobK9DdMYKezhHE6JTIm50IjousVmS8242etrNwOx3ILJyDs8c+hcU4fgOL/Irl0OhoIx5CSPAwguBd49uSkhIwDAMvHw6GYSI+OXa7eQwOTqyFI0Rsz9e8hn2dB8cdK46fhXvm3wE2Qnu3ksg00N2CfW/9E1aTAQDAyRQoX3E5jEN96G6uhlypRn75MhQtvBQsS7/bhBD/JCRovZ5Y8HqmODY2FiUlJbj33nunfeyrr76Kl156yduhCSFT6DH3TkiIAaB2qJ76GEucw+5C1fFOtDcPQaGUoXReOnIKIrfjCM+7se+tJ8cSYgBwuxw4vfcdXH7r/Vh62ZdCGB0hJNp5nRTPmTMHjY2NqKiomPaxe/bs8SsoQsjnGg0tk55rMDRTUixRTqcbbz5/Ev09n2/Y0FjbjxWXFmD+sshsX9nbehZW0/CE44IgoKXmCOauvjr4QRFCyH95fW9q7ty56OzsxMDAwLSP1ev1SE+nBRKEiCFOOfluXlOdI+HtbGXPuIR41OG9zbDbnCGIKPBcrslfl8vpCGIkhBAykddJ8R133IGPP/4Yev30jcW3bNmCnTt3+hUYIeSc4oRZSNWkTDiulWmwJHVBCCIiYuhqM3g87nLyeP6Jw6g51R3kiAIvJXs2ZHKFx3OZhdPfhSSEkEDyOinWaDTIzMyEXE6r3QkJFIvTinebPsSfjjyCR04+ieO9p8EyLO6e9zUUx88ae1yOLhP3zL8DGrk6hNESf2i0npNDALBZnPhkey2a66e/MyclCqUaC9duBnPBTiT55cuRmlMcoqgIIeQcr7tPkImo+wQRk93twJ+OPIxO8/gZwk35G3Bl/gYAwIjDCDfvRrwqLgQREjEN9Zvx8tNHwbsnfwvOyovD1TfPC2JUwTEy2IOW6iNwOe3IKKhAak5RqEMihESogHSfIIQE1sGuoxMSYgD4oOUTXJy1EjFyLfQKXQgiI4EQn6TF5deVYc+H9TCN2D0+xjjJcanTJ6RizqpNoQ6DEELGoSaQhISJRkOzx+NO3oV2Y2dwgyFBkTc7CV/+5jLo4lQez6emT7+GgxBCiDhopjiMmaxObD/QgpMN/VDIOaysSMO6RVlgL6jHI5GBukxEJ4ZhsPLSQnzwRhXOL2ZTKDksXBGZrdkIISQcUVIcphxON37/3DF09H9es9zSbUR7rwlfvZL60kaiVRnL8Gn7Xjh517jjJfGzkaad2H2CRI6C4iRcc8s8nDrcjhGDDclpOsxflo34RE2oQyOEkKhBC+38EMiFdntOdeLp7TUTjjMAfvuNFUiJo64DkahmsA6v1L2FbnMPWIbFvOQK3FJ8A7RySo4IIYSQmaKFdhGgpdvo8bgAoLXbSElxBDI5zNArdPjxku9ixGGEilNCQ8kwIYQQEhSSTor37duHbdu24eTJk2hra8OWLVvw85//fMLjHA4H/vrXv+Ktt96C2WzGggUL8LOf/QwFBQUhiNo7yVMkvVOdI9JjdzvwQs1rONp7ErzAQyePwTWFG7EyY2moQyOEEEKihqS7T+zZswc1NTVYsmTJlDvt/frXv8Yrr7yC73//+3jooYfgcDhw++23w2j0PBsbDlZWpCFGPXGjlJKcOOSmRVdbLoHn4Wo9BWftHvAjvaEOR3Qv1b6Owz3HwQs8AMDoNOG5mldRM1gX4sgIIYSQ6CHpmeL77rsP999/PwDg4MGDHh/T3d2NV199Fb/4xS9w0003AQDmzJmDSy+9FC+++CLuvPPOoMU7EzqNAvfesgAvflyH6pYhyDgWy0pTcMv62aEOLah4Qw8s7/0FwkjPf48wkJevg2rVl0Mal1gsTiuO9JzweG5Px2coSYiun3c0Guw34/iBNvR2G6GPVWHukkxk5yeEOixCCIk6kk6KWXb6ie69e/eC53ls3Lhx7FhcXBxWrVqF3bt3h21SDADZKTG495YFsDvd4FgGMi8LxSOJ9dOt5yXEACDAWfURuLQiyAulX15gcVngFtwez404wvdOBhHHYJ8Z2549Dqfj3O/A8IAFrY2D2HBtKWaVUscRQggJJkknxd5obGxEYmIiYmPH93ktLCzEq6++6vf4MlngE9VgfI9w5Db2g++p93yu8TOoi5cHOSLxpcQkIkEVh0Hb8IRzxQmFUfuzjxYnDraNJcTnO7ynGcUVqWCoJzkhhARNxCfFIyMj0Okm1uDq9XoYDAa/xmZZBvHxWr/GIJNz8AaMTHJOxggR8//+KwtuxIOfPYXzuyOmaBNxw9zLEKuKjNdIPOvvMXk8PjxohUathMrDugJCCCGBEVZJsdFoRG/v9AupsrOzoVAoghDR1HhewMiIJdRhRC42Fmx8JvihjgmnmOx5GBoKTI/oYCvVleK+JfdgV9t+DNtHMCsuD5fkrAJv5TBkjYzXSDzT6pUY6Jv4M1ap5TBbbLDaHCGIihBCIoder5Zmn+IdO3bgpz/96bSP2759OwoLC70aU6/Xw2SaOBszMjIyoaTCFy4X7/cYZHKqi78Ky3t/BhzWsWNc9lyws1dH1P/7nJhs3Fr6xXHHIun1Ec/mLMpEa8Ogh+MZ4HmA5+l3gBBCgiWskuLNmzdj8+bNoo5ZUFCA/v5+GAyGcUlwY2NjWPcpJudwqbMQc/Mf4aw/AMFiAJdeDC6rgmotSUTIKUjA+mtKcXhPMwxDVqjUMsxZlIlFq3JDHRohhESdsEqKA2H16tVgWRYffPDBWMJtMBiwd+9efOtb3wpxdGQ67oFWuNurwCi1kM/fBEZBG5eQyDK7LAWzSpPhsLsgV8jAsnTBRwghoSDppLijowOnT58GAFitVrS2tmLHjh0AMNaCLS0tDTfddBP+8Ic/gGVZpKam4vHHH4dOp8PNN98cstjJ9Gx7n4HzzM7PD3z2ItQbvw9ZGvXuJZGFYRgoVbSojhBCQokRzl/yLjHbtm3Dj3/8Y4/namtrx/57dJvnN998E2azGQsXLsRPf/pTr+uSJ+N28xgcDN1CqDPNgzh6tg8cy2B5WRoKMibf1U9qXC3HYX3/wQnHGV0StDf/AQxDrcoIIYQQMrWEBK3XC+0knRSHWiiT4mc/qMUnx8Z3ZbhxTQE2rcgLSTxis37yBFx1+z2e01z3c3ApVA9OpE8QBAgCqGSCEEICZCZJsaTLJ6JVY+fIhIQYAF7f3YSVFemI1ylDEJXYKEkgkctuc2H/zgbUn+mF280jpzARq9YVIjaeauYJISRU6B60BJ1q6Pd4nBcEVDYOBDmawJAXLvF4nNElgzf2w/L2b2F64V5Ydz4O93BnkKMjxD/vvVqJmlPdcLl4CALQUj+AN587AYfdFerQCCEkalFSLEEqxeQT/CplZEz+y3LmQ16+fvxBpRay/EWwffwo3F21EIx9cNUfgOWNX4MfmX7TF0LCQXfHCLraJ+6maTY5UHeGfo8JISRUKCmWoGVlqZB5qI+JUcsxrzAxBBGJT3A5wMamgU0rBpuUC/m8K6G9+Q+e64wdFjhO7Qh+kIT4YGTIOuk5wxTnCCGEBFZkTCtGmXidEt+8thxPba+G2eY671gFFHIuxNH5T3A7YXn3D+B76seO8f0tYFgWgnXE43Pc/c1Bio4Q/ySmxkx6Lill8nOEEEICi5JiiVpQlIy/FCSgtnUYHMugKCcOHBsZE/+u+s/GJcSjHKc/BGRKwGWfcI7VpwQjNEL8lpisRWFJMhpq+sYdT/jv8VGGISuqT3bBbHQgPVuPovJUyCLgopcQQsIVJcUSJpdxqCiIjHKJ87m6aiY5YYesYAlcjYfHH2c4KCouC3xghIhk3dUlSEqNwdmqHricPPJnJ2LRqlxwsnMXtm1Ng3jvtSq4XTwA4GxVD6qOd+HaL82DIkLWDRBCSLihd1cSdhjV5JuQyOdtAhuXAWfVxxDsJrCJ2VAu2Ux9i4mkcByLhStysHBFzoRzgiBgz4f1YwnxqP4eEyqPdXp8DiGEEP9RUkzCjrzkIjgrPwB497jjbEohZMl5kCXnQbHoWsDtBCOLhJ7MhHxuZNgGw6DnBXetjYOUFBNCSIBERhEqiShcXAZU6+8Go034/FhGKdQb7hn7mmFYSohJRFIoOTCT7F2jpNIJQggJGHqHJWFJnrcQspz54IfawSjUYHXJ0z+JkAig1iiQW5iI5vqJG/GUzE0LQUSEEBIdKCmWAJ4X0NQ1AhnHIjdNF+pwAsrdXQdHzW4INiNkmaWQl6wBI1eFOixCguqSK4vwwRtn0Nl6bpMPmexcDXJ+UVKIIyOEkMjFCIIghDoIqXK7eQwOmgP6PSobB/D0ezUYMp5rQ5aeqME3rq1AdgT2M3XW7IZt99MAPv+VZJNyobn6ATByKpUg0WewzwyzyY7kNB1UanmowyGEEMlJSNCC87DhmSdUUxzGhk12PPTaqbGEGAC6Bix48NWTcLnHr0w3mB3Yd7oLh6p7YHe4Lxwq7AkuB+wHX8b5CTFwbtMOZ+3u0ARFSIglJGuRnZ9ACTEhhAQBlU+Esbf2NsHpnjiRPzhiR2XTIObPOncr9eOj7Xjx4zq4+XOP1apk+NZ1FSjNS5jw3HDFD7ZDsJs8nnN3VgMVG4IcESGEEEKiCc0UhyleEHCounfS82arEwDQ0WfC8x+eHUuIAcBsc+Efb1bB6ZLOjDGjmrwchFFFdh01IYQQQkKPkuIw1d5rgsXumvR8aW48BEHA2/ub4ako3GR1orJpMHABiozVp4DLLJ94gmEgL1kT/IAIIYQQElUoKQ5TsimKwjOTtIiNUeCh105POZvs9lB6Ec5Ua78OLqti7GtGrYdqzR20Wx0hhBBCAo5qisNURpIWOakxaO2ZWGd74yWFOFDZgxP1/ZM+XynnUJ4vnZpiAGDVemiu/CF4Yx8EmxlsQhYYjn5FCSGEEBJ4NFMcxu66uhxJsZ/36GUY4IplOZg/K2nKhJhlGNy2sRhqie5+xeqSwSXnUUJMCCGEkKChrCOMZSRp8duvL0dV0yBGzE6U5MYhKVYNAJDLJr+e+d+b56E0V1qzxIQQQgghoURJcZjjWBZzCyfuYrWiPBUHz/RMOJ6bpqOEmBBCCCFkhqh8QqLmFibhqpW5YBlm7FhKnBp3XV0WwqgIIYQQQqSJtnn2QzC2eZ7O4IgNtW3D0GsUKM2NB8sy0z+JEEIIISQKzGSbZ0qK/RAOSTEhhBBCCPFsJkkxlU8QQgghhJCoR0kxIYQQQgiJepQUE0IIIYSQqEdJMSGEEEIIiXqUFBNCCCGEkKhHSTEhhBBCCIl6lBQTQgghhJCoR0kxIYQQQgiJerJQB0BmrrXHiBN1/ZDLWCwtTUVirCrUIRFCCCGESBrtaOeHUOxo98on9XjvYOvY1xzL4GtXlWJ5WVpQ4yCEEEIICXe0o12EauwcGZcQA4CbF/DvHbWw2l0hiooQQgghRPokXT6xb98+bNu2DSdPnkRbWxu2bNmCn//85xMeV1xcPOFYUlIS9u3bF4wwRXP0bK/H43aHG1VNg1hckhLkiAghhBBCIoOkk+I9e/agpqYGS5YsgcFgmPKxt956K6666qqxr+VyeaDDEx3HTj6xz3FMECMhhBBCCIkskk6K77vvPtx///0AgIMHD0752PT0dMyfPz8IUQXOstIUvLu/GRcWgceo5ajITwhJTIQQQgghkUDSNcXsFDOnkSgzOQZf2lAEjv18VlijlOEb15ZDLuNCGBkhhBBCiLRJeqZ4Jp544gn85S9/gVqtxurVq3HfffchIyPD73FlsuAm5pcvy8Gy8lScqh+AQs5iwexkKBWUEBNCCCGE+CMqkuLrrrsOl1xyCZKSknD27Fn84x//wJe+9CW8+eabiI2N9XlclmUQH68VMVLvxMdrkZ9N5RKEEEIIIWIJq6TYaDSit9dzh4XzZWdnQ6FQeD3u73//+7H/XrJkCRYtWoQbbrgBL7/8Mu68806fYgUAnhcwMmLx+fmEEEIIISRw9Hq1132Kwyop3rFjB376059O+7jt27ejsLDQ5+9TUlKC/Px8VFVV+TzGKJeL93sMQgghhBASWmGVFG/evBmbN28OdRiEEEIIISTKRFf7hv+qrq5GU1MT5syZE+pQCCGEEEJIGAirmeKZ6ujowOnTpwEAVqsVra2t2LFjBwBg48aNAIAnn3wSra2tWLZsGRISElBXV4fHHnsMaWlpNCtNCCGEEEIAAIwgCBfuBSEZ27Ztw49//GOP52prawEAO3fuxOOPP46mpiaYzWbEx8fj4osvxve+9z2kpPi3LbLbzWNw0OzXGIQQQgghJDASErReL7STdFIcapQUE0IIIYSEr5kkxVFZU0wIIYQQQsj5KCkmhBBCCCFRj5JiQgghhBAS9SgpJoQQQgghUY+SYkIIIYQQEvUoKSaEEEIIIVGPkmJCCCGEEBL1KCkmhBBCCCFRj5JiQgghhBAS9SgpJoQQQgghUY+SYkIIIYQQEvUoKSaEEEIIIVGPkmJCCCGEEBL1KCkmhBBCCCFRj5JiQgghhBAS9SgpJoQQQgghUY+SYkIIIYQQEvUoKSaEEEIIIVFPFuoAiP86+s34rKobNocb8woTUZ6fAIZhQh0WIYQQQohkMIIgCKEOQqrcbh6Dg+aQxrD3VBeefq8a5/8UV5Sn4o6ryigxJoQQQkhUS0jQguO8K4yg8gkJs9pdeO6js7jwsuZAVQ8qmwZDExQhhBBCiARRUixhtW3DsDvcHs+drO8PcjSEEEIIIdJFSbGEKeWcT+cIIYQQQsh4lBRLWHF2HBL1qgnHGQZYUZEWgogIIYQQQqSJkmIJY1kG99wwZ1xirJRzuG1jCbKSY0IYGSGEEELI/9/efQZEcXV9AP/Ti9iwAIqCUVlEQRDBEo1dwI5GsYAoKMaGisGS2BKs0WhsKLGiQERjNGKLGh97iWKsFAWlqhTpdYE97wfenbCKSVQi7O75fYmZnV3vce69c+bOnTvyhVef+AA1YfUJAJBICFEJmSgWl0HUvD50tXmlPcYYY4yxd1l9grMnBaCqqgILU/3qLgZjjDHGmNzi6ROMMcYYY0zpcVLMGGOMMcaUHifFjDHGGGNM6XFSzBhjjDHGlB4nxYwxxhhjTOlxUswYY4wxxpQeJ8WMMcYYY0zpcVLMGGOMMcaUHifFjDHGGGNM6XFSzBhjjDHGlB4nxYwxxhhjTOmpEBFVdyHkFRFBIuF/PsYYY4yxmkhVVQUqKir/al9OihljjDHGmNLj6ROMMcYYY0zpcVLMGGOMMcaUHifFjDHGGGNM6XFSzBhjjDHGlB4nxYwxxhhjTOlxUswYY4wxxpQeJ8WMMcYYY0zpcVLMGGOMMcaUHifFjDHGGGNM6XFSzBhjjDHGlB4nxYwxxhhjTOlxUswYY4wxxpQeJ8WMMcYYY0zpcVLMGGOMsSonkUiquwiMvRNOilmNUVRUhGfPnqG0tLS6i/LRPH36FJcuXYJYLK7uonxUmZmZOH/+PIqLi6u7KOwjyM7ORkhICAoKCqq7KOwjSUxMhLu7O/Ly8qq7KIz9aypERNVdCFa5rKws3Lt3D9HR0WjcuDEcHBygo6NT3cX6TxARfv75Z+zatQtdunTBvHnzFDZWqcLCQkyZMgV5eXlo3Lgxvv/+e9SqVau6i/WfIyKEhYUhNDQUqqqq2LZtG/T09Kq7WOw/kpeXB39/f+zevRtGRkYICwtTmuOdlpaGgoIC1KpVC/Xq1YO6unp1F+mjycjIgI+PDxISEnDs2DGFP+bPnz/HkSNHkJCQgJYtW8LV1RW6urrVXaz/xNOnT3H27FnExcXB1NQUbm5uChMrJ8U11P3797F8+XI8evQIBgYGUFNTg6amJkJDQxW2c8nKysLq1atx6dIlNG7cGCEhIQrT0N4mLy8P165dw4EDB5CamoqDBw8qfMwAIBaLcfXqVQQGBuLly5c4fPiwUlwQAOW3lFVVleMmXV5eHrZs2YK9e/di2rRpePjwIWJjY/Hrr78qbD8GAPHx8fjpp59w5MgRaGtrQ19fH0ZGRvjuu+8UOu7XpaamYt68eQqfGKekpMDb2xsJCQkwMTFBYWEhJBIJDhw4oHD92s2bN+Ht7Y1atWqhYcOGyMvLg0QiUZg+XDl6Zjlz/fp1TJgwAUZGRti1axfOnz+PHTt2oEGDBvDz81PIeVqlpaWoV68e3N3dYWJigqioKPz+++/VXaz/lEQigZ6eHvr27YulS5dCV1cXe/bsqe5i/Wek198SiQSampro2bMn/Pz80LBhQ6xcuRJlZWXVXML/hrS9SuNXVVVFaWkpUlJScPHiRYWdUpCTk4MdO3Zg7969WLFiBby9vfHtt9+iefPmcHR0VNjb6g8ePIC3tzdu376NL7/8EgEBAZg8eTLy8/MxatQo5OfnV3cRP5pGjRph7dq1MDU1xYgRIxQ29osXL+LZs2cICAjAgQMHsGnTJjRu3Bi+vr4oKSmp7uJVmT///BNeXl4YMWIE9uzZg4MHD2Lr1q2oV68e1qxZoxC5CSfFNcy1a9cwceJEjB49GnPnzkXnzp0BAKamphCJREhMTFTIUSZ1dXU8efIEe/bswfPnzzFv3jwMHjy4uov1n1JVVRVGDU1MTFC3bl1ER0dXd7H+MyoqKgD+Sg5VVFTQrFkzWFhY4PHjxwrRoVZG2l4TExNx8uRJbNiwAc7OzvDx8cGUKVPg7OyskHPKnz9/jqSkJGhqaqJJkyYAgMaNG2PVqlWwsLDA9u3boWg3Kh89eoRx48YhNzcXPXv2RL9+/WBubo4BAwZgxYoV0NPTwzfffKOwdV1KGp+KigoaNWoEd3d3JCcnY9SoUQpV14uKipCWlgZtbW1YW1vDysoKRAQTExN0794dT58+RW5ubnUXs0oUFhbiu+++w2effYZx48bBxMQEANCiRQu0aNECz549U4jcRHkmOMmBe/fuYfr06Zg0aRLc3NxgYGAAoPxWs6ampvAAWkFBAbS1tRWiAkrFxsZi+/btuHXrFtzc3ODh4QHgr9gVQcXb5mVlZVBTUxP+Pz09HYWFhdDQ0EBBQYHCTqHYu3cvDhw4gCNHjghzxiUSCVJTU5GRkSHUeUUgkUhw/fp1XLlyBeHh4SgsLERubi4GDhyIAQMGgIgQHh6OTp06KVQ9JyKoqKjA3Nwcs2bNgkgkgoeHB7Zv344ePXrA0NAQ69evR0ZGhnChpAhiY2MxceJEiMVi1KtXD9euXcP+/fuxdOlSDBgwAIaGhujTpw8MDAwUqu9+HRFBVVUVRITHjx8jLCwMR48ehYqKCszMzJCYmIiWLVtWdzE/2M2bN7FixQokJyfjk08+wcuXL5Gbm4vatWsDKL8gSEhIQGZmJurXry/3dT09PR2RkZHw9fVF06ZNAfx1HiMiqKmpoaioCJqamnJdvzkpriHS09PxzTffoE+fPnBxcRGSg9LSUmhqauLZs2c4dOgQpk2bpjAJkzRJjI2Nhb+/v5AQT548GUB5g5MmCvHx8TA2Noaamlp1FvmDVOwoKsbxxx9/4MyZM7h9+zb8/PyE46sIMUtJEyVHR0ecOHECw4YNw5AhQ5CamorQ0FBMmzZNqPMpKSlo1KiRXHesRITTp0/Dx8cHo0aNQt++fdG/f3/UqVMH+vr6+PXXX7Fs2TKMHDkSPj4+CjXXUkVFRThZNm/eHGPGjMGDBw8QGBgIa2tr1K1bF3p6ekLMcXFxaNasmVzXc+komkQiwcaNG+Hg4ID09HSEhoZi2bJl+OSTT2Bubg5PT0/hYTtFqOeVKSoqQnp6On744Qfcvn0b2dnZGDp0KPr27Yvu3bsDAJKSkmBkZCS3x/zevXvw9PTEqFGjMHfuXEgkEmzZsgWjR4+Gu7s7MjMzsX37dgwbNkwhLgCA8sE4LS0tmfxDTU0N165dw7FjxzB79mxoa2tXYwmrBifFNcSNGzfw9OlTfPXVV2jWrBmA8oRYXV0dKSkpmD17Ntq2bYsRI0YA+CvJkEeFhYXQ0dGBqqoqYmJisG3btjcSYolEInSYP/30E44dOwZra2t4e3vL3aoUERER+O2335CamorCwkKIxWLk5uYiPz8fBQUFePHiBbS0tODj44ORI0cCAIKDg3H8+HG5jRkAoqOjcebMGcycOVOoq4aGhli8eDFmzpyJp0+fIjU1Fd7e3pg2bRoA4PTp0wgLC0OrVq0wdepUue1kVVRUoK+vj7p166KgoABeXl4AyhOGgwcP4ttvv8WQIUMwf/58ITl88OAB8vLy0LFjR2hoaFRn8d/Lw4cPcfbsWcyZM0cYPVJRUUHt2rVhZGSEs2fPvpEEyXvblnr06BEuXryI7777Dg4ODgCAhg0bok+fPggODkZKSgrMzc2FhPjMmTM4evQoWrduLdf1/PXz0O3bt3H06FGcOXMG2tra6Nq1K6ZNm4amTZsKxz44OBhhYWGwsbGRy2MuFouxceNGdOrUCVOmTBEu5ps3b44JEybgt99+Q3JyMpydnYXzGVDePnJzc+WqfRcVFSEuLg7m5uYQiUQYOHAgVqxYASMjIxARXr58iVWrVsHS0hLOzs7C9549e4bc3Fy0adNGbmKV4qS4hrhz5w5MTU3RsWNHAH9NG0hJScH8+fMhkUjg7u4uNEB5TYivXLmCI0eOYMGCBcjJyZGZMlExIa44euLg4IDbt2/jzJkzuHLlCg4ePCg3HWlRUREmTZqEjIwM2NvbQ11dHTo6OjAxMYG2tjZq1aoFKysrNGnSBG3atBG+5+TkhDt37shlzED5KP/p06dx//59xMbGyoyWtGjRAmpqanBwcED//v1lvtepUyccP34cYWFhuHz5MoKCguT2zoidnR3Wr18PHx8fzJ49G+vXr8fp06fh5+eHYcOGYcGCBUJCLBaLERQUhPDwcNjY2OCbb76Rq7hLS0sRGhqKhIQExMfHw8TEBCoqKigtLRVuq6qoqCA/P19mVFye23ZFd+/ehaGhIQYOHAgAKC4uhpaWFmrVqoWMjIw35tHa2dnh2LFjcl/PpeehCxcu4OzZszh8+DAMDAwwZMgQuLq6okmTJtDU1JSZQy3vfRtQvtxcmzZthPNxWVkZWrRogfr162PQoEEYMmSIzAWgWCzG/v375a593759Gz///DOmTp0KkUiEBQsWoKioCP7+/oiMjEReXh6MjIwwceJENGrUCEB5X3D48GGcP38e1tbWWLRokVzEKiBWI+zYsYOGDRtG6enpwrb4+HhydnamQYMGUVBQkLBdIpFURxGrRFRUFIlEIpowYQJNnz6dunfvTjt27BA+Lysrk9m/uLhY+LOrqyuJRCIKDQ39aOWtCjExMWRra0uLFy+mwsLCv91XIpEoRMxERAkJCdSrVy9asGABpaWlCdufPXtGlpaW9OuvvwrbXo97ypQpJBKJaPPmzXJd3yUSCV27do3s7e1pxIgR1K5dO1q8eDFlZ2fL7ENElJGRQZs3byZra2saPHiwzL+HPHj27Bl1796dFixYQC9evCCi8vZ84cIFateuHa1du1Zmf0Wp50REx44do379+lF8fLywLTU1laZOnUoDBgyglJQUYbui1fM5c+aQSCSizp07U0BAAD148EDm84pxKcIxLy4upvnz59OkSZMoPT1diO/FixfUvn17Cg4OFvaVSCRy3b4TEhLos88+o0WLFlFiYqKw/dq1a9SjRw9ydnamn376SdguPX9nZGTQ6tWryc7OjoYMGfKP572ahEeKa4i+fftix44dWLduHZo3b47S0lLs3LkTLVu2xIwZM4RbcvL+QI5IJMLRo0fh5uaG3NxceHl5YdKkSQD+mrQvVXFO8Zo1a3Dr1i14e3vjs88+q5ayv6+WLVsiMDAQY8eOBRFh3rx5wsMYr8csXa4MkO+YAaBZs2bw9/fHxIkTUVxcjLZt26Jp06ZYvnw5WrVqJdwVAcpvw0rj3rVrF+7du4eRI0fCwcFBbu+KAOUjaR06dICzszP27dsHIyMjLFq0SKYNq6ioQCwWo379+ujcuTN+/PFH1K5dG0+ePEHbtm2rsfTvxtTUFAEBAZgwYQKSkpKEkaPTp0+jR48ecHNzA1B+rBWpngNAhw4dUFBQgB9//BEDBgyAvr4+NmzYgPj4eAwfPhyNGzcGINu+FaWeT58+HW3btkW/fv3QvHlzYbv0jp80LkXpzzU1NTF58mSMGzcOP/zwA7p164YGDRpgyZIlaNasmUy/Jo1dXtt3s2bNEBAQAE9PTyQkJEBLSwuGhoY4evQoOnTogFGjRmHAgAEA/jre0lgHDBiAU6dOobCwELdv30a3bt2qOZp/qZqTclZBZGQkTZw4kZycnGjQoEG0bt06SkhIIKLykQjplVppaWml34+IiKDffvtNLq5Anzx5Qvb29jRz5kxKSkp6Y4S4Yox+fn4kEolo06ZNMiOO8ubRo0dkY2NDCxcupNzc3Dc+V8SYicpHymfPnk39+/cnc3NzmjRpEl25ckX4vGLc27dvp06dOtGCBQvo6dOn1VHcKlVcXEwhISFkbW1Nnp6eZG9vT+vXr5fZRxr/n3/+SVZWVuTq6krh4eHVUdwqERMTQ19//TU5OzvT4MGDaePGjTJ3wBS1nkdERFD//v2pe/fuJBKJaNCgQeTv7y98LhaLhT8rWj2Xjoa+3o9LKeIxj4qKohEjRtCnn35KIpGIXFxc6MSJE2/spwjtOy4ujvbs2UMzZ86k1atXU2hoKOXn5wufS4+79L+RkZE0YMAAGj58OJ08ebJayvy+OCmuYfLy8qioqIhevXolbCsrK6OVK1eSra0txcXFEdGbiXFxcTFNnTqVbG1tadasWTIVtqZ69OgRiUQiCg4OlulMS0pKhD8rSgcq9eDBAxKJRHTu3DmZ7YocMxFRQUEB5eXlUXR0tMz2ihdwipYoEBFlZ2dT165dac6cOZSdnU337t2jyMhI4XNpO753755wwvzzzz+Fz+X1lnpxcTFJJBKZfky6XUoR63l6ejo9fvyYrl27JjNFRtHr+d9R5L7t1atXFBMTQ7du3aKioiJhu/R8pqjtu6LXL4iioqLIycmJnJ2dZRLit10w1TScFNdQrzeW3NxcmjNnDrVt21Zmbk9FxcXFtGbNGrK0tKRevXrJxYjxixcvhBNnYWGhTMNRtA5UKjU1VfhzQUGBUsT8uuLiYpmTpSInCikpKZSTk/PGdunIYcUT5p07d4TP5fmE+XrZ8/LyFHK08J+IxWKlqeevU9a+TVr3pcdd0dp3ZeWWxvq2hFieYuWkWI7k5OTQ0qVL6dChQzKVrOKfAwMDydramsaMGVMdRXxvFy5coPXr11NycjIRES1fvlzhO9Dz588rXcxERA8fPqRdu3ZRUlISEREFBAQoTaLw8uVLevXqlZAs3L17V6FOmJX53//+Rxs2bOB6rkT1XFmPeUpKitK075ycHMrJyRFiiYyMlPuEmIhIhUjB3rOp4EpLS1FcXIxatWoB+GudyIKCAvzyyy/w9/dHmzZtsGvXLgBvPshVU8XHx2PgwIHo168fdHR08Msvv2DGjBlwcXERHthRNAkJCRgwYIBSxQwAycnJ6NevH/r16wdjY2McPnwYvXv3hqenp8IsdF8ZsViMDRs2IDU1Fd9++y1iY2Ph5uYGKysr+Pj4wMbGBoB8r0FeGa7n71/PX1+eUl4o4zFXpvZdVlaGkJAQPHz4EF9//TVevnwpvLxj8uTJcHJyAiCf9ZeTYjkmrXAFBQU4cuQItmzZgjZt2mD37t0A/nr5h7yIiIjAhAkTkJOTA3d3d3h5eaFBgwYgIpSVlQmxVJboy2tH8yExVyRv8VeM28nJCd7e3mjRosUbcctjp/p3oqOjMXToUNja2iIyMhJt27aFr68vrKysAChevFJVVc/lTVXVc3lcdUgZ+3Nlat+PHz/GkCFDYG9vj7S0NOjo6MDLywuOjo4A5DdW+SuxEqu4ADoAhUqIAcDCwgI//fQT9PT08PTpU5SWlgIoX9ZGXV0diYmJSEpKgpqaGsrKymS+K+1Af/zxR4SGhqK4uPijl/99fEjMUv/73/+wd+9eFBUVfcyifxALCwuEhIRAT08P2dnZwuLu0rhfvnyJly9fQlVV9a1xyyPpkoQxMTEQi8VwdXUVTpglJSUyJxFpXahIOobx6tWrN14IUZO9bz2X9zGbqqjnJ06cwMCBA5GXl/cxi/7B3veYl5WVCf15Xl4eSkpK3jj31VRV1b7lgZmZGY4ePYqoqCg8e/YMI0aMEBLi12P9uz68ph1bTorliHQNwBcvXgAof2vS3yXE0spWUlKC/Px8ZGdn1/gEo2XLlggKCsK1a9ewY8cOlJSUACjvLHbs2IG+ffsiMTERampqb3Qq6enpOHbsGA4ePAhPT0+5OYl8SMylpaWIiYnBmTNn4O7uLjcxA0CrVq2EuNesWSOT5P30009wcnJCQkLC314QADWvU/0n5ubmCAoKgqamJsLCwvD8+XMAEF6HumLFCjx9+hTq6upvJIgqKip4+fIlVqxYIVd1HHj3ei6RSITkKCUlBXfv3sW5c+fw8OFDubog+NB6bmdnhyZNmmDo0KFydbyBdz/mRCSMGu/evRtTp06Fm5sbli1bhvz8/OoM5V973/YNlF8wpKen4+nTp0JiXZOZm5sjODgYderUwfXr15GUlAQiEmLdtm3b39btvLw8nDx5EsePH685sX6sycvsw0jfjDNmzBhyd3enqKgoCgoKos6dO9PEiROF/SquhUlU/uSrj48P9e7dm5ydnWnKlCmVrpFb08TExFBMTIzMtpycHPL19SU7OzuKjY2t9HuFhYUUHh5Onp6e5OzsLFdv0nnfmMViMYWHh9OECRNo0KBBcrEcX0WRkZEUEREhsy03N5fmzp37t3FX3PfVq1cySyLJg4iICLK1taWzZ88K24qKisjDw4Ps7e2FNcpLS0tl3pq1ZMkS6tmzJ1lbW1Pv3r3loj1X9E/1/PXPNm7cSC4uLmRtbU09evSgQYMG0dixY+Uu7g+p5ykpKTR+/Hjq1auX3MVN9O592/79+8nOzo6mTp1Ky5Yto3HjxpGTkxPl5eV9zGJ/kHdp30Tl5/gTJ07QZ599RnZ2dtS7d29ydXWVi+MtXV71yJEjwrbi4mKaM2cO2dvbC296fH0p2cLCQpoxYwZ16dKFpkyZUiPOXZwUy5l79+6Rra0tOTg40KeffiqTEFdc+kcsFtPBgwfJwsKCPv/8c1qzZg0FBQXRuHHjaNCgQXKTQLy+tmFubi55eHjQ6tWr37pvWVmZsDTMsWPHPko5q9K7xCwlkUgoNjaWRowYQZs2bfqvi/ifqCxuT09PWrRokcz2rKwsysjIoODgYPr+++/p888/Jzs7O7K3t5eriyAiemMdX6LyuH19fUkkEsksv/jixQtavHgx9ezZk1avXk0ZGRnk4eFB/fr1k4sT5+veVs9XrFhBROUn1UWLFpG1tTWtX7+enjx5QmKxmG7duiVcABYUFFRH0T9IZXFPnjyZvv7667d+RyKRUFpaGnl4eJCjo6NcJYcV/dMxl/L19SUPDw/KzMwkovLXDY8bN46WLFkiN+vdEv1z+5YmxkREQUFB1LZtW/Lx8aGwsDA6ffo0ubq60tChQ+XifF3xVeZS0ou+1/uy123YsIFEIhGNGzeu2peSla9JpwxWVlYIDg7G+PHjUVxcjG+++QZA+S1k6RxisViMwMBAbNiwAaNHj4abmxtatGgBAOjUqRO8vb1x8+ZNuXi95usT9fX09ODv7w8tLa1K95U+tCESiVBQUICYmJiPVdQq829jTktLQ7169aChoQEVFRV88skn0NXVxZMnTz5mcatMZXEHBASgqKgImZmZOH36NF6+fInTp09DQ0MDderUQbNmzdC5c2dERUVBT08PWVlZMDQ0rKYI3p2+vj4A2YdS9PT0sHjxYujq6gq3kgsKCnDo0CGcP38e7dq1w/z58wEAfn5+8PX1haOjI86fPy9XD2NVdrw3b94szLtdvnw5Dh06hBYtWghTxzQ0NNChQwd8/fXXWLJkCfbv3w8vL6/qKP57e1vclan4quSGDRvC0dERixcvxqhRo3DkyBG5Ot5A5bFv27ZNiCM8PBwaGhpo0KABjIyMUK9ePQDlrxs2NjZGTEyMXD2A90/tW3rOvn//Pvz8/ODu7o7p06ejTp06AIDGjRtjwYIFuHfvHuzt7asniH9JuqpIxQcn9fT0sHTpUujq6iItLQ3GxsbC/hX3S01NRbNmzWReE15dOCmWQyKRCEFBQRg1ahRWrlyJxYsXo0mTJkLDO3z4MNavXw8vLy94eXkJy7cBgJaWFhISEuRublpF0uSwsieypY3s0qVLKCgokKsE6e9IY644X3zbtm04c+YMTp48iTp16iA2NhZ5eXkwMjJCSUkJ1NXV5eoEUhk1NTVERETgm2++QUlJCTp37oyJEyfC1tYWrVu3xq1bt+Dv7w99fX3s378fhoaGcvnk+uvJQu3atbFs2TIA5SdUXV1ddOvWDXl5eTh8+DAuXryIHj16oEmTJli/fj3OnTuHzMxMGBgYVEPpq440IV61ahUOHjyIxo0bw8bGBlFRUdi5cyfWrVsHBwcHmJiYwMHBAdbW1tVb4CpS8YK3Yv1VVVVFcXExLl68iOPHj+P8+fNo3LgxHB0dUVhYKHdJ8euICJqamkhNTYWvry8iIyOhqqqKunXroqSkBJMnT4aenh4yMzORlZWF4uJi5Obmonbt2nLVxv+pff/+++9o2rQpXF1dUadOHaEO1K9fH/Hx8cjJyamGUr8b6fF4fSURaawV/w0kEgnU1NRQVFQEPz8//PHHH+jduzd8fHygqalZrStXcFIsp1q3bo39+/dj7dq1yMzMhJGREVRVVXHnzh34+fnB1dUVX3zxBXR0dAD89VTrgwcPUL9+fRgZGVVn8atExcaXnZ2N0tJSvHr1CpcuXcLJkyfRoEEDtG3bVthHXpeIqUhdXR1EBFVVVXh4eODu3bsYMmQILC0tkZSUhPj4eMycOVN40EEeE8TX6ejoICcnB+3atRPujIjFYty9exd+fn7IyspCYGAgmjdvLow+KELcUmVlZVBVVYWNjQ1EIhF0dHQwd+5cBAUFwdzcHAYGBhg7dqzCxHv16lWcOHECAwYMwPTp09GyZUvk5+cjICAA69atQ9u2bWFsbAw3NzehPStC25bW2YoPFz59+hQbN25ETEwM6tSpg/nz58Pe3h4ikaiaS1s1pLGuXr0ajx8/xrp162Bqaoq8vDwsWbIEzs7O6NatGxISEnD16lWsXLlSGEVVhGMOlCfMmZmZwp0vaT0oLCzE5cuX0bBhQ7kf3Hl9JQo1NTUUFhZixYoVuHnzJnr16gUfHx9oa2tX+3HlpFiOtWvXDlu3boWWlpbQiLZv344OHTpg/PjxQkIsrWQZGRnYtm0bTE1NhYXE5U1hYSFWrlyJ5ORkpKWlQSKRoKysDLm5ucKTzWKxGF27doWLi4uwHA5QfgtaV1dX5glnefHDDz9AIpHAx8dHOJEYGxvD29sbq1atgpWVFczNzWFpaSkzLaa0tBQaGhpynSSam5tj1apV8PHxwaxZs7Bx40Zh9Dg7Oxv79u2DqampzHFVhLgfPHgAS0tLaGhoCG1YV1cXTk5O+PnnnxEVFQVzc3Mhxuo+mVSVqKgoAMAXX3whvOSiVq1aaN26NUJDQ4XVRl4/0aqqqsrt8a5YbrFYjNOnT+PAgQO4f/8+zMzMMGnSJLi6ukJPT0/me9K7ZfIaN1C+tu/FixcxY8YMmb7r66+/xty5c6GhoQFDQ0N89913GDJkiPC5PPfnAJCfny/cxTU3N8cvv/witGnp3YGdO3eiVatWaNeuXTWXtupIR4hXrFiBGzduoFevXpg7dy60tbVrxKAGJ8VyrmInWVhYiIiICLi7u6NZs2YAIIwqlpWVYe7cucjNzcWmTZsAyOeVdk5ODg4dOgQAcHV1ha6uLvT09FCnTh3o6uqiQYMGaNGiBerUqQM9PT0QEZKTk/Hzzz/j6tWrUFVVRfPmzbF06dI3TjA1VWFhIeLi4iAWi5GSkiJzi7xu3bpIS0tDz5490bp1a2F7cXExDh48iD/++AP5+fkwMTHBl19+KTOVRl6oq6ujc+fO2LhxI2bNmgV3d3fk5uYiMzMTu3fvhqmpKYDyUSexWIzQ0FC5jzsqKgq+vr6YOXMmBg4cKDNf3tDQEFlZWXj16hUAyNxqz8zMxMuXL6GmpgZTU1O5vL0eERGBFi1awMzMDEB5XdbS0kJpaSmKiopk1iAvKSnBgQMH5P54S99KeujQIZw9exa3b9+GtbU1fH19MWbMGKirq8v01WKxGAcPHsTNmzflOm4AqFevXqXTIWrXro38/HwMHjwYlpaWAKAQ/TlQntCHhYXB1NQUnTt3xtixY3Hnzh2MHDkSLi4uiIiIQGxsLOrWrSvcHQMgLK0qkUhgYGAg3BGsySQSCeLj46GlpYUmTZpALBZj+fLlbyTEFd+toKKiUm2xclKsQKQnD+lDdUB55crKyoKPjw8iIiKwYsUKYTK7vCXEAGBgYIDjx4/DxcUFmpqamDVr1ltHCYgIv/76K/bt24eYmBi4uLhAXV0djx49wujRo3Ho0CFhNL0m09HRgbe3N8aPH49NmzZh+vTpaNKkCUpLS3H//n2UlZXJrF/8xx9/ICAgADdu3ECfPn3QqFEjREdHY+TIkfj555+FeZvyQjoSZGdnh6lTp2LdunVQU1PDiRMnZB7cuHXrFrZv364Qcevr60NbWxuXLl1Cly5dUL9+faipqSEvLw/Hjx8HAJkpUElJSbhy5Qq2bt2K4uJi6OnpwcDAADt27JCrZAEATExMEB8fj/T0dDRs2BBaWlqIiYmBn58f+vbti9atW4OIcPv2bYU53mKxGJMnT0Z4eDgsLCywdetWWFpaonHjxgBk1+JWpHoOlM8j/+STT/Dw4UNkZGQID6c9fPgQ+fn5wkWQovTnQHksN27cwM2bNyESiVC/fn2sW7cOnTp1QmJiIu7cuYOWLVtizpw5MDExQV5eHsLDw7Fu3TpkZmaiVq1aMDQ0xNatW2t8+y4uLsaSJUugo6ODL7/8Evv378eNGzfQs2fPShPiao/14yxywT6G3NxccnZ2pnnz5lFqaiplZGTQ+fPnadiwYdS9e3c6c+aMXCzt8m88ePCArKys6Ouvv6acnBxhu3RZOolEQoGBgeTo6EhDhw6VWfrm6dOn1Lt3b7lbri0yMpJ69uxJkydPpnnz5tHChQvJ3Nyc/Pz8iKg85rNnz9KgQYOoS5cudOvWLeHfIz4+nhwcHCgoKKg6Q3hvEomE/vjjDxoxYgR16tSJOnToQKtWrRI+P3funMLFHR0dTba2tjRv3jy6evUqvXjxgnbv3k2dO3cmV1dXYb8///yTfHx8qG3btrRkyRK6ePEiXblyhTw8PMjFxaXalzh6V7GxsWRnZ0e+vr60Z88e2rdvH1lbW9PIkSMpMjKSiEgh6/mzZ8/o7NmzbyzjVXFtV0Ws50Tldd3e3p58fHxo48aNtH79emrXrh0tWLCAiMqXclO0/jw6Opo6duxIX375JZ07d45evHhBJ0+epEGDBlG/fv2E9Y2fP39Oq1evJgsLC5o6dSodPHiQTp06RRMmTCBnZ2e5aN/3798nGxsb6ty5M/Xp04eWL18ulLviUrIJCQm0Zs2aao2Vk2IFExkZSZ06dSJnZ2eytbWlTz/9lFxcXCg6Olqm8imCR48ekbW1NX311VdvLPr9yy+/kIODA40fP57S0tKIiGQaVI8ePWj37t0ftbxV4enTp7R69WoaPXo0DR48mAICAoS1Wq9du0aDBg2iXr160fPnz4lItsMZOHAgrVu3rlrK/aEKCwvJ1dWV2rdvT7GxsRQREUEHDx4kIqLr168rbNyRkZHk5OREn376KYlEIrKysiJ3d3chUbp16xZ5eXlRt27d6MCBAzLfPX/+PPXu3VsmgZAXkZGRNHbsWOrVqxfZ2trSV199Rffu3SOi8pgHDhyokMdbSvqylooUuZ4TET1+/JimTJlC/fr1o86dO9O6desoPT2diIgOHz6skP15ZGQkubi4kJOTE1lbWwsv2Hr58iURESUnJ9NXX31FIpGI/P39Zb5769Yt6tOnzxsvhKmpoqOjyc7Ojrp160aPHz8mItl6Hh8fT4sWLar2WDkpVkCJiYl05MgRCgoKogsXLlR3cf5TDx8+pO7duwsjSETliePQoUNp+PDhQgda8eRx5coVsrCwoGvXrn308lYFaUIkXdieiCgvL4/c3Nyoa9eulZ4wHz16RHZ2dvTrr79+1LJWpWfPnglvRpK+uVEsFpOrq6tCx52amkrXr1+nw4cP0+XLl4XtsbGxNHv2bOrevbtMfNJk4eHDhyQSiejBgwcfvcxVITc3l3Jzcyk5OVnYVlRUpPDHuyJp0pCbm0vjx49X+Ljz8vIoNzdXiJGIKC4ujoYMGaKw/Xl2djalpaXRvXv3ZO4SZGZm0sqVK0kkEtHevXuF7RXvDohEIrp69epHL/P7io6OJhsbG/Lw8KAXL14I27OysmjVqlU1IlaeU6yAjI2NZeZaAvL5UN2/0bZtW5w8eVJmrlFoaCji4+Nx/PhxNGzYUGa+Unx8PEJDQ9G+fXvhYUR5Iz2OdevWFbYFBwfjzz//RHBwMIyMjGRizsjIwLFjx1C3bl2Z+ebyRvpAHREJD13s2bMHd+/eVei4GzVqJCyMX9GlS5dw7tw5LFmyRHgqv7S0FJqamigsLMTOnTthYWEBCwuLj13kKiFt0xUfHgsMDFT4412R9OGzkJAQ3LlzR+Hjlh7riv15SEgIEhISFLY/ly4x17BhQ5ntf/zxB/bt2wcfHx+4u7sD+GudeumDliYmJjA3N//oZX5fZmZm2Lt3LzZt2gQdHR1hlYmbN28iMDCwRsSqeFkSq5QiJsRS0o60rKwM6enpuHjxIiZPnoymTZtCLBYLHWhKSgpCQ0Nx7do1ODs7v3HhIC+kJ0oVFRUQEfLz83HlyhUMGzYMVlZWMieNgoICnDp1CoGBgRg+fLjwFLc8U9a4K0pLS4O/vz/GjBmDkSNHAvjrJFJaWooTJ04gIiICPXv2lNuluqSU+Xgra9xAeezp6em4dOmSQvfnlcnNzcWaNWvg6OgovLFRetyJCOHh4Th37hzat28vJNXywsrKCtu3b0fdunWhoqLyr2O1srISXmzyX+KRYib3Kr5JR1dXV+aV19IlqRISEhAaGordu3djxowZQiIh71RUVKCpqYns7GxhdEUae1ZWFk6cOIE1a9bAxcUFU6dOBaAYdw3eJ26S47VcX/fkyROoqKgII8TS9WpLS0tx4cIFBAQEoHHjxvDy8hKSSnmOneu5csUNlMeubP251PPnz1FQUICBAwcCkE0SIyIisHbtWkgkEixZskTYLk/tW3o8gX8Xa2lpKZYuXQp1dXUUFBSgoKBAeBFZmzZtZN4I+cFlq7JfYqwGICIYGhri2bNnwpJON27cwKFDh/C///0P06ZNw4wZM4R95akjeZuysjIYGxsjNTVVWNIoKioKx48fx65duzBq1CiZV4oqwgkTeLe4FeVYS2lqakJbW1uISVNTE0VFRTh16hT8/f2hqamJH3/8sUa8IaqqcD1XrrgB5ezPgb+miElHgaXTCP7880989913yMjIwL59+6Cnpyf3x/yfYk1PTxdivXv3Lo4fP46jR4+ipKQE9evXh76+vvB5VVCh/3osmrGPLCoqCu7u7jAyMkJZWRkSExNhZmaGYcOGYezYsQAUqwMFyt8K5erqipYtW0JNTQ2JiYlQU1PDiBEjhJOGIlLWuFNTUzF27Fh8+umnGDFiBPT19eHv74/w8HDUr18fu3btQq1atYQXfigKZT3eyho3oJz9eUZGBlxdXdGxY0e4u7ujQYMGCAkJQVhYGEpKSrBz507hLZ7yHvffxVpcXIydO3fik08+waVLl7B+/XoUFxfD0dERo0ePxvPnz7FlyxYQEQICAqrkBR+cFDOFFBcXhwsXLuDFixewtbVFy5YthVfGKkJHUpnY2FicOHECiYmJsLa2hpmZGezs7AAobszA38etyCIjIzF9+nQA5bcgW7duje7du2PmzJnQ0dFRuIRYiuu5csUNKGd/HhkZCS8vL+jq6iI+Ph7GxsawsLDAypUrhbe1Kkrcb4t1+fLlqFOnDi5evIhly5bB2NgY48ePR79+/YTvHj58GD/++CNCQkLQoEGDDy4LJ8WMKTh5v732vhTppPE2qampSE9PR1ZWFtq3bw8dHR2oqqoq5TFXxpgB5Y1bGbx48QJxcXHIzMyEpaUlDA0NoaGhoZDH/G2xhoeHY9myZahXrx6mTp2Krl27AgCKioqgra2NU6dO4dtvv0VoaCiaNWv2wX0+J8WMMaZAlOFigDFlpUztOycnB2vXrsXdu3cxa9Ys9O3bFwBQUlIiTJX4/PPPUatWLQQGBlbJ36lYlxqMMabklOWEyZgyUqb2nZ2djePHj2PAgAGVJsQrV65EWloaxo8fDwBVslwbJ8WMMcYYY6xGuXHjBtTU1ODh4QGgfMqENCHeunUrLl26hD59+qBTp04AquaCgZNixhhjjDFWozRq1Ah169ZFUlISAEBbWxsAsGbNGoSFhaFNmzaYPn16lS3HBvA6xYwxxhhjrIYxMzNDSUkJ9u/fjx49ekBPTw8//PADnj9/js8++wwzZ86skhUnKuIH7RhjjDHGWI0TGRkJX19f5ObmIj8/H61atYKbmxs+++wz1K5du8r/Pk6KGWOMMcZYjZSRkYG8vDzk5OSgXbt2/+nfxUkxY4wxxhhTevygHWOMMcYYU3qcFDPGGGOMMaXHSTFjjDHGGFN6nBQzxhhjjDGlx0kxY4wxxhhTepwUM8YYY4wxpcdJMWOMMcYYU3qcFDPGGGOMMaXHSTFjjDHGGFN6nBQzxlgF9+/fx+jRo2FtbQ2RSITIyMjqLpLc2rx5M0Qi0Tt9Z8GCBbCxsflX+4pEImzevPl9isYYY29Qr+4CMMZYTVFSUoLZs2dDU1MTCxcuhLa2Npo0aVLdxWKMMfYRcFLMGGP/LyEhAcnJyVi+fDlGjhxZ3cVh/+D+/ftQU1Or7mIwxhQET59gjLH/l5GRAQCoXbv2R/17i4uLIZFI/vO/p6Cg4D//Oz4mLS0tqKvz2A5jrGpwUswYYyify+rq6goAmDVrFkQiEdzc3AAAsbGx8Pb2hr29PSwtLTF8+HD8/vvvMt/PysrCmjVrMHjwYNjY2KBDhw6YNGkSoqKiZPa7efMmRCIRTpw4gQ0bNqB79+5o37498vLy/lU5i4qKsHz5cnTq1Ak2Njb44osvkJKS8sb8Wul83piYGMydOxd2dnYYO3as8Pmvv/6K4cOHw8rKCvb29pgzZw5evHjxxt937949eHp6wtbWFu3bt4erqyvCw8Pf2O/27dsYMWIELC0t0bdvXxw4cOBfxfM2iYmJ8PT0hLW1Nbp164YtW7aAiGT2eVvM8fHxWLBgATp27AhbW1ssXLgQhYWFMt+9evUqxowZg44dO8LGxgYODg5Yv379B5WZMSbf+BKbMcYAuLi4wMDAANu3b4ebmxssLS3RsGFDPHnyBGPGjIGBgQEmT54MXV1dnDp1CtOnT8fmzZvRr18/AOVJ3Llz5+Do6AhjY2Okp6cjNDQUrq6uOHHiBAwMDGT+Pn9/f2hoaMDT0xNisRgaGhr/qpwLFizAqVOnMHToULRv3x63bt2Cl5fXW/efNWsWTExMMGfOHCGp3LZtGzZu3AgnJyd8/vnnyMjIQFBQEMaNG4ejR4+iTp06AIDr169j8uTJaNeuHWbMmAEVFRX88ssvcHd3R0hICKysrAAA0dHR8PT0hL6+PmbOnInS0lJs3rwZDRo0eOfjAABlZWWYNGkS2rdvD19fX1y+fBmbN29GWVkZZs2a9Y/fnz17NoyNjeHj44OIiAgcOnQI+vr68PX1BQA8efIEU6ZMgUgkgre3NzQ1NREfH487d+68V3kZYwqCGGOMERHRjRs3yMzMjE6dOiVsc3d3p0GDBlFxcbGwTSKRkIuLC/Xv31/YVlxcTGVlZTK/l5iYSO3ataMtW7a88Xf06dOHCgsL36l8Dx8+JDMzM1qxYoXM9gULFpCZmRlt2rRJ2LZp0yYyMzMjHx8fmX2TkpKoTZs2tG3bNpnt0dHRZGFhIWyXSCTUv39/8vDwIIlEIuxXWFhIvXv3pokTJwrbpk2bRpaWlpScnCxsi4mJoTZt2pCZmdk7xTh//nwyMzMjPz8/YZtEIiEvLy9q27YtvXr1Stj+tpgXLlwo85vTp08ne3t74f/37NlDZmZmMr/FGGM8fYIxxt4iKysLN27cgJOTE/Ly8pCRkYGMjAxkZmaiW7duiIuLQ0pKCgBAU1MTqqrlXWpZWRkyMzOhq6uLFi1aICIi4o3fHjZsGLS1td+pPJcvXwYAmWkQAIRpH5UZPXq0zP+fPXsWEokETk5OQjwZGRlo2LAhTExMcPPmTQBAZGQk4uLiMHjwYGRmZgr7FRQUoEuXLrh16xYkEgnKyspw5coV9O3bV2aljpYtW6Jbt27vFF9F48aNE/6soqKCcePGoaSkBNevX//H774ec8eOHZGVlSVMUZGOhP/+++8fZS43Y0w+8PQJxhh7i4SEBBARNm7ciI0bN1a6z6tXr2BgYACJRIJ9+/YhJCQESUlJKCsrE/apV6/eG98zNjZ+5/I8f/4cqqqqb3zXxMTkrd95fd+4uDgQEfr371/p/tIH1+Li4gAA8+fPf+tv5+bmQiwWo6ioqNIytGjRAhcvXnzr999GVVUVzZo1e+O3ACA5Ofkfv//6MnrSJDg7Oxt6enoYMGAADh06hEWLFuH7779Hly5d0K9fPzg6OgoXNowx5cNJMWOMvYV0FNHDwwPdu3evdJ/mzZsDALZv346NGzdixIgRmDVrFurWrQtVVVWsXLnyjQfEALzzKPH70tLSkvl/iUQCFRUV7Nixo9LlzHR1dQFAKPO8efPQpk2bSn9bV1cXYrG4ikv84d6W2Epj0tbWRnBwMG7evIkLFy7g8uXLOHnyJEJDQ7F7925e5o0xJcVJMWOMvYV0tFJDQwNdu3b9231/++03dOrUCStXrpTZnpOTg/r161dJeZo0aQKJRIKkpCSYmpoK2+Pj4//1bzRv3hxEBGNjY2H0tTLS2PX09P42dn19fWhra1dahmfPnv3rclUkkUiQmJgoUz7pbzVt2vS9fvN1qqqq6NKlC7p06YKFCxdi+/bt2LBhA27evPmPx5oxppj4PhFjjL1FgwYNYG9vj9DQUKSmpr7xuXRdYwBQU1N7Y0T41KlTwpzjqiCdoxsSEiKzPSgo6F//Rv/+/aGmplbpEmdEhMzMTABAu3bt0Lx5c+zevRv5+flv/I40djU1NXTr1g3nzp3D8+fPhc9jY2Nx5cqVf12u1wUHB8uUKzg4GBoaGujSpct7/6ZUVlbWG9uko+E1ceSbMfZx8EgxY4z9jaVLl2Ls2LEYPHgwRo0ahWbNmiE9PR13797Fy5cvcezYMQBAz549sXXrVixcuBA2NjZ4/PgxwsLC3pgb+yHatWsHBwcHBAYGIisrS1iSTTr/V0VF5R9/o3nz5pg9eza+//57JCcno2/fvqhVqxaSkpJw7tw5jBo1Cp6enlBVVcXy5csxefJkDBo0CMOHD4eBgQFSUlJw8+ZN6OnpYfv27QCAmTNn4vLlyxg3bhzGjBmDsrIyBAUFoVWrVoiOjn7nOLW0tHD58mXMnz8fVlZWuHz5Mi5cuIAvvvgC+vr67/x7r9u6dStu376NHj16oGnTpnj16hVCQkJgaGgIW1vbD/59xph84qSYMcb+RqtWrXD48GFs2bIFR44cQVZWFvT19WFhYYHp06cL+33xxRcoLCxEWFgYTp48CQsLCwQEBOD777+v0vKsWbMGDRs2xIkTJ3D27Fl07doVGzZsgKOjIzQ1Nf/Vb3h5ecHU1BR79+7F1q1bAQCGhob49NNP0bt3b2G/Tp06ITQ0FP7+/ggKCkJBQQEaNWoEKysruLi4CPuZm5tj165dWLVqFTZt2gRDQ0PMnDkTaWlp75UUq6mpYefOnVi2bBnWrl2LWrVqYcaMGTL/3h+id+/eSE5OxuHDh5GZmYn69evD3t4eM2fO/OhvM2SM1RwqVNkTIIwxxuRGZGQkhg0bhrVr12LIkCHVXRzGGJNLPKeYMcbkSFFR0RvbAgMDoaqqCjs7u2ooEWOMKQaePsEYYzVAWlra336ura2N2rVrY+fOnXj48CE6d+4MNTU1XLp0CZcuXYKLiwuMjIw+UmnfXW5ubqUJfUWNGjX6SKVhjLE38fQJxhirAUQi0d9+7uzsjNWrV+Pq1avYsmULYmNjUVBQACMjIwwdOhRffPGF8OKNmmjBggU4cuTI3+7zPvOPGWOsqnBSzBhjNcC1a9f+9vPGjRujVatWH6k0VS8mJqbSZe0q4vWBGWPViZNixhhjjDGm9PhBO8YYY4wxpvQ4KWaMMcYYY0qPk2LGGGOMMab0OClmjDHGGGNKj5NixhhjjDGm9DgpZowxxhhjSo+TYsYYY4wxpvT+D8bSoPFh5LKGAAAAAElFTkSuQmCC\n" 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# for plotting\n", + "df_plot = df_index.merge(df_prices['adjClose'],\n", + " left_index = True, right_index = True, how = 'left')\n", + "\n", + "rcParams['figure.figsize'] = (12, 14)\n", + "\n", + "# 3 subplots, 2 for SPY, one for Fear Greed Index\n", + "fig, (ax1, ax2, ax3) = plt.subplots(nrows=3, sharex=True,\n", + " gridspec_kw={'height_ratios': [3, 3, 1]})\n", + "\n", + "# SPY with Red Highlight (< 20)\n", + "sns.lineplot(data=df_plot, x=df_plot.index, y='adjClose', ax=ax1, color='blue', label='SPY')\n", + "for i in range(len(df_plot) - 1):\n", + " fg = df_plot['Fear Greed'].iloc[i]\n", + " if fg < 20:\n", + " x_start = df.index[i]\n", + " x_end = df.index[i + 1]\n", + " ax1.axvspan(x_start, x_end, color='red', alpha=0.05)\n", + "ax1.set_ylabel('SPY Price')\n", + "ax1.set_title('SPY with Fear & Greed < 20 Highlighted')\n", + "ax1.legend(loc='upper left')\n", + "\n", + "\n", + "# SPY with Green Highlight (> 80)\n", + "sns.lineplot(data=df_plot, x=df.index, y='adjClose', ax=ax2, color='blue', label='SPY')\n", + "for i in range(len(df_plot) - 1):\n", + " fg = df_plot['Fear Greed'].iloc[i]\n", + " if fg > 80:\n", + " x_start = df_plot.index[i]\n", + " x_end = df_plot.index[i + 1]\n", + " ax2.axvspan(x_start, x_end, color='green', alpha=0.05)\n", + "ax2.set_ylabel('SPY Price')\n", + "ax2.set_title('SPY with Fear & Greed > 80 Highlighted')\n", + "ax2.legend(loc='upper left')\n", + "\n", + "\n", + "# Fear & Greed Index\n", + "sns.lineplot(data=df_plot, x=df_plot.index, y='Fear Greed', ax=ax3, color='orange')\n", + "# Add lines at 20 and 80\n", + "ax3.axhline(20, color='red', linewidth=1, alpha=0.6)\n", + "ax3.axhline(80, color='green', linewidth=1, alpha=0.6)\n", + "ax3.set_ylabel('Fear & Greed')\n", + "ax3.set_xlabel('Date')\n", + "ax3.set_title('Fear & Greed Index')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "72tlocpld5gT", + "outputId": "66f62e3c-85de-4cc5-9da2-f2d426588e3d" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "rcParams['figure.figsize'] = 8, 5\n", + "df_median = df.groupby('fear_greed_bins').median() # calculate the median for each decile\n", + "df_median_returns = df_median[return_cols]\n", + "df_median_returns = df_median[return_cols]\n", + "\n", + "# we use this scaled_df to color the heatmap below, the coloring is scaled across each column\n", + "# as it is more meaningful to color the returns relative to other returns within the SAME PERIOD\n", + "scaled_df=df_median_returns/df_median_returns.max()\n", + "rdgn = sns.diverging_palette(h_neg=10, h_pos=130, s=99, l=55, sep=3, as_cmap=True)\n", + "divnorm = TwoSlopeNorm(vmin=-1, vcenter=0, vmax=1)\n", + "sns.heatmap(scaled_df, annot=df_median_returns, cbar=False, cmap=rdgn, norm=divnorm)\n", + "plt.yticks(rotation=0)\n", + "plt.title(\"Median Returns vs Fear Greed Bins\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 618 + }, + "id": "QydmhC4QeDyX", + "outputId": "c91b6d9a-2dd3-42dd-b195-6ec988c137e3" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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5.344686\n", + "2011-01-03 68.000000 61-70 6_month_returns (%) 6.298728\n", + "... ... ... ... ...\n", + "2025-09-17 58.457143 51-60 1_week_returns (%) 0.568942\n", + "2025-09-18 61.057143 61-70 1_day_returns (%) 0.495132\n", + "2025-09-19 62.228571 61-70 1_day_returns (%) 0.473105\n", + "2025-09-22 62.285714 61-70 1_day_returns (%) -0.544358\n", + "2025-09-23 58.457143 51-60 1_day_returns (%) -0.318150\n", + "\n", + "[24704 rows x 4 columns]" + ], + "text/html": [ + "\n", + "
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Fear Greedfear_greed_binsperiodreturns
Date
2011-01-0368.00000061-701_day_returns (%)-0.051293
2011-01-0368.00000061-701_week_returns (%)-0.051293
2011-01-0368.00000061-701_month_returns (%)2.708248
2011-01-0368.00000061-703_month_returns (%)5.344686
2011-01-0368.00000061-706_month_returns (%)6.298728
...............
