{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Index Beta Analysis\n", "\n", "Pick an index, pull its constituents, and compute rolling beta of every constituent against the index benchmark. This scales the AAPL-vs-SPY example up to \"every stock in an index vs its index\" — the same mechanism the lecture describes for the ASX 200 / largest-constituent case.\n", "\n", "**Data quality caveat — read this first:**\n", "The constituent lists in `indices.py` are a **manually curated snapshot of current membership**, not a live or point-in-time-historical feed. Two consequences:\n", "1. **Survivorship bias** — a stock that was in the index years ago but got removed since won't appear here. Betas computed over history use *today's* membership, which the lecture explicitly warns can bias results (e.g. if the underlying \"largest constituent\" itself changed due to an index reweight).\n", "2. **Staleness** — real index membership changes over time; this list will drift out of date. Refresh it manually in `indices.py` if it matters for your use case.\n", "\n", "This notebook is for **understanding the beta mechanism across many stocks at once** — not a production-grade backtest universe. See `ML_TRADING_GUIDE.md` Part II, T7 for why this distinction matters." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DJIA Dow Jones Industrial Average benchmark=DIA n_constituents=30\n", "NASDAQ100 Nasdaq-100 benchmark=QQQ n_constituents=30\n", "SP500 S&P 500 benchmark=SPY n_constituents=30\n", "SOXX iShares Semiconductor ETF (proxy for the semiconductor sector) benchmark=SOXX n_constituents=20\n", "MSCI_WORLD MSCI World (developed-market global equities) benchmark=URTH n_constituents=20\n", "RUSSELL2000 Russell 2000 (US small-cap) benchmark=IWM n_constituents=10\n", "FTSE100 FTSE 100 (UK) benchmark=^FTSE n_constituents=10\n", "DAX DAX 40 (Germany) benchmark=^GDAXI n_constituents=10\n", "NIKKEI225 Nikkei 225 (Japan) benchmark=^N225 n_constituents=10\n", "HANGSENG Hang Seng (Hong Kong) benchmark=^HSI n_constituents=10\n", "EEM iShares Emerging Markets ETF benchmark=EEM n_constituents=10\n", "GDX VanEck Gold Miners ETF benchmark=GDX n_constituents=10\n" ] } ], "source": [ "import sys\n", "from pathlib import Path\n", "\n", "# This notebook lives in trading-ml/notebooks/. indices.py lives in the sibling\n", "# folder trading-ml/src/. Search for the folder that actually contains indices.py\n", "# and add it to sys.path — works whether Jupyter's cwd is notebooks/ (the normal\n", "# case) or something else. (indices.py itself locates data/raw/ using its own\n", "# file location, not the caller's cwd, so no separate DATA_DIR search is needed here.)\n", "_found = False\n", "for _root in (Path.cwd(), Path.cwd().parent, Path.cwd().parent.parent):\n", " for _candidate in (_root, _root / 'src'):\n", " if (_candidate / 'indices.py').exists():\n", " if str(_candidate) not in sys.path:\n", " sys.path.insert(0, str(_candidate))\n", " _found = True\n", " break\n", " if _found:\n", " break\n", "if not _found:\n", " raise FileNotFoundError(\"Could not locate indices.py — expected it under trading-ml/src/.\")\n", "\n", "import pandas as pd\n", "import plotly.express as px\n", "import plotly.graph_objects as go\n", "from indices import list_indices, get_index, rolling_beta_report\n", "\n", "list_indices()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Config — pick your index here\n", "\n", "`max_constituents=None` runs every ticker in the registry for that index (slower, more network calls on first run — cached after). Set a small number while exploring." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "INDEX_KEY = 'SOXX' # try: DJIA, SOXX, NASDAQ100, SP500, MSCI_WORLD, ...\n", "WINDOW = 60 # rolling beta window, in trading days\n", "START = '2019-01-01'\n", "MAX_CONSTITUENTS = 10 # None = all constituents in the registry for this index" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index: iShares Semiconductor ETF (proxy for the semiconductor sector) | benchmark: SOXX | 10 constituents | live weights found: 10 | note: Top ~20 by approximate weight in the semiconductor ETF universe.\n" ] }, { "data": { "text/html": [ "
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weightmean_betalatest_betabeta_stdbeta_minbeta_max
MU0.0854431.1196981.3750920.2470550.6121411.797352
AMD0.0809011.1801711.1417880.1954970.7320051.973977
NVDA0.0681141.1336330.3099370.2812580.3099371.705764
INTC0.0633030.8111721.1818630.2127300.2828181.535917
AVGO0.0607720.9115770.5805040.2085060.5487481.904102
AMAT0.0577321.1277861.0506060.1394230.8446131.664680
KLAC0.0564231.0913511.1474490.1391820.7235231.453309
LRCX0.0489441.1603961.1125730.1400460.7606951.560657
MRVL0.0487511.2142311.4215190.2560120.4497742.043009
TSM0.0426350.8239370.5864210.1194760.4991921.231334
\n", "
" ], "text/plain": [ " weight mean_beta latest_beta beta_std beta_min beta_max\n", "MU 0.085443 1.119698 1.375092 0.247055 0.612141 1.797352\n", "AMD 0.080901 1.180171 1.141788 0.195497 0.732005 1.973977\n", "NVDA 0.068114 1.133633 0.309937 0.281258 0.309937 1.705764\n", "INTC 0.063303 0.811172 1.181863 0.212730 0.282818 1.535917\n", "AVGO 0.060772 0.911577 0.580504 0.208506 0.548748 1.904102\n", "AMAT 0.057732 1.127786 1.050606 0.139423 0.844613 1.664680\n", "KLAC 0.056423 1.091351 1.147449 0.139182 0.723523 1.453309\n", "LRCX 0.048944 1.160396 1.112573 0.140046 0.760695 1.560657\n", "MRVL 0.048751 1.214231 1.421519 0.256012 0.449774 2.043009\n", "TSM 0.042635 0.823937 0.586421 0.119476 0.499192 1.231334" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summary, betas = rolling_beta_report(INDEX_KEY, window=WINDOW, start=START, max_constituents=MAX_CONSTITUENTS)\n", "summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Reading the summary table:**\n", "- `mean_beta` — average sensitivity to the index over the full period\n", "- `latest_beta` — sensitivity right now\n", "- `beta_std` — how much beta itself has *wandered* over time (higher = less stable relationship — a bigger drift-risk for any model assuming a fixed beta)\n", "- `beta_min` / `beta_max` — the full range beta has swept, which is often surprisingly wide" ] }, { "cell_type": "markdown", "id": "59813346", "metadata": {}, "source": [ "## Does index weight mechanically inflate beta?\n", "\n", "`weight` now comes LIVE from Yahoo Finance (`Ticker.funds_data.top_holdings` — real, current, capped at the top 10 holdings by size). Worth asking: is a heavily-weighted stock's high beta really \"market sensitivity\", or is it partly an artifact of the stock **being** a big chunk of the benchmark it's compared against?\n", "\n", "**The math says it should be, at least partly.** For a cap-weighted index, $R_{index} = \\sum_i w_i R_i$, so:\n", "\n", "$$\\text{Cov}(R_i, R_{index}) = w_i \\cdot \\text{Var}(R_i) + \\sum_{j \\ne i} w_j \\cdot \\text{Cov}(R_i, R_j)$$\n", "\n", "The first term means a stock's own weight $w_i$ mechanically pulls its own beta up — independent of any real economic relationship to the market. This is a known distortion; the standard fix is a **leave-one-out benchmark** (index return computed *excluding* the stock being tested), which this notebook doesn't implement yet." ] }, { "cell_type": "code", "execution_count": 20, "id": "55f63255", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "weight=%{x}