2025-09-1758.45714351-601_week_returns (%)0.568942
2025-09-1861.05714361-701_day_returns (%)0.495132
2025-09-1962.22857161-701_day_returns (%)0.473105
2025-09-2262.28571461-701_day_returns (%)-0.544358
2025-09-2358.45714351-601_day_returns (%)-0.318150
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[Enhanced LLM-Augmented Algorithmic Trading](https://medium.com/@adalegend/enhanced-llm-augmented-algorithmic-trading-practical-sentiment-analysis-for-optimized-strategies-9684d4e033b8)\n","\n","> A 5 years AAPL and MSFT case study of a real scenario."],"metadata":{"id":"4uGsV3oNteb7"}},{"cell_type":"code","execution_count":1,"metadata":{"id":"JFhb7hwip7Bo","executionInfo":{"status":"ok","timestamp":1756636905768,"user_tz":-330,"elapsed":12066,"user":{"displayName":"Swetank Mohanty","userId":"13145112316934661685"}}},"outputs":[],"source":["!pip install -U -q yfinance"]},{"cell_type":"code","source":["import pandas as pd\n","import yfinance as yf # For stock data; install if needed\n","from transformers import pipeline # Hugging Face library; requires PyTorch for models\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.model_selection import train_test_split\n","from sklearn.metrics import accuracy_score\n","import matplotlib.pyplot as plt\n","import numpy as np # For any numerical operations\n","import requests\n","import csv\n","import io\n","import sys\n","\n","# Increase CSV field size limit to handle large fields\n","csv.field_size_limit(10**7) # Set to 10 million characters; adjust if needed\n","\n","# Step 1: Data Collection and Preprocessing\n","# Fetch historical stock data (e.g., AAPL)\n","stock_data = yf.download('AAPL', start='2020-01-01', end='2025-08-15')\n","# Flatten multi-level columns if present\n","stock_data.columns = stock_data.columns.droplevel(1) if isinstance(stock_data.columns, pd.MultiIndex) else stock_data.columns\n","stock_data['Returns'] = stock_data['Close'].pct_change()\n","\n","# Fetch real news data from FNSPID dataset CSV (public, no registration; stream and filter for AAPL to avoid memory issues)\n","news_url = 'https://huggingface.co/datasets/Zihan1004/FNSPID/resolve/main/Stock_news/nasdaq_exteral_data.csv'\n","response = requests.get(news_url, stream=True)\n","response.raise_for_status() # Ensure successful response\n","\n","# Stream and filter CSV for AAPL rows\n","reader = csv.reader(line.decode('utf-8') for line in response.iter_lines() if line)\n","header = next(reader)\n","stock_idx = header.index('Stock_symbol')\n","date_idx = header.index('Date')\n","title_idx = header.index('Article_title')\n","\n","aapl_rows = []\n","for row in reader:\n"," if row and len(row) > max(stock_idx, date_idx, title_idx) and row[stock_idx] == 'AAPL':\n"," aapl_rows.append(row)\n","\n","news_data = pd.DataFrame(aapl_rows, columns=header)\n","news_data['Date'] = pd.to_datetime(news_data['Date']) # Ensure datetime format\n","news_data = news_data[(news_data['Date'] >= '2020-01-01') & (news_data['Date'] <= '2025-08-15')] # Filter date range\n","news_data['Date'] = news_data['Date'].dt.date # Floor to daily for aggregation\n","\n","# Initialize LLM sentiment pipeline (requires PyTorch or TensorFlow)\n","sentiment_pipeline = pipeline('sentiment-analysis', model='distilbert-base-uncased-finetuned-sst-2-english')\n","\n","# Compute sentiment scores on article titles\n","def get_sentiment(text):\n"," if pd.isna(text):\n"," return 0 # Neutral for missing text\n"," result = sentiment_pipeline(text)[0]\n"," return result['score'] if result['label'] == 'POSITIVE' else -result['score']\n","\n","news_data['Sentiment'] = news_data['Article_title'].apply(get_sentiment) # Use 'Article_title'; alternatively 'Article' for full text\n","\n","# Aggregate sentiment by date (mean)\n","sentiment_data = news_data.groupby('Date')['Sentiment'].mean().reset_index()\n","sentiment_data['Date'] = pd.to_datetime(sentiment_data['Date']) # Ensure datetime\n","\n","# Reset index to column for safe merge\n","stock_data = stock_data.reset_index()\n","\n","print(\"Stock data:\")\n","print(stock_data.head())\n","print(\"News data:\")\n","print(news_data.head())\n","print(\"Sentiment data:\")\n","print(sentiment_data.head())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["93747492ce124ac69122f6707192041a","450fd422b73c4c8c96f6cb67207dbd00","8c167cf22d8240619d01d5056e259d36","25d7f575421e4f79a87f7759cc126e7d","9e374f016c3144839c17a906a10bf845","11b70bf5164d4ce580ebd8a1c3da1a25","dd13a17e0d3e4aa4a566787fee63ab99","c652811f9695481da6a8e3404febb0f3","07ef6d5571d546e6ad14d1e92b62e9b3","7ba0af713ab6430ebd772c4770b38947","22d867ddaf614e2cb42dfc5a00b9d08a","5430c2dbf3ed4badbee6026ff8a08ba6","aab24c28cc57404f9891f5d65b252818","6845eaeb19ec4a42a361bb76a87abd79","e7e7b1d8b2364ebfa165fc1fc246d134","218a758e95304e3784316f90a0ac1947","3c4684a769d746829a26b1dd7bdbb68b","305d6e7f3bd042f5a8acac9f8810f443","859a571aadcd46a69d9245fe4a00d4e8","d4fa652551a94d36ad92023ba15b5e1f","1c8e7a4bc9f7444886e206a8c0ff54d8","d0405aa02eba406db099c03067a71121","06c612b700e9415e9588dfe7e27806cf","9a6122dacbe845f9bc779e1d42162b15","4429e6f50e2e4d41b1c8c9d0402a9c88","f84b50c15e7544bd8d89c9c408e9a82d","b4a60ca98e5c43dbb274f7690ee93801","b30a03da1ea247649dd29c00638c5bd3","2dc3f0f826f04caa8285a38012b8c1d0","07187041cc36420a8db6b15e34c4ab6e","56b38d894af546b6ae7aa74f63962c1e","765dacd54642424aba2b8765dd909414","01a5774ec8c442dc9bf6e2d3230a8532","8f4288a1d31d4e3c800f6da3516a94aa","e8c55564a7b64c4191f4c6340dafb95b","14165e7dd58949d19efb6cb781a43a7e","a6b0895d8dee4046a9fa8d5fddca4e6f","27bb9b5eb1624da9b649b17fe1fbc52a","8872f8ba98784361a9e6fea04970ffec","1d481a3f193e4b75a66541278625aba5","8cdfadab13e6457eb46cdd8e864f5cde","88d45bee5b3b4dd3bd1273d35d433411","10c99b6bc377454e995d9e25f2b102f5","a115b2ae52d940a2b98702d303982b63"]},"id":"r2YSIG2HuA-t","executionInfo":{"status":"ok","timestamp":1756638636133,"user_tz":-330,"elapsed":1557822,"user":{"displayName":"Swetank Mohanty","userId":"13145112316934661685"}},"outputId":"c9897681-1db7-480f-e1f2-71a77a151f2e"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stderr","text":["/tmp/ipython-input-3491632056.py:19: FutureWarning: YF.download() has changed argument auto_adjust default to True\n"," stock_data = yf.download('AAPL', start='2020-01-01', end='2025-08-15')\n","[*********************100%***********************] 1 of 1 completed\n","/usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n","The secret `HF_TOKEN` does not exist in your Colab secrets.\n","To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n","You will be able to reuse this secret in all of your notebooks.\n","Please note that authentication is recommended but still optional to access public models or datasets.\n"," warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":["config.json: 0%| | 0.00/629 [00:00 0).astype(int) # 1 for positive return\n","\n","# Features: Sentiment and simple MA\n","merged_data['MA_5'] = merged_data['Close'].rolling(5).mean()\n","features = merged_data[['Sentiment', 'MA_5']].dropna()\n","labels = merged_data['Label'].loc[features.index]\n","\n","# Train-test split\n","X_train, X_test, y_train, y_test = train_test_split(features, labels, test_size=0.2, random_state=42)\n","\n","print(\"X Train:\")\n","print(X_train.head())\n","\n","print(\"X Test:\")\n","print(X_test.head())\n","\n","# Logistic Regression\n","model = LogisticRegression()\n","model.fit(X_train, y_train)\n","predictions = model.predict(X_test)\n","accuracy = accuracy_score(y_test, predictions)\n","print(f'Accuracy: {accuracy:.2f}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AecbOBsduqGk","executionInfo":{"status":"ok","timestamp":1756638662063,"user_tz":-330,"elapsed":106,"user":{"displayName":"Swetank Mohanty","userId":"13145112316934661685"}},"outputId":"4eca2968-3ccd-47dd-dc96-9e18c67c8345"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["X Train:\n"," Sentiment MA_5\n","Date \n","2025-05-01 0.000000 210.774084\n","2022-04-26 0.000000 160.032834\n","2024-07-17 0.000000 229.904675\n","2020-03-18 -0.011867 61.390222\n","2020-08-19 0.000000 112.017207\n","X Test:\n"," Sentiment MA_5\n","Date \n","2021-06-03 0.000000 121.752722\n","2023-06-14 0.068099 180.501868\n","2024-08-20 0.000000 223.935806\n","2020-10-12 0.000000 113.726277\n","2023-02-15 -0.303846 150.910977\n","Accuracy: 0.56\n"]}]},{"cell_type":"code","source":["# Backtest strategy on MSFT using the model trained on AAPL\n","merged_data['Signal'] = model.predict(merged_data[['Sentiment', 'MA_5']].fillna(0))\n","merged_data['Strategy_Return'] = merged_data['Returns'] * merged_data['Signal'].shift(1)\n","cumulative_returns_aapl = (1 + merged_data['Strategy_Return'].dropna()).cumprod() - 1\n","print(f'Cumulative Return for MSFT: {cumulative_returns_aapl[-1]:.2f}')\n","\n","# Step 4: Plot Charts for AAPL\n","# Plot AAPL Close Prices\n","plt.figure(figsize=(12, 6))\n","merged_data['Close'].plot()\n","plt.title('AAPL Close Prices (2020-2025)')\n","plt.xlabel('Date')\n","plt.ylabel('Price')\n","plt.grid(True)\n","plt.show()\n","\n","# Plot Cumulative Strategy Returns\n","plt.figure(figsize=(12, 6))\n","cumulative_returns_aapl.plot()\n","plt.title('Strategy Cumulative Returns for AAPL')\n","plt.xlabel('Date')\n","plt.ylabel('Cumulative Return')\n","plt.grid(True)\n","plt.show()\n","\n","# Optional: Plot Buy/Sell Signals on Price Chart\n","plt.figure(figsize=(12, 6))\n","merged_data['Close'].plot(label='Close Price')\n","buy_signals = merged_data[merged_data['Signal'] == 1]\n","sell_signals = merged_data[merged_data['Signal'] == 0]\n","plt.scatter(buy_signals.index, buy_signals['Close'], marker='^', color='g', label='Buy Signal')\n","plt.scatter(sell_signals.index, sell_signals['Close'], marker='v', color='r', label='Sell Signal')\n","plt.title('AAPL Prices with Buy/Sell Signals')\n","plt.xlabel('Date')\n","plt.ylabel('Price')\n","plt.legend()\n","plt.grid(True)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"SDzXgPYu3UXB","executionInfo":{"status":"ok","timestamp":1756641329059,"user_tz":-330,"elapsed":1183,"user":{"displayName":"Swetank Mohanty","userId":"13145112316934661685"}},"outputId":"e193c080-8fca-4948-d767-c1c6f0e41ca5"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stderr","text":["/tmp/ipython-input-1227427783.py:5: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n"," print(f'Cumulative Return for MSFT: {cumulative_returns_aapl[-1]:.2f}')\n"]},{"output_type":"stream","name":"stdout","text":["Cumulative Return for MSFT: 1.83\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"code","source":["# Step 3: Trading Strategy Simulation (Independent Evaluation on MSFT)\n","# Fetch historical stock data for MSFT\n","stock_data_msft = yf.download('MSFT', start='2020-01-01', end='2025-08-15')\n","# Flatten multi-level columns if present\n","stock_data_msft.columns = stock_data_msft.columns.droplevel(1) if isinstance(stock_data_msft.columns, pd.MultiIndex) else stock_data_msft.columns\n","stock_data_msft['Returns'] = stock_data_msft['Close'].pct_change()\n","\n","# Fetch real news data from FNSPID dataset CSV (stream and filter for MSFT)\n","response = requests.get(news_url, stream=True)\n","response.raise_for_status()\n","\n","# Stream and filter CSV for MSFT rows\n","reader = csv.reader(line.decode('utf-8') for line in response.iter_lines() if line)\n","header = next(reader)\n","stock_idx = header.index('Stock_symbol')\n","date_idx = header.index('Date')\n","title_idx = header.index('Article_title')\n","\n","msft_rows = []\n","for row in reader:\n"," if row and len(row) > max(stock_idx, date_idx, title_idx) and row[stock_idx] == 'MSFT':\n"," msft_rows.append(row)\n","\n","news_data_msft = pd.DataFrame(msft_rows, columns=header)\n","news_data_msft['Date'] = pd.to_datetime(news_data_msft['Date']) # Ensure datetime format\n","news_data_msft = news_data_msft[(news_data_msft['Date'] >= '2020-01-01') & (news_data_msft['Date'] <= '2025-08-15')] # Filter date range\n","news_data_msft['Date'] = news_data_msft['Date'].dt.date # Floor to daily for aggregation\n","\n","news_data_msft['Sentiment'] = news_data_msft['Article_title'].apply(get_sentiment)\n","\n","# Aggregate sentiment by date (mean)\n","sentiment_data_msft = news_data_msft.groupby('Date')['Sentiment'].mean().reset_index()\n","sentiment_data_msft['Date'] = pd.to_datetime(sentiment_data_msft['Date'])\n","\n","# Reset index to column for safe merge\n","stock_data_msft = stock_data_msft.reset_index()\n","\n","# Merge datasets on 'Date' column for MSFT\n","merged_data_msft = pd.merge(stock_data_msft, sentiment_data_msft, on='Date', how='left')\n","merged_data_msft['Sentiment'] = merged_data_msft['Sentiment'].fillna(0)\n","merged_data_msft = merged_data_msft.set_index('Date')\n","\n","# Features for MSFT\n","merged_data_msft['MA_5'] = merged_data_msft['Close'].rolling(5).mean()\n","\n","# Backtest strategy on MSFT using the model trained on AAPL\n","merged_data_msft['Signal'] = model.predict(merged_data_msft[['Sentiment', 'MA_5']].fillna(0))\n","merged_data_msft['Strategy_Return'] = merged_data_msft['Returns'] * merged_data_msft['Signal'].shift(1)\n","cumulative_returns = (1 + merged_data_msft['Strategy_Return'].dropna()).cumprod() - 1\n","print(f'Cumulative Return for MSFT: {cumulative_returns[-1]:.2f}')\n","\n","# Step 4: Plot Charts for MSFT\n","# Plot MSFT Close Prices\n","plt.figure(figsize=(12, 6))\n","merged_data_msft['Close'].plot()\n","plt.title('MSFT Close Prices (2020-2025)')\n","plt.xlabel('Date')\n","plt.ylabel('Price')\n","plt.grid(True)\n","plt.show()\n","\n","# Plot Cumulative Strategy Returns\n","plt.figure(figsize=(12, 6))\n","cumulative_returns.plot()\n","plt.title('Strategy Cumulative Returns for MSFT')\n","plt.xlabel('Date')\n","plt.ylabel('Cumulative Return')\n","plt.grid(True)\n","plt.show()\n","\n","# Optional: Plot Buy/Sell Signals on Price Chart\n","plt.figure(figsize=(12, 6))\n","merged_data_msft['Close'].plot(label='Close Price')\n","buy_signals = merged_data_msft[merged_data_msft['Signal'] == 1]\n","sell_signals = merged_data_msft[merged_data_msft['Signal'] == 0]\n","plt.scatter(buy_signals.index, buy_signals['Close'], marker='^', color='g', label='Buy Signal')\n","plt.scatter(sell_signals.index, sell_signals['Close'], marker='v', color='r', label='Sell Signal')\n","plt.title('MSFT Prices with Buy/Sell Signals')\n","plt.xlabel('Date')\n","plt.ylabel('Price')\n","plt.legend()\n","plt.grid(True)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"xXS2p_s5u0wU","executionInfo":{"status":"ok","timestamp":1756640084084,"user_tz":-330,"elapsed":1412963,"user":{"displayName":"Swetank Mohanty","userId":"13145112316934661685"}},"outputId":"d3b03c79-e460-46c2-8ebc-9e040e3da91c"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stderr","text":["/tmp/ipython-input-1369091340.py:3: FutureWarning: YF.download() has changed argument auto_adjust default to True\n"," stock_data_msft = yf.download('MSFT', start='2020-01-01', end='2025-08-15')\n","[*********************100%***********************] 1 of 1 completed\n","/tmp/ipython-input-1369091340.py:50: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n"," print(f'Cumulative Return for MSFT: {cumulative_returns[-1]:.2f}')\n"]},{"output_type":"stream","name":"stdout","text":["Cumulative Return for MSFT: 1.01\n"]},{"output_type":"display_data","data":{"text/plain":["
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qNVqzJs3D0ePHsW8efOcDsH+8ssvsWvXLqfPHzVqFKKiovDBBx9Ihi6vXbsWR48eRWpqKgDLXGvbMGabxMREBAUFic+bNm0aNBoNXnrpJRgMBofXKioqavX7bK3rrrsOcrkczz//vJhRt7F9Vq6225XPoDEpKSkQBAF79+51OPbaa6/h9ddfxz//+U88+uijjV7jxhtvREFBAX744QdxX3FxMb799ltcffXVkvniK1euxCOPPILbbrsNb7zxRpPXNJlM+O9//yvu0+l0+OyzzzBmzBgxYz1y5EhMnjxZ/LKfbtDerwUAW7ZswS233IIJEyZg+fLlDvUIbJz1qfPnz+PTTz/FkCFDEBsbKzlm+/wvvvjiRttJRETtg5l2IiJyizvuuKPZc9LS0vDcc8/hmmuuwdixYxEYGIjTp0/j008/hU6nw8KFC93fUDtPPvkk0tPT8e9//xsbN27EjTfeiJiYGOTn5+Onn37Crl27sG3bNqfPVSqVeOWVV3DXXXfh0ksvxcyZM1FQUIC3334bPXv2xOOPPw4AOHHiBCZNmoSbb74ZycnJ8PHxwY8//oiCggJxWTyNRoP3338fs2bNwogRI3DLLbcgMjISWVlZWL16NS655BK8++67Hfa5AECfPn3wr3/9C4sXL8b48eNxww03QKVSYffu3YiLi8OSJUtcbrcrn0Fjxo0bh/DwcGzYsEEyouHHH3/EU089hb59+2LAgAEO2fopU6YgOjoagCXoHTt2LO666y5kZGQgIiIC7733HkwmExYtWiQ+Z9euXZg9ezbCw8MxadIkh6KHF198MXr37g0AGDNmDG666SbMnz8fhYWF6NOnDz7//HOcPXsWn3zySbOfrzte69y5c7jmmmsgk8lw44034ttvv5Vcc8iQIRgyZAgA4KmnnkJmZiYmTZqEuLg4nD17Fh9++CFqamrw9ttvO7Q3LS0NPXr0cHnpPSIiagOP1q4nIqIuwX7Jt6Y0XPLt9OnTwrPPPiuMHTtWiIqKEnx8fITIyEghNTVV+OOPPyTPtS1BVlRU5FKbWrrkm73vvvtOmDp1qhAWFib4+PgIsbGxwt/+9jdh06ZN4jkNl3yzWblypTB8+HBBpVIJYWFhwm233Sbk5OSIx4uLi4U5c+YISUlJQkBAgBAcHCyMGTNG+OabbxzasXHjRmHatGlCcHCw4OfnJyQmJgp33nmnsGfPnibbb2vbt99+2+R5TX2mDZd8s/n000/F9xcaGipceumlQlpaWova3ZLPwJlHHnlE6NOnj9P2NvbV8PtUWloq3HPPPUJ4eLigVquFSy+91KH/2vp1Y1+fffaZ5Py6ujrh//7v/4SYmBhBpVIJF110UZPLx7n7tWz9oLGv5557Tjx3xYoVwoQJE4TIyEjBx8dHiIiIEK6//nph7969Dm01mUxCbGyssGDBApfeGxERtY1MEJopwUpERETkRU6fPo2kpCSsXbsWkyZN8nRzLjg//fQTbr31VmRmZjoMmyciovbHoJ2IiIg6nQcffBCnTp1CWlqap5tywUlJScH48ePx6quveropREQXBAbtRERERERERF6K1eOJiIiIiIiIvBSDdiIiIiIiIiIvxaCdiIiIiIiIyEsxaCciIiIiIiLyUj6eboA3MJvNyM3NRVBQEGQymaebQ0RERERERF2cIAioqqpCXFwc5PIm8ukeXCNeeO655wQAkq/+/fuLxy+99FKH4/fff7/kGufOnROmT58u+Pv7C5GRkcL//d//CQaDoUXtyM7OdngdfvGLX/ziF7/4xS9+8Ytf/OIXv9z9lZ2d3WS86vFM+8CBA7FhwwZx28dH2qR7770Xzz//vLitVqvFxyaTCampqYiJicG2bduQl5eH2bNnQ6lU4qWXXnK5DUFBQQCA7OxsaDSa1r4VtzMYDFi/fj2mTp0KpVLp6eZQF8F+Re7CvkXuwH5F7sK+Re7CvkWNqaysRHx8vBiPNsbjQbuPjw9iYmIaPa5Wqxs9vn79emRkZGDDhg2Ijo7GsGHDsHjxYsybNw8LFy6Er6+vS22wDYnXaDReH7Sr1WpoNBr+wFO7Yb8id2HfIndgvyJ3Yd8id2HfouY0N0Xb44XoTp48ibi4OPTu3Ru33XYbsrKyJMeXL1+OiIgIDBo0CPPnz0dtba14bPv27Rg8eDCio6PFfdOmTUNlZSXS09M77D0QERERERERuYNHM+1jxozBsmXL0L9/f+Tl5WHRokUYP348jhw5gqCgINx6661ISEhAXFwcDh06hHnz5uH48eP44YcfAAD5+fmSgB2AuJ2fn9/o6+p0Ouh0OnG7srISgOUumMFgaO+32W5sbfPmNlLnw35F7sK+Re7AfkXuwr5F7sK+RY1xtU/IBEEQ3NwWl5WXlyMhIQFvvPEG7rnnHofjf/zxByZNmoRTp04hMTER9913H86dO4d169aJ59TW1iIgIABr1qzBlVde6fR1Fi5ciEWLFjnsX7FihWTOPBEREREREZE71NbW4tZbb0VFRUWT07Q9PqfdXkhICPr164dTp045PT5mzBgAEIP2mJgY7Nq1S3JOQUEBADQ5T37+/PmYO3euuG0rADB16lSvn9OelpaGKVOmcD4MtRv2K3IX9i1yB/Yrchf2LXIX9i1qjG3Ed3O8Kmivrq5GZmYmZs2a5fT4gQMHAACxsbEAgJSUFLz44osoLCxEVFQUACAtLQ0ajQbJycmNvo5KpYJKpXLYr1QqO8UPUmdpJ3Uu7FfkLuxb5A7sV+Qu7FvkLuxb1JCr/cGjhej+7//+D5s3b8bZs2exbds2XH/99VAoFJg5cyYyMzOxePFi7N27F2fPnsUvv/yC2bNnY8KECRgyZAgAYOrUqUhOTsasWbNw8OBBrFu3DgsWLMCcOXOcBuVEREREREREnYlHM+05OTmYOXMmSkpKEBkZiXHjxmHHjh2IjIyEVqvFhg0b8NZbb6Gmpgbx8fGYMWMGFixYID5foVBg1apVePDBB5GSkoKAgADccccdknXdiYiIiIiIiDorjwbtX3/9daPH4uPjsXnz5mavkZCQgDVr1rRns4iIiIiIiIi8gsfXaSciIiIiIiIi5xi0ExEREREREXkpBu1EREREREREXopBOxEREREREZGXYtBORERERERE5KUYtBMRERERERF5KQbtRERERERE1CllldTi14O5EATB001xG4+u005ERERERETUWhNe2wgAUMhlmD441sOtcQ9m2omIiIiIiKhTqdOb8OWOc+L2vnNlHmyNezHTTkRERERERJ3Ka+uO49OtZ8Rtjb/Sg61xL2baiYiIiIiIqFPZdKJQsu2jkHmoJe7HoJ2IiIiIiIg6FV+FNJSt1ho91BL3Y9BOREREREREnYqyQdBepTWiuFqH19YdQ1ZJrYda5R4M2omIiIiIiKhT8fVpGLQb8MQ3B7F0YyZmfrTDQ61yDwbtRERERERE1Kk0HB5fqTXiz5NFAIDz5XWeaJLbMGgnIiIiIiKiTkXZINN+rqQGZsFDjXEzBu1ERERERETUqTTMtJ/rYvPY7TFoJyIiIiIiok7F10e6xJuxq6bZwaCdiIiIiIiIOhn7THuPMLXD8VOF1R3ZHLdi0E5ERERERESdii2zPv/KJIQG+DocX5ee39FNchsG7URERERERNSpGExmAECAygeFlVqH46N7hXV0k9yGQTsRERERERF1KgaTJdPuq5Dj6SuTAACzxiaIxwd3C/ZIu9zBx9MNICIiIiIiImoJW6Zd6SPDtcO6YdrAGPgpFZg5ugd8feTwUyo83ML2w6CdiIiIiIiIOhVb0O4jtwwetwXpyXEaj7XJXTg8noiIiIiIiDoV2/B4paLrh7Rd/x0SERERERFRl2K0ZtobrtfeFXF4PBEREREREXUKJwqqcL6sDjqjdHh8V8agnYiIiIiIiDqFez7fjezSOnGbw+OJiIiIiIiIPGj5znPYeboEFbUGScDuq5Cjd2SAB1vWMZhpJyIiIiIiIq+0L6sM//rxCADg49mjxP3TBkbjppHxiNb4eappHYZBOxEREREREXmlkmq9+PjvX+wBAIztHYYPZ41q7CldDofHExERERERkVeq0hoc9kUGdf3suj0G7UREREREROSVymqdBO2BKg+0xHMYtBMREREREZFXyiqpAQBEBtUH6hFBvp5qjkcwaCciIiIiIiKvYzCZ8fn2cwCAftGB4v4IZto7zsKFCyGTySRfSUlJ4nGtVos5c+YgPDwcgYGBmDFjBgoKCiTXyMrKQmpqKtRqNaKiovDkk0/CaDR29FshIiIiIiKidlKjM+JcSa24PXN0D/ha12S/rF+kp5rlER6vHj9w4EBs2LBB3PbxqW/S448/jtWrV+Pbb79FcHAwHnroIdxwww3YunUrAMBkMiE1NRUxMTHYtm0b8vLyMHv2bCiVSrz00ksd/l6IiIiIiIiobX47kocHvtwnbg/uFoyrhsQhMTIQwf5KRF0Ay7zZ83jQ7uPjg5iYGIf9FRUV+OSTT7BixQpMnDgRAPDZZ59hwIAB2LFjB8aOHYv169cjIyMDGzZsQHR0NIYNG4bFixdj3rx5WLhwIXx9L6y5DkRERERERJ3d879mSLaHxYcAAAbEajzQGs/zeNB+8uRJxMXFwc/PDykpKViyZAl69OiBvXv3wmAwYPLkyeK5SUlJ6NGjB7Zv346xY8di+/btGDx4MKKjo8Vzpk2bhgcffBDp6ekYPny409fU6XTQ6XTidmVlJQDAYDDAYHCsTugtbG3z5jZS58N+Re7CvkXuwH5F7sK+Re7CvtVy4YG+yK3QAgCeuyoJ1wyJ7ZKfn6vvyaNB+5gxY7Bs2TL0798feXl5WLRoEcaPH48jR44gPz8fvr6+CAkJkTwnOjoa+fn5AID8/HxJwG47bjvWmCVLlmDRokUO+9evXw+1Wt3Gd+V+aWlpnm4CdUHsV+Qu7FvkDuxX5C7sW+Qu7Fuuk9XJAcihUQoIKzmCvzYe8XST3KK2trb5k+DhoP3KK68UHw8ZMgRjxoxBQkICvvnmG/j7+7vtdefPn4+5c+eK25WVlYiPj8fUqVOh0XjvkAuDwYC0tDRMmTIFSqXS082hLoL9ityFfYvcgf2K3IV9i9yFfct1L609jtPFNcjWVgAwYOF1QzB9SKynm+U2thHfzfH48Hh7ISEh6NevH06dOoUpU6ZAr9ejvLxckm0vKCgQ58DHxMRg165dkmvYqss7mydvo1KpoFI5LhOgVCo7xQ9SZ2kndS7sV+Qu7FvkDuxX5C7sW+Qu7FvO7TlbiqN5luD1s23nJMfCAv269Gfm6nvzqnXaq6urkZmZidjYWIwcORJKpRK///67ePz48ePIyspCSkoKACAlJQWHDx9GYWGheE5aWho0Gg2Sk5M7vP1ERERERETkuhs/2I5nfk7HMz+nOxwLVHlVjtljPPop/N///R+uvvpqJCQkIDc3F8899xwUCgVmzpyJ4OBg3HPPPZg7dy7CwsKg0Wjw8MMPIyUlBWPHjgUATJ06FcnJyZg1axZeffVV5OfnY8GCBZgzZ47TTDoRERERERF5L4VchhiNH8pr9UiMDPR0c7yCR4P2nJwczJw5EyUlJYiMjMS4ceOwY8cOREZGAgDefPNNyOVyzJgxAzqdDtOmTcN7770nPl+hUGDVqlV48MEHkZKSgoCAANxxxx14/vnnPfWWiIiIiIiIyAW1eqPDPqVChrWPjYfOYEZoAJfwBjwctH/99ddNHvfz88PSpUuxdOnSRs9JSEjAmjVr2rtpRERERERE5EbFVXoAgJ9SDq3BDADQG83Q+CkBP0+2zLt41Zx2IiIiIiIiujAU1+gAAOEB9VObzYKnWuO9GLQTERERERFRhztbXAMAiAthWr0pDNqJiIiIiIiowx3MLgcADOkegsXXDgQA3HlxT881yEuxhj4RERERERF1uFNF1QCAAbEa3DiyO8b0DkePMLWHW+V9GLQTERERERFRh8ur0AKoHx7fLzrIk83xWhweT0RERERERB1KEATkW4P22GB/D7fGuzFoJyIiIiIiog5VWWdErd4EAIjRsBBdUxi0ExERERERUYc6W2KpHB8RqIK/r8LDrfFuDNqJiIiIiIioQ2Vai9D1iQrwcEu8H4N2IiIiIiIi6lCnCi1Be2JkoIdb4v0YtBMREREREVGHqs+0M2hvDoN2IiIiIiIi6hAGkxn/WL4X69ILADDT7gqu005ERERERERudaqwGt/uzcb3e8+juFon7k9kpr1ZDNqJiIiIiIjIrW757w5JsG4Ty+XemsXh8URERERERORWzgJ2AJDLZR3cks6HmXYiIiIiIiLqMHde3BOlNXpcMzTO003pFBi0ExERERERUYd5aGIfRASqPN2MToPD44mIiIiIiMhtBEGAzDoKPqV3OAP2FmLQTkRERERERG4hCAL+sXwfBMGy/Z9bh3u2QZ0Qg3YiIiIiIiJyi3XpBVh7JF/cDvFXerA1nRODdiIiIiIiImp3RpMZL605Km4H+fnAR8EQtKVYiI6IiIiIiIja3cnCamSV1gIArhkah39cnujhFnVODNqJiIiIiIio3Z0oqAIAjEwIxTszOZe9tTg2gYiIiIiIiNpdZmE1AKBfdKCHW9K5MWgnIiIiIiKidpdTVgcAiA9Te7glnRuDdiIiIiIiajGzWfB0E8jLnS+3BO3dQvw93JLOjUE7ERERERG1yDe7szF44Tos23rG000hL2bLtMcxaG8TBu1ERERERNQi3+/LQY3ehIW/ZqDn06txILvc000iL7PnbCnOl9dBqZChTyTntLcFg3YiIiIiImqRslq9ZPuOT3d5qCXkbQRBgM5owovW9dlnjOiO0ABfD7eqc+OSb0RERERE5DJBEJBdWifZV1Fn8FBryJuU1uiR+s6fyKvQAgCC/Hww5/I+Hm5V58dMOxERERERuayoWoc6g8nTzSAvoTeasel4IfRGM77enSUG7ADw3m0jWDm+HTDTTkRERERELssurXXYp1TIPNAS8gYfbs7Ev9NO4LphcYjS+In7e0cEYHzfSA+2rOtgpp2IiIiIiFx2rsQStPeLri8uppAzaL9QvbcpEwDw04FcnCupEfcnx2k81aQuh0E7ERERERG5bM+5MgDAqJ5h4j6d0eyp5pAH5ZbXSaZK7DlbJj6ed0WSJ5rUJTFoJyIiIiIil209VQwAmDIgWtwXH8p5yxeijccLJdslNZZVBXb+cxLnsrcjrwnaX375ZchkMjz22GPivssuuwwymUzy9cADD0iel5WVhdTUVKjVakRFReHJJ5+E0Wjs4NYTEREREXV9eqNZnNM+ME6Dt28ZBgDwVyo82CrylLSMAod9IWolooJUHmhN1+UVheh2796NDz/8EEOGDHE4du+99+L5558Xt9Xq+js2JpMJqampiImJwbZt25CXl4fZs2dDqVTipZde6pC2ExERERFdKLJKa2EWgABfBSKDVOhuzbBf6NXkj5yvwPubM/HUtP5ICA/wdHM6RHZpLTafKHLY3y86CDIZaxy0J49n2qurq3Hbbbfho48+QmhoqMNxtVqNmJgY8UujqS9osH79emRkZODLL7/EsGHDcOWVV2Lx4sVYunQp9Hp9R74NIiIiIqIu70yxpdBYz4gAyGQyMcN+oQftV/3nL6w+lId//XjE003pMN/tzYEgAOP7RiBaU59ZT4wMbOJZ1Boez7TPmTMHqampmDx5Ml544QWH48uXL8eXX36JmJgYXH311XjmmWfEbPv27dsxePBgREfXz6eZNm0aHnzwQaSnp2P48OFOX1On00Gn04nblZWVAACDwQCDwdCeb69d2drmzW2kzof9ityFfYvcgf2K3IV9yzWnCix/N/cMU8NgMMBXIQAAiqp0uPfz3XhsUiL6RQd5sokeVVBZ59CHumrfOppXAQC4tG84Xrw2GRNe3wIACPFXdLn36i6ufk4eDdq//vpr7Nu3D7t373Z6/NZbb0VCQgLi4uJw6NAhzJs3D8ePH8cPP/wAAMjPz5cE7ADE7fz8/EZfd8mSJVi0aJHD/vXr10uG33urtLQ0TzeBuiD2K3IX9i1yB/Yrchf2rcZtL5Dh69OWzLqxLBdr1uTALABhKgVKdTKkHS1EVUk+ZiZeWJXkTQJgC6t8DVVYs2aN0/O6Wt86ek4BQIb8zAzsL0uH7TPQ5Z3CmjUnPdq2zqK2ttal8zwWtGdnZ+PRRx9FWloa/Pz8nJ5z3333iY8HDx6M2NhYTJo0CZmZmUhMTGz1a8+fPx9z584VtysrKxEfH4+pU6dKht97G4PBgLS0NEyZMgVKpdLTzaEugv2K3IV9i9yB/YrchX2raYfPV+DRD3aK21PGDsH0YXEAgLCkEtyxbC8AwEcTienTR3qkjZ6gN5rxxY4sACcAAEP79sD06cmSc7pi38qr0CJ7uyWzfvWkS5Acq4FfYhHSz1fioct7c067i2wjvpvjsaB97969KCwsxIgRI8R9JpMJW7ZswbvvvgudTgeFQlqFcsyYMQCAU6dOITExETExMdi1a5fknIICSwXDmJiYRl9bpVJBpXKsaKhUKjvFD1JnaSd1LuxX5C7sW+QO7FfkLuxbzn27L0+y3ScmWPycLk2Kwf/uGY1Zn+xCUZX+gvr87v5iJ/48WSxuC5A1+v67Ut9ak54lPk6MDoZS6YNpg+IwbVCcB1vV+bjaHzwWtE+aNAmHDx+W7LvrrruQlJSEefPmOQTsAHDgwAEAQGxsLAAgJSUFL774IgoLCxEVFQXAMuxEo9EgOTnZ4flEREREROS6rJJa3LVsFzKLaiT7ezWokB6tsYycLajSdljbPK24WicJ2AFAZ2zb1IBKrQGBvj6Qy707U21b9i91SCwCVR4vk9bleewTDgoKwqBBgyT7AgICEB4ejkGDBiEzMxMrVqzA9OnTER4ejkOHDuHxxx/HhAkTxKXhpk6diuTkZMyaNQuvvvoq8vPzsWDBAsyZM8dpJp2IiIiIiFzzzZ5s/OePk8gurXM4FqyWZght63KX1xqgM5qg8un667YXV+sc9ulbEbQXVenw1oYTGNQtGPN/OIxpA6Px4axR7dFEt8kus/SJS/tGerglFwavvS3i6+uLDRs24K233kJNTQ3i4+MxY8YMLFiwQDxHoVBg1apVePDBB5GSkoKAgADccccdknXdiYiIiIioZYqqdHjqu0Mun6/xU0IuA8wCUFFrQJSmawftgiDg+qXbxO3EyABkFtXAYGp50P6P5Xux+2yZuL0uvaBd2uhOOdZMe/dQfw+35MLgVUH7pk2bxMfx8fHYvHlzs89JSEhotEIjERERERG13J6zpY0eC/JzDCHkchlC1b4oqdGjtFaPKI3zQtNdxapDeZK16e+/NBFPfXeoVZn2Y/lV7dk0tzObBeRYM+3xYd6/8lZXIPd0A4iIiIiIyLvYZ34BYOmtI/DXvMtxy0Xx+P7Bi50+J8Q6ZL6sxoDfjuThyPkKt7fTE/RGM1757Zhkn8rHElbpW5Fp7xbimK2u0Rlb17gOUFilg95khkIuQ2xw17454y28KtNORERERESet9uaae8ZrkZCeADG94uAxk+Jl2cMafQ5oWpfADVYczgP/9txDgBw9uXUjmhuh/rlYK6YaQaAyQOi4auwBu2tyLSbBcFhX1GVDgFeWuAtu8wyND422A8+CuaAO4J39gQiIiIiIvKIap0R6bmWLPlX941FbLBr85ZDA3wBQAzYu6pDOeUAgDtSEjC8Rygu6x+JPdaRCa0J2g0mx6C9tFaPnghwcrbn2SrHx4dyaHxHYdBORERERESiLSeKYBYsw7ZdDdgB58O8u6KSGj0AoGdEAK4b3g0A4CsOj3cMwJvjLNA3mVt+nY5iW00gPuzC+H57A45nICIiIiIiAIDBZMaLq48CAK4dFtei5yaEXxiZ1zJr0B5mHVkA2AXtRhO+2H4Wl7z8R5PF/Ow5mwdvbEXw31G2ZlrWpmemveMwaCciIiIiIgBAQaUW58stmdQHLkts0XN7hjsO5za7IWNsNJnxzu8nXQ6K21tpU0G7yYx/rz+B8+V1uPGD7ajTm5xew15nyrSX1uix64zlc79iUIyHW3PhYNBOREREREQALPPZASAi0BcaP2WLntszwjFob0019eb8dCAXb6SdwI0fbG/3a7vCFrRbCu9Z+PlY1qXPLq1DRZ1B3J+RV9ns9ZwF7QZz+39ubbU+PR+jXkgDAIQH+KJvdJCHW3ThYNBOREREREQAgGqtJWgPbEXl8m4h/lDIZZJ9ulYUZmtOjrV6OQAITiqvu5MgCCirdcy094sOxMA4jcP5VVqDw76GDE5ubJi8bHj8j/tzcN//9sI2ACAySOXZBl1gGLQTEREREREAoMqaaW/NcmO+PnL0bDCvXWdsfnh4S50uqhEf24rCdZRqnVGs9m4ftPso5PjqvrEYECsN3Cu1Ta+3bjYLMDoZCu9snycdyqmQbLd0FAa1DYN2IiIiIiIC0LZMOwC8MmMInr0q2a4wW/tm2gurtPjlYK64vXJ3drtevzm2ofFqXwX8lArJMY2fEt8+kIKbRnYX9zWXabefPhCirg+EvW1Oe61OevNF489FyDoSg3YiIiIiIgJQP6c9yK91QdmonmG4e1wvqNwUtNtn2QHg3+uP42B2eauu1Zqh9c7ms9sLVPngtZuG4oYRlqXgqprJtNsH7asfGS8+NnrZnPZagyVo7xcdiEv7ReLRSf083KILC4N2IiIiIiIC0PZMu43Krpp6eyqu1km2zQJw/XtbWzwMf9upYox+6Xcs23qmRc9Lz7UUlgsPdB6029iGjzebabe7qRGr8cOEfpEAvG/Jt1rrzZy7L+mFz+8ejcHdgz3cogsLg3YiIiIiIgJQH2QGtjLTbuOrsIQZOkP7Be1VWgPWHsl32G8WgCVrjrXoWrd+vBNFVTp8sPl0i5737d4cAEBUM4XYNNbPz76SvDO2InQ+chnkchl8rIX8vG14fI3eErSr23gzh1qHQTsRERER0QUip6wWK3dnYX9WGTYdL0RZg0JuRdWW7YjAtlUHV1nne7dnpv3pHw5j9aE8cTvAt35O+bJtZ3HJy3+Ia8y7ypXq7jZms4BTBVUAgNvGJDR5blyIPwDgZEF1o+fsPluKd34/CaB+nXdb9X1vK0RXa11v3v4zp47DWyVERERERBeIia9vlgTSI3qE4Id/XCJuF1VZhp+3dUkvW6a9Pee0Z1iHpt8+tgdC/H0RoPLBK7/VZ9jPl9dhy4kizBzdo8nrmO0C4pBG5qbbM5rMeOW3Y+geqkaN3gRfhRzj+0Y0+ZxRPcMAAAeyy6EzmmEWgOW7sjGhXxR6RwYCAJ77OV1cx11p/byUClvQ7mVz2q1Buz+Ddo9g0E5ERERE5GF1ehP+9eNhTBoQjdQhsW55jeJqnUPme19WOU4VVqNPlCWQLLLOGY9sY6bdljluryXfzGZBzKLfPyER8WFqFFfrJEE70PSw8sJKLd7ccBJf7coS99lXbG/MLwdz8dGf9XPf+0YHwkfR9IDlxMgAhAf4oqRGj/TcSqzOlmPDjqPoEXYOW566HIIgiAF7fJg/rhoSBwBQyC3X9dY57QG+DB89gcPjiYiIiIg8bMPRAvyw/zzmrNiHvArnQ7xLqnX4+cD5VgfCpwqlQ7V7RwYAkBZ3K6jQAmh7pt1PaQkztAZzu8zPLqnRQ280Qy4DYoL9AFiG8B9bfAWS7dZGr9U3Xq39zs92SwJ2oD7Dbf/8W/67HW+sPy7uK6iUFr9LipGuxe6MTCbDqJ6hAIDdZ8uwMdeSQc8qrQUAvLXhpHju6kfGY94VSQDgxXPaLX1OzUy7RzBoJyIiIiLyMPtAfdupEqfnzP50Fx79+gCW/nGqVa9xvkx6M8DPxxKA6axD2E8WVCG/UgulQiYO4W4tf2tG9tGv92PoovU4ll/ZpuvZsuzRGj9JoO2nVOCXhy4Rl1ir0TV+Q8OW2bZnC45/2JeDden5+GL7Oew4XYp37D7jhoHqgNggl9p8kXWI/J+nimESZOL+sho93v69PmgPsivu5q1z2m3THFQ+DNo9gUE7EREREZGH5ZZrxcd7zpVKjuWU1WLT8UJxubFfDua26jVy7IL2j2aPgkppq/Buklx3Qt9IBPs3P2y8KWprITqDSUC1zoitjdyIAIBv9mRj9Isb8OfJokbPsd1w6GYt8GbPRyEXh/M3lWm3F2fN1htMZhRV6TD3m4O4/397sfVUscO5crlMsu1Kph0ARiRYMu07z5RJ9j+28oBkWyarv744p72dl8prK9vNDYVC1syZ5A4M2omIiIiIPKBWb8TkNzbjXz8elmTa95y1BHlFVTqsOpSLKW9swZ2f7RaPNxzS7aqMvAoAwLwrkjAlOVpcS11nNOPjP0/jP9bs8lVD2z6nvmF2urBS28iZwBvrT6CwSodZn+xq9Jzz5ZZh5XFOgnbL61my1bZh3M7Yx97/N60/AEswaj894M+TjkG7bT63TXKca0F7r/AAp/s3nyjC6F6WLPyjk/pKjnlrpt1WGM9HzqDdE1hJgIiIiIjIA9YezsepwmqcKqzGkO7B4v6ThdUordFjypubUV7ruCRZc0XQGtqXVYYPN2diXXoBACAlMRxA/VBnrcGEF1YfFc+fPCC6xe+lIfvsMQDkVTQetOc3EdDb2EYiNBa0B6gs76VhgG0vWuOHvAotPrvzInEdeqNZQEm13un5RpMZPgo5auyu+e6twxEW0HzFecBS5C7IzwdVWsc21VlvLgyLD5Hs97EWovOmOe2CIMDWHAWDdo9gpp2IiIiIyAPMQn1gZj88HgBeW3fcacAO1A+hdtVdn+0WA/YgPx8M7ma5QWDLtFfU1b/Om38biiC/tg2NBxyXLHMWmJ8oqMLr64477Hem0rqeemgj1d5dybRXW4PvHuFqu4y2GSU1Oqfna63zuG3XfODSRLHKuytkMhkS7WoD3DSym/i4wPp5NFxCzdYugxct+WZ/A4GZds9g0E5ERERE5AFyu2y0bYj2lYNiAMChyvmgbhrEaCzzsFu6HJh9UH5xYrgYGKqs886LrZlmuQy4blg3xwu0gqHBnOx8J5n2G97bhnc3SovqmRvJMNuy3QEq5wOFbZn2aidZbcCSLbZdI0jlA6Xd0mrFjWTabdlw8bVbUTn98v5R4uMbR3RDtMYy976wyvL99ldKrylWj/eiJd/sh+oz0+4ZDNqJiIiIiNrIaDJDEFoWaDUYQQ6Vjxz3X5ro9NwAXx8su/siAJbCdC15Lfvh3GN6hUteD6i/YRCo8nEY1t5aeqO0ffkVWoc2VzsZyl7TSCE527mBjQTttiXq7DP6giDghVUZmLNiH84U14hDvANUPpK54+W1zoN2rcEEo8mMo9aq87Yh9S0xdWD9VIOIQF/0i5ZWnm84999H4X1z2qWZdoaPnsBPnYiIiIioDcpr9Ri75Hc8tGJ/i55nW2rNJjbYD8PiQ7DkhsGQy4DbxvQQj+VXatErIgByGVCpNYqZWlfYB+3XDqsf3m0L2kusQXt7DIu3aZhp15vMKK1xHhzba2zJtmrr/saC9vhQNQBLlXmzWUBWSS2+2ZONj/86g9WH8jDx35sBWN6z2lchBscms+B0zjkA/HfLaVz97lYczKlAgK+iVXP9k2KCcM2QWAwONaN7iD/um9BbcrPGcXh883Pat50qxiu/HROXYXM3+xsIjNk9gx87EREREVEb7DpTiuJqPVYfzpMMRW9ObYP517YiazNH98D+Z6Zi8bWDxGO55XVQ+SjQ01qR/GRBtcuvU2lt0+pHxiHcujQaUF+IzjY8PKgVmeTGjOgRKj62ZcFP2LXZPiidd0WS+HjT8UJsPlGEQc+tw7r0fHF/c8PjY4P9oJDLoDeZcfh8BSa/uRnzvj8sOadbiD/evmUYZDKZOAzdYDKL106KkWbB/7fjnJhlX3zdIMSHqV189/VkMhn+fdNg/D3JDLlchvF9I3HfhN7icdtcfBsfu7n2OWW1eG3dMYfK+7d+vBPvb8rE6sOtW/qvpZhp9zx+6kREREREbWBfUG7n6cbXI2+oYaXz2OD6yujBaiXkchlireuJ97cGlH2jLYXNThRUufw6tiJumgaZdNs67cVipr39gvb7L+2Nf05Pwoa5E3Bpv0gAwIajBeJxW9ZdJgPuHd9L3P/0D4fx+MoDqNYZcf//9or7bXPVG2ujj0KOlN6Wof/XLt3qNAs978okXDHIspydfZV225D8W8f0wNanJzpdC35SUtsr6tvMvKh+BIVtLr6Nbdj+V7uycfvHO7F0YyYW/HREPG5/U6iyzrU16dvKPmjnlHbPYNBORERERNQG9lXet2U6D9oFQUBueZ0kAGpY6fyinqENn4YV947FDSO64a2/DQcA9I2yBO8nC13LtOuMJmgNlgBW498gaLcOj7ctx9aew+P9lArcNyERfaKCxAy2/Xro50pqAAAxGj/4KOSIsBsBYD+M3vZ5NZdpB4A3/jbUobr5A5cmYnTPMFwzNA6pg+vXnxfnjpvqh8cH+PqgW4i/QyANABr/9ruh0TMiAG/cPBT/vmmoONrBpm9UfbX5syWWtel32N0IOmX3fe+oonC274GPXNZuNQ+oZRi0ExERERG1QXmdfdBe7PScL3dm4eKX/8Blr2/ExuOFEAQBH2zOFI8/e1Uybh4V7/C8XhEBeOPmYehjDeZsmfavdmU5zBtvKKukFs//mgHAUvlc4+d8KLb9a7mDLTtuX9ndFnza3td3D6SIowrsnSiogiAIqNbbgvbGK7hHBfkhKbZ+iPu4PhF4+sokfPNACt6ZOVwS5NoPQ294Q+CaoXEO2fb2DlZvGNEdM0Z2d9g/JTkaw3uESPYJAnAs3zJMv8iuloGzQn7uYFu+j5XjPYdBOxERERFRG5yzZkQBy7ztMicF11Yfssw/zi6tw3sbT4nZbwB44bpBuHtcL8hdCIpsmXYAWL7jnNNzzGYBqw/lYc6KfVi+07J0XHyY2iHwnNhgyHf/BnO624stGLYPMm1Z5N7WGwU9IwKw7K7RDs/dc7YUtXoTbDMQglRNjwYY0j3E7nFwo+fZAlCzADHTbru58NDEvtj69ET89th4+MhluOUix5sp7iKTyXC/3Zx3AKjSGZH6zl84kF0uGa1QpXW9fkJb2GfayTMYtBMRERERtZLJLDisqV7SIGgXBAGHcirE7WqdCXWG+qHxM0f3gKt6R9Znw7/cmeX0nK93Z2POin04fL7+NRtmbwEgOU6DM0um4/axPRAf5o/LrHPP21ugk6C9os7yGdkXxusfEyQZHg4Au86Wic+TywA/ZdPhyzC7oN3+2g35KOqvYxsp0XDofVKMBnufmYKXrh/c5Gu2t8vs1na3MZkFXLd0K47n19cyaKzqfXuzVY9npt1zGLQTEREREbWSs2ynbbj1+vR8vLg6A5V1RkmleK3BhFrrcG9fH3mLgiE/pQJ3XtwTQOOZz4Y3EZ65Khlzp/R3eq5MJsML1w3Gn09NRJTGcXh6e7AF7TV2QbutiFrDIftD40Mk27vPlIrBqSvryA+Jr8+uhwU0npW3/+xsQ87D1L4O5wX7K10aAdGe/JQKPH1lEnwVjqHa/+xGV1R3UNAuZtqdtIc6RvtVVCAiIiIiuoB8/OdpcV1xlY8cPcLUOFlYLQan91mrn9sXqgMsQXudNYhX+zY+R7sxt4/tgWXbziK3vM7pcfsh1MmxGtwzrpfT8zpKoJ9jpl2saN+gON4jE/ti99lS3DwqHm+mnUB+pRbbrXUCGluj3V6fyPpMvbyJAN9WiM5et1DHqvGe8sClibjrkp64+cMdkMuA/VnlDufkN1gKzl2MJkvQ3tTnSe7F2yVERERERC1QozPir5PFeGH1Uby54QQAy3xotTWofOePk5Lzv92bI9nOq9Bi6ylLIKpWtjxoty3dVq0zQhAE7D1XJmaLBUGQBO1NzevuKM6Gx9vWjm+4DF2PcDU2P3k55lzeB5MHWObcP/NzOoCmK8fb+CjkeHhiHwyNDxGf7/Q8J+uNe9vwb5WPAj/PuQQ//uMScVm87qH+eOG6QQCA3WdLJUvAuYttSUPOafccBu1ERERERC3wzx8P4/ZPdkr2Bah8cMq6dvqO06VOK7sH2QWdC61V3f1bkWm3ZafNAvDNnmzMeH8b5izfB8BSFM9gql9W7uYOLKLWGFvxOK3BDJ3RMsKg0jq0O1jd+BD2l2dI55IHuriO/BNT++PnOZc0GeQ3DNBtgbC3+ldqMnb/azL+eOIy3D42AX2jAmEwCfjjWIHbX5tz2j3Pa4L2l19+GTKZDI899pi4T6vVYs6cOQgPD0dgYCBmzJiBggJpx8zKykJqairUajWioqLw5JNPwmjsmPkdRERERHRhMZkF/Hwg12F/oMoHOmN9oH6muMbhnNgQxznjat+Wz1ZV+cihtA7vXviLJfjfdbYUAMTic2pfBVbeNxYjejiu/d7RNP4+8LWuCV9UpcPO0yXIt64N3zDTbi9E7SuZPuDK8PjW+PaBFNw+NsEt125PkUEq8XO8clAMAOC3I/luf12Tdck3Z1MKqGN4RdC+e/dufPjhhxgyZIhk/+OPP45ff/0V3377LTZv3ozc3FzccMMN4nGTyYTU1FTo9Xps27YNn3/+OZYtW4Znn322o98CEREREV0AbOtlNxSo8hEzkgBwILtcfOyvVEAhl+GmkY5Z79Zk2mUymRjs2leh33S8EOm5lvZdP7wbxvQOb/G13UEmkyFaY6nkfjinAnd8tgt1BhOiglSID2t6HnmI3Zz3sADHQnFt8eikvrh5VHeMSvD8jY2WmpxsGfq/PbPE7a9lm9POTLvneDxor66uxm233YaPPvoIoaH1PzAVFRX45JNP8MYbb2DixIkYOXIkPvvsM2zbtg07duwAAKxfvx4ZGRn48ssvMWzYMFx55ZVYvHgxli5dCr3ecX1MIiIiIqK22H2m1Ol+mcxSadzGFrTLZcD+Z6fgwLNTcNclPR2epzc6DqN3RZCToeJ3frZbnM8eF+I9RdUAIDrIMspg0/EiaA1mxIf5Y/3jE5odaWBfqG5ikuNSaG3x+JR+ePXGoc1WpPdG3UPVACzTDJxNxWhPXKfd8zxePX7OnDlITU3F5MmT8cILL4j79+7dC4PBgMmTJ4v7kpKS0KNHD2zfvh1jx47F9u3bMXjwYERH1xeZmDZtGh588EGkp6dj+PDhTl9Tp9NBp6sv0FFZabkjaTAYYDC4v5hDa9na5s1tpM6H/YrchX2L3IH9itzFlb6VXVYrzkVvKC7YD3Mn98HN/90FANiQYZnSGaDygQJmKBSAYDY5PE/tK29Vf25sqHi6bXi8UuZVPyeRgZYs+d5zlpsefSIDEOBCG8/bVcif0CfMq96Tq9zxe0vtY7lRJAhAcWUtymsNmPfjEcy5LBET+0e22+sAgNbabrnMu/pUV+Dq5+nRoP3rr7/Gvn37sHv3bodj+fn58PX1RUhIiGR/dHQ08vPzxXPsA3bbcduxxixZsgSLFi1y2L9+/Xqo1eqWvo0Ol5aW5ukmUBfEfkXuwr5F7sB+Re7SVN/6/owcDQeq9goS0D9YwEBkIe9wFp4cArx+SIFCazX3Kq0Ra9assXtG/Z/fg0LNGKEqanDcNcYax7YAwNF8SzG8U8fSsabkSIuv6y61JZb2niqyzPU3lhe69L6rtPWf15bf17ureR2ivX9vyaGACTK8tvIPHCqV4VSlHPd/uR9vp7Rvfa+MMhkABaqrKlvVV6lxtbW1Lp3nsaA9Ozsbjz76KNLS0uDn51iUw53mz5+PuXPnituVlZWIj4/H1KlTodFoOrQtLWEwGJCWloYpU6ZAqWy8aAdRS7Bfkbuwb5E7sF+Ru7jSt35Zvh/IL5Lsu2J4b8yd0leyr8+QItz/5X5xe/r06eLjR7dbAs/RPUOx/J6LWt3ejbWHcexgXqPHL75oBKYmN77kWUfL+fMMNufXL4WXMqw/pruwfrw29jxe/u0EPrhtOEb0CHFjC93HXb+3bH3ph7MKDIrTANbRw/b9rT2ojhUCxw4gLDQY06ePbddrX+hsI76b47Ggfe/evSgsLMSIESPEfSaTCVu2bMG7776LdevWQa/Xo7y8XJJtLygoQEyMpVpiTEwMdu3aJbmurbq87RxnVCoVVCqVw36lUtkp/gDoLO2kzoX9ityFfYvcgf2K3KWpvnWm2JIVe/uWYXj06wMAgNBAlcP50wbF4c+nQvDYygOYNjBacvy920Zg0a/puOuSXm3qw5GappNeIQF+XvUzEhcqHc0aHxboUvv+Nron/ja6p5ta1bHc+XsrRF1fpK/dX0NmKZaoVCi8qk91Ba5+nh4L2idNmoTDhw9L9t11111ISkrCvHnzEB8fD6VSid9//x0zZswAABw/fhxZWVlISUkBAKSkpODFF19EYWEhoqIshSnS0tKg0WiQnJzcsW+IiIiIiLoss1lAjnV+db/oIHG/n9J59ff4MDW+f/Bih/3TB8di+uDYNrcntJlK6k2tUe4J0Q1uMnQL9a5CeZ3R1ORorLfWTvjrVLG432AyQ6lov3rjJq7T7nEe+2kOCgrCoEGDJPsCAgIQHh4u7r/nnnswd+5chIWFQaPR4OGHH0ZKSgrGjrUMy5g6dSqSk5Mxa9YsvPrqq8jPz8eCBQswZ84cp5l0IiIiIqKWKq3R42heJfRGM+QyoFdEgHisPYOjlogNbjrTHqhq+VJy7tQwaI8P9f46Ut7umauSxaDdXmGVDt2crB6wcncWEiMDMapnWItex2hbp51Bu8d41y24Bt58803I5XLMmDEDOp0O06ZNw3vvvSceVygUWLVqFR588EGkpKQgICAAd9xxB55//nkPtpqIiIiIupIH/rcXu85aqp7HBvtLsuueCtqnDYzBHSnluGJQLHLKarHmcB42Hq+fb+/NmfaIQF9EBjHB1lYaP+dDq/Mr6hyC9s0nijDve8so57Mvp7bodXLKLCNMmluej9zHqz75TZs2Sbb9/PywdOlSLF26tNHnJCQksIohEREREbmNLWAHgB5h0gyxp4JPta8PFl1rG7UajqnJMRj6fH119YhA7wqK7Zeomzm6hwdb0nUE+jkP5fIqtA77tpyov6EjCEKL1qb//aglmz8xKaqFLaT24lVBOxERERGRN6nRSZfPGtw9GADw8g2DcSy/ChP6RniiWQ5UyvqMf4zGz2MjAFyRGBno6SZ0CY3NMc9vELSX1+rx84FccbuyzohgdfMF0Gr1Rny1Kxv7ssoBACMTQlvfWGoTBu1ERERERI2wrbcOADeP6o6/j7csU3aLl2WLVT71QXpsSMcup+yq5X8fg11nSnH10DhPN6XLuGdcL3zy1xnJvoZB+/O/ZqC4ur4fZxZXY0SP+gC8sFILkyAgNlg6pP7nA7lYvCpD3E4IZx0CT/HeW3BERERERB5WWGkJgHpFBODVG4ciKsg7A2L74c5Bjcx19rRL+kTg8Sn9WIW8HT1zVTJuHtVdsi+vUhq021eWB4C5Kw+Ij81mAaNf+h0pS/5wGFWSXVorPh6VENroSgnkfsy0ExERERE1osCaaY/qRIXTAnwZXF1IGk43yK/QIrOoGl/vykJlnVEyWgSoLywHAAZrZXgAWHUoF3+7qH4ESUGl5Xl/H9cL/zetvzuaTi5ipp2IiIiIqBG2THuUxjsz7M6wyveFJSlWI9nOr9BiyZqj+OjPM1i5J1vc//YtwwAAg7oFi/vsYnbM+/4w7v/fHnFd9sIqrXh9Ztk9i0E7EREREZETWoMJL6w+CgCI7kSZdjUz7ReU8X0i8NQV/THn8kQAQEGlFkUNsusAEB5g6cNag0ncZxIEyTnr0gtwILscAMRrcHk+z2PQTkRERETUgNZgwv3/2ytu21dn93as8n1hkctl+MdlffDY5H6QywCjWUCW3Xx0wDK9w9/X0ofr7IN2szRoByAG7bV6y3n2y/WRZ/A7QERERETUwEtrjmKz3drWqYO9v+L5qofHYX92Oa4d5v1tpfanVMgRGaRCQaUOZbUGybEv7hktBuh1+vqg3ewkaD9vnfNuy8j7daIbVl0Vg3YiIiIiogZ2ni4FYJkHfPWQOMg7QcXzQd2CJfOV6cITE+wvFpCT7Nf4obRGD0A6PN7oJGjXm0yS8zif3fN424SIiIiIyI4gCDhfbsk2DowL7hQBOxEAxGgc55/3iQpEsL9SDL4rtUY8/f0hvLz2mNPh8VqDpTqd1mj5l0G75zHTTkRERERkp1JrRLV1zepuIf4ebg2R62KDpf11+/yJCA9QQSaTwd8u+P56t6Wq/JjeYQ7X0BnNMJsF6G1Buw/zvJ7G7wARERERkZ1ThdUAgIhAX/izEjt1IjHB0qUJwwJ84WsNup315TLrkHkAuLRfJABAZzBBZ6xfC46Zds9j0E5EREREXUJpjR7XvvsXPtt6pk3X2XXGMp99RA9WYafOZUh3aU0DX0V9uKdykjGvqLMUrJPLgGuGWgoY6oxmybx3Z8+jjsXvABERERF1Cf/dchoHcyqw6NeMNl3nXEkNAMt8dqLO5OLECPzvntHitkwmkzwO9ldKzq+ss0wDCVT5iMsa6owmaI2WoN1HLoOPgiGjp3FOOxERERF1CRV19UN9BUGQBCwtu44l+xiiVjZzJpH3Gd83Ep/cMQqRQY5F6a4cFCPOZweASq2lryvkMqh8LMPgtQazWIyOQ+O9A2+bEBEREVGXk1lU0+rn2gKZhllJos5i0oBoDOke4rB/5ugeku3KOvug3ZZpN3ONdi/D7wIRERERdWo7T5dgydqjWHskX9z33sZTrb6eLdPOoJ26moZz3iucBu0mMWi3Zd/Jsxi0ExEREVGnJAgCPvnrDP723x34cPNplNcaxGMldlWxW8oWyGgYtFMXI5PJsPnJy6BUWKaOiMPjZTJxKLzOYEadNWjn6gnegUE7EREREXU6ZTV6jH91Ixavkhade/7agQCAgkqtS9fZeboE09/+E9tPl4j7bMW5gv1Z/om6noTwAMy5vA8AoEpr6etyucyuEJ1Z3B/kx58Bb8DvAhERERF1Oit2ZSGnrE6y78+nLkeN3hJs2IL2/Aot5DJgx5lSDIzTIDEyENU6I97fdAr5FTp8vy8HAPDPnzLwZBKQVVorZtojAh0LeRF1Bf7WrHqt3pJRty9EpzOY7IJ2jjbxBgzaiYiIiKjTMZjMDvsig1TQGCxBRlmtAZlF1bjqnb/Eob7hAb74c97l+NuH25GeWyl5bk5ZHcp0wO/HigAAl/QJR4ja183vgsgzbPPXq3WW4FwhlyHEOh2kSmdESbUOADPt3oLfBSIiIiLqdGRwXM7NT6mAn1KB3hEBOF1cg0n/3iw5XlKjx7XvbsXJwmoAQM9wNQwmAefLLRn7fcUywGgJ5sf2CnfzOyDyHNv89Vpb0C6TIUSthNpXgVq9CccLqgAAGgbtXoFz2omIiIio0zEJgmR77pR+4uOxiY0H3LaAHQC+um8stj49ES9dPxgAsKdYjiPWDPygBlW2iboSW9BeYzc8XiaTIS7EHwBwLM8StHN4vHdg0E5EREREnY5tfWkAuHpoHB6Z1FfcvriJoN1ejMYPADB9cAyUChlya2U4XWxZ331QHIN26rpsw+Nt5DLLyJXuoZag/ZT15laQipl2b8CgnYiIiIg6jfwKLX45mItl286K+wbFaSTnjO0tDdrvn9Bbsh2iVuK6YXGQWQOVELUvrhgYLR6P0fghMohF6KjrsmXabRRyy8/CQOvPkt5aM4Jz2r0DvwtERERE1Gk8+/MRrM8oELf7RQfijot7Ss6JCFRBJgNsI+hnjOyOD7ecBgB0C/HHpicvg49cOif+9jE98OuhfADAoG7MslPXZlvezcYWtA/pHiLZr/Hn8HhvwKCdiIiIiDoN+4C9Z7ga6x+/1Ol5W+dNxLM/p2NgnAb9ooPE/X5KOZQKx8GmfaMCxMeDGbRTF2db3s3GFrQPiw+R7Oecdu/AoJ2IiIiIOo1eEQE4Y513fq60ttHz4kL88fEdoxz2+/sqnJxtCU7u7meCMawX7myQuSfqavwaZtqtU0WiNX6I1qhQUMkl37wJ57QTERERUadhvz77Y5P6NXGm1Pi+EQCAuy7u1eg5Q8MFPJOahGA1s4vUtTWc0y63iwqH2g2RZ9DuHfhdICIiIqJOo8a6rvQbNw9F6pBYl5/331mjcLygCkO5lBuRQ9DuYxe1D40PEaehaDg83iswaCciIiKiTqGoSoeyWstSb2N6hzvMy22Kv6/CYb4u0YVK7ZBpry/MyEy79+HweCIiIiLqFP7+xR7xcaAvgwmi1goN8BWnjDQ0JD4Y/koFgv2VLETnJRi0ExEREVGncDC7XHwcoHI9y05Ejl6eMUR8fCCrTHys8VPiuwdTsPL+sWJVefIs3qIkIiIiok7Hx8mybUTkum4h/uLjSq1RcmxgHGs/eBOP/rZ7//33MWTIEGg0Gmg0GqSkpGDt2rXi8csuuwwymUzy9cADD0iukZWVhdTUVKjVakRFReHJJ5+E0Whs+FJEREREZPW/Hefw25F8TzejRWr19X/f/Wv6AA+2hKjrYCK9c/Bopr179+54+eWX0bdvXwiCgM8//xzXXnst9u/fj4EDBwIA7r33Xjz//PPic9RqtfjYZDIhNTUVMTEx2LZtG/Ly8jB79mwolUq89NJLHf5+iIiIiLzdmeIaPPPTEcvjJdMhk3WOv9pzy7UAgCCVD+6d0NvDrSHqGm4aGY+Ve7LROzLA002hJng0aL/66qsl2y+++CLef/997NixQwza1Wo1YmJinD5//fr1yMjIwIYNGxAdHY1hw4Zh8eLFmDdvHhYuXAhfX1+3vwciIiKizsQ+Y11Wa0BYQOf4eymvog4AEBvi5+GWEHUdz12TjL7RgZg20Hm8Rd7BayYDmUwmfP3116ipqUFKSoq4f/ny5YiIiMCgQYMwf/581NbWise2b9+OwYMHIzo6Wtw3bdo0VFZWIj09vUPbT0RERNQZCEL94/wKreca0kKHcioAAPGh6mbOJCJXqX198PfxvREfxp8rb+bxQnSHDx9GSkoKtFotAgMD8eOPPyI5ORkAcOuttyIhIQFxcXE4dOgQ5s2bh+PHj+OHH34AAOTn50sCdgDidn5+4/O0dDoddDqduF1ZWQkAMBgMMBgM7fr+2pOtbd7cRup82K/IXdi3yB3Yr9quRqsXH+eWVaNvpH8TZ3sHQRDww74cAMCkpEi3fP/Zt8hd2LeoMa72CY8H7f3798eBAwdQUVGB7777DnfccQc2b96M5ORk3HfffeJ5gwcPRmxsLCZNmoTMzEwkJia2+jWXLFmCRYsWOexfv369ZM68t0pLS/N0E6gLYr8id2HfIndgv2q94xUyAJbl0n7ftgc1p4Smn+AFsqqBzCIfKGUCFOcPYk3BQbe9FvsWuQv7FjVkP4q8KR4P2n19fdGnTx8AwMiRI7F79268/fbb+PDDDx3OHTNmDADg1KlTSExMRExMDHbt2iU5p6CgAAAanQcPAPPnz8fcuXPF7crKSsTHx2Pq1KnQaDRtfk/uYjAYkJaWhilTpkCpVHq6OdRFsF+Ru7BvkTuwX7Wd//EiIGM/AKBXv2RMvzjBwy1q3su/HQdwDtMGxeKGa4Y0e35rsG+Ru7BvUWNsI76b06agXa/X48yZM0hMTISPT/vE/2azWTJ03d6BAwcAALGxsQCAlJQUvPjiiygsLERUVBQAyx0sjUYjDrF3RqVSQaVSOexXKpWd4geps7STOhf2K3IX9i1yB/ar1jMK9dXi6wxCp/gcs8ssc+/H9A53e3vZt8hd2LeoIVf7Q6sK0dXW1uKee+6BWq3GwIEDkZWVBQB4+OGH8fLLL7t8nfnz52PLli04e/YsDh8+jPnz52PTpk247bbbkJmZicWLF2Pv3r04e/YsfvnlF8yePRsTJkzAkCGWO6xTp05FcnIyZs2ahYMHD2LdunVYsGAB5syZ4zQoJyIiIrrQ6Ywm8XFeRR2ueGsLXl933IMtal5BlSWhE61h5XgiuvC0KmifP38+Dh48iE2bNsHPr/6X5+TJk7Fy5UqXr1NYWIjZs2ejf//+mDRpEnbv3o1169ZhypQp8PX1xYYNGzB16lQkJSXhiSeewIwZM/Drr7+Kz1coFFi1ahUUCgVSUlJw++23Y/bs2ZJ13YmIiIiontZgFh9/vTsbx/Kr8O7GUx5sUfMKKy2Z9phgBu1EdOFp1Zj2n376CStXrsTYsWMhk9UPsRo4cCAyMzNdvs4nn3zS6LH4+Hhs3ry52WskJCRgzZo1Lr8mERERUVdRXqtHem4lUnqHQy6XNf8EADqDqfmTvIjRZEahNdMeFcSgnYguPK3KtBcVFYlzyO3V1NRIgngiIiIicp+/fbgDt328E99Zl0NzhdZobv4kL3KysBoms4BAlQ+igjj9kYguPK0K2keNGoXVq1eL27ZA/eOPP0ZKSkr7tIyIiIiImnS8oAoA8P1e14N2naFzBe1HzlcAAAbGaVweTUBE1JW0anj8Sy+9hCuvvBIZGRkwGo14++23kZGRgW3btrk0pJ2IiIiI2o+r2fPv9+bg061nnB4TBMErR0wWVVuGxseHqT3cEiIiz2hVpn3cuHE4cOAAjEYjBg8ejPXr1yMqKgrbt2/HyJEj27uNRERERNQErd61eervb85ERZ0Bal+FwzGdlw6br9IaAQBBfu2zvDARUWfT6t9+iYmJ+Oijj9qzLURERETUClpj80G71mDCmeIaAMDvT1yK65duQ761KrvtuJ/SMZj3tCqtAQAQ5Mf1rYnowtSqTPuaNWuwbt06h/3r1q3D2rVr29woIiIiInJdea2h0WOlNXpU1BpwprgGJrMAjZ8PYjR+eP2moZh/ZZJ4ntaL5roLgoC958pQUWtAtS3TrmKmnYguTK0K2p9++mmYTI53dAVBwNNPP93mRhERERGR6yrqDGIWHQCKq3VYuvEUzpfXYfSLGzD+1T/ErHpssD9kMhnG9Y3A/ZcmIsA6VF7rRUvB/X60EDPe34bU//zJ4fFEdMFrVdB+8uRJJCcnO+xPSkrCqVOn2twoIiIiImqawSTNjE97cwv+/vkeaA0mvL8pE6+tO45LXv4DRrOASq0Rx/IsleYjgnwlz7MNiXdliL0rBEHA/7afxe6zpa2+xqpDuQCAnLI6u6Cdw+OJ6MLUqqA9ODgYp0+fdth/6tQpBAQEtLlRRETkOX+eLMJXu7IgCEKj55jNQpPHicj9ahsUn9ObzNhwtABf7crCnnNlDucfPl8OAIgMlK51bgvaP992rs1tOlVYjV7z1+CZn9Nx0wfbW30ds92vF1v1eGbaiehC1aqg/dprr8Vjjz2GzMxMcd+pU6fwxBNP4Jprrmm3xhERUccymsyY9ckuzP/hMDYcLXR6TmGVFiNeSMO87w85HCuq0mHUCxvQ8+nVyC6rdXdziS5oddagXS4DEiPrkyZFVToE+ztmpQ/lWNY7j2gQtCsVlmXevtqVhd+O5LepTde8+1ebnm9jtrspeKa4BkqFDP2ig9rl2kREnU2rgvZXX30VAQEBSEpKQq9evdCrVy8MGDAA4eHheP3119u7jURE1EEy8irFx1/tynJ6zq4zpSivNeCbPTk4VVglOfbT/vMotmbFlqw94b6GEl2ABEHArjOl+PNkEQBLgTkA0PgrMSohTDxPbzRjywnLOQp5/brrOWV1AICIIGnQbp/VfuDLvfjtSF6r2ldRZ3DI/rd2RE7Dp12cGIGYYL9WXYuIqLNr1Tij4OBgbNu2DWlpaTh48CD8/f0xZMgQTJgwob3bR0REHWjP2fohtRuPFyKrpBY9wtWSc0x2f+F/8tdZLLlhsLh9JLdCfJx2tBBXpbixsUQXEKPJjJs+3I79WeUAgF8fGofTxdUAgMTIQKiU9XmYH/afr3/84MXYn1WGhb9miPsaZtrt4noAwAebT+OKQbEtbuPqQ47Bvs5obtUycva/ZwAgOU7T4msQEXUVrZ4cJJPJMHXqVEydOrU920NERB6iN5qxdGN9MVFBANal5+PeCb0l59Xo6jNpP+zLwaJrBsLXxxIw7D5TX3hKqZDB5D0rSBF1aqeLa8SAHQB2nS1FmTXT3i86EEpFfdBuy8ADQLdQf4egOSJQWohOJpNG7UVVuha377mfj+Dz7Y5z4qu0RpeDdrNZgNEswNdHLhkeDwADYhm0E9GFy+Wg/Z133sF9990HPz8/vPPOO02e+8gjj7S5YURE1LHScytQYv1jf+boeHy1KxsvrjmKm0fFI1hdPz+2Vm8UH+uMZlRqDYgIVCGnrBa5FVoo5DIIggCDSUCRtsPfBlGX8vWuLGSX1aJvlHQ+d0ZuJap1lrXZ+0YFoUHcDQB4dFJfRASqEB7gi/AAX/Hnu2GmveFTbTfhXHW2uMZpwA4A1TojIhsMx7dnNgt4/JsDUPnIcTC7ArUGI75/4GKHoD05lvPZiejC5XLQ/uabb+K2226Dn58f3nzzzUbPk8lkDNqJiDoBrcGErNJa/HzgPC7tF4UVOy1/dF/UMxS3j03AV7uyAQDzvj+EGr0R7902AkF+SlTrjJLr2Iph7bJm2Qd3C4YgCDiYU4H8OieRBBG5RBAEzP/xsMP8bgCo1BqQWWgZHt8vOgijeoZix+kSrEsvEM+5YlAMAMvfZsPiQ/D7MUtxyaiGQXSDH9OGP+PN+X5fTqPHapq5VnZZLX4+kCvZN/ql3zEqIVSyr2c4VycioguXy0H7mTNnnD4mIqLOp1ZvxLhXNorDaJdurF8NpGd4AAbGBaNHmBpZpbX4Ld1STfq7vTmYNTYBvxyU/oFdZ7AE7bY1mcf0CkOl1oCDORVIOy/HIzojQpVcX5mopWr0JoeAvVdEAM4U1yC3vA5nSmoAAP1jguCnVODDWaNw1X/+xJHzloKSYQH1w+CvHhqH348VIqV3uEPmu+GttRqdEVqDCVqDCSFqXzTFbBbw/V5p0D5rbAL+t8NyE/BsSQ0GdQtu9Pnf7zvvdL/9knXdQvzho2hV7WQioi6hxb8BDQYDEhMTcfToUXe0h4iIOsDhnArJvFd7Q7pb/sC+pE+EZL8gAMt3ZuF0UY1k/98/3wMA2HnaErRf1DMMD17aB2EBSuTUyPBG2sn2bj7RBaGizuCwz7a0W3puJQTBMp/dPghPjAwUH4fYTWu5dlgcvr5vLD676yKHOex3XtwTAJBsnTdeqzfhxg+2IWXJHyisanyOS36FFjM+2IbcCuk5i64ZiBuGdwMAPPHNQaRlFDh7OvIrtHjn9+Z/P/SKYJadiC5sLQ7alUoltFpOUiQi6sxs6zXHBvuJazQDwOd3j8ZtYxIAAHENllfSm8zIKnVcez2rtBZnimtwurgGPnIZLuoVhh7hasy/oj8AICOvyuE5RNS8SmvQ7mNX3j1aI/25HN83UrKdEFa/2oPKp74AnEwmw9je4U6Lwt02JgHfPZCC5X8fI+47cr4SdQYTjpyvcDjftozb3G8OiMXxbhvTA1/fNxarHh4HuVyGxdcNwsSkKOiMZjz38xGn7+/t3x2XhRzZYFg8AAxk5XgiusC1aqzRnDlz8Morr8BobNmcJyIi8g5f77aswf738b0lazRP6BsBuTVAiA3xlzynrFbf6PzUw9Y/7IfGhyDY35Ldi7UG/Y1l9ImoabZMu/2yi0O7h0jOGddXOiLmxpHxlvPipec1RS6XYVTPMElm3ia3XJqoKajUYsxLv+PltcdwMLtc3H/XJb0wtne4OBQ+QOUjLgdZUKVzWK+9tEaPb/ZIh9UHqXxwUc8wNHTL6B4uvxcioq6oVUu+7d69G7///jvWr1+PwYMHIyBAOmzphx9+aJfGERFR+9p9thSLV2Ug0zrE/dphcVi8qn79Zvthsw0z7WU1etRYi85NHhCNDUcLJMcAaYGrMOtc2LJaxyG+RNQ8W9Ae7K/EhrkTkFehlQyF91XIMaaXNMjtEa7GtqcnijfPWqLhsHkAyKuok2y/vykThVU6fLA5UxwB8NmdF6FPVKDDc4P8LH9mmswCavUmBKjq/+zMLa+DySwgMkiF3f+ajN1nSxEfqsax/Ep8sDkT/aID8f2DF6OizoDuoWqHaxMRXUhaFbSHhIRgxowZ7d0WIiJys//8cUocGq+QyxBuV6gqtEGWrWGmfcuJYoRb13eeNlAatOdXWrJx9oFCWIDlcXmdAUaTmYWkiFrINjxe46dEn6gg9IkKQlZJ/RSVkQmhUPs6/ikX1+BntyU+nj0K8388jB5hauw9V+aQaa/S1o+2MZoFyGSO2X4bf6UCCrkMJrOAKq1RErTbKtTbAntbhj1ao8LK+8ZicPdgqH19EOTHIpZERC0K2s1mM1577TWcOHECer0eEydOxMKFC+Hv3/r/HIiIqOPYD1E1mQXIZDJ8PHsU/p12Am/9bZjk3Fi7THu0RoX8Sq0YnAeqpP99nC+zZOPs13MP9ldCBgECZCirNTS5VjMRObKtzBCgqp+HrrZ7fEmf8HZ/zcnJ0ZicHI1fDuZi77kynC+vw8d/nka1zohHJ/WF1tommzC1L5SN3JCTyWQI8vNBea0BVVoDYux+p9iC/4ZBuUwmw5je7f++iIg6sxYF7S+++CIWLlyIyZMnw9/fH++88w6Kiorw6aefuqt9RETUjsx2QfvtYy3zRG1/pDfkp1Rg1cPjIJMB69ML8LZdledAPx90D/VHjjVYzy23/BviX5+591HI4asAdCZLVo1BO1HL1Fmno/jZFZRT+9Y/Ht3LfcGtbXrMrjOl2HXGsjLEVUPiUFStk5w3vpEsu02gyhK0V9pl6Etr9PjzZBEAQOPXqkGfREQXlBb9pvziiy/w3nvv4f777wcAbNiwAampqfj4448hl3PYIxGRt6uss/zh/OqNQzBjRPdmz7cVlbL90W4TqPLBV/eOxfhXNwKwC9obDLFXyi1Be8PsHBE1r7DKEiD7+doH7T5IHRwLndHstNJ6e3E2xH5der7kd8HU5Gi8cfOwJq9jyaTXicPhAWD623+Ko3aCGLQTETWrRb8ps7KyMH36dHF78uTJkMlkyM3NRffuzf/xR0REnmUrbJUYGQCF3LHoVGNC1b4O2/FhavSKCMCZ4hpxneaQBsWvfK33cxm0E7XMWxtO4JO/zgCwzA23t/S2EW5//ZgGS8sBwGvrjku2+8cEiatNNCbY3/KnZp71xp7OaBIDdsBxqg0RETlqUXrcaDTCz0/6S1ypVMJgYGVgIqLOoFJbX9iqJeznqg/qpkGCdQmqhkNbg51k2oH6ublE1LySah3e2lA/HaVh0N4R5HIZdv9rMqI1KgxrZPm4iUlRzV7n4kTL8Pl16fkALOu/22OhOSKi5rXo9qYgCLjzzjuhUtXPS9RqtXjggQcky75xyTciIu9TXqsXq1E3DK6bY18V/p5xvcSloS7tH4WD1mr0Dc8D6oN2ncHcmiYTXXD0RjNGvrBBss9P6ZkpiJFBKuz852SYzAIGPPMb9CbLz/GL1w9CYmQghvdofnj+hH6ReCPtBDYeL8I3u7NRWquXHB/Xp+k58URE1MKg/Y477nDYd/vtt7dbY4iIyH3+OFYIswAkxQQhMrBlReF6hgfATymHWQBSB8eJ+28e1R3v2BWoC2kwjN6XmXaiFvnrVJHDPj8PZNrtKeSWdSBsrhvWTbJ8W1P6RweJj5/6/pDD8UsYtBMRNatFQftnn33mrnYQEZGbldVasuz9ooPETLmrwgJ8sf6xS6FWKeDrU5/16x6qxsA4DdJzLUNeG85pV8oFADLOaSdyUX6FzmGfv69ng3YAmDowBqsP5WF0zzCXA3bA0varhsRi1aE8p8ftf58QEZFzrP5BRHSBsAXOrR1q28M6j72hSQOixaBd3SC4YKadqGUKrEXaEsLVOFdSC8Azc9obeu3GIRjZIxQT+rU8M/7urSOQEH4MSzdmuqFlRERdH29vEhFdIHRi0N6+AcA943qhT1QgUofEOmTwlWL1eDPOFNfgvU2nJEs/EZGULWgfaTdf3GgSGju9w6h9fXD3uF7oExXU/MlOhAe0bEoOERHVY6adiOgCUeemoD3YX4m0xyc4HXKvtFvybdqbW6A3mVFRZ8D8Kwe0axuIuorz1qXRxvQOww/7zwMAuoc6rpne2YTYFb+0jSIY3TPMgy0iIuo8GLQTEV0gtNYK7n5umEPa2Bx5+3XabZWnj5yvcHquOxlNZny45TQmJkUhIVwNrcGMsADf5p9I1AHyKuqwcnc2bh+bgNNFNQCA3pGB2PR/l+FgTjlSEsM93MK26xMVKD5e/ch4nCqsRl+7fURE1DgG7UREFwhxTnsHFrUKsCbXcsu14r5ojV+Hvb7NN3ty8Nq643ht3XGM7hWGwzkV2Ph/lyEmuOPbQmTPYDLjqe8O4c+TxfjjWKGYaU+MDERYgC96RgQ0c4XOYUj3EHw8exQGxGkQqPJpdO13IiJyxDntREQXCK3RlmnvuKA9Tm2Zi/v9vhxxX1PLzeWW1yHLWnyrPWWX1V9z15lS1BlM+POk49JaRB3pyx3nMOi5dfjzZDEA4FCOZRRKRKCqS44EmZwcjW4hnX+oPxFRR/No0P7+++9jyJAh0Gg00Gg0SElJwdq1a8XjWq0Wc+bMQXh4OAIDAzFjxgwUFBRIrpGVlYXU1FSo1WpERUXhySefhNHIIkdERA1p3TSnvSkJgQKUCunQeUMjRbVMZgEXv/wHJry2EbX69v09brDesLDHivbkaZ9tPQOdk745pHuwB1pDRETeyqNBe/fu3fHyyy9j79692LNnDyZOnIhrr70W6enpAIDHH38cv/76K7799lts3rwZubm5uOGGG8Tnm0wmpKamQq/XY9u2bfj888+xbNkyPPvss556S0REXqutS761RogK+Prvo7H872Nw58U9Le0wOg+Wi6vr16cuqzXgdFG1WEm7rQqrHNe+th+yT9SRzGbLjasgP6XT41cOiunI5hARkZfz6Jz2q6++WrL94osv4v3338eOHTvQvXt3fPLJJ1ixYgUmTpwIAPjss88wYMAA7NixA2PHjsX69euRkZGBDRs2IDo6GsOGDcPixYsxb948LFy4EL6+XW9oGRFRS2WX1qKgUuuRTDtgyRoqlUocthagW3ckHy9dP9jhvJs/3C4+ziuvw40fWLbPvpza5jbkVdQ57CusYtBOHe+PYwV4aMV+zJ3SD+W1esmxWWMT8PfxvZAQ3jXmsRMRUfvwmkJ0JpMJ3377LWpqapCSkoK9e/fCYDBg8uTJ4jlJSUno0aMHtm/fjrFjx2L79u0YPHgwoqOjxXOmTZuGBx98EOnp6Rg+fLjT19LpdNDp6rMulZWVAACDwQCDweCmd9h2trZ5cxup82G/6vpueG8riqrrgwMfmdAh3++GfcuW4C+p0eP3jDxM6Bshnrv9dAnO2c1l33u2RHys1emhkDuvTu8Ks1lARl6lw/5qrXf/zifnOvvvrBU7zqFWb8ILq49K9of4K/HE5EQEqHw67Xvr7Dp73yLvxb5FjXG1T3g8aD98+DBSUlKg1WoRGBiIH3/8EcnJyThw4AB8fX0REhIiOT86Ohr5+fkAgPz8fEnAbjtuO9aYJUuWYNGiRQ77169fD7Va3cZ35H5paWmebgJ1QexXXZPeBBRVS3/VHz2wG3WZHdcGW986WSADYMnyv7t6D6r71c/lfeuIAkB9YL7/yDHYZnD9uGot1G3436qwDqjROV4gOzcfa9asaf2FyaM66++s9CxpXweAZ4YboVIYsfn39Z5pFEl01r5F3o99ixqqrXWt+K7Hg/b+/fvjwIEDqKiowHfffYc77rgDmzdvdutrzp8/H3PnzhW3KysrER8fj6lTp0Kj0bj1tdvCYDAgLS0NU6ZMgVLpfB4cUUuxX3Vtsz/bA6BUsu+eGVdA5Ya12htq2Le0+8/j69OWmiW1PhpMn34xAKCsVo9Ht2+SPDeiWwKQkw0AGDv+cnQPbX3F6VWH8oADhxGqVmJsrzD0jgzA0k2nERgSjunTL2r1dckzOvvvrH/u+x2ACRo/H1RqjegXFYjZN1zs6WYROn/fIu/FvkWNsY34bo7Hg3ZfX1/06dMHADBy5Ejs3r0bb7/9Nv72t79Br9ejvLxckm0vKChATIylQEtMTAx27doluZ6turztHGdUKhVUKsclh5RKZaf4Qeos7aTOhf2q68kurcX20/UBe7cQf0waEIVA/8aXXHMHW9/S29WfO1NSC0GmgK+PHHVGy9D9AF8FEqMCcSinAt/uPS+eqzWhTX3zaEENAOCqIXFYfN0gbDxWCOA0tAYz+3wn1hl/ZwmCgFrrD8KPcy7BLwdyMWNE9073Prq6zti3qHNg36KGXO0PXrdOu9lshk6nw8iRI6FUKvH777+Lx44fP46srCykpKQAAFJSUnD48GEUFhaK56SlpUGj0SA5ObnD205E5C46owkrdmbhVGGVy8/55K8z4uPvHkjB1qcn4vlrB7mjeS6p1tVH7XqjGYdyygEAVVrL8m6Bfj44nm95f/bLYNmOt5QgCPhs6xn8d8tpAMCgbpaRVLZCfFzyjTqa1mCGYF3xMEbjh8en9EOPcO+flkdERJ7l0Uz7/PnzceWVV6JHjx6oqqrCihUrsGnTJqxbtw7BwcG45557MHfuXISFhUGj0eDhhx9GSkoKxo4dCwCYOnUqkpOTMWvWLLz66qvIz8/HggULMGfOHKeZdCIib5JbXod53x/CwexypA6Jw5IbHCuq2zz13SH8fCAXKb3D8dV9Y5u9dlmNHit3W4aXf3nPGIzqGdZu7W6twd2ka0//d8tpjOoZhmqdNWhX+aCg0nFptipt6wr3/HWqGIt+zRC3B1lfX+1rDdr1DNqpY9n6OgD4d/AqDkRE1Hl5NNNeWFiI2bNno3///pg0aRJ2796NdevWYcqUKQCAN998E1dddRVmzJiBCRMmICYmBj/88IP4fIVCgVWrVkGhUCAlJQW33347Zs+ejeeff95Tb4mIyGVrDufhz5PFqNQa8e2ebBw5X4Fhz6/HkjVHHc79+UAuAEuVdVf8dOA86gwmJMdqcEmf8HZtd2td0iccH84aKa7Xvj6jADtPl6BazLQ7HyJmH+i0xLE86aiEpBhLpt3fGrQ3XG6LyN1q9Za+HOCrgLwNKyIQEdGFxaOZ9k8++aTJ435+fli6dCmWLl3a6DkJCQms/ktEnVJpTX3QaDQLuOo/fwEAPtxyGn8f3xuRQa0fMbTxeBEA4IYR3SCTeUdwIJPJMG1gDPpGBWLZtrMAgLVH8jEsPgQAEKRy/l9SZRPD4/VGM3ydFNUrq9HjREF90P73cb3EZeNsGc4avQlbTxXjkj4RDs8ncgfbDSh1I32diIjIGa+b005EdKEor2t82PdFL27Ah5szUVFrgGCbBGtly9Y1Jb+iDkB9dtmb9I4MFLPtx/OrxOHvgSof9I0KdDg/LaMAdy/bjQPZ5ZL9W04UYeBzv+F/2886POeez3fj27054rb9J2jLtANwWCubyJ1sRegCGbQTEVELMGgnIvKQCmvQfv3wbpL9tozwkrXHMOKFNMuSZXbyK7RYsTNLLNrmTHmt5dohau+sUjtpQBQAy2iDSrtCdJ/eeREendQXs8YmiOduOVGEP44V4rqlW8V950pqMPvTXTCYBDzzc7rD9fdllUu2+8cEiY/tA6YQf+/8fKhrEjPtvpzPTkRErmPQTkTkIRXWwHpEjxBx361jemDvgsl42VqUzmQW8OWOc5LnPbbyAP7542Hc/OF2MfC3JwiC1wft4QGWof8lNTrklFlGBcQF+yE+TI3Hp/TD4usG4ZGJfZw+t7BSi0tf29TotbUNqsJfPTQOM0Z0F7f9lAqM72sZEu8lMwfoAlFrXUEhwJeZdiIich2DdiIiD7EF3N1C/XH10DgM6qbBE1P6IUTti1tG98CrNw4BAOw8Uyp53qGcCvH52zOLHa5bZzBBb7IsmRaq9nXnW2i18EBLu4qr9eLSb70iAyTnBDVSmO4z63z4xhRVWSrQ+/rIcWbJdPxn5nBx9ILNg5clAgDyK7UtbTpRq+lNlqBdpeSfX0RE5Dre6iUi8pDyOkshumB/X/xn5nCH430azO9WKmQwmKTz2/88WYwrBsVK9pVZs+xKhcxrh+Ha30xIz60EACSES4P2QD/H/6LMZgEZ1vPtGUxmKBWWQKi42hK0RwaqGi3C1y3EH4Bl2T1BELymWB91fk31J4PR8vNr66tERESu4P8aREQeYhseH9zIvOpBcdJ1zV+/aajDOX+erM+01+iMSMsowAHrfO5Qta/XBqO+PnIMjJMWyQtrMCogyEnQXqM34mSB41x+23QAANhkrZxvC8ydiQ32h0wGaA1mlNR0jaXfzGYBr687jjfSTjgUL6SO8duRfIx+6Xf8fOC80+MGs2UEjFLhnT+XRETknRi0ExF1MEEQ8MX2s2IBtsbmnfv6yPHIpL7oFuKPFfeOwbXDpAXrfOQyZJXWIqukFgDw4pqjuPeLPZizYh8AoHto40GrN/j2gRSMTAgVtxsG6UO6hTiMFKjWGVFqXV/9+WsHivvL7NZc35dVBgC4aqh0BII9Xx85ooP8AECcU9+ZCYKA51dl4N2Np/DO7yex+nBe80+idvftnmwUVenw6NcH8NuRfKw9nAejdaoKABiMtqCdf34REZHr+L8GEVEH++SvM3jWruJ5Y5l2AJg7pR+2Pj0RFydaCqfdO74XAODJaf2RbM1UZ+RVQBAEbMgokDzX2zPIal8fJISpxe2Gw+F7hKuxZ8Fk/PnU5QiwBu/VWiN01sDnykGx6B1hGVJvv+Z9pbVWQFxw0zctbDc1cspq2/hOPO/w+Qoss5vr/8pvx2AyM9veUcxmAYIgSGonPPDlXjy4fB8e+HIfVh3KhcFkFqe3+DJoJyKiFuCcdiKiDnSioApL1h6T7GtJ1u2pK5Jw+9gEJIQHYMfpEgBAjc6EomodCqt0kMmA5FgN0nMrce3QuHZtu1vYjRJW+TjOv1f7+kAd5oMQtS9q9HUoqzXANvJbpZSLoxTK7TLtthEMwc1Uzu8e6o8958pcyrR7+7z3zKJqAMCw+BCcKa5Bdmkd9p4rw+heYR5uWddnMgu4/r2tqNWbkF/hWNhww9ECbDhagAn9IjHG+v1gpp2IiFqC/2sQEXWg7ZklbcqAKhVysWCbbeh4rcEkVkwPD1Dh6/vG4pUZg/HgZc6XTOuMbMH5+fL6rLjKR46wAMs8+NKa+jnttqr8mkaqz9t0D7Vk+RvLtC/feQ5vpJ3A1lPFGL44DasO5bb+DbiR2Szg8ZUHAQA9w9UYGh8CADhbUuPBVl048irqcCinAqcKq8V12J3ZdqoYNdbjPpzTTkRELcBMOxFROyqu1qFOb0K83bBvwJIJDvZXihnR/tFBOF5QhQGxGmeXcYnautbzueIaaKxDyyODVAjyU+JvF/Vo9XU7kgyuBS+JkYFIz63E7rOW+eoymWWIcWSQZb33v04VYX9WGR6Z1FccHq/xb/q/uPrh8Y6ZdkEQ8K8fj0j2PbRiP64a4n2jF7JK6286yGUydAuxzNXPK+dydh3hvJP+o5DLHG7OGc0CvtubA4CZdiIiahkG7URE7UQQBFz77lacL6/DhH6R+M8twxGsVuLTv87g+VUZGNo9WMwC/318L/SODBCzva3hb820f/zXGXGfLYjtLJqaz2+vr3X5uxU7swAAggDIZDLx81tzOB8A8NepYhitwVJz17Y9d9PxIiz6NR3PXV1f2K6qiYypt7HP7lZqjRgSYVl1ILe88xfY6wxyKyyfc1iAr1hbIT7UH2etBSJvHNkdKh85lu/MQqF1RIyvD4N2IiJyHf/XICJqJxV1Bpy3BkpbThRh7RFLBe+NxwsBAAdzKsQ/5BOjAjEyIQzRGr9Wv55a6TgHPCLQ18mZ3mvO5YkY2j1YUgnemdQhsegfHeSwv0eDEQ151jnFCrkM/k4+H3vd7Krrf7b1LCq1Bjz69X78tP88yu2G23s7++Xu5lyeKI4gOFfK4fEdIdc6omFcnwhxX2hA/c/hC9cNwlPTkiTLvHHJNyIiagkG7URE7SS3wXDkF1cfxbbMYsla6jaJkYFtfr2Gy6EBnS/THh6ows8PjcPslJ5Nntc7MhDrHp/gEKQ33LZR+yqaLRwXFyK9YfLPHw7j5wO5eGzlAZTXeXflfXu20RvD4kMwvEco+lhHJZwqZNDeEWw36npGBOCD20fi1RuHSPqln1KBYLUSl/aLEvdxeDwREbUEh8cTEbWTvArpcOQqnRG3frRT3J48IBobjhbA10fu8rDwpqhVjr/CIwM7V9DeUqoGw4qbCtqbv5b0nPV2S+aV1Xp/pn3t4Tw8+0s6hnSzDIePsH7vbTeEiqt1KKvRS7K+1H4EQYDJLIjTELqF+OGKQTEAgN4RAThyvgJPTusvnn/10FhsOGrpYwzaiYioJRi0ExG1E9vQ7Mv7RyIjrxIFlTrx2Pi+EViQOgCxwX6485Ke7fJ6zoZ/d7ZMe0s1nAscolYiSOXjMAc9wLfl/73preu/A9Il5LzVk98dQrXOiN+PWaZf2G4EBah80C3EH+fL63CysJrLvrUjQRBgMAnw9ZFj9qe7cLqoBgaTpd90C6m/gTSqZxh+f+IyyXNHJoSKjzk8noiIWoK3eomI2okt0x4fpsaWpy5HUoxlDnaQnw9ev2koekYEYPF1g9plaLztug01zER3NQ3fn0wmc6jUD9QX6WuthlMdvMmx/Eqk51Y4LC8Wpam/YdM32tLHThZWdWjburp53x/CyMVpOFVYhT9PFuN8eZ1YXC5a0/QNs1B1/YgHYxuWfSQiogsPM+1ERG3w/d4cfPTnabx32whxia3YYH+ofBRY++h4VGqNUPnI4ddMUbTWuLx/lGQ7SOWD0b3C2/11vEnDIe2AZYh8Rl6lZJ8rw+MB4I2bh2LuNwcd9r/y2zGHfT5yz2dHtQYTbnx/u9P1wIdb12cHgH7RQdh0vAj7s8oxKSkaMcGtL3hI9b7ZY1myreFygED99ITG2PfJmk60OgEREXle107JEBG5kSAIeOLbgziWX4WHv9ovLv1kK3Amk8kQ7K90S8AOWCpUP3tVMgBg8XWDsOOfkxDWxecvJ8c5rmvfI9xZpt21e9I3jOiOQd0cr+mMN3y2eRVaScDup5RjQr9IJISrkZJYf8PGVozuu705GLvkdxRX6xyuRS1Tqa2vc7A/u9zheHN1KuwLI9boTO3WLiIi6vqYaSciaqHc8jp8+tcZXDe8m7gvPbc+05sQHtBhbbnrkp5IHRLbpqXjOpO5U/rBZBaQOiRW3OdseLyz5fAaMy05BicLqjG+bwQ2HC1s9DytwfOBVsNih1qDGZ/fdZFDpXzbuvY2R/MqMb5vpNvb15VlWZdrBKT1D2zkLRiJ4WykBBERUWMYtBMRtdAdn+7CycJq/G/HOYdjSoUMA2Id1xN3F5lMdsEE7IClyNrCa6RrujurIK8zuh5gPzypLx6a2AcymQyzPtnpdIk+wBIge1pBpeNce2dL2zUckeDLauVtVtaOxQn7RbdPXQsiIrow8H9xIiIXnSyowpPfHsTJwmoAgM6abbOvBN0rIsDpvGtyH2dB+5nilq1Rbgt8Q9SOQ+AXXzcIAKA3mVHh4aXgCitdG+au8lHgmqFx4natF4wS6Ozq9I6f4T8uS8TM0fH4aPYol66x+pFxeHJaf9xxcc92bh0REXVlDNqJiFz0/uZMfLs3x2H/jSO7i49DnQR95F7dQvzFx4uvGwSVjxxPTktq1bXq9NJhy7NTEjBrbIL4GscLmq/Gvj2zBNPe3IIdp0ta1YamVNS5ftPg1RuHiI+dBZzUMnVObnz4KORYcsMQTEmOdukaA+OCMefyPryxR0RELcLh8URELiqyLu10w/BuKKvVQyaTISzAF/eO743RvcLw0ppjmD99gIdbeeHx9ZFj6a0jUKk1YOboHrhtdI8WzS+2l10qnTPub50b3z8mCOfL63C8oKrRdc8/2nIaJTV6fLA5EwDw+MoD2D5/Uqva0ZgqreWmQurgWKTnVmDO5X0aPddPqcCEfpHYcqIItQzaHfxyMBev/nYM78wcjhE9Qps939lnmNK7a6/WQERE3oFBOxGRi0prLHNarx4ah8uTpMut9Y4MxPXDuzt7GnUA+8J0rQ3YAeDxKf3wwJd7xW2TdT3tntbiglklzofdaw0mvLjmqGRfXoUWA5/9DS9eP1hStLAtqqwVzIf3CMHS20Y0e76tIF/DEQQXOpNZwCNf7QcA/Of3k/jsrtHNPscWtE9MisKEvhHoHRkoqdhPRETkLhweT0TkonLrfOZQL1j6i9zjikEx+POpy8Vta8yOBOuycmftKojbs18OzF6N3oTHVh5ot/ZVWjPtGr+mlxezsa0Nzky7VFZp/fcxt9yxuJ8zthsfUUEq3HlJL0zox2r8RETUMRi0ExG5QBAEnC+3DJ0OVbsWMFHnZL+EnFmwRO22teCzGgva6+oz2c7mN5tt0X8b2TLtQX6uDZTzZ9Du1Am72gQFVa4F7bbP0PaZEhERdRQG7URELvjbf3eIj5lpv3D0sa53bhsef7ygCgt+Ouxwni3THh/mj3/fPBQBDQI7VwvI7c8qw8kmit3Zbg5o/FuWaXdWRO1CdKqwCrd9vANf2i3XWFlngCA0f1NFDNqVDNqJiKhjMWgnImqGwWTGrjOlAID+0UEuD02mzuv7By/GE1P64ZaL4gFIK9R/uSNLLEpoU2kNyjV+Smj8lA5LgJXUSNf4zi6txQP/24t9WWXivsJKLW7+cDumvLlFHNXRULXOErQHqFzLtNtuMB3MLnc4ZjYL2HG6BNoLKKD/5K+z2HqqBH+eLBb3mQXLNIbm2Crwq5lpJyKiDsagnYioGWft1vz+ac4lHmwJdZSRCaF4eFJf+Cgs/036+kj/u9QaTNhyoghHzlcAcJxrfnGfCGx9eqJ4fmmDoP2/W07jt/R83PDeNrHY3d5zZTCYLI8/2nLaabt0RjMAQOXj2n/f1w3rBqVChp1nSrHnbKnk2JwV+3DLf3c0+lpdTWGVFrJGahS6MhKi2jqnXe3LGr5ERNSxGLQTETVj84kiAMDonmGcz3oB87GrSn/kfAVmf7oLV/3nLwD1QZ/9XPNuIf4Y3iMEAFBaI83MG+3muK8+nAcAOGy9AQAA3+zJlgSS50pqoDeaoTdasr0NbyI0Ji7EHzeOtKxq8MHm+uB8f1YZ1h7JBwD8cbzQpWt1Zp/8dQajX/wdK3ZmOT1e6ULQbhtdERmkate2ERERNYdBOxFRE57+/hBeWG1ZyuvqobHNnE1dmf0Nm91nyyTHcsosBeri7IbRA0C4dXh6w+Hx9pZtPQMAOGu3nFyt3oRv92QDALaeKsalr23Ck98dhN5kybT7Klz/7/u2MQkAgB2nS8SCeO9tyhSP97ArvNdVLV6V4XR/7whLrQJXMu2FlZaCdVEM2omIqIMxaCciasRLa47i693Z4vY1Q9tnrW3qnCYPqK8Kb19x3GAy40yRJeDuGS4NgIOsw+VrdNJ10u238yos1zpnrUxvy86n51YCAN7acAIA8POBXOhbODweAJJiguCnlKNaZ8Tp4moAQK7dnHmdwezytbqSy/tHIsS6EkR5beM3VWwKrZn2KI2fW9tFRETUEIN2IqJG/HGsftjwsPgQBHOptwvawqsHio9tWVfAUpn9jLXuQa/IQMlzbNn5Or00MLYP2qu1RhRUanGy0BJQD+0eAgCotc6hLq+tzwLbRtW7OjweAHwUcozoEQoA2HTcMtWjzC7zrzNeOIXobJ6c1h/v3z4SMcGWANx246Qx1TqjWD2emXYiIupoDNqJiJwwmMw4ZQ2ipiZHO1QDpwtPsFqJiUlRAKTD408X1YgBt224tY1tebCGS65V2QXtVTojXvntGPRGM0YmhGJwt2AA9UuMlTsZut2SoB2w9GEA+G5vDgRBQGmtfdDe9TPtSoW0Al2viAD4KRWI0VimMzQXtNtucvj6yF2u3E9ERNRePBq0L1myBBdddBGCgoIQFRWF6667DsePH5ecc9lll0Emk0m+HnjgAck5WVlZSE1NhVqtRlRUFJ588kkYjdKhiETUNdXojMiyDituT7ahyQG+Cnw4aySLTxEA50ut3fbRDvFxwznttqC94bJqDYfL/7DvPADgmauSxSXFtAYTdEaTQ+V5oGVz2gHguuGWqR3H8qtwvrwOWrsh8RdC0K7ykRaQtI2AiAuxZNpzG1liz8Y25z3Yn6NtiIio43k0aN+8eTPmzJmDHTt2IC0tDQaDAVOnTkVNTY3kvHvvvRd5eXni16uvvioeM5lMSE1NhV6vx7Zt2/D5559j2bJlePbZZzv67RBRByiq0sFsFlBWo8fzv2Zg9IsbcOnrG3GupKb5J7to5e4sXLd0KwBgcnI0ZI2tE0UXnGB/x6Ddfo1vhVzaV+qHxzcdtAPANUPjMCw+RHxOrd6ErJJacUk4ez4tDNpD1L6ICLTceFqfXiA55m3D43VGEz7+8zQ2tmNV+4bBttp6M6VPlGU6w84zpQ6f88mCKtz60Q78ejBXrC7PoJ2IiDzBo2O8fvvtN8n2smXLEBUVhb1792LChAnifrVajZiYGKfXWL9+PTIyMrBhwwZER0dj2LBhWLx4MebNm4eFCxfC19fXre+BiDrO1lPFuP2TnRgQo0FGXqXk2OmiGiSEBzTyTNfU6U2494s9+OtUsbjvnnG92nRN6lrCAxofcbHi72Mc9vk1MjzeWbXyKdYh7LZ1wOv0JnGZsZ7halRqjU6z7q6KCVahuFqHz7adkez3tkJ0b204ifc3ZSIiUIU9Cya3yzU1/kqct8um2z7jixMjEOyvRFGVDjtOl+CSPhEALDULpry5BYClQOCC1AEAGLQTEZFneNXErIoKyxq1YWFhkv3Lly/Hl19+iZiYGFx99dV45plnoFZbKvRu374dgwcPRnR0fVXfadOm4cEHH0R6ejqGDx/u8Do6nQ46Xf2auZWVlj/+DQYDDIbml33xFFvbvLmN1Pl0ln5lNgt4bd0xCAIcAnYAKK3Wtvk9vLDqqCRg91PKMSA6wOs/G2/VWfpWSwSq6jPcEYG+KK62BNEh/kqM6qFxeK++1tNrdfX/v5jMgtN56vEhKhgMBvjKLRnf08U1uPXjnQCAaI0KEYG+YtDems80ypppzy61BK/XDInFL4fyoDWYPPY9+mZPDl5dfwLzr+iPGSMsQ/h3nS4BABRX66DX6x1GurSmX9VZi/oNiAlCeKAvEiP8YDAYIANwxcBorNyTg9s+3omkmCCsvPcifGC3JN758jqUVFvmvAepFF2qP5NUV/ydRd6BfYsa42qf8Jqg3Ww247HHHsMll1yCQYMGiftvvfVWJCQkIC4uDocOHcK8efNw/Phx/PDDDwCA/Px8ScAOQNzOz893+lpLlizBokWLHPavX79evBngzdLS0jzdBOqCvL1fbcyV4UC2otHj2/cegM/5/a2+fkaZDMuPSa8/b7Aea9asafU1ycLb+1ZLHM+XAbD0Ez9BB8ASUIb76LF27VrH84ss52fnFYh9qdoACILlv99ofwEFdTL4ygWc3v8Xzh0ACuqAhv896ytLUGcEbLPaWtMvlTVy2M+K05acByBHZXWtx/r5szsUMAkyPP1jOoScg1D7APnFCtg+159XrYVvIz/2LelXZVWWa6ZGliE+EEhbVz/SL6oWsH3ex/Kr8NbKNOwuksH+s3p3fToAGapLC/k74QLQlX5nkXdh36KGamtdq8vkNUH7nDlzcOTIEfz111+S/ffdd5/4ePDgwYiNjcWkSZOQmZmJxMTEVr3W/PnzMXfuXHG7srIS8fHxmDp1KjQaTeveQAcwGAxIS0vDlClToFRyiB61j87Srx59Zr34+JLEcGzNtGTj/JVy1BnMiO/dH9Mv693q63//xV4AJUiMDEBmUQ1GJYTg9utHt7XZF7TO0rdawnwoD9+dOQwAiIkIRU5NOQBg7IAemD59gMP5ivQCfHnqIAKDwzB9uqU/7csqB/bsQrC/D357YgLyK7Ti3GrAUsn8pQNbJNfRhEUhwkeOYxWWed7Tp09vcdsn6Iw4/J9tyLVWSr/sosFYfz4dMh9fTJ9+eYuv1x4e3V7/cx3QewSuHBSDV49uAWotbbzkskkORSBb06+ePfAHACMmXTZB8lkDllE8/3mu/g/p4cOHY/efZ4GySvSOUON0cS3y6yw3ESYM64fpl7b+9wx5t674O4u8A/sWNcY24rs5XhG0P/TQQ1i1ahW2bNmC7t27N3numDGWOYOnTp1CYmIiYmJisGvXLsk5BQWWIjuNzYNXqVRQqRznJSqVyk7xg9RZ2kmdi7f2qyqtAfcs2yPZ9/ndo/HwV/txKKcCE/pF4Ktd2agxmNvU/uwyS5DwwnWDEeyvRJRG5ZWfR2fkrX2rNa4a1h0bjhVjVM9QbLfeOAKApLhgp+8x0N9SV0VrrO+f/1hxAABQUWdEaKA/QgOlFeeDnZRmuGpoHLbaTd1ozecZqlTi5RlDMPtTy/+ZvaOCAFiWlDNBLs6/7yiCIC389ldmKaYP6Yaiqvp5+3Wmxt+rq/1KEARx+TxNgJ/T51ycGI5t1u9njUFAobWWwBNTkzBnxT7xvPH9orpMX6bGdaXfWeRd2LeoIVf7g0erxwuCgIceegg//vgj/vjjD/Tq1XzBpwMHDgAAYmNjAQApKSk4fPgwCgvrq8ympaVBo9EgOTnZLe0moo7z58li7DpbKtnno5Dj/dtH4s+nLkdcsCXgqXQyR9hVfxwrwJliS/X57qH+SI7TiJW2iewpFXIsvW0E7rqkF2aO7iHu7x8d5PT8ID/LvfGKOgM+23oG69PzUWKdl94vOtDpc4L9lWLBs1ljE7D+8QmYMaK7WFW+LSb0i8TLNwzGP6cnSTLOqw/ltem6BlPLi9k1XGpu0/EiZBbVQG93rWpt25dvrawzwmCy3CAID3BenHbJDYPFx/N/OCwG7SMTQiXnDe4W3Ob2EBERtZRHM+1z5szBihUr8PPPPyMoKEicgx4cHAx/f39kZmZixYoVmD59OsLDw3Ho0CE8/vjjmDBhAoYMGQIAmDp1KpKTkzFr1iy8+uqryM/Px4IFCzBnzhyn2XQi6lwyC6sBAMmxGsy5vA/6x9QHGnK5DBHWobM5ZU2vs9yYwkot7rbL5McG+7WhtXQhuTwpCv+aPgCni6sdgjubbiGWOik5ZXVY9GuG5NjPc8Y1eu3vH7wY3+7Jxj8u7yMG8NMGxuCrXdkIayTwdNUt1psN9pnu/Eptq6/3/K8ZWLk7C6sfGY+eEa6v4GAftPsq5Cis0uHH/ecl51Q7WRqvpYqqLQF4kJ9Po6MJEsIDcP+lvfHh5tOS/fZD84P8fFq81B4REVF78Oj/Pu+//z4qKipw2WWXITY2VvxauXIlAMDX1xcbNmzA1KlTkZSUhCeeeAIzZszAr7/+Kl5DoVBg1apVUCgUSElJwe23347Zs2fj+eef99TbIqJ2lFlkCdqvGhqL1CGx6BMlzWgO7R4CAPjrVDGWbT2D5TvP4W8fbkeBkyCkSmvA098fwrKt9UtefWL3+KKeofyjnFrk3gm9seSGIQ7rs9tEBang6+PYp+66pGeTmfM+UYGYP32AZImxy/pH4Zv7U7D+8QmNPq8lZDIZ7h1vGeHmbAk6ANAbzXjmpyN4/tcMh+HsNp9uPYMavQnLd55r0evb1oeXy+rXS1+fLi0g25YRNGazgNWH8sRRBJHNjJ4Z2yscPg2+jwq5DP7WQP/qoXGtbgsREVFbeDTT3tgfADbx8fHYvHlzs9dJSEhgNVeiLuqUNWjvE+l8KHH/mCD0igjAmeIaLLTLZP7rxyP4+I5RknM/3HwaX+/OBgCMSAhFYmQgVuzIAgAM6qbBe7eNdMdboAuYXC5D9xB/nLZOv7CZMiC6kWc0bXSvsOZPagHbTYHyWufrv/9yMBf/22EJxu+8uCd6hEtXWDHaDWUPd3FKyVsbTuDzbWcRa53aovJRWDLaeXD4nIqrdc4u4ZKfD57H4ysPitsRQU237/KkKKQ/Pw0XL/lDnMIAAN8+kII1h/PwyKS+rW4LERFRWzClRERey2wWkFlo+SM+Mcp50K6Qy7DyvrEY21sazOw9V+pw7m92Wbxr3t2KgznlqNIZERmkwi//3959h0dZpW0Av2cmM+mT3hNICCWUJIROREBKCGChWAEBV0GajRVQ91sFRVnRxbK2ZVfBRVAsFAugoUnvIr2EFgIJ6Zm06e/3x2TezGQSUsgwk3D/rsvrmrfOGXySzPOec54zs59NlWqiphDpb7uUaM8mTr4by8fDNNS+tp7260VV005OXi+2OZ5VXDWipaZh+18fyMDYT/cgt6Qq+V65PwOF5TqcyjJVzHWVS21qSPSu/PexvH9DmdejN6urpx0wPUCoPtWhS4QP5qbG3fZCfURERGZM2onIaT2/+igqdKYhtK1qSHzMgpVueP2BLlb7Cst1KNPoYTCaRvTklmiQXjk/3uwvyw8CAMJ93SGtZXgz0a2K8rOuDt86wANyJ5mGYe5pry1pt5xTXr0XHAAOWTwcM/+sWXp5zXEcvlKIN342jYIpKtdaJfAA4OoiRaC3dcLfr20gANNc+xK1DsYa7l2X6kPr6/tQbuGoLnigazi+n9a3we9JRERkD87xrYGIqJrich1+/PO6uF1XklNTAbmU93ag91ubcTmvDHsumJbLign0xNhupqUl1TrT0N7AWyzsRXQzUdUeOJlXPHAG/pU97fsuFuBva4/bDEcvUVclvuVa26JwO89XLUN3swryf1wtBACcr/bgDDD1brf2rypg1799ECL9Tf9Gv5/NRfc3NuPF7/60ua4uKrV10h7oVb+f82ClGz54NAk9op1jNAQRERGTdiJySrsvVCUD81Lj6jzf2812nctrRRXIK9Ui5f0deO6bowCAgR2C8M+HE62WeLp+C0NwieoS5WedtA/r3Lj57PbQI9oPbYJMCfPK/Rn4357LVsdLLJZcq9BaJ+WCIGCXRdKurbaEW0Xl2uiAaai6wSjg3I0SAECEb9WDC4kEGNMtAn3a+GNghyAsn9wTPVqbEub8Mi20BiPWVKsqX5es4gp8eyizWnsbdAsiIiKnwaSdiJzSjnO5AIB7OgRhav829bpmcFwwACAu1LrCvGUy0auy98xyje1OYcpbaivRzUT5VyWoHcOUeLxvtOMaU42bXIYfZ/VD//ZBAIBDVwqtjlsm7Wq9werYuRul4nrmAKzWVwdsl5Hr9eZm/G3tCQDA8C6h4v4r+eVwk8vwzdS+WP5EL0ilEkT5eyAhsuY10esaKm8wCpjyv0M2+7vUcj8iIiJn59Dq8UTUMlzOK8PCX06ja5QPtHojesb44+52QY2+nyAI+L0yaZ+UHF3rclrVfTSuG345noWhHUOQ+PpvNZ5zV7tA8fWelwbhy72X8XT/2Ea3lagulj3ti8fWvjyco3i5umDusA7YcS4Xey7kI6dEjasF5bicV241PF6ttU7aD162Lvao01sn02XV1lg3V2SXSoDh8aFYse+K1Vrt1aV2CcWxzKridwajgMnLDuBaYQWeruE5nt5gxC/Hs7DzfB5OXFOJ++cM64DYIE/c0yG41vciIiJyZkzaiajRBEHAuRulGPb+DgDA5tM3xGO75t2DSL/ai8fdTHpOKbKK1XB1kaJPm4B6X+eukOHB7pG1Hv/HmHgoLYbRh/u64+XhHRvVRqL68vWQY2R8GEo0enQKd85RHdGBVXPKH1u6DxdybYvOVe9pr15Qrvqcdsued4kECPRyRWKkL54f0g5dInwwrncrLNt9GV6uNX8VGd4lDIs3nRW380s14hz6eXku2FFxDB8+1g0yqQQnrxfjmVV/1Fgsb0R8GGIsPh8REVFzw6SdiBrMYBTw4Gd78EdGETwVNS+DdCSjqNFJ+47KL+a9YvybdJmlu9s3vvefqLEkEgk+Ht/N0c24KcvEuaaEHagq3AiYfgf8mVlkdbx60q6r7EWPDfLET8/0g4fC+ivHS8Pj4O0mr3XN+phAT3z5l16Y9MUBALAZ8v7L8Ww8M7gEUX4eeGLZQauh+gCwZkYyFDIpE3YiImr2OKediBoss7Acf2QUAQDKKofMBnopsP+VwQhVmqq4p1cWnGqMC7mmCtNJrfzqOLNuHgoZPp/UAxuevduq+BURWVO43PwrgWVhufk/nsT2s6YpLG5y03XV57Sbt+UyqU3CDpiqxs8e2h7xN5lrPqB9ENoFewEA/rQYKu+nMA3FL9PocfhKIXJKNDZrvccEeKJLBOexExFR88eknYga7Ep+ufj6we6RWDw2AbvmDUKI0k0sGncqS1Xb5XUqLjfNo/X3sK0I31BuchkGdwxx2mHJRM5i24sDb3rcPDy+RK3Din1XxP0hlQ/qbHraK7dd63gYUJf3HumKu9paT5Nxq3wGUK41iBXpe0b7IdhiLXYvNw4mJCKiloFJOxHVm0qtw7cHr2Ji5XDVwXHBePehRDzcM0ocxp4Y5QsAOHq1CEIj11gqqjAVrPL1uPX10735xZ2oXiJ83bF5dn+b9czNI1TMPe3Vh8+bE+Wv9mXg8JWq4nTmVRvkslv7qtElwgcrn+oj9ugDgGvly3KtQWxPu2Avq0T9Vt+XiIjIWfAvGhHV20s/HMPcH46J20mtfG3O6RyuhFwmQV6pFpmFFQCAvFKN1bJrxzKLkFlYjqe+PIT5P56EWmfAvO+PYcPxLABAUWVPu+8t9LQvuL8zPBUyLHm4a6PvQXSnaRvsjd/n3GM1laRr5YM4jd6IHJUaH21NF491ClNaFYsc++le8bXWYHpoV9ew+/pKjq1a+UEhM927QmtAfqlpLnuQ0q3WonZERETNGf+6EVG9bTieLb72cnXBzHva2pzjJpehU5gSf2YW40hGIXJLNXj4s714pGcU3hwdj8t5Zbj/o91W11zMK8OOc7lYfegqHuvVCteLTMn+rfS0T0qOxoQ+rZ1ueS0iZ+fp6oKPxiVh9Cd7AJgezv1yPAuF5VqM+ng3rheb1l8f37sV3hwdj+W7L1ldf7WgHFH+Hk3W0272jzHxeHnNcYzrFYn3fzIVpSvXGqCqXJbOx13OpJ2IiFok9rQTUaN0DldCIqk5ITYXkDtypRBzvvsTeqOAlfszAMCm4jQA7Khckx0Avj6QgcLyqi/ht4IJO1HjBFnMDb83IRzuchmKynViwg4AsUGmAnEKF+sVHtYcuQagak57UyXtwUo3fD65J/q3C4R50YpyrR7FFab14Jm0ExFRS8WknYgapWNY7YXdzMPmv9x7xWr+q0ZvwIFLBbVcZcuyqBQR3T4Rvu54pEcUnuwXg1AfN/Rp429zTpsg01Jqcpn1w7GtZ3MANF0huppYzmlXVVQ95JszrAPkMgkmJ0c3+XsSERE5Ch9JE1GjdLpJ0t47JqDG/ZfyysQe9/rwZK8ZkUNIJBK8/WCCuN2/fRC2nc21Osfc0159ObdrhabVJaqGxzf9iJeqnnYDii2S9phAT/z5Wgrc5bKbXE1ERNS8sKediOrF/MXYLC7Mu9ZzQ33crIbXmr298Yz4+t6EMMxN7dB0DSQiu+nfPshmn7lYXbDS+mc9r1QLtc6A7w5lAmi6QnSWzD3txRValGqqhscDpocItU3dISIiao6YtBM1Un6pBv/ZcRF5lZWLW7pfT2RbbbcPqT1pB4Blk3va7LPsqZs7LA5+FoXmhnUOQbtgL9zTwZQc1DQcl4gco02gJ/w9rQtDSitrRoR4u9mcv/N8Hs5Wrp9e/YFfU3BzMVWP/73yd0qglwJ+t7DaBBERkTPj2FOiRpr+1REcuFyAnel5+N9fejm6OXZ3JrtEfL3g/s7iuuy1CfSqfT5622AvtArwwI0SL3HfU3e3Qc9ofxiNAvZdzEfnCJ9bbzQRNQmJRAJ/TwUKyrQAgE/GdxOPVe9pB4CV+6+Ir/NKtU3eHo/Kby/mwnh3twti7zoREbVYTNqJGkgQBFToDDhw2VRQzbLyeUt28noxANOyS4/2alXn+Za9cm2DvZCeUypuq3UGAECP1n5444HOuKHSoEdrU8V5qVSC5LaBICLnonSr+sowvEuo+NryAV6wtytySjTYdT5P3GdO9JuSh8W3F4VMWuPyk0RERC0Fk3aiBvpq3xW8+uNJcdtT0fILHmUWlosPKfrG1lxkrjqFixSTk6ORW6pBkJerVdKeWWhah10ikeDxvtFN3l4ianq92wTgSEYR/DzkNr3ae18ehBK1Hn9fdwI5JRrojYJ4zC5Ju6zq/k8PaIO2wV43OZuIiKh5Y9JO1EB/X3/SatvXQ1HLmS3Hd4cyIQhAcmwAWgd41vu6+fd3BgB8seuS1f7nBrdr0vYRkf1NubsNAr1crXrZzcJ83BHmA3i72c4rf7JfTJO3xd3i28uguOAmvz8REZEzYdJO1ACCINjsC2zGa4nnqNTwkN98HqjOYMS3h64CQL2GxddkQp/WOHq1CGG+bhiTFInoQI9G3YeIHMffU1FnAm45hL5DiDfeHN0FXaN8m7wtlkl7uzqKYhIRETV3TNqJGkBVobfZ19wqFpdq9MgursCprBI8/80fuLttIEbfZMT7qv0ZyCpWI9BLgZROIY16T4WLFB8+ltTIFhNRc+FtkbT3ivFHj2j7rALh7wrMGNAGAd5u8HLlVxkiImrZ+JeOqAFyS9U2+zQ6o93f9/CVQuw6n4dpA9vA1eXW5tD/ZdlBcX46APx+Pg+93Gs//+sDGQBM1d3rqhhPRHc2L4ukvX2IfeeZvzCkLeTy5vXQlIiIqDG4TjtRA+SUmNZkjw3yxNLHuwMA1HpDo++350IeHv98P64WlNd6TnG5DmM/3YP3Np/Duj+uNfq9AOBaUYVVwm72zjEXGI22Q/+BqiJS/VjRnYjq4ONelUT73AH1PoiIiG4HJu1EDZBbmbQHebvCtbLX+VZ62sf9Zz92ns/Dy2uO13rO5fwy8fVOi2WUGuOnP69bbT/QNVx8vb+GZB4AStSmKQGWw16JiGriZ5GoK/k7g4iIqEkwaSdqgLxSU69zkLcb3FxMPz6N7Wkv01TNjz96tajW84ordOLrvRfya+0Rr8vlvDL8Y+MZcTs5NgAvpnQQt1cfvIYLuaX47tBV6A2mBxE6gxEVlWuqK2uoCk1EZMnfsyppt+x1JyIiosZj0k7UAOae9kAvxS33tFsOUy/V6PHhlvM1nmeZtOeXaXEmu6TB73UprwwD390ubn8xuQf+/Xh3RPl7YN30PgCA307fwLj/7MOc74/h/c2mtpSqqx4seLHXjIjq4MeknYiIqMkxaSdqAMvh8W5y04+PRt+4pH1XtaHu647WPF+9yCJpB4Dd6Q0fIn82WyW+HtopBIPiQsT1lDuHKxHlKUBnEHBDZfp8H21Lx5lslTg03l0ug1zGXxdEdHOWibqSSTsREVGT4LdwogbILa1M2r1cxSruGl3jhsebk++3RscDAC7mliG72LY6vapa0r5i3xUs+Okkhr23AyeuFVsd0+gN+GrfFeSWaGAwCvgjoxB6g1F82AAAb47uYvMeA8NsHzykvr8TeWWm6zifnYjqI9DTVXzNKTVERERNg9/EiSp9sj0dq/ZnYED7ILyY0sFqmKdZjsqUVAd6u8K/suBSiUaPMo0eng1YKzinRC0Oc0/tEorVBzPwZ2Yx/rHxNH4/l4tFYxKQ2iUUQNXweIWLFFq9ERkF5Vi2+zIAU2G5LhE+EAQB/9t7BSv3X8G5G6X4aGs6RiaE4fNdl/D3ezuJ9xjXuxWCvd1s2tMjSMCKdNt2zvjqCAAgRGl7DRFRdT4ecnz1ZG+4yCRQuLBfgIiIqCkwaScCIAgCFm86CwBYuT8DOoMRix9MFI8fuFSAy3llYiX31v4e8PGQI9BLgbxSLS7mliE+0qfe73c809RD3iHEG/6eCvSNDcSfmcVYd9RU3f3Zb/7AuYXDAVRVb4/0dcfFvDKr+5y7UQKjUcBrP57Ein1XxP3ZKjU+33UJAPDGz6fE/UFermiI7MqHFON7t2rQdUR05+rXjstDEhERNSU+BqcWrVSjx/j/7sNbG05DEGqvul5cbQh69WruD/97L+b+cAxqnREKFylaB3gCAGKDvAAA53MaVhzOvN57hJ87AFMld0tavRE7zuUCAMq1pqQ9zLeqt7ttsOl9D10pxI7zuVYJ+820CfKs8xyFixTB3lXJfYSvO8Z0i6zX/YmIiIiIqGkxaacWbePxLOxOz8fSHRdx8HJhredlFlZYbcukVT8a5uXPzBIjfSCTSgBUJc/pOaV1tuVMtgqzvz2KqwXlyC+tqkIPAH1jA3B/Yjgm9Knq0Z74xQGcuFaMMo1pznyo0l08tnCUaV56iVqPycsOivt/ebYfPni0K76Z2gcvDGkv7g9VumHx2ASMjA+rs50KmRQfj+8mbs+8py2HuRIREREROYhDv4kvWrQIPXv2hLe3N4KDgzFq1CicPXvW6hy1Wo2ZM2ciICAAXl5eGDt2LG7cuGF1TkZGBkaOHAkPDw8EBwdjzpw50Ov1INp3sWpZtQOX8gEAVwvK8eTyg3hrw2lxzfPqSbvGYu31czeqEvIpd8fgswndxW1z0r7+6HW8svY48kqrCr5Vd/9Hu7HmyDX8ff0Jcb33wMrh6nKZFB8+loSFo+LRo7WfeE16TqnY0x6irOr9Nr+vpWkDYtE53AcPdI1AnzYBGNs9QjzWr10gHu4ZBZebVIBfPKYLPBQyfDK+G3pG+2PhqC6YeU8sHurBXnYiIiIiIkdxaNL++++/Y+bMmdi3bx/S0tKg0+mQkpKCsrKqebsvvPACfvrpJ3z33Xf4/fffcf36dYwZM0Y8bjAYMHLkSGi1WuzZswdffvklli9fjldffdURH4mcSI5KjR+OZIrb5iHvj3++H1vO5GDpjovYciYHAJBZWA4A8FSYKsJfzC3Dlcr5648s3Sve428jOyHAyzZ5vlZUgVX7M/C3tcdrbIsgCNBWLg23/Wwulu+5DKAqabcUZDE03dPVBWWayuHxPlXD4/08FHiou3UyHennXm3bQ3ydGOVbY7ssjU4Kx/H5w9C/fRAAYEKf1pgzLI5LvREREREROZBDC9Ft2rTJanv58uUIDg7G4cOH0b9/fxQXF+Pzzz/HqlWrMGjQIADAsmXL0LFjR+zbtw99+vTBb7/9hlOnTmHz5s0ICQlB165d8cYbb2DevHmYP38+FArbCuB0Z3jqf4esto9eLYYgCLicXy7uMy+ndq3I1NM+oU9rnLyuwq70PPx9/Um0D/YSC8HVpHqP9x8ZRdhwPAuRfu5IiPQFYJqfPvGL/TVe382iV91sVFIENp7IBmCaz16mNVS+lzdef6AzfNzlkEkleOehRHSJ8MF3h69CozNicMdgm3ttnj0AW07fwGM9o2r9DJbMw/6JiIiIiMg5OFX1+OJiU0Vtf39/AMDhw4eh0+kwZMgQ8Zy4uDi0atUKe/fuRZ8+fbB3717Ex8cjJCREPGfYsGGYPn06Tp48iaSkJJv30Wg00GiqhjGrVCoAgE6ng06nsznfWZjb5sxtdBYFZVocy7RewzyvVIP5P56w2ieFETqdDpkFpkQ+TKlAlF8wdqXnYce5XLEYHAB8Oq6rzb99gLsMnq4ycd55TokGM1aalkk7/0YKzmSX4LMdl6yG6VvqHOppc89B7QMgl0mgMwgoqdCKPe2uMgGP9TANeTdfM65nBMb1rBoGX/1erf1c8ZfkVhCMBuiMNa8nz7gie2FskT0wrsheGFtkL4wtqk19Y8Jpknaj0Yjnn38ed911F7p0MRXZys7OhkKhgK+vr9W5ISEhyM7OFs+xTNjNx83HarJo0SIsWLDAZv9vv/0GDw+PGq5wLmlpaY5ugtNLuyYBILPZ/+XeDKvtfYePQpr5B05dkQGQ4Hr6SbT2EmD5o5ESYcSIKCO0lw5hwyXb9wpwkaFMY9tD/c+VG/HZGds2WNqwYUON++N9pTiSL8XhP4+juFQKQIJD+3bjqnuNpzcJxhXZC2OL7IFxRfbC2CJ7YWxRdeXl5XWfBCdK2mfOnIkTJ05g165ddn+vl19+GbNnzxa3VSoVoqKikJKSAqVSaff3byydToe0tDQMHToUcrnc0c1xWgajgLeX7ASgxgOJYXggMQw/HcvC2qNZNue2ad8RI+6KxqtHtwLQ44Eh/dA+xBt/O/QbANMc94+npdz0/bZXHEdGDfc+UB4AoOim144YMaLG/bu1J3Ek/xpatWkPbcZFAAJShwyymtfeVBhXZC+MLbIHxhXZC2OL7IWxRbUxj/iui1Mk7bNmzcLPP/+MHTt2IDKyqrhWaGgotFotioqKrHrbb9y4gdDQUPGcAwcOWN3PXF3efE51rq6ucHW1LQAml8ubxQ9Sc2mnoxy9XIDrxWoo3Vzw9oOJcJPL0C06AJtO5qBCZz1EvEIvQG0AiitMQ9BbBykhl1f9WLjIpHX+W7cLVQKwTdotl4GLC/XGL8/ejRdWH8X5nFKcu1GCt8cm1HpvD1fT/g+2XgAASCRAmJ+nXYvCMa7IXhhbZA+MK7IXxhbZC2OLqqtvPDi0LLQgCJg1axbWrl2LrVu3IiYmxup49+7dIZfLsWXLFnHf2bNnkZGRgb59+wIA+vbti+PHjyMnJ0c8Jy0tDUqlEp06dbo9H4ScyobjpgT6nrhguMlNw9N9PRR4eUSceI6kcjT72j+uIX6+qVc9ROkKL1fr51iGyiXhbiY2yHb5NQBQWRSwC1a6QSaV4MPHkrDxubtxcsEwPNi99qXUsovVVtvB3q6s4k5EREREdAdyaE/7zJkzsWrVKqxfvx7e3t7iHHQfHx+4u7vDx8cHTz75JGbPng1/f38olUo888wz6Nu3L/r06QMASElJQadOnfD4449j8eLFyM7Oxv/93/9h5syZNfamU8tnTtpHdY2w2m+ZXCdE+uLPq0W4YlFJ/pEeVRXWZVIJDEYBcaHedb5flMXSaqmdQ9E60AP//v2i1TnebtY/auaHCbVR661HBIT52HEyOxEREREROS2Hdt19+umnKC4uxsCBAxEWFib+t3r1avGc9957D/feey/Gjh2L/v37IzQ0FGvWrBGPy2Qy/Pzzz5DJZOjbty8mTJiAiRMn4vXXX3fERyIHWbThNJIXbUFWcQVySkwrA8RH+lid07dNABIjfeDt5oJBHWyXR3t+SHvx9doZyRiZEIYlD3et873jQr0xsEMQUjuH4tMJ3XBPDfcO9m7YA6QXUzpYbXetxzrrRERERETU8ji0p10Q6h567Obmho8//hgff/xxree0bt261irc1PKpdQb8e4epZ7vvoq0ATD3lfh4Kq/OkUgm+mdoXOqMRqgod3tt8Tjy2eGwCpBZrlCdE+uLjcd3q9f5SqQTLn+glbncOty1m2DGsYQUOu0T44PI/RiKzsBxF5Tp0qEePPxERERERtTxOUYiO6FYculxosy/AUwGZ1HYZNneFDO6QQekmx2cTukNrMOL+xPAmbY+3mxwT+rTCuexSDO4YjPScUoxJiqj7whpE+nkg0q9Jm0dERERERM0Ik3Zq9nacz7XZF+hV93D01C41ry7QFBaOirfbvYmIiIiI6M7BctTU7CzffQnbzphWC9AbjNh4wna5tUTOASciIiIiohaAPe3UrBy+Uoj5P50CAFz+x0iM+XQPrhZU2Jw3Z1gHm31ERERERETNDXvaqVm5WlC1RFuZRo9jmcXi9qqneiMu1BtfPdkb/p6Kmi4nIiIiIiJqVtjTTs2KzmAUX//053Xx9UfjkpDcNhCbnu/viGYRERERERHZBXvaqVnRWiTt3x3OBADMGBiLexOatgI8ERERERGRM2DSTs1KhdYgvr6UVwYA6N0mwFHNISIiIiIisism7dSsqCp04uuCMi0AIERZ9/JuREREREREzRGTdmpWrherbfaFeLs5oCVERERERET2x6T9DpJ26gZ+O5nt6GY02v6L+dh0wrr9gV6u8PWQO6hFRERERERE9sWk/Q6RVVyBKf87hKkrDqNUo8fVgnJM/+qwTRJ8uxmNAo5kFEKrN970vBsqNSZ+cQClGr3V/g8f6wqJRGLPJhIRERERETkMk/Y7xPazueLrw1cK8dh/9mHjiWx8uOW8A1sFzP72KMZ8sgfL91wCAHx/OBOzVh2xKjgnCAIW/nIaGr0RMYGe4v5RXcORHBt429tMRERERER0u3Cd9jvE1jM54utJXxwQX1/ILYXBKEAmvf291dvO5GDdUdNa67+dvIGkVn548bs/AQBdInwwbUAsAGDD8WxxTfZgb1e8NToem05kYd7wuNveZiIiIiIiotuJSfsdoFyrxzaLpB0AInzdkVuqgUZvxLXCCrQK8LitbTIaBbzx8ylx+3J+GR76bK+4/Y+NZzC2WyRW7c/Ae5vPifuLynXoGxuAvrFc5o2IiIiIiFo+Do+/AyzacAZ6o2C174m7ohGqNFVdzymxrchub9vO5uBi5TrrAJBXqrU5p+ebm60SdgBIiPSxe9uIiIiIiIicBXva7wDHrxUDAJ4Z1BZagxHnb5Ti4Z5R+PlYFjIKypFfZpsw29vaP64BAEYmhOGXY1ni/tfu6wQXqQTvbz5v1a672wUiNsgLzwxqe9vbSkRERERE5ChM2u8A526UAACGdQ5Fl4iqnmp/TwUAoPA2J+2CIGDfxQIAwON9Wlsl7ZOToyGRSNA3NgBT/3cYF/PKsPTx7kjpHHpb20hEREREROQMmLS3cGuOZKK8shJ7lJ/1vHVz0m6vnvZrRRUIVbqJRe4EQcAn2y8gs7AceaUauLpIkdTKF95uLihR6xHh6y4u39Y22BtbXxxol3YRERERERE1F5zT3sIdyywWXyvdrZ/RBJiT9hrmk9+qzadu4K5/bMVbG06L+87eKME7v57F1weuAgB6RPvB1UWGxWMT0LdNAFY+1bvJ20FERERERNScMWlv4Qoqe9FfTGkv9mKbmSvGX8wrbfL3XfzrGQDA57suQaXWAQAOXi60OmdwXAgAYHh8GL6e2gfRFmuwExEREREREZP2Fs+ctIf7utsciwtVAgDOZJU0+fuah+QDwPrKonPZxRVW5wyP5zx1IiIiIiKim+Gc9hbOPF/dPH/dUodQbwBAtkqNwjIt/Go4pzEEQUBeqUbc/mBLOs7eKME3lcPizcJ8bB8kEBERERERURX2tLdggiAgt3IN9gBPV5vjXq4uaOVvGiJ/JtvU265S6yAIgs25DfH1gatQ64zidl6pBl/ty7BaK3720Pa39B5ERERERER3AibtLdSZbBVS39+JvFItXF2kiAmqeb54XGVv+5lsFfZfzEfC/N/wzq9nb+m9X1l7/KbHR3UN53rrRERERERE9cCkvYWatuIwzlauzz4oLhherjXPhIgLM81rP52lwt/XnwAAfLL9gl3bltI51KYoHhEREREREdli0t5CXc4vF1/fmxBe63kdK3vavz2UiXM3qqrI/2/v5Ua/t7n3fnzvVjUe1xmMNe4nIiIiIiIia0zaWyiZtKone1BccK3nmXvaq3t1/clGv3eFzlQ5fnRShLhvZHyY+DrSz6PR9yYiIiIiIrqTsHp8C+XvqUBuiQb/N7Ij3BWyWs8zF6JrSiVqPQDA200u7lO4SLFmRjIu5JSie2u/Jn9PIiIiIiKilohJewvwyfZ0/JFRhH5tA+Eik2BoxxDkVy659kDXiJteK5NK4OXqglKNvknaIggCStQ6AIC3mwt6tPbDoSuFeKRnFLq18kO3VkzYiYiIiIiI6otJezN3JluFxZtM1d7TTt0AAHx9IANGAVC6uSDQq+611999KBHTvjp8S+3YcS4X3x3ORJiPG3QG09JuXm4u+Oqp3rhWVIHYIK9buj8REREREdGdiEl7M7f3Qr7NvhPXVACAdiHe9arSXtvweY3eAFeX2ofWmxmNAiZ+ccBqX6CXK7wULpBKJUzYiYiIiIiIGomF6Jqx4nIdFm04AwCYMTAWP0xPtjreLrh+ybK7vObEPEelqdf1eaXW5y0aE4+fnrkLUimXdSMiIiIiIroVTNqbqa1nbmDIe79DW7l8WttgL3Rv7YdX7+0kntMqoH5F5iyT9od7RCLQyxUAcEOlrtf1VwsrxNf/mdgDj/VqhTAf93pdS0RERERERLVzaNK+Y8cO3HfffQgPD4dEIsG6deusjk+ePBkSicTqv9TUVKtzCgoKMH78eCiVSvj6+uLJJ59EaWkpWqL8Ug0ulwAnr6vwl+WHkFtS1cPdv30QAGCcxdro3etZ9M1dURUGMYFeiAk0JfvTVx7B+5vP1XqdzmBEfqkG14pMSXuvaH8M7RRS/w9EREREREREN+XQOe1lZWVITEzEX/7yF4wZM6bGc1JTU7Fs2TJx29XV1er4+PHjkZWVhbS0NOh0OjzxxBOYOnUqVq1aZde2325/ZBRi9Cd7oJTL4BpZIO7v3toPMwbGir3jbnIZtv51AE5eV6FXjH+97u1m0dMe5e+OCF93HEQhcks0eH/zecy8py3kMtvnO9NWHMaO87l4sHskACDSj73rRERERERETcmhSfvw4cMxfPjwm57j6uqK0NDQGo+dPn0amzZtwsGDB9GjRw8AwL/+9S+MGDEC7777LsLDw5u8zY7SMUwJuUwClQ74xyZT7/fIhDB8PK6bzbltgrzQpgHF3zwUVWEQ4euOqGprt/ddtAVbXxwIpcW664IgYMuZHADA1weuAmDSTkRERERE1NScvnr89u3bERwcDD8/PwwaNAgLFy5EQEAAAGDv3r3w9fUVE3YAGDJkCKRSKfbv34/Ro0fXeE+NRgONpmpouUplqrau0+mg0+ns+GkaTwYgPlyJI1eLxX0PJoU3SXvlEqP4OthLjnAf69EMeaVa/G/3JTzdP0bcV1CmtblPqFLhtP9+VDvz/zP+v6Omxtgie2Bckb0wtsheGFtUm/rGhFMn7ampqRgzZgxiYmJw4cIFvPLKKxg+fDj27t0LmUyG7OxsBAcHW13j4uICf39/ZGdn13rfRYsWYcGCBTb7f/vtN3h41K94myMM9AUqSqQ4XWQaqp59aj821D7lvEEejJFAEIBDO7fgWrEEpscEVY6eOosNpacBAKU64Kt0KaqXRMg8dxwbbhxrmgbRbZeWluboJlALxdgie2Bckb0wtsheGFtUXXl5eb3Oc+qk/dFHHxVfx8fHIyEhAbGxsdi+fTsGDx7c6Pu+/PLLmD17tritUqkQFRWFlJQUKJXKW2qzPel0OrROS4MkKgEKuQsGxwXXfVE9jbB4fa2oAh+d2ml1PLJVNEaMiAMAPP3VHzhdlGtzjzHDBqC1v/M+9KCa6XQ6pKWlYejQoZDL5XVfQFRPjC2yB8YV2Qtji+yFsUW1MY/4rotTJ+3VtWnTBoGBgUhPT8fgwYMRGhqKnJwcq3P0ej0KCgpqnQcPmObJVy9oBwByubxZ/CANjw+3azujAmzDQmuE+J67L+TXeF2rAG/IXbiKYHPVXOKfmh/GFtkD44rshbFF9sLYourqGw/NKsPKzMxEfn4+wsLCAAB9+/ZFUVERDh8+LJ6zdetWGI1G9O7d21HNbPZkUonNPrXOIL5W1FBJHgAUTNiJiIiIiIialEN72ktLS5Geni5uX7p0CUePHoW/vz/8/f2xYMECjB07FqGhobhw4QLmzp2Ltm3bYtiwYQCAjh07IjU1FVOmTMFnn30GnU6HWbNm4dFHH21RleOdgWXSLneRAhrr45+Mt61iT0RERERERLfGoV2jhw4dQlJSEpKSkgAAs2fPRlJSEl599VXIZDIcO3YM999/P9q3b48nn3wS3bt3x86dO62Gtq9cuRJxcXEYPHgwRowYgX79+mHp0qWO+kgtllpXVWHexaInPtBLgX5tA5HaufbpCERERERERNQ4Du1pHzhwIARBqPX4r7/+Wuc9/P39sWrVqqZsFgGYM6wD3vn1rLhdoTXUeN6m5/sj0Mu2PgARERERERHdOk5CphpNHxCLrlG+4rZab0ray7V65JRUjY0P8FTc7qYRERERERHdMZi0U42kUgk6hlUtf3c2uwTFFTr8cOSauO+bqX0gkdgWrSMiIiIiIqKmwaSdamVZJL5ca8Ddb2+FQlaVpIcq3RzQKiIiIiIiojsHk3aqlbRaL7pKrYfeaKpB4CKVIDrQ0xHNIiIiIiIiumMwaadaVU/aAaBErQcAjEwIu93NISIiIiIiuuMwaada1ZS0f7w1HQDgLpfd7uYQERERERHdcZi0U62kNdSYK9GYetrdmLQTERERERHZHZN2qtXNCsO7K5i0ExERERER2RuTdqpVTcPjzTg8noiIiIiIyP6YtFOt7okLrvWYm5yhQ0REREREZG/MvKhWfdoE4IfpyTUeY087ERERERGR/TFpp5vq3tqvxv2uTNqJiIiIiIjsjkk71Sk2yBMAMDopAg91j4SvhxzdWtWczBMREREREVHTcXF0A8j5rZrSBxuOZ+HB7pHwdpPDaBQgrWk9OCIiIiIiImpSTNqpTiFKNzxxV4y4zYSdiIiIiIjo9uDweCIiIiIiIiInxaSdiIiIiIiIyEkxaSciIiIiIiJyUkzaiYiIiIiIiJwUk3YiIiIiIiIiJ8WknYiIiIiIiMhJMWknIiIiIiIiclJM2omIiIiIiIicFJN2IiIiIiIiIifFpJ2IiIiIiIjISTFpJyIiIiIiInJSTNqJiIiIiIiInBSTdiIiIiIiIiInxaSdiIiIiIiIyEkxaSciIiIiIiJyUi6OboAzEAQBAKBSqRzckpvT6XQoLy+HSqWCXC53dHOohWBckb0wtsgeGFdkL4wtshfGFtXGnH+a89HaMGkHUFJSAgCIiopycEuIiIiIiIjoTlJSUgIfH59aj0uEutL6O4DRaMT169fh7e0NiUTi6ObUSqVSISoqClevXoVSqXR0c6iFYFyRvTC2yB4YV2QvjC2yF8YW1UYQBJSUlCA8PBxSae0z19nTDkAqlSIyMtLRzag3pVLJH3hqcowrshfGFtkD44rshbFF9sLYoprcrIfdjIXoiIiIiIiIiJwUk3YiIiIiIiIiJ8WkvRlxdXXFa6+9BldXV0c3hVoQxhXZC2OL7IFxRfbC2CJ7YWzRrWIhOiIiIiIiIiInxZ52IiIiIiIiIifFpJ2IiIiIiIjISTFpJyIiIiIiInJSTNqJiIiIiIiInBSTdiIiIiIiIiInxaTdSVRUVDi6CdSCcZEIamp6vd7RTaAWqLS01NFNoBbqypUryMzMBAAYDAYHt4ZakhMnTmDnzp2Obga1cEzaHUyn02H69OkYM2YMJk6ciH379jHBolum0+nw7rvvYu3atQAAiUTi4BZRS6HVajF37lxMnToVs2fPxsWLFx3dJGoBtFotnnnmGYwaNQpjxozB6tWr+beQmsz69esRExODWbNmAQBkMpmDW0QtgVarxVNPPYWEhARs3brV0c2hFo5JuwNlZ2ejd+/eOHbsGO677z4cO3YM06ZNwzvvvAMAMBqNDm4hNUcbN25EYmIi5s6dix9++AHXr18HwN52unXfffcdYmJicOjQIURGRmL16tWYNm0a9uzZ4+imUTO2YsUKREdH48SJE5g0aRJKSkrwwQcf4Ndff3V006iFOHDgAHr37o2rV6/ihx9+AMDedro1H330Efz9/XH69Gn88ccfeO211xzdJGrhmLQ70O7du6HVavHtt99ixowZ+P333zF69Gi89tprOHnyJKRSKRMtapCysjKsXbsWQ4cOxVtvvYWzZ89i/fr1ANjbTrfm6NGjWLZsGZ555hls3boVr7/+Ovbv34/09HRcvnzZ0c2jZurcuXP48ccfMXfuXGzbtg2PP/44Pv/8c1y8eBEuLi6Obh41c+bOj+LiYvTs2RNJSUn44IMPoNPpIJPJ+B2LGuXs2bOYO3cuRo4cid27dyMxMREXLlxAXl4etFqto5tHLRSTdgcw/xHJzc1FYWEhIiIiAAA+Pj54+umn0a9fPzz99NMAmGhRw3h4eGDy5MmYMWMGXnrpJbRq1QobN27EsWPHAHD0BjWeVqtFp06dMHHiRACmKRiRkZHw8/PD6dOnHdw6aq6CgoIwZ84cTJ48WdyXn5+PxMREeHl5QaPROK5x1OyZOz/S09MxYcIEjB49Gvn5+fj0008BmH6PETVUdHQ05s2bh127duHMmTN47LHHMHLkSCQnJ2PUqFHYvHmzo5tILRCT9tvk+++/x+bNm5GVlQWp1PTPLpPJEBoaalW8IjQ0FC+99BIOHjyItLQ0ABzWTLWzjCvA9JAnOTkZHTp0AABMmzYNmZmZWLt2LQRBEGOPqC7m2DJPr+jVqxfeffddhIeHAwDkcjmKi4tRVlaGu+66y5FNpWak+u8sPz8/9OrVC76+vgCAWbNmoVevXsjJycF9992HMWPGsMAT1Uv12AJMQ+AlEglkMhk0Gg369OmD0aNH4/PPP8eECROwZMkSPhiiOlWPLVdXV0yePBleXl7o1KkTPDw88P7772P+/PnQarWYN28eDh486OBWU0vDb/B2tmLFCoSEhOCdd97BuHHj8NBDD2HNmjUAgB49ekCtVmPPnj1Ww2m6dOmC1NRUrFixAgB728lWTXG1bt06AKbedPODnqFDh6Jv377Ytm2bWCSFD4HoZqrH1sMPPyzGliAIVqM1ioqKYDQa0a5dOwe1lpqLun5nmeXn5+Pnn3/Grl27sH79enh6emLevHkOajU1BzeLLZlMhsLCQhw5cgS9e/dGQEAAysvLce7cOaxZswZDhw6Fq6urYz8AOa2aYstc4DcsLAyLFy/G66+/jvfeew+pqakYN24cFi1aBF9fX3z55ZcObj21NEza7USv1+ODDz7AokWL8NZbb2Hnzp1Yt24dYmNj8d///hcVFRVISkpCv379sGbNGqtCTiEhIZDL5ewVJRs3i6ulS5dCo9FAKpVCIpGIX4SfeeYZqNVqrF+/HmVlZRAEAefOnXPwJyFnU5/YkkgkVrU2tm/fDgBi7zsAFBQUOKL55KTq+zvLvITgqlWrMGzYMHh6eoqjhtRqtTjig8isPrEFmJbUHTBgANasWYOEhASsWLECQ4YMQevWrcW/kyxKR5ZuFlv/+c9/oFaroVAoMGjQIDz//PNQKpXitT179oTBYIBarXbgJ6CWiFmhnZSVlSE3NxeTJk3CE088AYVCgeTkZHTq1AkqlUrsWV+wYAF0Oh2WLl2Ka9euiddXVFTA39/fUc0nJ1VXXFmunW1OruLi4jB69GgcOnQICxcuRM+ePTF+/Hh+SSErDYkt8+ifdevWYeTIkXB3d8fRo0eRkpKCN954g6M5SFTfuHJxcYEgCFYjywwGAy5cuIAePXpYPRgiAuqOLfN8dYPBgG+//RYTJ05E//79cf78ebz99tuIjo7G7NmzAXAJOLJW399b3t7e8PLysro2Pz8fKpUKbdu2dUTTqQVjadYmdP78ebRt2xYSiQQ+Pj548MEHER8fD6lUCqPRCKlUiqioKJSVlcHd3R2AaQ77K6+8gg8//BB33XUXnn32WRw9ehSHDh3Cyy+/7OBPRM6gIXEll8utrjV/CR48eDD+/ve/Y9++fZgyZQr+9a9/8UsK3VJslZWVQaVSoXfv3pgxYwaWLl2KRx99FIsXL+aUnjtcY+PKHDcVFRUoKCjA/PnzceTIEXz22WcAYJPU052nIbGlUCgAAFFRUfj6668RExODXr16AQB8fX0xatQolJSUiA8ZGVt3tsbEliW1Wo3CwkL83//9HwBg7Nixt/sjUEsn0C1bvXq1EB0dLXTo0EHo1auX8N///tfquMFgEF+PGzdOmDx5siAIgqDRaMT9mZmZwtSpU4VRo0YJI0aMEM6cOXN7Gk9Oq7FxpdPprM779NNPBYlEIqSkpAgXLlywf8PJ6TVFbB09elSQSCSCRCIR+vTpI5w6der2NJ6cVmPjSq/Xi/t/+OEH4dlnnxVCQkKEgQMHCufPn789jSen1tjY0mq1NvcyGo2CIFjHHd25muL31urVq4Vp06YJAQEBwsCBA/ldi+yCPe23KC0tDfPmzcOcOXMQGxuL3377DdOnT4fRaMTjjz8ONzc3SCQSCIIAjUaDEydOYM6cOQBg9aQuIiIC//73v6FWq+Hm5uaoj0NO4lbiqvraxsnJyfjmm2/w8MMPO+KjkJNpqthSqVQYMGAA/va3v2HIkCGO+jjkJG4lrixH/cTFxeHSpUtYuXIlBg8e7KiPQ07kVmLLciSHwWCATCYTe9Q52oya6vdWx44dce7cOaxatQopKSmO+jjUwjFpbyShcpje3r17ERAQgClTpkAul2PYsGFQq9VYunQpAgMDMXr0aPEPREFBgTicFDANxfn000+xZMkS8b5M2O9s9oirhIQEJCQkOOwzkXNoqtj65JNP8N577+Huu+/Gtm3bHPmRyAk0dVx16tQJnTp1cuRHIifR1H8PmaSTWVP/3oqPj0d8fLwjPxLdAViIrpHMP8SnTp1CbGws5HK5WPRk4cKFcHNzw/r165GdnS1es3nzZkRFRSEsLAzPPfccOnXqhCtXrkCn07FwEwFgXJH9NFVsZWRkQKfTWS3TRXeupo4r/s4iM/49JHvh7y1qjtjTXk9paWn46aef0KZNGyQnJ4vFTAYPHoy//vWvMBgM4g+9n58fJk6ciHfffRdnzpxBaGgoBEHAzz//jBMnTiA6OhqhoaHYu3cvevTo4eBPRo7EuCJ7YWyRPTCuyF4YW2QvjC1qCdjTXoesrCzcd999mDBhAgoKCvDFF18gJSUFBw4cAAAMGDAASqUSCxYsAADxaduUKVOgUqlw9OhRAKZquBUVFfD09MTHH3+MEydO8If9Dsa4InthbJE9MK7IXhhbZC+MLWpRbku5u2aqrKxMmDRpkvDII48IFy9eFPf36tVLrB6pUqmEhQsXCu7u7kJGRoYgCFWVSQcMGCA89dRT4nWHDh26ja0nZ8W4InthbJE9MK7IXhhbZC+MLWpp2NN+Ex4eHnB1dcXkyZMRExMDvV4PABgxYgROnz4NQRDg7e2NcePGoVu3bnj44Ydx5coVSCQSZGRkICcnB6NGjRLv1717dwd9EnImjCuyF8YW2QPjiuyFsUX2wtiilkYiCKyecDM6nU5cMsRoNEIqlWL8+PHw9PTE0qVLxfOuXbuGgQMHQq/Xo0ePHtizZw/i4uKwatUqhISEOKr55KQYV2QvjC2yB8YV2Qtji+yFsUUtCZP2RujXrx+mTJmCSZMmiRWUpVIp0tPTcfjwYezfvx+JiYmYNGmSg1tKzQnjiuyFsUX2wLgie2Fskb0wtqi5YtLeQBcvXkRycjJ++eUXcaiMVquFQqFwcMuoOWNckb0wtsgeGFdkL4wtshfGFjVnnNNeT+ZnG7t27YKXl5f4w75gwQI899xzyMnJcWTzqJliXJG9MLbIHhhXZC+MLbIXxha1BFynvZ4kEgkA4MCBAxg7dizS0tIwdepUlJeXY8WKFQgODnZwC6k5YlyRvTC2yB4YV2QvjC2yF8YWtQQcHt8AarUa8fHxuHDhAhQKBRYsWIB58+Y5ulnUzDGuyF4YW2QPjCuyF8YW2Qtji5o7Ju0NNHToULRr1w5LliyBm5ubo5tDLQTjiuyFsUX2wLgie2Fskb0wtqg5Y9LeQAaDATKZzNHNoBaGcUX2wtgie2Bckb0wtsheGFvUnDFpJyIiIiIiInJSrB5PRERERERE5KSYtBMRERERERE5KSbtRERERERERE6KSTsRERERERGRk2LSTkREREREROSkmLQTEREREREROSkm7UREREREREROikk7ERHRHW7y5MmQSCSQSCSQy+UICQnB0KFD8cUXX8BoNNb7PsuXL4evr6/9GkpERHQHYtJORERESE1NRVZWFi5fvoyNGzfinnvuwXPPPYd7770Xer3e0c0jIiK6YzFpJyIiIri6uiI0NBQRERHo1q0bXnnlFaxfvx4bN27E8uXLAQBLlixBfHw8PD09ERUVhRkzZqC0tBQAsH37djzxxBMoLi4We+3nz58PANBoNHjxxRcREREBT09P9O7dG9u3b3fMByUiImpmmLQTERFRjQYNGoTExESsWbMGACCVSvHhhx/i5MmT+PLLL7F161bMnTsXAJCcnIz3338fSqUSWVlZyMrKwosvvggAmDVrFvbu3YtvvvkGx44dw0MPPYTU1FScP3/eYZ+NiIiouZAIgiA4uhFERETkOJMnT0ZRURHWrVtnc+zRRx/FsWPHcOrUKZtj33//PaZNm4a8vDwApjntzz//PIqKisRzMjIy0KZNG2RkZCA8PFzcP2TIEPTq1QtvvfVWk38eIiKilsTF0Q0gIiIi5yUIAiQSCQBg8+bNWLRoEc6cOQOVSgW9Xg+1Wo3y8nJ4eHjUeP3x48dhMBjQvn17q/0ajQYBAQF2bz8REVFzx6SdiIiIanX69GnExMTg8uXLuPfeezF9+nS8+eab8Pf3x65du/Dkk09Cq9XWmrSXlpZCJpPh8OHDkMlkVse8vLxux0cgIiJq1pi0ExERUY22bt2K48eP44UXXsDhw4dhNBrxz3/+E1KpqSTOt99+a3W+QqGAwWCw2peUlASDwYCcnBzcfffdt63tRERELQWTdiIiIoJGo0F2djYMBgNu3LiBTZs2YdGiRbj33nsxceJEnDhxAjqdDv/6179w3333Yffu3fjss8+s7hEdHY3S0lJs2bIFiYmJ8PDwQPv27TF+/HhMnDgR//znP5GUlITc3Fxs2bIFCQkJGDlypIM+MRERUfPA6vFERESETZs2ISwsDNHR0UhNTcW2bdvw4YcfYv369ZDJZEhMTMSSJUvw9ttvo0uXLli5ciUWLVpkdY/k5GRMmzYNjzzyCIKCgrB48WIAwLJlyzBx4kT89a9/RYcOHTBq1CgcPHgQrVq1csRHJSIialZYPZ6IiIiIiIjISbGnnYiIiIiIiMhJMWknIiIiIiIiclJM2omIiIiIiIicFJN2IiIiIiIiIifFpJ2IiIiIiIjISTFpJyIiIiIiInJSTNqJiIiIiIiInBSTdiIiIiIiIiInxaSdiIiIiIiIyEkxaSciIiIiIiJyUkzaiYiIiIiI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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]}]} \ No newline at end of file diff --git "a/notebooks/Entreprenerdly_com_Detecting_Stock_Market\302\240Cycles.ipynb" "b/notebooks/Entreprenerdly_com_Detecting_Stock_Market\302\240Cycles.ipynb" new file mode 100644 index 0000000..65d5b04 --- /dev/null +++ "b/notebooks/Entreprenerdly_com_Detecting_Stock_Market\302\240Cycles.ipynb" @@ -0,0 +1,589 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Detecting Stock Market Cycles\n", + "This Jupyter notebook is a supplementary resource for the article.\n", + "It contains all the code snippets and examples discussed in the article,\n", + "providing a hands-on approach to understanding the concepts and techniques presented.\n", + "For a comprehensive understanding, please refer to the article at\n", + "https://entreprenerdly.com/\n", + "\n", + "\n", + "

\n", + " \n", + "

" + ], + "metadata": { + "id": "bhXv0rTj0oW4" + } + }, + { + "cell_type": "markdown", + "source": [ + "# Market-Cycle Composite: Technical Construction\n", + "\n", + "The Market-Cycle Composite provides a single, standardized score to summarize broad economic and financial conditions over time. \n", + "The composite aggregates multiple macroeconomic and market variables using objective, statistical transformations.\n", + "\n", + "---\n", + "\n", + "## Variable Selection and Rationale\n", + "\n", + "The input variables are selected to capture the principal drivers of business and market cycles. Each series provides information about a distinct aspect of macro or market conditions:\n", + "\n", + "- **LEI (Leading Economic Index):** Composite of forward-looking indicators. Used as a broad proxy for future economic activity.\n", + "- **Philly Manufacturing Diffusion Index:** Measures regional manufacturing strength. Early signal of industrial cycle turns.\n", + "- **Texas Services Diffusion Index:** Measures regional services activity. Used as a proxy for broader U.S. services sector momentum.\n", + "- **Capacity Utilization:** Indicates resource use in manufacturing. Declining utilization often precedes recessions.\n", + "- **Brave-Butters-Kelley (BBK) Leading Index:** Proprietary index for early-cycle turns in economic growth.\n", + "- **CFNAI 3-Month Moving Average:** Captures national activity, smoothing short-term volatility.\n", + "\n", + "- **Core CPI, Core PCE, Hourly Wage, PPI, Commodities:** These five form an inflation composite. Core CPI and Core PCE measure underlying inflation. Hourly wage growth captures labor cost pressure. PPI represents input cost trends. Commodities index reflects global price changes.\n", + "\n", + "- **10-Year Treasury Yield (12m delta, inverted):** Captures changes in long-term interest rates. Inversion aligns higher yields with restrictive conditions.\n", + "- **High Yield OAS (12m delta, inverted):** Measures corporate credit spreads as a risk sentiment indicator. Inverted so wider spreads lower the composite.\n", + "- **St. Louis Fed Financial Stress Index (inverted):** Measures systemic market stress. Inverted so increased stress lowers the composite.\n", + "\n", + "---\n", + "\n", + "## Methodological Steps\n", + "\n", + "### 1. Data Processing\n", + "\n", + "- Each series is resampled to a common frequency (typically month-end) to align timeframes.\n", + "\n", + " df = pd.DataFrame(raw).resample(FREQ).last().ffill()\n", + "\n", + "### 2. Variable Transformation\n", + "\n", + "- For most variables, use year-over-year percent change:\n", + "\n", + " $$\n", + " \\text{YoY Change}_t = \\frac{S_t - S_{t-12}}{S_{t-12}} \\times 100\n", + " $$\n", + "\n", + "- For interest rates and credit spreads, use 12-month difference and invert when appropriate:\n", + "\n", + " $$\n", + " \\Delta_{12}(S)_t = S_t - S_{t-12}\n", + " $$\n", + "\n", + "- For financial stress and risk proxies, invert so higher values represent deteriorating conditions.\n", + "\n", + "### 3. Inflation Composite\n", + "\n", + "- Compute the inflation block as the mean of Core CPI, Core PCE, Hourly Wage, PPI, and Commodities.\n", + "\n", + " $$\n", + " \\text{Inflation}_t = \\frac{1}{5}\\sum_{i=1}^{5} X_{i,t}\n", + " $$\n", + "\n", + "### 4. Z-Score Standardization\n", + "\n", + "- Standardize each series to mean zero and standard deviation one:\n", + "\n", + " $$\n", + " Z_{i,t} = \\frac{X_{i,t} - \\mu_i}{\\sigma_i}\n", + " $$\n", + "\n", + " Where $X_{i,t}$ is the input value, $\\mu_i$ is mean, and $\\sigma_i$ is standard deviation.\n", + "\n", + "### 5. Composite Calculation\n", + "\n", + "- The composite score is the mean of all standardized variables at each time:\n", + "\n", + " $$\n", + " C_t = \\frac{1}{N} \\sum_{i=1}^{N} Z_{i,t}\n", + " $$\n", + "\n", + " Where $N$ is the total number of input series (after inflation composite is constructed).\n", + "\n", + "### 6. Smoothing\n", + "\n", + "- Apply a simple moving average to reduce noise:\n", + "\n", + " $$\n", + " C^{\\text{sm}}_t = \\frac{1}{w} \\sum_{k=0}^{w-1} C_{t-k}\n", + " $$\n", + "\n", + " Where $w$ is the smoothing window.\n", + "\n", + "### 7. Slope Calculation\n", + "\n", + "- Compute the composite change over a look-back window:\n", + "\n", + " $$\n", + " \\text{Slope}_t = C_t - C_{t-w}\n", + " $$\n", + "\n", + "### 8. Phase Assignment\n", + "\n", + "- Define thresholds for composite ($\\gamma$) and slope ($\\delta$):\n", + "\n", + " - Early: $C_t < -\\gamma$ and $\\text{Slope}_t > +\\delta$\n", + " - Decline: $C_t < -\\gamma$ and $\\text{Slope}_t < -\\delta$\n", + " - Mid-Late: $C_t > +\\gamma$\n", + " - Uncertain: $|C_t| \\leq \\gamma$\n", + "\n", + "### 9. Phase Smoothing\n", + "\n", + "- Apply a centered rolling mode to assigned phases to suppress frequent regime shifts due to noise.\n", + "\n", + "---\n", + "\n", + "## Summary of Core Formulae\n", + "\n", + "**Z-score Standardization:** \n", + "$$\n", + "Z_{i,t} = \\frac{X_{i,t} - \\mu_i}{\\sigma_i}\n", + "$$\n", + "\n", + "**Composite Score:** \n", + "$$\n", + "C_t = \\frac{1}{N} \\sum_{i=1}^{N} Z_{i,t}\n", + "$$\n", + "\n", + "**Smoothed Composite:** \n", + "$$\n", + "C^{\\text{sm}}_t = \\frac{1}{w} \\sum_{k=0}^{w-1} C_{t-k}\n", + "$$\n", + "\n", + "**Slope:** \n", + "$$\n", + "\\text{Slope}_t = C_t - C_{t-w}\n", + "$$\n", + "\n", + "**Phase Assignment:**\n", + "\n", + "\\[\n", + "\\begin{aligned}\n", + "&\\text{Early:} && C_t < -\\gamma \\;\\&\\; \\text{Slope}_t > +\\delta \\\\\n", + "&\\text{Decline:} && C_t < -\\gamma \\;\\&\\; \\text{Slope}_t < -\\delta \\\\\n", + "&\\text{Mid-Late:} && C_t > +\\gamma \\\\\n", + "&\\text{Uncertain:} && |C_t| \\leq \\gamma \\\\\n", + "\\end{aligned}\n", + "\\]\n", + "\n", + "---\n", + "\n", + "This method aggregates diverse macro and market data into a normalized, dimensionless signal that is robust to outliers and applicable for regime classification in financial and economic analysis.\n" + ], + "metadata": { + "id": "cTDk3UKnfpHC" + } + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import pandas_datareader.data as web\n", + "import yfinance as yf\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.patches import Patch\n", + "from datetime import datetime\n", + "import matplotlib.dates as mdates\n", + "import math\n", + "plt.style.use('dark_background')\n", + "\n", + "# PARAMETERS\n", + "START, END = '2000-01-01', datetime.today().strftime('%Y-%m-%d')\n", + "FREQ = 'ME' # Pandas resample frequency for data (e.g. 'ME'=month‑end); controls aggregation period—higher freq ('D') adds noise, lower ('Q') smooths\n", + "SLOPE_WINDOW = 3 # Look‑back periods for slope = comp.diff(SLOPE_WINDOW); larger values smooth and delay turn signals, smaller values speed detection but add volatility\n", + "SMOOTH_WINDOW = 2 # Window for composite moving average before plotting; larger windows yield a smoother but more lagged chart, smaller windows follow raw swings closely" + ], + "metadata": { + "id": "67DZevO2hg8Z" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# SERIES MAP\n", + "fred_map = {\n", + " # growth / activity\n", + " 'LEI' : 'USSLIND', # Leading Index for US (Philly Fed state leading), proxy for overall LEI\n", + " 'Philly Manuf Diff' : 'GACDFSA066MSFRBPHI',# Philly Fed manufacturing diffusion index, proxy for ISM Mfg PMI (ISM is no longer supported at Fred)\n", + " 'Texas Serv Diff' : 'TSSOSBACTUAMFRBDAL',# Dallas Fed services diffusion index, proxy for ISM Services PMI (ISM is no longer supported at Fred)\n", + " 'Capacity Util' : 'CUMFNS', # Industrial capacity utilization rate\n", + " 'BBK Leading' : 'BBKMLEIX', # Brave‑Butters‑Kelley leading index, leading growth component\n", + " 'CFNAI 3MMA' : 'CFNAIMA3', # Chicago Fed National Financial Activity Index 3‑mo avg\n", + "\n", + " # inflation sub‑block\n", + " 'Core CPI' : 'CPILFESL', # Core CPI ex‑food & energy, inflation proxy\n", + " 'Core PCE' : 'PCEPILFE', # Core PCE inflation proxy\n", + " 'Hourly Wage' : 'CES0500000003', # Avg hourly earnings YoY (BLS)\n", + " 'PPI' : 'PPIACO', # Producer Price Index commodities YoY\n", + " 'Commodities' : 'PALLFNFINDEXM', # BCOM commodity price index YoY\n", + "\n", + " # rates & credit\n", + " '10Y' : 'DGS10', # 10‑year Treasury yield (Δ12m)\n", + " 'HY OAS' : 'BAMLH0A0HYM2', # High‑yield OAS (Δ12m, inverted)\n", + "\n", + " # stress proxy\n", + " 'StLouis FSI' : 'STLFSI4', # St. Louis Fed Financial Stress Index (inverted)\n", + "}\n", + "\n", + "# FETCH & RESAMPLE\n", + "raw = {k: web.DataReader(tkr, 'fred', START, END).squeeze()\n", + " for k, tkr in fred_map.items()}\n", + "df = pd.DataFrame(raw).resample(FREQ).last().ffill()" + ], + "metadata": { + "id": "A2UnN2izhkuZ" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# PLOT ALL SERIES\n", + "\n", + "df_raw = df.copy()\n", + "\n", + "# Determine grid size\n", + "n_series = len(df_raw.columns)\n", + "ncols = 3\n", + "nrows = math.ceil(n_series / ncols)\n", + "\n", + "# sharex=False ⇒ each axis shows its own ticks\n", + "fig, axes = plt.subplots(\n", + " nrows, ncols,\n", + " figsize=(ncols*6, nrows*2.5),\n", + " sharex=False\n", + ")\n", + "\n", + "# Flatten axes for easy iteration\n", + "axes_flat = axes.flatten()\n", + "\n", + "xmin, xmax = df_raw.index.min(), df_raw.index.max()\n", + "\n", + "for ax, col in zip(axes_flat, df_raw.columns):\n", + " ax.plot(df_raw.index, df_raw[col], lw=1, color='white')\n", + " ax.set_title(col, fontsize=9)\n", + " # enforce same x‐limits on each\n", + " ax.set_xlim(xmin, xmax)\n", + " # format each x‐axis independently\n", + " ax.xaxis.set_major_locator(mdates.YearLocator(1))\n", + " ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n", + " ax.tick_params(axis='x', rotation=45, labelsize=7)\n", + " ax.tick_params(axis='y', labelsize=7)\n", + "\n", + "# Turn off any unused subplots\n", + "for ax in axes_flat[n_series:]:\n", + " ax.set_visible(False)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "5oksAY1Khq5h", + "outputId": "2abece35-0e6d-4780-9958-03164047bce7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# TRANSFORMS\n", + "yoy = lambda s: s.pct_change(12) * 100\n", + "delta12 = lambda s: s.diff(12)\n", + "invert = lambda s: -s\n", + "\n", + "df['LEI'] = yoy(df['LEI'])\n", + "df['Capacity Util'] = yoy(df['Capacity Util'])\n", + "df['BBK Leading'] = yoy(df['BBK Leading'])\n", + "for c in ['Core CPI','Core PCE','Hourly Wage','PPI','Commodities']:\n", + " df[c] = yoy(df[c])\n", + "df['10Y'] = invert(delta12(df['10Y']))\n", + "df['HY OAS'] = invert(delta12(df['HY OAS']))\n", + "df['StLouis FSI']= invert(df['StLouis FSI'])" + ], + "metadata": { + "id": "505wcXz1iQ5w" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# INFLATION COMPOSITE\n", + "infl_cols = ['Core CPI','Core PCE','Hourly Wage','PPI','Commodities']\n", + "df['Inflation'] = df[infl_cols].mean(axis=1)\n", + "\n", + "# FINAL INPUT LIST\n", + "inputs = [\n", + " 'LEI','Philly Manuf Diff','Texas Serv Diff',\n", + " 'Capacity Util','BBK Leading','CFNAI 3MMA',\n", + " 'Inflation','10Y','HY OAS','StLouis FSI'\n", + "]" + ], + "metadata": { + "id": "ug9L4v8IiTAg" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Z-SCORES & COMPOSITE\n", + "z = df[inputs].apply(lambda s: (s - s.mean())/s.std())\n", + "comp = z.mean(axis=1)\n", + "comp_sm = comp.rolling(SMOOTH_WINDOW, min_periods=1).mean()\n", + "slope = comp.diff(SLOPE_WINDOW)" + ], + "metadata": { + "id": "Hw1EhgDriUuI" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# PHASE CLASSIFICATION w/ DEAD‐ZONE\n", + "comp_thr, slope_thr = 0.15, 0.005\n", + "cond_early = (comp < -comp_thr) & (slope > slope_thr)\n", + "cond_midlate = comp > comp_thr\n", + "cond_decline = (comp < -comp_thr) & (slope < -slope_thr)\n", + "cond_unc = comp.abs() <= comp_thr\n", + "\n", + "# initial labels as a Series\n", + "phase = pd.Series('Mid-Late', index=comp.index)\n", + "phase[cond_early] = 'Early'\n", + "phase[cond_decline] = 'Decline'\n", + "phase[cond_unc] = 'Uncertain'\n", + "\n", + "# map to integer codes\n", + "code_map = {'Early':0, 'Mid-Late':1, 'Decline':2, 'Uncertain':3}\n", + "inv_map = {v:k for k,v in code_map.items()}\n", + "codes = phase.map(code_map)\n", + "\n", + "# apply centered rolling‐mode\n", + "min_run = 6\n", + "smoothed_codes = codes.rolling(\n", + " window=min_run, center=True, min_periods=1\n", + ").apply(\n", + " lambda x: pd.Series(x).value_counts().idxmax(),\n", + " raw=False\n", + ")\n", + "\n", + "# back to labels\n", + "phase = smoothed_codes.round().astype(int).map(inv_map).values\n", + "\n", + "phase_colors = {\n", + " 'Early' : '#54d62c',\n", + " 'Mid-Late' : '#3fa1ff',\n", + " 'Decline' : '#ff4c4c',\n", + " 'Uncertain' : '#ffd400'\n", + "}\n" + ], + "metadata": { + "id": "-MctZHfSiaLE" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# S&P 500 YoY % via yfinance\n", + "data = yf.download('^GSPC',\n", + " start=START,\n", + " end=END,\n", + " auto_adjust=False,\n", + " progress=False)\n", + "# flatten multi-level columns\n", + "data.columns = data.columns.get_level_values(0)\n", + "spx = data['Adj Close'].resample(FREQ).last().ffill()\n", + "spx_yoy = spx.pct_change(12) * 100" + ], + "metadata": { + "id": "sTLIrRLKicRt" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "id": "xjXQota9efa1", + "outputId": "1a824a47-2bfb-4831-a3bf-7a5e31e2d9a0" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "# PLOT\n", + "fig, ax = plt.subplots(figsize=(14,6))\n", + "\n", + "mask = pd.Series(phase, index=comp.index)\n", + "grp = (mask != mask.shift()).cumsum()\n", + "for ph, col in phase_colors.items():\n", + " for _, span in mask[mask==ph].groupby(grp):\n", + " ax.axvspan(span.index[0], span.index[-1],\n", + " color=col, alpha=0.20)\n", + "\n", + "ax.plot(comp_sm.index, comp_sm,\n", + " lw=2, color='white',\n", + " label=f'Cycle Composite ({SMOOTH_WINDOW}-m MA)')\n", + "ax.axhline(0, color='#777', lw=1)\n", + "\n", + "ax2 = ax.twinx()\n", + "ax2.plot(spx_yoy.index, spx_yoy,\n", + " lw=2, ls='--', color='#00d084',\n", + " zorder=5,\n", + " label='S&P 500 YoY %')\n", + "ax2.set_ylabel('S&P 500 YoY %', color='#00d084')\n", + "ax2.tick_params(axis='y', colors='#00d084')\n", + "ax2.set_ylim(-80, 80)\n", + "\n", + "phase_patches = [Patch(facecolor=c, alpha=0.4, label=p)\n", + " for p, c in phase_colors.items()]\n", + "leg1 = ax.legend(handles=phase_patches, title='Cycle Phase',\n", + " loc='upper right', ncol=3,\n", + " framealpha=0.3, fontsize=9)\n", + "\n", + "h1, l1 = ax.get_legend_handles_labels()\n", + "h2, l2 = ax2.get_legend_handles_labels()\n", + "ax.legend(h1+h2, l1+l2,\n", + " loc='upper left', framealpha=0.3,\n", + " fontsize=9)\n", + "ax.add_artist(leg1)\n", + "\n", + "ax.set_title('Market-Cycle Composite Indicator', fontsize=16)\n", + "ax.set_ylabel('Composite Z-Score')\n", + "ax.set_xlim(comp.index[0], comp.index[-1])\n", + "\n", + "\n", + "# major tick: every year\n", + "ax.xaxis.set_major_locator(mdates.YearLocator(1))\n", + "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "source": [ + "# Dynamic Interpretation of Current Phase\n", + "\n", + "# Reconstruct phase series with dates\n", + "phase_series = pd.Series(phase, index=comp.index)\n", + "current_date = phase_series.index[-1]\n", + "current_phase = phase_series.iloc[-1]\n", + "current_comp = comp_sm.loc[current_date]\n", + "current_slope = slope.loc[current_date]\n", + "current_spx_yoy = spx_yoy.loc[current_date]\n", + "\n", + "# Interpret by regime\n", + "if current_phase == 'Early':\n", + " print(\n", + " f\"As of {current_date.date()}, the composite is {current_comp:.2f} \"\n", + " f\"(+{current_slope:.3f} over {SLOPE_WINDOW}m) and S&P YoY is {current_spx_yoy:.1f}%. \"\n", + " \"Early-phase conditions indicate nascent expansion. \"\n", + " \"Leading activity indicators have bottomed and credit spreads are narrowing. \"\n", + " \"Selective exposure to cyclical sectors may capture emerging growth while risks remain contained.\"\n", + " )\n", + "\n", + "elif current_phase == 'Mid-Late':\n", + " print(\n", + " f\"As of {current_date.date()}, the composite stands at {current_comp:.2f} \"\n", + " f\"(slope {current_slope:.3f}) with S&P YoY {current_spx_yoy:.1f}%. \"\n", + " \"Mid-to-late cycle signals peak growth. \"\n", + " \"Inflationary pressures and monetary tightening typically intensify in this phase. \"\n", + " \"Shift allocation toward high-quality equities and defensive sectors to protect gains.\"\n", + " )\n", + "\n", + "elif current_phase == 'Decline':\n", + " print(\n", + " f\"As of {current_date.date()}, the composite reads {current_comp:.2f} \"\n", + " f\"(slope {current_slope:.3f}) and S&P YoY is {current_spx_yoy:.1f}%. \"\n", + " \"Decline-phase patterns signal contraction. \"\n", + " \"Risk sentiment deteriorates and liquidity tightens. \"\n", + " \"Consider de-risking portfolios: increase fixed income, cash buffers, and low-volatility assets.\"\n", + " )\n", + "\n", + "elif current_phase == 'Uncertain':\n", + " print(\n", + " f\"As of {current_date.date()}, the composite is neutral at {current_comp:.2f} \"\n", + " f\"(slope {current_slope:.3f}) with S&P YoY {current_spx_yoy:.1f}%. \"\n", + " \"Signals conflict and volatility often rises. \"\n", + " \"Maintain balanced allocations, await clearer directional cues, and manage risk with disciplined stops.\"\n", + " )\n", + "\n", + "else:\n", + " print(\"Phase classification unavailable.\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vuoeibbJjAxq", + "outputId": "b9719488-5c8e-449f-f40e-e06c2beb5bb9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "As of 2025-07-31, the composite is neutral at -0.05 (slope 0.308) with S&P YoY 15.7%. Signals conflict and volatility often rises. Maintain balanced allocations, await clearer directional cues, and manage risk with disciplined stops.\n" + ] + } + ] + } + ] +} \ No newline at end of file diff --git a/notebooks/Inflation_Hedge_Strategy.ipynb b/notebooks/Inflation_Hedge_Strategy.ipynb new file mode 100644 index 0000000..d656698 --- /dev/null +++ b/notebooks/Inflation_Hedge_Strategy.ipynb @@ -0,0 +1,318 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "### [CPI, Gold, and SP500: Building an Inflation Hedge Strategy](https://ai.gopubby.com/cpi-gold-and-sp500-building-an-inflation-hedge-strategy-in-python-7ea78f66d022)\n", + "\n", + "> The **Consumer Price Index (CPI)** is an indicator used to measure the increase in the average price of goods and services, which affects our daily expenses." + ], + "metadata": { + "id": "LUhNUazqIQjl" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "zMTQf_1FIIBk" + }, + "outputs": [], + "source": [ + "import requests\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "import os, sys\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "from google.colab import userdata\n", + "\n", + "# Make sure you have added FMP_API_KEY to Colab's secrets\n", + "try:\n", + " token = userdata.get('FMP_API_KEY')\n", + "except userdata.SecretNotFoundError as snfe:\n", + " print(f\"Error: {snfe}\")\n", + " token = os.environ.get('FMP_API_KEY')\n", + "except Exception as e:\n", + " print(f\"Error: {e}\")\n", + " sys.exit(1)\n", + "\n", + "fromdate = '1975-01-01'\n", + "todate = '2025-10-02'" + ] + }, + { + "cell_type": "code", + "source": [ + "url = f'https://financialmodelingprep.com/stable/economic-indicators'\n", + "name = 'CPI'\n", + "querystring = {\"apikey\": token, \"name\": name, \"from\": fromdate, \"to\": todate}\n", + "\n", + "resp = requests.get(url, querystring).json()\n", + "\n", + "df_cpi = pd.DataFrame(resp)\n", + "df_cpi.drop(columns=[\"name\"], inplace=True)\n", + "df_cpi.tail(5)" + ], + "metadata": { + "id": "UQhQIZAXJPiz" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "url = f'https://financialmodelingprep.com/stable/historical-price-eod/light'\n", + "symbol = 'GCUSD'\n", + "\n", + "querystring = {\"apikey\": token, \"symbol\": symbol, \"from\": fromdate, \"to\": todate}\n", + "resp = requests.get(url, querystring).json()\n", + "\n", + "df_gold = pd.DataFrame(resp)\n", + "df_gold.drop(columns=[\"symbol\",\"volume\"], inplace=True)\n", + "df_gold.tail(5)" + ], + "metadata": { + "id": "urHjncwHJTtS" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df_cpi['date'] = pd.to_datetime(df_cpi['date']).dt.normalize()\n", + "df_gold['date'] = pd.to_datetime(df_gold['date']).dt.normalize()\n", + "\n", + "df_cpi_sorted = df_cpi.sort_values('date')\n", + "df_gold_sorted = df_gold.sort_values('date')\n", + "\n", + "df_cpi_gold = pd.merge_asof(\n", + " df_cpi_sorted,\n", + " df_gold_sorted,\n", + " on='date',\n", + " direction='backward'\n", + ").reset_index(drop=True)\n", + "\n", + "df_cpi_gold = df_cpi_gold.rename(columns={'value': 'cpi', 'price': 'gold'})\n", + "df_cpi_gold.tail(5)" + ], + "metadata": { + "id": "LV05ufxBKfnk" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "subset = df_cpi_gold[['cpi', 'gold']].dropna()\n", + "value_price_corr = subset['cpi'].corr(subset['gold'], method='pearson')\n", + "pd.DataFrame({'cpi_gold_pearson_correlation': [value_price_corr]})" + ], + "metadata": { + "id": "tiUJAelsKqAf" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "years = 10\n", + "window = years*12\n", + "df_cpi_gold['rolling_corr'] = df_cpi_gold['cpi'].rolling(window=window, min_periods=window).corr(df_cpi_gold['gold'])\n", + "\n", + "plt.figure(figsize=(12, 4))\n", + "plot_data = df_cpi_gold[['date', 'rolling_corr']].dropna()\n", + "plt.plot(plot_data['date'], plot_data['rolling_corr'])\n", + "plt.title(f'Rolling {years}-Years Correlation: CPI Value vs Gold Price')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Correlation')\n", + "plt.ylim(-1, 1)\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "id": "iQOYFhLEKvFW" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "ticker = '^GSPC'\n", + "url = f'https://financialmodelingprep.com/api/v3/historical-price-full/{ticker}'\n", + "querystring = {\"apikey\": token, \"from\": fromdate, \"to\": todate}\n", + "data = requests.get(url, querystring)\n", + "\n", + "if data.status_code != 200:\n", + " print(f\"Error: {data.status_code}\")\n", + " print(data.text)\n", + "\n", + "data = data.json()\n", + "\n", + "df_sp500 = pd.DataFrame(data['historical'])\n", + "\n", + "df_cpi_gold['date'] = pd.to_datetime(df_cpi_gold['date']).dt.normalize()\n", + "\n", + "sp = df_sp500[['date', 'adjClose']].copy()\n", + "sp['date'] = pd.to_datetime(sp['date']).dt.normalize()\n", + "sp = sp.sort_values('date').rename(columns={'adjClose': 'sp500'})\n", + "\n", + "df_backtest = pd.merge_asof(\n", + " df_cpi_gold.sort_values('date'),\n", + " sp,\n", + " on='date',\n", + " direction='backward'\n", + ").reset_index(drop=True)\n", + "\n", + "df_backtest = df_backtest[['date', 'cpi', 'gold', 'sp500']]\n", + "df_backtest.tail(5)" + ], + "metadata": { + "id": "SK8FdvoNKyyh" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df_backtest['cpi_pct_change'] = df_cpi_gold['cpi'].pct_change()\n", + "df_backtest['gold_pct_change'] = df_cpi_gold['gold'].pct_change()\n", + "df_backtest['sp500_pct_change'] = df_backtest['sp500'].pct_change()\n", + "df_backtest" + ], + "metadata": { + "id": "070P1qa4K-A8" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df_backtest.dropna(inplace=True)\n", + "df_backtest['quantile_threshold'] = df_backtest['cpi_pct_change'].rolling(window=1000, min_periods=1).quantile(0.8)\n", + "df_backtest['signal'] = (df_backtest['cpi_pct_change'] > df_backtest['quantile_threshold']).shift(3)\n", + "\n", + "df_backtest['strategy_return'] = df_backtest['gold_pct_change'].where(df_backtest['signal'],\n", + " df_backtest['sp500_pct_change'])\n", + "df_backtest" + ], + "metadata": { + "id": "wAy1KWyALLQa" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df_backtest['gold_equity'] = (1 + df_backtest['gold_pct_change']).cumprod()\n", + "df_backtest['sp500_equity'] = (1 + df_backtest['sp500_pct_change']).cumprod()\n", + "df_backtest['strategy_equity'] = (1 + df_backtest['strategy_return']).cumprod()\n", + "\n", + "df_backtest[[\"gold_equity\", \"sp500_equity\", \"strategy_equity\"]].tail(1)" + ], + "metadata": { + "id": "nkJBLrZPLP02" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "required_cols = {'date', 'gold_equity', 'sp500_equity', 'strategy_equity'}\n", + "missing = required_cols - set(df_backtest.columns)\n", + "if missing:\n", + " raise ValueError(f\"Missing required columns in df_backtest: {missing}\")\n", + "\n", + "df_plot_eq = df_backtest.copy()\n", + "df_plot_eq['date'] = pd.to_datetime(df_plot_eq['date'])\n", + "df_plot_eq = df_plot_eq.sort_values('date')\n", + "\n", + "plt.figure(figsize=(11, 6))\n", + "plt.plot(df_plot_eq['date'], df_plot_eq['gold_equity'], label='Gold Equity', linewidth=1.5)\n", + "plt.plot(df_plot_eq['date'], df_plot_eq['sp500_equity'], label='S&P 500 Equity', linewidth=1.5)\n", + "plt.plot(df_plot_eq['date'], df_plot_eq['strategy_equity'], label='Strategy Equity', linewidth=2.0)\n", + "\n", + "plt.title('Equity Curves: Gold vs S&P 500 vs Strategy')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Equity (Cumulative, base=1.0)')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "id": "EkI4ieV4LSNW" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def calculate_max_drawdown(returns):\n", + " wealth_index = (1 + returns).cumprod()\n", + " running_max = wealth_index.cummax()\n", + " drawdown = (wealth_index - running_max) / running_max\n", + " max_drawdown = drawdown.min()\n", + " return max_drawdown\n", + "\n", + "print(f'GOLD has maximum drawdown of {calculate_max_drawdown(df_backtest[\"gold_pct_change\"])}')\n", + "print(f'SP500 has maximum drawdown of {calculate_max_drawdown(df_backtest[\"sp500_pct_change\"])}')\n", + "print(f'Strategy has maximum drawdown of {calculate_max_drawdown(df_backtest[\"strategy_return\"])}')" + ], + "metadata": { + "id": "U9_G9PzyLUyL" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def calculate_sharpe_ratio(returns, risk_free_rate, periods_per_year):\n", + " excess_return = returns - risk_free_rate / periods_per_year\n", + " mean_excess_return = excess_return.mean() * periods_per_year\n", + " vol = excess_return.std() * (periods_per_year ** 0.5)\n", + " sharpe_ratio = mean_excess_return / vol\n", + " return sharpe_ratio\n", + "\n", + "print(f'GOLD has Sharpe Ratio of {calculate_sharpe_ratio(df_backtest[\"gold_pct_change\"], risk_free_rate=0.02, periods_per_year=12)}')\n", + "print(f'SP500 has Sharpe Ratio of {calculate_sharpe_ratio(df_backtest[\"sp500_pct_change\"], risk_free_rate=0.02, periods_per_year=12)}')\n", + "print(f'Strategy has Sharpe Ratio of {calculate_sharpe_ratio(df_backtest[\"strategy_return\"], risk_free_rate=0.02, periods_per_year=12)}')" + ], + "metadata": { + "id": "GGPK2Y6ALXUS" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/notebooks/Optimal_Credit_Spreads_Strategy.ipynb b/notebooks/Optimal_Credit_Spreads_Strategy.ipynb new file mode 100644 index 0000000..3457d26 --- /dev/null +++ b/notebooks/Optimal_Credit_Spreads_Strategy.ipynb @@ -0,0 +1,916 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "## **[Scanning Optimal Credit Spreads](https://medium.com/@crisvelasquez/scanning-optimal-credit-spreads-74c5e772513f)**\n", + "\n", + "> Rank OTM put and call spreads by expected value, probability of profit, IV, delta and pricing in Python.\n", + "\n", + "##### **The Credit Spread Options Strategy**\n", + "A credit spread combines two options: you sell one and buy another at a different strike, same type and expiry. This generates a net premium.\n", + "\n", + "##### **Why buy the second option?**\n", + "Buying the further out-of-the-money option caps your risk. It creates a defined maximum loss, no matter how far the market moves against you.\n", + "\n", + "---\n", + "\n", + "###### **Put credit spread (bull put):**\n", + "\n", + "- Sell a put at strike $K_1$\n", + "- Buy a put at lower strike $K_2$ (so that $K_2$ < $K_1$)\n", + "\n", + "##### **Call credit spread (bear call):**\n", + "\n", + "- Sell a call at strike $K_1$\n", + "- Buy a call at higher strike $K_2$ (so that $K_2$ > $K_1$)\n", + "\n", + "---\n", + "\n", + "#### **Key Metrics**\n", + "\n", + "- **_Net Credit (Premium Collected):_**\n", + "\n", + " > $Credit$ = $P_{sell}$ - $P_{buy}$\n", + "\n", + "- **_Maximum Loss (Capped):_**\n", + "\n", + " > $$\\text{Max Loss} = |K_1 - K_2| - \\text{Credit}$$\n", + "\n", + "- **_Break-Even Price:_**\n", + "\n", + " > Puts: $K_1$ - $Credit$\n", + "\n", + " > Calls: $K_1$ + $Credit$\n", + "\n", + "- **_Return on Risk:_**\n", + "\n", + " > $$\n", + "\\text{Return on Risk} = \\frac{\\text{Credit}}{\\text{Max Loss}}\n", + "$$" + ], + "metadata": { + "id": "Qj0rO5SCfGGR" + } + }, + { + "cell_type": "code", + "source": [ + "!pip install -Uq yfinance" + ], + "metadata": { + "id": "D6yGV4IAe-Hm" + }, + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import yfinance as yf\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "from datetime import datetime, timedelta\n", + "from math import log, sqrt, exp\n", + "from scipy.stats import norm\n", + "\n", + "import plotly.express as px\n", + "import matplotlib.pyplot as plt\n", + "plt.style.use('dark_background')\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# ─── PARAMETERS\n", + "TICKER = '^SPX' #\"^XSP\" # underlying symbol (e.g. \"^XSP\" or \"SPY\"); changing this points the scanner at a different market\n", + "OPTION_TYPE = \"put\" # \"put\" or \"call\"; switches between scanning put-credit spreads (OTM puts) and call-credit spreads (OTM calls)\n", + "MIN_DTE = 1 # minimum days to expiry; ↑ to avoid very short-dated (low gamma, little time decay), ↓ to include them\n", + "MAX_DTE = 90 # maximum days to expiry; ↑ to scan far-out expiries (higher extrinsic value), ↓ to focus on near-term\n", + "N_STD = 1.0 # threshold in standard deviations for a price “safety” band; ↑ widens the band (more conservative), ↓ tightens it\n", + "RISK_FREE = 0.04 # annual risk-free rate used in Black–Scholes; update to current rates—has a small effect on theoretical pricing\n", + "MIN_OI = 100 # minimum open interest; ↑ to require more liquid strikes (fewer legs), ↓ to include less-traded strikes\n", + "MIN_VOL = 20 # minimum volume today; ↑ to filter stale or inactive strikes, ↓ to accept lower-volume legs\n", + "LAST_N_DAYS = 5 # only include options last traded within this many calendar days; ↓ to require fresher trading prints, ↑ to allow older\n", + "MAX_SPREAD_PCT = 0.05 # maximum acceptable bid–ask width as a fraction of strike (e.g. 0.1 = 10%); ↓ for tighter pricing, ↑ to allow wider markets\n", + "POP_METHOD = \"POP\" # \"delta\" uses |Δ| (for calls) or 1−|Δ| (for puts) as approximate POP; \"d2\" uses Φ(d₂) from B–S for theoretical POP\n", + "PRICING_METHOD = \"mid\" # \"mid\" uses midpoint pricing for credit; \"worst\" uses bid for the short leg and ask for the long leg (more conservative)" + ], + "metadata": { + "id": "GvGob_vmljPG" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### **Black-Scholes Helper Functions**\n", + "\n", + "These functions calculate the theoretical price of each option and extract the risk measures: _delta_, _gamma_, _theta_, and _vega_.\n", + "\n", + "Each strike also gets an implied volatility estimate based on current market prices. Implied volatility is solved numerically.\n", + "\n", + "These metrics essentially drive the probability, edge, and risk calculations for every spread in the scan." + ], + "metadata": { + "id": "Ccon-es9lykl" + } + }, + { + "cell_type": "code", + "source": [ + "# ─── BLACK–SCHOLES HELPER FUNCTIONS\n", + "def _d1(S,K,T,r,σ):\n", + " return (log(S/K)+(r+0.5*σ*σ)*T)/(σ*sqrt(T)) if (σ>0 and T>0) else np.nan\n", + "\n", + "def _d2(S,K,T,r,σ):\n", + " d1 = _d1(S,K,T,r,σ)\n", + " return d1 - σ*sqrt(T) if not np.isnan(d1) else np.nan\n", + "\n", + "def bs_price(S,K,T,r,σ,kind):\n", + " d1, d2 = _d1(S,K,T,r,σ), _d2(S,K,T,r,σ)\n", + " if np.isnan(d1) or np.isnan(d2):\n", + " return np.nan\n", + " if kind==\"call\":\n", + " return S*norm.cdf(d1) - K*exp(-r*T)*norm.cdf(d2)\n", + " else:\n", + " return K*exp(-r*T)*norm.cdf(-d2) - S*norm.cdf(-d1)\n", + "\n", + "def implied_vol(mkt_price,S,K,T,r,kind):\n", + " σ = 0.2\n", + " for _ in range(60):\n", + " price = bs_price(S,K,T,r,σ,kind)\n", + " if np.isnan(price):\n", + " return np.nan\n", + " diff = price - mkt_price\n", + " if abs(diff) < 1e-6:\n", + " return max(σ,0)\n", + " d1 = _d1(S,K,T,r,σ)\n", + " vega = S * norm.pdf(d1) * sqrt(T)\n", + " if vega < 1e-8:\n", + " break\n", + " σ -= diff / vega\n", + " return np.nan\n", + "\n", + "def greeks(S,K,T,r,σ,kind):\n", + " if σ<=0 or T<=0:\n", + " return np.nan, np.nan, np.nan, np.nan\n", + " d1, d2 = _d1(S,K,T,r,σ), _d2(S,K,T,r,σ)\n", + " Δ = norm.cdf(d1) if kind==\"call\" else norm.cdf(d1)-1\n", + " Γ = norm.pdf(d1)/(S*σ*sqrt(T))\n", + " V = S*norm.pdf(d1)*sqrt(T)*0.01\n", + " if kind==\"call\":\n", + " Θ = (-S*norm.pdf(d1)*σ/(2*sqrt(T))\n", + " - r*K*exp(-r*T)*norm.cdf(d2)\n", + " )/365\n", + " else:\n", + " Θ = (-S*norm.pdf(d1)*σ/(2*sqrt(T))\n", + " + r*K*exp(-r*T)*norm.cdf(-d2)\n", + " )/365\n", + " return Δ, Γ, Θ, V" + ], + "metadata": { + "id": "3QpbVsxvlvNA" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### **Fetch Options Data**\n", + "\n", + "Compute IV, delta, gamma, theta, and vega for each strike.\n", + "\n", + "Use build_spreads function to pair every valid short leg with a deeper long leg. Filter for realistic pricing.