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"#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "SOXX: weight vs beta — is bigger weight = higher beta?" }, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "Live index weight (fraction)" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "Mean rolling beta" } } } } }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Correlation(weight, mean_beta) = 0.25\n", "Only the live top-10 have known weights here, so this is a small, noisy sample —\n", "a real test needs many more weighted names and ideally a leave-one-out benchmark.\n" ] } ], "source": [ "weighted = summary.dropna(subset=['weight']).reset_index().rename(columns={'index': 'ticker'})\n", "\n", "if len(weighted) >= 3:\n", " fig = px.scatter(weighted, x='weight', y='mean_beta', text='ticker',\n", " title=f'{INDEX_KEY}: weight vs beta — is bigger weight = higher beta?')\n", " fig.update_traces(textposition='top center', marker=dict(size=10))\n", " fig.update_layout(xaxis_title='Live index weight (fraction)', yaxis_title='Mean rolling beta')\n", " fig.show()\n", "\n", " corr = weighted['weight'].corr(weighted['mean_beta'])\n", " print(f\"Correlation(weight, mean_beta) = {corr:.2f}\")\n", " print(\"Only the live top-10 have known weights here, so this is a small, noisy sample —\")\n", " print(\"a real test needs many more weighted names and ideally a leave-one-out benchmark.\")\n", "else:\n", " print(\"Not enough tickers with live weights to plot (need >= 3). \"\n", " \"Try a benchmark with more Yahoo fund coverage, e.g. SOXX, QQQ, or SPY.\")" ] }, { "cell_type": "markdown", "id": "b8f41948", "metadata": {}, "source": [ "## Leave-one-out beta: isolating the self-weight effect properly\n", "\n", "The scatter above (weight vs. beta against the *real* ETF) is a noisy way to test the theory — differences could come from real market-sensitivity, OR from the ETF containing hundreds of other unweighted names, OR from the self-weight effect, all tangled together.\n", "\n", "`leave_one_out_beta_report()` isolates just the self-weight mechanism: it builds a **synthetic index from only the live-weighted top-10 names**, then computes each stock's beta against that synthetic index two ways — **including itself** and **excluding itself** (with the other 9 weights renormalized to sum to 1). Everything else about the calculation is identical between the two — the only thing that changes is whether the stock is inside or outside the benchmark it's compared against. Any remaining difference is *purely* the mechanical effect the math predicts." ] }, { "cell_type": "code", "execution_count": 21, "id": "ec16f80d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index: iShares Semiconductor ETF (proxy for the semiconductor sector) | synthetic index built from 10 live-weighted names: MU, AMD, NVDA, INTC, AVGO, AMAT, KLAC, LRCX, MRVL, TSM\n" ] }, { "data": { "text/html": [ "
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weightbeta_incl_selfbeta_excl_selfself_weight_effect
MU0.0854431.0819130.9874540.094459
AMD0.0809011.1425161.0164290.126087
NVDA0.0681141.0738601.0082470.065613
INTC0.0633030.7576860.6294760.128210