\n", + "\n", + "Then, calculate credit, width, max loss, break-even, POP, EV, and Greek exposures for every spread." + ], + "metadata": { + "id": "XcLh30jlmD7Q" + } + }, + { + "cell_type": "code", + "source": [ + "# ─── FETCH & ENRICH RAW CHAIN\n", + "def load_chain(expiry_str, spot):\n", + " opt = yf.Ticker(TICKER).option_chain(expiry_str)\n", + " raw = opt.puts if OPTION_TYPE==\"put\" else opt.calls\n", + " raw = raw.dropna(subset=[\"bid\",\"ask\",\"strike\",\"openInterest\",\"volume\",\"lastTradeDate\"]).copy()\n", + "\n", + " # 1) filter for recent trading (UTC‐aware)\n", + " raw[\"lastTradeDate\"] = pd.to_datetime(raw[\"lastTradeDate\"])\n", + " cutoff = pd.Timestamp.now(tz=\"UTC\") - timedelta(days=LAST_N_DAYS)\n", + " raw = raw[raw[\"lastTradeDate\"] >= cutoff]\n", + "\n", + " # 2) filter out very low open interest / low volume\n", + " raw = raw[(raw.openInterest >= MIN_OI) & (raw.volume >= MIN_VOL)]\n", + "\n", + " # midpoint for IV guess\n", + " raw[\"mid\"] = (raw.bid + raw.ask) / 2\n", + " T = (datetime.strptime(expiry_str, \"%Y-%m-%d\") - now).days / 365\n", + "\n", + " raw[\"iv\"] = raw[\"delta\"] = raw[\"gamma\"] = raw[\"theta\"] = raw[\"vega\"] = np.nan\n", + " for i, row in raw.iterrows():\n", + " K, m = row.strike, row.mid\n", + " iv = implied_vol(m, spot, K, T, RISK_FREE, OPTION_TYPE)\n", + " Δ,Γ,Θ,V = greeks(spot, K, T, RISK_FREE, iv, OPTION_TYPE)\n", + " raw.at[i,\"iv\"] = iv\n", + " raw.at[i,\"delta\"] = Δ\n", + " raw.at[i,\"gamma\"] = Γ\n", + " raw.at[i,\"theta\"] = Θ\n", + " raw.at[i,\"vega\"] = V\n", + "\n", + " raw[\"expiry\"] = expiry_str\n", + " raw[\"DTE\"] = (datetime.strptime(expiry_str, \"%Y-%m-%d\") - now).days\n", + " return raw.dropna(subset=[\"iv\",\"delta\",\"gamma\"])\n", + "\n", + "\n", + "# ─── BUILD ALL CREDIT SPREADS\n", + "def build_spreads(chain, spot, threshold):\n", + " out = []\n", + " if OPTION_TYPE==\"put\":\n", + " shorts = chain[chain.strike < spot]\n", + " long_filter = lambda df,s: df[df.strike < s]\n", + " pop_sign = 1\n", + " else:\n", + " shorts = chain[chain.strike > spot]\n", + " long_filter = lambda df,s: df[df.strike > s]\n", + " pop_sign = -1\n", + "\n", + " for _, sh in shorts.iterrows():\n", + " if (sh.ask - sh.bid)/sh.strike > MAX_SPREAD_PCT:\n", + " continue\n", + "\n", + " d2 = _d2(spot, sh.strike, sh.DTE/365, RISK_FREE, sh.iv)\n", + "\n", + " # choose POP method\n", + " if POP_METHOD == \"delta\":\n", + " pop = (1 - abs(sh.delta)) if OPTION_TYPE==\"put\" else sh.delta\n", + " else: # \"d2\"\n", + " pop = norm.cdf(pop_sign * d2)\n", + " # old POP via d2, left for reference:\n", + " # pop = norm.cdf(pop_sign * d2)\n", + "\n", + " for _, lg in long_filter(chain, sh.strike).iterrows():\n", + " if (lg.ask - lg.bid)/lg.strike > MAX_SPREAD_PCT:\n", + " continue\n", + "\n", + " # choose pricing method\n", + " if PRICING_METHOD == \"mid\":\n", + " short_price = sh.mid\n", + " long_price = lg.mid\n", + " else:\n", + " # worst-case: sell at bid, buy at ask\n", + " short_price = sh.bid if sh.bid>0 else sh.lastPrice\n", + " long_price = lg.ask if lg.ask>0 else lg.lastPrice\n", + " # old midpoint credit, left for reference:\n", + " # credit = sh.mid - lg.mid\n", + "\n", + " credit = short_price - long_price\n", + " width = abs(sh.strike - lg.strike)\n", + " if credit<=0 or credit>width:\n", + " continue\n", + "\n", + " max_loss = width - credit\n", + " ev = pop*credit - (1-pop)*max_loss\n", + " ev_risk = ev / max_loss\n", + " be = (sh.strike - credit) if OPTION_TYPE==\"put\" else (sh.strike + credit)\n", + " be_pct = abs(be - spot)/spot * 100\n", + " ev_std = ev / abs(be_pct) if be_pct else np.nan\n", + " net_vega = -sh.vega + lg.vega\n", + " net_theta = sh.theta - lg.theta\n", + "\n", + " out.append({\n", + " \"expiry\": sh.expiry,\n", + " \"DTE\": sh.DTE,\n", + " \"short_strike\": sh.strike,\n", + " \"short_price\": round(short_price,3),\n", + " \"short_oi\": int(sh.openInterest),\n", + " \"short_vol\": int(sh.volume),\n", + " \"long_strike\": lg.strike,\n", + " \"long_price\": round(long_price,3),\n", + " \"long_oi\": int(lg.openInterest),\n", + " \"long_vol\": int(lg.volume),\n", + " \"width\": round(width,2),\n", + " \"credit\": round(credit,3),\n", + " \"max_loss\": round(max_loss,3),\n", + " \"break_even\": round(be,3),\n", + " \"break_even_%\": round(be_pct,2),\n", + " \"return_on_risk\": round(credit/max_loss,3),\n", + " \"short_iv\": round(sh.iv,3),\n", + " \"long_iv\": round(lg.iv,3),\n", + " \"iv_skew\": round(sh.iv - lg.iv,3),\n", + " \"short_delta\": round(sh.delta,3),\n", + " \"long_delta\": round(lg.delta,3),\n", + " \"delta_diff\": round(sh.delta - lg.delta,3),\n", + " \"short_gamma\": round(sh.gamma,6),\n", + " \"long_gamma\": round(lg.gamma,6),\n", + " \"short_theta\": round(sh.theta,4),\n", + " \"long_theta\": round(lg.theta,4),\n", + " \"net_theta\": round(net_theta,4),\n", + " \"short_vega\": round(-sh.vega,4),\n", + " \"long_vega\": round(lg.vega,4),\n", + " \"net_vega\": round(net_vega,4),\n", + " \"POP\": round(pop,3),\n", + " \"EV\": round(ev,3),\n", + " \"EV_per_risk\": round(ev_risk,3),\n", + " \"EV_std\": round(ev_std,3),\n", + " \"threshold\": round(threshold,2),\n", + " \"below_threshold\":\"yes\" if sh.strike < threshold else \"no\"\n", + " })\n", + " return out" + ], + "metadata": { + "id": "Hl3M98NlmAm-" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# ─── RUN THE SCAN\n", + "now = datetime.utcnow()\n", + "spot = yf.Ticker(TICKER).history(period=\"1d\")[\"Close\"].iloc[-1]\n", + "\n", + "all_chain, all_spreads = [], []\n", + "opt = yf.Ticker(TICKER)\n", + "\n", + "for expiry in opt.options:\n", + " dte = (datetime.strptime(expiry,\"%Y-%m-%d\") - now).days\n", + " if not (MIN_DTE <= dte <= MAX_DTE):\n", + " continue\n", + "\n", + " ch = load_chain(expiry, spot)\n", + " if ch.empty:\n", + " continue\n", + " all_chain.append(ch)\n", + "\n", + " T = dte/365\n", + " atm_iv = ch.iloc[(ch.strike - spot).abs().argmin()].iv\n", + " thresh = (spot - N_STD*spot*atm_iv*sqrt(T)) if OPTION_TYPE==\"put\" \\\n", + " else (spot + N_STD*spot*atm_iv*sqrt(T))\n", + "\n", + " all_spreads += build_spreads(ch, spot, thresh)\n", + "\n", + "chain = pd.concat(all_chain, ignore_index=True)\n", + "spreads = pd.DataFrame(all_spreads).sort_values(\"EV\", ascending=False)\n", + "\n", + "pd.set_option(\"display.float_format\", lambda x: f\"{x:,.4f}\")\n", + "print(f\"\\n{TICKER} spot ${spot:,.2f} — chain rows: {len(chain)}, spreads: {len(spreads)}\\n\")\n", + "print(chain.head().to_string(index=False))\n", + "print(\"\\n\")\n", + "print(spreads.head(200).to_string(index=False))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YaQMGKqimOCw", + "outputId": "813f737b-7d7d-4e3e-fcc6-0561b80b3b73" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "^SPX spot $6,643.70 — chain rows: 1032, spreads: 28183\n", + "\n", + " contractSymbol lastTradeDate strike lastPrice bid ask change percentChange volume openInterest impliedVolatility inTheMoney contractSize currency mid iv delta gamma theta vega expiry DTE\n", + "SPXW250929P06350000 2025-09-26 20:13:20+00:00 6,350.0000 0.1500 0.1000 0.2000 -0.5700 -79.1667 272.0000 2771 0.1958 False REGULAR USD 0.1500 0.3295 -0.0042 0.0001 -0.7042 0.0429 2025-09-29 1\n", + "SPXW250929P06355000 2025-09-26 20:04:56+00:00 6,355.0000 0.1500 0.1000 0.2500 -0.5500 -78.5714 63.0000 234 0.1978 False REGULAR USD 0.1750 0.3298 -0.0048 0.0001 -0.7989 0.0487 2025-09-29 1\n", + "SPXW250929P06360000 2025-09-26 20:12:47+00:00 6,360.0000 0.2000 0.1000 0.2500 -0.5500 -73.3333 88.0000 316 0.1946 False REGULAR USD 0.1750 0.3246 -0.0049 0.0001 -0.7965 0.0493 2025-09-29 1\n", + "SPXW250929P06365000 2025-09-26 20:13:56+00:00 6,365.0000 0.2000 0.1000 0.2500 -0.6500 -76.4706 701.0000 140 0.1915 False REGULAR USD 0.1750 0.3194 -0.0050 0.0001 -0.7941 0.0500 2025-09-29 1\n", + "SPXW250929P06370000 2025-09-26 20:01:59+00:00 6,370.0000 0.1500 0.1500 0.2500 -0.6500 -81.2500 322.0000 356 0.1885 False REGULAR USD 0.2000 0.3189 -0.0056 0.0001 -0.8847 0.0557 2025-09-29 1\n", + "\n", + "\n", + " expiry DTE short_strike short_price short_oi short_vol long_strike long_price long_oi long_vol width credit max_loss break_even break_even_% return_on_risk short_iv long_iv iv_skew short_delta long_delta delta_diff short_gamma long_gamma short_theta long_theta net_theta short_vega long_vega net_vega POP EV EV_per_risk EV_std threshold below_threshold\n", + "2025-10-17 19 6,640.0000 67.6500 253 106 6,635.0000 64.6000 492 36 5.0000 3.0500 1.9500 6,636.9500 0.1000 1.5640 0.1260 0.1250 0.0010 -0.4580 -0.4470 -0.0110 0.0021 0.0021 -1.6530 -1.6354 -0.0177 -6.0131 5.9936 -0.0196 0.5310 0.7040 0.3610 6.9320 6,457.0400 no\n", + "2025-10-17 19 6,600.0000 54.8000 1089 381 6,595.0000 52.1500 202 38 5.0000 2.6500 2.3500 6,597.3500 0.7000 1.1280 0.1330 0.1320 0.0010 -0.3820 -0.3710 -0.0110 0.0019 0.0019 -1.7438 -1.7155 -0.0283 -5.7800 5.7299 -0.0501 0.6070 0.6830 0.2900 0.9780 6,457.0400 no\n", + "2025-10-17 19 6,580.0000 49.4000 314 77 6,575.0000 46.9500 2824 73 5.0000 2.4500 2.5500 6,577.5500 1.0000 0.9610 0.1370 0.1360 0.0010 -0.3480 -0.3380 -0.0100 0.0018 0.0018 -1.7617 -1.7290 -0.0327 -5.6034 5.5409 -0.0626 0.6400 0.6510 0.2550 0.6540 6,457.0400 no\n", + "2025-10-17 19 6,560.0000 44.6000 404 65 6,555.0000 42.3500 170 26 5.0000 2.2500 2.7500 6,557.7500 1.2900 0.8180 0.1410 0.1400 0.0010 -0.3170 -0.3070 -0.0100 0.0017 0.0017 -1.7649 -1.7287 -0.0362 -5.4005 5.3277 -0.0727 0.6710 0.6060 0.2210 0.4690 6,457.0400 no\n", + "2025-10-17 19 6,490.0000 31.6500 221 81 6,485.0000 29.8500 354 33 5.0000 1.8000 3.2000 6,488.2000 2.3400 0.5620 0.1540 0.1530 0.0010 -0.2290 -0.2210 -0.0090 0.0013 0.0013 -1.6940 -1.6445 -0.0495 -4.5925 4.4948 -0.0977 0.7600 0.6010 0.1880 0.2570 6,457.0400 no\n", + "2025-10-17 19 6,535.0000 39.3500 284 59 6,530.0000 37.3000 199 33 5.0000 2.0500 2.9500 6,532.9500 1.6700 0.6950 0.1460 0.1440 0.0010 -0.2820 -0.2730 -0.0090 0.0015 0.0015 -1.7520 -1.7113 -0.0408 -5.1224 5.0392 -0.0832 0.7060 0.5820 0.1970 0.3490 6,457.0400 no\n", + "2025-10-17 19 6,570.0000 46.9500 208 66 6,565.0000 44.6500 423 27 5.0000 2.3000 2.7000 6,567.7000 1.1400 0.8520 0.1390 0.1380 0.0010 -0.3320 -0.3220 -0.0100 0.0017 0.0017 -1.7656 -1.7326 -0.0330 -5.5049 5.4378 -0.0672 0.6560 0.5800 0.2150 0.5070 6,457.0400 no\n", + "2025-10-17 19 6,390.0000 19.9000 595 22 6,385.0000 18.7000 914 50 5.0000 1.2000 3.8000 6,388.8000 3.8400 0.3160 0.1730 0.1720 0.0010 -0.1450 -0.1390 -0.0060 0.0009 0.0008 -1.4664 -1.4133 -0.0531 -3.4549 3.3537 -0.1013 0.8460 0.4290 0.1130 0.1120 6,457.0400 yes\n", + "2025-10-17 19 6,450.0000 26.1500 2838 260 6,445.0000 24.7500 718 148 5.0000 1.4000 3.6000 6,448.6000 2.9400 0.3890 0.1620 0.1610 0.0010 -0.1900 -0.1830 -0.0070 0.0011 0.0011 -1.6114 -1.5650 -0.0464 -4.1179 4.0219 -0.0960 0.7990 0.3970 0.1100 0.1350 6,457.0400 yes\n", + "2025-10-17 19 6,375.0000 18.5000 796 126 6,370.0000 17.4500 549 85 5.0000 1.0500 3.9500 6,373.9500 4.0600 0.2660 0.1760 0.1750 0.0010 -0.1350 -0.1300 -0.0060 0.0008 0.0008 -1.4214 -1.3728 -0.0486 -3.2932 3.1984 -0.0948 0.8560 0.3300 0.0840 0.0810 6,457.0400 yes\n", + "2025-10-17 19 6,250.0000 10.8500 833 77 6,245.0000 10.1000 283 23 5.0000 0.7500 4.2500 6,249.2500 5.9400 0.1760 0.1990 0.1970 0.0020 -0.0780 -0.0740 -0.0040 0.0005 0.0005 -1.1016 -1.0496 -0.0520 -2.2183 2.1295 -0.0887 0.9150 0.3240 0.0760 0.0550 6,457.0400 yes\n", + "2025-10-17 19 6,275.0000 12.0000 463 189 6,270.0000 11.2500 777 84 5.0000 0.7500 4.2500 6,274.2500 5.5600 0.1760 0.1940 0.1930 0.0010 -0.0870 -0.0830 -0.0040 0.0005 0.0005 -1.1607 -1.1125 -0.0483 -2.4006 2.3147 -0.0859 0.9060 0.2790 0.0660 0.0500 6,457.0400 yes\n", + "2025-12-19 82 6,200.0000 67.7000 2282 31 6,195.0000 66.4000 303 29 5.0000 1.3000 3.7000 6,198.7000 6.7000 0.3510 0.1980 0.1970 0.0000 -0.1890 -0.1870 -0.0030 0.0004 0.0004 -0.8820 -0.8737 -0.0082 -8.5242 8.4510 -0.0733 0.7840 0.2220 0.0600 0.0330 6,189.1900 no\n", + "2025-12-19 82 6,270.0000 76.5500 269 28 6,265.0000 75.1500 118 33 5.0000 1.4000 3.6000 6,268.6000 5.6500 0.3890 0.1900 0.1890 0.0000 -0.2150 -0.2120 -0.0030 0.0005 0.0005 -0.8997 -0.8924 -0.0072 -9.2042 9.1335 -0.0707 0.7580 0.1880 0.0520 0.0330 6,189.1900 no\n", + "2025-11-21 54 5,225.0000 7.1000 726 22 5,220.0000 6.8500 363 21 5.0000 0.2500 4.7500 5,224.7500 21.3600 0.0530 0.3280 0.3270 0.0010 -0.0220 -0.0210 -0.0010 0.0001 0.0001 -0.3881 -0.3777 -0.0104 -1.3346 1.3019 -0.0327 0.9710 0.1030 0.0220 0.0050 6,288.6900 yes\n", + "2025-10-17 19 6,490.0000 31.6500 221 81 6,480.0000 29.1500 4166 56 10.0000 2.5000 7.5000 6,487.5000 2.3500 0.3330 0.1540 0.1540 0.0000 -0.2290 -0.2150 -0.0140 0.0013 0.0013 -1.6940 -1.6356 -0.0584 -4.5925 4.4348 -0.1578 0.7600 0.1010 0.0130 0.0430 6,457.0400 no\n", + "2025-10-17 19 6,375.0000 18.5000 796 126 6,365.0000 17.0000 721 20 10.0000 1.5000 8.5000 6,373.5000 4.0700 0.1760 0.1760 0.1750 0.0000 -0.1350 -0.1260 -0.0090 0.0008 0.0008 -1.4214 -1.3562 -0.0652 -3.2932 3.1439 -0.1493 0.8560 0.0600 0.0070 0.0150 6,457.0400 yes\n", + "2025-10-17 19 6,100.0000 6.3500 2703 130 6,095.0000 6.0500 208 42 5.0000 0.3000 4.7000 6,099.7000 8.1900 0.0640 0.2280 0.2280 0.0000 -0.0440 -0.0420 -0.0020 0.0003 0.0003 -0.8141 -0.7868 -0.0273 -1.4105 1.3654 -0.0451 0.9510 0.0550 0.0120 0.0070 6,457.0400 yes\n", + "2025-10-17 19 6,250.0000 10.8500 833 77 6,240.0000 9.9500 2509 54 10.0000 0.9000 9.1000 6,249.1000 5.9400 0.0990 0.1990 0.1980 0.0000 -0.0780 -0.0730 -0.0050 0.0005 0.0005 -1.1016 -1.0422 -0.0594 -2.2183 2.1008 -0.1175 0.9150 0.0480 0.0050 0.0080 6,457.0400 yes\n", + "2025-11-21 54 5,250.0000 7.4000 4314 31 5,240.0000 7.0500 365 43 10.0000 0.3500 9.6500 5,249.6500 20.9800 0.0360 0.3240 0.3240 0.0000 -0.0230 -0.0220 -0.0010 0.0001 0.0001 -0.3990 -0.3849 -0.0141 -1.3871 1.3392 -0.0479 0.9690 0.0440 0.0050 0.0020 6,288.6900 yes\n", + "2025-10-17 19 6,605.0000 56.2000 129 49 6,595.0000 52.1500 202 38 10.0000 4.0500 5.9500 6,600.9500 0.6400 0.6810 0.1320 0.1320 0.0000 -0.3910 -0.3710 -0.0190 0.0019 0.0019 -1.7353 -1.7155 -0.0198 -5.8186 5.7299 -0.0887 0.5980 0.0270 0.0050 0.0420 6,457.0400 no\n", + "2025-10-17 19 6,560.0000 44.6000 404 65 6,550.0000 41.3000 9411 1011 10.0000 3.3000 6.7000 6,556.7000 1.3100 0.4930 0.1410 0.1410 0.0000 -0.3170 -0.3000 -0.0170 0.0017 0.0016 -1.7649 -1.7273 -0.0376 -5.4005 5.2720 -0.1285 0.6710 0.0130 0.0020 0.0100 6,457.0400 no\n", + "2025-09-29 1 6,355.0000 0.1750 234 63 6,350.0000 0.1500 2771 272 5.0000 0.0250 4.9750 6,354.9750 4.3500 0.0050 0.3300 0.3300 0.0000 -0.0050 -0.0040 -0.0010 0.0001 0.0001 -0.7989 -0.7042 -0.0946 -0.0487 0.0429 -0.0057 0.9950 -0.0000 -0.0000 -0.0000 6,607.3200 yes\n", + "2025-09-29 1 6,370.0000 0.2000 356 322 6,365.0000 0.1750 140 701 5.0000 0.0250 4.9750 6,369.9750 4.1200 0.0050 0.3190 0.3190 -0.0010 -0.0060 -0.0050 -0.0010 0.0001 0.0001 -0.8847 -0.7941 -0.0906 -0.0557 0.0500 -0.0058 0.9940 -0.0040 -0.0010 -0.0010 6,607.3200 yes\n", + "2025-10-17 19 6,450.0000 26.1500 2838 260 6,440.0000 24.1500 1364 3864 10.0000 2.0000 8.0000 6,448.0000 2.9500 0.2500 0.1620 0.1620 0.0000 -0.1900 -0.1790 -0.0110 0.0011 0.0011 -1.6114 -1.5523 -0.0591 -4.1179 3.9626 -0.1554 0.7990 -0.0050 -0.0010 -0.0020 6,457.0400 yes\n", + "2025-09-29 1 6,400.0000 0.2250 2796 1302 6,395.0000 0.2000 335 204 5.0000 0.0250 4.9750 6,399.9750 3.6700 0.0050 0.2910 0.2920 -0.0010 -0.0070 -0.0060 -0.0010 0.0002 0.0002 -0.9557 -0.8701 -0.0856 -0.0660 0.0598 -0.0062 0.9930 -0.0100 -0.0020 -0.0030 6,607.3200 yes\n", + "2025-09-29 1 6,455.0000 0.3500 284 433 6,450.0000 0.3000 6494 1245 5.0000 0.0500 4.9500 6,454.9500 2.8400 0.0100 0.2450 0.2460 -0.0010 -0.0120 -0.0100 -0.0020 0.0004 0.0003 -1.3076 -1.1597 -0.1479 -0.1075 0.0950 -0.0124 0.9880 -0.0110 -0.0020 -0.0040 6,607.3200 yes\n", + "2025-09-29 1 6,405.0000 0.2500 244 204 6,400.0000 0.2250 2796 1302 5.0000 0.0250 4.9750 6,404.9750 3.5900 0.0050 0.2890 0.2910 -0.0020 -0.0080 -0.0070 -0.0010 0.0002 0.0002 -1.0386 -0.9557 -0.0829 -0.0722 0.0660 -0.0062 0.9920 -0.0140 -0.0030 -0.0040 6,607.3200 yes\n", + "2025-09-30 2 6,350.0000 0.6250 4570 139 6,345.0000 0.5750 280 41 5.0000 0.0500 4.9500 6,349.9500 4.4200 0.0100 0.2770 0.2780 -0.0010 -0.0130 -0.0120 -0.0010 0.0002 0.0002 -1.1352 -1.0649 -0.0703 -0.1652 0.1544 -0.0108 0.9860 -0.0190 -0.0040 -0.0040 6,585.8500 yes\n", + "2025-10-17 19 6,225.0000 9.8000 900 20 6,215.0000 9.0500 2656 57 10.0000 0.7500 9.2500 6,224.2500 6.3100 0.0810 0.2030 0.2030 0.0000 -0.0710 -0.0660 -0.0050 0.0004 0.0004 -1.0423 -0.9901 -0.0522 -2.0468 1.9431 -0.1037 0.9230 -0.0200 -0.0020 -0.0030 6,457.0400 yes\n", + "2025-10-03 5 6,125.0000 0.6250 651 146 6,120.0000 0.6000 170 165 5.0000 0.0250 4.9750 6,124.9750 7.8100 0.0050 0.2930 0.2940 -0.0010 -0.0080 -0.0080 -0.0000 0.0001 0.0001 -0.5034 -0.4877 -0.0157 -0.1737 0.1676 -0.0061 0.9910 -0.0200 -0.0040 -0.0030 6,549.5400 yes\n", + "2025-09-30 2 6,280.0000 0.4500 270 41 6,275.0000 0.4250 4386 242 5.0000 0.0250 4.9750 6,279.9750 5.4700 0.0050 0.3210 0.3230 -0.0020 -0.0080 -0.0080 -0.0000 0.0001 0.0001 -0.9060 -0.8667 -0.0393 -0.1135 0.1080 -0.0055 0.9910 -0.0200 -0.0040 -0.0040 6,585.8500 yes\n", + "2025-09-29 1 6,430.0000 0.2750 221 546 6,425.0000 0.2500 402 355 5.0000 0.0250 4.9750 6,429.9750 3.2200 0.0050 0.2650 0.2670 -0.0020 -0.0090 -0.0080 -0.0010 0.0003 0.0002 -1.1004 -1.0221 -0.0783 -0.0835 0.0769 -0.0066 0.9910 -0.0210 -0.0040 -0.0070 6,607.3200 yes\n", + "2025-09-30 2 6,290.0000 0.4750 404 37 6,285.0000 0.4500 222 32 5.0000 0.0250 4.9750 6,289.9750 5.3200 0.0050 0.3160 0.3170 -0.0020 -0.0090 -0.0090 -0.0000 0.0002 0.0001 -0.9420 -0.9036 -0.0384 -0.1202 0.1147 -0.0056 0.9900 -0.0230 -0.0050 -0.0040 6,585.8500 yes\n", + "2025-09-29 1 6,435.0000 0.3000 992 265 6,430.0000 0.2750 221 546 5.0000 0.0250 4.9750 6,434.9750 3.1400 0.0050 0.2620 0.2650 -0.0030 -0.0100 -0.0090 -0.0010 0.0003 0.0003 -1.1763 -1.1004 -0.0758 -0.0902 0.0835 -0.0067 0.9900 -0.0250 -0.0050 -0.0080 6,607.3200 yes\n", + "2025-11-21 54 5,700.0000 14.8500 303 49 5,690.0000 14.2500 348 48 10.0000 0.6000 9.4000 5,699.4000 14.2100 0.0640 0.2610 0.2610 -0.0000 -0.0510 -0.0490 -0.0020 0.0002 0.0002 -0.6094 -0.5927 -0.0166 -2.6808 2.6060 -0.0749 0.9370 -0.0250 -0.0030 -0.0020 6,288.6900 yes\n", + "2025-09-30 2 6,365.0000 0.6750 364 399 6,360.0000 0.6250 329 63 5.0000 0.0500 4.9500 6,364.9500 4.2000 0.0100 0.2680 0.2690 -0.0010 -0.0140 -0.0130 -0.0010 0.0003 0.0003 -1.1949 -1.1273 -0.0676 -0.1802 0.1692 -0.0111 0.9850 -0.0260 -0.0050 -0.0060 6,585.8500 yes\n", + "2025-09-30 2 6,300.0000 0.5000 7221 432 6,295.0000 0.4750 483 365 5.0000 0.0250 4.9750 6,299.9750 5.1700 0.0050 0.3100 0.3120 -0.0020 -0.0100 -0.0090 -0.0000 0.0002 0.0002 -0.9770 -0.9395 -0.0375 -0.1272 0.1215 -0.0057 0.9900 -0.0260 -0.0050 -0.0050 6,585.8500 yes\n", + "2025-09-29 1 6,360.0000 0.1750 316 88 6,350.0000 0.1500 2771 272 10.0000 0.0250 9.9750 6,359.9750 4.2700 0.0030 0.3250 0.3300 -0.0050 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0.7250 447 98 5.0000 0.0250 4.9750 6,174.9750 7.0600 0.0050 0.2740 0.2750 -0.0010 -0.0100 -0.0100 -0.0000 0.0001 0.0001 -0.5728 -0.5584 -0.0144 -0.2120 0.2056 -0.0064 0.9890 -0.0310 -0.0060 -0.0040 6,549.5400 yes\n", + "2025-09-29 1 6,370.0000 0.2000 356 322 6,360.0000 0.1750 316 88 10.0000 0.0250 9.9750 6,369.9750 4.1200 0.0030 0.3190 0.3250 -0.0060 -0.0060 -0.0050 -0.0010 0.0001 0.0001 -0.8847 -0.7965 -0.0882 -0.0557 0.0493 -0.0065 0.9940 -0.0340 -0.0030 -0.0080 6,607.3200 yes\n", + "2025-09-30 2 6,380.0000 0.7250 1143 342 6,375.0000 0.6750 2255 1741 5.0000 0.0500 4.9500 6,379.9500 3.9700 0.0100 0.2570 0.2590 -0.0020 -0.0160 -0.0150 -0.0010 0.0003 0.0003 -1.2508 -1.1859 -0.0649 -0.1961 0.1848 -0.0114 0.9830 -0.0340 -0.0070 -0.0080 6,585.8500 yes\n", + "2025-09-29 1 6,485.0000 0.4500 307 1031 6,480.0000 0.4000 1558 1599 5.0000 0.0500 4.9500 6,484.9500 2.3900 0.0100 0.2180 0.2200 -0.0020 -0.0160 -0.0150 -0.0020 0.0005 0.0005 -1.5453 -1.4153 -0.1300 -0.1428 0.1294 -0.0133 0.9830 -0.0350 -0.0070 -0.0150 6,607.3200 yes\n", + "2025-09-29 1 6,375.0000 0.2000 3780 19472 6,365.0000 0.1750 140 701 10.0000 0.0250 9.9750 6,374.9750 4.0400 0.0030 0.3140 0.3190 -0.0060 -0.0060 -0.0050 -0.0010 0.0001 0.0001 -0.8819 -0.7941 -0.0878 -0.0565 0.0500 -0.0066 0.9940 -0.0350 -0.0030 -0.0090 6,607.3200 yes\n", + "2025-10-17 19 5,810.0000 3.2000 2329 26 5,805.0000 3.1250 309 61 5.0000 0.0750 4.9250 5,809.9250 12.5500 0.0150 0.2930 0.2940 -0.0010 -0.0190 -0.0190 -0.0000 0.0001 0.0001 -0.5341 -0.5249 -0.0092 -0.7109 0.6974 -0.0136 0.9770 -0.0380 -0.0080 -0.0030 6,457.0400 yes\n", + "2025-10-03 5 6,050.0000 0.4750 436 962 6,040.0000 0.4500 133 118 10.0000 0.0250 9.9750 6,049.9750 8.9400 0.0030 0.3220 0.3250 -0.0030 -0.0060 -0.0060 -0.0000 0.0001 0.0001 -0.4116 -0.3947 -0.0169 -0.1294 0.1229 -0.0065 0.9930 -0.0400 -0.0040 -0.0040 6,549.5400 yes\n", + "2025-09-29 1 6,470.0000 0.3750 627 794 6,465.0000 0.3500 492 1198 5.0000 0.0250 4.9750 6,469.9750 2.6100 0.0050 0.2300 0.2340 -0.0040 -0.0130 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0.2000 935 196 10.0000 0.0250 9.9750 6,399.9750 3.6700 0.0030 0.2910 0.2980 -0.0070 -0.0070 -0.0060 -0.0010 0.0002 0.0002 -0.9557 -0.8731 -0.0826 -0.0660 0.0589 -0.0071 0.9930 -0.0460 -0.0050 -0.0130 6,607.3200 yes\n", + "2025-09-29 1 6,495.0000 0.5000 356 1151 6,490.0000 0.4500 428 2012 5.0000 0.0500 4.9500 6,494.9500 2.2400 0.0100 0.2090 0.2120 -0.0030 -0.0190 -0.0170 -0.0020 0.0006 0.0006 -1.6575 -1.5349 -0.1225 -0.1595 0.1458 -0.0137 0.9810 -0.0460 -0.0090 -0.0210 6,607.3200 yes\n", + "2025-09-30 2 6,430.0000 0.9750 976 614 6,425.0000 0.9000 3035 1293 5.0000 0.0750 4.9250 6,429.9250 3.2200 0.0150 0.2250 0.2260 -0.0020 -0.0230 -0.0220 -0.0020 0.0005 0.0005 -1.5111 -1.4263 -0.0848 -0.2721 0.2550 -0.0172 0.9760 -0.0470 -0.0100 -0.0150 6,585.8500 yes\n", + "2025-10-01 3 6,365.0000 0.9500 119 223 6,360.0000 0.9000 161 47 5.0000 0.0500 4.9500 6,364.9500 4.2000 0.0100 0.2300 0.2320 -0.0020 -0.0190 -0.0180 -0.0010 0.0003 0.0003 -1.0423 -1.0023 -0.0400 -0.2755 0.2629 -0.0126 0.9800 -0.0480 -0.0100 -0.0120 6,572.9100 yes\n", + "2025-09-29 1 6,475.0000 0.4000 802 22191 6,470.0000 0.3750 627 794 5.0000 0.0250 4.9750 6,474.9750 2.5400 0.0050 0.2260 0.2300 -0.0040 -0.0140 -0.0130 -0.0010 0.0005 0.0004 -1.4240 -1.3600 -0.0640 -0.1268 0.1191 -0.0077 0.9850 -0.0490 -0.0100 -0.0190 6,607.3200 yes\n", + "2025-10-17 19 6,455.0000 26.7500 177 64 6,445.0000 24.7500 718 148 10.0000 2.0000 8.0000 6,453.0000 2.8700 0.2500 0.1610 0.1610 0.0000 -0.1950 -0.1830 -0.0110 0.0011 0.0011 -1.6217 -1.5650 -0.0567 -4.1754 4.0219 -0.1534 0.7950 -0.0500 -0.0060 -0.0170 6,457.0400 yes\n", + "2025-09-29 1 6,435.0000 0.3000 992 265 6,425.0000 0.2500 402 355 10.0000 0.0500 9.9500 6,434.9500 3.1400 0.0050 0.2620 0.2670 -0.0050 -0.0100 -0.0080 -0.0020 0.0003 0.0002 -1.1763 -1.0221 -0.1542 -0.0902 0.0769 -0.0133 0.9900 -0.0510 -0.0050 -0.0160 6,607.3200 yes\n", + "2025-10-01 3 6,330.0000 0.7750 263 32 6,325.0000 0.7500 145 34 5.0000 0.0250 4.9750 6,329.9750 4.7200 0.0050 0.2480 0.2500 -0.0020 -0.0150 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5,630.0000 2.2500 312 100 10.0000 0.1000 9.9000 5,639.9000 15.1100 0.0100 0.3320 0.3340 -0.0010 -0.0130 -0.0130 -0.0010 0.0001 0.0001 -0.4354 -0.4213 -0.0141 -0.5088 0.4907 -0.0182 0.9840 -0.0580 -0.0060 -0.0040 6,457.0400 yes\n", + "2025-09-30 2 6,265.0000 0.4250 194 25 6,255.0000 0.4000 273 260 10.0000 0.0250 9.9750 6,264.9750 5.7000 0.0030 0.3310 0.3370 -0.0050 -0.0080 -0.0070 -0.0010 0.0001 0.0001 -0.8710 -0.8326 -0.0384 -0.1059 0.0996 -0.0063 0.9920 -0.0590 -0.0060 -0.0100 6,585.8500 yes\n", + "2025-10-03 5 6,120.0000 0.6000 170 165 6,110.0000 0.5750 705 152 10.0000 0.0250 9.9750 6,119.9750 7.8800 0.0030 0.2940 0.2980 -0.0040 -0.0080 -0.0070 -0.0000 0.0001 0.0001 -0.4877 -0.4726 -0.0151 -0.1676 0.1604 -0.0072 0.9910 -0.0610 -0.0060 -0.0080 6,549.5400 yes\n", + "2025-09-29 1 6,370.0000 0.2000 356 322 6,355.0000 0.1750 234 63 15.0000 0.0250 14.9750 6,369.9750 4.1200 0.0020 0.3190 0.3300 -0.0110 -0.0060 -0.0050 -0.0010 0.0001 0.0001 -0.8847 -0.7989 -0.0859 -0.0557 0.0487 -0.0071 0.9940 -0.0630 -0.0040 -0.0150 6,607.3200 yes\n", + "2025-09-30 2 6,390.0000 0.7500 377 78 6,385.0000 0.7250 345 46 5.0000 0.0250 4.9750 6,389.9750 3.8200 0.0050 0.2500 0.2530 -0.0030 -0.0170 -0.0160 -0.0010 0.0003 0.0003 -1.2747 -1.2458 -0.0289 -0.2058 0.1987 -0.0071 0.9820 -0.0630 -0.0130 -0.0170 6,585.8500 yes\n", + "2025-10-17 19 5,720.0000 2.7500 209 21 5,710.0000 2.6250 553 21 10.0000 0.1250 9.8750 5,719.8750 13.9100 0.0130 0.3150 0.3160 -0.0010 -0.0160 -0.0150 -0.0010 0.0001 0.0001 -0.4848 -0.4683 -0.0166 -0.5996 0.5772 -0.0224 0.9810 -0.0640 -0.0060 -0.0050 6,457.0400 yes\n", + "2025-09-29 1 6,375.0000 0.2000 3780 19472 6,360.0000 0.1750 316 88 15.0000 0.0250 14.9750 6,374.9750 4.0400 0.0020 0.3140 0.3250 -0.0110 -0.0060 -0.0050 -0.0010 0.0001 0.0001 -0.8819 -0.7965 -0.0854 -0.0565 0.0493 -0.0072 0.9940 -0.0650 -0.0040 -0.0160 6,607.3200 yes\n", + "2025-10-03 5 6,130.0000 0.6250 129 228 6,120.0000 0.6000 170 165 10.0000 0.0250 9.9750 6,129.9750 7.7300 0.0030 0.2910 0.2940 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6,390.0000 0.7500 377 78 5.0000 0.0250 4.9750 6,394.9750 3.7400 0.0050 0.2470 0.2500 -0.0030 -0.0180 -0.0170 -0.0010 0.0004 0.0003 -1.3030 -1.2747 -0.0282 -0.2130 0.2058 -0.0072 0.9820 -0.0670 -0.0130 -0.0180 6,585.8500 yes\n", + "2025-09-29 1 6,430.0000 0.2750 221 546 6,420.0000 0.2500 322 161 10.0000 0.0250 9.9750 6,429.9750 3.2200 0.0030 0.2650 0.2730 -0.0080 -0.0090 -0.0080 -0.0010 0.0003 0.0002 -1.1004 -1.0264 -0.0741 -0.0835 0.0756 -0.0079 0.9910 -0.0670 -0.0070 -0.0210 6,607.3200 yes\n", + "2025-09-29 1 6,405.0000 0.2500 244 204 6,390.0000 0.2000 935 196 15.0000 0.0500 14.9500 6,404.9500 3.5900 0.0030 0.2890 0.2980 -0.0080 -0.0080 -0.0060 -0.0020 0.0002 0.0002 -1.0386 -0.8731 -0.1655 -0.0722 0.0589 -0.0132 0.9920 -0.0680 -0.0050 -0.0190 6,607.3200 yes\n", + "2025-09-29 1 6,370.0000 0.2000 356 322 6,350.0000 0.1500 2771 272 20.0000 0.0500 19.9500 6,369.9500 4.1200 0.0030 0.3190 0.3300 -0.0110 -0.0060 -0.0040 -0.0010 0.0001 0.0001 -0.8847 -0.7042 -0.1805 -0.0557 0.0429 -0.0128 0.9940 -0.0680 -0.0030 -0.0160 6,607.3200 yes\n", + "2025-10-03 5 6,190.0000 0.8000 135 85 6,180.0000 0.7500 241 672 10.0000 0.0500 9.9500 6,189.9500 6.8300 0.0050 0.2680 0.2710 -0.0030 -0.0110 -0.0100 -0.0010 0.0001 0.0001 -0.5998 -0.5716 -0.0281 -0.2268 0.2137 -0.0131 0.9880 -0.0700 -0.0070 -0.0100 6,549.5400 yes\n", + "2025-09-29 1 6,410.0000 0.2500 1899 547 6,395.0000 0.2000 335 204 15.0000 0.0500 14.9500 6,409.9500 3.5200 0.0030 0.2840 0.2920 -0.0090 -0.0080 -0.0060 -0.0020 0.0002 0.0002 -1.0346 -0.8701 -0.1645 -0.0733 0.0598 -0.0135 0.9920 -0.0700 -0.0050 -0.0200 6,607.3200 yes\n", + "2025-10-03 5 6,140.0000 0.6500 588 276 6,130.0000 0.6250 129 228 10.0000 0.0250 9.9750 6,139.9750 7.5800 0.0030 0.2870 0.2910 -0.0040 -0.0090 -0.0080 -0.0000 0.0001 0.0001 -0.5169 -0.5025 -0.0145 -0.1824 0.1749 -0.0074 0.9910 -0.0700 -0.0070 -0.0090 6,549.5400 yes\n", + "2025-10-01 3 6,395.0000 1.1250 287 599 6,390.0000 1.0750 340 641 5.0000 0.0500 4.9500 6,394.9500 3.7400 0.0100 0.2140 0.2160 -0.0020 -0.0230 -0.0220 -0.0010 0.0004 0.0004 -1.1613 -1.1255 -0.0357 -0.3302 0.3168 -0.0134 0.9760 -0.0710 -0.0140 -0.0190 6,572.9100 yes\n", + "2025-10-17 19 5,790.0000 3.1750 181 45 5,780.0000 3.0250 194 31 10.0000 0.1500 9.8500 5,789.8500 12.8500 0.0150 0.2990 0.3000 -0.0010 -0.0190 -0.0180 -0.0010 0.0001 0.0001 -0.5338 -0.5151 -0.0187 -0.6958 0.6691 -0.0267 0.9780 -0.0710 -0.0070 -0.0060 6,457.0400 yes\n", + "2025-09-30 2 6,290.0000 0.4750 404 37 6,280.0000 0.4500 270 41 10.0000 0.0250 9.9750 6,289.9750 5.3200 0.0030 0.3160 0.3210 -0.0060 -0.0090 -0.0080 -0.0010 0.0002 0.0001 -0.9420 -0.9060 -0.0360 -0.1202 0.1135 -0.0067 0.9900 -0.0710 -0.0070 -0.0130 6,585.8500 yes\n", + "2025-09-30 2 6,405.0000 0.8000 352 27 6,400.0000 0.7750 11563 1162 5.0000 0.0250 4.9750 6,404.9750 3.5900 0.0050 0.2400 0.2430 -0.0030 -0.0190 -0.0180 -0.0010 0.0004 0.0004 -1.3246 -1.2973 -0.0272 -0.2234 0.2159 -0.0075 0.9810 -0.0720 -0.0140 -0.0200 6,585.8500 yes\n", + "2025-09-30 2 6,295.0000 0.4750 483 365 6,285.0000 0.4500 222 32 10.0000 0.0250 9.9750 6,294.9750 5.2500 0.0030 0.3120 0.3170 -0.0060 -0.0090 -0.0090 -0.0010 0.0002 0.0001 -0.9395 -0.9036 -0.0359 -0.1215 0.1147 -0.0068 0.9900 -0.0730 -0.0070 -0.0140 6,585.8500 yes\n", + "2025-10-01 3 6,290.0000 0.6500 110 30 6,280.0000 0.6000 173 26 10.0000 0.0500 9.9500 6,289.9500 5.3200 0.0050 0.2690 0.2730 -0.0040 -0.0120 -0.0110 -0.0010 0.0002 0.0002 -0.8081 -0.7615 -0.0466 -0.1823 0.1693 -0.0130 0.9880 -0.0730 -0.0070 -0.0140 6,572.9100 yes\n", + "2025-09-29 1 6,455.0000 0.3500 284 433 6,445.0000 0.3000 781 1039 10.0000 0.0500 9.9500 6,454.9500 2.8400 0.0050 0.2450 0.2510 -0.0060 -0.0120 -0.0100 -0.0020 0.0004 0.0003 -1.3076 -1.1653 -0.1423 -0.1075 0.0933 -0.0141 0.9880 -0.0730 -0.0070 -0.0260 6,607.3200 yes\n", + "2025-10-17 19 5,755.0000 2.8500 313 21 5,750.0000 2.8250 10752 54 5.0000 0.0250 4.9750 5,754.9750 13.3800 0.0050 0.3050 0.3070 -0.0010 -0.0170 -0.0170 -0.0000 0.0001 0.0001 -0.4945 -0.4916 -0.0028 -0.6310 0.6249 -0.0061 0.9800 -0.0740 -0.0150 -0.0060 6,457.0400 yes\n", + "2025-10-03 5 6,150.0000 0.6750 1261 289 6,140.0000 0.6500 588 276 10.0000 0.0250 9.9750 6,149.9750 7.4300 0.0030 0.2830 0.2870 -0.0040 -0.0090 -0.0090 -0.0000 0.0001 0.0001 -0.5311 -0.5169 -0.0141 -0.1899 0.1824 -0.0076 0.9900 -0.0740 -0.0070 -0.0100 6,549.5400 yes\n", + "2025-09-29 1 6,460.0000 0.3500 2212 713 6,450.0000 0.3000 6494 1245 10.0000 0.0500 9.9500 6,459.9500 2.7700 0.0050 0.2390 0.2460 -0.0060 -0.0120 -0.0100 -0.0020 0.0004 0.0003 -1.3007 -1.1597 -0.1410 -0.1095 0.0950 -0.0144 0.9870 -0.0750 -0.0080 -0.0270 6,607.3200 yes\n", + "2025-09-30 2 6,410.0000 0.8250 243 393 6,405.0000 0.8000 352 27 5.0000 0.0250 4.9750 6,409.9750 3.5200 0.0050 0.2360 0.2400 -0.0030 -0.0190 -0.0190 -0.0010 0.0004 0.0004 -1.3511 -1.3246 -0.0265 -0.2311 0.2234 -0.0077 0.9800 -0.0760 -0.0150 -0.0220 6,585.8500 yes\n", + "2025-09-29 1 6,515.0000 0.6250 674 1951 6,510.0000 0.5750 1609 1573 5.0000 0.0500 4.9500 6,514.9500 1.9400 0.0100 0.1920 0.1950 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5882 6,495.0000 0.5000 356 1151 5.0000 0.0250 4.9750 6,499.9750 2.1600 0.0050 0.2050 0.2090 -0.0050 -0.0200 -0.0190 -0.0010 0.0007 0.0006 -1.7102 -1.6575 -0.0527 -0.1683 0.1595 -0.0088 0.9790 -0.0780 -0.0160 -0.0360 6,607.3200 yes\n", + "2025-10-03 5 6,325.0000 1.5500 4440 558 6,320.0000 1.5000 270 299 5.0000 0.0500 4.9500 6,324.9500 4.8000 0.0100 0.2170 0.2180 -0.0020 -0.0240 -0.0230 -0.0010 0.0003 0.0003 -0.9415 -0.9210 -0.0206 -0.4428 0.4296 -0.0133 0.9740 -0.0790 -0.0160 -0.0160 6,549.5400 yes\n", + "2025-09-30 2 6,305.0000 0.5000 192 320 6,295.0000 0.4750 483 365 10.0000 0.0250 9.9750 6,304.9750 5.1000 0.0030 0.3060 0.3120 -0.0060 -0.0100 -0.0090 -0.0010 0.0002 0.0002 -0.9742 -0.9395 -0.0348 -0.1285 0.1215 -0.0070 0.9900 -0.0790 -0.0080 -0.0150 6,585.8500 yes\n", + "2025-09-30 2 6,415.0000 0.8500 399 183 6,410.0000 0.8250 243 393 5.0000 0.0250 4.9750 6,414.9750 3.4400 0.0050 0.2330 0.2360 -0.0030 -0.0200 -0.0190 -0.0010 0.0004 0.0004 -1.3769 -1.3511 -0.0258 -0.2389 0.2311 -0.0078 0.9790 -0.0800 -0.0160 -0.0230 6,585.8500 yes\n", + "2025-10-17 19 5,875.0000 3.6000 13169 10620 5,870.0000 3.5500 411 20 5.0000 0.0500 4.9500 5,874.9500 11.5700 0.0100 0.2780 0.2790 -0.0010 -0.0220 -0.0220 -0.0000 0.0001 0.0001 -0.5749 -0.5695 -0.0054 -0.8096 0.7991 -0.0106 0.9740 -0.0800 -0.0160 -0.0070 6,457.0400 yes\n", + "2025-10-01 3 6,405.0000 1.2000 249 99 6,400.0000 1.1500 1316 2566 5.0000 0.0500 4.9500 6,404.9500 3.5900 0.0100 0.2090 0.2110 -0.0020 -0.0250 -0.0240 -0.0010 0.0005 0.0004 -1.2101 -1.1760 -0.0341 -0.3528 0.3391 -0.0137 0.9740 -0.0810 -0.0160 -0.0230 6,572.9100 yes\n", + "2025-10-17 19 5,780.0000 3.0250 194 31 5,775.0000 3.0000 2913 44 5.0000 0.0250 4.9750 5,779.9750 13.0000 0.0050 0.3000 0.3010 -0.0010 -0.0180 -0.0180 -0.0000 0.0001 0.0001 -0.5151 -0.5124 -0.0027 -0.6691 0.6628 -0.0063 0.9790 -0.0810 -0.0160 -0.0060 6,457.0400 yes\n", + "2025-09-29 1 6,400.0000 0.2250 2796 1302 6,385.0000 0.2000 156 220 15.0000 0.0250 14.9750 6,399.9750 3.6700 0.0020 0.2910 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484 60 6,060.0000 0.5000 249 83 15.0000 0.0250 14.9750 6,074.9750 8.5600 0.0020 0.3130 0.3180 -0.0060 -0.0070 -0.0060 -0.0000 0.0001 0.0001 -0.4437 -0.4282 -0.0155 -0.1435 0.1359 -0.0076 0.9930 -0.0840 -0.0060 -0.0100 6,549.5400 yes\n", + "2025-09-29 1 6,505.0000 0.5500 1651 2118 6,500.0000 0.5250 7894 5882 5.0000 0.0250 4.9750 6,504.9750 2.0900 0.0050 0.2000 0.2050 -0.0050 -0.0210 -0.0200 -0.0010 0.0007 0.0007 -1.7606 -1.7102 -0.0504 -0.1774 0.1683 -0.0091 0.9780 -0.0840 -0.0170 -0.0400 6,607.3200 yes\n", + "2025-09-30 2 6,420.0000 0.8750 490 66 6,415.0000 0.8500 399 183 5.0000 0.0250 4.9750 6,419.9750 3.3700 0.0050 0.2300 0.2330 -0.0030 -0.0210 -0.0200 -0.0010 0.0004 0.0004 -1.4020 -1.3769 -0.0251 -0.2468 0.2389 -0.0080 0.9780 -0.0840 -0.0170 -0.0250 6,585.8500 yes\n", + "2025-09-30 2 6,315.0000 0.5250 259 38 6,305.0000 0.5000 192 320 10.0000 0.0250 9.9750 6,314.9750 4.9500 0.0030 0.2990 0.3060 -0.0060 -0.0100 -0.0100 -0.0010 0.0002 0.0002 -1.0079 -0.9742 -0.0337 -0.1357 0.1285 -0.0072 0.9890 -0.0850 -0.0090 -0.0170 6,585.8500 yes\n", + "2025-10-03 5 6,125.0000 0.6250 651 146 6,110.0000 0.5750 705 152 15.0000 0.0500 14.9500 6,124.9500 7.8100 0.0030 0.2930 0.2980 -0.0050 -0.0080 -0.0070 -0.0010 0.0001 0.0001 -0.5034 -0.4726 -0.0308 -0.1737 0.1604 -0.0133 0.9910 -0.0850 -0.0060 -0.0110 6,549.5400 yes\n", + "2025-09-30 2 6,445.0000 1.0500 1052 150 6,440.0000 1.0000 1671 720 5.0000 0.0500 4.9500 6,444.9500 2.9900 0.0100 0.2140 0.2170 -0.0030 -0.0260 -0.0250 -0.0010 0.0006 0.0005 -1.5751 -1.5248 -0.0503 -0.2983 0.2850 -0.0133 0.9730 -0.0860 -0.0170 -0.0290 6,585.8500 yes\n", + "2025-10-03 5 6,060.0000 0.5000 249 83 6,040.0000 0.4500 133 118 20.0000 0.0500 19.9500 6,059.9500 8.7900 0.0030 0.3180 0.3250 -0.0060 -0.0060 -0.0060 -0.0010 0.0001 0.0001 -0.4282 -0.3947 -0.0334 -0.1359 0.1229 -0.0130 0.9930 -0.0870 -0.0040 -0.0100 6,549.5400 yes\n", + "2025-10-01 3 6,410.0000 1.2500 137 94 6,405.0000 1.2000 249 99 5.0000 0.0500 4.9500 6,409.9500 3.5200 0.0100 0.2070 0.2090 -0.0020 -0.0260 -0.0250 -0.0010 0.0005 0.0005 -1.2431 -1.2101 -0.0331 -0.3667 0.3528 -0.0138 0.9730 -0.0870 -0.0180 -0.0250 6,572.9100 yes\n", + "2025-10-01 3 6,465.0000 2.0750 546 103 6,460.0000 1.9250 372 127 5.0000 0.1500 4.8500 6,464.8500 2.6900 0.0310 0.1810 0.1830 -0.0010 -0.0460 -0.0430 -0.0030 0.0009 0.0008 -1.7170 -1.6338 -0.0832 -0.5793 0.5467 -0.0325 0.9530 -0.0870 -0.0180 -0.0320 6,572.9100 yes\n", + "2025-09-29 1 6,520.0000 0.6750 507 3903 6,515.0000 0.6250 674 1951 5.0000 0.0500 4.9500 6,519.9500 1.8600 0.0100 0.1880 0.1920 -0.0040 -0.0270 -0.0250 -0.0020 0.0010 0.0009 -2.0149 -1.9146 -0.1004 -0.2166 0.2015 -0.0151 0.9720 -0.0880 -0.0180 -0.0470 6,607.3200 yes\n", + "2025-10-03 5 6,180.0000 0.7500 241 672 6,170.0000 0.7250 447 98 10.0000 0.0250 9.9750 6,179.9750 6.9800 0.0030 0.2710 0.2750 -0.0040 -0.0100 -0.0100 -0.0000 0.0001 0.0001 -0.5716 -0.5584 -0.0132 -0.2137 0.2056 -0.0081 0.9890 -0.0880 -0.0090 -0.0130 6,549.5400 yes\n", + "2025-09-30 2 6,425.0000 0.9000 3035 1293 6,420.0000 0.8750 490 66 5.0000 0.0250 4.9750 6,424.9750 3.2900 0.0050 0.2260 0.2300 -0.0030 -0.0220 -0.0210 -0.0010 0.0005 0.0004 -1.4263 -1.4020 -0.0243 -0.2550 0.2468 -0.0081 0.9770 -0.0880 -0.0180 -0.0270 6,585.8500 yes\n", + "2025-09-30 2 6,350.0000 0.6250 4570 139 6,340.0000 0.5750 707 38 10.0000 0.0500 9.9500 6,349.9500 4.4200 0.0050 0.2770 0.2820 -0.0050 -0.0130 -0.0120 -0.0010 0.0002 0.0002 -1.1352 -1.0684 -0.0668 -0.1652 0.1526 -0.0126 0.9860 -0.0880 -0.0090 -0.0200 6,585.8500 yes\n", + "2025-09-30 2 6,355.0000 0.6250 550 27 6,345.0000 0.5750 280 41 10.0000 0.0500 9.9500 6,354.9500 4.3500 0.0050 0.2730 0.2780 -0.0050 -0.0130 -0.0120 -0.0010 0.0003 0.0002 -1.1313 -1.0649 -0.0664 -0.1672 0.1544 -0.0128 0.9860 -0.0890 -0.0090 -0.0210 6,585.8500 yes\n", + "2025-11-21 54 5,225.0000 7.1000 726 22 5,210.0000 6.7500 679 82 15.0000 0.3500 14.6500 5,224.6500 21.3600 0.0240 0.3280 0.3280 -0.0010 -0.0220 -0.0210 -0.0010 0.0001 0.0001 -0.3881 -0.3740 -0.0141 -1.3346 1.2833 -0.0513 0.9710 -0.0900 -0.0060 -0.0040 6,288.6900 yes\n", + "2025-10-17 19 6,100.0000 6.3500 2703 130 6,090.0000 5.9500 2374 66 10.0000 0.4000 9.6000 6,099.6000 8.1900 0.0420 0.2280 0.2290 -0.0010 -0.0440 -0.0410 -0.0020 0.0003 0.0003 -0.8141 -0.7789 -0.0353 -1.4105 1.3454 -0.0651 0.9510 -0.0900 -0.0090 -0.0110 6,457.0400 yes\n", + "2025-09-29 1 6,510.0000 0.5750 1609 1573 6,505.0000 0.5500 1651 2118 5.0000 0.0250 4.9750 6,509.9750 2.0100 0.0050 0.1950 0.2000 -0.0050 -0.0230 -0.0210 -0.0010 0.0008 0.0007 -1.8087 -1.7606 -0.0480 -0.1867 0.1774 -0.0094 0.9770 -0.0910 -0.0180 -0.0450 6,607.3200 yes\n", + "2025-10-03 5 6,090.0000 0.5500 210 251 6,075.0000 0.5250 484 60 15.0000 0.0250 14.9750 6,089.9750 8.3300 0.0020 0.3070 0.3130 -0.0060 -0.0070 -0.0070 -0.0000 0.0001 0.0001 -0.4588 -0.4437 -0.0151 -0.1513 0.1435 -0.0078 0.9920 -0.0910 -0.0060 -0.0110 6,549.5400 yes\n", + "2025-09-29 1 6,530.0000 0.8000 576 3366 6,525.0000 0.7250 669 3157 5.0000 0.0750 4.9250 6,529.9250 1.7100 0.0150 0.1800 0.1840 -0.0030 -0.0320 -0.0290 -0.0030 0.0012 0.0010 -2.2538 -2.1098 -0.1440 -0.2527 0.2320 -0.0206 0.9670 -0.0910 -0.0180 -0.0530 6,607.3200 yes\n", + "2025-09-30 2 6,325.0000 0.5500 2243 785 6,315.0000 0.5250 259 38 10.0000 0.0250 9.9750 6,324.9750 4.8000 0.0030 0.2930 0.2990 -0.0060 -0.0110 -0.0100 -0.0010 0.0002 0.0002 -1.0404 -1.0079 -0.0325 -0.1432 0.1357 -0.0075 0.9880 -0.0920 -0.0090 -0.0190 6,585.8500 yes\n", + "2025-09-30 2 6,450.0000 1.1000 7713 2253 6,445.0000 1.0500 1052 150 5.0000 0.0500 4.9500 6,449.9500 2.9200 0.0100 0.2110 0.2140 -0.0030 -0.0280 -0.0260 -0.0010 0.0006 0.0006 -1.6236 -1.5751 -0.0485 -0.3119 0.2983 -0.0135 0.9710 -0.0930 -0.0190 -0.0320 6,585.8500 yes\n", + "2025-10-01 3 6,415.0000 1.3000 271 59 6,410.0000 1.2500 137 94 5.0000 0.0500 4.9500 6,414.9500 3.4400 0.0100 0.2040 0.2070 -0.0020 -0.0270 -0.0260 -0.0010 0.0005 0.0005 -1.2752 -1.2431 -0.0321 -0.3807 0.3667 -0.0140 0.9710 -0.0930 -0.0190 -0.0270 6,572.9100 yes\n", + "2025-09-29 1 6,375.0000 0.2000 3780 19472 6,355.0000 0.1750 234 63 20.0000 0.0250 19.9750 6,374.9750 4.0400 0.0010 0.3140 0.3300 -0.0160 -0.0060 -0.0050 -0.0010 0.0001 0.0001 -0.8819 -0.7989 -0.0831 -0.0565 0.0487 -0.0079 0.9940 -0.0940 -0.0050 -0.0230 6,607.3200 yes\n", + "2025-09-30 2 6,290.0000 0.4750 404 37 6,275.0000 0.4250 4386 242 15.0000 0.0500 14.9500 6,289.9500 5.3200 0.0030 0.3160 0.3230 -0.0080 -0.0090 -0.0080 -0.0010 0.0002 0.0001 -0.9420 -0.8667 -0.0753 -0.1202 0.1080 -0.0122 0.9900 -0.0950 -0.0060 -0.0180 6,585.8500 yes\n", + "2025-10-03 5 6,420.0000 3.1500 1241 356 6,415.0000 2.9750 274 355 5.0000 0.1750 4.8250 6,419.8250 3.3700 0.0360 0.1840 0.1850 -0.0010 -0.0520 -0.0490 -0.0030 0.0007 0.0007 -1.4830 -1.4292 -0.0537 -0.8266 0.7915 -0.0350 0.9460 -0.0960 -0.0200 -0.0290 6,549.5400 yes\n", + "2025-09-29 1 6,380.0000 0.2000 236 164 6,360.0000 0.1750 316 88 20.0000 0.0250 19.9750 6,379.9750 3.9700 0.0010 0.3080 0.3250 -0.0160 -0.0060 -0.0050 -0.0010 0.0002 0.0001 -0.8790 -0.7965 -0.0825 -0.0573 0.0493 -0.0080 0.9940 -0.0960 -0.0050 -0.0240 6,607.3200 yes\n", + "2025-09-30 2 6,480.0000 1.4500 1244 1010 6,475.0000 1.3500 5074 3299 5.0000 0.1000 4.9000 6,479.9000 2.4700 0.0200 0.1920 0.1950 -0.0020 -0.0380 -0.0350 -0.0030 0.0009 0.0008 -1.9295 -1.8403 -0.0891 -0.4068 0.3834 -0.0234 0.9610 -0.0960 -0.0200 -0.0390 6,585.8500 yes\n", + "2025-10-10 12 6,325.0000 6.4500 277 147 6,320.0000 6.2000 210 47 5.0000 0.2500 4.7500 6,324.7500 4.8000 0.0530 0.1860 0.1870 -0.0010 -0.0650 -0.0630 -0.0020 0.0006 0.0005 -1.1365 -1.1089 -0.0276 -1.5286 1.4859 -0.0427 0.9310 -0.0970 -0.0200 -0.0200 6,501.1400 yes\n", + "2025-09-29 1 6,415.0000 0.2500 598 698 6,400.0000 0.2250 2796 1302 15.0000 0.0250 14.9750 6,414.9750 3.4400 0.0020 0.2780 0.2910 -0.0130 -0.0080 -0.0070 -0.0010 0.0002 0.0002 -1.0305 -0.9557 -0.0748 -0.0744 0.0660 -0.0084 0.9920 -0.0970 -0.0060 -0.0280 6,607.3200 yes\n", + "2025-10-03 5 6,430.0000 3.4500 303 369 6,425.0000 3.2500 2303 1433 5.0000 0.2000 4.8000 6,429.8000 3.2200 0.0420 0.1810 0.1820 -0.0010 -0.0570 -0.0540 -0.0030 0.0008 0.0008 -1.5674 -1.5087 -0.0587 -0.8896 0.8510 -0.0385 0.9410 -0.0970 -0.0200 -0.0300 6,549.5400 yes\n", + "2025-10-03 5 6,365.0000 2.0250 156 412 6,360.0000 1.9500 398 1278 5.0000 0.0750 4.9250 6,364.9250 4.2000 0.0150 0.2020 0.2040 -0.0020 -0.0330 -0.0310 -0.0010 0.0005 0.0004 -1.1222 -1.0947 -0.0274 -0.5663 0.5478 -0.0186 0.9660 -0.0970 -0.0200 -0.0230 6,549.5400 yes\n", + "2025-09-29 1 6,475.0000 0.4000 802 22191 6,465.0000 0.3500 492 1198 10.0000 0.0500 9.9500 6,474.9500 2.5400 0.0050 0.2260 0.2340 -0.0070 -0.0140 -0.0120 -0.0020 0.0005 0.0004 -1.4240 -1.2936 -0.1304 -0.1268 0.1115 -0.0153 0.9850 -0.0980 -0.0100 -0.0390 6,607.3200 yes\n", + "2025-10-03 5 6,460.0000 4.6500 1473 1048 6,455.0000 4.3500 199 529 5.0000 0.3000 4.7000 6,459.7000 2.7700 0.0640 0.1720 0.1730 -0.0010 -0.0770 -0.0720 -0.0040 0.0011 0.0010 -1.8703 -1.7954 -0.0749 -1.1186 1.0683 -0.0503 0.9200 -0.0980 -0.0210 -0.0350 6,549.5400 yes\n", + "2025-09-29 1 6,385.0000 0.2000 156 220 6,365.0000 0.1750 140 701 20.0000 0.0250 19.9750 6,384.9750 3.8900 0.0010 0.3030 0.3190 -0.0160 -0.0060 -0.0050 -0.0010 0.0002 0.0001 -0.8761 -0.7941 -0.0820 -0.0581 0.0500 -0.0082 0.9940 -0.0980 -0.0050 -0.0250 6,607.3200 yes\n", + "2025-09-29 1 6,375.0000 0.2000 3780 19472 6,350.0000 0.1500 2771 272 25.0000 0.0500 24.9500 6,374.9500 4.0500 0.0020 0.3140 0.3300 -0.0160 -0.0060 -0.0040 -0.0020 0.0001 0.0001 -0.8819 -0.7042 -0.1777 -0.0565 0.0429 -0.0136 0.9940 -0.0990 -0.0040 -0.0250 6,607.3200 yes\n", + "2025-09-29 1 6,525.0000 0.7250 669 3157 6,520.0000 0.6750 507 3903 5.0000 0.0500 4.9500 6,524.9500 1.7900 0.0100 0.1840 0.1880 -0.0040 -0.0290 -0.0270 -0.0020 0.0010 0.0010 -2.1098 -2.0149 -0.0949 -0.2320 0.2166 -0.0154 0.9700 -0.1000 -0.0200 -0.0560 6,607.3200 yes\n", + "2025-10-03 5 6,200.0000 0.8250 1962 1337 6,190.0000 0.8000 135 85 10.0000 0.0250 9.9750 6,199.9750 6.6800 0.0030 0.2640 0.2680 -0.0040 -0.0120 -0.0110 -0.0000 0.0001 0.0001 -0.6121 -0.5998 -0.0124 -0.2352 0.2268 -0.0085 0.9870 -0.1000 -0.0100 -0.0150 6,549.5400 yes\n", + "2025-09-30 2 6,455.0000 1.1500 1274 960 6,450.0000 1.1000 7713 2253 5.0000 0.0500 4.9500 6,454.9500 2.8400 0.0100 0.2080 0.2110 -0.0030 -0.0290 -0.0280 -0.0010 0.0006 0.0006 -1.6704 -1.6236 -0.0468 -0.3256 0.3119 -0.0138 0.9700 -0.1000 -0.0200 -0.0350 6,585.8500 yes\n", + "2025-10-01 3 6,400.0000 1.1500 1316 2566 6,395.0000 1.1250 287 599 5.0000 0.0250 4.9750 6,399.9750 3.6700 0.0050 0.2110 0.2140 -0.0030 -0.0240 -0.0230 -0.0010 0.0004 0.0004 -1.1760 -1.1613 -0.0147 -0.3391 0.3302 -0.0089 0.9750 -0.1000 -0.0200 -0.0270 6,572.9100 yes\n", + "2025-09-29 1 6,435.0000 0.3000 992 265 6,420.0000 0.2500 322 161 15.0000 0.0500 14.9500 6,434.9500 3.1400 0.0030 0.2620 0.2730 -0.0100 -0.0100 -0.0080 -0.0020 0.0003 0.0002 -1.1763 -1.0264 -0.1499 -0.0902 0.0756 -0.0145 0.9900 -0.1010 -0.0070 -0.0320 6,607.3200 yes\n", + "2025-09-30 2 6,265.0000 0.4250 194 25 6,250.0000 0.4000 6819 21 15.0000 0.0250 14.9750 6,264.9750 5.7000 0.0020 0.3310 0.3400 -0.0090 -0.0080 -0.0070 -0.0010 0.0001 0.0001 -0.8710 -0.8345 -0.0365 -0.1059 0.0987 -0.0073 0.9920 -0.1010 -0.0070 -0.0180 6,585.8500 yes\n", + "2025-10-01 3 6,450.0000 1.7750 648 997 6,445.0000 1.6750 271 74 5.0000 0.1000 4.9000 6,449.9000 2.9200 0.0200 0.1880 0.1900 -0.0020 -0.0390 -0.0370 -0.0020 0.0007 0.0007 -1.5569 -1.4990 -0.0580 -0.5063 0.4823 -0.0240 0.9600 -0.1010 -0.0210 -0.0350 6,572.9100 yes\n", + "2025-09-30 2 6,270.0000 0.4250 757 25 6,255.0000 0.4000 273 260 15.0000 0.0250 14.9750 6,269.9750 5.6300 0.0020 0.3270 0.3370 -0.0090 -0.0080 -0.0070 -0.0010 0.0001 0.0001 -0.8688 -0.8326 -0.0363 -0.1070 0.0996 -0.0074 0.9920 -0.1020 -0.0070 -0.0180 6,585.8500 yes\n", + "2025-09-30 2 6,365.0000 0.6750 364 399 6,355.0000 0.6250 550 27 10.0000 0.0500 9.9500 6,364.9500 4.2000 0.0050 0.2680 0.2730 -0.0050 -0.0140 -0.0130 -0.0010 0.0003 0.0003 -1.1949 -1.1313 -0.0636 -0.1802 0.1672 -0.0131 0.9850 -0.1020 -0.0100 -0.0240 6,585.8500 yes\n", + "2025-09-30 2 6,440.0000 1.0000 1671 720 6,435.0000 0.9750 799 274 5.0000 0.0250 4.9750 6,439.9750 3.0700 0.0050 0.2170 0.2200 -0.0040 -0.0250 -0.0240 -0.0010 0.0005 0.0005 -1.5248 -1.5031 -0.0217 -0.2850 0.2763 -0.0087 0.9740 -0.1030 -0.0210 -0.0340 6,585.8500 yes\n", + "2025-10-03 5 6,370.0000 2.1000 358 236 6,365.0000 2.0250 156 412 5.0000 0.0750 4.9250 6,369.9250 4.1200 0.0150 0.2010 0.2020 -0.0020 -0.0340 -0.0330 -0.0010 0.0005 0.0005 -1.1489 -1.1222 -0.0267 -0.5850 0.5663 -0.0187 0.9640 -0.1030 -0.0210 -0.0250 6,549.5400 yes\n", + "2025-09-29 1 6,540.0000 0.9750 345 3615 6,535.0000 0.8750 1489 2861 5.0000 0.1000 4.9000 6,539.9000 1.5600 0.0200 0.1730 0.1770 -0.0030 -0.0400 -0.0360 -0.0040 0.0014 0.0013 -2.5649 -2.3887 -0.1762 -0.2994 0.2736 -0.0258 0.9590 -0.1040 -0.0210 -0.0660 6,607.3200 yes\n", + "2025-09-30 2 6,370.0000 0.6750 2161 328 6,360.0000 0.6250 329 63 10.0000 0.0500 9.9500 6,369.9500 4.1200 0.0050 0.2630 0.2690 -0.0060 -0.0150 -0.0130 -0.0010 0.0003 0.0003 -1.1904 -1.1273 -0.0632 -0.1825 0.1692 -0.0133 0.9850 -0.1040 -0.0100 -0.0250 6,585.8500 yes\n", + "2025-09-30 2 6,300.0000 0.5000 7221 432 6,285.0000 0.4500 222 32 15.0000 0.0500 14.9500 6,299.9500 5.1700 0.0030 0.3100 0.3170 -0.0080 -0.0100 -0.0090 -0.0010 0.0002 0.0001 -0.9770 -0.9036 -0.0733 -0.1272 0.1147 -0.0125 0.9900 -0.1040 -0.0070 -0.0200 6,585.8500 yes\n", + "2025-09-29 1 6,440.0000 0.3000 2520 1048 6,425.0000 0.2500 402 355 15.0000 0.0500 14.9500 6,439.9500 3.0700 0.0030 0.2570 0.2670 -0.0110 -0.0100 -0.0080 -0.0020 0.0003 0.0002 -1.1709 -1.0221 -0.1488 -0.0917 0.0769 -0.0149 0.9900 -0.1040 -0.0070 -0.0340 6,607.3200 yes\n", + "2025-10-01 3 6,300.0000 0.6750 1976 2055 6,290.0000 0.6500 110 30 10.0000 0.0250 9.9750 6,299.9750 5.1700 0.0030 0.2630 0.2690 -0.0050 -0.0120 -0.0120 -0.0010 0.0002 0.0002 -0.8283 -0.8081 -0.0203 -0.1908 0.1823 -0.0085 0.9870 -0.1050 -0.0100 -0.0200 6,572.9100 yes\n", + "2025-09-29 1 6,405.0000 0.2500 244 204 6,385.0000 0.2000 156 220 20.0000 0.0500 19.9500 6,404.9500 3.5900 0.0030 0.2890 0.3030 -0.0140 -0.0080 -0.0060 -0.0020 0.0002 0.0002 -1.0386 -0.8761 -0.1625 -0.0722 0.0581 -0.0141 0.9920 -0.1070 -0.0050 -0.0300 6,607.3200 yes\n", + "2025-10-03 5 6,390.0000 2.4250 519 420 6,385.0000 2.3250 217 381 5.0000 0.1000 4.9000 6,389.9000 3.8200 0.0200 0.1930 0.1950 -0.0020 -0.0400 -0.0380 -0.0020 0.0006 0.0005 -1.2583 -1.2246 -0.0337 -0.6653 0.6420 -0.0233 0.9580 -0.1080 -0.0220 -0.0280 6,549.5400 yes\n", + "2025-09-30 2 6,460.0000 1.2000 986 363 6,455.0000 1.1500 1274 960 5.0000 0.0500 4.9500 6,459.9500 2.7700 0.0100 0.2050 0.2080 -0.0030 -0.0310 -0.0290 -0.0020 0.0007 0.0006 -1.7155 -1.6704 -0.0451 -0.3397 0.3256 -0.0140 0.9680 -0.1080 -0.0220 -0.0390 6,585.8500 yes\n", + "2025-09-29 1 6,535.0000 0.8750 1489 2861 6,530.0000 0.8000 576 3366 5.0000 0.0750 4.9250 6,534.9250 1.6400 0.0150 0.1770 0.1800 -0.0040 -0.0360 -0.0320 -0.0030 0.0013 0.0012 -2.3887 -2.2538 -0.1349 -0.2736 0.2527 -0.0209 0.9630 -0.1080 -0.0220 -0.0660 6,607.3200 yes\n", + "2025-10-03 5 6,290.0000 1.3000 534 219 6,280.0000 1.2000 498 272 10.0000 0.1000 9.9000 6,289.9000 5.3300 0.0100 0.2310 0.2330 -0.0030 -0.0200 -0.0180 -0.0020 0.0003 0.0002 -0.8395 -0.7928 -0.0467 -0.3705 0.3455 -0.0250 0.9790 -0.1090 -0.0110 -0.0210 6,549.5400 yes\n", + "2025-09-29 1 6,410.0000 0.2500 1899 547 6,390.0000 0.2000 935 196 20.0000 0.0500 19.9500 6,409.9500 3.5200 0.0030 0.2840 0.2980 -0.0140 -0.0080 -0.0060 -0.0020 0.0002 0.0002 -1.0346 -0.8731 -0.1615 -0.0733 0.0589 -0.0143 0.9920 -0.1090 -0.0050 -0.0310 6,607.3200 yes\n", + "2025-10-03 5 6,375.0000 2.1750 440 276 6,370.0000 2.1000 358 236 5.0000 0.0750 4.9250 6,374.9250 4.0500 0.0150 0.1990 0.2010 -0.0020 -0.0350 -0.0340 -0.0010 0.0005 0.0005 -1.1748 -1.1489 -0.0260 -0.6039 0.5850 -0.0188 0.9630 -0.1100 -0.0220 -0.0270 6,549.5400 yes\n", + "2025-10-01 3 6,310.0000 0.7000 200 291 6,300.0000 0.6750 1976 2055 10.0000 0.0250 9.9750 6,309.9750 5.0200 0.0030 0.2580 0.2630 -0.0060 -0.0130 -0.0120 -0.0010 0.0002 0.0002 -0.8479 -0.8283 -0.0196 -0.1996 0.1908 -0.0088 0.9860 -0.1110 -0.0110 -0.0220 6,572.9100 yes\n", + "2025-09-30 2 6,280.0000 0.4500 270 41 6,265.0000 0.4250 194 25 15.0000 0.0250 14.9750 6,279.9750 5.4700 0.0020 0.3210 0.3310 -0.0100 -0.0080 -0.0080 -0.0010 0.0001 0.0001 -0.9060 -0.8710 -0.0350 -0.1135 0.1059 -0.0076 0.9910 -0.1110 -0.0070 -0.0200 6,585.8500 yes\n", + "2025-10-01 3 6,360.0000 0.9000 161 47 6,350.0000 0.8250 487 88 10.0000 0.0750 9.9250 6,359.9250 4.2700 0.0080 0.2320 0.2360 -0.0040 -0.0180 -0.0160 -0.0020 0.0003 0.0003 -1.0023 -0.9421 -0.0602 -0.2629 0.2428 -0.0202 0.9810 -0.1110 -0.0110 -0.0260 6,572.9100 yes\n", + "2025-10-03 5 6,405.0000 2.7500 545 444 6,400.0000 2.6250 5051 2446 5.0000 0.1250 4.8750 6,404.8750 3.5900 0.0260 0.1890 0.1900 -0.0010 -0.0450 -0.0430 -0.0020 0.0006 0.0006 -1.3624 -1.3225 -0.0399 -0.7399 0.7124 -0.0275 0.9530 -0.1120 -0.0230 -0.0310 6,549.5400 yes\n", + "2025-09-30 2 6,285.0000 0.4500 222 32 6,270.0000 0.4250 757 25 15.0000 0.0250 14.9750 6,284.9750 5.4000 0.0020 0.3170 0.3270 -0.0100 -0.0090 -0.0080 -0.0010 0.0001 0.0001 -0.9036 -0.8688 -0.0348 -0.1147 0.1070 -0.0077 0.9910 -0.1120 -0.0070 -0.0210 6,585.8500 yes\n", + "2025-09-29 1 6,415.0000 0.2500 598 698 6,395.0000 0.2000 335 204 20.0000 0.0500 19.9500 6,414.9500 3.4400 0.0030 0.2780 0.2920 -0.0140 -0.0080 -0.0060 -0.0020 0.0002 0.0002 -1.0305 -0.8701 -0.1604 -0.0744 0.0598 -0.0146 0.9920 -0.1120 -0.0060 -0.0330 6,607.3200 yes\n", + "2025-10-17 19 5,650.0000 2.4000 452 25 5,640.0000 2.3500 158 78 10.0000 0.0500 9.9500 5,649.9500 14.9600 0.0050 0.3300 0.3320 -0.0020 -0.0130 -0.0130 -0.0000 0.0001 0.0001 -0.4418 -0.4354 -0.0065 -0.5198 0.5088 -0.0110 0.9840 -0.1120 -0.0110 -0.0070 6,457.0400 yes\n", + "2025-09-29 1 6,430.0000 0.2750 221 546 6,415.0000 0.2500 598 698 15.0000 0.0250 14.9750 6,429.9750 3.2200 0.0020 0.2650 0.2780 -0.0130 -0.0090 -0.0080 -0.0010 0.0003 0.0002 -1.1004 -1.0305 -0.0699 -0.0835 0.0744 -0.0091 0.9910 -0.1130 -0.0080 -0.0350 6,607.3200 yes\n", + "2025-10-02 4 6,425.0000 2.1750 875 216 6,420.0000 2.0750 344 436 5.0000 0.1000 4.9000 6,424.9000 3.2900 0.0200 0.1870 0.1890 -0.0020 -0.0410 -0.0390 -0.0020 0.0007 0.0006 -1.3993 -1.3579 -0.0414 -0.6107 0.5867 -0.0240 0.9570 -0.1130 -0.0230 -0.0340 6,562.2200 yes\n", + "2025-09-29 1 6,470.0000 0.3750 627 794 6,460.0000 0.3500 2212 713 10.0000 0.0250 9.9750 6,469.9750 2.6100 0.0030 0.2300 0.2390 -0.0090 -0.0130 -0.0120 -0.0010 0.0004 0.0004 -1.3600 -1.3007 -0.0593 -0.1191 0.1095 -0.0097 0.9860 -0.1130 -0.0110 -0.0430 6,607.3200 yes\n", + "2025-10-01 3 6,430.0000 1.4500 205 107 6,425.0000 1.4000 492 273 5.0000 0.0500 4.9500 6,429.9500 3.2200 0.0100 0.1960 0.1990 -0.0030 -0.0310 -0.0300 -0.0010 0.0006 0.0006 -1.3657 -1.3365 -0.0292 -0.4240 0.4093 -0.0147 0.9670 -0.1130 -0.0230 -0.0350 6,572.9100 yes\n", + "2025-10-03 5 6,220.0000 0.9000 196 198 6,210.0000 0.8750 234 177 10.0000 0.0250 9.9750 6,219.9750 6.3800 0.0030 0.2560 0.2610 -0.0040 -0.0130 -0.0120 -0.0010 0.0002 0.0002 -0.6506 -0.6390 -0.0116 -0.2576 0.2487 -0.0089 0.9860 -0.1140 -0.0110 -0.0180 6,549.5400 yes\n", + "2025-10-03 5 6,250.0000 1.0500 3637 692 6,240.0000 1.0000 301 168 10.0000 0.0500 9.9500 6,249.9500 5.9300 0.0050 0.2450 0.2490 -0.0040 -0.0150 -0.0140 -0.0010 0.0002 0.0002 -0.7250 -0.7010 -0.0241 -0.3002 0.2857 -0.0145 0.9840 -0.1150 -0.0120 -0.0190 6,549.5400 yes\n", + "2025-10-01 3 6,445.0000 1.6750 271 74 6,440.0000 1.6000 183 89 5.0000 0.0750 4.9250 6,444.9250 2.9900 0.0150 0.1900 0.1920 -0.0020 -0.0370 -0.0350 -0.0020 0.0007 0.0007 -1.4990 -1.4562 -0.0428 -0.4823 0.4626 -0.0196 0.9620 -0.1150 -0.0230 -0.0380 6,572.9100 yes\n", + "2025-10-01 3 6,510.0000 3.6500 586 280 6,505.0000 3.3500 194 140 5.0000 0.3000 4.7000 6,509.7000 2.0200 0.0640 0.1640 0.1650 -0.0010 -0.0810 -0.0750 -0.0060 0.0015 0.0014 -2.4072 -2.2858 -0.1214 -0.9035 0.8515 -0.0521 0.9170 -0.1160 -0.0250 -0.0580 6,572.9100 yes\n", + "2025-09-30 2 6,465.0000 1.2500 1179 288 6,460.0000 1.2000 986 363 5.0000 0.0500 4.9500 6,464.9500 2.6900 0.0100 0.2010 0.2050 -0.0030 -0.0320 -0.0310 -0.0020 0.0007 0.0007 -1.7589 -1.7155 -0.0434 -0.3539 0.3397 -0.0143 0.9670 -0.1160 -0.0230 -0.0430 6,585.8500 yes\n", + "2025-09-29 1 6,400.0000 0.2250 2796 1302 6,380.0000 0.2000 236 164 20.0000 0.0250 19.9750 6,399.9750 3.6700 0.0010 0.2910 0.3080 -0.0170 -0.0070 -0.0060 -0.0010 0.0002 0.0002 -0.9557 -0.8790 -0.0767 -0.0660 0.0573 -0.0087 0.9930 -0.1170 -0.0060 -0.0320 6,607.3200 yes\n", + "2025-09-30 2 6,380.0000 0.7250 1143 342 6,370.0000 0.6750 2161 328 10.0000 0.0500 9.9500 6,379.9500 3.9700 0.0050 0.2570 0.2630 -0.0060 -0.0160 -0.0150 -0.0010 0.0003 0.0003 -1.2508 -1.1904 -0.0604 -0.1961 0.1825 -0.0137 0.9830 -0.1170 -0.0120 -0.0290 6,585.8500 yes\n", + "2025-10-03 5 6,380.0000 2.2500 253 187 6,375.0000 2.1750 440 276 5.0000 0.0750 4.9250 6,379.9250 3.9700 0.0150 0.1970 0.1990 -0.0020 -0.0370 -0.0350 -0.0010 0.0005 0.0005 -1.2001 -1.1748 -0.0252 -0.6228 0.6039 -0.0190 0.9620 -0.1170 -0.0240 -0.0300 6,549.5400 yes\n", + "2025-10-03 5 6,395.0000 2.5250 127 316 6,390.0000 2.4250 519 420 5.0000 0.1000 4.9000 6,394.9000 3.7400 0.0200 0.1920 0.1930 -0.0020 -0.0410 -0.0400 -0.0020 0.0006 0.0006 -1.2909 -1.2583 -0.0326 -0.6888 0.6653 -0.0234 0.9570 -0.1170 -0.0240 -0.0310 6,549.5400 yes\n", + "2025-10-03 5 6,140.0000 0.6500 588 276 6,125.0000 0.6250 651 146 15.0000 0.0250 14.9750 6,139.9750 7.5800 0.0020 0.2870 0.2930 -0.0060 -0.0090 -0.0080 -0.0000 0.0001 0.0001 -0.5169 -0.5034 -0.0135 -0.1824 0.1737 -0.0087 0.9910 -0.1170 -0.0080 -0.0150 6,549.5400 yes\n", + "2025-10-03 5 6,175.0000 0.7500 1137 82 6,160.0000 0.7000 214 403 15.0000 0.0500 14.9500 6,174.9500 7.0600 0.0030 0.2740 0.2790 -0.0050 -0.0100 -0.0090 -0.0010 0.0001 0.0001 -0.5728 -0.5449 -0.0279 -0.2120 0.1977 -0.0143 0.9890 -0.1180 -0.0080 -0.0170 6,549.5400 yes\n", + "2025-09-30 2 6,385.0000 0.7250 345 46 6,375.0000 0.6750 2255 1741 10.0000 0.0500 9.9500 6,384.9500 3.8900 0.0050 0.2530 0.2590 -0.0060 -0.0160 -0.0150 -0.0010 0.0003 0.0003 -1.2458 -1.1859 -0.0599 -0.1987 0.1848 -0.0139 0.9830 -0.1190 -0.0120 -0.0310 6,585.8500 yes\n", + "2025-09-30 2 6,490.0000 1.6000 1515 447 6,485.0000 1.5000 1451 405 5.0000 0.1000 4.9000 6,489.9000 2.3100 0.0200 0.1860 0.1890 -0.0030 -0.0430 -0.0400 -0.0030 0.0010 0.0009 -2.0470 -1.9648 -0.0822 -0.4464 0.4224 -0.0240 0.9560 -0.1200 -0.0240 -0.0520 6,585.8500 yes\n", + "2025-10-02 4 6,380.0000 1.5250 175 71 6,375.0000 1.5000 238 107 5.0000 0.0250 4.9750 6,379.9750 3.9700 0.0050 0.2050 0.2080 -0.0030 -0.0280 -0.0270 -0.0010 0.0004 0.0004 -1.1153 -1.1060 -0.0093 -0.4426 0.4331 -0.0096 0.9710 -0.1200 -0.0240 -0.0300 6,562.2200 yes\n", + "2025-09-29 1 6,485.0000 0.4500 307 1031 6,475.0000 0.4000 802 22191 10.0000 0.0500 9.9500 6,484.9500 2.3900 0.0050 0.2180 0.2260 -0.0080 -0.0160 -0.0140 -0.0020 0.0005 0.0005 -1.5453 -1.4240 -0.1213 -0.1428 0.1268 -0.0159 0.9830 -0.1200 -0.0120 -0.0500 6,607.3200 yes\n", + "2025-09-30 2 6,295.0000 0.4750 483 365 6,280.0000 0.4500 270 41 15.0000 0.0250 14.9750 6,294.9750 5.2500 0.0020 0.3120 0.3210 -0.0100 -0.0090 -0.0080 -0.0010 0.0002 0.0001 -0.9395 -0.9060 -0.0335 -0.1215 0.1135 -0.0080 0.9900 -0.1210 -0.0080 -0.0230 6,585.8500 yes\n", + "2025-10-03 5 6,410.0000 2.8750 1017 587 6,405.0000 2.7500 545 444 5.0000 0.1250 4.8750 6,409.8750 3.5200 0.0260 0.1870 0.1890 -0.0020 -0.0470 -0.0450 -0.0020 0.0007 0.0006 -1.4010 -1.3624 -0.0386 -0.7675 0.7399 -0.0276 0.9500 -0.1230 -0.0250 -0.0350 6,549.5400 yes\n", + "2025-10-03 5 6,385.0000 2.3250 217 381 6,380.0000 2.2500 253 187 5.0000 0.0750 4.9250 6,384.9250 3.9000 0.0150 0.1950 0.1970 -0.0020 -0.0380 -0.0370 -0.0010 0.0005 0.0005 -1.2246 -1.2001 -0.0245 -0.6420 0.6228 -0.0192 0.9600 -0.1240 -0.0250 -0.0320 6,549.5400 yes\n", + "2025-10-02 4 6,430.0000 2.2750 1050 162 6,425.0000 2.1750 875 216 5.0000 0.1000 4.9000 6,429.9000 3.2200 0.0200 0.1850 0.1870 -0.0020 -0.0430 -0.0410 -0.0020 0.0007 0.0007 -1.4393 -1.3993 -0.0400 -0.6349 0.6107 -0.0242 0.9550 -0.1240 -0.0250 -0.0380 6,562.2200 yes\n", + "2025-09-30 2 6,470.0000 1.3000 631 972 6,465.0000 1.2500 1179 288 5.0000 0.0500 4.9500 6,469.9500 2.6200 0.0100 0.1980 0.2010 -0.0030 -0.0340 -0.0320 -0.0020 0.0008 0.0007 -1.8005 -1.7589 -0.0416 -0.3685 0.3539 -0.0146 0.9650 -0.1240 -0.0250 -0.0470 6,585.8500 yes\n", + "2025-09-29 1 6,490.0000 0.4500 428 2012 6,480.0000 0.4000 1558 1599 10.0000 0.0500 9.9500 6,489.9500 2.3100 0.0050 0.2120 0.2200 -0.0080 -0.0170 -0.0150 -0.0020 0.0006 0.0005 -1.5349 -1.4153 -0.1197 -0.1458 0.1294 -0.0164 0.9830 -0.1240 -0.0120 -0.0530 6,607.3200 yes\n", + "2025-10-03 5 6,260.0000 1.1000 128 102 6,250.0000 1.0500 3637 692 10.0000 0.0500 9.9500 6,259.9500 5.7800 0.0050 0.2410 0.2450 -0.0040 -0.0160 -0.0150 -0.0010 0.0002 0.0002 -0.7484 -0.7250 -0.0233 -0.3149 0.3002 -0.0148 0.9830 -0.1240 -0.0120 -0.0210 6,549.5400 yes\n", + "2025-10-17 19 6,180.0000 8.3000 517 29 6,175.0000 8.1000 435 38 5.0000 0.2000 4.8000 6,179.8000 6.9800 0.0420 0.2120 0.2130 -0.0010 -0.0590 -0.0580 -0.0010 0.0004 0.0004 -0.9508 -0.9366 -0.0141 -1.7828 1.7500 -0.0328 0.9350 -0.1250 -0.0260 -0.0180 6,457.0400 yes\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# create a copy of the main dataframe\n", + "df_plot = spreads.copy()" + ], + "metadata": { + "id": "KwjQfj3Ln2ZY" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### **Width vs EV vs DTE**\n", + "\n", + "Plot a 3D scatter where the x-axis is spread width, y-axis is expected value, z-axis is days to expiry. Color represents probability of profit. Bubble size reflects credit received.\n", + "\n", + "This plot shows the trade-offs between risk and reward and where they cluster.\n", + "\n", + "Each point represents a unique OTM credit spread." + ], + "metadata": { + "id": "61nq6JYMm1EA" + } + }, + { + "cell_type": "code", + "source": [ + "# ── filtered view, original df_plot remains unchanged\n", + "EV_FILTER = -10\n", + "\n", + "df_filtered = df_plot[df_plot[\"EV\"] >= EV_FILTER]\n", + "\n", + "# ── 3D scatter with full hover_data including both strikes\n", + "fig = px.scatter_3d(\n", + " df_filtered,\n", + " x=\"width\",\n", + " y=\"EV\",\n", + " z=\"DTE\",\n", + " color=\"POP\",\n", + " size=\"credit\",\n", + " size_max=12,\n", + " opacity=0.8,\n", + " color_continuous_scale=\"Viridis\",\n", + " template=\"plotly_dark\",\n", + " hover_data={\n", + " \"short_strike\": \":.2f\", # short put strike\n", + " \"long_strike\": \":.2f\", # long put strike\n", + " \"credit\": \":.3f\", # credit received\n", + " \"POP\": \":.1%\", # probability of profit\n", + " \"EV\": \":.3f\", # expected value\n", + " \"EV_per_risk\": \":.3f\", # EV / max_loss\n", + " \"DTE\": True # days to expiry\n", + " }\n", + ")\n", + "\n", + "fig.update_layout(\n", + " title=f\"3D Scatter: Width vs EV vs DTE (EV ≥ {EV_FILTER}), Sized by Credit\",\n", + " scene=dict(\n", + " xaxis_title=\"Spread Width\",\n", + " yaxis_title=\"Expected Value (EV)\",\n", + " zaxis_title=\"Days to Expiry (DTE)\"\n", + " ),\n", + " margin=dict(l=0, r=0, b=0, t=50)\n", + ")\n", + "\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "id": "kA1vFv-9mZx5", + "outputId": "6e41d17f-2573-40e5-a101-afa39dac9f9f" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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\n", + "\n", + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### **EV per Risk By DTE Bucket**\n", + "\n", + "Bucket spreads by days to expiry. Plot a violin for EV_per_risk in each 5-day DTE group.\n", + "\n", + "Each violin displays the distribution of EV per risk within a 5-day expiry bucket." + ], + "metadata": { + "id": "efFTOZIlnNsa" + } + }, + { + "cell_type": "code", + "source": [ + "# ── build 5-day buckets\n", + "step = 5\n", + "df_violin = df_plot.copy()\n", + "\n", + "max_dte = int(np.ceil(df_violin[\"DTE\"].max() / step) * step)\n", + "bins = list(range(0, max_dte + step, step))\n", + "labels = [f\"{b}-{b+step}\" for b in bins[:-1]]\n", + "\n", + "df_violin[\"DTE_bucket\"] = pd.cut(\n", + " df_violin[\"DTE\"],\n", + " bins=bins,\n", + " labels=labels,\n", + " right=False\n", + ")\n", + "\n", + "# ── keep only rows that actually landed in a bucket\n", + "df_violin = df_violin.dropna(subset=[\"DTE_bucket\", \"EV_per_risk\"])\n", + "\n", + "# remove empty categories and capture the ones that remain\n", + "df_violin[\"DTE_bucket\"] = df_violin[\"DTE_bucket\"].cat.remove_unused_categories()\n", + "bucket_order = df_violin[\"DTE_bucket\"].cat.categories.tolist()\n", + "\n", + "# ── violin plot in ascending DTE order\n", + "fig = px.violin(\n", + " df_violin,\n", + " x=\"DTE_bucket\",\n", + " y=\"EV_per_risk\",\n", + " box=True,\n", + " points=False,\n", + " category_orders={\"DTE_bucket\": bucket_order}, # ascending & no empty bins\n", + " template=\"plotly_dark\"\n", + ")\n", + "\n", + "fig.update_layout(\n", + " title=\"EV per Risk by 5-Day DTE Buckets\",\n", + " xaxis_title=\"Days to Expiry (ascending buckets)\",\n", + " yaxis_title=\"EV per Risk\",\n", + " showlegend=False,\n", + " margin=dict(l=40, r=40, b=40, t=60)\n", + ")\n", + "\n", + "fig.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "id": "sYDoR3B_nBfI", + "outputId": "c6f47219-4239-425a-821b-d0bd622707bf" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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\n", + "\n", + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### **EV per Risk By Strike vs. DTE**\n", + "\n", + "Pivot to a heatmap where the y-axis is short strike and x-axis is DTE. Color shows average EV_per_risk for each combination.\n", + "\n", + "This heatmap highlights where the most attractive credit spreads concentrate across strikes and expiries.