AVGO0.0607720.8266640.7638740.062790
AMAT0.0577321.0418991.0079730.033926
KLAC0.0564231.0072270.9719610.035266
LRCX0.0489441.0809611.0568850.024075
MRVL0.0487511.1202141.0535050.066709
TSM0.0426350.7575680.7122650.045303
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" ], "text/plain": [ " weight beta_incl_self beta_excl_self self_weight_effect\n", "MU 0.085443 1.081913 0.987454 0.094459\n", "AMD 0.080901 1.142516 1.016429 0.126087\n", "NVDA 0.068114 1.073860 1.008247 0.065613\n", "INTC 0.063303 0.757686 0.629476 0.128210\n", "AVGO 0.060772 0.826664 0.763874 0.062790\n", "AMAT 0.057732 1.041899 1.007973 0.033926\n", "KLAC 0.056423 1.007227 0.971961 0.035266\n", "LRCX 0.048944 1.080961 1.056885 0.024075\n", "MRVL 0.048751 1.120214 1.053505 0.066709\n", "TSM 0.042635 0.757568 0.712265 0.045303" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from indices import leave_one_out_beta_report\n", "\n", "loo = leave_one_out_beta_report(INDEX_KEY, window=WINDOW, start=START)\n", "loo" ] }, { "cell_type": "code", "execution_count": 22, "id": "2a193aed", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "including 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"white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "xaxis": { "anchor": "y", "domain": [ 0, 0.45 ] }, "xaxis2": { "anchor": "y2", "domain": [ 0.55, 1 ], "title": { "text": "Live index weight (fraction)" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "beta" } }, "yaxis2": { "anchor": "x2", "domain": [ 0, 1 ], "title": { "text": "Self-weight effect (beta_incl - beta_excl)" } } } } }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Correlation(weight, self_weight_effect) = 0.68\n", "All 10 stocks show a positive self-weight effect: True\n", "Mean effect: 0.068 beta points, just from being included vs excluded from the benchmark.\n" ] } ], "source": [ "from plotly.subplots import make_subplots\n", "\n", "loo_sorted = loo.sort_values('weight', ascending=False)\n", "\n", "fig = make_subplots(rows=1, cols=2,\n", " subplot_titles=('Beta including vs excluding the stock itself',\n", " 'Bigger weight -> bigger self-inflation?'))\n", "\n", "fig.add_trace(go.Bar(x=loo_sorted.index, y=loo_sorted['beta_incl_self'], name='including self'), row=1, col=1)\n", "fig.add_trace(go.Bar(x=loo_sorted.index, y=loo_sorted['beta_excl_self'], name='excluding self (leave-one-out)'), row=1, col=1)\n", "\n", "fig.add_trace(go.Scatter(x=loo['weight'], y=loo['self_weight_effect'], mode='markers+text',\n", " text=loo.index, textposition='top center', showlegend=False,\n", " marker=dict(size=10, color='#2ca02c')), row=1, col=2)\n", "fig.add_hline(y=0, line_color='black', line_width=0.6, row=1, col=2)\n", "\n", "fig.update_layout(height=500, barmode='group', hovermode='x unified')\n", "fig.update_yaxes(title_text='beta', row=1, col=1)\n", "fig.update_xaxes(title_text='Live index weight (fraction)', row=1, col=2)\n", "fig.update_yaxes(title_text='Self-weight effect (beta_incl - beta_excl)', row=1, col=2)\n", "fig.show()\n", "\n", "corr = loo['weight'].corr(loo['self_weight_effect'])\n", "print(f\"Correlation(weight, self_weight_effect) = {corr:.2f}\")\n", "print(f\"All {len(loo)} stocks show a positive self-weight effect: {(loo['self_weight_effect'] > 0).all()}\")\n", "print(f\"Mean effect: {loo['self_weight_effect'].mean():.3f} beta points, \"\n", " f\"just from being included vs excluded from the benchmark.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Every constituent's beta over time, on one chart" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { 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V8j9rfICKNkXyP6Eqaj8y8PE/7LCyhCv+8T/edirygQjyP8X4qp5bDfI/lS0VRrLu8T9nijYiL8bxPz65DN+izvE/mEkSv5as8T8CqyLc4vnxP5iupl8x8/E/2Fh9HEpA8j+DmPZcvvrxP3if/RawHvI/8nmIeEgo8j+pSsN1uzHwP4txhaVfDfE/0cWxHY018T9sTHg1ti7xP5Cw+5W/J/E/E667evkW8T82f0DZeATxP1XklVUm2vA/KHUCYKTw8D8jhRxAR+HwP1x33ug76fA/Cbl5ndZB8T8Q6x8kvmPxP+Rb4zIIbfE/4lBDqwPK8T8Y++Em/e7xP6TYpXl88PE/zEml7vYU8j+wooAi4sjxPyDbBujJ1fE/sAQTHb3V8T8Ne9S+EPrxP26TO1l+AvI/LyX1YwQZ8j+dSDIS++XxP8uCibmO3/E/jOgGsk7f8T+hrvAX99jxP93U+r2P2PE/1dAkkSOj8j/69HvegcryP4FL70ALN/M/96YetUtF8z8T08h9k/nyP5vEN5tm5vI/yMmV7AfD8j/8J5Pj4VnzP20TV57+sPM/Z92GjerA8z/WlQfU5Ef0P/ms5oHMIPQ/mtzb+3MU9D95amGku7LzP7WEqnay+fM/YoiAEe549D+7zdMivyL1P8oT+br08/U/Jb76BJzh9T+wQ2nEIi/2P6kPJ2Q1lfY/2UsrOXWw9j8xYsnZRwf3P+IKXxEBJvc/rqzER5Jy9z8PyR6Rlpn2P57m51UbZfY/ACD0xTqT9j+cwphQ+lX2P54k68aegvY/mQET6OpK9j/6HqoX0kj2P8H4zK11z/U/mMOfTb/v9T9QWaeGzgL2P2akxiXL8vU/3ZYLuFjs9T+SxVW3IdX1Pxehy268jvU/xPaMLISx9T9n9IuCfJf1P3TSK1x7pfU/ehIJfxSc9T8kvULkCnb1P47QdSHGafU/cSy72lR19T8E91ivVFP1P2dkyISc/fQ/51Xdk/f79D9JkMIZDw31P1JNEtuqEPU/CDK6DIMQ9T9aoxC/JDj1PwmCZqJwSfU/TEn2XiEv9T8nFJGdC231P3nRUrQvb/U/KP8DsxNZ9T8v/X8BV1b1P1Ti4Hlfa/U/pcoHLj4V9T+2Y8C0Ow31PxeJ6C+lyPQ/Pt1OrK7E9D/L8XAJ6cP0P76C552pzfQ/T8fpTojr9D9M1VcalN/0P/g1Hpx70fQ/aTTRQwXO9D8MNMDynZf0P/JeN/4np/Q/KrrSWmug9D+TOQ52P1n0PzE8AqpfPfQ/n0s8hKtH9D8MQliAQSL0P5OjmdE6HfQ/FXNOUa0M9D/fg5DtrvjzPxxWJNLv4PM/8nJXLHA89D8/9I300lv0P+6tPCAHT/Q/lPcCF1Yg9D+nqH9jK0P0P7PceIh1SfQ//CCqI5Ys9D98C5qTcx70PyX2rPf0LvQ/KOa2epNQ9D9sAcFB1EL0P/ZkInVTkPQ/VYEMJcNy9D+slqt/q1P0P53AhJ0fQPQ/1L+zmFM89D93HxvnQUP0PwJ9+HoxqfQ/w2xycYCi9D9Qo4BtHv/0PwU5bCoO5vQ/GFYbPwPr9D+xvs717BT1P+65DQxqJPU/VXmp7AcB9T84l6otwBn1PyB3HiDQHPY/98T/SFIh9j89RVxOouP1P0wTDPzc4/U/IXNTOGzh9T8sLJ3ttHj1Py2XQ8U/NPU/63ncsEN99T9pqgj/VWD1Pyl+3vVZj/U/nyL3S06t9T9vkOT5GrL1PxRK3gMDb/U/x9Lh0YVw9T/e6M3MpHf1P4TsmQCrw/U/ctQABXfD9T/Aroy1Ri/2P5zXfNE/6PU/ZCwmAxm49T/6QY5X5dj1P4lF4pPj+vU/hRzneKM39j9DzwzM7EH2P/VGLWekf/Y/w/b4I9mR9j+EbYRlxzb3P17LWIHpU/c/ldsh/aaq9j/WcxTf/rH2P3cbxIsbuvY/RMexQYbK9j86hCa7JM/2P6+uSjFCzfY/O6DYOeTN9T+g0JPVkmT1P8LGna9ApfU/F8et5Sne9T+I+MEq/Wb2P6mwC/QiavY/NXt0OwrS9T9Yg/WpqI31Pz0kcU/ew/Q/SA0FY7rB9D9ZuCewgnz0PykFDleEdfQ/NyDAeeCO9D81koCUQab0P3Lc2h4/pvQ/WuJUQfkN9T+SzkVVTDn1PwYnpxGJOfU/9sqdW38Z9T+AtIrJ0hz1P5e7fyuXCvU/GZKgm7389D/O6uIp3xX1PyZZiPuOSPU/zQ8AWIVi9T9sFLAj5q31P+TXOA2EFvU/mgtB6P8O9T93ssU/xRT1P6ax0RbhDvU/O5GixEZH9T8AgHQGHTH1P0f3SXwD1PQ/VXwBMhP89D/BVfnOtfT0P0wasNh5jfQ/WI34RQDZ9T/9iDZanyT2P5tsQPTuVPY/EMYgToFd9j9Bo6bLXTX2P5s89JHAU/Y/r4vKhso89j9ACWIH5C32PwP5U6bto/Y/7I4oAO0q9j+14TPdsuv1P0yZzlRxyfU/7dlcjSUG9T/s+wsrcfD0P9If4Ad59PQ/SuO7ie/d9D8zai7cHNn0P2JbyewkqvQ/sqD92Wu49D++7yekdIL0P7OQJMh3Z/Q/ZnZd2UlZ9D/NKHQAmIj0P9AgNA5diPQ/0Cyd0jSm9D8v+/BRGpv0P/X6cmxvT/Q/Q1QeHRKa9D8yMU6FHSf0P9j90ekF2/M/3MxuTiTy8z+JfP7JlQ/0P/vbIMUeHfQ/FBsDB98l9D8SU6MCtVL0P5YLYXYTPvQ/xJq4ampI9D9OZ84nGDL0P6C3YthrK/Q/Oy2rM6Tr8z8Zr77DdcrzP7ckAN0nuPM/tt81yhLO8z+/HXmgtiX0P/ODWVZmOPQ/Lot1jFXQ8z8o7vOpp8DzP/U0sJDGvfM/py1Cn+Gn8z+hTDNB/77zP+Fg82psp/M/hU0Noa2n8z/qKMwsjpbzP2DxbbP+ovM/8aS1/V5m8z/jM2bfX07zP5fxXCrDAfM/YzOTXoPw8j8rTLR5yO/yP7YfzYtiCfM/4VgruGUs8j+IsyVQQ/XxP+GAnmqrR/I/VByYBoZc8j8EKQHoMlXyP75LKa2FWPI/WrB88zZa8j8D5wgRo0jyP4f0NfCTTvI/qdvXZScj8j9dA40TsUjyP9IBTwq6UfI/kQ5P1mJw8j9WyndQFHPyP9H0r8WikvI/el2FbZpb8j/U3J1BNeLyPyeBT/ktPfQ/FhTuRlsK9T+3sinXh8X0P2jspeLy3PQ/hobw5d8F9T+i+ZJORPP0P7FY56858vQ/rSUKr1999D/ApW6OfnD0P833+JnjyvM/LDzA+pWW8z/nfbOG+FfzPwfbR/ET+fI/awD+LGno8j9oUa27Zd/yP3V+/cSrwfI/mzpK85O88j/w9ZtnTaTyPxEPCPY9hPI/qqAvB1iA8j8AElKqVnHyP5jVN7K0jfI/jLPyXwBj8j/M+1gdKHDyP5NaDYHihPI/JWt6fkFe8j+18qHz0jfyPxt7qMdWJ/I/tiF+huxC8j/CDFUUsTbyP2pl0282GfI/lzsfXHoQ8j/G+IhF6wDyP/zAXZJh7vE/9q/AYmkQ8j/fNc5RHe7xP5JUqfm65vE/rIzsS5XR8T+8fX/+XcLxPxIWpBJ8iPE/+2wVVvZl8T+KHH3oc2nxP4xVnLQEX/E/LtcTxPxk8T/S8VUX0VzxP6KgpYAcN/E/7x8jp7Az8T+62wiuvDHxP2WHoBviKfE/8v6gCTsw8T9Fog02S0bxP+PvawD0TfE/463Ub7N18T8JGPPPm2zxP2BGOLP5h/E/ZbAKOUV68T+3KDqC1IXxP1w9gmRsV/E/SEu2Wi118T+YPO/EDiPxPybCqteCjvA/3VYHvjlJ8D8mhfiSt1HwPyRRYNlePvA/HZm/lqon8D/cXLld5frvPzhWb6+I8+8/o5Y695wN8D8gm830TxrwP6lmhJb0R/A/PbLga+ZD8D/CrT96HELwPyUhAOPWW/A/ZWllEpRj8D/W058FlnLwPxX6vjduavA/qR/r3NFY8D9IO+A+7HrwP5ytO6B6bPA/MtyDzWhs8D9ixS8H/mjwP3UvKQwIVvA/3Rdug85n8D+3FIzkHH/wP9TvD9ZaZvA/qBDb4oJw8D+hT97mCljwPwrPVj+qZvA/U+N+0TFu8D9UOlJoTXzwP+8h8niRxvA/EuSkiZC88D+JtjXc3KzwP/nKrvAGufA/4zRLkgV88D8UICOz13TwP50O8EN/afA/2Lsb0nR98D886pLPvZbwPxPKvvRo6PA/AiwkAd0g8T+wNDEzUPTwPx19QWa66vA/2TCbqmjc8D+cHR4HQyTxP4uhU86pIfE/TEW+T0po8T8o3dSORmrxPzrstteGbfE/iOTlP6hY8T8ya2QnMU/xP9pJbLHoR/E/w1YRI2hD8T+pQ4X3R0LxP0XrkBcLQvE/KyEdM8JE8T+/mWhZwznxP2jZJO8eTfE/EjNOKoFC8T+/TNjOEUbxP7HmVsfCSfE/6x4JKuxK8T/Dgxq0L1/xPw+K7yLicfE/lu2DxQdy8T+c9p/VuqLxP5dFpUV/vvE/GF4bm6vA8T9NZWjNUrfxP9bCkcApufE/1lG0m3rZ8T+Adoxxm/PxPx6Mo2rrGvI/4xqmnMAb8j8shcxzaRnyPyYmcvurTfI/LlYMwTRi8j9gnUqyN2TyP0zf6WkFgPI/6H06TAKL8j+b3rPiBuvyP/y8ZpAsN/M/1SBgOhBB8z+tp/UuH2LzPz5BoQ0+uPM/banh/CS48z9lXoSJnZ3zPw5uRgc3hvM/cNPBTDGG8z+ND5AI/1vzPzfVuCr6KPM/exq1/VRT8z/gvAt/Mi3zP7xFneuc7fI/gWIG09Mh8z9J7daXr1jzP67WV1N3UfM/pcTurYpW8z8tDcv8skzzP+F6ZWw0JvM/qGdNCdIF8z/4MpIwpGzzPxuwotslb/M/A8IZ98CC8z9T1kxZ49ryP4hM/I44zvI/Lmu87/p48j9tyhZ/aHPyP0XL+SsHd/I/LREMuXue8j/Ij0d4I5/yP8P6QS+FifI/v2CvArhw8j9tp9q0gHXyP+WAQ5L4RvI/xeawkqZd8j+v4aqFhRryPxAUzMIaQfI/7Ff9XBZ48j+5lT2PCxHyP9i76PFiBvI/NjmDv9wL8j9sO+EiAN/xP6s2NiI44fE//fdmTVLv8T//B+mAbtHxP8Xd6scc1/E/RSSXpmYP8j90VKG6ctDxP4be75Pl1vE/E4RYa/Xp8T+pv8JhCxPyP/CUK7ikJvI/eH//Qo4+8j+u5jeVvUnyP/Rwi3/2P/I/bbIx07ss8j+wzaHrdvrxPys10wOJ6fE/CWaYhofx8T8vvxYNfUvxPwvc/s0iK/E/8b6VvRRi8T8B4N+hg1XxPyuw4BvfXfE/ulaHNANY8T8haqPZGzrxPwV6KDsXdvE/EURWdbl18T+z7WxkeW3xP1qQ9MPcmvE/AUsxY/eW8T/lLXPOXKzxPwBZhH7lmPE/urxZ5+hp8T+2gpVJdVjxP/o9mwfAYvE/78tIDZ1R8T+o2Jvgh1XxPxcKrY85PvE/yJzv9Y1M8T+JkEdRlUPxP7ht+Fv9NfE/6h+bZxwx8T84IRZLvUPxP8EusiIQN/E/zDGCp4Y18T8kHDh7MTbxP63SRVecOPE/LKe6J+I58T9L5+hPZkLxPz3YYaoTRvE/o9wMI5tF8T8gHId86ULxP7LsZjiFO/E/iy6qZ2zA8T85+iFBPevxP780yI4b2fE/eqoqLFaw8T8uVo1mduHxPzwuBDs76vE/R2MgF3/k8T/BYRkmLe3xPw97M+NR1fE/3v3gy6Lq8T8uF1opOO/xPwvC/s111PE/0ClMQp2U8T8eRQk/V77xP+CPtIVmvvE/MvESdyO88T/i/5LpX7PxPwE2Iq7qq/E/Ll0GeAOg8T//D3Fnw1fxPwtXfb6xcPE/9kTVPdlx8T+/bEHB/4HxP7zjmm/kqvE/iHLNcJPC8T/u+4HMOAHyP55lSe9HJfI/+OEEcbId8j/NFSpR+ybyP7B/lQg1JfI/sQK13P4a8j8D90tHNIzyPzARzE42RPI/ft0pziQb8j+GzYo8KS3yP5gEblR96/E/HkR1pLTw8T9ANh/gqQfyP9uDLs8RF/I/hmYAThdI8j+5bsCk/k7yP7TlPNJqEvI/zhVxYP4Y8j9HRyED9BvyPxnNwdCeV/I/zLHSYxRD8j/BPYdXrVbyP8uniTSGVfI/nD1EFehd8j+i9IeRTnPyP5nPo7ugcfI/bu0xjM5P8j/YnkUqelLyP1ou2E7qSPI/vscuk6BY8j8J+bKUUW3yPzLZs5GqU/I/UDBZxrhd8j8kas/j8mHyPxzPc+FrbPI/w7s3GUB38T+qVpWKGYLxP/HAIBZenvE/Wd2SEaGZ8T+LD1UJHsLxPw3K1yOVrPE/uQhytge68T8UXfPI8b3xP4pjaQ8kxPE/embSki1U8T+I4os+3lvxP/LqKLiDcPE/OD40dVZl8T86V8/c6nDxP2gs3l1Ni/E/f2+uzPaE8T+nfJwfjpHxP3U6RW9Bk/E/wPHfBMyP8T/SqPvv2frxPw7dS0xd7PE/nT+bKo3o8T90oBDBm+7xPzrvsGVmhfE/X+VCAHZH8T/1SNDdwCfxP3qDjoDVhfA/FoeJj0z67z+wa93m3GzvP4C35In23e4/6zYvP3VN7z/I+Op9nwHvP0KPwvNc8+4/gYKatXcW7z/XpwoXIiTvPx/gEHZFHu8/CAoktqES7z9zKzsRB2bvP3/CEMGJ6e8/mSM4wzMl8D8OOuJAmCjwP+KdIpNKrvA/95zTpS7A8D8znllU4c7wP/wAoio5v/A/DLVQWbDd8D8FhdaBzpLvP3NegHEeve8/BZEjrvTU7z8RGIHgXJXvPzZng4RTyu8/GMDLTCTE7z+jj5BZBITvP4FBSw1qgO8/pyAUf6AW7z89YfRhMQHvP5YfofO18e4/8fsV14cD7z8PUGaSMLDuP08JWmOqnu4/IWT8OH6L7j+Ndh9VEjDuP0v/SfbCcu0/DPj6ouCa7T9jxBtaHIftPwEGrb38me0/JlW75OhF7j+7kzkPUXLuPw/jJl01gO4/SKYZfzQz7j8eZsaTbevtPw9royyBvu0/qpQ8VD7L7T++PNlp/dntP1R2PFtsF+0/7fiOk+Q97T8uWqat8gXtP/qUa7wdKu0/QGLZKUrn7D8Qh0dTPc/sP86Na78UG+0/6li115hH7T9AXuud65zuP6xMXPUxC+8/uKxoC6T47j/A/ImtNObuP9j3Ato62O4/UW8Ah7ac7z/2igRw1gPwP05PZqtJQ/A/Phr5rek68D8u50QobQHwP35nlRn9+O8/2LwGHUYJ8D+8UHA64R7wP84U5vq6K/A/WYDgGso08D8seVc42evvP6KHWkyfQvA/Y0ol1B7e7z8yPz0xj6jvPzImBaUuUe8/V7GOOf5D7z+GXmYyxFbvP4F0CERruO8/BjPT63hC7z+k4V+H8ozwP+osxe8prPA/6gH94kS/8D8vVljE9sjwP7Db3uFV2PA/SUu+zXP68D/KdDsk2x7xP68G8fpMJfE/xeB+VlYt8T/ivORtFijxP95eUu6/kfE/e7NuPr+c8T83bcsZFurxP8HdHE5N//E/gj+w7a788T9kaAdwFvXxP1o/RrZ2nvI/C1ivuPua8j8+sx7q0KryP5XZEDxGYfI/zYpWjFf58T9BTp+VYeTxP5nT1wF92PE/Ddilgr4T8j/JOBPFWRbyP/3QuMQeLPI/bu6cglcq8j/++BsVFi7yPzrmiNUPgPI/B3PHXCaP8j8XTcuzrdDyP77ZGQdnV/I/0hosiSuA8j+mz+36/aTyP06v3N4eo/I/ssOIozef8j9sSbA9me7xPzbB9o84kfE/BLJbubJs8T+gg7Iz5WfxP4XVDZUICPI/BKHfQpE28T/r49K8XsfwP2A5VsuLp/A/OatD9cdj8D/KZskkfoPwPwjtGV0CZfA/c9f8nfJF8D9IKgVCZfTvP0oKtoCJ2e8/kfn3V8XU7z/7z2a2ieXuP850dErAAe4/4bX5o/tn7j+LCN1594vuP0HdSOwCyu4/MhY8tu7d7z+LYbecHoHvPzyFky7rMu4/JEOkaXNB7j87B/vqDOnuP/8gq1Pi2e0/2DVlGu4s7j/ZRFxY+nLuP2CIeoClFO4/dXqcqMMP7j+w9uUn5/TtP7g4pTQUF+4/BWgGOCMS7j9M5WVSefztP6XP3uo8ee0/uVI6QC7L7T/aDJrU+uftP9CWoZTovu0/ell4/2jN7T9QH9KTlLbtP9JxUI5V0O0/usVq5ILa7T/xlbgPEyntP4IF+xYm0+0/nhxSHp4K7j/4z1EWwSPuP1nhjzwTNO4/QLRak1KH7j+EV/2fEKfuP3LudITyd+4/H3yNm0dk7j+XpedViWLuPyqdfH9Ice4/uGyStTFH7j9v0pVemF/vP8DdkypcsO8/1pw2CCLP7z+Y0qq5g9LvP3ABoVf0FO8/JqhjoMIU7z/k8k1izDHvPwji6fvyg+8/badIhqDk7z8I00sofDbwP4V0aUe1+O4//O1lQ5EX8D8MHv/MmW3wP5d7dJ/4ffA/71nJ0MLT8D9Ny34Guz3xP+Rv2C3EUPE/NSU0DSmq8T/d0lsEHKjxPzmv2FaOlfE/ltBxeXN48T/YCBSp3OTxP4310/lL4vE/sB+M9+Pn8T80IK6w3PLxP0u44Kzl6vE/W8DKG06Y8T8fv4CvRXLyP8YqxjM34vI/lGdMDi718j96XmlsjRXzP5Ge164QOvM/tJCEsLF78j8Vwv7l1jTzP1poiND/JfM/zI237gG/8j/RDbCkY8byP2lW0Z+yx/I/mXcuGkPT8j+hSvuUDh/zP+NTt3hS3/I/NR0s67CE8j8ZXXEODGLyP0IrTBduGfI/f4tG9zQc8j+G3HsivE3xP2JePdPGq/A/wc9FG52/8D+PD08z7NjwP3QwflHpwvA/ZgUxZc+A8D89zLkLY4DwP/2oOh9/d/A/CK49N35H8D80w4A1E0zwP84B8eskWfA/ax/IGiFr8D9oGb24pXLwP6UlMdkDcvA/F6Ta6EJi8D9jMSfKnv7vP6alggMgBfA/cFPmvWrX7z9KxlHR6N3vP1F0OL2/JfA/VsayC6Ew8D/WBcnVFCfwP9IXlUBJG/A/rmVtGwDS7z8zVrO85prvP9betGneWO8/5bK2+m7i7j9o4WlMeI3uP4W7uaGBjO8/Op5fohgI8D/vFkRZYKnuPyguF28vLe4/AnO6hau87T9PGeTj9MbtPzvplHKedu0/f1AKidGv7T/aFZwcSKXtP2tT75b4N+4/E24Ti9/W7T8riU6QWLDtP+8O7nUp+e0/2bm5v38I7j9aSGb2ieTsP5J7OnJg4+w/T8VoNA2V7D9OTtkndlfsPwbC9bagVOw/vdOX1+fx7D8WppARtVzsPzDK7R0nh+w/KDLDZwE47D8ddzW5WajsP1v19vYgXuw/sV0ySJ8f7D/TFTJGtcTrP7EwWFmHxus/SqjtEM0b6z/pTrKCEgfrP/IGs+DGTus/EX6VbOg56z+tP0u/k7/sP29696lQBu0/P1HBKBir7T8wu6oM8r3tP0W0fgSRwu0/mlDUz/Wo7j8vHjvXS5TuP0EYp62l4u4/DpsA43Ps7j+1GN6iIN7uP2YVGqox3+4/4CiP7bkB7z/jIxGYakHvP6+Ucw96bu8/6dcUgYpW7z8Rc0BP1WnvPxQSlmIgc+8/5+pd6ndy7z8g1z+SI4DvP11aCOzG6e8/O5bBlR7B7z+hDSrdyZbvP+9Tggl1p+8/UchrJ1QA8D+jkS3hzwfwP0C72lWEJvA/mHBLd7Ld8D+NtkOJy8vwP+z5qSzuVfA/AEej+wMf8D811Jzmz9zyPzYZY6jWD/M/OrQVAsEC8z9YPJ4O2WDzP00sKAMogvM/vCUt1yc+8z/BK+pAaCLzP45txPpH/fI/89tJ2MVn8z/0dfUyrW/zPyuZQd4ITvM/xNMVfNfZ8j9Q0M4kbiDzPyPhdjKS9/I/C5yJVzz18j+qRFNi4tjyP9PqWLCsjPI/3je0aruM8j9Mqb3JXIPyPyxLHqLqZvI/Ye2a3m5k8j9+5wEy4DryP995MZzGPvI/Jj+skPJL8j+f5H4qW1fyP/2yPAfKZPI//GiAVv6B8j+IANNNxnHyPx4uAMi7dPI/Tji0TnNp8j9ZBRYHOl/yPzCC/1ywXvI/rCxexEpD8j9qYBg56tPxP74jX8IE0fE/EEaxfF3A8T/hLcTy/oLxP01KLKDgcvE/mePfseJ28T9WYxp0dGbxP2gWCre5W/E/9cMXfKZi8T+m27InN1jxP9lSrtWUVfE/QrB0jFJn8T/ySgRBQobxP7dBRZhTi/E/MTBk5lOQ8T+KH1apOo7xP/B8dEuZi/E/Hg2E/mbH8T8+Y6HrCtTxP56