\n", + "\n", + "Brighter regions signal strike/DTE pairs with higher average risk-adjusted edge." + ], + "metadata": { + "id": "KO7duSK5nY5e" + } + }, + { + "cell_type": "code", + "source": [ + "# work on a copy\n", + "df_plot = spreads.copy()\n", + "\n", + "# build pivot (rows = short strike, cols = DTE)\n", + "pivot = df_plot.pivot_table(\n", + " index='short_strike',\n", + " columns='DTE',\n", + " values='EV_per_risk',\n", + " aggfunc='mean'\n", + ")\n", + "\n", + "fig, ax = plt.subplots(figsize=(10, 15))\n", + "im = ax.imshow(pivot, aspect='auto', origin='lower')\n", + "\n", + "ax.set_xlabel('Days to Expiry (DTE)')\n", + "ax.set_ylabel('Short Strike')\n", + "ax.set_title('Heatmap of EV_per_risk by Strike vs. DTE')\n", + "\n", + "ax.set_xticks(range(len(pivot.columns)))\n", + "ax.set_xticklabels(pivot.columns, rotation=90)\n", + "\n", + "ax.set_yticks(range(len(pivot.index)))\n", + "ax.set_yticklabels(pivot.index, fontsize=8) # ← smaller font size\n", + "\n", + "# or equivalently:\n", + "# ax.tick_params(axis='y', labelsize=8)\n", + "\n", + "cbar = fig.colorbar(im, ax=ax)\n", + "cbar.set_label('EV_per_risk')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "KRCPVFSAnTYQ", + "outputId": "524ff43d-fd84-425c-9a8e-5611d9bc4b9c" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/notebooks/Options_Pricing_Greeks.ipynb b/notebooks/Options_Pricing_Greeks.ipynb new file mode 100644 index 0000000..b569e60 --- /dev/null +++ b/notebooks/Options_Pricing_Greeks.ipynb @@ -0,0 +1,361 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "### [Understanding Options Pricing](https://medium.com/financial-engineering/understanding-options-pricing-the-greeks-explained-d33ebf4b70d9)", + "\n", + "> [Fundamentals of Options: From Simple Payoffs to Complex Strategies](https://simplified-zone.com/fundamentals-of-options-from-simple-payoffs-to-complex-strategies/)" + ], + "metadata": { + "id": "MjXo7oYpzWhh" + } + }, + { + "cell_type": "markdown", + "source": [ + "> _For a **Call Option**: As the stock price rises, the call becomes more valuable._\n", + "\n", + "> _For a **Put Option**: As the stock price rises, the put becomes less valuable._\n", + "\n", + "This sensitivity is known as **Delta**. Delta measures how much an option’s price is expected to change for a $1 move in the underlying stock. It ranges from 0 to 1 for calls and -1 to 0 for puts." + ], + "metadata": { + "id": "VNIY6yWH2FhP" + } + }, + { + "cell_type": "code", + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')" + ], + "metadata": { + "id": "piO1hXqA2mRf" + }, + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "QEh8I5QXynS8", + "outputId": "7d228b99-8c7b-450b-ae5b-abef7c3fdf5f" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats import norm\n", + "\n", + "# Black-Scholes formula for European options\n", + "def black_scholes(option_type, s0, k, t, sigma, r):\n", + " \"\"\"\n", + " Calculates the price of a European call or put option.\n", + "\n", + " option_type: 'call' or 'put'\n", + " s0: Initial stock price\n", + " k: Strike price\n", + " t: Time to expiration in years\n", + " sigma: Volatility of the stock\n", + " r: Risk-free interest rate\n", + " \"\"\"\n", + " d1 = (np.log(s0 / k) + (r + 0.5 * sigma ** 2) * t) / (sigma * np.sqrt(t))\n", + " d2 = d1 - sigma * np.sqrt(t)\n", + "\n", + " if option_type == 'call':\n", + " price = s0 * norm.cdf(d1) - k * np.exp(-r * t) * norm.cdf(d2)\n", + " elif option_type == 'put':\n", + " price = k * np.exp(-r * t) * norm.cdf(-d2) - s0 * norm.cdf(-d1)\n", + " else:\n", + " raise ValueError(\"Invalid option type. Choose 'call' or 'put'.\")\n", + "\n", + " return price\n", + "\n", + "# Define a range of stock prices to analyze\n", + "stock_prices = np.arange(60, 150, 1)\n", + "\n", + "# Initialize lists to store option prices\n", + "call_prices = []\n", + "put_prices = []\n", + "\n", + "# Calculate option prices for each stock price\n", + "for price in stock_prices:\n", + " call_price = black_scholes('call', s0=price, k=100, t=30/365.0, sigma=0.20, r=0.05)\n", + " put_price = black_scholes('put', s0=price, k=100, t=30/365.0, sigma=0.20, r=0.05)\n", + " call_prices.append(call_price)\n", + " put_prices.append(put_price)\n", + "\n", + "# Plot the results\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(stock_prices, call_prices, label='Call Option Price')\n", + "plt.plot(stock_prices, put_prices, label='Put Option Price')\n", + "plt.xlabel('Stock Price ($)')\n", + "plt.ylabel('Option Price ($)')\n", + "plt.title('Option Price vs. Stock Price')\n", + "plt.axvline(x=100, color='r', linestyle='--', label='Strike Price (K=100)')\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Gamma** measures the rate of change of Delta. Gamma is highest for at-the-money (ATM) options, meaning their sensitivity to stock price moves is the most dynamic." + ], + "metadata": { + "id": "wFdP_jj45TCZ" + } + }, + { + "cell_type": "markdown", + "source": [ + "#### Dependency on Time: The Inexorable Melt of Theta" + ], + "metadata": { + "id": "Wvchzjd85Y86" + } + }, + { + "cell_type": "markdown", + "source": [ + "An option's value has two components: *intrinsic value* (how much it's in-the-money) and *extrinsic value* (also known as time value).\n", + "\n", + "Extrinsic value is the premium you pay for the possibility that the option will become profitable by expiration." + ], + "metadata": { + "id": "tEHc4gZD5gaz" + } + }, + { + "cell_type": "markdown", + "source": [ + "This decay in an option's price due to the passage of time is called **_Theta_**. It is often referred to as the \"time melt\" or \"time decay\" of an option.\n", + "\n", + "*Theta* is the enemy of the option buyer and the friend of the option seller.\n", + "The rate of decay is not linear. It accelerates as the expiration date approaches." + ], + "metadata": { + "id": "rUk_YPir5pxE" + } + }, + { + "cell_type": "code", + "source": [ + "# Define a range of days to expiration\n", + "days_to_expiration = np.arange(1, 181, 1)\n", + "\n", + "call_prices_time = []\n", + "put_prices_time = []\n", + "\n", + "# Calculate option prices for each time to expiration\n", + "for days in days_to_expiration:\n", + " # Convert days to years for the formula\n", + " time_in_years = days / 365.0\n", + " call_price = black_scholes('call', s0=100, k=100, t=time_in_years, sigma=0.20, r=0.05)\n", + " put_price = black_scholes('put', s0=100, k=100, t=time_in_years, sigma=0.20, r=0.05)\n", + " call_prices_time.append(call_price)\n", + " put_prices_time.append(put_price)\n", + "\n", + "# Plot the results\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(days_to_expiration, call_prices_time, label='ATM Call Option Price')\n", + "plt.plot(days_to_expiration, put_prices_time, label='ATM Put Option Price')\n", + "plt.xlabel('Days to Expiration')\n", + "plt.ylabel('Option Price ($)')\n", + "plt.title('Option Price vs. Time to Expiration (Time Decay)')\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "J-hZkKjN5Dhh", + "outputId": "27ba2076-abf9-4803-901d-76a8fafd756f" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Dependency on Volatility: The Fuel of Vega\n", + "\n", + "**Volatility** is the magnitude of a stock's price swings. Implied volatility is the market's consensus forecast of how volatile the stock will be in the future. It's a key ingredient in an option's price because higher volatility means a greater chance of a large price move." + ], + "metadata": { + "id": "bUO21dEi6EBg" + } + }, + { + "cell_type": "markdown", + "source": [ + "This sensitivity of an option's price to a 1% change in implied volatility is called **Vega**.\n", + "\n", + "- Vega is positive for both calls and puts.\n", + "- Option buyers are \"_long Vega_\" (they benefit from increasing volatility).\n", + "- Option sellers are \"_short Vega_\" (they benefit from decreasing volatility)." + ], + "metadata": { + "id": "ZS8Da5xu7PeP" + } + }, + { + "cell_type": "code", + "source": [ + "# Define a range of volatility values\n", + "volatilities = np.arange(0.05, 0.51, 0.01) # 5% to 50%\n", + "\n", + "call_prices_vol = []\n", + "put_prices_vol = []\n", + "\n", + "# Calculate option prices for each volatility level\n", + "for vol in volatilities:\n", + " call_price = black_scholes('call', s0=100, k=100, t=30/365.0, sigma=vol, r=0.05)\n", + " put_price = black_scholes('put', s0=100, k=100, t=30/365.0, sigma=vol, r=0.05)\n", + " call_prices_vol.append(call_price)\n", + " put_prices_vol.append(put_price)\n", + "\n", + "# Plot the results\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(volatilities, call_prices_vol, label='ATM Call Option Price')\n", + "plt.plot(volatilities, put_prices_vol, label='ATM Put Option Price')\n", + "plt.xlabel('Implied Volatility')\n", + "plt.ylabel('Option Price ($)')\n", + "plt.title('Option Price vs. Implied Volatility')\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "npWJAR7G52Hy", + "outputId": "868c3326-f05f-4016-94aa-6915d1f0ecb5" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Dependency on Interest Rates: The Subtle Hand of Rho\n", + "\n", + " The sensitivity of an option's price to a 1% change in the risk-free interest rate is known as **Rho**.\n", + "\n", + "- **Calls**: Higher interest rates make call options more valuable.\n", + "- **Puts**: Higher interest rates make put options less valuable." + ], + "metadata": { + "id": "IarDQtH57v9j" + } + }, + { + "cell_type": "code", + "source": [ + "# Define a range of interest rates\n", + "interest_rates = np.arange(0.01, 0.11, 0.01) # 1% to 10%\n", + "\n", + "call_prices_rate = []\n", + "put_prices_rate = []\n", + "\n", + "# Calculate option prices for each interest rate\n", + "for rate in interest_rates:\n", + " call_price = black_scholes('call', s0=100, k=100, t=30/365.0, sigma=0.20, r=rate)\n", + " put_price = black_scholes('put', s0=100, k=100, t=30/365.0, sigma=0.20, r=rate)\n", + " call_prices_rate.append(call_price)\n", + " put_prices_rate.append(put_price)\n", + "\n", + "# Plot the results\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(interest_rates, call_prices_rate, label='ATM Call Option Price')\n", + "plt.plot(interest_rates, put_prices_rate, label='ATM Put Option Price')\n", + "plt.xlabel('Risk-Free Interest Rate')\n", + "plt.ylabel('Option Price ($)')\n", + "plt.title('Option Price vs. Interest Rate')\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "vRV81KEH7c8V", + "outputId": "73a755c7-655d-4d9c-ef83-32d10e4b0ae5" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/notebooks/Pipeline_SCADA_Forecasting.ipynb b/notebooks/Pipeline_SCADA_Forecasting.ipynb new file mode 100644 index 0000000..e13a2ed --- /dev/null +++ b/notebooks/Pipeline_SCADA_Forecasting.ipynb @@ -0,0 +1,951 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "### [Pipeline SCADA Forecasting: Predicting Flow and Pressure with Physics-Informed Machine Learning in Python](https://medium.com/@kyle-t-jones/pipeline-scada-forecasting-predicting-flow-and-pressure-with-physics-informed-machine-learning-in-e15dcf3c7cea)" + ], + "metadata": { + "id": "yTg4AJrTNpxk" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "YoNj3Qzy_DcO" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from datetime import datetime, timedelta\n", + "from sklearn.gaussian_process import GaussianProcessRegressor\n", + "from sklearn.gaussian_process.kernels import Matern, WhiteKernel, ConstantKernel\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "np.random.seed(42)\n", + "plt.style.use('ggplot')\n", + "sns.set_style('whitegrid')\n", + "\n", + "plt.rcParams['figure.figsize'] = (10, 6)\n", + "plt.rcParams['font.family'] = 'serif'\n", + "plt.rcParams['font.size'] = 12\n", + "plt.rcParams['savefig.dpi'] = 300" + ] + }, + { + "cell_type": "code", + "source": [ + "def generate_synthetic_scada_data(hours=672, seed=3363):\n", + " \"\"\"\n", + " Generate realistic pipeline SCADA telemetry.\n", + "\n", + " Simulates 4 weeks of hourly data with:\n", + " - Diurnal and weekly flow patterns\n", + " - Temperature-dependent gas properties\n", + " - Hydraulic pressure drop relationships\n", + " - Customer nomination influences\n", + "\n", + " Parameters:\n", + " -----------\n", + " hours : int\n", + " Number of hours to simulate (default: 4 weeks)\n", + " seed : int\n", + " Random seed for reproducibility\n", + "\n", + " Returns:\n", + " --------\n", + " pd.DataFrame : SCADA telemetry with timestamp index\n", + " \"\"\"\n", + " rng = np.random.default_rng(seed)\n", + "\n", + " # Create timestamp index\n", + " time = pd.date_range(\"2024-01-01\", periods=hours, freq=\"h\")\n", + "\n", + " # Ambient temperature (°C) - diurnal cycle + measurement noise\n", + " temp_celsius = (\n", + " 15 + # Baseline\n", + " 10 * np.sin(2 * np.pi * time.hour / 24) + # Diurnal variation\n", + " rng.normal(0, 1, hours) # Measurement noise\n", + " )\n", + "\n", + " # Customer nominations (MMscf/d) - weekly cycle + variations\n", + " nominations = (\n", + " 200 + # Baseline demand\n", + " 40 * np.sin(2 * np.pi * np.arange(hours) / (7*24)) + # Weekly pattern\n", + " rng.normal(0, 5, hours) # Demand variability\n", + " )\n", + "\n", + " # Pipeline specifications\n", + " diameter_inches = 24\n", + " length_km = 100\n", + " roughness = 0.00015 # Pipe roughness factor\n", + "\n", + " # Flow rate (MMscf/d) - driven by nominations, temperature, and operational patterns\n", + " flow_mmscfd = (\n", + " 220 + # Baseline capacity\n", + " 0.6 * nominations + # Nomination influence\n", + " -0.8 * temp_celsius + # Temperature effect on density\n", + " 5 * np.sin(2 * np.pi * time.hour / 24) + # Operational adjustments\n", + " rng.normal(0, 6, hours) # Process noise\n", + " )\n", + " flow_mmscfd = np.clip(flow_mmscfd, 120, 350) # Physical capacity limits\n", + "\n", + " # Pressure drop calculation (simplified Darcy-Weisbach)\n", + " # ΔP ∝ (Q/D²)^1.8 for turbulent gas flow\n", + " k_drop = 0.05 # Pressure drop coefficient (psig per normalized flow)\n", + " pressure_drop = (\n", + " k_drop * (flow_mmscfd / 100) ** 1.8 + # Hydraulic head loss\n", + " rng.normal(0, 0.8, hours) # Measurement noise\n", + " )\n", + "\n", + " # Suction pressure (upstream, psig) - relatively stable with diurnal pattern\n", + " p_suction_psig = (\n", + " 650 + # Nominal suction pressure\n", + " 10 * np.sin(2 * np.pi * time.hour / 24) + # Diurnal variation\n", + " rng.normal(0, 1.5, hours) # Measurement noise\n", + " )\n", + "\n", + " # Discharge pressure (downstream, psig) - suction minus hydraulic drop\n", + " p_discharge_psig = p_suction_psig - pressure_drop\n", + "\n", + " # Create DataFrame\n", + " scada_data = pd.DataFrame({\n", + " 'temp_celsius': temp_celsius,\n", + " 'nominations_mmscfd': nominations,\n", + " 'flow_mmscfd': flow_mmscfd,\n", + " 'p_suction_psig': p_suction_psig,\n", + " 'p_discharge_psig': p_discharge_psig\n", + " }, index=time)\n", + "\n", + " return scada_data" + ], + "metadata": { + "id": "l8z-pUsKO7sm" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Generate 4 weeks of hourly data\n", + "scada = generate_synthetic_scada_data(hours=24*28)\n", + "print(f\"Generated {len(scada)} hours of SCADA data\")\n", + "print(f\"\\nFlow Statistics:\")\n", + "print(f\" Mean: {scada['flow_mmscfd'].mean():.1f} MMscf/d\")\n", + "print(f\" Range: {scada['flow_mmscfd'].min():.1f} to {scada['flow_mmscfd'].max():.1f} MMscf/d\")\n", + "print(f\"\\nPressure Statistics:\")\n", + "print(f\" Suction Mean: {scada['p_suction_psig'].mean():.1f} psig\")\n", + "print(f\" Discharge Mean: {scada['p_discharge_psig'].mean():.1f} psig\")\n", + "print(f\" Average ΔP: {(scada['p_suction_psig'] - scada['p_discharge_psig']).mean():.1f} psig\")\n", + "print(f\"\\nTemperature Range: {scada['temp_celsius'].min():.1f} to {scada['temp_celsius'].max():.1f}°C\")\n", + "# Display sample data\n", + "print(\"\\nSample SCADA Records:\")\n", + "scada.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "G6f5YpxxPAQN", + "outputId": "1c773dd1-790b-4eb2-c1c1-19e0d2ff9b93" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Generated 672 hours of SCADA data\n", + "\n", + "Flow Statistics:\n", + " Mean: 327.2 MMscf/d\n", + " Range: 286.7 to 350.0 MMscf/d\n", + "\n", + "Pressure Statistics:\n", + " Suction Mean: 650.0 psig\n", + " Discharge Mean: 649.6 psig\n", + " Average ΔP: 0.4 psig\n", + "\n", + "Temperature Range: 2.7 to 27.6°C\n", + "\n", + "Sample SCADA Records:\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " temp_celsius nominations_mmscfd flow_mmscfd \\\n", + "2024-01-01 00:00:00 16.408868 205.235338 320.365200 \n", + "2024-01-01 01:00:00 18.765902 199.010671 325.756273 \n", + "2024-01-01 02:00:00 19.422167 199.005542 314.294684 \n", + "2024-01-01 03:00:00 22.504994 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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "scada", + "summary": "{\n \"name\": \"scada\",\n \"rows\": 672,\n \"fields\": [\n {\n \"column\": \"temp_celsius\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7.2335579767366545,\n \"min\": 2.6742733716076694,\n \"max\": 27.62507521715687,\n \"num_unique_values\": 672,\n \"samples\": [\n 15.966095780332317,\n 9.427957351395396,\n 17.170887303652407\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"nominations_mmscfd\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 28.809333585231762,\n \"min\": 148.758304820437,\n \"max\": 254.03440071094684,\n \"num_unique_values\": 672,\n \"samples\": [\n 230.55093343480297,\n 186.12305756848943,\n 168.71306767278887\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"flow_mmscfd\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17.123117818440896,\n \"min\": 286.696980225536,\n \"max\": 350.0,\n \"num_unique_values\": 582,\n \"samples\": [\n 323.0405147255992,\n 314.3208574842569,\n 301.2959541505038\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"p_suction_psig\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7.259627533544907,\n \"min\": 637.1161907003165,\n \"max\": 663.4656425938024,\n \"num_unique_values\": 672,\n \"samples\": [\n 652.9714444168453,\n 646.4079592634133,\n 654.0292560367232\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"p_discharge_psig\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7.251388913128657,\n \"min\": 635.9879182675966,\n \"max\": 664.0285779473052,\n \"num_unique_values\": 672,\n \"samples\": [\n 652.964914128204,\n 646.9720589326749,\n 654.4413788180086\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "code", + "source": [ + "def create_lagged_features(series, lag_hours):\n", + " \"\"\"\n", + " Create lagged features from time series.\n", + "\n", + " Transforms single time series into multiple lag features\n", + " for capturing temporal dependencies in ML models.\n", + "\n", + " Parameters:\n", + " -----------\n", + " series : pd.Series\n", + " Time series to lag\n", + " lag_hours : list of int\n", + " Hour lags to create (e.g., [1,2,3,6,12,24])\n", + "\n", + " Returns:\n", + " --------\n", + " pd.DataFrame : DataFrame with lag columns\n", + " \"\"\"\n", + " lag_features = {}\n", + " for lag in lag_hours:\n", + " lag_features[f'{series.name}_lag{lag}h'] = series.shift(lag)\n", + "\n", + " return pd.DataFrame(lag_features)\n", + "\n", + "def build_forecast_features(scada_data, lag_hours=[1, 2, 3, 6, 12, 24]):\n", + " \"\"\"\n", + " Build comprehensive feature matrix for forecasting.\n", + "\n", + " Combines lagged variables, exogenous factors, and temporal\n", + " encodings to create rich feature set for ML models.\n", + "\n", + " Parameters:\n", + " -----------\n", + " scada_data : pd.DataFrame\n", + " Raw SCADA telemetry\n", + " lag_hours : list of int\n", + " Hours to lag for temporal features\n", + "\n", + " Returns:\n", + " --------\n", + " pd.DataFrame : Feature matrix with all predictors\n", + " \"\"\"\n", + " # Create lagged features for each variable (Pythonic concatenation)\n", + " lagged_flow = create_lagged_features(scada_data['flow_mmscfd'], lag_hours)\n", + " lagged_p_suction = create_lagged_features(scada_data['p_suction_psig'], lag_hours)\n", + " lagged_p_discharge = create_lagged_features(scada_data['p_discharge_psig'], lag_hours)\n", + "\n", + " # Exogenous variables (current values, not lagged)\n", + " exogenous = scada_data[['temp_celsius', 'nominations_mmscfd']]\n", + "\n", + " # Temporal encodings (day of week) - Pythonic with get_dummies\n", + " day_of_week = pd.get_dummies(\n", + " scada_data.index.dayofweek,\n", + " prefix='dow',\n", + " dtype=float\n", + " )\n", + " day_of_week.index = scada_data.index # Ensure index alignment\n", + "\n", + " # Combine all features (Pythonic)\n", + " feature_matrix = pd.concat([\n", + " lagged_flow,\n", + " lagged_p_suction,\n", + " lagged_p_discharge,\n", + " exogenous,\n", + " day_of_week\n", + " ], axis=1)\n", + "\n", + " return feature_matrix" + ], + "metadata": { + "id": "CBa1KDAwPEGR" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Build feature matrix\n", + "features = build_forecast_features(scada, lag_hours=[1, 2, 3, 6, 12, 24])\n", + "# Add target variables\n", + "targets = scada[['flow_mmscfd', 'p_suction_psig', 'p_discharge_psig']]\n", + "# Combine features and targets, drop NaN from lagging\n", + "dataset = pd.concat([features, targets], axis=1).dropna()\n", + "print(f\"\\nFeature Engineering Results:\")\n", + "print(f\" Total features: {features.shape[1]}\")\n", + "print(f\" Lagged flow features: {len([c for c in features.columns if 'flow' in c])}\")\n", + "print(f\" Lagged pressure features: {len([c for c in features.columns if 'psig' in c])}\")\n", + "print(f\" Exogenous features: {len([c for c in features.columns if c in ['temp_celsius', 'nominations_mmscfd']])}\")\n", + "print(f\" Temporal features: {len([c for c in features.columns if 'dow' in c])}\")\n", + "print(f\" Final dataset size: {len(dataset)} records after dropna()\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "75NwNahXPQVB", + "outputId": "66254f23-85a1-43d9-ac7b-baa60019453c" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Feature Engineering Results:\n", + " Total features: 27\n", + " Lagged flow features: 6\n", + " Lagged pressure features: 12\n", + " Exogenous features: 2\n", + " Temporal features: 7\n", + " Final dataset size: 648 records after dropna()\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "def train_pipeline_forecast_models(dataset, test_hours=168):\n", + " \"\"\"\n", + " Train separate ML models for flow and pressure forecasting.\n", + "\n", + " Uses Gaussian Process for flow (captures smooth trends) and\n", + " Random Forest for pressure (handles non-linear hydraulics).\n", + "\n", + " Parameters:\n", + " -----------\n", + " dataset : pd.DataFrame\n", + " Complete dataset with features and targets\n", + " test_hours : int\n", + " Hours to reserve for testing (default: 1 week)\n", + "\n", + " Returns:\n", + " --------\n", + " dict : Trained models, predictions, and performance metrics\n", + " \"\"\"\n", + " # Split into train/test (last week for testing)\n", + " train_data = dataset.iloc[:-test_hours]\n", + " test_data = dataset.iloc[-test_hours:]\n", + "\n", + " # Separate features and targets\n", + " feature_cols = [c for c in dataset.columns\n", + " if c not in ['flow_mmscfd', 'p_suction_psig', 'p_discharge_psig']]\n", + "\n", + " X_train = train_data[feature_cols]\n", + " X_test = test_data[feature_cols]\n", + "\n", + " y_train_flow = train_data['flow_mmscfd']\n", + " y_test_flow = test_data['flow_mmscfd']\n", + "\n", + " y_train_p_suction = train_data['p_suction_psig']\n", + " y_test_p_suction = test_data['p_suction_psig']\n", + "\n", + " y_train_p_discharge = train_data['p_discharge_psig']\n", + " y_test_p_discharge = test_data['p_discharge_psig']\n", + "\n", + " print(\"Training Models...\")\n", + " print(\"=\" * 60)\n", + "\n", + " # Flow model: Gaussian Process (smooth, probabilistic)\n", + " kernel = ConstantKernel(1.0) * Matern(nu=1.5) + WhiteKernel()\n", + " gp_flow = GaussianProcessRegressor(\n", + " kernel=kernel,\n", + " alpha=1e-4,\n", + " normalize_y=True,\n", + " random_state=1,\n", + " n_restarts_optimizer=5\n", + " )\n", + "\n", + " print(\"Training GP model for flow...\")\n", + " gp_flow.fit(X_train, y_train_flow)\n", + " pred_flow = gp_flow.predict(X_test)\n", + "\n", + " # Pressure models: Random Forest (handles non-linearities)\n", + " rf_pressure = RandomForestRegressor(\n", + " n_estimators=300,\n", + " max_depth=20,\n", + " min_samples_split=10,\n", + " random_state=1,\n", + " n_jobs=-1\n", + " )\n", + "\n", + " print(\"Training RF model for suction pressure...\")\n", + " rf_pressure.fit(X_train, y_train_p_suction)\n", + " pred_p_suction = rf_pressure.predict(X_test)\n", + "\n", + " print(\"Training RF model for discharge pressure...\")\n", + " rf_pressure_discharge = RandomForestRegressor(\n", + " n_estimators=300,\n", + " max_depth=20,\n", + " min_samples_split=10,\n", + " random_state=1,\n", + " n_jobs=-1\n", + " )\n", + " rf_pressure_discharge.fit(X_train, y_train_p_discharge)\n", + " pred_p_discharge = rf_pressure_discharge.predict(X_test)\n", + "\n", + " # Calculate performance metrics (Pythonic)\n", + " metrics = {\n", + " 'flow': {\n", + " 'mae': mean_absolute_error(y_test_flow, pred_flow),\n", + " 'rmse': np.sqrt(mean_squared_error(y_test_flow, pred_flow)),\n", + " 'mape': np.mean(np.abs((y_test_flow - pred_flow) / y_test_flow)) * 100\n", + " },\n", + " 'p_suction': {\n", + " 'mae': mean_absolute_error(y_test_p_suction, pred_p_suction),\n", + " 'rmse': np.sqrt(mean_squared_error(y_test_p_suction, pred_p_suction)),\n", + " 'mape': np.mean(np.abs((y_test_p_suction - pred_p_suction) / y_test_p_suction)) * 100\n", + " },\n", + " 'p_discharge': {\n", + " 'mae': mean_absolute_error(y_test_p_discharge, pred_p_discharge),\n", + " 'rmse': np.sqrt(mean_squared_error(y_test_p_discharge, pred_p_discharge)),\n", + " 'mape': np.mean(np.abs((y_test_p_discharge - pred_p_discharge) / y_test_p_discharge)) * 100\n", + " }\n", + " }\n", + "\n", + " return {\n", + " 'models': {\n", + " 'flow': gp_flow,\n", + " 'p_suction': rf_pressure,\n", + " 'p_discharge': rf_pressure_discharge\n", + " },\n", + " 'predictions': {\n", + " 'flow': pred_flow,\n", + " 'p_suction': pred_p_suction,\n", + " 'p_discharge': pred_p_discharge\n", + " },\n", + " 'actuals': {\n", + " 'flow': y_test_flow,\n", + " 'p_suction': y_test_p_suction,\n", + " 'p_discharge': y_test_p_discharge\n", + " },\n", + " 'metrics': metrics,\n", + " 'test_index': test_data.index,\n", + " 'X_test': X_test\n", + " }" + ], + "metadata": { + "id": "N_oA17HDPSr2" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Train models\n", + "results = train_pipeline_forecast_models(dataset, test_hours=24*7)\n", + "print(\"\\nModel Performance:\")\n", + "print(\"=\" * 60)\n", + "for var, metrics in results['metrics'].items():\n", + " print(f\"\\n{var.upper()}:\")\n", + " print(f\" MAE: {metrics['mae']:.2f}\")\n", + " print(f\" RMSE: {metrics['rmse']:.2f}\")\n", + " print(f\" MAPE: {metrics['mape']:.2f}%\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Xap1z1VFPfXZ", + "outputId": "35c42d37-001b-42d1-f2ab-af4f2e35e327" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Training Models...\n", + "============================================================\n", + "Training GP model for flow...\n", + "Training RF model for suction pressure...\n", + "Training RF model for discharge pressure...\n", + "\n", + "Model Performance:\n", + "============================================================\n", + "\n", + "FLOW:\n", + " MAE: 15.25\n", + " RMSE: 17.26\n", + " MAPE: 4.68%\n", + "\n", + "P_SUCTION:\n", + " MAE: 1.44\n", + " RMSE: 1.81\n", + " MAPE: 0.22%\n", + "\n", + "P_DISCHARGE:\n", + " MAE: 1.56\n", + " RMSE: 1.95\n", + " MAPE: 0.24%\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "def enforce_physical_constraints(predictions, actuals):\n", + " \"\"\"\n", + " Apply physics-based constraints to ML predictions.\n", + "\n", + " Ensures predictions respect:\n", + " - Minimum safe operating pressures\n", + " - Maximum allowable pressure differentials\n", + " - Hydraulic consistency (Ps > Pd always)\n", + "\n", + " Parameters:\n", + " -----------\n", + " predictions : dict\n", + " Raw ML predictions for flow and pressures\n", + " actuals : dict\n", + " Actual values for comparison\n", + "\n", + " Returns:\n", + " --------\n", + " dict : Constrained predictions and violation statistics\n", + " \"\"\"\n", + " # Extract raw predictions\n", + " pred_p_suction = predictions['p_suction']\n", + " pred_p_discharge = predictions['p_discharge']\n", + "\n", + " # Define physical constraints (Pythonic constants)\n", + " MIN_SUCTION_PRESSURE = 550.0 # psig - prevent compressor surge\n", + " MIN_DISCHARGE_PRESSURE = 520.0 # psig - maintain delivery pressure\n", + " MAX_PRESSURE_DROP = 40.0 # psig - pipeline design limit\n", + "\n", + " # Analyze pre-constraint violations (Pythonic)\n", + " raw_violations = {\n", + " 'suction_below_min': np.sum(pred_p_suction < MIN_SUCTION_PRESSURE),\n", + " 'discharge_below_min': np.sum(pred_p_discharge < MIN_DISCHARGE_PRESSURE),\n", + " 'discharge_exceeds_suction': np.sum(pred_p_discharge > pred_p_suction),\n", + " 'dp_exceeds_max': np.sum((pred_p_suction - pred_p_discharge) > MAX_PRESSURE_DROP)\n", + " }\n", + "\n", + " violation_rate = raw_violations['discharge_exceeds_suction'] / len(pred_p_discharge)\n", + "\n", + " print(\"\\nConstraint Analysis:\")\n", + " print(\"=\" * 60)\n", + " print(f\"Raw Violations:\")\n", + " for constraint, count in raw_violations.items():\n", + " print(f\" {constraint}: {count} ({count/len(pred_p_discharge)*100:.1f}%)\")\n", + "\n", + " # Apply constraints (Pythonic with numpy)\n", + " # 1. Enforce minimum pressures\n", + " pred_p_suction_constrained = np.maximum(pred_p_suction, MIN_SUCTION_PRESSURE)\n", + " pred_p_discharge_constrained = np.maximum(pred_p_discharge, MIN_DISCHARGE_PRESSURE)\n", + "\n", + " # 2. Ensure Ps > Pd (discharge cannot exceed suction)\n", + " pred_p_discharge_constrained = np.minimum(\n", + " pred_p_discharge_constrained,\n", + " pred_p_suction_constrained - 1.0 # Maintain minimum 1 psig drop\n", + " )\n", + "\n", + " # 3. Limit maximum pressure drop\n", + " pred_p_discharge_constrained = np.maximum(\n", + " pred_p_discharge_constrained,\n", + " pred_p_suction_constrained - MAX_PRESSURE_DROP\n", + " )\n", + "\n", + " # Verify post-constraint violations\n", + " post_violations = {\n", + " 'discharge_exceeds_suction': np.sum(pred_p_discharge_constrained > pred_p_suction_constrained),\n", + " 'dp_exceeds_max': np.sum((pred_p_suction_constrained - pred_p_discharge_constrained) > MAX_PRESSURE_DROP)\n", + " }\n", + "\n", + " print(f\"\\nPost-Constraint Violations:\")\n", + " for constraint, count in post_violations.items():\n", + " print(f\" {constraint}: {count}\")\n", + "\n", + " # Calculate constraint impact on accuracy\n", + " original_mae = mean_absolute_error(actuals['p_discharge'], pred_p_discharge)\n", + " constrained_mae = mean_absolute_error(actuals['p_discharge'], pred_p_discharge_constrained)\n", + "\n", + " print(f\"\\nAccuracy Impact:\")\n", + " print(f\" Original MAE: {original_mae:.2f} psig\")\n", + " print(f\" Constrained MAE: {constrained_mae:.2f} psig\")\n", + " print(f\" Accuracy degradation: {(constrained_mae - original_mae):.2f} psig ({(constrained_mae/original_mae - 1)*100:+.1f}%)\")\n", + "\n", + " return {\n", + " 'p_suction_constrained': pred_p_suction_constrained,\n", + " 'p_discharge_constrained': pred_p_discharge_constrained,\n", + " 'raw_violation_rate': violation_rate,\n", + " 'raw_violations': raw_violations,\n", + " 'post_violations': post_violations,\n", + " 'accuracy_impact': constrained_mae - original_mae\n", + " }" + ], + "metadata": { + "id": "0h-EkLxYPgDk" + }, + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Apply constraints\n", + "constrained_results = enforce_physical_constraints(results['predictions'], results['actuals'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "68NyLYkhPyj4", + "outputId": "87db372d-9136-4495-bcc4-5f1155923f2b" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Constraint Analysis:\n", + "============================================================\n", + "Raw Violations:\n", + " suction_below_min: 0 (0.0%)\n", + " discharge_below_min: 0 (0.0%)\n", + " discharge_exceeds_suction: 19 (11.3%)\n", + " dp_exceeds_max: 0 (0.0%)\n", + "\n", + "Post-Constraint Violations:\n", + " discharge_exceeds_suction: 0\n", + " dp_exceeds_max: 0\n", + "\n", + "Accuracy Impact:\n", + " Original MAE: 1.56 psig\n", + " Constrained MAE: 1.48 psig\n", + " Accuracy degradation: -0.08 psig (-5.0%)\n" + ] + } + ] + } + ] +} \ No newline at end of file diff --git a/notebooks/Portfolio_Diversification_PCA.ipynb b/notebooks/Portfolio_Diversification_PCA.ipynb new file mode 100644 index 0000000..3c0bf6c --- /dev/null +++ b/notebooks/Portfolio_Diversification_PCA.ipynb @@ -0,0 +1,274 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "### [Ultimate Portfolio Diversification](https://medium.com/coding-nexus/ultimate-portfolio-diversification-using-pca-factor-models-cb57c7a58e88)\n", + "\n", + "> Unraveling Asset Returns, Bucketing and Risk Management" + ], + "metadata": { + "id": "taH5l-HPIjMS" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "t9E4J0ygIXH3" + }, + "outputs": [], + "source": [ + "!pip install -Uq yfinance statsmodels" + ] + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import yfinance as yf\n", + "import statsmodels.api as sm\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.decomposition import PCA\n", + "from statsmodels import regression\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ], + "metadata": { + "id": "BiOsbDdYI2dF" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "tickers = [\"SPY\", \"XLE\", \"XLY\", \"XLP\", \"XLI\", \"XLU\", \"XLK\", \"XBI\", \"XLB\", \"XLF\", \"GLD\"]\n", + "\n", + "# SPY = S&P 500, XLE = Energy, XLY = Consumer, XLP = Staples\n", + "# XLI = Industrials, XLU = Utilities, XLK = Tech, XBI = Biotech\n", + "# XLB = Materials, XLF = Finance, GLD = Gold" + ], + "metadata": { + "id": "ewQxgDiXJEUg" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "price_data = yf.download(tickers, period=\"1y\").Close\n", + "returns = price_data.pct_change().dropna()\n", + "returns = returns.fillna(0) # handle missing values" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7wjHQgXjJFTw", + "outputId": "7d20239b-4da4-403d-acc2-6fd7468fb9e1" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[*********************100%***********************] 11 of 11 completed\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "pca = PCA(n_components=0.9, svd_solver=\"full\")\n", + "principal_components = pca.fit(returns)\n", + "n_components_90 = pca.n_components_\n", + "components_90 = pca.components_\n", + "explained_variance = pca.explained_variance_ratio_\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.bar(range(1, n_components_90 + 1), explained_variance, alpha=0.7)\n", + "plt.xlabel(\"Principal Component\")\n", + "plt.ylabel(\"Explained Variance Ratio\")\n", + "plt.title(f\"PCA Number of Components by MLE: {n_components_90}\")\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "id": "0Cbh7UhcJX8Z", + "outputId": "1635f03b-0188-416f-b012-ee63dbc945ba" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "r = returns / returns.std()\n", + "r1_s, r2_s = r.iloc[:, 0], r.iloc[:, 1]\n", + "pca.fit(np.vstack((r1_s, r2_s)).T)\n", + "components_s = pca.components_\n", + "evr_s = pca.explained_variance_ratio_\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(r1_s, r2_s, alpha=0.5, s=10)\n", + "xs = np.linspace(r1_s.min(), r1_s.max(), 100)\n", + "plt.plot(xs * components_s[0, 0] * evr_s[0], xs * components_s[0, 1] * evr_s[0], \"r\", label=\"PC1\")\n", + "plt.plot(xs * components_s[1, 0] * evr_s[1], xs * components_s[1, 1] * evr_s[1], \"g\", label=\"PC2\")\n", + "plt.xlabel(tickers[0])\n", + "plt.ylabel(tickers[1])\n", + "plt.title(f\"PCA Components for {tickers[0]} vs {tickers[1]}\")\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "id": "wPhTUi12Jb2Z", + "outputId": "befc2045-0064-4535-b2dc-85d338b01f32" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "factor_returns = np.array(\n", + " [(components_90[i] * returns).T.sum() for i in range(n_components_90)]\n", + ")" + ], + "metadata": { + "id": "dtiCxtZFJeQ8" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "mlr = regression.linear_model.OLS(\n", + " returns.T.iloc[0], sm.add_constant(factor_returns.T)\n", + ").fit()\n", + "print(f\"Regression coefficients for {tickers[0]}:\\n{mlr.params.round(4)}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "18xWBCTpJguE", + "outputId": "60c4c5b3-7bb5-4a5a-d823-8ccda4155180" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Regression coefficients for SPY:\n", + "const 0.0002\n", + "x1 0.0120\n", + "x2 -0.0671\n", + "x3 0.5752\n", + "x4 0.7261\n", + "x5 -0.0267\n", + "dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "predicted = mlr.predict()\n", + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(returns.T.iloc[0], predicted, alpha=0.5, s=10)\n", + "plt.plot([returns.T.iloc[0].min(), returns.T.iloc[0].max()],\n", + " [returns.T.iloc[0].min(), returns.T.iloc[0].max()], 'r')\n", + "plt.xlabel(\"Actual Returns\")\n", + "plt.ylabel(\"Predicted Returns\")\n", + "plt.title(f\"Regression Fit for {tickers[0]}\")\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "id": "BldEBs0oJigg", + "outputId": "3fd3d4a4-4db4-4995-fad3-8913780b5b2f" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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"outputs": [], + "source": [ + "import pandas as pd\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "plt.style.use('ggplot')\n", + "plt.rcParams['figure.figsize'] = (12, 8)\n", + "\n", + "np.set_printoptions(precision=4, suppress=True)\n", + "pd.set_option('display.precision', 4)\n", + "pd.set_option('display.float_format', '{:.4f}'.format)\n", + "pd.set_option('display.max_rows', None)\n", + "pd.set_option('display.max_columns', None)\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### 1. Configuration and Data Generation" + ], + "metadata": { + "id": "_OqHnyqFPong" + } + }, + { + "cell_type": "code", + "source": [ + "# Set a seed for reproducibility\n", + "torch.manual_seed(42)\n", + "\n", + "# True parameters for the synthetic data: y = W * x + b\n", + "TRUE_W = 3.0\n", + "TRUE_B = 2.0\n", + "\n", + "# Generate 100 data points and add Gaussian noise\n", + "X = torch.linspace(0, 10, 100).view(-1, 1) # 100 x 1 tensor for input\n", + "# y = TRUE_W * X + TRUE_B + noise\n", + "y_true = TRUE_W * X + TRUE_B\n", + "y_noise = torch.randn_like(y_true) * 0.99 # Add a small amount of noise\n", + "y = y_true + y_noise\n", + "\n", + "#-----\n", + "# View data as a Pandas df\n", + "pd.DataFrame({'X': X.flatten(),\n", + " 'y': y.flatten()}).head(3)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 143 + }, + "id": "LBJnhwoxObc8", + "outputId": "36f97199-6f89-468c-c29c-bfb8e64d09e2" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " X y\n", + "0 0.0000 3.9076\n", + "1 0.1010 3.7754\n", + "2 0.2020 3.4978" + ], + "text/html": [ + "\n", + "
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Model Definition" + ], + "metadata": { + "id": "G1gXCwBnPi5w" + } + }, + { + "cell_type": "code", + "source": [ + "class LinearRegression(nn.Module):\n", + " \"\"\"A simple linear regression model: y_hat = Wx + b\"\"\"\n", + " def __init__(self, input_dim, output_dim):\n", + " super().__init__()\n", + " # nn.Linear automatically initializes W (weights) and b (bias)\n", + " self.linear = nn.Linear(input_dim, output_dim)\n", + "\n", + " def forward(self, x):\n", + " \"\"\"The forward pass computation\"\"\"\n", + " return self.linear(x)\n", + "\n", + "# Instantiate the model (1 input feature, 1 output)\n", + "model = LinearRegression(input_dim=1, output_dim=1)" + ], + "metadata": { + "id": "hCbE2JFVO8yl" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### 3. Loss Function and Optimizer" + ], + "metadata": { + "id": "4Q9peVebPu44" + } + }, + { + "cell_type": "code", + "source": [ + "# Mean Squared Error (MSE) is standard for regression\n", + "criterion = nn.MSELoss()\n", + "\n", + "# Stochastic Gradient Descent (SGD) with a small learning rate (lr)\n", + "optimizer = optim.SGD(model.parameters(), lr=0.01)" + ], + "metadata": { + "id": "u6RxHGeHPwlQ" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### 4. Training Loop" + ], + "metadata": { + "id": "PPkXeJ0RP2XE" + } + }, + { + "cell_type": "code", + "source": [ + "NUM_EPOCHS = 500\n", + "loss_history = []\n", + "\n", + "print(f\"Initial W: {model.linear.weight.item():.4f}, Initial B: {model.linear.bias.item():.4f}\")\n", + "\n", + "for epoch in range(NUM_EPOCHS):\n", + " # 1. Forward Pass: Compute prediction\n", + " y_pred = model(X)\n", + "\n", + " # 2. Compute Loss\n", + " loss = criterion(y_pred, y)\n", + " loss_history.append(loss.item())\n", + "\n", + " # 3. Zero Gradients: Clear old gradients before the backward pass\n", + " optimizer.zero_grad()\n", + "\n", + " # 4. Backward Pass: Compute gradient of the loss w.r.t W and b\n", + " loss.backward()\n", + "\n", + " # 5. Update Parameters: Adjust W and b using the calculated gradients\n", + " optimizer.step()\n", + "\n", + " # Print status every 50 epochs\n", + " if (epoch + 1) % 50 == 0:\n", + " current_w = model.linear.weight.item()\n", + " current_b = model.linear.bias.item()\n", + " print(f'Epoch {epoch+1:4d}/{NUM_EPOCHS} | Loss: {loss.item():.4f} | W: {current_w:.4f} | B: {current_b:.4f}')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8yLn41EwP1w1", + "outputId": "8696dee0-5989-4e4f-a73e-404a51188808" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Initial W: 0.1564, Initial B: -0.8799\n", + "Epoch 50/500 | Loss: 1.9065 | W: 3.2855 | B: 0.1504\n", + "Epoch 100/500 | Loss: 1.5290 | W: 3.2214 | B: 0.5773\n", + "Epoch 150/500 | Loss: 1.2996 | W: 3.1713 | B: 0.9102\n", + "Epoch 200/500 | Loss: 1.1601 | W: 3.1323 | B: 1.1697\n", + "Epoch 250/500 | Loss: 1.0753 | W: 3.1019 | B: 1.3720\n", + "Epoch 300/500 | Loss: 1.0237 | W: 3.0781 | B: 1.5298\n", + "Epoch 350/500 | Loss: 0.9924 | W: 3.0596 | B: 1.6529\n", + "Epoch 400/500 | Loss: 0.9733 | W: 3.0452 | B: 1.7488\n", + "Epoch 450/500 | Loss: 0.9617 | W: 3.0340 | B: 1.8236\n", + "Epoch 500/500 | Loss: 0.9547 | W: 3.0252 | B: 1.8819\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### 5. Evaluation and Visualization" + ], + "metadata": { + "id": "xxWrhZr9P_0T" + } + }, + { + "cell_type": "code", + "source": [ + "# Put the model in evaluation mode (important for more complex models)\n", + "model.eval()\n", + "\n", + "# Disable gradient calculations during evaluation\n", + "with torch.no_grad():\n", + " y_predicted = model(X)\n", + "\n", + "final_w = model.linear.weight.item()\n", + "final_b = model.linear.bias.item()\n", + "print(f\"\\nFinal Learned W: {final_w:.4f} (True: {TRUE_W})\")\n", + "print(f\"Final Learned B: {final_b:.4f} (True: {TRUE_B})\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6WishCTHP-a9", + "outputId": "59b7c646-32c1-45ad-9d55-b626911198d1" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Final Learned W: 3.0252 (True: 3.0)\n", + "Final Learned B: 1.8819 (True: 2.0)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Plotting the results" + ], + "metadata": { + "id": "efsrUEOVQGAb" + } + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(X.numpy(), y.numpy(), label='Original Data (with noise)', alpha=0.7)\n", + "plt.plot(X.numpy(), y_predicted.numpy(), 'r-', label=f'Fitted Line (y={final_w:.2f}x + {final_b:.2f})')\n", + "plt.title(\"PyTorch Linear Regression Model Fit\")\n", + "plt.xlabel(\"X Value\")\n", + "plt.ylabel(\"y Value\")\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "print('\\n')\n", + "\n", + "# Plotting the loss history\n", + "plt.figure(figsize=(10, 4))\n", + "plt.plot(loss_history, label='Training Loss (MSE)')\n", + "plt.title(\"Loss Reduction Over Epochs\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "aTx4cRqUQDur", + "outputId": "930d30f4-8e27-4ca0-becd-e55f15738f86" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" 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3rg4dOlTidNxff/21JDnNoFdUaGioOnXqpGnTpumhhx7SsWPHtGrVqmLt7Ha7WrRooWeffVYffPCBJOmjjz5yqe/R0dF6/vnnderUKafTAW+44QZJ0urVq8u0n2bNmkmS1qxZU+LozIoVK0p8XlhYmDnyUlRBQYE2bdpUbH1hvz777LML9qnwlMSyjBYVKjyO0vp7oc/SVf369ZMkvf766zp9+nSp7V566SVJZ2fA8/f3d9r24IMPysvLS7NmzVJeXp4++OADRUREOJ0aKJX/M3aXAwcOlDjlfuFnVPiZFT52OBwlfv+sWrVKBQUFTp9deerJVZGRkbrnnnuUnJysDh06aM+ePdq2bdslf10A1kSwAoBS9O3bV4Zh6N///rfTL/Lp6el68cUXzTaFvv76axmGUWw/hacpFU61/eOPPzqd6lSo8K/455uSu6yeeOIJXXPNNXrnnXfMYNinTx+FhoZq1KhRWr9+fbHnOBwOp/ARExOj2267Tfv27dOkSZOc2i5atKjU66tatWqlAwcOFLtn0ksvvVTiFN6PPfaY7Ha7XnzxRe3YsaPY9oMHD5qPw8LCZLPZdODAgdIP/hxt27bVtddeqzVr1mj+/PlO2+bPn6/Vq1crPj5e7dq1K/M+y6Nnz566+eabtXv3bt17773Frs0qKCjQiBEjNGfOHEVHR5u1VVSNGjXUoUMHffvtt3rzzTeVlpamHj16FJtO//rrr9eNN96oBQsWaMaMGSX2Z+vWrU6nzrlDQUGBnn32Wad7UO3bt08TJ06U3W5Xr169zPWF32NDhgxRdna2uT47O1vPPfecJOnhhx821/fu3VshISF6++23SwxjReupvHJycvTNN98UW5+Xl6djx45JujjfvwA8E9dYAbhqFb33z7mmTJmiwYMH67PPPtOiRYvUtGlTderUSdnZ2frwww919OhRPfPMM06/jHfp0kXBwcG64YYbFBsbK8MwtHr1an3//fdq0aKFbr31VknSu+++q6lTp6pdu3aqW7euwsLCtGfPHn388cfy8/PTU0895fKxBQYG6rnnntM///lPjRgxQh988IGqVKmi+fPnq0uXLrrhhht0yy23qFGjRrLZbEpJSdG6dev0+++/68yZM+Z+Jk+erL/85S966qmntHz5cjVt2lS7d+/WwoUL9be//U0ff/xxsdcePHiwli1bprvuukvdu3dXeHi41q5dq3379ql9+/bFRo4aNmyoKVOm6NFHH1WzZs101113qV69evr999/1/fffKyQkxBxVCg4OVuvWrbV69Wr17NlT8fHx5r2vmjRpUuJ7YbPZNGvWLN12223q3r277rrrLtWvX1+//PKLPvroI1WqVEmzZ8+Wl9el+Vujt7e3/ve//+nee+/VkiVLVKdOHf3f//2fatWqpWPHjmnZsmXmdXIff/xxqdc69e7dW1988YWef/55c7kkc+bMUYcOHfTwww9r4sSJat26tUJDQ3Xw4EFt2bJF27Zt07p16xQZGXnRjnHFihWlTl4RGhparKabNGmi7777Ti1atNBf//pX8z5WmZmZeuWVV1S3bl2zbY8ePbRo0SIlJyerUaNGuvvuu2Wz2fTRRx9p37596t69u3r27Gm2j4iI0Jw5c3Tvvffq5ptv1h133KEmTZro+PHj2rJli1JSUrRv374KHefp06fVrl07xcXFqUWLFqpVq5bOnDmjzz//XD/99JPuvPNONWjQoEL7BnAFuOzzEAKAm+kC00NLMjIyMgzDOHsfoTFjxhiNGjUy/P39jeDgYKNt27bGnDlziu337bffNu6++26jdu3aRkBAgBEWFmYkJCQY48ePN44fP262+/bbb41HH33UaNKkiREWFmb4+/sbdevWNR566CFj69atZT6O0u5jVej06dNGtWrVDJvNZmzevNlcv2/fPmPgwIFGXFyc4efnZ1SqVMm49tprjV69ehkLFy4stp9du3YZf//7343KlSsbgYGBxg033GB88skn5jTd5063bhiGsWjRIqNFixaGn5+fER4ebnTv3t3Yv39/idOtF1q7dq1xzz33GFWrVjV8fHyM6Ohoo2PHjsaHH35YrD+dO3c2wsPDDZvN5tSHkqZbL/Tzzz8bvXr1MqKiogy73W5ERUUZPXv2NH7++edibQun/f7666+LbbvQlO+lcTgcxrx584zOnTsbUVFRho+PjxEWFma0adPGeO2110q8L1JRp06dMkJCQgxJxnXXXXfetsePHzfGjBljNG/e3AgKCjL8/f2N2NhYo1OnTsbUqVONkydPmm3P9zleSFmmW69Vq5bTc/THdPyHDh0yevbsaVStWtXw8/MzmjVr5nQ/qqIKCgqMyZMnGy1atDACAgKMgIAAo3nz5sakSZOc7oVV1LZt24wHHnjAqFatmuHj42NERkYaN910U7HbHBT2pyTn1mtubq4xfvx44/bbbzdq1Khh+Pn5GREREUbr1q2Nt99+28jJySnX+wfgymIzjBLOWwEAALgECmfKLO2aNwDwVFxjBQAAAAAuIlgBAAAAgIsIVgAAAADgImYFBAAAlw2XdgO4UjFiBQAAAAAuIlgBAAAAgIsIVgAAAADgIoIVAAAAALiIySvOIyMjQ/n5+e7uhqpWraq0tDR3dwMehJpBeVEzKC9qBhVB3aC8rFAzdrtdYWFhF253GfrisfLz85WXl+fWPthsNrMvzKSEsqBmUF7UDMqLmkFFUDcoL0+rGU4FBAAAAAAXEawAAAAAwEUEKwAAAABwEcEKAAAAAFzE5BUAAAAok5ycHOXk5FT4+adPn1Zubu5F7BGudJerZvz8/OTn5+fSPghWAAAAuKBTp07JZrOpUqVK5mxt5eXj4+P2GZfhWS5HzRiGodOnT+vUqVMKCgqq8H44FRAAAAAXlJ+fr8DAwAqHKsCqbDabAgMDXb5/LcEKAAAAF0SgwpXO1RonWAEAAACAi7jGysKM09kyftqs05GRUo04d3cHAAAAQCkYsbKyY+lyvD1Ox/4zyt09AQAAwB9at26tadOmlbn92rVrVb16dWVlZV3CXlnPsWPH1KRJE6WkpLi1H4899pj++9//XvLXIVhZmVfheZ6GW7sBAADgiapXr37erwkTJlRov0uWLFGvXr3K3P7666/Xxo0bFRISUqHXKyurBbiJEyeqY8eOqlGjhiQpJSVF1atXV40aNXTkyBGntr/99ptq1qyp6tWrOwWxTz/9VJ07d1b9+vUVHx+vm2++WSNGjDC3z5s3r8TPtk6dOmabQYMG6a233tLx48cv6fFyKqCl/RGsHAQrAACA8tq4caP5ePHixXrttde0atUqc13RqbUNw1BBQYHs9gv/elylSpVy9cPX11eRkZHleo6nO336tObOnav333+/2LaoqCjNnz9fTzzxhLnuww8/VFRUlA4dOmSuW716tR555BE9++yzuu2222Sz2bRr1y6nz1CSKlWqVGxd0Yko6tevr1q1amnBggV66KGHLtIRFseIlZX9URCGQbACAADWYhiGjJwz7vkq4+9GkZGR5lfh/bcKl3fv3q34+Hh99dVXuv3221W7dm2tX79e+/fvV58+fdS0aVPVq1dPnTp1KvZL+7mnAlavXl1z5szRww8/rLp166pt27Zavny5uf3ckaR58+apQYMGWrFihRITE1WvXj317NlTv/32m/mc/Px8DR8+XA0aNFCjRo00ZswYDRo0SH379q3wZ5aZmaknn3xSDRs2VN26ddWrVy/t3bvX3H7w4EH17t1bDRs2VFxcnG6++WZ9+eWX5nMff/xxNW7c2DzGefPmlfpaX375pXx9fdWiRYti27p27VrsufPmzVPXrl2d1n3++edq1aqVHnvsMcXFxalu3bq6/fbbNXbsWKd2RT/Xwq+qVas6tbntttu0aNGisr1RFcSIlZUVJm3D4d5+AAAAnCs3R47Hu5XrKTkX6aW9JiVLfv4XZV9jx47ViBEjVLNmTVWuXFmHDx9Whw4d9Oyzz8rX11fz589Xnz59tGrVKlWvXr3U/bz++usaNmyYhg0bppkzZ+rxxx/Xd999p7CwsBLbnz59Wv/97381ceJEeXl56YknntCLL76oSZMmSZImT56sBQsW6PXXX1e9evU0ffp0LVu2TG3atKnwsf7zn//Uvn37NHPmTAUHB2vs2LF64IEHtGLFCvn4+Oj5559XXl6e/ve//ykwMFA7d+40R/VeffVV7dy5U++9957Cw8O1b98+nTlzptTXWr9+vZo0aVLitr/+9a969913tX79erVq1Urr169XVlaWbrvtNr3xxhtmu8jISC1atEg///yz6tevX+HjlqSEhARNnDhROTk58vPzc2lfpSFYWZkZrNzbDQAAgCvVv//9b910003mclhYmBo1amQuP/PMM1q6dKmWL1+uPn36lLqfbt266e6775YkPffcc0pKStKmTZt08803l9g+Ly9PL7/8smJjYyVJDz30kFOomDlzpp544gndcccdkqQxY8boq6++quBRSnv37tXy5cv10UcfqWXLlpKkt956Sy1bttTSpUv1t7/9TYcPH1anTp3UoEEDSVKtWrXM5x86dEjXXXedmjZtKknmdVOlOXjwoK655poSt9ntdt1zzz2aO3euWrVqpblz5+qee+4pdhpm37599f333+uWW25RTEyMmjdvrsTERHXp0sUpHB0/flz16tVzem7r1q313nvvmcvXXHONcnNzlZaWppiYmAu9XRVCsLIyRqwAAIBV+fqdHTkqBx8fH+Xl5V2U175Yzh1VOXXqlCZMmKAvv/xSR48eVX5+vs6cOeN07U9JCsOIJAUGBqpSpUpKT08vtX1AQIAZqqSzv/gXtj9+/LjS0tKUkJBgbvf29laTJk3kcFTs98Ldu3fLbrerefPm5rrw8HDVrVtXu3fvlnQ2yAwZMkQrV67UjTfeqE6dOqlhw4aSpAcffFD9+/fX1q1blZiYqI4dO5oBrSRnzpw578jQfffdp7vuukvPPfecPvnkEy1evFj5+flObQIDAzVnzhzt2rVLa9eu1YYNGzR69GhNnz5dH3/8sQICAiRJwcHBWrp0qdNz/f39S1w+ffr0hd6qCrNUsFq+fLmWL1+utLQ0SVJMTIzuvfdeNWvWTJI0cuRI7dixw+k5t956qx555BFzOT09XdOmTdP27dvl7++vxMRE9ejRQ97e3pfvQC42rrECAAAWY7PZyn06ns3HRzYva/1OFhgY6LQ8evRorV69WsOHD1dsbKz8/f31yCOPKDc397z78fHxcVq22WznDUEltXf3dfU9evRQYmKivvzyS61atUqTJk3SiBEj1LdvX3Xo0EHr16/Xl19+qdWrV+u+++5T7969nWboKyo8PPy8sxM2aNBAcXFxGjBggOrVq6f69etr27ZtJbaNjY1VbGysevTooSeffFI33nijFi9erO7du0uSvLy8VLt27fMeW2ZmpqTyTzxSHpaavCI8PFw9evTQyy+/rHHjxum6667TK6+84jTl4i233KL/9//+n/lVdKpLh8OhcePGKT8/Xy+99JIGDhyoFStWnPfCOkvzKvx4CFYAAACXww8//KCuXbvqjjvuUIMGDRQZGamDBw9e1j6EhISoatWq2rRpk7muoKBAW7durfA+4+LilJ+frw0bNpjrjh07pj179jidRle9enU9+OCDmj59uv7xj39ozpw55rYqVaqoW7dueuuttzRy5MgSZ/wrdN1112nnzp3n7VP37t21bt06MyCVRY0aNRQQEKDs7OwyP0eSfvnlF0VHRys8PLxczysPS41YXX/99U7L999/v5YvX65du3aZ53H6+fkpNDS0xOdv3rxZBw8e1PDhwxUaGqrY2Fh1795d77//vrp161am6TOt5Y9ZAZluHQAA4LKoXbu2PvvsM3N671dffbXCp9+5ok+fPpo0aZJq166tunXraubMmcrKynKaRrw0P//8s9NU8jabTY0aNVLHjh31zDPPaPz48QoKCtK4ceMUFRWljh07SpJGjBihDh06qE6dOsrKytI333yjuLg4SWcnr2jSpIni4+OVm5urL774oth1TUUlJiZq3LhxyszMLPV39549e+pvf/tbqff3mjBhgnJyctS+fXvFxMTo+PHjSkpKUl5enm688UaznWEYOnr0aLHnR0REyOuPgYrvvvtOiYmJ53/jXGTZpOFwOLRu3Trl5OQoPj7eXL969WqtXr1aoaGhatGihf7+97+b52/u3LlTNWvWdPrwEhISNH36dKWkpJQ6RJiXl+d0vq/NZjPP2SxL8V4yhSNWhuHefsCjFNYKNYOyomZQXtQMrmQvvPCCnn76ad11110KDw/XwIEDdfLkycvej4EDByotLU2DBg2St7e3evbsqcTExDJd3nLPPfc4LXt7e+vAgQN6/fXXNWLECPXu3Vu5ubm64YYb9O6775qnJTocDg0dOlRHjhxRcHCw2rdvr5EjR0o6e+riuHHjlJKSIn9/f7Vu3VpTpkwptQ8NGjRQ48aN9fHHH+uBBx4osY3dbj/vCNINN9yg2bNna9CgQUpPT1flypV13XXX6YMPPjADnySdOHHCvHSoqI0bNyoyMlJnzpzRsmXLnCazKI0rP9dshrtP5jzHgQMHNHToUOXl5cnf319PPvmkeZHdF198oYiICIWHh+vXX3/V+++/r7i4OA0ePFiSNHXqVKWnp2vo0KHm/nJycvTAAw9oyJAhJb7hkpScnKz58+eby7Vr19b48eMv4VGWTX76UR3p3Uny9laNxd+5uzsAAOAqtnfvXlWqVMnd3bhqORwOtW3b1pzwwRN8/vnnGjVqlFatWmWOHLnDzJkztWTJEn344YfnbXfixAnVqVOnwq9juRGratWq6dVXX1V2dra+/fZbTZ48WaNGjVJMTIxuvfVWs13NmjUVFham0aNHKzU1VVFRURV+zS5duqhz587mcmFSTUtLKzY7yeVkZB7744GUmprq9gsa4RlsNpuioqKoGZQZNYPyomauTrm5uS7P6HfRZgW8Chw8eFArV67UDTfcoNzcXM2cOVMHDhzQnXfe6THvYfv27bVr1y4dOHDgvPcAO5+LUTNeXl4aPXr0BfeTm5urI0eOFFtvt9uL3XC4JJYLVna73QxJderU0Z49e7RkyRKnmf8KFQ4BFgar0NBQc7rIQoWzkZR2bqd09gM7d2aWQu78D8N8ZcNx9u7m/OeFcqBmUF7UDMqLmgEuHZvNpuTkZL344osyDEPXXnut5s6de97rmqyof//+7u6CevToUea2rvxMs1ywOpfD4Sg1Xe7fv1+SzDtax8fHa8GCBcrKylLlypUlSVu2bFFAQMAluxHYJWXex4r/tAAAAK4m1atX16JFi9zdDZSDpYLVnDlzlJCQoIiICJ05c0Zr1qzRjh07NHToUKWmpmrNmjVq3ry5goODdeDAAc2aNUsNGjQw7wrdtGlTxcTEaNKkSerZs6cyMzM1d+5cdezYsdQRKUsrcvEcfxEEAAAArMtSwSorK0uTJ09WRkaGAgMDVatWLQ0dOlRNmjRRenq6tm7dqiVLlignJ0dVqlRR69atnWY98fLy0nPPPafp06dr2LBh8vPzU2JiYrnmxreWIrOSGIZT0AIAAABgHZYKVo899lip2yIiIjRq1KgL7qNq1aoaMmTIxeyW+3gVDVKGnIIWAADAZeZwONw6uxtwqVyMe5XxnWFpRYIUNwkGAABuFBgYqBMnTrjlZrnApeRwOHTixAkFBga6tB9LjVjhHLZzR6wAAADcw263KygoyKWb5fr6+io3N/ci9gpXustVM0FBQbLbXYtGBCsrs51zjRUAAIAb2e12hYSEVOi5NptN0dHROnLkCJNyoUw8rWY4FdDKCFYAAACARyBYWRnBCgAAAPAIBCtLI1gBAAAAnoBgZWVeBCsAAADAExCsLI1gBQAAAHgCgpWVMd06AAAA4BEIVlZm4wbBAAAAgCcgWFkZI1YAAACARyBYWRnTrQMAAAAegWBlYTaCFQAAAOARCFZWVxiuCFYAAACAZRGsLI9gBQAAAFgdwcrqzJsEE6wAAAAAqyJYWd4fwYrp1gEAAADLIlhZnY0RKwAAAMDqCFZWx+QVAAAAgOURrKyOYAUAAABYHsHK6ghWAAAAgOURrKyOYAUAAABYHsHK6ghWAAAAgOURrCyPYAUAAABYHcHK6phuHQAAALA8gpXV2bhBMAAAAGB1BCurY8QKAAAAsDyCldUxeQUAAABgeXZ3d6Co5cuXa/ny5UpLS5MkxcTE6N5771WzZs0kSbm5uZo9e7bWrl2rvLw8NW3aVP369VNoaKi5j/T0dE2bNk3bt2+Xv7+/EhMT1aNHD3l7e7vjkFxHsAIAAAAsz1LBKjw8XD169FB0dLQMw9DKlSv1yiuv6JVXXlGNGjU0a9YsbdiwQU8//bQCAwOVlJSkCRMm6MUXX5QkORwOjRs3TqGhoXrppZeUkZGhSZMmydvbWz169HDz0VUQwQoAAACwPEudCnj99derefPmio6OVrVq1XT//ffL399fu3btUnZ2tr766iv17t1b1113nerUqaMBAwbol19+0c6dOyVJmzdv1sGDB/XEE08oNjZWzZo1U/fu3bVs2TLl5+e7+egqimAFAAAAWJ2lRqyKcjgcWrdunXJychQfH6+9e/eqoKBAjRs3NttUr15dERER2rlzp+Lj47Vz507VrFnT6dTAhIQETZ8+XSkpKapdu3aJr5WXl6e8vDxz2WazKSAgwHzsVl5nX98mo8hEFkDpCmvW7bULj0HNoLyoGVQEdYPy8rSasVywOnDggIYOHaq8vDz5+/tr8ODBiomJ0f79+2W32xUUFOTUvnLlysrMzJQkZWZmOoWqwu2F20qzcOFCzZ8/31yuXbu2xo8fr6pVq16UY3LFYW+7CiRVCa8i3+hod3cHHiQqKsrdXYCHoWZQXtQMKoK6QXl5Ss1YLlhVq1ZNr776qrKzs/Xtt99q8uTJGjVq1CV9zS5duqhz587mcmEqTktLc/sphAUOhyQp/fd02YKPuLUv8Aw2m01RUVFKTU2VwSmkKANqBuVFzaAiqBuUl1Vqxm63l2nAxXLBym63m6m0Tp062rNnj5YsWaI2bdooPz9fp06dchq1ysrKMkepQkNDtXv3bqf9ZWVlmdtK4+PjIx8fnxK3uf0bv3Dos8Dh/r7AoxiGQc2gXKgZlBc1g4qgblBenlIzlpq8oiQOh0N5eXmqU6eOvL29tXXrVnPb4cOHlZ6ervj4eElSfHy8Dhw4YIYpSdqyZYsCAgIUExNz2ft+UXCDYAAAAMDyLDViNWfOHCUkJCgiIkJnzpzRmjVrtGPHDg0dOlSBgYHq0KGDZs+ereDgYAUGBmrGjBmKj483g1XTpk0VExOjSZMmqWfPnsrMzNTcuXPVsWPHUkekLI/p1gEAAADLs1SwysrK0uTJk5WRkaHAwEDVqlVLQ4cOVZMmTSRJvXv3ls1m04QJE5Sfn2/eILiQl5eXnnvuOU2fPl3Dhg2Tn5+fEhMT1b17d3cdkusIVgAAAIDlWSpYPfbYY+fd7uvrq379+jmFqXNVrVpVQ4YMudhdcx8zWDnc2w8AAAAApbL8NVYoDFbu7QUAAACA0hGsrI7JKwAAAADLI1hZ3R/BynAQrAAAAACrIlhZHSNWAAAAgOURrKyOWQEBAAAAyyNYWR3BCgAAALA8gpXVMd06AAAAYHkEK8tjunUAAADA6ghWVseIFQAAAGB5BCurszFiBQAAAFgdwcrqmG4dAAAAsDyCldUVBituEAwAAABYFsHK6hixAgAAACyPYGV1TF4BAAAAWB7ByuqYvAIAAACwPIKV1TFiBQAAAFgewcryGLECAAAArI5gZXVMXgEAAABYHsHK4mxMtw4AAABYHsHK6hixAgAAACyPYGV1TF4BAAAAWB7ByuqYbh0AAACwPIKV1TFiBQAAAFgewcrqGLECAAAALI9gZXmMWAEAAABWR7CyOkasAAAAAMsjWFkd060DAAAAlkewsjrzBsGcCggAAABYld3dHShq4cKFWr9+vQ4dOiRfX1/Fx8erV69eqlatmtlm5MiR2rFjh9Pzbr31Vj3yyCPmcnp6uqZNm6bt27fL399fiYmJ6tGjh7y9vS/bsVw05ogVAAAAAKuyVLDasWOHOnbsqLp166qgoEAffPCBXnrpJb3++uvy9/c3291yyy3q3r27uezr62s+djgcGjdunEJDQ/XSSy8pIyNDkyZNkre3t3r06HFZj+eiYLp1AAAAwPIsdSrg0KFD1b59e9WoUUOxsbEaOHCg0tPTtXfvXqd2fn5+Cg0NNb8CAwPNbZs3b9bBgwf1xBNPKDY2Vs2aNVP37t21bNky5efnX+5Dch2TVwAAAACWZ6kRq3NlZ2dLkoKDg53Wr169WqtXr1ZoaKhatGihv//97/Lz85Mk7dy5UzVr1lRoaKjZPiEhQdOnT1dKSopq165d7HXy8vKUl5dnLttsNgUEBJiP3coMVob7+wKPUFgn1AvKippBeVEzqAjqBuXlaTVj2WDlcDj0zjvv6Nprr1XNmjXN9e3atVNERITCw8P166+/6v3339fhw4c1ePBgSVJmZqZTqJKkypUrm9tKsnDhQs2fP99crl27tsaPH6+qVate3IOqgHT/AJ2WFBJSSZWio93dHXiQqKgod3cBHoaaQXlRM6gI6gbl5Sk1Y9lglZSUpJSUFI0ePdpp/a233mo+rlmzpsLCwjR69GilpqZW+E3v0qWLOnfubC4XpuK0tDS3nz5YkJsrSTqelaWTR464tS/wDDabTVFRUUpNTZVhcA4pLoyaQXlRM6gI6gblZZWasdvtZRpwsWSwSkpK0oYNGzRq1ChVqVLlvG3j4uIkyQxWoaGh2r17t1ObrKwsSSo2klXIx8dHPj4+JW6zzDe+w2GdvsAjGIZBzaBcqBmUFzWDiqBuUF6eUjOWmrzCMAwlJSVp/fr1GjFihCIjIy/4nP3790uSwsLCJEnx8fE6cOCAGaYkacuWLQoICFBMTMwl6fcl5SHnlAIAAABXM0uNWCUlJWnNmjV65plnFBAQYF4TFRgYKF9fX6WmpmrNmjVq3ry5goODdeDAAc2aNUsNGjRQrVq1JElNmzZVTEyMJk2apJ49eyozM1Nz585Vx44dSx2VsjRuEAwAAABYnqWC1fLlyyWdvQlwUQMGDFD79u1lt9u1detWLVmyRDk5OapSpYpat26te+65x2zr5eWl5557TtOnT9ewYcPk5+enxMREp/teeRRGrAAAAADLs1SwSk5OPu/2iIgIjRo16oL7qVq1qoYMGXKxuuVe3CAYAAAAsDxLXWOFEnCDYAAAAMDyCFaWx4gVAAAAYHUEK6szR6wYsgIAAACsimBldUxeAQAAAFgewcrqmG4dAAAAsDyCldUxYgUAAABYHsHK6phuHQAAALA8gpXVMd06AAAAYHkEK6v7I1gZjFgBAAAAlkWwsjrbHx8R060DAAAAlkWw8hQEKwAAAMCyCFZWxw2CAQAAAMsjWFkd060DAAAAlkewsjpuEAwAAABYHsHK6hixAgAAACyPYGV13CAYAAAAsDyCldUx3ToAAABgeQQrT0GwAgAAACyLYGV1TLcOAAAAWB7ByuoIVgAAAIDlEaysjmAFAAAAWB7ByuqYbh0AAACwPIKV1THdOgAAAGB5BCuLszHdOgAAAGB5BCurKzwTkGAFAAAAWBbByuoYsQIAAAAsj2DlKQhWAAAAgGXZ3d2BohYuXKj169fr0KFD8vX1VXx8vHr16qVq1aqZbXJzczV79mytXbtWeXl5atq0qfr166fQ0FCzTXp6uqZNm6bt27fL399fiYmJ6tGjh7y9vd1wVC5iunUAAADA8iw1YrVjxw517NhRY8aM0bBhw1RQUKCXXnpJZ86cMdvMmjVLP/74o55++mmNGjVKGRkZmjBhgrnd4XBo3Lhxys/P10svvaSBAwdqxYoVmjdvnjsOyXVMtw4AAABYnqWC1dChQ9W+fXvVqFFDsbGxGjhwoNLT07V3715JUnZ2tr766iv17t1b1113nerUqaMBAwbol19+0c6dOyVJmzdv1sGDB/XEE08oNjZWzZo1U/fu3bVs2TLl5+e78/AqpjBYOZhuHQAAALAqS50KeK7s7GxJUnBwsCRp7969KigoUOPGjc021atXV0REhHbu3Kn4+Hjt3LlTNWvWdDo1MCEhQdOnT1dKSopq165d7HXy8vKUl5dnLttsNgUEBJiP3cnw+jP7ursv8AyFdUK9oKyoGZQXNYOKoG5QXp5WMy4Fq/T0dKWnp6t+/frmuv379+uTTz5RXl6e2rZtq1atWlVo3w6HQ++8846uvfZa1axZU5KUmZkpu92uoKAgp7aVK1dWZmam2aZoqCrcXritJAsXLtT8+fPN5dq1a2v8+PGqWrVqhfp+MR2vFKIsSQH+fqoSHe3u7sCDREVFubsL8DDUDMqLmkFFUDcoL0+pGZeC1YwZM5STk6Phw4dLOhtcRo0apfz8fAUEBOjbb7/V008/rdatW5d730lJSUpJSdHo0aNd6WKZdOnSRZ07dzaXC1NxWlqa208fdJw8KUk6nX1aR44ccWtf4BlsNpuioqKUmpoqg0lPUAbUDMqLmkFFUDcoL6vUjN1uL9OAi0vBas+ePbrjjjvM5VWrVik3N1cTJkxQZGSkxo4dq48//rjcwSopKUkbNmzQqFGjVKVKFXN9aGio8vPzderUKadRq6ysLHOUKjQ0VLt373baX1ZWlrmtJD4+PvLx8Slxm2W+8Q2HdfoCj2AYBjWDcqFmUF7UDCqCukF5eUrNuDR5xcmTJ83T7CTpxx9/VMOGDRUVFSUvLy+1atVKhw4dKvP+DMNQUlKS1q9frxEjRigyMtJpe506deTt7a2tW7ea6w4fPqz09HTFx8dLkuLj43XgwAEzTEnSli1bFBAQoJiYmIoeqvsw3ToAAABgeS4Fq5CQEKWlpUmSTp06pV27dqlp06bmdofDIUc5ZrNLSkrS6tWrNWjQIAUEBCgzM1OZmZnKzc2VJAUGBqpDhw6aPXu2tm3bpr1792rKlCmKj483g1XTpk0VExOjSZMmaf/+/dq0aZPmzp2rjh07ljoqZWkEKwAAAMDyXDoVsHHjxvrss88UGBio7du3yzAMp8kqDh486HQq34UsX75ckjRy5Ein9QMGDFD79u0lSb1795bNZtOECROUn59v3iC4kJeXl5577jlNnz5dw4YNk5+fnxITE9W9e/eKH6g7EawAAAAAy3MpWPXo0UNHjhzRu+++K7vdrgceeMA8fS8vL0/r1q1T27Zty7y/5OTkC7bx9fVVv379nMLUuapWraohQ4aU+XUtzVY4qEiwAgAAAKzKpWAVGhqqF198UdnZ2fL19ZXd/ufuDMPQ8OHDFRER4XInr2qF0/YzYgUAAABY1kW5QXBgYGCxdb6+voqNjb0Yu7+6FY5YEawAAAAAy3IpWG3dulX79u3TnXfeaa776quv9OGHHyo/P19t27bVgw8+KC8vl+bIuLoxYgUAAABYnkuJ58MPP9T+/fvN5QMHDmjatGkKCQlRw4YN9dlnn2nx4sWu9vHqxogVAAAAYHkuBatDhw6pbt265vKqVasUEBCg0aNH65///KduueUWrVq1yuVOQgQrAAAAwMJcClZnzpxRQECAubxp0yYlJCTIz89PkhQXF2fe5woVxHTrAAAAgOW5FKwiIiK0Z88eSVJqaqpSUlLUpEkTc/vJkyc986a8VsJ06wAAAIDluTR5Rbt27TR//nwdO3ZMBw8eVFBQkFq2bGlu37t3r6Kjo13u5FWtcPIKB8EKAAAAsCqXgtU999yj/Px8bdy4URERERowYICCgoIknR2t2r59uzp16nRROnrVYsQKAAAAsDyXgpW3t7fuv/9+3X///cW2BQcHa9q0aa7sHhLTrQMAAAAe4KLcIFg6O5FFenq6pLPXXvn7+1+sXV/dmG4dAAAAsDyXg9Xu3bv1/vvv6+eff5bD4ZAkeXl5qX79+urVq5fTdOyoAEasAAAAAMtzKVjt2rVLI0eOlN1uV4cOHVS9enVJZ+9v9c033+iFF17QyJEjFRcXd1E6e1VixAoAAACwPJeC1dy5cxUeHq4XX3xRoaGhTtu6du2q4cOH64MPPtDw4cNdeZmrHPexAgAAAKzOpftY7dq1S7fddluxUCVJoaGhuvXWW7Vr1y5XXgJmriJYAQAAAFblUrCy2WwqKCgodbvD4ZDNZit1O8qA6dYBAAAAy3MpWF177bVatmyZ0tLSim1LT0/X8uXLVb9+fVdeAkxeAQAAAFieS9dY3X///XrhhRf01FNPqVWrVoqOjpYkHT58WD/88IO8vLxKvMcVyoHJKwAAAADLcylY1a5dW2PHjtUHH3ygH374Qbm5uZIkX19fJSQkqGvXrqpUqdJF6ehVixErAAAAwPJcvo9VTEyM/v3vf8vhcOj48eOSpJCQEHl5eWnBggWaN2+e5s2b53JHr1qMWAEAAACW53KwKuTl5VXi7IBwFdOtAwAAAFbn0uQVuAw4FRAAAACwPIKV1XEqIAAAAGB5BCurY8QKAAAAsLxyX2O1d+/eMrc9duxYeXePc3GDYAAAAMDyyh2shgwZcin6gdIwYgUAAABYXrmD1WOPPXYp+oHScI0VAAAAYHnlDlbt27e/BN1AqWxMtw4AAABY3UW7j9XFsGPHDi1evFj79u1TRkaGBg8erFatWpnbJ0+erJUrVzo9p2nTpho6dKi5fPLkSc2YMUM//vijbDabWrdurT59+sjf3/+yHcdFRbACAAAALM9SwSonJ0exsbHq0KGDXnvttRLbJCQkaMCAAeay3e58CBMnTlRGRoaGDRumgoICTZkyRVOnTtWgQYMuad8vHYIVAAAAYHWWClbNmjVTs2bNztvGbrcrNDS0xG0HDx7Upk2bNG7cONWtW1eS1LdvX40bN04PPPCAwsPDL3aXLzkbk1cAAAAAlmepYFUWO3bsUL9+/RQUFKTrrrtO9913nypVqiRJ2rlzp4KCgsxQJUmNGzeWzWbT7t27nU4rLCovL095eXnmss1mU0BAgPnYnQyvP2815u6+wDMU1gn1grKiZlBe1AwqgrpBeXlazXhUsEpISFDr1q0VGRmp1NRUffDBBxo7dqzGjBkjLy8vZWZmKiQkxOk53t7eCg4OVmZmZqn7XbhwoebPn28u165dW+PHj1fVqlUv1aGUWc6x33RUkt3LS9HR0e7uDjxIVFSUu7sAD0PNoLyoGVQEdYPy8pSa8ahg1bZtW/NxzZo1VatWLT3xxBPavn27GjduXOH9dunSRZ07dzaXC1NxWlqa8vPzK97hi8DIyJAk5efn6ciRI27tCzyDzWZTVFSUUlNTZXAKKcqAmkF5UTOoCOoG5WWVmrHb7WUacPGoYHWua665RpUqVVJqaqoaN26s0NBQHT9+3KlNQUGBTp48Wep1WZLk4+MjHx+fErdZ5hvfMKzTF3gEg5pBOVEzKC9qBhVB3aC8PKVmvC7cxLp+//13nTx5UmFhYZKk+Ph4nTp1Snv37jXbbNu2TYZhKC4uzl3ddA3TrQMAAACWZ6kRqzNnzig1NdVcPnr0qPbv36/g4GAFBwfrww8/VOvWrRUaGqrffvtN7733nqKiotS0aVNJUkxMjBISEjR16lT1799f+fn5mjFjhtq0aeORMwKeRbACAAAArM5SwWrPnj0aNWqUuTx79mxJUmJiovr3768DBw5o5cqVOnXqlMLDw9WkSRN1797d6TS+J598UklJSRo9erR5g+C+ffte9mO5aJhuHQAAALA8SwWrRo0aKTk5udTtQ4cOveA+goODPfhmwCWw/XG2JsEKAAAAsCyPvsbqqmBO20+wAgAAAKyKYGV1jFgBAAAAlkewsjpmBQQAAAAsj2BldQQrAAAAwPIIVlZHsAIAAAAsj2BldQQrAAAAwPIIVpZHsAIAAACsjmBlddwgGAAAALA8gpXVMd06AAAAYHkEK6uzmUNWbu0GAAAAgNIRrKyOySsAAAAAyyNYWR3BCgAAALA8gpXVEawAAAAAyyNYWR3BCgAAALA8gpXVEawAAAAAyyNYWR7BCgAAALA6gpXVMd06AAAAYHkEK6vjVEAAAADA8ghWVkewAgAAACyPYGV1BCsAAADA8ghWVmdeYyUZhCsAAADAkghWVlckWDFqBQAAAFgTwcryCFYAAACA1RGsrI4RKwAAAMDyCFZWR7ACAAAALI9gZXVFgxU3CQYAAAAsiWBldYxYAQAAAJZnd3cHitqxY4cWL16sffv2KSMjQ4MHD1arVq3M7YZhKDk5WV9++aVOnTql+vXrq1+/foqOjjbbnDx5UjNmzNCPP/4om82m1q1bq0+fPvL393fHIbmOYAUAAABYnqVGrHJychQbG6uHH364xO2LFi3SZ599pv79+2vs2LHy8/PTmDFjlJuba7aZOHGiUlJSNGzYMD333HP66aefNHXq1Mt1CBcfwQoAAACwPEsFq2bNmum+++5zGqUqZBiGlixZonvuuUctW7ZUrVq19PjjjysjI0Pff/+9JOngwYPatGmTHn30UdWrV0/169dX3759tXbtWh07duxyH87FQbACAAAALM9SpwKez9GjR5WZmakmTZqY6wIDAxUXF6edO3eqbdu22rlzp4KCglS3bl2zTePGjWWz2bR79+4SA5sk5eXlKS8vz1y22WwKCAgwH7uV15/Z1yYL9AeWV1gj1ArKippBeVEzqAjqBuXlaTXjMcEqMzNTklS5cmWn9ZUrVza3ZWZmKiQkxGm7t7e3goODzTYlWbhwoebPn28u165dW+PHj1fVqlUvSt9dYeTn6+Afj6MiI+VVKeS87YFCUVFR7u4CPAw1g/KiZlAR1A3Ky1NqxmOC1aXUpUsXde7c2VwuTMVpaWnKz893V7fOcjjMh6mpqbKdPOXGzsAT2Gw2RUVFKTU1VQanj6IMqBmUFzWDiqBuUF5WqRm73V6mARePCVahoaGSpKysLIWFhZnrs7KyFBsba7Y5fvy40/MKCgp08uRJ8/kl8fHxkY+PT4nbrPSNbzgcXGeFMjMMw1L1C+ujZlBe1AwqgrpBeXlKzVhq8orziYyMVGhoqLZu3Wquy87O1u7duxUfHy9Jio+P16lTp7R3716zzbZt22QYhuLi4i57ny8KbhAMAAAAWJ6lRqzOnDmj1NRUc/no0aPav3+/goODFRERoU6dOmnBggWKjo5WZGSk5s6dq7CwMLVs2VKSFBMTo4SEBE2dOlX9+/dXfn6+ZsyYoTZt2ig8PNxdh+USG7MCAgAAAJZnqWC1Z88ejRo1ylyePXu2JCkxMVEDBw7UXXfdpZycHE2dOlXZ2dmqX7++nn/+efn6+prPefLJJ5WUlKTRo0ebNwju27fvZT+Wi8pmOxuqCFYAAACAJVkqWDVq1EjJycmlbrfZbOrevbu6d+9eapvg4GANGjToUnTPfWxeklFAsAIAAAAsymOusbqqFZ4NSLACAAAALIlg5QkKr7MiWAEAAACWRLDyBLY/PiaCFQAAAGBJBCsP8OfMgAQrAAAAwIoIVp6AUwEBAAAASyNYeQKCFQAAAGBpBCtPwDVWAAAAgKURrDwB060DAAAAlkaw8gSMWAEAAACWRrDyADausQIAAAAsjWDlCZhuHQAAALA0gpUnKAxWDoIVAAAAYEUEK0/AiBUAAABgaQQrT8DkFQAAAIClEaw8AdOtAwAAAJZGsPIANi9GrAAAAAArI1h5BKZbBwAAAKyMYOUJvJi8AgAAALAygpVHYLp1AAAAwMoIVp6A6dYBAAAASyNYeQKmWwcAAAAsjWDlCZhuHQAAALA0gpUHYLp1AAAAwNoIVh6B6dYBAAAAKyNYeQIvghUAAABgZQQrj0CwAgAAAKyMYOUJmG4dAAAAsDSClScoPBXQ4XBvPwAAAACUyO7uDpRHcnKy5s+f77SuWrVqeuONNyRJubm5mj17ttauXau8vDw1bdpU/fr1U2ho6OXv7EVkM+dbBwAAAGBFHhWsJKlGjRoaPny4uezl9eeg26xZs7RhwwY9/fTTCgwMVFJSkiZMmKAXX3zRHV29eJhuHQAAALA0jzsV0MvLS6GhoeZXSEiIJCk7O1tfffWVevfureuuu0516tTRgAED9Msvv2jnzp1u7rWrmLwCAAAAsDKPG7FKTU3VP/7xD/n4+Cg+Pl49evRQRESE9u7dq4KCAjVu3NhsW716dUVERGjnzp2Kj48vdZ95eXnKy8szl202mwICAszH7mSz2f68xkru7w+sr7BGqBWUFTWD8qJmUBHUDcrL02rGo4JVvXr1NGDAAFWrVk0ZGRmaP3++RowYoQkTJigzM1N2u11BQUFOz6lcubIyMzPPu9+FCxc6XbtVu3ZtjR8/XlWrVr0Uh1FuqX+MWIWHhSogOtrNvYGniIqKcncX4GGoGZQXNYOKoG5QXp5SMx4VrJo1a2Y+rlWrlhm01q1bJ19f3wrvt0uXLurcubO5XJiK09LSlJ+fX/EOXwRnR6zOnrF57Pdj8jpyxK39gfXZbDZFRUUpNTVVBqePogyoGZQXNYOKoG5QXlapGbvdXqYBF48KVucKCgpStWrVlJqaqiZNmig/P1+nTp1yGrXKysq64KyAPj4+8vHxKXGbFb7xzTMBHQ5L9AeewTAM6gXlQs2gvKgZVAR1g/LylJrxuMkrijpz5oxSU1MVGhqqOnXqyNvbW1u3bjW3Hz58WOnp6ee9vsozcINgAAAAwMo8asRq9uzZuv766xUREaGMjAwlJyfLy8tL7dq1U2BgoDp06KDZs2crODhYgYGBmjFjhuLj4z0/WJnTrXODYAAAAMCKPCpYHTt2TG+++aZOnDihkJAQ1a9fX2PGjDGnXO/du7dsNpsmTJig/Px88wbBnq9wunX39gIAAABAyTwqWD311FPn3e7r66t+/fpdIWGqCC/uYwUAAABYmUdfY3XVsBGsAAAAACsjWHkAm41rrAAAAAArI1h5AJuvnyTJyM11c08AAAAAlIRg5QFsgX/cl+t0tns7AgAAAKBEBCsP4BUUfPbBGYIVAAAAYEUEKw/w54jVKfd2BAAAAECJCFYewCvwjxGr06fd2xEAAAAAJSJYeQAvRqwAAAAASyNYeQDbH9dYGWcYsQIAAACsiGDlARixAgAAAKyNYOUB/rzGilkBAQAAACsiWHkA7mMFAAAAWBvBygNwHysAAADA2ghWHqDodOuGYbi3MwAAAACKIVh5AFthsDIcUs4Z93YGAAAAQDEEKw9g8/OTvP74qLjOCgAAALAcgpUHsNlsUgBTrgMAAABWRbDyFAEBZ/9lxAoAAACwHIKVpwhgynUAAADAqghWnsI/8Oy/TLkOAAAAWA7BykPYAs4GK4MRKwAAAMByCFae4o9gxamAAAAAgPUQrDwFwQoAAACwLIKVp+AaKwAAAMCyCFYewhbIfawAAAAAqyJYeQpz8orTbu4IAAAAgHMRrDxF4X2sfj8qwzDc2xcAAAAATghWHsJWr6Fkt0u/7pa2/ODu7gAAAAAowu7uDlwqS5cu1ccff6zMzEzVqlVLffv2VVxcnLu7VWG2KpGy3XqXjKX/k+P9t2XbtV3y85e8vP78sp3z2KZz/rX9+SWb5PXHvzbb2efIJlvRdebXBfZ17j5tf+T1P/bp/DqFjyuwz8J25rpzj6P0fdlstsv3YQEAAOCqc0UGq7Vr12r27Nnq37+/6tWrp08//VRjxozRG2+8ocqVK7u7exVm69RVxrdfSxnpMpYtuCSvcUWfZFgYxGwlLReGsCKPCxvaytK2yD7L3bbo/svT9pznFWn7m6+v8vPzi7Qv6XnnvE5pr3Fu/8raVkX/OedYiv5bVNF+Ffnngtt0zj7Pu60Mr1v04fm2nbvvkvbvtHxO/863rcT37DzbXHjPbDYpq1KIHCdOyJChEo+rWF/K8p6V5jzbz/vUC+z3fK97qfZ7wee6Yb+X4X2y2Ww6WbmyHFlZf56e7sofsM7bJze8Txc6lktWTy48z3J/QCzeH5tNyg4LkyMjQ+64qsFyb5FkwU5ZrD8xtaToaHf3osyuyGD1ySef6JZbbtHNN98sSerfv782bNigr7/+WnfffXex9nl5ecrLyzOXbTabAgICzMfuVPj6NptNXoFBsg1/Q8aGtTJSD0n5eZLDcc5Xwdl/ZUgO4+y/RuGXo4R1f34ZhuNssnL6t4S2hfs2Snsd45x9uLjPoo9dUfg6V3R6PCvX3R04x1Xwlns0Q9Jxd3cCHsWQlOHuTsDjGJJ+d/Prw7N4/b231Kyl238fL6srLljl5+dr7969TgHKy8tLjRs31s6dO0t8zsKFCzV//nxzuXbt2ho/fryqVq16qbtbZlFRUWcfREdL9Ru6tzNuZBiGc3A0HGfXnRvoHA7noOhwFO7gz/2YYVBFHhvntFGRQPZH2yLLThOJnBsUi7T9s49m4xLbGk79KL2t4bRcSlvD+OPQLtzW6ViLtv2jWbG+naftn+9J0fdPxR+Xtu3c5zutKr6t2POcXuLcbUX2qXPaO/XtPPs8z/EVm1imjMd3bh+M8x1fSfsvsY1z343zHl8JfTnv52cU21TicZXkfH8gudAfTy6w+bwNLrjv8283zrvv8+/atdd25f08/1Nd2fcFJ1Fy5Q9hLu/7En5W59mBy+/JeTdfwvfbFW6dTMtdx+yelz372u558fP+/LvEgmPrSirye7DFXXHB6vjx43I4HAoNDXVaHxoaqsOHD5f4nC5duqhz587mcmEqTktL+/N0Kjex2WyKiopSamrqhX9ow0VFTmFTkYee8UcSEzWD8qJmUF7UDCqCukF5nbDZFCS5vWbsdnuZBlyuuGBVET4+PvLx8Slxm1W+8Y1zR0eAC6BmUF7UDMqLmkFFUDcoL0+pmStuuvWQkBB5eXkpMzPTaX1mZmaxUSwAAAAAuBiuuGBlt9tVp04dbdu2zVzncDi0bds2xcfHu7FnAAAAAK5UV+SpgJ07d9bkyZNVp04dxcXFacmSJcrJyVH79u3d3TUAAAAAV6ArMli1adNGx48fV3JysjIzMxUbG6vnn3+eUwEBAAAAXBJXZLCSpNtvv1233367u7sBAAAA4CpwxV1jBQAAAACXG8EKAAAAAFxEsAIAAAAAFxGsAAAAAMBFBCsAAAAAcNEVOyvgxWC3W+ftsVJf4BmoGZQXNYPyomZQEdQNysvdNVPW17cZhmFc4r4AAAAAwBWNUwEt7vTp03r22Wd1+vRpd3cFHoKaQXlRMygvagYVQd2gvDytZghWFmcYhvbt2ycGFlFW1AzKi5pBeVEzqAjqBuXlaTVDsAIAAAAAFxGsAAAAAMBFBCuL8/Hx0b333isfHx93dwUegppBeVEzKC9qBhVB3aC8PK1mmBUQAAAAAFzEiBUAAAAAuIhgBQAAAAAuIlgBAAAAgIsIVgAAAADgIru7O4DSLV26VB9//LEyMzNVq1Yt9e3bV3Fxce7uFtxgx44dWrx4sfbt26eMjAwNHjxYrVq1MrcbhqHk5GR9+eWXOnXqlOrXr69+/fopOjrabHPy5EnNmDFDP/74o2w2m1q3bq0+ffrI39/fHYeES2zhwoVav369Dh06JF9fX8XHx6tXr16qVq2a2SY3N1ezZ8/W2rVrlZeXp6ZNm6pfv34KDQ0126Snp2vatGnavn27/P39lZiYqB49esjb29sNR4VLafny5Vq+fLnS0tIkSTExMbr33nvVrFkzSdQLLuyjjz7SnDlz1KlTJz300EOSqBsUl5ycrPnz5zutq1atmt544w1Jnl0zzApoUWvXrtWkSZPUv39/1atXT59++qm+/fZbvfHGG6pcubK7u4fLbOPGjfrll19Up04dvfbaa8WC1UcffaSPPvpIAwcOVGRkpObNm6cDBw7o9ddfl6+vryRp7NixysjI0COPPKKCggJNmTJFdevW1aBBg9x1WLiExowZo7Zt26pu3boqKCjQBx98oJSUFL3++utmmJ42bZo2bNiggQMHKjAwUElJSfLy8tKLL74oSXI4HPr3v/+t0NBQPfDAA8rIyNCkSZN0yy23qEePHu48PFwCP/zwg7y8vBQdHS3DMLRy5UotXrxYr7zyimrUqEG94Lx2796t//znPwoMDFSjRo3MYEXd4FzJycn67rvvNHz4cHOdl5eXQkJCJHl4zRiwpCFDhhjTp083lwsKCoxHHnnEWLhwofs6BUvo2rWr8d1335nLDofD6N+/v7Fo0SJz3alTp4wePXoYa9asMQzDMFJSUoyuXbsau3fvNtts3LjR6Natm/H7779fvs7DbbKysoyuXbsa27dvNwzjbI3cd999xrp168w2Bw8eNLp27Wr88ssvhmEYxoYNG4xu3boZGRkZZptly5YZDz74oJGXl3dZ+w/3eOihh4wvv/ySesF5nT592njyySeNzZs3Gy+88IIxc+ZMwzD4OYOSzZs3zxg8eHCJ2zy9ZrjGyoLy8/O1d+9eNW7c2Fzn5eWlxo0ba+fOnW7sGazo6NGjyszMVJMmTcx1gYGBiouLM+tl586dCgoKUt26dc02jRs3ls1m0+7duy97n3H5ZWdnS5KCg4MlSXv37lVBQYHTz5nq1asrIiLCqW5q1qzpdPpFQkKCTp8+rZSUlMvXeVx2DodD33zzjXJychQfH0+94LymT5+uZs2aOf0/JPFzBqVLTU3VP/7xDz3++OOaOHGi0tPTJXl+zXCNlQUdP35cDofDqWAkKTQ0VIcPH3ZPp2BZmZmZklTsFNHKlSub2zIzM80h9kLe3t4KDg422+DK5XA49M477+jaa69VzZo1JZ2tCbvdrqCgIKe259bNuT+HCuuMurkyHThwQEOHDlVeXp78/f01ePBgxcTEaP/+/dQLSvTNN99o3759GjduXLFt/JxBSerVq6cBAwaoWrVqysjI0Pz58zVixAhNmDDB42uGYAUAV7ikpCSlpKRo9OjR7u4KLK5atWp69dVXlZ2drW+//VaTJ0/WqFGj3N0tWFR6erreeecdDRs2zLyeF7iQwglxJKlWrVpm0Fq3bp3H1xHByoJCQkLk5eVVLHWXlNCBwprIyspSWFiYuT4rK0uxsbFmm+PHjzs9r6CgQCdPnqSmrnBJSUnasGGDRo0apSpVqpjrQ0NDlZ+fr1OnTjn9ZTArK8usidDQ0GKnimZlZZnbcOWx2+2KioqSJNWpU0d79uzRkiVL1KZNG+oFxezdu1dZWVl69tlnzXUOh0M//fSTli5dqqFDh1I3uKCgoCBVq1ZNqampatKkiUfXDNdYWZDdbledOnW0bds2c53D4dC2bdsUHx/vxp7BiiIjIxUaGqqtW7ea67Kzs7V7926zXuLj43Xq1Cnt3bvXbLNt2zYZhsEU/lcowzCUlJSk9evXa8SIEYqMjHTaXqdOHXl7ezvVzeHDh5Wenu5UNwcOHDD/w5KkLVu2KCAgQDExMZfnQOBWDodDeXl51AtK1LhxY7322mt65ZVXzK+6deuqXbt25mPqBhdy5swZpaamKjQ01ON/1jBiZVGdO3fW5MmTVadOHcXFxWnJkiXKyclR+/bt3d01uEHhD51CR48e1f79+xUcHKyIiAh16tRJCxYsUHR0tCIjIzV37lyFhYWpZcuWks7ejyYhIUFTp05V//79lZ+frxkzZqhNmzYKDw9312HhEkpKStKaNWv0zDPPKCAgwBwBDwwMlK+vrwIDA9WhQwfNnj1bwcHBCgwM1IwZMxQfH2/+59W0aVPFxMRo0qRJ6tmzpzIzMzV37lx17NhRPj4+bjw6XApz5sxRQkKCIiIidObMGa1Zs0Y7duzQ0KFDqReUKCAgwLxus5Cfn58qVapkrqducK7Zs2fr+uuvV0REhDIyMpScnCwvLy+1a9fO43/WcB8rC1u6dKkWL16szMxMxcbGqk+fPqpXr567uwU32L59e4nXOSQmJmrgwIHmDYK/+OILZWdnq379+nr44YedbgZ78uRJJSUlOd0guG/fvtwg+ArVrVu3EtcPGDDA/ANN4U0Yv/nmG+Xn55d4E8a0tDRNnz5d27dvl5+fnxITE9WzZ0+334QRF9/bb7+tbdu2KSMjQ4GBgapVq5buuusuc6Y36gVlMXLkSMXGxha7QTB1g0JvvPGGfvrpJ504cUIhISGqX7++7rvvPvM0ZE+uGYIVAAAAALiIa6wAAAAAwEUEKwAAAABwEcEKAAAAAFxEsAIAAAAAFxGsAAAAAMBFBCsAAAAAcBHBCgAAAABcRLACAAAAABcRrAAAuARWrFihbt26ac+ePe7uCgDgMrC7uwMAAFTUihUrNGXKlFK3v/TSS4qPj7+MPQIAXK0IVgAAj9etWzdFRkYWWx8VFeWG3gAArkYEKwCAx2vWrJnq1q3r7m4AAK5iBCsAwBXt6NGjevzxx9WrVy95eXlpyZIlysrKUlxcnB5++GHVrFnTqf22bduUnJysffv2ydvbWw0bNlSPHj0UExPj1O7YsWOaN2+eNm3apBMnTigsLEwJCQnq06eP7PY//3vNy8vTrFmztGrVKuXm5qpJkyb6xz/+oZCQkMty/ACAy4PJKwAAHi87O1vHjx93+jpx4oRTm1WrVumzzz5Tx44d1aVLF6WkpGj06NHKzMw022zZskVjxoxRVlaWunbtqs6dO+uXX37R8OHDdfToUbPdsWPHNGTIEK1du1Z/+ctf1KdPH910003asWOHcnJynF535syZ+vXXX9W1a1fddttt+vHHH5WUlHRJ3w8AwOXHiBUAwOO9+OKLxdb5+Pjo/fffN5dTU1M1ceJEhYeHS5ISEhL0/PPPa9GiRerdu7ck6b333lNwcLDGjBmj4OBgSVLLli31zDPPKDk5WY8//rgkac6cOcrMzNTYsWOdTkHs3r27DMNw6kdwcLCGDRsmm80mSTIMQ5999pmys7MVGBh4Ed8FAIA7EawAAB7v4YcfVnR0tNM6Ly/nkzJatmxphipJiouLU7169bRx40b17t1bGRkZ2r9/v+68804zVElSrVq11KRJE23cuFGS5HA49P3336tFixYlXtdVGKAK3XrrrU7rGjRooE8//VRpaWmqVatWxQ8aAGApBCsAgMeLi4u74OQV5wavwnXr1q2TJKWlpUmSqlWrVqxd9erVtXnzZp05c0ZnzpzR6dOni12bVZqIiAin5aCgIEnSqVOnyvR8AIBn4BorAAAuoXNHzgqde8ogAMCzMWIFALgqHDlypMR1VatWlSTz38OHDxdrd/jwYVWqVEn+/v7y9fVVQECADhw4cGk7DADwKIxYAQCuCt9//72OHTtmLu/evVu7du1SQkKCJCksLEyxsbFauXKl02l6Bw4c0ObNm9WsWTNJZ0egWrZsqR9//FF79uwp9jqMRAHA1YkRKwCAx9u4caMOHTpUbP21115rThwRFRWl4cOH669//avy8vK0ZMkSVapUSXfddZfZvlevXho3bpyGDRumm2++Wbm5uVq6dKkCAwPVrVs3s12PHj20ZcsWjRw5UrfccotiYmKUkZGhb7/9VqNHjzavowIAXD0IVgAAj5ecnFzi+gEDBqhhw4aSpJtuukleXl769NNPdfz4ccXFxalv374KCwsz2zdp0kTPP/+8kpOTlZycbN4guGfPnoqMjDTbhYeHa+zYsZo7d67WrFmj06dPKzw8XAkJCfLz87u0BwsAsCSbwTkLAIAr2NGjR/X444+rV69euvPOO93dHQDAFYprrAAAAADARQQrAAAAAHARwQoAAAAAXMQ1VgAAAADgIkasAAAAAMBFBCsAAAAAcBHBCgAAAABcRLACAAAAABcRrAAAAADARQQrAAAAAHARwQoAAAAAXESwAgAAAAAX/X+NDMdM8ybU5QAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/notebooks/QuantFinance_PortfolioManagement.ipynb b/notebooks/QuantFinance_PortfolioManagement.ipynb new file mode 100644 index 0000000..79c7594 --- /dev/null +++ b/notebooks/QuantFinance_PortfolioManagement.ipynb @@ -0,0 +1,177 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "> [A practical guide to asset weighting, Sharpe ratios, and performance evaluation](https://medium.com/@kyle-t-jones/portfolio-management-in-quant-finance-e7625cc3fbe9)" + ], + "metadata": { + "id": "lgS7DnDEae3o" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "_6kEcyBWZm43" + }, + "outputs": [], + "source": [ + "import os, sys\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "\n", + "# Set matplotlib style\n", + "plt.rcParams.update({\n", + " \"font.family\": \"serif\",\n", + " \"axes.spines.top\": False,\n", + " \"axes.spines.right\": False\n", + "})" + ] + }, + { + "cell_type": "code", + "source": [ + "# Generate synthetic asset return data\n", + "def generate_asset_returns(n_assets=3, n_periods=1000, seed=42):\n", + " np.random.seed(seed)\n", + " mean_returns = np.random.uniform(0.05, 0.15, n_assets)\n", + " cov_matrix = np.random.uniform(0.001, 0.02, size=(n_assets, n_assets))\n", + " cov_matrix = 0.5 * (cov_matrix + cov_matrix.T) # Symmetric\n", + " np.fill_diagonal(cov_matrix, np.random.uniform(0.01, 0.03, n_assets))\n", + " returns = np.random.multivariate_normal(mean_returns, cov_matrix, size=n_periods)\n", + " return returns, mean_returns, cov_matrix\n", + "\n", + "# Compute portfolio return and risk\n", + "def portfolio_performance(weights, mean_returns, cov_matrix):\n", + " ret = np.dot(weights, mean_returns)\n", + " vol = np.sqrt(np.dot(weights.T, np.dot(cov_matrix, weights)))\n", + " return ret, vol\n", + "\n", + "# Generate efficient frontier\n", + "def efficient_frontier(mean_returns, cov_matrix, n_portfolios=1000):\n", + " n_assets = len(mean_returns)\n", + " results = np.zeros((n_portfolios, 3))\n", + " weights_record = []\n", + " for i in range(n_portfolios):\n", + " weights = np.random.dirichlet(np.ones(n_assets))\n", + " ret, vol = portfolio_performance(weights, mean_returns, cov_matrix)\n", + " sharpe = ret / vol\n", + " results[i, 0], results[i, 1], results[i, 2] = ret, vol, sharpe\n", + " weights_record.append(weights)\n", + " return results, weights_record\n", + "\n", + "# Calculate alpha and beta\n", + "def calculate_alpha_beta(asset_returns, market_returns, risk_free=0.0):\n", + " excess_asset = asset_returns - risk_free\n", + " excess_market = market_returns - risk_free\n", + " cov = np.cov(excess_asset, excess_market)\n", + " beta = cov[0, 1] / cov[1, 1]\n", + " alpha = np.mean(excess_asset) - beta * np.mean(excess_market)\n", + " return alpha, beta" + ], + "metadata": { + "id": "idXpmbWybJWN" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Main simulation\n", + "returns, mean_returns, cov_matrix = generate_asset_returns()\n", + "results, _ = efficient_frontier(mean_returns, cov_matrix)\n", + "\n", + "# Plot efficient frontier\n", + "plt.figure(figsize=(10, 4))\n", + "plt.scatter(results[:, 1], results[:, 0], c=results[:, 2], cmap='viridis', alpha=0.6)\n", + "plt.colorbar(label='Sharpe Ratio')\n", + "plt.xlabel('Volatility (Risk)')\n", + "plt.ylabel('Expected Return')\n", + "plt.title('Efficient Frontier')\n", + "if \"google.colab\" not in sys.modules:\n", + " plt.savefig(\"efficient_frontier.png\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 410 + }, + "id": "VMFUvSGZbOGe", + "outputId": "20120829-4b99-4847-ce89-145ecb5d9151" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Simulate alpha and beta for one asset\n", + "market_returns = np.random.normal(0.1, 0.15, size=1000)\n", + "asset_returns = 1.1 * market_returns + np.random.normal(0, 0.05, size=1000)\n", + "alpha, beta = calculate_alpha_beta(asset_returns, market_returns)\n", + "\n", + "# Plot asset vs market returns\n", + "plt.figure(figsize=(10, 4))\n", + "plt.scatter(market_returns, asset_returns, alpha=0.4, label=f\"Alpha: {alpha:.4f}, Beta: {beta:.2f}\")\n", + "plt.xlabel(\"Market Returns\")\n", + "plt.ylabel(\"Asset Returns\")\n", + "plt.title(\"Alpha and Beta Estimation\")\n", + "if \"google.colab\" not in sys.modules:\n", + " plt.savefig(\"alpha_beta.png\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 409 + }, + "id": "jtCV-S0ubfVL", + "outputId": "c9387ca3-447b-4f6e-9a93-ec279b0102c3" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/notebooks/Simulate_Stock_Prices.ipynb b/notebooks/Simulate_Stock_Prices.ipynb new file mode 100644 index 0000000..fafa095 --- /dev/null +++ b/notebooks/Simulate_Stock_Prices.ipynb @@ -0,0 +1,239 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "## [Simulate Stock Prices with Python](https://medium.com/coding-nexus/how-to-simulate-stock-prices-with-python-66b64a4d4ce5)\n", + "\n", + "Stock price simulation is a building block of quantitative finance.\n", + "\n", + "**Geometric Brownian Motion** is a process where the logarithm of a stock price follows a random walk. The randomness comes from what's called a Wiener process, also known as Brownian motion.\n", + "\n", + "Brownian motion actually refers to the erratic, seemingly random, and zig-zag movement of microscopic particles suspended in a fluid. This happens since the particles are constantly bombarded by the much smaller, rapidly moving molecules of the fluid." + ], + "metadata": { + "id": "fSbcjJFolc4f" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "PPLXzCvXec0S" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "s0 = 131.00 # starting stock price\n", + "sigma = 0.25 # annual volatility (25%)\n", + "mu = 0.35 # annual return (35%)\n", + "paths = 1000 # number of simulated price paths\n", + "dt = 1.0 / 252.0 # time step (1 trading day)\n", + "time = 252 * 5 # total days (5 years)" + ] + }, + { + "cell_type": "code", + "source": [ + "def wiener_process(dt, sigma, time, paths):\n", + " # Generate Wiener process for GBM.\n", + " return sigma * np.random.normal(loc=0, scale=np.sqrt(dt), size=(time, paths))" + ], + "metadata": { + "id": "3SAKdw8OmTj0" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def gbm_returns(dt, sigma, time, mu, paths):\n", + " \"\"\"Create GBM returns using drift and Wiener process.\"\"\"\n", + " process = wiener_process(dt, sigma, time, paths)\n", + " return np.exp(process + (mu - 0.5 * sigma ** 2) * dt)" + ], + "metadata": { + "id": "ocNW3EbJmVre" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def gbm_levels(s0, dt, sigma, time, mu, paths):\n", + " \"\"\"Generate stock price paths using GBM.\"\"\"\n", + " returns = gbm_returns(dt, sigma, time, mu, paths)\n", + " stacked = np.vstack([np.ones(paths), returns])\n", + " return s0 * stacked.cumprod(axis=0)" + ], + "metadata": { + "id": "iLSN6rAamXtj" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "price_paths = gbm_levels(s0, dt, sigma, time, mu, paths)" + ], + "metadata": { + "id": "j7B_hNm0maSh" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "price_paths" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cd4kBAGWmwwB", + "outputId": "728d01b0-0aa5-4acc-84a6-7c57f7853b36" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[ 131. , 131. , 131. , ..., 131. ,\n", + " 131. , 131. ],\n", + " [ 131.7777928 , 132.51194616, 134.71159882, ..., 134.35780529,\n", + " 131.90097764, 133.47942885],\n", + " [ 134.21135032, 132.05300179, 137.56665783, ..., 136.29814396,\n", + " 130.0633746 , 134.54133943],\n", + " ...,\n", + " [ 719.14248225, 887.11225604, 495.39793719, ..., 456.25659435,\n", + " 2025.16689447, 401.9329025 ],\n", + " [ 705.40326816, 880.69676306, 495.02746502, ..., 464.95231453,\n", + " 2034.03947386, 395.7891781 ],\n", + " [ 713.91594809, 872.07794113, 498.86479184, ..., 472.91538605,\n", + " 2042.86324257, 397.18900986]])" + ] + }, + "metadata": {}, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(12, 6))\n", + "for i in range(10):\n", + " plt.plot(price_paths[:, i], linewidth=1)\n", + "plt.title(\"Simulated Stock Price Paths (mu=0.35, sigma=0.25)\")\n", + "plt.xlabel(\"Days\")\n", + "plt.ylabel(\"Price\")\n", + "plt.grid(True)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "vzH86ihBmdFv", + "outputId": "2a759c48-3ba2-4985-ff26-bc734d060645" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "price_paths = gbm_levels(s0, dt, sigma, time, 0.0, paths)\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "for i in range(10):\n", + " plt.plot(price_paths[:, i], linewidth=1)\n", + "plt.title(\"Simulated Stock Price Paths (mu=0.0, sigma=0.25)\")\n", + "plt.xlabel(\"Days\")\n", + "plt.ylabel(\"Price\")\n", + "plt.grid(True)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "S70qPf2rme2S", + "outputId": "0f116dfc-1082-48d8-b59a-9a1a429aebb5" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "np.sum(price_paths[-1, :] > s0)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1Lev9kABmhME", + "outputId": "4642ec50-b779-4de9-c29b-d4c516e39082" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "np.int64(380)" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ] + } + ] +} \ No newline at end of file diff --git a/notebooks/Solar_Irradiance_Forecasting.ipynb b/notebooks/Solar_Irradiance_Forecasting.ipynb new file mode 100644 index 0000000..11e3b55 --- /dev/null +++ b/notebooks/Solar_Irradiance_Forecasting.ipynb @@ -0,0 +1,1042 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "### [Forecasting Solar Irradiance with Regime-Aware LSTM](https://medium.com/@kyle-t-jones/forecasting-solar-irradiance-with-regime-aware-lstm-29830cbe220e)\n", + "\n", + "Utilities and grid operators rely on accurate solar forecasts to manage generation, maintain reliability, and avoid unnecessary curtailment. As solar penetration increases, errors in irradiance forecasting can translate directly into balancing costs, reserve overcommitment, or missed financial targets.\n", + "\n", + "> SolarAnywhere Time Series\n", + "\n" + ], + "metadata": { + "id": "Lk-8bquVRF__" + } + }, + { + "cell_type": "markdown", + "source": [ + "#### 1. Load and preprocess SolarAnywhere data\n" + ], + "metadata": { + "id": "zoeT2sHrSfpv" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "C15Froc3Pp8w" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "source": [ + "df = pd.read_csv(\"/content/Bellevue_SolarAnywhere_TimeSeries.csv\", encoding=\"cp1252\", header=1)\n", + "df[\"time\"] = pd.to_datetime(df[\"ObservationTime(LST)\"])\n", + "df = df.set_index(\"time\")\n", + "\n", + "df = df[[\n", + " \"Global Horizontal Irradiance (GHI) W/m2\",\n", + " \"AmbientTemperature (deg C)\",\n", + " \"Relative Humidity (%)\",\n", + " \"Wind Speed (m/s)\"\n", + "]]\n", + "\n", + "df.columns = [\"GHI\", \"Temp\", \"Humidity\", \"Wind\"]\n", + "df = df.resample(\"D\").mean().dropna()\n", + "df[\"Regime\"] = pd.cut(df.index.dayofyear, bins=4, labels=False)\n", + "\n", + "df.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 237 + }, + "id": "_7Q7T1DpRroD", + "outputId": "70c7f32b-6f3c-4151-e586-19e5b676fd54" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " GHI Temp Humidity Wind Regime\n", + "time \n", + "2023-01-01 27.260870 5.652174 92.826087 0.869565 0\n", + "2023-01-02 53.833333 3.916667 73.791667 2.333333 0\n", + "2023-01-03 41.708333 5.083333 78.875000 2.041667 0\n", + "2023-01-04 30.708333 6.375000 61.250000 3.500000 0\n", + "2023-01-05 19.583333 11.250000 53.208333 4.791667 0" + ], + "text/html": [ + "\n", + "
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GHITempHumidityWindRegime
count366.000000366.000000366.000000366.000000366.000000
mean145.53623211.70522075.8334272.3024671.491803
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Define dataset" + ], + "metadata": { + "id": "y-P3UDRSSaxF" + } + }, + { + "cell_type": "code", + "source": [ + "import torch\n", + "from torch.utils.data import Dataset, DataLoader\n", + "\n", + "class TimeSeriesDataset(Dataset):\n", + " def __init__(self, df, seq_len=30):\n", + " self.X, self.y, self.r = [], [], []\n", + " for i in range(len(df) - seq_len):\n", + " self.X.append(df.iloc[i:i+seq_len][features].values)\n", + " self.y.append(df.iloc[i+seq_len][\"GHI\"])\n", + " self.r.append(df.iloc[i+seq_len][\"Regime\"])\n", + " self.X = torch.tensor(self.X, dtype=torch.float32)\n", + " self.y = torch.tensor(self.y, dtype=torch.float32).unsqueeze(1)\n", + " self.r = torch.tensor(self.r, dtype=torch.long)\n", + " def __len__(self):\n", + " return len(self.X)\n", + " def __getitem__(self, idx):\n", + " return self.X[idx], self.r[idx], self.y[idx]\n", + "dataset = TimeSeriesDataset(df)\n", + "train_loader = DataLoader(dataset, batch_size=32, shuffle=True)" + ], + "metadata": { + "id": "cN7Qg4c3SNr6" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### 3. Define models" + ], + "metadata": { + "id": "yzZFP5FESmaz" + } + }, + { + "cell_type": "code", + "source": [ + "import torch.nn as nn\n", + "class VanillaLSTM(nn.Module):\n", + " def __init__(self, input_dim=4, hidden_dim=64):\n", + " super().__init__()\n", + " self.lstm = nn.LSTM(input_dim, hidden_dim, batch_first=True)\n", + " self.fc = nn.Linear(hidden_dim, 1)\n", + " def forward(self, x, *_):\n", + " out, _ = self.lstm(x)\n", + " return self.fc(out[:, -1, :])\n", + "class RegimeLSTM(nn.Module):\n", + " def __init__(self, input_dim=4, hidden_dim=64, num_regimes=4):\n", + " super().__init__()\n", + " self.embedding = nn.Embedding(num_regimes, 4)\n", + " self.lstm = nn.LSTM(input_dim + 4, hidden_dim, batch_first=True)\n", + " self.fc = nn.Linear(hidden_dim, 1)\n", + " def forward(self, x, regime_id):\n", + " regime_embed = self.embedding(regime_id)\n", + " regime_expanded = regime_embed.unsqueeze(1).expand(-1, x.size(1), -1)\n", + " x_augmented = torch.cat([x, regime_expanded], dim=2)\n", + " out, _ = self.lstm(x_augmented)\n", + " return self.fc(out[:, -1, :])" + ], + "metadata": { + "id": "AFeRi2xUSktp" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### 4. Train" + ], + "metadata": { + "id": "cxxgW4qySuaB" + } + }, + { + "cell_type": "code", + "source": [ + "def train_model(model, loader, epochs=10):\n", + " optimizer = torch.optim.Adam(model.parameters(), lr=0.001)\n", + " loss_fn = nn.MSELoss()\n", + " model.train()\n", + " for epoch in range(epochs):\n", + " total_loss = 0\n", + " for x, r, y in loader:\n", + " optimizer.zero_grad()\n", + " pred = model(x, r)\n", + " loss = loss_fn(pred, y)\n", + " loss.backward()\n", + " optimizer.step()\n", + " total_loss += loss.item()\n", + " print(f\"Epoch {epoch+1}: Loss = {total_loss / len(loader):.4f}\")\n", + "vanilla = VanillaLSTM()\n", + "train_model(vanilla, train_loader)\n", + "regime_model = RegimeLSTM()\n", + "train_model(regime_model, train_loader)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JWmOgAmRStT2", + "outputId": "ac326993-7285-49aa-f73c-68230757d718" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1: Loss = 0.1860\n", + "Epoch 2: Loss = 0.0716\n", + "Epoch 3: Loss = 0.0609\n", + "Epoch 4: Loss = 0.0495\n", + "Epoch 5: Loss = 0.0412\n", + "Epoch 6: Loss = 0.0405\n", + "Epoch 7: Loss = 0.0433\n", + "Epoch 8: Loss = 0.0395\n", + "Epoch 9: Loss = 0.0382\n", + "Epoch 10: Loss = 0.0389\n", + "Epoch 1: Loss = 0.1570\n", + "Epoch 2: Loss = 0.0639\n", + "Epoch 3: Loss = 0.0472\n", + "Epoch 4: Loss = 0.0466\n", + "Epoch 5: Loss = 0.0420\n", + "Epoch 6: Loss = 0.0414\n", + "Epoch 7: Loss = 0.0379\n", + "Epoch 8: Loss = 0.0361\n", + "Epoch 9: Loss = 0.0373\n", + "Epoch 10: Loss = 0.0358\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + " #### 5. Evaluate" + ], + "metadata": { + "id": "xoQfuyfUSyDd" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.metrics import mean_squared_error\n", + "\n", + "vanilla.eval()\n", + "regime_model.eval()\n", + "y_true, y_vanilla, y_regime = [], [], []\n", + "\n", + "with torch.no_grad():\n", + " for x, r, y in train_loader:\n", + " y_true.append(y)\n", + " y_vanilla.append(vanilla(x))\n", + " y_regime.append(regime_model(x, r))\n", + "\n", + "y_true = torch.cat(y_true).numpy()\n", + "y_vanilla = torch.cat(y_vanilla).numpy()\n", + "y_regime = torch.cat(y_regime).numpy()\n", + "\n", + "print(f\"Vanilla LSTM MSE: {mean_squared_error(y_true, y_vanilla):.4f}\")\n", + "print(f\"Regime-Aware LSTM MSE: {mean_squared_error(y_true, y_regime):.4f}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2sGBp9eVSzyK", + "outputId": "fce6c5f9-cd21-4acf-85f4-6addd64c2388" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Vanilla LSTM MSE: 0.0367\n", + "Regime-Aware LSTM MSE: 0.0353\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### 6. Plot" + ], + "metadata": { + "id": "YN-EVSy6Tobf" + } + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.figure(figsize=(12, 4))\n", + "plt.plot(y_true[:100], label=\"True\", linewidth=2)\n", + "plt.plot(y_vanilla[:100], label=\"Vanilla LSTM\", linestyle=\"--\")\n", + "plt.plot(y_regime[:100], label=\"Regime-Aware LSTM\", linestyle=\":\")\n", + "plt.title(\"Predicted vs. True GHI (First 100 Days)\")\n", + "\n", + "ax = plt.gca()\n", + "ax.spines[\"top\"].set_visible(False)\n", + "ax.spines[\"right\"].set_visible(False)\n", + "\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.savefig(\"ghi_lstm_comparison.png\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 373 + }, + "id": "PdGtZbxQTnPg", + "outputId": "f53a6f12-729d-44d9-a568-652ecba8009a" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/notebooks/Stock_Market_Cycles_Detection.ipynb b/notebooks/Stock_Market_Cycles_Detection.ipynb new file mode 100644 index 0000000..b081bef --- /dev/null +++ b/notebooks/Stock_Market_Cycles_Detection.ipynb @@ -0,0 +1,2714 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "### [Detecting Stock Market Cycles](https://medium.com/@crisvelasquez/detecting-stock-market-cycles-a62b11231e24)\n", + "\n", + "> Determining early, mid-late, decline, and recovery regimes using a composite of **FRED indicators** and **S&P 500** trends in Python.\n", + "\n", + "---\n", + "\n", + "Market cycles push asset prices through asset prices through phases of expansion, contraction, and uncertainty.\n", + "\n", + "These regimes shape both risk and return. But cycles don't announce themselves in real time, and the volatility doesn't move in isolation.\n", + "\n", + "The challenge is that market shifts happen as growth, inflation, credit, and sentiment change on their own timing and signal-to-noise ratio.\n", + "\n", + "---\n", + "\n", + "Market cycles shape the environment for risk and return, which is critical for effective asset allocation.\n", + "\n", + "Patterns in growth, inflation, credit, and sentiment drive asset prices, but each factor moves on its own schedule.\n", + "\n", + "Cycle recognition allows investors to systematically tilt toward or away from risk, growth, or defensiveness, without relying on forecasts." + ], + "metadata": { + "id": "fqTBgwRDWcck" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "pPt9DXfaWTLg" + }, + "outputs": [], + "source": [ + "!pip install -qU pandas-datareader yfinance requests==2.32.4" + ] + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import pandas_datareader.data as web\n", + "import yfinance as yf\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.patches import Patch\n", + "from datetime import datetime\n", + "import matplotlib.dates as mdates\n", + "import math\n", + "plt.style.use('dark_background')\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# PARAMETERS\n", + "START, END = '2000-01-01', datetime.today().strftime('%Y-%m-%d')\n", + "FREQ = 'ME' # Pandas resample frequency for data (e.g. 'ME'=month‑end); controls aggregation period—higher freq ('D') adds noise, lower ('Q') smooths\n", + "SLOPE_WINDOW = 3 # Look‑back periods for slope = comp.diff(SLOPE_WINDOW); larger values smooth and delay turn signals, smaller values speed detection but add volatility\n", + "SMOOTH_WINDOW = 2 # Window for composite moving average before plotting; larger windows yield a smoother but more lagged chart, smaller windows follow raw swings closely" + ], + "metadata": { + "id": "aS8XIfADesrH" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##### **Retrieve Data Inputs**\n", + "\n", + "Each indicator is retrieved from **FRED** using its public ticker." + ], + "metadata": { + "id": "Ut3D8UCBhRNH" + } + }, + { + "cell_type": "code", + "source": [ + "# SERIES MAP\n", + "fred_map = {\n", + " # growth / activity\n", + " 'LEI' : 'USSLIND', # Leading Index for US (Philly Fed state leading), proxy for overall LEI\n", + " 'Philly Manuf Diff' : 'GACDFSA066MSFRBPHI',# Philly Fed manufacturing diffusion index, proxy for ISM Mfg PMI (ISM is no longer supported at Fred)\n", + " 'Texas Serv Diff' : 'TSSOSBACTUAMFRBDAL',# Dallas Fed services diffusion index, proxy for ISM Services PMI (ISM is no longer supported at Fred)\n", + " 'Capacity Util' : 'CUMFNS', # Industrial capacity utilization rate\n", + " 'BBK Leading' : 'BBKMLEIX', # Brave‑Butters‑Kelley leading index, leading growth component\n", + " 'CFNAI 3MMA' : 'CFNAIMA3', # Chicago Fed National Financial Activity Index 3‑mo avg\n", + "\n", + " # inflation sub‑block\n", + " 'Core CPI' : 'CPILFESL', # Core CPI ex‑food & energy, inflation proxy\n", + " 'Core PCE' : 'PCEPILFE', # Core PCE inflation proxy\n", + " 'Hourly Wage' : 'CES0500000003', # Avg hourly earnings YoY (BLS)\n", + " 'PPI' : 'PPIACO', # Producer Price Index commodities YoY\n", + " 'Commodities' : 'PALLFNFINDEXM', # BCOM commodity price index YoY\n", + "\n", + " # rates & credit\n", + " '10Y' : 'DGS10', # 10‑year Treasury yield (Δ12m)\n", + " 'HY OAS' : 'BAMLH0A0HYM2', # High‑yield OAS (Δ12m, inverted)\n", + "\n", + " # stress proxy\n", + " 'StLouis FSI' : 'STLFSI4', # St. Louis Fed Financial Stress Index (inverted)\n", + "}\n", + "\n", + "# FETCH & RESAMPLE\n", + "raw = {k: web.DataReader(tkr, 'fred', START, END).squeeze()\n", + " for k, tkr in fred_map.items()}\n", + "df = pd.DataFrame(raw).resample(FREQ).last().ffill()\n", + "\n", + "df.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 237 + }, + "id": "bppOXMalhJj0", + "outputId": "a40b2c6f-7314-4d54-980e-de6fb9d2ea85" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " LEI Philly Manuf Diff Texas Serv Diff Capacity Util \\\n", + "DATE \n", + "2000-01-31 1.61 11.2 NaN 80.7280 \n", + "2000-02-29 1.48 14.5 NaN 80.5879 \n", + "2000-03-31 1.88 19.4 NaN 80.7820 \n", + "2000-04-30 2.13 10.0 NaN 80.9630 \n", + "2000-05-31 1.85 13.9 NaN 80.6424 \n", + "\n", + " BBK Leading CFNAI 3MMA Core CPI Core PCE Hourly Wage PPI \\\n", + "DATE \n", + "2000-01-31 -0.078638 0.38 179.3 74.306 NaN 128.3 \n", + "2000-02-29 -0.068595 0.19 179.4 74.415 NaN 129.8 \n", + "2000-03-31 -0.224681 0.14 180.0 74.568 NaN 130.8 \n", + "2000-04-30 -0.070975 0.22 180.3 74.617 NaN 130.7 \n", + "2000-05-31 -0.045431 0.18 180.7 74.697 NaN 131.6 \n", + "\n", + " Commodities 10Y HY OAS StLouis FSI \n", + "DATE \n", + "2000-01-31 NaN 6.68 4.87 0.0539 \n", + "2000-02-29 NaN 6.42 5.08 0.2455 \n", + "2000-03-31 NaN 6.03 5.75 0.2122 \n", + "2000-04-30 NaN 6.23 5.88 0.2891 \n", + "2000-05-31 NaN 6.29 6.16 0.5627 " + ], + "text/html": [ + "\n", + "
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LEIPhilly Manuf DiffTexas Serv DiffCapacity UtilBBK LeadingCFNAI 3MMACore CPICore PCEHourly WagePPICommodities10YHY OASStLouis FSI
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2000-01-311.6111.2NaN80.7280-0.0786380.38179.374.306NaN128.3NaN6.684.870.0539
2000-02-291.4814.5NaN80.5879-0.0685950.19179.474.415NaN129.8NaN6.425.080.2455
2000-03-311.8819.4NaN80.7820-0.2246810.14180.074.568NaN130.8NaN6.035.750.2122
2000-04-302.1310.0NaN80.9630-0.0709750.22180.374.617NaN130.7NaN6.235.880.2891
2000-05-311.8513.9NaN80.6424-0.0454310.18180.774.697NaN131.6NaN6.296.160.5627
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\"\"\n }\n },\n {\n \"column\": \"CFNAI 3MMA\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.7859269086800731,\n \"min\": -7.51,\n \"max\": 4.53,\n \"num_unique_values\": 119,\n \"samples\": [\n 0.26,\n -0.24,\n 0.18\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Core CPI\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 39.93282019285161,\n \"min\": 179.3,\n \"max\": 329.793,\n \"num_unique_values\": 305,\n \"samples\": [\n 241.346,\n 232.569,\n 219.263\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Core PCE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 13.89057828475773,\n \"min\": 74.306,\n \"max\": 126.705,\n \"num_unique_values\": 307,\n \"samples\": [\n 96.766,\n 81.401,\n 89.767\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Hourly Wage\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 4.6120928091284705,\n \"min\": 20.05,\n \"max\": 36.53,\n \"num_unique_values\": 225,\n \"samples\": [\n 20.58,\n 31.96,\n 25.9\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"PPI\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 38.14227262726533,\n \"min\": 128.1,\n \"max\": 280.251,\n \"num_unique_values\": 258,\n \"samples\": [\n 166.1,\n 147.2,\n 135.4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Commodities\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 37.845001111559085,\n \"min\": 61.8871994794742,\n \"max\": 241.918745982485,\n \"num_unique_values\": 270,\n \"samples\": [\n 97.7757469683376,\n 173.022479627727,\n 122.795871392493\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"10Y\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.2991171660998901,\n \"min\": 0.55,\n \"max\": 6.68,\n \"num_unique_values\": 229,\n \"samples\": [\n 3.64,\n 4.46,\n 5.48\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"HY OAS\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2.5777924733462796,\n \"min\": 2.46,\n \"max\": 19.88,\n \"num_unique_values\": 243,\n \"samples\": [\n 7.89,\n 6.26,\n 4.83\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"StLouis FSI\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.0782884068134042,\n \"min\": -1.1318,\n \"max\": 7.7379,\n \"num_unique_values\": 307,\n \"samples\": [\n -0.408,\n -0.7921,\n 1.0002\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "##### **Plot All Input Series for Composite Score**\n", + "\n", + "Visualize the raw input series to make sure there are no obvious abnormalities." + ], + "metadata": { + "id": "ZHWxXc65hcFq" + } + }, + { + "cell_type": "code", + "source": [ + "# PLOT ALL SERIES\n", + "df_raw = df.copy()\n", + "\n", + "# Determine grid size\n", + "n_series = len(df_raw.columns)\n", + "ncols = 3\n", + "nrows = math.ceil(n_series / ncols)\n", + "\n", + "# sharex=False ⇒ each axis shows its own ticks\n", + "fig, axes = plt.subplots(\n", + " nrows, ncols,\n", + " figsize=(ncols*6, nrows*2.5),\n", + " sharex=False\n", + ")\n", + "\n", + "# Flatten axes for easy iteration\n", + "axes_flat = axes.flatten()\n", + "\n", + "xmin, xmax = df_raw.index.min(), df_raw.index.max()\n", + "\n", + "for ax, col in zip(axes_flat, df_raw.columns):\n", + " ax.plot(df_raw.index, df_raw[col], lw=1, color='white')\n", + " ax.set_title(col, fontsize=9)\n", + " # enforce same x‐limits on each\n", + " ax.set_xlim(xmin, xmax)\n", + " # format each x‐axis independently\n", + " ax.xaxis.set_major_locator(mdates.YearLocator(1))\n", + " ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n", + " ax.tick_params(axis='x', rotation=45, labelsize=7)\n", + " ax.tick_params(axis='y', labelsize=7)\n", + "\n", + "# Turn off any unused subplots\n", + "for ax in axes_flat[n_series:]:\n", + " ax.set_visible(False)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 971 + }, + "id": "2HHHSTXFhbD0", + "outputId": "2e3eb7cf-6302-4ad2-8335-7c5f226aece9" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "##### **Data Transformation**\n", + "\n", + "Each series is transformed to focus on changes, not levels.\n", + "\n", + "Year-over-year percent change is used for most variables. Credit spreads and interest rates use 12-month differences, and risk proxies are inverted." + ], + "metadata": { + "id": "uyx2QHjNhzgE" + } + }, + { + "cell_type": "code", + "source": [ + "# TRANSFORMS\n", + "yoy = lambda s: s.pct_change(12) * 100\n", + "delta12 = lambda s: s.diff(12)\n", + "invert = lambda s: -s\n", + "\n", + "df['LEI'] = yoy(df['LEI'])\n", + "df['Capacity Util'] = yoy(df['Capacity Util'])\n", + "df['BBK Leading'] = yoy(df['BBK Leading'])\n", + "\n", + "for c in ['Core CPI','Core PCE','Hourly Wage','PPI','Commodities']:\n", + " df[c] = yoy(df[c])\n", + "\n", + "df['10Y'] = invert(delta12(df['10Y']))\n", + "df['HY OAS'] = invert(delta12(df['HY OAS']))\n", + "df['StLouis FSI']= invert(df['StLouis FSI'])\n", + "\n", + "df.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 237 + }, + "id": "kA1vrCj3hr_I", + "outputId": "122b253d-7065-409f-ea5c-f55352aa9595" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " LEI Philly Manuf Diff Texas Serv Diff Capacity Util \\\n", + "DATE \n", + "2000-01-31 NaN 11.2 NaN NaN \n", + "2000-02-29 NaN 14.5 NaN NaN \n", + "2000-03-31 NaN 19.4 NaN NaN \n", + "2000-04-30 NaN 10.0 NaN NaN \n", + "2000-05-31 NaN 13.9 NaN NaN \n", + "\n", + " BBK Leading CFNAI 3MMA Core CPI Core PCE Hourly Wage PPI \\\n", + "DATE \n", + "2000-01-31 NaN 0.38 NaN NaN NaN NaN \n", + "2000-02-29 NaN 0.19 NaN NaN NaN NaN \n", + "2000-03-31 NaN 0.14 NaN NaN NaN NaN \n", + "2000-04-30 NaN 0.22 NaN NaN NaN NaN \n", + "2000-05-31 NaN 0.18 NaN NaN NaN NaN \n", + "\n", + " Commodities 10Y HY OAS StLouis FSI \n", + "DATE \n", + "2000-01-31 NaN NaN NaN -0.0539 \n", + "2000-02-29 NaN NaN NaN -0.2455 \n", + "2000-03-31 NaN NaN NaN -0.2122 \n", + "2000-04-30 NaN NaN NaN -0.2891 \n", + "2000-05-31 NaN NaN NaN -0.5627 " + ], + "text/html": [ + "\n", + "
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LEIPhilly Manuf DiffTexas Serv DiffCapacity UtilBBK LeadingCFNAI 3MMACore CPICore PCEHourly WagePPICommodities10YHY OASStLouis FSI
DATE
2000-01-31NaN11.2NaNNaNNaN0.38NaNNaNNaNNaNNaNNaNNaN-0.0539
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LEIPhilly Manuf DiffTexas Serv DiffCapacity UtilBBK LeadingCFNAI 3MMACore CPICore PCEHourly WagePPICommodities10YHY OASStLouis FSIInflation
DATE
2000-01-31NaN11.2NaNNaNNaN0.38NaNNaNNaNNaNNaNNaNNaN-0.0539NaN
2000-02-29NaN14.5NaNNaNNaN0.19NaNNaNNaNNaNNaNNaNNaN-0.2455NaN
2000-03-31NaN19.4NaNNaNNaN0.14NaNNaNNaNNaNNaNNaNNaN-0.2122NaN
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\"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9999999999999998,\n \"min\": -7.154621697053063,\n \"max\": 1.0710996813414702,\n \"num_unique_values\": 307,\n \"samples\": [],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 8 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "##### **Phase Classification**\n", + "\n", + "Each date is classified into a market regime using thresholds on the composite's level and slope." + ], + "metadata": { + "id": "OI8QxO_pi-ea" + } + }, + { + "cell_type": "code", + "source": [ + "# PHASE CLASSIFICATION w/ DEAD‐ZONE\n", + "comp_thr, slope_thr = 0.15, 0.005\n", + "cond_early = (comp < -comp_thr) & (slope > slope_thr)\n", + "cond_midlate = comp > comp_thr\n", + "cond_decline = (comp < -comp_thr) & (slope < -slope_thr)\n", + "cond_unc = comp.abs() <= comp_thr\n", + "\n", + "# initial labels as a Series\n", + "phase = pd.Series('Mid-Late', index=comp.index)\n", + "phase[cond_early] = 'Early'\n", + "phase[cond_decline] = 'Decline'\n", + "phase[cond_unc] = 'Uncertain'\n", + "\n", + "# map to integer codes\n", + "code_map = {'Early':0, 'Mid-Late':1, 'Decline':2, 'Uncertain':3}\n", + "inv_map = {v:k for k,v in code_map.items()}\n", + "codes = phase.map(code_map)\n", + "\n", + "# apply centered rolling‐mode\n", + "min_run = 6\n", + "smoothed_codes = codes.rolling(\n", + " window=min_run, center=True, min_periods=1\n", + ").apply(\n", + " lambda x: pd.Series(x).value_counts().idxmax(),\n", + " raw=False\n", + ")\n", + "\n", + "# back to labels\n", + "phase = smoothed_codes.round().astype(int).map(inv_map).values\n", + "\n", + "phase_colors = {\n", + " 'Early' : '#54d62c',\n", + " 'Mid-Late' : '#3fa1ff',\n", + " 'Decline' : '#ff4c4c',\n", + " 'Uncertain' : '#ffd400'\n", + "}" + ], + "metadata": { + "id": "JyqpwMkiizen" + }, + "execution_count": 9, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##### **Retrieve S&P 500 Data for Comparison**\n", + "\n", + "**S&P 500** performance is included in the plot so that we can compare it against the composite indicator and its regimes." + ], + "metadata": { + "id": "G3WWSqRdjEvU" + } + }, + { + "cell_type": "code", + "source": [ + "# S&P 500 YoY % via yfinance\n", + "data = yf.download('^GSPC',\n", + " start=START,\n", + " end=END,\n", + " auto_adjust=False,\n", + " progress=False)\n", + "# flatten multi-level columns\n", + "data.columns = data.columns.get_level_values(0)\n", + "spx = data['Adj Close'].resample(FREQ).last().ffill()\n", + "spx_yoy = spx.pct_change(12) * 100\n", + "\n", + "data.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 237 + }, + "id": "QRBIdkrJjCS7", + "outputId": "9b3b6019-5e62-4a3a-dcb9-87dd6b3747ba" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Price Adj Close Close High Low Open \\\n", + "Date \n", + "2000-01-03 1455.219971 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" + ] + }, + "metadata": {}, + "execution_count": 12 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "##### **Plot Market-Cycle Composite Indicator**\n", + "The final visualization overlays the composite, market regimes, and S&P 500 YoY returns." + ], + "metadata": { + "id": "yzE_3aivjL6I" + } + }, + { + "cell_type": "code", + "source": [ + "# PLOT\n", + "fig, ax = plt.subplots(figsize=(14,6))\n", + "\n", + "mask = pd.Series(phase, index=comp.index)\n", + "grp = (mask != mask.shift()).cumsum()\n", + "for ph, col in phase_colors.items():\n", + " for _, span in mask[mask==ph].groupby(grp):\n", + " ax.axvspan(span.index[0], span.index[-1],\n", + " color=col, alpha=0.20)\n", + "\n", + "ax.plot(comp_sm.index, comp_sm,\n", + " lw=2, color='white',\n", + " label=f'Cycle Composite ({SMOOTH_WINDOW}-m MA)')\n", + "ax.axhline(0, color='#777', lw=1)\n", + "\n", + "ax2 = ax.twinx()\n", + "ax2.plot(spx_yoy.index, spx_yoy,\n", + " lw=2, ls='--', color='#00d084',\n", + " zorder=5,\n", + " label='S&P 500 YoY %')\n", + "ax2.set_ylabel('S&P 500 YoY %', color='#00d084')\n", + "ax2.tick_params(axis='y', colors='#00d084')\n", + "ax2.set_ylim(-80, 80)\n", + "\n", + "phase_patches = [Patch(facecolor=c, alpha=0.4, label=p)\n", + " for p, c in phase_colors.items()]\n", + "leg1 = ax.legend(handles=phase_patches, title='Cycle Phase',\n", + " loc='upper right', ncol=3,\n", + " framealpha=0.3, fontsize=9)\n", + "\n", + "h1, l1 = ax.get_legend_handles_labels()\n", + "h2, l2 = ax2.get_legend_handles_labels()\n", + "ax.legend(h1+h2, l1+l2,\n", + " loc='upper left', framealpha=0.3,\n", + " fontsize=9)\n", + "ax.add_artist(leg1)\n", + "\n", + "ax.set_title('Market-Cycle Composite Indicator', fontsize=16)\n", + "ax.set_ylabel('Composite Z-Score')\n", + "ax.set_xlim(comp.index[0], comp.index[-1])\n", + "\n", + "\n", + "# major tick: every year\n", + "ax.xaxis.set_major_locator(mdates.YearLocator(1))\n", + "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 602 + }, + "id": "DZS13RywjIte", + "outputId": "5473eab4-f0f3-4759-c73c-5fc74ab3873c" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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[ + { + "cell_type": "markdown", + "source": [ + "## [Exploring TabPFN: Efficient Machine Learning Model for Small Tabular Datasets](https://medium.com/@nivedita.home/exploring-tabpfn-efficient-machine-learning-model-for-small-tabular-datasets-0ae6eb95ba07)\n", + "\n", + "> Hands-on example of implementing TabPFN for Tabular Data\n", + "\n", + "**TabPFN** is a pretrained transformer-based classifier (Ref.) for tabular data that performs amortized Bayesian inference from a learned prior. It's trained on millions of synthetic tasks, so at use time it can classify new datasets with little or no hyperparameter tuning. This makes it especially strong in low-data settings and quick to train, while still outputting calibrated class probabilities. It works with standard numeric/categorical features and runs on CPU or GPU." + ], + "metadata": { + "id": "S_pTnfXtCTh4" + } + }, + { + "cell_type": "code", + "source": [ + "!pip install -q tabpfn requests==2.32.4" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "YVOwoqZFDnAt", + "outputId": "d3fbebed-bc00-409e-c044-4de8ca41ab22" + }, + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/173.7 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━\u001b[0m \u001b[32m163.8/173.7 kB\u001b[0m \u001b[31m9.8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m173.7/173.7 kB\u001b[0m \u001b[31m4.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/137.3 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m137.3/137.3 kB\u001b[0m \u001b[31m7.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 324, + "referenced_widgets": [ + "122a6cc19f4541d7ba7faa6b4c4489bc", + "81aeeef52d3444918990c7fcce3c9637", + "d7430c23094744b0bea1975b673bfade", + "9db0ac0e35d24173a223d6a0804c3836", + "bf8ee923996a4561a8f68fff42108cdd", + "96b3754213e547df858cbd27029842a2", + "611a14d6c7464e239a5e7793073784c1", + "55a2eabacecd47e1a265ffce8dba61ff", + "fb8a1647c6494fec820a425b2f758b43", + "3af2da1faba540efa70ba32d758dfc9f", + "ee687f6b711c4960a355474dbdbdcd5c", + "911ef60737c443479fa34b71214ffce3", + "cc758b1378af4eb699cd27bf9f569f88", + "b3c49472f11345ed88588b567a2124e3", + "24678bccb8ce4156b690e1f69300c4a2", + "53bb9532bf0d465e8811493bf0a4917c", + "6298161b6ed24736847f0ef746771d8b", + "02d8b677294c4430817aea684e46d43a", + "f91f03bc8adb4483840326ac2564b1bf", + "ea21636795854943a64ef1f2e9c9c365", + "b9e43409dd284ac7a7427310f62be15c", + "7b453cf0b4e149f3b211c5a16603c436" + ] + }, + "id": "HWzfVKl9CNxZ", + "outputId": "0062a6a5-4395-48db-ee23-6d0f56b38464" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "tabpfn-v2-classifier-finetuned-zk73skhh.(…): 0%| | 0.00/29.0M [00:00 0))\n", + " losses = int(np.sum(diff < 0))\n", + " ties = int(np.sum(diff == 0))\n", + " n_eff = wins + losses # ties excluded\n", + "\n", + " print(f\"\\nPaired comparison on per-fold AUCs (TabPFN vs {best_base})\")\n", + " print(f\" wins={wins}, losses={losses}, ties={ties}, n_eff={n_eff}\")\n", + "\n", + " if n_eff == 0:\n", + " print(\" All folds are ties; statistical test not applicable.\")\n", + " return best_base\n", + "\n", + " # Wilcoxon on non-zero differences (no ties). Use exact when feasible.\n", + " mode = \"exact\" if n_eff <= 25 else \"auto\"\n", + " try:\n", + " stat, p_w = wilcoxon(\n", + " diff[diff != 0],\n", + " zero_method=\"wilcox\",\n", + " alternative=\"greater\",\n", + " mode=mode\n", + " )\n", + " except Exception:\n", + " # Fallback to normal approximation if exact not available\n", + " stat, p_w = wilcoxon(\n", + " diff[diff != 0],\n", + " zero_method=\"wilcox\",\n", + " alternative=\"greater\",\n", + " mode=\"approx\"\n", + " )\n", + " mode = \"approx\"\n", + "\n", + " print(f\" Wilcoxon (ties removed, {mode}): W={stat:.3f}, p={p_w:.5f}\")\n", + "\n", + " # Sign test (binomial) as a small-n, tie-robust check\n", + " p_s = binomtest(wins, n_eff, p=0.5, alternative=\"greater\").pvalue\n", + " print(f\" Sign test: p={p_s:.5f}\")\n", + "\n", + " return best_base" + ], + "metadata": { + "id": "Ev2y07xlKZYy" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def data_efficiency_curve(X, y, best_baseline, fracs=(0.1, 0.2, 0.35, 0.5, 0.75, 1.0),\n", + " n_splits=10, random_state=0):\n", + " classes = np.unique(y)\n", + " skf = StratifiedKFold(n_splits=n_splits, shuffle=True, random_state=random_state)\n", + " splits = list(skf.split(X, y))\n", + "\n", + " def run_for(model_fn, frac):\n", + " aucs = []\n", + " for i, (tr, te) in enumerate(splits, 1):\n", + " X_tr, y_tr = X[tr], y[tr]\n", + " X_te, y_te = X[te], y[te]\n", + " if frac < 1.0:\n", + " sss = StratifiedShuffleSplit(n_splits=1, train_size=frac,\n", + " random_state=random_state + i)\n", + " tr_sub, _ = next(sss.split(X_tr, y_tr))\n", + " X_tr, y_tr = X_tr[tr_sub], y_tr[tr_sub]\n", + " clf = model_fn()\n", + " clf.fit(X_tr, y_tr)\n", + " proba = clf.predict_proba(X_te)\n", + " aucs.append(roc_auc_score(y_te, proba, multi_class=\"ovr\", average=\"macro\"))\n", + " return np.mean(aucs), np.std(aucs)\n", + "\n", + " tabpfn_means, tabpfn_stds = [], []\n", + " base_means, base_stds = [], []\n", + " for f in fracs:\n", + " m, s = run_for(lambda: TabPFNClassifier(), f)\n", + " tabpfn_means.append(m); tabpfn_stds.append(s)\n", + " m, s = run_for(best_baseline, f)\n", + " base_means.append(m); base_stds.append(s)\n", + "\n", + " # Plot (mean ± std) AUC vs training fraction\n", + " plt.figure(figsize=(7,5))\n", + " plt.errorbar(fracs, tabpfn_means, yerr=tabpfn_stds, marker=\"o\", label=\"TabPFN\")\n", + " plt.errorbar(fracs, base_means, yerr=base_stds, marker=\"s\", label=\"Best baseline\")\n", + " plt.xlabel(\"Training fraction used per fold\")\n", + " plt.ylabel(\"Macro ROC AUC (OvR)\")\n", + " plt.title(\"Data Efficiency - Wine (10× Stratified CV)\")\n", + " plt.legend()\n", + " plt.tight_layout()\n", + " plt.show()" + ], + "metadata": { + "id": "F3DCsIujKxoh" + }, + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# ------------------------------\n", + "# Run\n", + "# ------------------------------\n", + "X, y = load_wine(return_X_y=True)\n", + "\n", + "models = {\n", + " \"TabPFN\": lambda: TabPFNClassifier(),\n", + " \"LogReg\":lambda: OneVsRestClassifier(LogisticRegression(max_iter=5000)),\n", + " \"kNN-5\" : lambda: KNeighborsClassifier(n_neighbors=5),\n", + " \"GBC\" : lambda: GradientBoostingClassifier(random_state=0),\n", + " \"SVC-RBF\": lambda: SVC(kernel=\"rbf\", probability=True, random_state=0)\n", + "}\n", + "\n", + "results, classes = evaluate_models(\n", + " X, y, models, n_splits=10, random_state=0, train_subsample=0.35\n", + ")\n", + "\n", + "best_base_name = summarize_and_test(results)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8JAllORKK0Be", + "outputId": "3f911192-af75-4be4-a371-e37a9c69fb03" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "TabPFN\n", + " AUC_macro(OvR): 0.9991 ± 0.0026\n", + " Accuracy: 0.9833 ± 0.0255\n", + " Brier: 0.0122 ± 0.0156\n", + "\n", + "LogReg\n", + " AUC_macro(OvR): 0.9937 ± 0.0096\n", + " Accuracy: 0.9493 ± 0.0390\n", + " Brier: 0.0245 ± 0.0148\n", + "\n", + "kNN-5\n", + " AUC_macro(OvR): 0.8653 ± 0.0470\n", + " Accuracy: 0.6578 ± 0.0760\n", + " Brier: 0.1297 ± 0.0276\n", + "\n", + "GBC\n", + " AUC_macro(OvR): 0.9887 ± 0.0178\n", + " Accuracy: 0.9320 ± 0.0497\n", + " Brier: 0.0358 ± 0.0167\n", + "\n", + "SVC-RBF\n", + " AUC_macro(OvR): 0.8530 ± 0.0614\n", + " Accuracy: 0.6977 ± 0.0903\n", + " Brier: 0.1251 ± 0.0199\n", + "\n", + "Paired comparison on per-fold AUCs (TabPFN vs LogReg)\n", + " wins=4, losses=0, ties=6, n_eff=4\n", + " Wilcoxon (ties removed, exact): W=10.000, p=0.06250\n", + " Sign test: p=0.06250\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "best_base_name" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 36 + }, + "id": "8eSzzeG4LxXN", + "outputId": "b994a2f4-08a0-4fbe-e5fe-1cfc72c57de5" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'LogReg'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + } + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Choose the factory for the best baseline for the efficiency curve\n", + "best_baseline_factory = {\n", + " \"LogReg\": lambda: OneVsRestClassifier(LogisticRegression(max_iter=5000)),\n", + " \"kNN-5\": lambda: KNeighborsClassifier(n_neighbors=5),\n", + " \"GBC\": lambda: GradientBoostingClassifier(random_state=0),\n", + " \"SVC-RBF\": lambda: SVC(kernel=\"rbf\", probability=True, random_state=0)\n", + "}[best_base_name]\n", + "\n", + "data_efficiency_curve(X, y, best_baseline_factory)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 507 + }, + "id": "4kC2Lst-K5dC", + "outputId": "d65ba04d-f20b-44a2-fa1f-10ac2f59aba6" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file diff --git a/notebooks/TimeSeries_NFLX.ipynb b/notebooks/TimeSeries_NFLX.ipynb new file mode 100644 index 0000000..664b66c --- /dev/null +++ b/notebooks/TimeSeries_NFLX.ipynb @@ -0,0 +1,2515 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "### [Time Series Analysis of Netflix Stocks](https://blog.stackademic.com/time-series-analysis-of-netflix-stocks-with-pandas-3ad8637b778c)\n", + "\n", + "> Aim to introduce the concept of time series analysis and highlight its significance in various fields and presenting real-world examples that showcase the practical applications of time series analysis.\n", + "\n", + "> Provide a practical demonstration by showcasing how to import Netflix stock data using Python and yfinance library. So that the readers will learn the necessary steps to acquire time series data and prepare it for analysis.\n", + "\n", + "> Focus on important pandas functions used in time series analysis, such as shifting, rolling, and resampling which enables to manipulate and analyze time series data effectively.\n", + "\n", + "\n", + "_A time series is a sequence of data points collected or recorded over successive and equally spaced intervals of time._\n", + "\n", + "- Time series analysis is a statistical technique for analyzing data points collected over time.\n", + "- It involves studying patterns, trends, and dependencies in sequential data to extract insights and make predictions.\n", + "- It involves techniques such as data visualization, statistical modeling, and forecasting methods to analyze and interpret time series data effectively." + ], + "metadata": { + "id": "9mVwWrKSeahr" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "GDiaRupheIRS" + }, + "outputs": [], + "source": [ + "!pip install -qU yfinance" + ] + }, + { + "cell_type": "code", + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import yfinance as yf\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from datetime import datetime" + ], + "metadata": { + "id": "U9PCv_mVfLLh" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df = yf.download(tickers = \"NFLX\", start='2002-01-01', end='2025-10-04')\n", + "df" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 503 + }, + "id": "RxXLhlk8faWo", + "outputId": "cf399134-98ed-4b46-e30c-13b7f0073061" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\r[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Price Close High Low Open Volume\n", + "Ticker NFLX NFLX NFLX NFLX NFLX\n", + "Date \n", + "2002-05-23 1.196429 1.242857 1.145714 1.156429 104790000\n", + "2002-05-24 1.210000 1.225000 1.197143 1.214286 11104800\n", + "2002-05-28 1.157143 1.232143 1.157143 1.213571 6609400\n", + "2002-05-29 1.103571 1.164286 1.085714 1.164286 6757800\n", + "2002-05-30 1.071429 1.107857 1.071429 1.107857 10154200\n", + "... ... ... ... ... ...\n", + "2025-09-29 1206.410034 1224.489990 1187.540039 1205.000000 3033200\n", + "2025-09-30 1198.920044 1208.500000 1178.000000 1206.410034 3830300\n", + "2025-10-01 1170.900024 1179.140015 1163.209961 1175.489990 4110200\n", + "2025-10-02 1162.530029 1163.329956 1134.000000 1161.500000 4685500\n", + "2025-10-03 1153.319946 1168.000000 1143.219971 1165.000000 3133100\n", + "\n", + "[5880 rows x 5 columns]" + ], + "text/html": [ + "\n", + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "df['Open:20'] = df['Open'].rolling(window=20,min_periods=1).mean()\n", + "df['Open:50'] = df['Open'].rolling(window=50,min_periods=1).mean()\n", + "df['Open:100'] = df['Open'].rolling(window=100,min_periods=1).mean()\n", + "#visualization\n", + "df[['Open','Open:10','Open:20','Open:50','Open:100']].plot(xlim=['2015-01-01','2024-01-01'])\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 426 + }, + "id": "mQPR0UFPqucV", + "outputId": "52b62164-eec4-42e1-b629-185c70627e1d" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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60159400 \n", + "2010-12-31 29.414286 29.891430 28.267143 29.688572 111769000 \n", + "2011-12-31 42.675713 43.541428 42.371429 42.957142 315541800 \n", + "2012-12-31 18.464287 19.061428 18.115713 18.389999 214073300 \n", + "2013-12-31 54.368572 55.594288 53.925713 55.405712 191445800 \n", + "2014-12-31 69.198570 69.898567 68.524284 69.471428 92304800 \n", + "2015-12-31 130.929993 133.270004 126.389999 131.190002 104500900 \n", + "2016-12-31 128.350006 129.289993 126.150002 129.070007 55728800 \n", + "2017-12-31 202.679993 204.380005 198.089996 201.949997 41587400 \n", + "2018-12-31 418.970001 423.209991 413.079987 421.380005 58410400 \n", + "2019-12-31 385.029999 385.989990 378.799988 382.769989 38258900 \n", + "2020-12-31 556.549988 575.369995 541.000000 567.979980 24991400 \n", + "2021-12-31 691.690002 700.989990 686.090027 692.349976 32637500 \n", + "2022-12-31 597.369995 609.989990 590.559998 605.609985 133387500 \n", + "2023-12-31 495.019989 500.890015 489.250000 494.000000 28430300 \n", + "2024-12-31 936.559998 941.750000 923.080017 933.349976 26432800 \n", + "2025-12-31 1339.130005 1341.150024 1321.209961 1338.229980 14273200 \n", + "\n", + "Price Open:10 Open:20 Open:50 Open:100 \n", + "Ticker \n", + "Date \n", + "2002-12-31 1.195500 1.194762 1.194762 1.194762 \n", + "2003-12-31 4.038286 3.821321 3.634129 3.072300 \n", + "2004-12-31 5.302429 5.265821 4.855157 4.660814 \n", + "2005-12-31 4.124714 4.052643 3.936143 3.656443 \n", + "2006-12-31 4.414429 4.355286 4.166857 3.982000 \n", + "2007-12-31 3.809572 3.927572 3.993429 3.649371 \n", + "2008-12-31 5.327571 5.283357 4.899514 4.593900 \n", + "2009-12-31 8.523143 8.382786 8.033143 7.249443 \n", + "2010-12-31 27.791714 27.048786 25.722886 23.132071 \n", + "2011-12-31 41.567429 40.163643 38.303286 36.167986 \n", + "2012-12-31 17.802143 17.413429 16.602943 17.833843 \n", + "2013-12-31 53.601571 52.605428 50.164543 46.202728 \n", + "2014-12-31 68.514571 68.023857 65.794029 63.938986 \n", + "2015-12-31 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2005-12-314.2957144.3214294.1914294.3000001496796004.1247144.0526433.9361433.656443
2006-12-314.5257144.7314294.4571434.7157141066226004.4144294.3552864.1668573.982000
2007-12-314.1000004.1628573.9585714.014286648018003.8095723.9275723.9934293.649371
2008-12-315.8142865.8428575.5085715.818571732319005.3275715.2833574.8995144.593900
2009-12-318.7328578.8071438.6057148.687143601594008.5231438.3827868.0331437.249443
2010-12-3129.41428629.89143028.26714329.68857211176900027.79171427.04878625.72288623.132071
2011-12-3142.67571343.54142842.37142942.95714231554180041.56742940.16364338.30328636.167986
2012-12-3118.46428719.06142818.11571318.38999921407330017.80214317.41342916.60294317.833843
2013-12-3154.36857255.59428853.92571355.40571219144580053.60157152.60542850.16454346.202728
2014-12-3169.19857069.89856768.52428469.4714289230480068.51457168.02385765.79402963.938986
2015-12-31130.929993133.270004126.389999131.190002104500900126.139999124.111000115.985200111.822300
2016-12-31128.350006129.289993126.150002129.07000755728800126.163000124.304500122.101200111.374100
2017-12-31202.679993204.380005198.089996201.94999741587400198.018001197.494500194.136601186.463900
2018-12-31418.970001423.209991413.079987421.38000558410400404.426001403.875002377.027801366.298401
2019-12-31385.029999385.989990378.799988382.76998938258900377.611002372.058002364.395601362.601702
2020-12-31556.549988575.369995541.000000567.97998024991400540.152002520.225497507.718000502.920400
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "mVWRZqgurjKr" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/notebooks/TimeSeries_XGBoost.ipynb b/notebooks/TimeSeries_XGBoost.ipynb new file mode 100644 index 0000000..62c151a --- /dev/null +++ b/notebooks/TimeSeries_XGBoost.ipynb @@ -0,0 +1,873 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "### [Time Series Forecasting with XGBoost](https://levelup.gitconnected.com/time-series-forecasting-with-xgboost-dc5dc4510238)\n", + "\n", + "The primary goal of this machine learning model is to accurately predict hourly energy consumption. By building a predictive model, we aim to forecast future energy demand based on historical patterns in the data. This can help utility providers, grid operators, and other stakeholders optimize resource allocation and manage supply more efficiently." + ], + "metadata": { + "id": "iR4IUc8Wy5kH" + } + }, + { + "cell_type": "markdown", + "source": [ + "XGBoost is a popular machine learning algorithm known for its efficiency and performance, especially on structured or tabular data. Some reasons why XGBoost is well-suited for this project include:\n", + "\n", + "- **High Accuracy:** _XGBoost_ is often one of the top-performing algorithms for regression and classification tasks.\n", + "- **Handling of Missing Data:** _XGBoost_ can handle missing values automatically, which is beneficial when working with real-world data.\n", + "- **Feature Engineering and Selection:** XGBoost can capture complex patterns in the data through gradient boosting, and it's able to identify important features automatically.\n", + "- **Fast Execution:** _XGBoost_ is optimized for speed, making it suitable for large datasets and computationally intensive tasks." + ], + "metadata": { + "id": "w06bjIswzIS4" + } + }, + { + "cell_type": "code", + "source": [ + "import os\n", + "\n", + "folder_to_delete = \"/kaggle/input\"\n", + "\n", + "# Check if the folder exists before attempting to delete\n", + "if os.path.exists(folder_to_delete):\n", + " !rm -rf {folder_to_delete}\n", + " print(f\"Folder '{folder_to_delete}' and its contents removed.\")\n", + "else:\n", + " print(f\"Folder '{folder_to_delete}' does not exist.\")" + ], + "metadata": { + "id": "TUW5YUE18y_Z" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "%pip install -Uq optuna kagglehub" + ], + "metadata": { + "id": "o1jr9tgczzYO" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import os\n", + "from google.colab import userdata\n", + "os.environ['KAGGLE_USERNAME'] = userdata.get('KAGGLE_USERNAME')\n", + "os.environ['KAGGLE_KEY'] = userdata.get('KAGGLE_KEY')\n", + "\n", + "# Download latest version\n", + "import kagglehub\n", + "path = kagglehub.dataset_download(\"robikscube/hourly-energy-consumption\", force_download=True)\n", + "\n", + "print(\"Path to dataset files:\", path)" + ], + "metadata": { + "id": "V3lje0gm2nhb" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "9cK3XJ3XsJXc" + }, + "outputs": [], + "source": [ + "# Import libraries\n", + "import numpy as np # For numerical operations and linear algebra, such as array and matrix manipulations\n", + "import pandas as pd # For data processing, including data manipulation and reading/writing CSV files (e.g., pd.read_csv)\n", + "import optuna # For automated hyperparameter tuning, which optimizes model parameters to improve accuracy\n", + "import logging # For controlling and managing log outputs, especially useful in suppressing or capturing log messages\n", + "import seaborn as sns # For data visualization, particularly for creating aesthetically pleasing statistical graphics\n", + "import matplotlib.pyplot as plt # For general-purpose plotting, allows for custom charts and visualizations\n", + "\n", + "import xgboost as xgb # XGBoost library, used for efficient gradient boosting, which is popular for structured/tabular data\n", + "from xgboost import plot_importance, plot_tree # Additional XGBoost functions for visualizing feature importance and decision trees\n", + "\n", + "from sklearn.metrics import mean_squared_error, mean_absolute_error # Performance metrics for model evaluation, particularly useful for regression tasks\n", + "\n", + "# Set color palette and style for visualizations\n", + "color_pal = sns.color_palette() # Define a color palette for consistent styling across plots\n", + "plt.style.use('fivethirtyeight') # Set plot style to 'fivethirtyeight' for a clean and professional look\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\") # Ignore warnings for cleaner output" + ] + }, + { + "cell_type": "code", + "source": [ + "# Load dataset\n", + "df = pd.read_csv('/kaggle/input/hourly-energy-consumption/PJME_hourly.csv')\n", + "df = df.set_index(\"Datetime\")\n", + "df.index = pd.to_datetime(df.index)" + ], + "metadata": { + "id": "9IciOWMDz6TQ" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Load head data\n", + "df.head()" + ], + "metadata": { + "id": "IXFNz5myz7Ze" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Load tail data\n", + "df.tail()" + ], + "metadata": { + "id": "CynXgfuCz8sa" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.describe()" + ], + "metadata": { + "id": "wLnmAKtT3xUX" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.info()" + ], + "metadata": { + "id": "wUEK0QUI3zdv" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Plotting the PJME energy use data with specific styling options\n", + "ax = df.plot(\n", + " style=\".\", # Use dots to represent each data point on the plot\n", + " figsize=(15, 5), # Set the figure size to 15 inches wide by 5 inches tall\n", + " color=color_pal[0], # Use the first color from the color palette for the plot points\n", + " title=\"PJME Energy Use in MW\" # Set the title of the plot to indicate the data being displayed\n", + ")\n", + "\n", + "# Add axis labels\n", + "ax.set_xlabel(\"Datetime\")\n", + "ax.set_ylabel(\"Energy Consumption (MW)\")\n", + "\n", + "# Display the plot\n", + "plt.show()" + ], + "metadata": { + "id": "YY4kgYqgz_IC" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Splitting the dataset into training and testing sets based on a date condition\n", + "# The training set includes data before January 1, 2015\n", + "# The testing set includes data from January 1, 2015, onwards\n", + "train = df.loc[df.index < '2015-01-01']\n", + "test = df.loc[df.index >= '2015-01-01']\n", + "\n", + "# Set up the figure and axis\n", + "fig, ax = plt.subplots(figsize=(15, 5))\n", + "\n", + "# Plot training and test sets with customized colors\n", + "train.plot(ax=ax, label='Training Set', color='blue', linewidth=2)\n", + "test.plot(ax=ax, label='Test Set', color='orange', linewidth=2)\n", + "\n", + "# Add vertical line for split date with annotation\n", + "split_date = '2015-01-01'\n", + "ax.axvline(split_date, color='black', linestyle='--', linewidth=1.5)\n", + "ax.text(split_date, ax.get_ylim()[1] * 0.9, 'Train/Test Split',\n", + " rotation=90, color='black', verticalalignment='center', fontweight='bold')\n", + "\n", + "# Customize title and labels\n", + "ax.set_title('Data Train/Test Split', fontsize=16, fontweight='bold')\n", + "ax.set_xlabel('Date', fontsize=14)\n", + "ax.set_ylabel('Energy Consumption (MW)', fontsize=14)\n", + "\n", + "# Display grid for better readability\n", + "ax.grid(True, which='both', linestyle='--', linewidth=0.5, alpha=0.7)\n", + "\n", + "# Add legend and show plot\n", + "ax.legend(['Training Set', 'Test Set'])\n", + "plt.show()" + ], + "metadata": { + "id": "IkLuI8nr0Eko" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Filter the DataFrame based on the date range\n", + "filtered_df = df.loc[(df.index > \"2010-01-01\") & (df.index < \"2010-08-01\")]\n", + "\n", + "# Apply a 7-day rolling average to smooth the data\n", + "smoothed_df = filtered_df.rolling(window=7, center=True).mean()\n", + "\n", + "# Plot the smoothed data\n", + "ax = smoothed_df.plot(figsize=(15, 5), title=\"Energy Consumption from January to July 2010\", color=color_pal[0])\n", + "\n", + "# Add additional plot information for clarity\n", + "ax.set_xlabel(\"Date\") # X-axis label\n", + "ax.set_ylabel(\"Energy Consumption (MW)\") # Y-axis label\n", + "ax.grid(True) # Enable grid for better readability\n", + "\n", + "# Add legend if there are multiple columns\n", + "if len(smoothed_df.columns) > 1:\n", + " ax.legend(title=\"Metrics\")\n", + "plt.show()" + ], + "metadata": { + "id": "LSuLk52p0Llu" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def create_features(df):\n", + " # Existing features\n", + " df = df.copy()\n", + " df[\"hour\"] = df.index.hour\n", + " df[\"dayofweek\"] = df.index.dayofweek\n", + " df[\"quarter\"] = df.index.quarter\n", + " df[\"month\"] = df.index.month\n", + " df[\"year\"] = df.index.year\n", + " df[\"dayofyear\"] = df.index.dayofyear\n", + "\n", + " # Additional features\n", + " df[\"dayofmonth\"] = df.index.day # Day of the month (1 to 31)\n", + " df[\"weekofyear\"] = df.index.isocalendar().week # Week of the year (1 to 52)\n", + " df[\"is_weekend\"] = df.index.dayofweek >= 5 # Binary feature for weekends (1 if weekend, else 0)\n", + " df[\"is_month_start\"] = df.index.is_month_start # Binary feature for start of month\n", + " df[\"is_month_end\"] = df.index.is_month_end # Binary feature for end of month\n", + " df[\"is_quarter_start\"] = df.index.is_quarter_start # Binary feature for start of quarter\n", + " df[\"is_quarter_end\"] = df.index.is_quarter_end # Binary feature for end of quarter\n", + " df[\"is_year_start\"] = df.index.is_year_start # Binary feature for start of year\n", + " df[\"is_year_end\"] = df.index.is_year_end # Binary feature for end of year\n", + "\n", + " # Cyclical features (useful for capturing seasonality patterns)\n", + " df[\"sin_hour\"] = np.sin(2 * np.pi * df[\"hour\"] / 24) # Sine transformation for hour\n", + " df[\"cos_hour\"] = np.cos(2 * np.pi * df[\"hour\"] / 24) # Cosine transformation for hour\n", + " df[\"sin_dayofweek\"] = np.sin(2 * np.pi * df[\"dayofweek\"] / 7) # Sine transformation for day of the week\n", + " df[\"cos_dayofweek\"] = np.cos(2 * np.pi * df[\"dayofweek\"] / 7) # Cosine transformation for day of the week\n", + " df[\"sin_month\"] = np.sin(2 * np.pi * df[\"month\"] / 12) # Sine transformation for month\n", + " df[\"cos_month\"] = np.cos(2 * np.pi * df[\"month\"] / 12) # Cosine transformation for month\n", + "\n", + " return df\n", + "\n", + "df = create_features(df)" + ], + "metadata": { + "id": "JgKO7svP0S8s" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.head()" + ], + "metadata": { + "id": "sDmbPKZ_0bOx" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Set a larger figure size and style\n", + "fig, ax = plt.subplots(figsize=(15, 5))\n", + "sns.set_style(\"whitegrid\") # Set the background style to whitegrid for a cleaner look" + ], + "metadata": { + "id": "3JUW-G2W0eMt" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Use a color palette for the boxplot\n", + "sns.boxplot(data=df, x=\"hour\", y=\"PJME_MW\", ax=ax, palette=\"coolwarm\") # Adjust color with a palette\n", + "\n", + "# Add a title and style it\n", + "ax.set_title(\"PJME Energy Consumption by Hour of the Day\", fontsize=18, fontweight=\"bold\", color=\"darkblue\")\n", + "\n", + "# Customize the x and y axis labels\n", + "ax.set_xlabel(\"Hour of the Day\", fontsize=14, color=\"darkblue\")\n", + "ax.set_ylabel(\"Energy Consumption (MW)\", fontsize=14, color=\"darkblue\")\n", + "\n", + "# Add gridlines for better readability\n", + "ax.grid(True, linestyle=\"--\", alpha=0.6)\n", + "\n", + "# Remove the top and right spines to give the plot a cleaner look\n", + "sns.despine(top=True, right=True)\n", + "\n", + "# Show the plot\n", + "plt.show()" + ], + "metadata": { + "id": "EIktKh7K0gJs" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(15, 5)) # Use plt.subplots instead of plt.subplot\n", + "sns.boxplot(data=df, x=\"month\", y=\"PJME_MW\", ax=ax) # Pass ax to sns.boxplot\n", + "ax.set_title(\"PJME Energy Consumption by Month\")\n", + "ax.set_xlabel(\"Month\") # Optional: Label the x-axis\n", + "ax.set_ylabel(\"Energy Consumption (MW)\") # Optional: Label the y-axis\n", + "plt.show()" + ], + "metadata": { + "id": "9bW4MH9v0h1B" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Apply feature engineering to train and test sets\n", + "train = create_features(train)\n", + "test = create_features(test)" + ], + "metadata": { + "id": "gnSjRNZ60nfH" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Define features and target\n", + "TARGET = \"PJME_MW\"\n", + "FEATURES = [\n", + " \"hour\", \"dayofweek\", \"quarter\", \"month\", \"year\", \"dayofyear\",\n", + " \"dayofmonth\", \"weekofyear\", \"is_weekend\", \"is_month_start\",\n", + " \"is_month_end\", \"is_quarter_start\", \"is_quarter_end\", \"is_year_start\",\n", + " \"is_year_end\", \"sin_hour\", \"cos_hour\", \"sin_dayofweek\", \"cos_dayofweek\",\n", + " \"sin_month\", \"cos_month\"\n", + "]\n", + "X_train = train[FEATURES]\n", + "y_train = train[TARGET]\n", + "X_test = test[FEATURES]\n", + "y_test = test[TARGET]" + ], + "metadata": { + "id": "tuDduqqn0pK3" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Suppress Optuna's output by setting the logging level to WARNING\n", + "optuna.logging.set_verbosity(logging.WARNING)" + ], + "metadata": { + "id": "ATo-XLAs0q0b" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Optuna objective function for hyperparameter tuning\n", + "def objective(trial):\n", + " \"\"\"\n", + " Defines the objective function for Optuna hyperparameter tuning of the XGBRegressor model.\n", + " Parameters:\n", + " - trial: An Optuna Trial object which suggests values for the hyperparameters.\n", + " Returns:\n", + " - rmse: The Root Mean Squared Error (RMSE) on the test set, used as the objective to minimize.\n", + " \"\"\"\n", + "\n", + " # Define the hyperparameters with search spaces for Optuna to optimize\n", + " param = {\n", + " \"n_estimators\": 1000, # Set a high number of estimators, allowing early stopping to determine optimal rounds\n", + " \"early_stopping_rounds\": 50, # Stops training if there's no improvement for 50 rounds\n", + " \"learning_rate\": trial.suggest_float(\"learning_rate\", 1e-4, 0.1, log=True), # Controls step size, log scale\n", + " \"max_depth\": trial.suggest_int(\"max_depth\", 3, 10), # Limits tree depth to control complexity\n", + " \"min_child_weight\": trial.suggest_int(\"min_child_weight\", 1, 10), # Minimum sum of weights in a child node\n", + " \"subsample\": trial.suggest_float(\"subsample\", 0.5, 1.0), # Fraction of data for each tree to avoid overfitting\n", + " \"colsample_bytree\": trial.suggest_float(\"colsample_bytree\", 0.5, 1.0), # Fraction of features per tree\n", + " \"gamma\": trial.suggest_float(\"gamma\", 1e-8, 1.0, log=True), # Minimum loss reduction for split, log scale\n", + " \"lambda\": trial.suggest_float(\"lambda\", 1e-8, 10.0, log=True), # L2 regularization, log scale\n", + " \"alpha\": trial.suggest_float(\"alpha\", 1e-8, 10.0, log=True), # L1 regularization, log scale\n", + " \"eval_metric\": \"rmse\" # Evaluation metric set to RMSE (Root Mean Squared Error)\n", + " }\n", + "\n", + " # Initialize the XGBRegressor model with the suggested hyperparameters\n", + " model = xgb.XGBRegressor(**param)\n", + "\n", + " # Fit the model on the training set, with the validation set for early stopping\n", + " model.fit(\n", + " X_train, y_train,\n", + " eval_set=[(X_test, y_test)], # Use test set as a validation set for early stopping\n", + " verbose=False # Suppress output to keep the output clean\n", + " )\n", + "\n", + " # Predict on the test set and calculate RMSE as the objective value\n", + " preds = model.predict(X_test)\n", + " rmse = np.sqrt(mean_squared_error(y_test, preds)) # Calculate RMSE to evaluate model performance\n", + "\n", + " return rmse # Return RMSE as the value to be minimized by Optuna\n", + "\n", + "# Run Optuna optimization\n", + "study = optuna.create_study(direction=\"minimize\") # Create an Optuna study to minimize RMSE\n", + "study.optimize(objective, n_trials=50) # Run 50 trials of hyperparameter optimization\n", + "\n", + "# Train final model with best parameters\n", + "# Retrieve the best parameters found by Optuna and set additional fixed parameters\n", + "best_params = study.best_params\n", + "best_params[\"n_estimators\"] = 1000\n", + "best_params[\"early_stopping_rounds\"] = 50\n", + "best_params[\"eval_metric\"] = \"rmse\"\n", + "\n", + "# Initialize and train the final model using the best-found hyperparameters\n", + "model = xgb.XGBRegressor(**best_params)\n", + "model.fit(\n", + " X_train, y_train,\n", + " eval_set=[(X_test, y_test)], # Use the test set as a validation set for early stopping\n", + " verbose=False # Suppress output for a clean log\n", + ")\n", + "\n", + "# Evaluate the model\n", + "# Generate predictions on the test set and calculate the RMSE to assess performance\n", + "preds = model.predict(X_test)\n", + "rmse = np.sqrt(mean_squared_error(y_test, preds))\n", + "print(\"Test RMSE:\", rmse) # Print the final RMSE on the test set\n", + "\n", + "# Plot feature importance\n", + "# Visualize the top 10 most important features to understand which features contributed most to the model's predictions\n", + "xgb.plot_importance(model, importance_type=\"weight\", max_num_features=10)\n", + "plt.show()" + ], + "metadata": { + "id": "sN7CvGMQ0tgv" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Make predictions on the test set and add them as a new column in test\n", + "test['MW_Prediction'] = model.predict(X_test) # Assuming 'model' is your trained model" + ], + "metadata": { + "id": "3E6WeOfX04yC" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Concatenate the test set with predictions and the training set\n", + "pjme_all = pd.concat([train, test], sort=False)\n", + "\n", + "# Plot the actual vs. predicted energy consumption with improved styling\n", + "fig, ax = plt.subplots(figsize=(15, 5))\n", + "\n", + "# Plot the actual values with a solid line\n", + "pjme_all['PJME_MW'].plot(ax=ax, color='#1f77b4', linewidth=2, label='Actual MW')\n", + "\n", + "# Plot the predicted values with a dashed line for distinction\n", + "pjme_all['MW_Prediction'].plot(ax=ax, color='#ff7f0e', linestyle='--', linewidth=2, label='Predicted MW')\n", + "\n", + "# Customize x and y labels\n", + "ax.set_xlabel(\"Date\", fontsize=12, labelpad=10)\n", + "ax.set_ylabel(\"Energy Consumption (MW)\", fontsize=12, labelpad=10)\n", + "\n", + "# Set a title with larger font and padding\n", + "ax.set_title(\"Actual vs Predicted PJME Energy Consumption\", fontsize=16, fontweight='bold', pad=20)\n", + "\n", + "# Adjust the legend for clarity\n", + "ax.legend(loc=\"upper left\", fontsize=10, frameon=True, title=\"Legend\")\n", + "\n", + "# Enable grid with light color for readability\n", + "ax.grid(True, linestyle='--', color='grey', alpha=0.5)\n", + "\n", + "# Highlight a specific period, if needed (optional)\n", + "highlight_start, highlight_end = \"2015-01-01\", \"2015-02-01\"\n", + "ax.axvspan(highlight_start, highlight_end, color=\"black\", alpha=0.1, label=\"Highlighted Period\")\n", + "\n", + "# Add annotations for peak or significant points (optional)\n", + "peak_date = pjme_all['PJME_MW'].idxmax() # Find date of max energy usage\n", + "peak_value = pjme_all['PJME_MW'].max() # Find max energy usage value\n", + "ax.annotate(\n", + " f\"Peak: {int(peak_value)} MW\",\n", + " xy=(peak_date, peak_value),\n", + " xycoords=\"data\",\n", + " xytext=(peak_date, peak_value + 5000), # Adjust annotation position\n", + " arrowprops=dict(arrowstyle=\"->\", color=\"red\", lw=1.5),\n", + " fontsize=10,\n", + " bbox=dict(boxstyle=\"round,pad=0.3\", edgecolor=\"red\", facecolor=\"white\", alpha=0.8)\n", + ")\n", + "\n", + "# Show the plot\n", + "plt.show()" + ], + "metadata": { + "id": "kqNzuQhT07Gr" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Plot the forecast with the actuals, both as points\n", + "fig, ax = plt.subplots(figsize=(15, 5))\n", + "\n", + "# Plot actual values as orange points\n", + "pjme_all['PJME_MW'].plot(\n", + " ax=ax,\n", + " color='orange', # Color for actual values (orange)\n", + " linestyle='', # No line connecting points\n", + " marker='o', # Use dots for actual values\n", + " markersize=5,\n", + " label='Actual MW'\n", + ")\n", + "\n", + "# Plot predicted values as blue points\n", + "pjme_all['MW_Prediction'].plot(\n", + " ax=ax,\n", + " color='blue', # Color for predicted values (blue)\n", + " linestyle='', # No line connecting points\n", + " marker='o', # Use dots for predicted values\n", + " markersize=5,\n", + " label='Predicted MW'\n", + ")\n", + "\n", + "# Set x-axis limits to focus on January 2015\n", + "ax.set_xbound(lower='2015-01-01', upper='2015-02-01')\n", + "\n", + "# Set y-axis limits for better scaling\n", + "ax.set_ylim(0, 60000)\n", + "\n", + "# Add labels and title\n", + "ax.set_xlabel(\"Date\", fontsize=12, labelpad=10)\n", + "ax.set_ylabel(\"Energy Consumption (MW)\", fontsize=12, labelpad=10)\n", + "ax.set_title(\"January 2015 Forecast vs Actuals\", fontsize=16, fontweight='bold', pad=20)\n", + "\n", + "# Add a legend with custom titles\n", + "ax.legend(loc=\"upper left\", frameon=True, fontsize=10)\n", + "\n", + "# Enable grid for better readability\n", + "ax.grid(True, linestyle='--', alpha=0.6)\n", + "\n", + "# Show the plot\n", + "plt.show()" + ], + "metadata": { + "id": "C5gnSZRv1BIl" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Plot the forecast with the actuals as points\n", + "fig, ax = plt.subplots(figsize=(15, 5)) # Set figure size directly in subplots\n", + "\n", + "# Plot actual values as red points\n", + "pjme_all['PJME_MW'].plot(\n", + " ax=ax,\n", + " color='red', # Color for actual values (red)\n", + " linestyle='', # No line connecting points\n", + " marker='o', # Use dots for actual values\n", + " markersize=6, # Size of the markers for actual values\n", + " label='Actual MW'\n", + ")\n", + "\n", + "# Plot predicted values as blue points\n", + "pjme_all['MW_Prediction'].plot(\n", + " ax=ax,\n", + " color='blue', # Color for predicted values (blue)\n", + " linestyle='', # No line connecting points\n", + " marker='o', # Use dots for predicted values\n", + " markersize=6, # Size of the markers for predicted values\n", + " label='Predicted MW'\n", + ")\n", + "\n", + "# Set x-axis and y-axis limits for focusing on the first week of January 2015\n", + "ax.set_xbound(lower='2015-01-01', upper='2015-01-08')\n", + "ax.set_ylim(0, 60000)\n", + "\n", + "# Add labels and title with customized fonts and padding\n", + "ax.set_xlabel(\"Date\", fontsize=12, labelpad=10)\n", + "ax.set_ylabel(\"Energy Consumption (MW)\", fontsize=12, labelpad=10)\n", + "ax.set_title(\"First Week of January 2015: Forecast vs Actuals\", fontsize=16, fontweight='bold', pad=20)\n", + "\n", + "# Customize the legend for clarity\n", + "ax.legend(loc=\"upper left\", frameon=True, fontsize=10)\n", + "\n", + "# Enable grid lines for readability, with a lighter color and dashed style\n", + "ax.grid(True, linestyle='--', color='grey', alpha=0.5)\n", + "\n", + "# Display the plot\n", + "plt.show()" + ], + "metadata": { + "id": "aOuyoujU1DiI" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Create the plot with specified figure size\n", + "fig, ax = plt.subplots(figsize=(15, 5))\n", + "\n", + "# Plot actual values as orange points\n", + "pjme_all['PJME_MW'].plot(\n", + " ax=ax,\n", + " color='orange', # Orange color for actual values\n", + " linestyle='', # No line connecting points for actual values\n", + " marker='o', # Dots for actual values\n", + " markersize=6, # Size of markers\n", + " label='Actual MW'\n", + ")\n", + "\n", + "# Plot predicted values as blue points\n", + "pjme_all['MW_Prediction'].plot(\n", + " ax=ax,\n", + " color='blue', # Blue color for predicted values\n", + " linestyle='', # No line connecting points for predicted values\n", + " marker='o', # Dots for predicted values\n", + " markersize=6, # Size of markers\n", + " label='Predicted MW'\n", + ")\n", + "\n", + "# Set x-axis and y-axis limits to focus on the specified date range\n", + "ax.set_xbound(lower='2015-07-01', upper='2015-07-08')\n", + "ax.set_ylim(0, 60000)\n", + "\n", + "# Add labels and title with customized fonts and padding\n", + "ax.set_xlabel(\"Date\", fontsize=12, labelpad=10)\n", + "ax.set_ylabel(\"Energy Consumption (MW)\", fontsize=12, labelpad=10)\n", + "ax.set_title(\"First Week of July 2015: Forecast vs Actuals\", fontsize=16, fontweight='bold', pad=20)\n", + "\n", + "# Customize the legend for clarity\n", + "ax.legend(loc=\"upper left\", frameon=True, fontsize=10)\n", + "\n", + "# Enable grid lines for readability, with a lighter color and dashed style\n", + "ax.grid(True, linestyle='--', color='grey', alpha=0.5)\n", + "\n", + "# Display the plot\n", + "plt.show()" + ], + "metadata": { + "id": "Lk_Q66uw1S46" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Function for Mean Absolute Percentage Error (MAPE)\n", + "def mean_absolute_percentage_error(y_true, y_pred):\n", + " \"\"\"Calculates MAPE given y_true and y_pred\"\"\"\n", + " y_true, y_pred = np.array(y_true), np.array(y_pred)\n", + " return np.mean(np.abs((y_true - y_pred) / y_true)) * 100" + ], + "metadata": { + "id": "2iuYhM4Q1aSW" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Calculate error metrics on the test set\n", + "rmse = np.sqrt(mean_squared_error(y_true=test['PJME_MW'], y_pred=test['MW_Prediction']))\n", + "mae = mean_absolute_error(y_true=test['PJME_MW'], y_pred=test['MW_Prediction'])\n", + "mape = mean_absolute_percentage_error(y_true=test['PJME_MW'], y_pred=test['MW_Prediction'])\n", + "print(f\"Our RMSE error is {rmse:.2f}\")\n", + "print(f\"Our MAE error is {mae:.2f}\")\n", + "print(f\"Our MAPE error is {mape:.2f}%\")" + ], + "metadata": { + "id": "x-innej_1ccR" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Calculate error columns\n", + "test['error'] = test['PJME_MW'] - test['MW_Prediction']\n", + "test['abs_error'] = test['error'].abs()" + ], + "metadata": { + "id": "SOxeaK3z1eaW" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Group errors by day and calculate mean errors\n", + "error_by_day = test.groupby(['year', 'month', 'dayofmonth']).mean()[['PJME_MW', 'MW_Prediction', 'error', 'abs_error']]\n", + "\n", + "# Display top 10 over-forecasted days\n", + "over_forecasted_days = error_by_day.sort_values('error').head(10)\n", + "print(\"Top 10 Over-Forecasted Days:\")\n", + "display(over_forecasted_days)\n", + "\n", + "# Display top 10 worst absolute predicted days\n", + "worst_predicted_days = error_by_day.sort_values('abs_error', ascending=False).head(10)\n", + "print(\"\\nTop 10 Worst Absolute Predicted Days:\")\n", + "display(worst_predicted_days)\n", + "\n", + "# Display top 10 best predicted days\n", + "best_predicted_days = error_by_day.sort_values('abs_error').head(10)\n", + "print(\"\\nTop 10 Best Predicted Days:\")\n", + "display(best_predicted_days)" + ], + "metadata": { + "id": "8ZddBbKq1gU_" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Plot function for selected days with larger dots\n", + "def plot_selected_day(data, start_date, end_date, title):\n", + " fig, ax = plt.subplots(figsize=(10, 5))\n", + "\n", + " # Plot predicted values as larger blue dots\n", + " data['MW_Prediction'].plot(\n", + " ax=ax,\n", + " color='blue',\n", + " linestyle='', # No connecting lines\n", + " marker='o', # Dots for points\n", + " markersize=10, # Larger markers\n", + " label='Predicted MW'\n", + " )\n", + "\n", + " # Plot actual values as larger orange dots\n", + " data['PJME_MW'].plot(\n", + " ax=ax,\n", + " color='orange',\n", + " linestyle='', # No connecting lines\n", + " marker='o', # Dots for points\n", + " markersize=10, # Larger markers\n", + " label='Actual MW'\n", + " )\n", + "\n", + " # Set axis limits and labels\n", + " ax.set_ylim(0, 60000)\n", + " ax.set_xbound(lower=start_date, upper=end_date)\n", + " ax.set_title(title, fontsize=16)\n", + " ax.set_xlabel(\"Date\")\n", + " ax.set_ylabel(\"Energy Consumption (MW)\")\n", + " ax.legend(loc=\"upper left\", frameon=True, fontsize=10)\n", + "\n", + " # Enable grid for readability\n", + " ax.grid(True, linestyle='--', color='grey', alpha=0.5)\n", + "\n", + " plt.show()" + ], + "metadata": { + "id": "I2e-d5Ej1j2U" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Plot worst predicted day (e.g., August 13, 2016)\n", + "plot_selected_day(pjme_all, '2016-08-13', '2016-08-14', \"Aug 13, 2016 - Worst Predicted Day\")\n", + "\n", + "# Plot best predicted day (e.g., October 3, 2016)\n", + "plot_selected_day(pjme_all, '2016-10-03', '2016-10-04', \"Oct 3, 2016 - Best Predicted Day\")" + ], + "metadata": { + "id": "lTwinlYg1o8C" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "-a46zMp_6_xZ" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/notebooks/TradingStrategies_DMAC.ipynb b/notebooks/TradingStrategies_DMAC.ipynb new file mode 100644 index 0000000..9752633 --- /dev/null +++ b/notebooks/TradingStrategies_DMAC.ipynb @@ -0,0 +1,125 @@ +{ + "metadata": { + "kernelspec": { + "name": "xpython", + "display_name": "Python 3.13 (XPython)", + "language": "python" + }, + "language_info": { + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "version": "3.13.1" + } + }, + "nbformat_minor": 5, + "nbformat": 4, + "cells": [ + { + "id": "cccb8f57-f75f-4842-9e6b-8bf07aea33a7", + "cell_type": "markdown", + "source": "### [Trading Strategies: Double Moving Average Crossover](https://medium.com/@brianhulela/trading-strategies-double-moving-average-crossover-36a3e9588510)\n\nThe Double Moving Average Crossover is one of the simplest yet powerful trading strategies used by both beginners and seasoned traders. By using two different moving averages, this strategy identifies potential buy and sell signals when the faster moving average crosses over or under a slower one.\n\nThe Double Moving Average Crossover strategy relies on two exponential moving averages (EMAs):\n\n- **Short-term Moving Average (fast)**: This moving average responds quickly to recent price changes.\n- **Long-term Moving Average (slow)**: This one reacts more slowly to price changes, capturing long-term trends.\n\n##### Key Signals:\n- **Buy Signal**: When the short-term EMA crosses above the long-term EMA, indicating an upward trend.\n- **Sell Signal**: When the short-term EMA crosses below the long-term EMA, indicating a downward trend.", + "metadata": {} + }, + { + "id": "00e441bb-e900-4ecf-9fb7-7a73230608f3", + "cell_type": "code", + "source": "!pip install -Uq pandas numpy matplotlib yfinance", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "id": "c0a6dbae-2732-4f9c-95e8-74bef7f49362", + "cell_type": "code", + "source": "import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport yfinance as yf\nfrom tabulate import tabulate\nfrom datetime import datetime", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "id": "de9f437b-b3db-46a1-86a3-958becc2c14f", + "cell_type": "code", + "source": "# Define the stock symbol and the date range for our data\nstock_symbol = 'TSLA'\nstart_date = '2024-01-01'\nend_date = datetime.today().strftime('%Y-%m-%d') # Sets end date to today's date\nprint(f\"Double Moving Average Crossover Trading for: {stock_symbol}\\nStart Date: {start_date}\\nEnd Date: {end_date}\")", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "id": "34055875-e41d-4a8d-9821-9d36180b47a5", + "cell_type": "code", + "source": "df = yf.download(stock_symbol, start=start_date, end=end_date)\n\n# Select the desired columns (first level of MultiIndex)\ndf.columns = df.columns.get_level_values(0)\n\n# Keep only the columns you are interested in\ndf = df[['Open', 'Close', 'Volume', 'Low', 'High']]\n\n# If the index already contains the dates, rename the index\ndf.index.name = 'Date' # Ensure the index is named \"Date\"\n \n# Resetting the index if necessary\ndf.reset_index(inplace=True)\n\n# Ensure that the index is of type datetime\ndf['Date'] = pd.to_datetime(df['Date'])\n\n# Set the 'Date' column as the index again (in case it's reset)\ndf.set_index('Date', inplace=True)\n\ndf.head()", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "id": "394527cd-a6ba-41d9-bf3a-a2aa986dfb8a", + "cell_type": "code", + "source": "# Plot the closing price\nplt.figure(figsize=(12, 6))\n\nplt.plot(df['Close'], label='Closing Price')\n\n# Add title, labels, and legend\nplt.title(f'{stock_symbol} Closing Price')\nplt.xlabel('Date')\nplt.ylabel('Price ($)')\nplt.legend()\n\n# Save the plot in 300dpi\nplt.savefig(f'{stock_symbol}_stock_chart.png', dpi=300)\n\n# Show the plot\nplt.show()", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "id": "d7704919-9f1e-4a2b-b5c9-2cf2ff2bafdc", + "cell_type": "code", + "source": "# Calculate the short and long EMAs\nSHORT_WINDOW = 10\nLONG_WINDOW = 30\ndf['SHORT_WINDOW'] = df['Close'].ewm(span=SHORT_WINDOW, adjust=False).mean()\ndf['LONG_WINDOW'] = df['Close'].ewm(span=LONG_WINDOW, adjust=False).mean()", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "id": "c88f20bf-6dd1-468f-9351-1a01af51393e", + "cell_type": "code", + "source": "# Plot the Close Price and EMAs\nplt.figure(figsize=(14, 7))\n\n# Plot Close Price\nplt.plot(df.index, df['Close'], label='Close Price', linewidth=2)\n\n# Plot Short-term EMA\nplt.plot(df.index, df['SHORT_WINDOW'], label=f'{SHORT_WINDOW}-day EMA', linestyle='--')\n\n# Plot Long-term EMA\nplt.plot(df.index, df['LONG_WINDOW'], label=f'{LONG_WINDOW}-day EMA', linestyle='--')\n\n# Labels and title\nplt.xlabel('Date')\nplt.ylabel('Price ($)')\nplt.title(f'{stock_symbol} Close Price with Short and Long EMAs')\nplt.legend()\n\n# Save plot in 300dpi\nplt.savefig(f'{stock_symbol}_moving_averages.png', dpi=300)\n\nplt.show()", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "id": "6b38f3ee-3871-426f-91f8-3bf3ba6e39bb", + "cell_type": "code", + "source": "# Generate buy and sell signals in a single column\ndf['Signal'] = np.where(\n (df['SHORT_WINDOW'] > df['LONG_WINDOW']) & (df['SHORT_WINDOW'].shift(1) <= df['LONG_WINDOW'].shift(1)), 1, # Buy Signal\n np.where(\n (df['SHORT_WINDOW'] < df['LONG_WINDOW']) & (df['SHORT_WINDOW'].shift(1) >= df['LONG_WINDOW'].shift(1)), -1, # Sell Signal\n 0 # No Signal\n )\n)", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "id": "47c87232-aba0-4193-82bf-20dbb752e8e5", + "cell_type": "code", + "source": "# Define the fee calculation function\ndef calculate_fee(amount: float) -> float:\n \"\"\"Calculate the brokerage fee based on transaction amount.\"\"\"\n fee = amount * 0.0025 # 0.25% of the transaction\n return max(fee, 0.01) # Minimum fee of $0.01", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + }, + { + "id": "08ae5ba0-1d92-4928-bcc1-525ea059b966", + "cell_type": "code", + "source": "# Starting capital\ninitial_cash = 100 # Example initial capital\ncash = initial_cash\nshares = 0\ndf['Portfolio Value'] = cash\n\n# List to store transaction details for tabulation\ntransaction_details = []\n\nfor i, row in df.iterrows():\n if row['Signal'] == 1 and cash > 0: # Buy condition\n # Calculate the fee for the buy transaction\n fee = calculate_fee(cash)\n \n # Calculate how many shares can be bought after deducting the fee\n shares_bought = (cash - fee) / row['Close']\n \n # Deduct the cash and fee for the purchase\n cash -= shares_bought * row['Close'] + fee\n \n # Add the bought shares to the portfolio\n shares += shares_bought\n \n # Record transaction details\n transaction_details.append([row.name, 'Buy', round(row['Close'], 2), round(fee, 2), round(cash + (shares * row['Close']), 2)])\n\n elif row['Signal'] == -1 and shares > 0: # Sell condition\n # Calculate how much cash is earned from selling shares\n total_sale_amount = shares * row['Close']\n \n # Calculate the fee for the sell transaction\n fee = calculate_fee(total_sale_amount)\n \n # Cash earned after the fee is deducted\n cash_earned = total_sale_amount - fee\n \n # Update the cash balance after selling shares\n cash += cash_earned\n \n # All shares are sold\n shares = 0\n \n # Record transaction details\n transaction_details.append([row.name, 'Sell', round(row['Close'], 2), round(fee, 2), round(cash, 2)])\n\n # Update portfolio value\n df.at[i, 'Portfolio Value'] = cash + (shares * row['Close'])\n\n# Summarize results using tabulate\nprint(tabulate(transaction_details, headers=[\"Date\", \"Action\", \"Price ($)\", \"Fee ($)\", \"Portfolio Value ($)\"], tablefmt=\"pretty\"))\n\n# Final performance\nfinal_value = cash + (shares * df.iloc[-1]['Close'])\nprofit = final_value - initial_cash\nprint(f\"\\nFinal Portfolio Value: ${final_value:.2f}\")\nprint(f\"Total Profit/Loss: ${profit:.2f}\")", + "metadata": { + "trusted": true + }, + "outputs": [], + "execution_count": null + } + ] +} \ No newline at end of file diff --git a/notebooks/Trading_Market_Regimes-GMM.ipynb b/notebooks/Trading_Market_Regimes-GMM.ipynb new file mode 100644 index 0000000..191acf6 --- /dev/null +++ b/notebooks/Trading_Market_Regimes-GMM.ipynb @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNip/EUvURh1TVTeM+i4vaL"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["### [Trading Market Regimes: A Gaussian Mixture Model Approach to Risk-Adjusted Returns](https://medium.com/@Ansique/trading-market-regimes-a-gaussian-mixture-model-approach-to-risk-adjusted-returns-f854dc2ac0f7)"],"metadata":{"id":"NGlsg5_0gcwf"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"gUB3KOIngP_0"},"outputs":[],"source":["import os, sys\n","\n","import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import requests\n","\n","from datetime import datetime\n","from typing import Dict, Tuple, Optional, List\n","from sklearn.mixture import GaussianMixture\n","from sklearn.preprocessing import StandardScaler\n","from dataclasses import dataclass\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","source":["# ============================================================================\n","# CONFIGURATION\n","# ============================================================================\n","\n","class StrategyConfig:\n"," \"\"\"\n"," Centralized configuration for all strategy parameters.\n","\n"," All parameters are configurable to allow easy experimentation and optimization.\n"," No hardcoded values in the main logic - everything flows from this config.\n"," \"\"\"\n","\n"," # API Configuration\n"," FMP_API_KEY = os.getenv(\"FMP_API_KEY\")\n","\n"," # Date Range - 5 years of data for realistic backtest\n"," START_DATE = \"2019-01-01\"\n"," END_DATE = \"2024-12-31\"\n","\n"," # Trading Parameters\n"," INITIAL_CAPITAL = 100000.0 # Starting capital in USD\n"," COMMISSION_RATE = 0.001 # 0.1% per trade (realistic for retail/institutional)\n","\n"," # Tickers\n"," MAIN_TICKER = \"SPY\" # Primary trading instrument\n"," BENCHMARK_TICKER = \"URTH\" # Global equity benchmark\n","\n"," # Feature Engineering Parameters\n"," SMA_SHORT = 20 # Short-term moving average window\n"," SMA_LONG = 50 # Long-term moving average window\n"," YZ_WINDOW = 20 # Yang-Zhang volatility estimation window\n","\n"," # GMM Parameters\n"," GMM_N_COMPONENTS = 3 # Number of regimes (Bearish, Neutral, Bullish)\n"," GMM_COVARIANCE_TYPE = \"full\" # Covariance type: 'full', 'tied', 'diag', 'spherical'\n"," GMM_MAX_ITER = 100 # Maximum iterations for EM algorithm\n"," GMM_N_INIT = 10 # Number of initializations (best is kept)\n"," GMM_RANDOM_STATE = 42 # For reproducibility\n","\n"," # Walk-Forward Parameters\n"," MIN_TRAINING_DAYS = 252 # 1 year minimum before first prediction\n"," REFIT_FREQUENCY = 63 # Refit every quarter (63 trading days ~= 3 months)\n"," MIN_CLUSTER_SAMPLES = 10 # Minimum samples per cluster for valid regime mapping\n","\n"," # Regime Trading Logic\n"," LONG_REGIME = \"Bullish\" # Which regime to be long in\n"," SHORT_REGIME = None # Which regime to be short in (None = cash instead)\n"," # Examples:\n"," # - Long only: LONG_REGIME=\"Bullish\", SHORT_REGIME=None\n"," # - Long/Short: LONG_REGIME=\"Bullish\", SHORT_REGIME=\"Bearish\"\n"," # - Long/Flat: LONG_REGIME=\"Bullish\", SHORT_REGIME=None"],"metadata":{"id":"pdxlOfPIhG91"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# ============================================================================\n","# DATA ACQUISITION\n","# ============================================================================\n","\n","class DataFetcher:\n"," \"\"\"\n"," Handles all data acquisition from FMP API.\n","\n"," Key principles:\n"," - No data imputation (no bfill/ffill)\n"," - Direct API calls only\n"," - Proper error handling\n"," - Data validation\n"," \"\"\"\n","\n"," def __init__(self, api_key: str):\n"," self.api_key = api_key\n"," self.base_url = \"https://financialmodelingprep.com/api/v3\"\n","\n"," def fetch_historical_data(self, ticker: str, start_date: str, end_date: str) -> pd.DataFrame:\n"," \"\"\"\n"," Fetch historical OHLCV data from FMP API.\n","\n"," Parameters:\n"," -----------\n"," ticker : str\n"," Stock ticker symbol\n"," start_date : str\n"," Start date in YYYY-MM-DD format\n"," end_date : str\n"," End date in YYYY-MM-DD format\n","\n"," Returns:\n"," --------\n"," pd.DataFrame with columns: Date, Open, High, Low, Close, Volume\n","\n"," Critical: NO data filling - missing data stays missing and will be handled\n"," downstream through proper NaN handling in feature engineering.\n"," \"\"\"\n"," url = f\"{self.base_url}/historical-price-full/{ticker}\"\n"," params = {\"from\": start_date, \"to\": end_date, \"apikey\": self.api_key}\n","\n"," try:\n"," response = requests.get(url, params=params, timeout=30)\n"," response.raise_for_status()\n"," data = response.json()\n","\n"," if \"historical\" not in data:\n"," raise ValueError(f\"No data returned for {ticker}\")\n","\n"," df = pd.DataFrame(data[\"historical\"])\n"," df[\"date\"] = pd.to_datetime(df[\"date\"])\n"," df = df.sort_values(\"date\").reset_index(drop=True)\n","\n"," # Standardize column names\n"," df = df.rename(columns={\n"," \"date\": \"Date\", \"open\": \"Open\", \"high\": \"High\",\n"," \"low\": \"Low\", \"close\": \"Close\", \"volume\": \"Volume\"\n"," })\n","\n"," # Keep only necessary columns\n"," df = df[[\"Date\", \"Open\", \"High\", \"Low\", \"Close\", \"Volume\"]]\n","\n"," print(f\"✓ Fetched {len(df)} records for {ticker} ({df['Date'].min().date()} to {df['Date'].max().date()})\")\n","\n"," return df\n","\n"," except requests.exceptions.RequestException as e:\n"," print(f\"✗ Network error fetching data for {ticker}: {str(e)}\")\n"," raise\n"," except Exception as e:\n"," print(f\"✗ Error processing data for {ticker}: {str(e)}\")\n"," raise"],"metadata":{"id":"KEo6p_IJhyWU"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# ============================================================================\n","# FEATURE ENGINEERING\n","# ============================================================================\n","\n","class FeatureEngine:\n"," \"\"\"\n"," Calculates technical features with strict look-ahead bias prevention.\n","\n"," All features are lagged by 1 day to ensure T-1 data is used for T predictions.\n"," This is CRITICAL for walk-forward validation integrity.\n"," \"\"\"\n","\n"," @staticmethod\n"," def calculate_yang_zhang_volatility(df: pd.DataFrame, window: int) -> pd.Series:\n"," \"\"\"\n"," Calculate Yang-Zhang volatility estimator with non-negativity guard.\n","\n"," The Yang-Zhang estimator is a range-based volatility measure that combines:\n"," - Overnight volatility: (Open[t] / Close[t-1])\n"," - Open-to-Close volatility: (Close[t] / Open[t])\n"," - High-Low range: Rogers-Satchell component\n","\n"," Formula:\n"," σ²_YZ = σ²_overnight + k·σ²_open_close + (1-k)·σ²_RS\n","\n"," where:\n"," - σ²_overnight = Var(ln(O[t]/C[t-1]))\n"," - σ²_open_close = Var(ln(C[t]/O[t]))\n"," - σ²_RS = Rogers-Satchell = E[ln(H/C)·ln(H/O) + ln(L/C)·ln(L/O)]\n"," - k = weighting factor ≈ 0.34 (standard value)\n","\n"," IMPROVEMENT: Added np.clip to ensure variance is non-negative before sqrt\n"," to handle edge cases where floating point errors could produce tiny negative values.\n","\n"," Parameters:\n"," -----------\n"," df : pd.DataFrame\n"," Must contain Open, High, Low, Close columns\n"," window : int\n"," Rolling window size for volatility estimation\n","\n"," Returns:\n"," --------\n"," pd.Series : Annualized Yang-Zhang volatility (always non-negative)\n"," \"\"\"\n"," # Overnight component: ln(Open[t] / Close[t-1])\n"," overnight = np.log(df[\"Open\"] / df[\"Close\"].shift(1))\n"," overnight_var = overnight.rolling(window=window, min_periods=window).var()\n","\n"," # Open-to-Close component: ln(Close[t] / Open[t])\n"," open_close = np.log(df[\"Close\"] / df[\"Open\"])\n"," open_close_var = open_close.rolling(window=window, min_periods=window).var()\n","\n"," # Rogers-Satchell component\n"," # RS = E[ln(H/C)·ln(H/O) + ln(L/C)·ln(L/O)]\n"," high_close = np.log(df[\"High\"] / df[\"Close\"])\n"," high_open = np.log(df[\"High\"] / df[\"Open\"])\n"," low_close = np.log(df[\"Low\"] / df[\"Close\"])\n"," low_open = np.log(df[\"Low\"] / df[\"Open\"])\n","\n"," rs_component = high_close * high_open + low_close * low_open\n"," rs_var = rs_component.rolling(window=window, min_periods=window).mean()\n","\n"," # Combine components with k = 0.34 (standard weighting)\n"," k = 0.34\n"," yang_zhang_var = overnight_var + k * open_close_var + (1 - k) * rs_var\n","\n"," # CRITICAL: Clip variance to ensure non-negativity before sqrt\n"," # This prevents NaN from sporadic floating point errors that could produce\n"," # tiny negative variances (e.g., -1e-16)\n"," yang_zhang_var_clipped = np.clip(yang_zhang_var, 0, np.inf)\n","\n"," # Convert to annualized standard deviation\n"," yang_zhang_vol = np.sqrt(yang_zhang_var_clipped * 252)\n","\n"," return yang_zhang_vol\n","\n"," @staticmethod\n"," def calculate_sma_crossover_normalized(close: pd.Series, short_window: int,\n"," long_window: int) -> pd.Series:\n"," \"\"\"\n"," Calculate normalized SMA crossover signal.\n","\n"," Instead of binary crossover (1/-1), we use continuous normalized difference:\n"," Signal = (SMA_short - SMA_long) / SMA_long\n","\n"," This captures:\n"," - Positive values: Short MA above long MA (bullish momentum)\n"," - Negative values: Short MA below long MA (bearish momentum)\n"," - Magnitude: Strength of trend\n","\n"," Normalization by SMA_long makes the signal scale-invariant (works across\n"," different price levels and assets).\n","\n"," Parameters:\n"," -----------\n"," close : pd.Series\n"," Close prices\n"," short_window : int\n"," Short moving average window\n"," long_window : int\n"," Long moving average window\n","\n"," Returns:\n"," --------\n"," pd.Series : Normalized crossover signal (continuous, typically in [-0.1, 0.1])\n"," \"\"\"\n"," # Calculate moving averages with minimum periods = window\n"," # This ensures we don't have incomplete averages at the start\n"," sma_short = close.rolling(window=short_window, min_periods=short_window).mean()\n"," sma_long = close.rolling(window=long_window, min_periods=long_window).mean()\n","\n"," # Normalized difference: percentage above/below long MA\n"," # Dividing by sma_long makes it scale-invariant\n"," crossover_signal = (sma_short - sma_long) / sma_long\n","\n"," return crossover_signal\n","\n"," @staticmethod\n"," def prepare_features(df_main: pd.DataFrame, config: StrategyConfig) -> pd.DataFrame:\n"," \"\"\"\n"," Prepare all features with proper lagging to prevent look-ahead bias.\n","\n"," CRITICAL LOOK-AHEAD PREVENTION:\n"," 1. Calculate features using only past data (rolling windows)\n"," 2. Lag ALL features by 1 day: feature[t-1] predicts returns[t]\n"," 3. This ensures when we generate signal at Close[t], we're using data available at t\n","\n"," Feature Flow:\n"," - Raw data at t-1 → Feature calculation → Feature[t-1] → Signal[t-1] → Execute[t]\n","\n"," Parameters:\n"," -----------\n"," df_main : pd.DataFrame\n"," Main price data (SPY)\n"," config : StrategyConfig\n"," Configuration object with all parameters\n","\n"," Returns:\n"," --------\n"," pd.DataFrame with lagged features and returns\n"," \"\"\"\n"," df = df_main.copy()\n","\n"," print(\"\\nCalculating features...\")\n","\n"," # ===== RETURN CALCULATIONS =====\n"," # CONSISTENT Close-to-Close returns for all daily calculations\n"," # This ensures strategy and benchmarks are on the same basis\n"," df[\"Returns_CC\"] = df[\"Close\"].pct_change()\n","\n"," # Open-to-Open returns: only used for regime mapping (forward returns)\n"," df[\"Returns_OO\"] = df[\"Open\"].pct_change()\n","\n"," # ===== FEATURE 1: Yang-Zhang Volatility =====\n"," # More sophisticated than simple volatility, uses full OHLC information\n"," df[\"YangZhang_Vol\"] = FeatureEngine.calculate_yang_zhang_volatility(\n"," df, config.YZ_WINDOW\n"," )\n"," print(f\"✓ Yang-Zhang volatility calculated (window={config.YZ_WINDOW})\")\n","\n"," # ===== FEATURE 2: SMA Crossover (Normalized) =====\n"," # Continuous momentum signal, not binary\n"," df[\"SMA_Cross_Norm\"] = FeatureEngine.calculate_sma_crossover_normalized(\n"," df[\"Close\"], config.SMA_SHORT, config.SMA_LONG\n"," )\n"," print(f\"✓ SMA crossover calculated (SMA{config.SMA_SHORT} vs SMA{config.SMA_LONG})\")\n","\n"," # ===== CRITICAL: LAG ALL FEATURES BY 1 DAY =====\n"," # This is THE key step to prevent look-ahead bias\n"," # When we predict regime at Close[t], we use features from t-1\n"," feature_cols = [\"YangZhang_Vol\", \"SMA_Cross_Norm\"]\n"," for col in feature_cols:\n"," df[f\"{col}_lag\"] = df[col].shift(1)\n","\n"," print(\"✓ Features lagged by 1 day to prevent look-ahead bias\")\n","\n"," # Show feature statistics\n"," lagged_features = [f\"{col}_lag\" for col in feature_cols]\n"," valid_data = df[lagged_features].dropna()\n","\n"," if len(valid_data) > 0:\n"," print(f\"\\nFeature statistics (after lagging):\")\n"," print(f\" Valid observations: {len(valid_data)}\")\n"," for col in lagged_features:\n"," print(f\" {col}: mean={valid_data[col].mean():.4f}, std={valid_data[col].std():.4f}\")\n","\n"," return df"],"metadata":{"id":"EPwczWJhiSDH"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# ============================================================================\n","# WALK-FORWARD GMM REGIME DETECTOR\n","# ============================================================================\n","\n","@dataclass\n","class RegimeMapping:\n"," \"\"\"\n"," Stores regime mapping from training period.\n","\n"," This mapping is FROZEN for the prediction period to prevent look-ahead bias.\n"," The mapping tells us which GMM cluster corresponds to which economic regime\n"," (Bearish/Neutral/Bullish) based on PAST forward returns.\n"," \"\"\"\n"," cluster_to_regime: Dict[int, str] # Maps cluster ID → regime name\n"," mean_returns: Dict[int, float] # Mean forward returns per cluster\n"," cluster_counts: Dict[int, int] # Number of samples per cluster\n"," training_end_date: pd.Timestamp # Last date of training data used\n"," is_valid: bool # Whether mapping has sufficient samples\n","\n","\n","class WalkForwardGMMRegimeDetector:\n"," \"\"\"\n"," GMM Regime Detector with STRICT walk-forward validation.\n","\n"," GMM (Gaussian Mixture Model) vs HMM:\n"," - GMM: Assumes features come from mixture of Gaussian distributions\n"," - No temporal dependencies (unlike HMM)\n"," - Simpler, faster, often more robust\n"," - Good for regime detection when temporal transition probabilities not important\n","\n"," WALK-FORWARD PROCESS (NO LOOK-AHEAD):\n"," =====================================\n"," For each prediction window:\n","\n"," 1. TRAIN SCALER: Fit StandardScaler on expanding training window\n"," → Learn mean/std of features from past data only\n","\n"," 2. TRAIN GMM: Fit GaussianMixture on normalized training features\n"," → Learn cluster centers and covariances from past data\n","\n"," 3. CREATE REGIME MAPPING: Analyze forward returns in training period\n"," → Determine which cluster = Bearish, Neutral, Bullish\n"," → CRITICAL: Use only training period forward returns\n"," → ROBUST: Handle underpopulated clusters (min sample threshold)\n","\n"," 4. FREEZE MODELS: Lock scaler, GMM, and regime mapping\n","\n"," 5. PREDICT: Use frozen models to predict regime for next period\n","\n"," 6. REFIT: After N days, repeat process with expanded training set\n","\n"," This ensures predictions at time T use ONLY information available at T-1.\n"," \"\"\"\n","\n"," def __init__(self, config: StrategyConfig):\n"," self.config = config\n"," # Feature columns to use (already lagged in feature engineering step)\n"," self.feature_cols = [\"YangZhang_Vol_lag\", \"SMA_Cross_Norm_lag\"]\n"," self.previous_mapping = None # Store last valid mapping for fallback\n","\n"," def create_regime_mapping(self, X_train: np.ndarray, gmm_model: GaussianMixture,\n"," returns_forward: np.ndarray, train_end_date: pd.Timestamp) -> RegimeMapping:\n"," \"\"\"\n"," Create regime mapping with robust cluster handling.\n","\n"," IMPROVEMENTS:\n"," 1. Clean slicing: Remove last observation before analysis (no forward return)\n"," 2. Minimum sample enforcement: Require MIN_CLUSTER_SAMPLES per cluster\n"," 3. NaN for empty clusters: Don't use 0.0 fallback\n"," 4. Fallback mechanism: Use previous valid mapping if current is invalid\n","\n"," Parameters:\n"," -----------\n"," X_train : np.ndarray\n"," Training features\n"," gmm_model : GaussianMixture\n"," Fitted GMM model\n"," returns_forward : np.ndarray\n"," Forward returns (already shifted)\n"," train_end_date : pd.Timestamp\n"," End date of training period\n","\n"," Returns:\n"," --------\n"," RegimeMapping object with cluster→regime mapping\n"," \"\"\"\n"," # Predict clusters for training period\n"," clusters_all = gmm_model.predict(X_train)\n","\n"," # CLEAN SLICING: Remove last observation (no forward return available)\n"," # This is cleaner than manual mask[-1] = False\n"," clusters_train = clusters_all[:-1]\n"," returns_train = returns_forward[:-1]\n","\n"," # Analyze each cluster\n"," cluster_returns = {}\n"," cluster_counts = {}\n","\n"," for cluster_id in range(self.config.GMM_N_COMPONENTS):\n"," mask = clusters_train == cluster_id\n"," count = mask.sum()\n"," cluster_counts[cluster_id] = count\n","\n"," if count >= self.config.MIN_CLUSTER_SAMPLES:\n"," # Sufficient samples: calculate mean return\n"," cluster_returns[cluster_id] = returns_train[mask].mean()\n"," else:\n"," # Insufficient samples: use NaN (not 0.0)\n"," # This signals that the cluster is unreliable\n"," cluster_returns[cluster_id] = np.nan\n","\n"," # Check if mapping is valid (all clusters have sufficient samples)\n"," valid_clusters = [cid for cid, ret in cluster_returns.items() if not np.isnan(ret)]\n"," is_valid = len(valid_clusters) == self.config.GMM_N_COMPONENTS\n","\n"," if is_valid:\n"," # Sort by returns to assign regime labels\n"," sorted_clusters = sorted(cluster_returns.items(), key=lambda x: x[1])\n"," cluster_to_regime = {\n"," sorted_clusters[0][0]: \"Bearish\",\n"," sorted_clusters[1][0]: \"Neutral\",\n"," sorted_clusters[2][0]: \"Bullish\"\n"," }\n","\n"," print(f\"✓ Valid regime mapping created:\")\n"," for cluster_id, regime in cluster_to_regime.items():\n"," print(f\" Cluster {cluster_id} → {regime}: \"\n"," f\"{cluster_counts[cluster_id]} obs, \"\n"," f\"avg forward return: {cluster_returns[cluster_id]:.6f}\")\n"," else:\n"," # Invalid mapping: try to use previous valid mapping\n"," if self.previous_mapping is not None and self.previous_mapping.is_valid:\n"," print(f\"⚠ Some clusters underpopulated, using previous fold's mapping\")\n"," cluster_to_regime = self.previous_mapping.cluster_to_regime\n"," print(f\" Carried forward mapping from {self.previous_mapping.training_end_date.date()}\")\n"," else:\n"," # No previous mapping available: assign default ordering\n"," print(f\"⚠ Some clusters underpopulated and no previous mapping available\")\n"," print(f\" Using default cluster→regime assignment (0→Bearish, 1→Neutral, 2→Bullish)\")\n"," cluster_to_regime = {\n"," 0: \"Bearish\",\n"," 1: \"Neutral\",\n"," 2: \"Bullish\"\n"," }\n","\n"," # Show which clusters are problematic\n"," for cluster_id, count in cluster_counts.items():\n"," status = \"OK\" if count >= self.config.MIN_CLUSTER_SAMPLES else \"UNDERPOPULATED\"\n"," ret_str = f\"{cluster_returns[cluster_id]:.6f}\" if not np.isnan(cluster_returns[cluster_id]) else \"NaN\"\n"," print(f\" Cluster {cluster_id}: {count} obs, return: {ret_str} [{status}]\")\n","\n"," mapping = RegimeMapping(\n"," cluster_to_regime=cluster_to_regime,\n"," mean_returns=cluster_returns,\n"," cluster_counts=cluster_counts,\n"," training_end_date=train_end_date,\n"," is_valid=is_valid\n"," )\n","\n"," # Update previous mapping if current is valid\n"," if is_valid:\n"," self.previous_mapping = mapping\n","\n"," return mapping\n","\n"," def walk_forward_predict(self, df: pd.DataFrame) -> Tuple[pd.DataFrame, List[Dict]]:\n"," \"\"\"\n"," Perform walk-forward regime prediction with NO look-ahead bias.\n","\n"," Returns:\n"," --------\n"," Tuple of:\n"," - df_clean: DataFrame with regime predictions\n"," - folds_executed: List of dictionaries with fold metadata for validation\n"," \"\"\"\n"," print(\"\\n\" + \"=\"*80)\n"," print(\"WALK-FORWARD GMM REGIME DETECTION (NO LOOK-AHEAD BIAS)\")\n"," print(\"=\"*80)\n","\n"," # ===== DATA CLEANING =====\n"," # Drop rows where features are NaN (e.g., initial period before windows fill)\n"," df_clean = df.dropna(subset=self.feature_cols).copy().reset_index(drop=True)\n"," print(f\"\\nTotal observations after cleaning: {len(df_clean)}\")\n"," print(f\"Date range: {df_clean['Date'].min().date()} to {df_clean['Date'].max().date()}\")\n","\n"," # Initialize result columns\n"," df_clean[\"Regime_Cluster\"] = np.nan # GMM cluster ID (0, 1, 2)\n"," df_clean[\"Regime\"] = None # Economic label (Bearish, Neutral, Bullish)\n","\n"," # ===== WALK-FORWARD SETUP =====\n"," min_train = self.config.MIN_TRAINING_DAYS\n"," refit_freq = self.config.REFIT_FREQUENCY\n","\n"," print(f\"\\nWalk-forward configuration:\")\n"," print(f\" Minimum training: {min_train} days\")\n"," print(f\" Refit frequency: {refit_freq} days\")\n"," print(f\" Min cluster samples: {self.config.MIN_CLUSTER_SAMPLES}\")\n"," print(f\" Total predictions needed: {len(df_clean) - min_train}\")\n","\n"," # Track all folds for validation\n"," folds_executed = []\n","\n"," # Initialize model objects\n"," last_refit_idx = min_train\n"," scaler = None\n"," gmm_model = None\n"," regime_mapping = None\n","\n"," fold_num = 0\n","\n"," # ===== MAIN WALK-FORWARD LOOP =====\n"," for i in range(min_train, len(df_clean)):\n"," days_since_refit = i - last_refit_idx\n","\n"," # ===== CHECK IF REFIT NEEDED =====\n"," if (scaler is None) or (days_since_refit >= refit_freq):\n"," fold_num += 1\n"," train_start = 0 # Expanding window: always start from beginning\n"," train_end = i # End at current position\n","\n"," print(f\"\\n{'='*80}\")\n"," print(f\"FOLD {fold_num}: Refitting models\")\n"," print(f\"{'='*80}\")\n"," print(f\"Training window: index {train_start} to {train_end-1}\")\n"," print(f\"Training dates: {df_clean.loc[train_start, 'Date'].date()} to \"\n"," f\"{df_clean.loc[train_end-1, 'Date'].date()}\")\n"," print(f\"Training size: {train_end - train_start} days\")\n","\n"," # ===== STEP 1: FIT SCALER =====\n"," # Extract raw features from training window\n"," X_train_raw = df_clean.loc[train_start:train_end-1, self.feature_cols].values\n","\n"," # Fit StandardScaler: learns mean and std from training data\n"," scaler = StandardScaler()\n"," X_train_scaled = scaler.fit_transform(X_train_raw)\n","\n"," print(f\"✓ Scaler fitted on {len(X_train_scaled)} training observations\")\n","\n"," # ===== STEP 2: FIT GMM =====\n"," # GaussianMixture finds K clusters in feature space\n"," gmm_model = GaussianMixture(\n"," n_components=self.config.GMM_N_COMPONENTS,\n"," covariance_type=self.config.GMM_COVARIANCE_TYPE,\n"," max_iter=self.config.GMM_MAX_ITER,\n"," n_init=self.config.GMM_N_INIT,\n"," random_state=self.config.GMM_RANDOM_STATE\n"," )\n"," gmm_model.fit(X_train_scaled)\n","\n"," print(f\"✓ GMM fitted (converged: {gmm_model.converged_})\")\n","\n"," # ===== STEP 3: CREATE REGIME MAPPING =====\n"," # Get forward returns for training period\n"," returns_forward_train = df_clean.loc[train_start:train_end-1, \"Returns_OO\"].shift(-1).values\n","\n"," # Create mapping with robust cluster handling\n"," regime_mapping = self.create_regime_mapping(\n"," X_train_scaled,\n"," gmm_model,\n"," returns_forward_train,\n"," df_clean.loc[train_end-1, \"Date\"]\n"," )\n","\n"," # Update refit tracker\n"," last_refit_idx = i\n","\n"," # ===== STORE FOLD METADATA =====\n"," folds_executed.append({\n"," 'fold': fold_num,\n"," 'train_start': train_start,\n"," 'train_end': train_end,\n"," 'train_start_date': df_clean.loc[train_start, 'Date'],\n"," 'train_end_date': df_clean.loc[train_end-1, 'Date'],\n"," 'regime_mapping': regime_mapping.cluster_to_regime.copy(),\n"," 'mean_returns': regime_mapping.mean_returns.copy(),\n"," 'cluster_counts': regime_mapping.cluster_counts.copy(),\n"," 'is_valid': regime_mapping.is_valid\n"," })\n","\n"," # ===== STEP 4: PREDICT CURRENT OBSERVATION =====\n"," # Use FROZEN models (scaler, GMM, mapping) to predict regime\n","\n"," # Extract current observation features\n"," X_current_raw = df_clean.loc[i:i, self.feature_cols].values\n","\n"," # Transform using frozen scaler\n"," X_current_scaled = scaler.transform(X_current_raw)\n","\n"," # Predict cluster using frozen GMM\n"," cluster_pred = gmm_model.predict(X_current_scaled)[0]\n","\n"," # Map to regime using frozen mapping\n"," regime_pred = regime_mapping.cluster_to_regime[cluster_pred]\n","\n"," # Store predictions\n"," df_clean.loc[i, \"Regime_Cluster\"] = cluster_pred\n"," df_clean.loc[i, \"Regime\"] = regime_pred\n","\n"," # ===== VALIDATION SUMMARY =====\n"," print(f\"\\n{'='*80}\")\n"," print(f\"WALK-FORWARD COMPLETE\")\n"," print(f\"{'='*80}\")\n"," print(f\"Total folds executed: {len(folds_executed)}\")\n"," valid_folds = sum(1 for f in folds_executed if f['is_valid'])\n"," print(f\"Valid folds (all clusters sufficiently populated): {valid_folds}/{len(folds_executed)}\")\n"," print(f\"Predictions generated: {df_clean['Regime'].notna().sum()}\")\n","\n"," # Show final regime distribution\n"," regime_counts = df_clean[\"Regime\"].value_counts()\n"," print(f\"\\nFinal regime distribution:\")\n"," for regime in [\"Bearish\", \"Neutral\", \"Bullish\"]:\n"," count = regime_counts.get(regime, 0)\n"," pct = count / len(df_clean) * 100 if len(df_clean) > 0 else 0\n"," print(f\" {regime}: {count} days ({pct:.1f}%)\")\n","\n"," return df_clean, folds_executed"],"metadata":{"id":"I2LY5AUmiYeL"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# ============================================================================\n","# BACKTESTING ENGINE\n","# ============================================================================\n","\n","class BacktestEngine:\n"," \"\"\"\n"," Production-level backtesting engine with proper long/short handling.\n","\n"," EXECUTION LOGIC:\n"," ===============\n"," 1. Signal generated at Close[t] based on regime\n"," 2. Execution happens at Open[t+1]\n"," 3. Portfolio marked-to-market at Close[t+1]\n"," 4. Returns = Close[t+1] / Close[t] - 1 (CONSISTENT for strategy and benchmarks)\n","\n"," POSITION STATES:\n"," - Position = 1: Long (positive shares)\n"," - Position = 0: Flat (cash)\n"," - Position = -1: Short (negative shares, borrowed stock)\n","\n"," SHORT MECHANICS:\n"," - Borrow shares and sell them (receive cash + commission)\n"," - Mark-to-market: Holdings = -shares * Close (negative value)\n"," - Cover: Buy back shares (pay cash + commission)\n"," - PnL: Profit when price falls, loss when price rises\n"," \"\"\"\n","\n"," def __init__(self, initial_capital: float, commission_rate: float):\n"," self.initial_capital = initial_capital\n"," self.commission_rate = commission_rate\n"," self.trades = [] # Store all executed trades for analysis\n","\n"," def run_backtest(self, df: pd.DataFrame, long_regime: str,\n"," short_regime: Optional[str] = None) -> pd.DataFrame:\n"," \"\"\"\n"," Execute backtest with proper long/short/flat handling.\n","\n"," Parameters:\n"," -----------\n"," df : pd.DataFrame\n"," Data with Regime column\n"," long_regime : str\n"," Which regime to go long (e.g., \"Bullish\")\n"," short_regime : str or None\n"," Which regime to go short (None = cash instead)\n","\n"," Returns:\n"," --------\n"," pd.DataFrame with backtest results\n"," \"\"\"\n"," results = df.reset_index(drop=True).copy()\n","\n"," print(\"\\n\" + \"-\"*80)\n"," print(\"EXECUTING BACKTEST\")\n"," print(\"-\"*80)\n","\n"," # ===== GENERATE SIGNALS =====\n"," # Signal at Close[t] determines position for next day\n"," results[\"Signal\"] = 0 # Default: cash (flat)\n","\n"," if long_regime:\n"," results.loc[results[\"Regime\"] == long_regime, \"Signal\"] = 1\n"," print(f\"Long signal: {long_regime} regime\")\n","\n"," if short_regime:\n"," results.loc[results[\"Regime\"] == short_regime, \"Signal\"] = -1\n"," print(f\"Short signal: {short_regime} regime\")\n"," else:\n"," print(f\"Short signal: None (cash instead)\")\n","\n"," # ===== INITIALIZE TRACKING =====\n"," results[\"Position\"] = 0 # 1=long, 0=flat, -1=short\n"," results[\"Cash\"] = 0.0\n"," results[\"Holdings\"] = 0.0 # Can be negative for shorts\n"," results[\"Portfolio_Value\"] = 0.0\n"," results[\"Strategy_Returns\"] = 0.0\n"," results[\"Trades\"] = \"\"\n","\n"," # Starting state\n"," cash = self.initial_capital\n"," shares = 0 # Can be negative for shorts\n","\n"," results.loc[0, \"Cash\"] = cash\n"," results.loc[0, \"Portfolio_Value\"] = cash\n","\n"," # ===== MAIN BACKTEST LOOP =====\n"," for i in range(1, len(results)):\n"," # Desired position based on yesterday's signal\n"," desired_position = int(results.loc[i-1, \"Signal\"])\n"," current_position = int(results.loc[i-1, \"Position\"])\n","\n"," # Check if we need to trade\n"," if desired_position != current_position:\n"," # Execute at Open[i]\n"," execution_price = results.loc[i, \"Open\"]\n","\n"," # ===== BRANCH 1: OPENING LONG POSITION =====\n"," if desired_position == 1 and current_position == 0:\n"," # Buy shares with available cash\n"," shares = cash / (execution_price * (1 + self.commission_rate))\n"," commission = shares * execution_price * self.commission_rate\n"," cash = 0 # All cash deployed\n","\n"," self.trades.append({\n"," \"Date\": results.loc[i, \"Date\"],\n"," \"Type\": \"BUY\",\n"," \"Price\": execution_price,\n"," \"Shares\": shares,\n"," \"Commission\": commission,\n"," \"Regime\": results.loc[i-1, \"Regime\"]\n"," })\n"," results.loc[i, \"Trades\"] = \"BUY\"\n","\n"," # ===== BRANCH 2: CLOSING LONG POSITION =====\n"," elif desired_position == 0 and current_position == 1:\n"," # Sell all shares\n"," commission = shares * execution_price * self.commission_rate\n"," cash = shares * execution_price - commission\n"," shares = 0\n","\n"," self.trades.append({\n"," \"Date\": results.loc[i, \"Date\"],\n"," \"Type\": \"SELL\",\n"," \"Price\": execution_price,\n"," \"Shares\": shares,\n"," \"Commission\": commission,\n"," \"Regime\": results.loc[i-1, \"Regime\"]\n"," })\n"," results.loc[i, \"Trades\"] = \"SELL\"\n","\n"," # ===== BRANCH 3: OPENING SHORT POSITION =====\n"," elif desired_position == -1 and current_position == 0:\n"," # Short: Borrow and sell shares\n"," # Receive cash from sale minus commission\n"," shares_to_short = cash / (execution_price * (1 - self.commission_rate))\n"," commission = shares_to_short * execution_price * self.commission_rate\n"," cash = cash + shares_to_short * execution_price - commission\n"," shares = -shares_to_short # Negative shares = short position\n","\n"," self.trades.append({\n"," \"Date\": results.loc[i, \"Date\"],\n"," \"Type\": \"SHORT\",\n"," \"Price\": execution_price,\n"," \"Shares\": shares_to_short, # Store as positive for clarity\n"," \"Commission\": commission,\n"," \"Regime\": results.loc[i-1, \"Regime\"]\n"," })\n"," results.loc[i, \"Trades\"] = \"SHORT\"\n","\n"," # ===== BRANCH 4: CLOSING SHORT POSITION =====\n"," elif desired_position == 0 and current_position == -1:\n"," # Cover: Buy back borrowed shares\n"," shares_to_cover = abs(shares)\n"," commission = shares_to_cover * execution_price * self.commission_rate\n"," cash = cash - shares_to_cover * execution_price - commission\n"," shares = 0\n","\n"," self.trades.append({\n"," \"Date\": results.loc[i, \"Date\"],\n"," \"Type\": \"COVER\",\n"," \"Price\": execution_price,\n"," \"Shares\": shares_to_cover,\n"," \"Commission\": commission,\n"," \"Regime\": results.loc[i-1, \"Regime\"]\n"," })\n"," results.loc[i, \"Trades\"] = \"COVER\"\n","\n"," # ===== BRANCH 5: LONG TO SHORT =====\n"," elif desired_position == -1 and current_position == 1:\n"," # Close long first\n"," commission_sell = shares * execution_price * self.commission_rate\n"," cash = shares * execution_price - commission_sell\n","\n"," # Then open short\n"," shares_to_short = cash / (execution_price * (1 - self.commission_rate))\n"," commission_short = shares_to_short * execution_price * self.commission_rate\n"," cash = cash + shares_to_short * execution_price - commission_short\n"," shares = -shares_to_short\n","\n"," total_commission = commission_sell + commission_short\n","\n"," self.trades.append({\n"," \"Date\": results.loc[i, \"Date\"],\n"," \"Type\": \"SELL+SHORT\",\n"," \"Price\": execution_price,\n"," \"Shares\": shares_to_short,\n"," \"Commission\": total_commission,\n"," \"Regime\": results.loc[i-1, \"Regime\"]\n"," })\n"," results.loc[i, \"Trades\"] = \"SELL+SHORT\"\n","\n"," # ===== BRANCH 6: SHORT TO LONG =====\n"," elif desired_position == 1 and current_position == -1:\n"," # Cover short first\n"," shares_to_cover = abs(shares)\n"," commission_cover = shares_to_cover * execution_price * self.commission_rate\n"," cash = cash - shares_to_cover * execution_price - commission_cover\n","\n"," # Then go long\n"," shares_to_buy = cash / (execution_price * (1 + self.commission_rate))\n"," commission_buy = shares_to_buy * execution_price * self.commission_rate\n"," cash = 0\n"," shares = shares_to_buy\n","\n"," total_commission = commission_cover + commission_buy\n","\n"," self.trades.append({\n"," \"Date\": results.loc[i, \"Date\"],\n"," \"Type\": \"COVER+BUY\",\n"," \"Price\": execution_price,\n"," \"Shares\": shares_to_buy,\n"," \"Commission\": total_commission,\n"," \"Regime\": results.loc[i-1, \"Regime\"]\n"," })\n"," results.loc[i, \"Trades\"] = \"COVER+BUY\"\n","\n"," # ===== UPDATE PORTFOLIO STATE =====\n"," # Position: 1 if long, -1 if short, 0 if flat\n"," if shares > 0:\n"," results.loc[i, \"Position\"] = 1\n"," elif shares < 0:\n"," results.loc[i, \"Position\"] = -1\n"," else:\n"," results.loc[i, \"Position\"] = 0\n","\n"," results.loc[i, \"Cash\"] = cash\n","\n"," # Mark-to-market at Close (CONSISTENT valuation basis)\n"," # For shorts: holdings are negative (liability)\n"," results.loc[i, \"Holdings\"] = shares * results.loc[i, \"Close\"]\n","\n"," # Total portfolio value = cash + holdings\n"," # For shorts: holdings < 0, so portfolio value decreases as price rises\n"," results.loc[i, \"Portfolio_Value\"] = cash + shares * results.loc[i, \"Close\"]\n","\n"," # ===== CALCULATE RETURNS =====\n"," # Close-to-Close percentage change (CONSISTENT with benchmarks)\n"," results[\"Strategy_Returns\"] = results[\"Portfolio_Value\"].pct_change()\n","\n"," # Cumulative returns (compound growth)\n"," results[\"Cumulative_Returns\"] = (1 + results[\"Strategy_Returns\"]).cumprod()\n","\n"," # ===== SUMMARY =====\n"," total_trades = len(self.trades)\n"," trade_types = {}\n"," for t in self.trades:\n"," trade_types[t[\"Type\"]] = trade_types.get(t[\"Type\"], 0) + 1\n","\n"," print(f\"\\n✓ Backtest completed\")\n"," print(f\" Total trades: {total_trades}\")\n"," for trade_type, count in trade_types.items():\n"," print(f\" {trade_type}: {count}\")\n"," print(f\" Initial capital: ${self.initial_capital:,.2f}\")\n"," print(f\" Final value: ${results.iloc[-1]['Portfolio_Value']:,.2f}\")\n"," print(f\" Total return: {(results.iloc[-1]['Portfolio_Value'] / self.initial_capital - 1) * 100:.2f}%\")\n","\n"," return results\n","\n"," def add_buy_hold_benchmark(self, results: pd.DataFrame, price_df: pd.DataFrame,\n"," ticker_name: str) -> pd.DataFrame:\n"," \"\"\"\n"," Add buy-and-hold benchmark with hardened data validation.\n","\n"," IMPROVEMENTS:\n"," 1. Inner join to ensure date alignment\n"," 2. Validate that benchmark data exists before computing\n"," 3. Assert non-NaN prices before calculations\n"," 4. Consistent Close-to-Close returns\n","\n"," Parameters:\n"," -----------\n"," results : pd.DataFrame\n"," Main results dataframe\n"," price_df : pd.DataFrame\n"," Benchmark price data\n"," ticker_name : str\n"," Name for the benchmark (e.g., 'SPY', 'URTH')\n","\n"," Returns:\n"," --------\n"," pd.DataFrame with benchmark columns added\n"," \"\"\"\n"," print(f\"\\nAdding {ticker_name} buy-and-hold benchmark...\")\n","\n"," # ===== HARDENED MERGE: INNER JOIN =====\n"," # Only keep dates that exist in both datasets\n"," price_aligned = price_df[[\"Date\", \"Open\", \"Close\"]].rename(\n"," columns={\"Open\": f\"{ticker_name}_Open\", \"Close\": f\"{ticker_name}_Close\"}\n"," )\n","\n"," # Merge with inner join to intersect dates\n"," results_orig_len = len(results)\n"," results = results.merge(price_aligned, on=\"Date\", how=\"inner\")\n"," results_new_len = len(results)\n","\n"," if results_new_len < results_orig_len:\n"," print(f\"⚠ Inner join reduced data from {results_orig_len} to {results_new_len} rows\")\n","\n"," # ===== VALIDATE DATA EXISTS =====\n"," # Drop initial rows where benchmark data is NaN\n"," bench_open_col = f\"{ticker_name}_Open\"\n"," bench_close_col = f\"{ticker_name}_Close\"\n","\n"," initial_len = len(results)\n"," results = results.dropna(subset=[bench_open_col, bench_close_col]).reset_index(drop=True)\n"," dropped = initial_len - len(results)\n","\n"," if dropped > 0:\n"," print(f\"⚠ Dropped {dropped} rows with missing benchmark data\")\n","\n"," if len(results) == 0:\n"," raise ValueError(f\"No valid data after merging {ticker_name} benchmark\")\n","\n"," # ===== VALIDATE FIRST PRICES =====\n"," first_open = results.loc[0, bench_open_col]\n"," first_close = results.loc[0, bench_close_col]\n","\n"," # Assert non-NaN before proceeding\n"," assert not np.isnan(first_open), f\"First Open price is NaN for {ticker_name}\"\n"," assert not np.isnan(first_close), f\"First Close price is NaN for {ticker_name}\"\n"," assert first_open > 0, f\"First Open price is non-positive for {ticker_name}\"\n"," assert first_close > 0, f\"First Close price is non-positive for {ticker_name}\"\n","\n"," print(f\"✓ Benchmark data validated: {len(results)} rows, first Open=${first_open:.2f}, first Close=${first_close:.2f}\")\n","\n"," # ===== CALCULATE BENCHMARK PORTFOLIO =====\n"," # Buy at first Open with commission\n"," shares = self.initial_capital / (first_open * (1 + self.commission_rate))\n"," commission_buy = shares * first_open * self.commission_rate\n","\n"," # Portfolio value during holding: mark-to-market at Close (CONSISTENT)\n"," col_prefix = f\"{ticker_name}_BH\"\n"," results[f\"{col_prefix}_Value\"] = shares * results[bench_close_col]\n","\n"," # Adjust first day for buy commission\n"," results.loc[0, f\"{col_prefix}_Value\"] = self.initial_capital - commission_buy\n","\n"," # Adjust last day for sell commission (if sold at Close)\n"," last_idx = len(results) - 1\n"," last_close = results.loc[last_idx, bench_close_col]\n"," commission_sell = shares * last_close * self.commission_rate\n"," results.loc[last_idx, f\"{col_prefix}_Value\"] = shares * last_close - commission_sell\n","\n"," # Calculate returns (Close-to-Close, CONSISTENT)\n"," results[f\"{col_prefix}_Returns\"] = results[bench_close_col].pct_change()\n"," results[f\"{col_prefix}_Cumulative\"] = (1 + results[f\"{col_prefix}_Returns\"]).cumprod()\n","\n"," # ===== SUMMARY =====\n"," final_value = results.loc[last_idx, f\"{col_prefix}_Value\"]\n"," total_return = (final_value / self.initial_capital - 1) * 100\n","\n"," print(f\"✓ {ticker_name} benchmark added:\")\n"," print(f\" Final value: ${final_value:,.2f}\")\n"," print(f\" Total return: {total_return:.2f}%\")\n","\n"," return results"],"metadata":{"id":"REXS09K6iqMV"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# ============================================================================\n","# PERFORMANCE METRICS\n","# ============================================================================\n","\n","class PerformanceMetrics:\n"," \"\"\"\n"," Calculate comprehensive performance metrics.\n","\n"," All metrics calculated on Close-to-Close returns for consistency.\n"," \"\"\"\n","\n"," @staticmethod\n"," def calculate_all_metrics(results: pd.DataFrame, rf_rate: float = 0.02) -> Dict:\n"," \"\"\"\n"," Calculate metrics for strategy and all benchmarks.\n","\n"," Parameters:\n"," -----------\n"," results : pd.DataFrame\n"," Backtest results with returns\n"," rf_rate : float\n"," Risk-free rate for Sharpe calculation (default 2% = US Treasury)\n","\n"," Returns:\n"," --------\n"," Dict with metrics for each strategy/benchmark\n"," \"\"\"\n"," metrics = {}\n","\n"," # ===== STRATEGY METRICS =====\n"," strategy_returns = results[\"Strategy_Returns\"].dropna()\n"," n_years = len(strategy_returns) / 252 # Convert trading days to years\n","\n"," # Calculate max drawdown\n"," cumulative = (strategy_returns + 1).cumprod()\n"," running_max = cumulative.expanding().max()\n"," drawdown = (cumulative / running_max - 1)\n"," max_dd = drawdown.min()\n","\n"," metrics[\"Strategy\"] = {\n"," \"Total Return\": (results.iloc[-1][\"Portfolio_Value\"] / results.iloc[0][\"Portfolio_Value\"]) - 1,\n"," \"CAGR\": ((results.iloc[-1][\"Portfolio_Value\"] / results.iloc[0][\"Portfolio_Value\"]) ** (1/n_years) - 1) if n_years > 0 else 0,\n"," \"Volatility\": strategy_returns.std() * np.sqrt(252),\n"," \"Sharpe\": np.sqrt(252) * (strategy_returns.mean() - rf_rate/252) / strategy_returns.std() if strategy_returns.std() > 0 else 0,\n"," \"Max Drawdown\": max_dd,\n"," \"Win Rate\": (strategy_returns > 0).sum() / len(strategy_returns),\n"," \"Final Value\": results.iloc[-1][\"Portfolio_Value\"]\n"," }\n","\n"," # ===== BENCHMARK METRICS =====\n"," for col_prefix in [\"SPY_BH\", \"URTH_BH\"]:\n"," if f\"{col_prefix}_Returns\" in results.columns:\n"," bench_returns = results[f\"{col_prefix}_Returns\"].dropna()\n"," bench_cumulative = (bench_returns + 1).cumprod()\n"," bench_running_max = bench_cumulative.expanding().max()\n"," bench_drawdown = (bench_cumulative / bench_running_max - 1)\n"," bench_max_dd = bench_drawdown.min()\n","\n"," metrics[col_prefix.replace(\"_BH\", \"\")] = {\n"," \"Total Return\": (results.iloc[-1][f\"{col_prefix}_Value\"] / results.iloc[0][f\"{col_prefix}_Value\"]) - 1,\n"," \"CAGR\": ((results.iloc[-1][f\"{col_prefix}_Value\"] / results.iloc[0][f\"{col_prefix}_Value\"]) ** (1/n_years) - 1) if n_years > 0 else 0,\n"," \"Volatility\": bench_returns.std() * np.sqrt(252),\n"," \"Sharpe\": np.sqrt(252) * (bench_returns.mean() - rf_rate/252) / bench_returns.std() if bench_returns.std() > 0 else 0,\n"," \"Max Drawdown\": bench_max_dd,\n"," \"Final Value\": results.iloc[-1][f\"{col_prefix}_Value\"]\n"," }\n","\n"," return metrics\n","\n"," @staticmethod\n"," def print_metrics(metrics: Dict):\n"," \"\"\"Print formatted metrics table.\"\"\"\n"," print(\"\\n\" + \"=\"*100)\n"," print(\"PERFORMANCE METRICS (WALK-FORWARD VALIDATED - NO LOOK-AHEAD BIAS)\")\n"," print(\"=\"*100)\n","\n"," # Print each strategy/benchmark\n"," for name, m in metrics.items():\n"," print(f\"\\n{name}:\")\n"," print(f\" Total Return: {m['Total Return']:>10.2%}\")\n"," print(f\" CAGR: {m['CAGR']:>10.2%}\")\n"," print(f\" Volatility: {m['Volatility']:>10.2%}\")\n"," print(f\" Sharpe Ratio: {m['Sharpe']:>10.2f}\")\n"," print(f\" Max Drawdown: {m['Max Drawdown']:>10.2%}\")\n"," if 'Win Rate' in m:\n"," print(f\" Win Rate: {m['Win Rate']:>10.2%}\")\n"," print(f\" Final Value: ${m['Final Value']:>10,.2f}\")\n","\n"," # ===== COMPARATIVE METRICS =====\n"," if \"Strategy\" in metrics and \"URTH\" in metrics:\n"," print(f\"\\nRelative to URTH (Global Benchmark):\")\n"," print(f\" Excess Return: {metrics['Strategy']['Total Return'] - metrics['URTH']['Total Return']:>10.2%}\")\n"," print(f\" Excess CAGR: {metrics['Strategy']['CAGR'] - metrics['URTH']['CAGR']:>10.2%}\")\n"," print(f\" Sharpe Advantage: {metrics['Strategy']['Sharpe'] - metrics['URTH']['Sharpe']:>10.2f}\")\n","\n"," if \"Strategy\" in metrics and \"SPY\" in metrics:\n"," print(f\"\\nRelative to SPY:\")\n"," print(f\" Excess Return: {metrics['Strategy']['Total Return'] - metrics['SPY']['Total Return']:>10.2%}\")\n"," print(f\" Excess CAGR: {metrics['Strategy']['CAGR'] - metrics['SPY']['CAGR']:>10.2%}\")\n"," print(f\" Sharpe Advantage: {metrics['Strategy']['Sharpe'] - metrics['SPY']['Sharpe']:>10.2f}\")\n","\n"," print(\"=\"*100 + \"\\n\")"],"metadata":{"id":"utTrrue9ivNR"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# ============================================================================\n","# VISUALIZATION\n","# ============================================================================\n","\n","def plot_results(results: pd.DataFrame, config: StrategyConfig):\n"," \"\"\"\n"," Create comprehensive visualization of backtest results.\n","\n"," Three subplots:\n"," 1. Price with regime coloring\n"," 2. Cumulative returns comparison\n"," 3. Strategy drawdown\n"," \"\"\"\n"," fig, axes = plt.subplots(3, 1, figsize=(15, 12))\n","\n"," # ===== PLOT 1: REGIME SCATTER =====\n"," regime_colors = {\"Bearish\": \"red\", \"Neutral\": \"gray\", \"Bullish\": \"green\"}\n","\n"," for regime, color in regime_colors.items():\n"," mask = results[\"Regime\"] == regime\n"," if mask.sum() > 0:\n"," axes[0].scatter(\n"," results.loc[mask, \"Date\"],\n"," results.loc[mask, \"Close\"],\n"," c=color,\n"," label=regime,\n"," alpha=0.6,\n"," s=10\n"," )\n","\n"," axes[0].set_ylabel(\"Price ($)\", fontsize=12)\n"," axes[0].set_title(\n"," f\"{config.MAIN_TICKER} Price with GMM Regimes (Walk-Forward Validated)\",\n"," fontsize=14,\n"," fontweight=\"bold\"\n"," )\n"," axes[0].legend(loc=\"best\")\n"," axes[0].grid(alpha=0.3)\n","\n"," # ===== PLOT 2: CUMULATIVE RETURNS =====\n"," axes[1].plot(\n"," results[\"Date\"],\n"," 100 * results[\"Cumulative_Returns\"],\n"," label=\"GMM Strategy\",\n"," linewidth=2,\n"," color=\"blue\"\n"," )\n","\n"," if \"SPY_BH_Cumulative\" in results.columns:\n"," axes[1].plot(\n"," results[\"Date\"],\n"," 100 * results[\"SPY_BH_Cumulative\"],\n"," label=\"SPY Buy & Hold\",\n"," linewidth=2,\n"," alpha=0.7,\n"," color=\"orange\"\n"," )\n","\n"," if \"URTH_BH_Cumulative\" in results.columns:\n"," axes[1].plot(\n"," results[\"Date\"],\n"," 100 * results[\"URTH_BH_Cumulative\"],\n"," label=\"URTH Buy & Hold\",\n"," linewidth=2,\n"," alpha=0.7,\n"," color=\"purple\"\n"," )\n","\n"," axes[1].set_ylabel(\"Cumulative Returns (Base 100)\", fontsize=12)\n"," axes[1].set_title(\"Strategy Performance vs Benchmarks (Close-to-Close Returns)\", fontsize=14, fontweight=\"bold\")\n"," axes[1].legend(loc=\"best\")\n"," axes[1].grid(alpha=0.3)\n","\n"," # ===== PLOT 3: DRAWDOWN =====\n"," strategy_cum = (1 + results[\"Strategy_Returns\"]).cumprod()\n"," strategy_dd = (strategy_cum / strategy_cum.expanding().max() - 1) * 100\n","\n"," axes[2].fill_between(\n"," results[\"Date\"],\n"," strategy_dd,\n"," 0,\n"," alpha=0.3,\n"," color=\"red\",\n"," label=\"Drawdown\"\n"," )\n"," axes[2].plot(\n"," results[\"Date\"],\n"," strategy_dd,\n"," color=\"darkred\",\n"," linewidth=1\n"," )\n","\n"," axes[2].set_xlabel(\"Date\", fontsize=12)\n"," axes[2].set_ylabel(\"Drawdown (%)\", fontsize=12)\n"," axes[2].set_title(\"Strategy Drawdown\", fontsize=14, fontweight=\"bold\")\n"," axes[2].grid(alpha=0.3)\n"," axes[2].legend(loc=\"best\")\n","\n"," plt.tight_layout()\n"," plt.show()\n","\n","\n","def plot_regime_characteristics(results: pd.DataFrame, config: StrategyConfig):\n"," \"\"\"\n"," Plot regime characteristics to understand what each regime captures.\n"," \"\"\"\n"," fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n","\n"," df_analysis = results.dropna(subset=[\"Regime\"])\n","\n"," regime_order = [\"Bearish\", \"Neutral\", \"Bullish\"]\n"," colors = [\"red\", \"gray\", \"green\"]\n","\n"," # ===== PLOT 1: YANG-ZHANG VOLATILITY BY REGIME =====\n"," for i, regime in enumerate(regime_order):\n"," mask = df_analysis[\"Regime\"] == regime\n"," if mask.sum() > 0:\n"," data = df_analysis.loc[mask, \"YangZhang_Vol\"]\n"," axes[0, 0].hist(\n"," data,\n"," bins=30,\n"," alpha=0.6,\n"," label=regime,\n"," color=colors[i]\n"," )\n","\n"," axes[0, 0].set_xlabel(\"Yang-Zhang Volatility\", fontsize=11)\n"," axes[0, 0].set_ylabel(\"Frequency\", fontsize=11)\n"," axes[0, 0].set_title(\"Volatility Distribution by Regime\", fontsize=12, fontweight=\"bold\")\n"," axes[0, 0].legend()\n"," axes[0, 0].grid(alpha=0.3)\n","\n"," # ===== PLOT 2: SMA CROSSOVER BY REGIME =====\n"," for i, regime in enumerate(regime_order):\n"," mask = df_analysis[\"Regime\"] == regime\n"," if mask.sum() > 0:\n"," data = df_analysis.loc[mask, \"SMA_Cross_Norm\"]\n"," axes[0, 1].hist(\n"," data,\n"," bins=30,\n"," alpha=0.6,\n"," label=regime,\n"," color=colors[i]\n"," )\n","\n"," axes[0, 1].set_xlabel(\"SMA Crossover (Normalized)\", fontsize=11)\n"," axes[0, 1].set_ylabel(\"Frequency\", fontsize=11)\n"," axes[0, 1].set_title(\"SMA Crossover Distribution by Regime\", fontsize=12, fontweight=\"bold\")\n"," axes[0, 1].legend()\n"," axes[0, 1].grid(alpha=0.3)\n","\n"," # ===== PLOT 3: DAILY RETURNS BY REGIME =====\n"," regime_returns = []\n","\n"," for regime in regime_order:\n"," mask = df_analysis[\"Regime\"] == regime\n"," if mask.sum() > 0:\n"," regime_returns.append(df_analysis.loc[mask, \"Returns_CC\"].dropna())\n","\n"," bp = axes[1, 0].boxplot(\n"," regime_returns,\n"," labels=regime_order,\n"," patch_artist=True\n"," )\n","\n"," for patch, color in zip(bp['boxes'], colors):\n"," patch.set_facecolor(color)\n"," patch.set_alpha(0.6)\n","\n"," axes[1, 0].set_ylabel(\"Daily Returns\", fontsize=11)\n"," axes[1, 0].set_title(\"Daily Return Distribution by Regime\", fontsize=12, fontweight=\"bold\")\n"," axes[1, 0].grid(alpha=0.3, axis='y')\n"," axes[1, 0].axhline(y=0, color='black', linestyle='--', linewidth=1, alpha=0.5)\n","\n"," # ===== PLOT 4: REGIME TRANSITIONS =====\n"," regime_transitions = pd.crosstab(\n"," df_analysis[\"Regime\"],\n"," df_analysis[\"Regime\"].shift(-1),\n"," normalize=\"index\"\n"," )\n","\n"," for regime in regime_order:\n"," if regime not in regime_transitions.index:\n"," regime_transitions.loc[regime] = 0\n"," if regime not in regime_transitions.columns:\n"," regime_transitions[regime] = 0\n","\n"," regime_transitions = regime_transitions.loc[regime_order, regime_order]\n","\n"," sns.heatmap(\n"," regime_transitions,\n"," annot=True,\n"," fmt=\".2f\",\n"," cmap=\"YlOrRd\",\n"," ax=axes[1, 1],\n"," cbar_kws={\"label\": \"Transition Probability\"}\n"," )\n","\n"," axes[1, 1].set_xlabel(\"Next Regime\", fontsize=11)\n"," axes[1, 1].set_ylabel(\"Current Regime\", fontsize=11)\n"," axes[1, 1].set_title(\"Regime Transition Matrix\", fontsize=12, fontweight=\"bold\")\n","\n"," plt.tight_layout()\n"," plt.show()\n","\n","\n","# ============================================================================\n","# MAIN EXECUTION\n","# ============================================================================\n","\n","def main():\n"," \"\"\"\n"," Main execution function with complete walk-forward validation pipeline.\n"," \"\"\"\n","\n"," print(\"\\n\" + \"=\"*100)\n"," print(\"GMM REGIME DETECTION STRATEGY - PRODUCTION-LEVEL IMPLEMENTATION\")\n"," print(\"=\"*100)\n","\n"," # ===== INITIALIZE CONFIGURATION =====\n"," config = StrategyConfig()\n","\n"," print(f\"\\nConfiguration:\")\n"," print(f\" Date Range: {config.START_DATE} to {config.END_DATE}\")\n"," print(f\" Ticker: {config.MAIN_TICKER}\")\n"," print(f\" Benchmark: {config.BENCHMARK_TICKER}\")\n"," print(f\" Initial Capital: ${config.INITIAL_CAPITAL:,.0f}\")\n"," print(f\" Commission Rate: {config.COMMISSION_RATE:.3%}\")\n"," print(f\"\\n Features:\")\n"," print(f\" - SMA {config.SMA_SHORT} vs {config.SMA_LONG} (normalized)\")\n"," print(f\" - Yang-Zhang volatility (window={config.YZ_WINDOW})\")\n"," print(f\"\\n GMM Parameters:\")\n"," print(f\" - Components: {config.GMM_N_COMPONENTS}\")\n"," print(f\" - Covariance: {config.GMM_COVARIANCE_TYPE}\")\n"," print(f\" - Min cluster samples: {config.MIN_CLUSTER_SAMPLES}\")\n"," print(f\"\\n Walk-Forward:\")\n"," print(f\" - Min training: {config.MIN_TRAINING_DAYS} days\")\n"," print(f\" - Refit frequency: {config.REFIT_FREQUENCY} days\")\n"," print(f\"\\n Trading Logic:\")\n"," print(f\" - Long regime: {config.LONG_REGIME}\")\n"," print(f\" - Short regime: {config.SHORT_REGIME if config.SHORT_REGIME else 'None (cash)'}\")\n","\n"," # ===== DATA ACQUISITION =====\n"," print(\"\\n\" + \"-\"*100)\n"," print(\"DATA ACQUISITION\")\n"," print(\"-\"*100)\n","\n"," fetcher = DataFetcher(config.FMP_API_KEY)\n","\n"," df_spy = fetcher.fetch_historical_data(\n"," config.MAIN_TICKER,\n"," config.START_DATE,\n"," config.END_DATE\n"," )\n","\n"," df_urth = fetcher.fetch_historical_data(\n"," config.BENCHMARK_TICKER,\n"," config.START_DATE,\n"," config.END_DATE\n"," )\n","\n"," # ===== FEATURE ENGINEERING =====\n"," print(\"\\n\" + \"-\"*100)\n"," print(\"FEATURE ENGINEERING\")\n"," print(\"-\"*100)\n","\n"," df_features = FeatureEngine.prepare_features(df_spy, config)\n","\n"," # ===== WALK-FORWARD REGIME DETECTION =====\n"," detector = WalkForwardGMMRegimeDetector(config)\n"," df_regimes, folds = detector.walk_forward_predict(df_features)\n","\n"," # ===== BACKTESTING =====\n"," print(\"\\n\" + \"-\"*100)\n"," print(\"BACKTESTING\")\n"," print(\"-\"*100)\n","\n"," engine = BacktestEngine(config.INITIAL_CAPITAL, config.COMMISSION_RATE)\n","\n"," results = engine.run_backtest(\n"," df_regimes,\n"," long_regime=config.LONG_REGIME,\n"," short_regime=config.SHORT_REGIME\n"," )\n","\n"," # ===== ADD BENCHMARKS =====\n"," print(\"\\nAdding benchmarks...\")\n","\n"," # SPY benchmark\n"," results = engine.add_buy_hold_benchmark(results, df_regimes, \"SPY\")\n","\n"," # URTH benchmark\n"," results = engine.add_buy_hold_benchmark(results, df_urth, \"URTH\")\n","\n"," # ===== PERFORMANCE ANALYSIS =====\n"," print(\"\\n\" + \"-\"*100)\n"," print(\"PERFORMANCE ANALYSIS\")\n"," print(\"-\"*100)\n","\n"," metrics = PerformanceMetrics.calculate_all_metrics(results)\n"," PerformanceMetrics.print_metrics(metrics)\n","\n"," # ===== REGIME ANALYSIS =====\n"," print(\"\\n\" + \"-\"*100)\n"," print(\"REGIME STATISTICS\")\n"," print(\"-\"*100)\n","\n"," regime_stats = results.groupby(\"Regime\").agg({\n"," \"Returns_CC\": [\"count\", \"mean\", \"std\"],\n"," \"YangZhang_Vol\": \"mean\",\n"," \"SMA_Cross_Norm\": \"mean\"\n"," }).round(4)\n","\n"," print(\"\\nRegime characteristics:\")\n"," print(regime_stats)\n","\n"," # ===== VISUALIZATIONS =====\n"," print(\"\\n\" + \"-\"*100)\n"," print(\"GENERATING VISUALIZATIONS\")\n"," print(\"-\"*100)\n","\n"," plot_results(results, config)\n"," plot_regime_characteristics(results, config)\n","\n"," # ===== EXPORT RESULTS =====\n"," timestamp = datetime.now().strftime('%Y%m%d_%H%M%S')\n","\n"," results.to_csv(f\"gmm_walkforward_results_{timestamp}.csv\", index=False)\n"," pd.DataFrame(engine.trades).to_csv(f\"gmm_walkforward_trades_{timestamp}.csv\", index=False)\n"," pd.DataFrame(folds).to_csv(f\"gmm_walkforward_folds_{timestamp}.csv\", index=False)\n","\n"," print(f\"\\n✓ Results exported with timestamp {timestamp}\")\n","\n"," # ===== FINAL SUMMARY =====\n"," print(\"\\n\" + \"=\"*100)\n"," print(\"EXECUTION COMPLETE - PRODUCTION-READY\")\n"," print(\"=\"*100)\n","\n"," print(f\"\\nKey Results:\")\n"," print(f\" Strategy Return: {metrics['Strategy']['Total Return']:.2%}\")\n"," print(f\" Strategy CAGR: {metrics['Strategy']['CAGR']:.2%}\")\n"," print(f\" Strategy Sharpe: {metrics['Strategy']['Sharpe']:.2f}\")\n","\n"," if \"URTH\" in metrics:\n"," print(f\" URTH Return: {metrics['URTH']['Total Return']:.2%}\")\n"," print(f\" URTH CAGR: {metrics['URTH']['CAGR']:.2%}\")\n"," print(f\" Excess Return: {metrics['Strategy']['Total Return'] - metrics['URTH']['Total Return']:.2%}\")\n","\n"," print(\"\\n\" + \"=\"*100 + \"\\n\")\n","\n"," return results, metrics, folds"],"metadata":{"id":"DbmO_AJui3dJ"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["if __name__ == \"__main__\":\n"," results, metrics, folds = main()"],"metadata":{"id":"vxNEABMzi54V"},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/notebooks/Volatility_Mean_Reversion.ipynb b/notebooks/Volatility_Mean_Reversion.ipynb new file mode 100644 index 0000000..59c9077 --- /dev/null +++ b/notebooks/Volatility_Mean_Reversion.ipynb @@ -0,0 +1,1112 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "### [Measuring Volatility Mean-Reversion](https://medium.com/@crisvelasquez/measuring-volatility-mean-reversion-acd0d93643c3)\n", + "\n", + "> Quantify reversion speeds, regime persistence and visualize when volatility shocks fade or linger." + ], + "metadata": { + "id": "2g_dQgGEdqD4" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "PAXkfwFMdX9X" + }, + "outputs": [], + "source": [ + "!pip install -qU yfinance statsmodels" + ] + }, + { + "cell_type": "code", + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')" + ], + "metadata": { + "id": "nSbNzyIteQ21" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import yfinance as yf\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.dates import MonthLocator, DateFormatter\n", + "\n", + "import statsmodels.api as sm\n", + "from statsmodels.tsa.stattools import adfuller\n", + "from statsmodels.tsa.regime_switching.markov_regression import MarkovRegression\n", + "\n", + "# 1. Download data\n", + "tickers = ['^VIX', '^GSPC']\n", + "start, end = '2015-01-01', '2025-07-02'\n", + "raw = yf.download(\n", + " tickers,\n", + " start=start,\n", + " end=end,\n", + " progress=False,\n", + " auto_adjust=False\n", + ")\n", + "\n", + "# 2. Extract series\n", + "vix = raw['Close']['^VIX']\n", + "spx = raw['Close']['^GSPC']\n", + "\n", + "# 3. Flatten columns\n", + "if isinstance(raw.columns, pd.MultiIndex):\n", + " raw.columns = raw.columns.get_level_values(0)\n", + "df = raw.copy()\n", + "df.columns = df.columns.map(str.title)\n", + "\n", + "df.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 237 + }, + "id": "U-0wtAtNeXpX", + "outputId": "6a36e98c-2109-42df-c523-5eb00cd4b58e" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Price Adj Close Adj Close Close Close High \\\n", + "Date \n", + "2015-01-02 2058.199951 17.790001 2058.199951 17.790001 2072.360107 \n", + "2015-01-05 2020.579956 19.920000 2020.579956 19.920000 2054.439941 \n", + "2015-01-06 2002.609985 21.120001 2002.609985 21.120001 2030.250000 \n", + "2015-01-07 2025.900024 19.309999 2025.900024 19.309999 2029.609985 \n", + "2015-01-08 2062.139893 17.010000 2062.139893 17.010000 2064.080078 \n", + "\n", + "Price High Low Low Open Open \\\n", + "Date \n", + "2015-01-02 20.139999 2046.040039 17.049999 2058.899902 17.760000 \n", + "2015-01-05 21.290001 2017.339966 19.190001 2054.439941 19.190001 \n", + "2015-01-06 22.900000 1992.439941 19.520000 2022.150024 20.330000 \n", + "2015-01-07 20.719999 2005.550049 19.040001 2005.550049 20.150000 \n", + "2015-01-08 18.090000 2030.609985 16.990000 2030.609985 17.930000 \n", + "\n", + "Price Volume Volume \n", + "Date \n", + "2015-01-02 2708700000 0 \n", + "2015-01-05 3799120000 0 \n", + "2015-01-06 4460110000 0 \n", + "2015-01-07 3805480000 0 \n", + "2015-01-08 3934010000 0 " + ], + "text/html": [ + "\n", + "
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PriceAdj CloseAdj CloseCloseCloseHighHighLowLowOpenOpenVolumeVolume
Date
2015-01-022058.19995117.7900012058.19995117.7900012072.36010720.1399992046.04003917.0499992058.89990217.76000027087000000
2015-01-052020.57995619.9200002020.57995619.9200002054.43994121.2900012017.33996619.1900012054.43994119.19000137991200000
2015-01-062002.60998521.1200012002.60998521.1200012030.25000022.9000001992.43994119.5200002022.15002420.33000044601100000
2015-01-072025.90002419.3099992025.90002419.3099992029.60998520.7199992005.55004919.0400012005.55004920.15000038054800000
2015-01-082062.13989317.0100002062.13989317.0100002064.08007818.0900002030.60998516.9900002030.60998517.93000039340100000
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Compute 21-day realized volatility\n", + "window = 21\n", + "daily_ret = np.log(spx).diff()\n", + "real_vol = daily_ret.rolling(window).std() * np.sqrt(252)\n", + "real_vol = real_vol.dropna()\n", + "\n", + "# 5. Align VIX to realized-vol dates\n", + "vix = vix.loc[real_vol.index]\n", + "\n", + "# 6. Scale realized vol and compute difference\n", + "scale = vix.mean() / real_vol.mean()\n", + "real_scaled = real_vol * scale\n", + "diff = vix - real_scaled\n", + "\n", + "# 7. Plot both charts as subplots\n", + "plt.style.use('dark_background')\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(14, 9), sharex=True)\n", + "\n", + "# Subplot 1: VIX vs Realized Vol\n", + "ax1.plot(vix.index, vix, color='cyan', linewidth=1, label='VIX')\n", + "ax1.set_ylabel('VIX', color='cyan')\n", + "ax1.tick_params(axis='y', labelcolor='cyan')\n", + "\n", + "ax1b = ax1.twinx()\n", + "ax1b.plot(real_vol.index, real_vol,\n", + " color='magenta', linewidth=1,\n", + " label=f'{window}-day Realized Vol')\n", + "ax1b.set_ylabel('Realized Vol', color='magenta')\n", + "ax1b.tick_params(axis='y', labelcolor='magenta')\n", + "\n", + "lines1, labs1 = ax1.get_legend_handles_labels()\n", + "lines1b, labs1b = ax1b.get_legend_handles_labels()\n", + "ax1.legend(lines1 + lines1b, labs1 + labs1b, loc='upper left')\n", + "ax1.set_title('VIX vs 21-Day Realized Vol of SPX')\n", + "\n", + "# Subplot 2: Difference (scaled)\n", + "ax2.plot(diff.index, diff,\n", + " color='white', linewidth=1,\n", + " label='VIX – Scaled Realized Vol')\n", + "ax2.axhline(0, color='gray', linestyle='--', linewidth=0.8)\n", + "ax2.set_xlabel('Date')\n", + "ax2.set_ylabel('Difference')\n", + "ax2.legend(loc='upper left')\n", + "ax2.set_title('Difference: VIX minus Scaled 21-Day Realized Vol')\n", + "\n", + "# Common X-axis formatting\n", + "locator = MonthLocator(bymonth=(1, 4, 7, 10))\n", + "formatter = DateFormatter('%Y-%m')\n", + "ax2.xaxis.set_major_locator(locator)\n", + "ax2.xaxis.set_major_formatter(formatter)\n", + "plt.setp(ax2.get_xticklabels(), rotation=45, ha='right')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 899 + }, + "id": "O2QqGhqbjD8-", + "outputId": "d2f8bf0d-c485-4668-bf1e-e368b1b1fd2a" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# 1. Log-transform\n", + "log_vix = np.log(vix)\n", + "log_real_vol = np.log(real_vol)\n", + "\n", + "# 2. ADF tests\n", + "adf_vix = adfuller(log_vix, autolag='AIC')\n", + "adf_rv = adfuller(log_real_vol, autolag='AIC')\n", + "\n", + "# 3. Plot series and rolling stats\n", + "window = 252 # one trading year\n", + "fig, axes = plt.subplots(2, 1, figsize=(10, 6))\n", + "\n", + "# log(VIX)\n", + "axes[0].plot(log_vix, label='log(VIX)')\n", + "axes[0].plot(log_vix.rolling(window).mean(), linestyle='--', label='Roll Mean')\n", + "axes[0].plot(log_vix.rolling(window).std(), linestyle=':', label='Roll Std')\n", + "axes[0].set_title('log(VIX) with 252-day Rolling Mean & Std')\n", + "axes[0].legend()\n", + "\n", + "# log(Realized Vol)\n", + "axes[1].plot(log_real_vol, color='orange', label='log(Realized Vol)')\n", + "axes[1].plot(log_real_vol.rolling(window).mean(), linestyle='--', color='green', label='Roll Mean')\n", + "axes[1].plot(log_real_vol.rolling(window).std(), linestyle=':', color='red', label='Roll Std')\n", + "axes[1].set_title('log(Realized Vol) with 252-day Rolling Mean & Std')\n", + "axes[1].legend()\n", + "\n", + "# 3b. Quarterly x-axis on both subplots\n", + "locator = MonthLocator(bymonth=(1,4,7,10)) # Jan, Apr, Jul, Oct\n", + "formatter = DateFormatter('%Y-%m') # e.g. \"2025-05\"\n", + "for ax in axes:\n", + " ax.xaxis.set_major_locator(locator)\n", + " ax.xaxis.set_major_formatter(formatter)\n", + " plt.setp(ax.get_xticklabels(), rotation=45, ha='right')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# 4. Print ADF results with interpretation\n", + "alpha = 0.05\n", + "\n", + "def print_adf_with_interp(name, adf_res, alpha=0.05):\n", + " stat, pvalue, usedlag, nobs, crit_vals, icbest = adf_res\n", + " print(f\"ADF Test on {name}:\")\n", + " print(f\" Statistic : {stat:.4f}\")\n", + " print(f\" p-value : {pvalue:.4f}\")\n", + " print(\" Critical Values:\")\n", + " for lvl, val in crit_vals.items():\n", + " print(f\" {lvl}: {val:.4f}\")\n", + " # Interpretation\n", + " if (stat < crit_vals['5%']) and (pvalue < alpha):\n", + " print(\" → Reject H₀: series is stationary (mean-reverting)\\n\")\n", + " else:\n", + " print(\" → Fail to reject H₀: series likely has a unit root (no clear mean-reversion)\\n\")\n", + "\n", + "print_adf_with_interp(\"log(VIX)\", adf_vix)\n", + "print_adf_with_interp(\"log(Realized Vol)\", adf_rv)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 919 + }, + "id": "OqO99sLLejhj", + "outputId": "adcece8d-3620-4049-ae9d-94fec1735742" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "ADF Test on log(VIX):\n", + " Statistic : -4.7875\n", + " p-value : 0.0001\n", + " Critical Values:\n", + " 1%: -3.4329\n", + " 5%: -2.8626\n", + " 10%: -2.5674\n", + " → Reject H₀: series is stationary (mean-reverting)\n", + "\n", + "ADF Test on log(Realized Vol):\n", + " Statistic : -4.2378\n", + " p-value : 0.0006\n", + " Critical Values:\n", + " 1%: -3.4329\n", + " 5%: -2.8627\n", + " 10%: -2.5674\n", + " → Reject H₀: series is stationary (mean-reverting)\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Re-define log series\n", + "log_vix = np.log(vix)\n", + "log_real_vol = np.log(real_vol)\n", + "\n", + "def estimate_ar1(series):\n", + " y = series.dropna()\n", + " y_lag = y.shift(1).dropna()\n", + " y = y.loc[y_lag.index]\n", + " X = sm.add_constant(y_lag)\n", + " res = sm.OLS(y, X).fit()\n", + " return res.params['const'], res.params[1]\n", + "\n", + "# Estimate parameters and half-lives\n", + "const_vix, phi_vix = estimate_ar1(log_vix)\n", + "hl_vix = -np.log(2) / np.log(phi_vix)\n", + "\n", + "const_rv, phi_rv = estimate_ar1(log_real_vol)\n", + "hl_rv = -np.log(2) / np.log(phi_rv)\n", + "\n", + "# 1. Plot scatter + regression\n", + "fig, axes = plt.subplots(1, 2, figsize=(14, 7))\n", + "\n", + "# log(VIX)\n", + "y = log_vix.dropna()\n", + "y_lag = y.shift(1).dropna()\n", + "y = y.loc[y_lag.index]\n", + "axes[0].scatter(y_lag, y, s=10, alpha=0.6, label='Data')\n", + "x_line = np.linspace(y_lag.min(), y_lag.max(), 100)\n", + "axes[0].plot(\n", + " x_line,\n", + " const_vix + phi_vix * x_line,\n", + " color='cyan',\n", + " label=f'y={phi_vix:.2f}·x+{const_vix:.2f}'\n", + ")\n", + "axes[0].set_title(f'AR(1) on log(VIX)\\nφ={phi_vix:.3f}, HL={hl_vix:.1f}d')\n", + "axes[0].set_xlabel('log(VIX) lagged')\n", + "axes[0].set_ylabel('log(VIX)')\n", + "axes[0].legend()\n", + "\n", + "# log(Realized Vol)\n", + "y = log_real_vol.dropna()\n", + "y_lag = y.shift(1).dropna()\n", + "y = y.loc[y_lag.index]\n", + "axes[1].scatter(y_lag, y, s=10, alpha=0.6, color='magenta', label='Data')\n", + "x_line = np.linspace(y_lag.min(), y_lag.max(), 100)\n", + "axes[1].plot(\n", + " x_line,\n", + " const_rv + phi_rv * x_line,\n", + " color='yellow',\n", + " label=f'y={phi_rv:.2f}·x+{const_rv:.2f}'\n", + ")\n", + "axes[1].set_title(f'AR(1) on log(Realized Vol)\\nφ={phi_rv:.3f}, HL={hl_rv:.1f}d')\n", + "axes[1].set_xlabel('log(Realized Vol) lagged')\n", + "axes[1].legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# 2. Print & interpret log(VIX)\n", + "print(\"AR(1) on log(VIX):\")\n", + "print(f\" φ = {phi_vix:.4f}\")\n", + "print(f\" Half-life = {hl_vix:.1f} days\")\n", + "print(f\" → A one-time shock to log(VIX) decays by half after about {hl_vix:.1f} trading days.\")\n", + "if abs(phi_vix) < 1:\n", + " print(\" → |φ| < 1: log(VIX) is stationary (mean-reverting)\\n\")\n", + "else:\n", + " print(\" → |φ| ≥ 1: log(VIX) is non-stationary (no mean-reversion)\\n\")\n", + "\n", + "# 2. Print & interpret log(Realized Vol)\n", + "print(\"AR(1) on log(Realized Vol):\")\n", + "print(f\" φ = {phi_rv:.4f}\")\n", + "print(f\" Half-life = {hl_rv:.1f} days\")\n", + "print(f\" → A one-time shock to log(Realized Vol) decays by half after about {hl_rv:.1f} trading days.\")\n", + "if abs(phi_rv) < 1:\n", + " print(\" → |φ| < 1: log(Realized Vol) is stationary (mean-reverting)\\n\")\n", + "else:\n", + " print(\" → |φ| ≥ 1: log(Realized Vol) is non-stationary (no mean-reversion)\\n\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 909 + }, + "id": "Q_SV0xOUerUL", + "outputId": "9d5fe1b3-b6e5-48ed-d17f-5b5507c407e8" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "AR(1) on log(VIX):\n", + " φ = 0.9704\n", + " Half-life = 23.1 days\n", + " → A one-time shock to log(VIX) decays by half after about 23.1 trading days.\n", + " → |φ| < 1: log(VIX) is stationary (mean-reverting)\n", + "\n", + "AR(1) on log(Realized Vol):\n", + " φ = 0.9897\n", + " Half-life = 67.0 days\n", + " → A one-time shock to log(Realized Vol) decays by half after about 67.0 trading days.\n", + " → |φ| < 1: log(Realized Vol) is stationary (mean-reverting)\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# --- OU and rolling half-life analysis with interpretation\n", + "# Rebuild log series\n", + "log_vix = np.log(vix)\n", + "log_real_vol = np.log(real_vol)\n", + "\n", + "def estimate_ou_params(x):\n", + " x = x.dropna()\n", + " dx = x.diff().dropna()\n", + " x_lag = x.shift(1).loc[dx.index]\n", + " X = sm.add_constant(x_lag)\n", + " res = sm.OLS(dx, X).fit()\n", + " a = res.params['const']\n", + " b = res.params[x_lag.name]\n", + " κ = -b\n", + " μ = a / κ\n", + " σ = res.resid.std()\n", + " hl = np.log(2) / κ\n", + " return κ, μ, σ, hl\n", + "\n", + "# OU parameter estimates\n", + "κ_vix, μ_vix, σ_vix, hl_vix_ou = estimate_ou_params(log_vix)\n", + "κ_rv, μ_rv, σ_rv, hl_rv_ou = estimate_ou_params(log_real_vol)\n", + "\n", + "# Print OU results with interpretation\n", + "print(\"OU fit on log(VIX):\")\n", + "print(f\" κ = {κ_vix:.4f}\")\n", + "print(f\" μ (long-run mean) = {μ_vix:.4f}\")\n", + "print(f\" σ (shock volatility)= {σ_vix:.4f}\")\n", + "print(f\" Half-life = {hl_vix_ou:.1f} days\")\n", + "if κ_vix > 0:\n", + " print(\" → κ > 0: process is mean-reverting toward μ.\")\n", + " print(f\" → A shock decays by half in {hl_vix_ou:.1f} trading days.\\n\")\n", + "else:\n", + " print(\" → κ ≤ 0: no mean-reversion detected.\\n\")\n", + "\n", + "print(\"OU fit on log(Realized Vol):\")\n", + "print(f\" κ = {κ_rv:.4f}\")\n", + "print(f\" μ (long-run mean) = {μ_rv:.4f}\")\n", + "print(f\" σ (shock volatility)= {σ_rv:.4f}\")\n", + "print(f\" Half-life = {hl_rv_ou:.1f} days\")\n", + "if κ_rv > 0:\n", + " print(\" → κ > 0: process is mean-reverting toward μ.\")\n", + " print(f\" → A shock decays by half in {hl_rv_ou:.1f} trading days.\\n\")\n", + "else:\n", + " print(\" → κ ≤ 0: no mean-reversion detected.\\n\")\n", + "\n", + "# Rolling half-life series\n", + "window = 252\n", + "dates = log_vix.index[window:]\n", + "\n", + "def estimate_half_life(x):\n", + " x = x.dropna()\n", + " dx = x.diff().dropna()\n", + " x_lag = x.shift(1).loc[dx.index]\n", + " X = sm.add_constant(x_lag)\n", + " res = sm.OLS(dx, X).fit()\n", + " κ = -res.params[x_lag.name]\n", + " return np.log(2) / κ\n", + "\n", + "hl_vix = [estimate_half_life(log_vix.iloc[i-window:i]) for i in range(window, len(log_vix))]\n", + "hl_rv = [estimate_half_life(log_real_vol.iloc[i-window:i]) for i in range(window, len(log_real_vol))]\n", + "\n", + "hl_vix_ts = pd.Series(hl_vix, index=dates)\n", + "hl_rv_ts = pd.Series(hl_rv, index=dates)\n", + "\n", + "# Median half-life interpretation\n", + "med_vix = hl_vix_ts.median()\n", + "med_rv = hl_rv_ts.median()\n", + "print(f\"Median OU half-life over history:\")\n", + "print(f\" log(VIX) = {med_vix:.1f} days\")\n", + "print(f\" log(Realized Vol) = {med_rv:.1f} days\")\n", + "if med_vix < med_rv:\n", + " print(\" → On average, log(VIX) mean-reverts faster than log(Realized Vol).\\n\")\n", + "else:\n", + " print(\" → On average, log(Realized Vol) mean-reverts faster than log(VIX).\\n\")\n", + "\n", + "# Plot rolling half-life\n", + "fig, ax = plt.subplots(figsize=(14, 7))\n", + "ax.plot(hl_vix_ts, label='Half-life log(VIX)', color='cyan', linewidth=1)\n", + "ax.plot(hl_rv_ts, label='Half-life log(Realized Vol)', color='magenta', linewidth=1)\n", + "ax.axhline(med_vix, color='cyan', linestyle='--', alpha=0.6)\n", + "ax.axhline(med_rv, color='magenta', linestyle='--', alpha=0.6)\n", + "ax.fill_between(hl_vix_ts.index, hl_vix_ts, med_vix,\n", + " where=hl_vix_ts > med_vix, color='cyan', alpha=0.1)\n", + "ax.fill_between(hl_rv_ts.index, hl_rv_ts, med_rv,\n", + " where=hl_rv_ts > med_rv, color='magenta', alpha=0.1)\n", + "ax.set_title('Rolling Half-life of OU Mean-Reversion')\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Half-life (days)')\n", + "ax.legend(loc='upper left')\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# ─── Narrative interpretation of the chart ───\n", + "baseline_vix = med_vix\n", + "baseline_rv = med_rv\n", + "spike_vix = hl_vix_ts.max()\n", + "spike_rv = hl_rv_ts.max()\n", + "\n", + "print(\"interpretation:\")\n", + "print(f\"• Baseline half-life clusters around {baseline_vix:.0f}–{baseline_rv:.0f} days,\")\n", + "print(\" meaning volatility shocks usually lose half their impact within one to two weeks.\")\n", + "print(f\"• Occasional spikes (up to {spike_vix:.0f} d for VIX and {spike_rv:.0f} d for Realized Vol)\")\n", + "print(\" correspond to crisis windows when mean-reversion temporarily vanishes.\")\n", + "print(\"• Realized volatility shows taller and more frequent spikes, confirming\")\n", + "print(\" that implied volatility (VIX) reverts faster than the actual price variance it forecasts.\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "_g9yvjpDgG_r", + "outputId": "e635f84d-251f-4c5c-c8e5-62933097ef05" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "OU fit on log(VIX):\n", + " κ = 0.0296\n", + " μ (long-run mean) = 2.8513\n", + " σ (shock volatility)= 0.0804\n", + " Half-life = 23.4 days\n", + " → κ > 0: process is mean-reverting toward μ.\n", + " → A shock decays by half in 23.4 trading days.\n", + "\n", + "OU fit on log(Realized Vol):\n", + " κ = 0.0103\n", + " μ (long-run mean) = -2.0544\n", + " σ (shock volatility)= 0.0737\n", + " Half-life = 67.3 days\n", + " → κ > 0: process is mean-reverting toward μ.\n", + " → A shock decays by half in 67.3 trading days.\n", + "\n", + "Median OU half-life over history:\n", + " log(VIX) = 10.1 days\n", + " log(Realized Vol) = 37.7 days\n", + " → On average, log(VIX) mean-reverts faster than log(Realized Vol).\n", + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "interpretation:\n", + "• Baseline half-life clusters around 10–38 days,\n", + " meaning volatility shocks usually lose half their impact within one to two weeks.\n", + "• Occasional spikes (up to 3947 d for VIX and 6361 d for Realized Vol)\n", + " correspond to crisis windows when mean-reversion temporarily vanishes.\n", + "• Realized volatility shows taller and more frequent spikes, confirming\n", + " that implied volatility (VIX) reverts faster than the actual price variance it forecasts.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# 1. Prepare series\n", + "series = np.log(real_vol)\n", + "\n", + "# 2. Fit 2-regime model\n", + "ms = MarkovRegression(series, k_regimes=2,\n", + " trend='c', switching_variance=True)\n", + "res = ms.fit(disp=False)\n", + "\n", + "# 3. Smoothed probabilities\n", + "p = res.smoothed_marginal_probabilities # DataFrame with cols [0,1]\n", + "\n", + "# 3-b. Transition matrix + interpretation\n", + "trans_mat = res.model.regime_transition_matrix(res.params).squeeze()\n", + "\n", + "# ── Pretty print ───────────────────────────────────────────────\n", + "print(\"\\nEstimated transition probabilities (rows = to, cols = from)\")\n", + "print(\" from Reg-0 from Reg-1\")\n", + "print(f\"to Reg-0 {trans_mat[0,0]:.4f} {trans_mat[0,1]:.4f}\")\n", + "print(f\"to Reg-1 {trans_mat[1,0]:.4f} {trans_mat[1,1]:.4f}\")\n", + "\n", + "# ── Interpret persistence & spell lengths ─────────────────────\n", + "p00, p11 = trans_mat[0,0], trans_mat[1,1]\n", + "p10, p01 = trans_mat[0,1], trans_mat[1,0]\n", + "\n", + "exp_len_0 = 1 / (1 - p00) # expected # days in Reg-0 once entered\n", + "exp_len_1 = 1 / (1 - p11) # expected # days in Reg-1 once entered\n", + "\n", + "print(\"\\nInterpretation:\")\n", + "print(f\"• Low-vol regime (Reg-0) persistence = {p00:.2%}. \"\n", + " f\"Avg spell ≈ {exp_len_0:.1f} trading days.\")\n", + "print(f\"• High-vol regime (Reg-1) persistence = {p11:.2%}. \"\n", + " f\"Avg spell ≈ {exp_len_1:.1f} trading days.\")\n", + "print(f\"• Chance of jumping LOW → HIGH next day = {p01:.2%}.\")\n", + "print(f\"• Chance of jumping HIGH → LOW next day = {p10:.2%}.\\n\")\n", + "\n", + "print(\"\\n\" + res.summary().as_text())\n", + "#print(\"\\nSmoothed Probabilities (Regime 0):\")\n", + "#print(p[0].head())\n", + "\n", + "# 4. Compute regime-means\n", + "mean0 = (series * p[0]).sum() / p[0].sum()\n", + "mean1 = (series * p[1]).sum() / p[1].sum()\n", + "\n", + "# 5. Identify high-vol regime\n", + "high = 1 if mean1 > mean0 else 0\n", + "p_high = p[high]\n", + "print(f\"\\nRegime {high} has the higher mean ({mean1 if high==1 else mean0:.2f}).\")\n", + "\n", + "# 6. Plot\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 7), sharex=True)\n", + "\n", + "# Top: series with shading\n", + "ax1.plot(series, color='white', label='log(Realized Vol)')\n", + "ax1.fill_between(series.index, series.min(), series.max(),\n", + " where=p_high > 0.5, color='red', alpha=0.2,\n", + " label=f'Regime {high} (high vol)')\n", + "ax1.legend(loc='upper left')\n", + "ax1.set_title('log(Realized Vol) with High-Vol Regime Shading')\n", + "\n", + "# Bottom: high-vol probability\n", + "ax2.plot(p_high, color='magenta', label=f'P(Regime {high})')\n", + "ax2.axhline(0.5, color='gray', linestyle='--', linewidth=0.7)\n", + "ax2.legend(loc='upper left')\n", + "ax2.set_ylabel('Probability')\n", + "ax2.set_title('Smoothed Prob. of High-Vol Regime')\n", + "\n", + "plt.xlabel('Date')\n", + "plt.tight_layout()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "gfSOXgqlgtGm", + "outputId": "3219879e-bb21-4afd-82e3-786c715903ac" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n", + " self._init_dates(dates, freq)\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Estimated transition probabilities (rows = to, cols = from)\n", + " from Reg-0 from Reg-1\n", + "to Reg-0 0.9843 0.0107\n", + "to Reg-1 0.0157 0.9893\n", + "\n", + "Interpretation:\n", + "• Low-vol regime (Reg-0) persistence = 98.43%. Avg spell ≈ 63.7 trading days.\n", + "• High-vol regime (Reg-1) persistence = 98.93%. Avg spell ≈ 93.2 trading days.\n", + "• Chance of jumping LOW → HIGH next day = 1.57%.\n", + "• Chance of jumping HIGH → LOW next day = 1.07%.\n", + "\n", + "\n", + " Markov Switching Model Results \n", + "==============================================================================\n", + "Dep. Variable: ^GSPC No. Observations: 2618\n", + "Model: MarkovRegression Log Likelihood -776.773\n", + "Date: Thu, 02 Oct 2025 AIC 1565.546\n", + "Time: 20:12:25 BIC 1600.767\n", + "Sample: 0 HQIC 1578.303\n", + " - 2618 \n", + "Covariance Type: approx \n", + " Regime 0 parameters \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const -1.5344 0.012 -123.008 0.000 -1.559 -1.510\n", + "sigma2 0.1194 0.005 22.479 0.000 0.109 0.130\n", + " Regime 1 parameters \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const -2.3674 0.009 -278.349 0.000 -2.384 -2.351\n", + "sigma2 0.0842 0.003 26.569 0.000 0.078 0.090\n", + " Regime transition parameters \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "p[0->0] 0.9843 0.004 256.001 0.000 0.977 0.992\n", + "p[1->0] 0.0107 0.003 4.070 0.000 0.006 0.016\n", + "==============================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n", + "\n", + "Regime 0 has the higher mean (-1.53).\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" 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