rvOiI1vE/2U9vmJbN8T+1pwynaNHxP/Yb6wPc3/E/RqvxC1e38T9Vz6V2QbvxPwjJGytStPE/JynGX++/8T8N4iuR+hvxPx/DPfu2HfE/MoIVAao88T+fXKCfSOjxP6ssy8xX5vE/YIilkpri8T/fTPmrJvDxP+QtL7RO9PE/WTQua+L08T8MGmjLpOrxP7NdA5cezvE/PGfOsFAP8j+vYYUws7XxP37pjluf6/E/43Ie1Zij8T+d7Iq5GETxP24BmhxlcfE/w6KsNX178T85rqyK14vxPzGELxgWQfE/BiJRH09o8T8vlZhOImrxP+l2Ld5uQfE/Uuvq58JD8T81fgmGUi3xP/Ss3mDILvE/lV7TyJUk8j+5dQWuaF/yP6MdDAAjVfI/gMsJZlRd8j9PWgUxO5PyP+9Avzf0k/I/+vEDeOOc8j8ncjWYnrXzP1tStJ6zqfM/2ZtSPlCv8z+SCL297ND0P5j5Im6B5vQ/gV4tNHq39D8pwzOleq/1P+QTzNdwpvU/lIese02Q9T8+4FZFnHz1P2CQFbRkL/U/WDVIz/o29T+2nwnuuV70PyGtB6ihBPQ/XDfZp2uv8z/ta8E6TBvzP8TKjF/TKPM/UqcQ5V+I8j9Dv/JMP0vyP4xVCWpSQPI/tzdlZP5/8j9vuBsbTV3yP4hIwesmTfI/6kJEl7RI8j+mABlAl0vyP5dj9OAQjPI/p2h95ZK38j+Vg00XWYryP3pJGpnNf/I/QOIuPKUu8j+a9K7mprfvP4G/9Y714u8/dklPE/Au8D8SIFT0+TvwP14yhJNQP/A/Kb7dBZAn8D8pe17WRzHwPzVHsKyxPfA/2Ow/oYk18D913YOr2/LuP3M3CFFQye4/U7pGXHtA7z+KeF3x4lbwP5oJbmfBWvA/6ujBobg58D9tlFGYgwjwP1kpknyFZfA/TbNVzFAx8D/MFH4BlSzwP5BqQzWoXvA/ye7tIYNf8D8oduN2g2LwP0Elv4qOc/A/Q60E1yS17T8wufhB+cHtP6WRiBDhtO0/beYPpGns7T+qzyGllTXtP+uf4YHVH+0/K/KVf3I37T+2nrWPNF3tPyjjjoX+ou4/0Yx6vF5o7j9iCb5L7r3tP3LD9S3VyO0/9CjuUbwV7j9wYANdy7TsPytZ86t7wOw/PAvnOd157D++vRLfJZPsP/moWDO9muw/qoAStkuK7D/CMc97Yo/tP/j42RIlme0/KFy9X+3W7T9Zs4BQkRDuPzPaFjso3e0/dG3mMBnn7T/CR0nPhMLtP/O01vUj0+0/WoM8Gzyi7T8paaaoiLDtP+7v/mCLXe0/DHpkmipf7T8BVrQth13tPzqEKLfBC+0/T5xaPlLI6z/DMwoxFL3rP/nnvx2OROw/xoGfQxQB7D9mV7k1BgHsPwBUuuzNIew/bXq3T4dS7D9zhAvUODHsP8D2DYeaIew/RFlguApg7D+mEKyQ9VzsP74Pz+lsY+w/fpXwIl1n7D/DjX47WqbsP1VeKD+1kuw/vSN7jq2M7D+Huh9zrmLsPxpMb7VVYew/7nBYyWVv7D8qe8WKvHrsP53ElQgqquw/kwxLKn6m7D/5clAAJKbsP4UiqypCnuw/fuGh01aY7D97n2jfb4zsP/C75qHv5ew/pxpuEhUA7T/+slRGzP/sP9sBkLuEAu0/IOY9mAz/7D/L5H23RAntP+7uumsiDO0/RzAC6kwV7T9kDYYbdhHtP9Aja0Kzq+w/6uftXuCr7D9rbabTRZPsP+8MQf2ejew/YOnM7vyT7D+45cQSu73sPy2y6qHRxew/PnyIsBPR7D/fLhVYcbjsP/0D8CHexew/vj+BRYTG7D9y/OpppbDsP0Hl48B5yuw/NWlTR2PI7D9pTT2u58/sP8pY+wLy5+w/PABURBzo7D+U3EaeT/3sP1YOlWdiBu0/tLDFTMkd7T8vZfKcDUXtP/z598ZcbO0/iXfQSBxs7T8KzaSIyG3tP8KsxHbGa+0/GuEKBrL/7T/GvmN6jnTuPxkkCAAcP+4/h3Qq4qo97j9YyrUPLynwPweggZdJnPA/WWELO15T8D8sSjwWy1HwP2sHg0K9QPA/Vf3xH5y57z9AD9dNzQLwP5NxkBatI/A/oztU0nMs8D9Kw6ruNBTwP9tLvKxc3/A/9VVJXqLL8D/OM9zQs7jwP6PQ3vGI1/A/2hqsRqLu8D8NIFnhfOjwP86AnGPuvPA/XgRI87Zc8T/w4ZGuaCvxPxx27mUwL/E/9KGdyHlW8T+esnYnqmXxP8bvziM3YvE/TUOfDo1h8T+g+XwGWl7xP57bYIMHF/E/k6v2x8i38D8xByWVqdrwP/TtmlXJ5/Q/cmwC7JQW9T/W66fS29L0PxuxCzho6PQ/XVZu5NBT9T/4XteHqOL0P2gGcqO44fQ/9zRb1RlW9T8wAUVBRYz1P9VY4tQFs/U/hBZtYixT9T+hPFvo2JH1PxLyo5GSfvU/Q9YB2nfQ9T/3HpV2cCD2P7eRz5qnDPY/XRWy8M8K9j88BVFrpyr2P8/2n6Z4rPY/Z6OuvGOw9j8za3hQTdL2P1MiqpH8w/Y/FGYWB3aX9j+9X5ppD7j3P4vecyhKePc/l1hFw1I/+D+Ddcjp1Dn4P8Wa+THaMfg/QafX5+lZ+D/MfIvJYy34P/uucjm5Kvg/IqPtNA0c+T81Sz0e30v6P6p/LE+kM/o/MlLg/hpx+j+gKaoo87H5P9oELRyHovo/ZYUXb5SR+T9lG3jFHDX5P01gxGjQe/U/4uSfNhTN9D8cUjwzdmH0P0uOfESmUvQ/X5Two0Rf9D+RAobnO3P0P+7Nu9/+V/Q/cYebtWBR9D8YIsABSSH0P8R3FU9tO/Q/VjqHXMO+8z9VnZQ1L4HzP0AipodXivM/ex3OexKa8z8aCst3wpbzP2t9agHYgPM/pTrW5UeG8z83/sTq8fPyPz1Ux3d8ePM/+4C4YF+I8z9MAJNS54rzP7Ekhg8H/PA/CIgRymwY8T/cbGlJDBnxP0obIWgnBvE/5Qa23/f38D8K+g135dzwPzhBTjEvwvA/TKM/P2T38D8BlPguYm3xP/JUWbd3cvE/FL4yeun58D86dhL0leTwP6k6QP5D0vA/HNFc4k618D9DPYfeGKXwP9fsw74F1PA/dnkFkfGv8D+OmTtYfM7wP/U1KCRVq/A/3yjBGviW8D9indcuc5fwP7Or7OdqpvA/eJWXfZ7G8D8jhUuBLzLwP4W5rtXyLvA/0Oude5Hu7z+jfLjj3xjwP4mU77wkCvA/rJH+c2Kg7z8u5T8Dl5DvP+WuZcBmke8/+jc5yDWg7z/jENxxoO7uPzPmJ8JjzO4/9SqpF5Ko7j/C0Z0+ZLTuP041caMPAO4/XKjJm9qy7j+xRWP3HfzuP2Yaauqu9e8/QCAxhbhY8D9QwWFchRLxP5wMp7199/A/XxJ/Q/Pl8D8ddwjcouTwP2KZm7whPvE/WJoUrmM/8T9rJ3EC5WTxP3zLMW2ZDPE/euekJqo58T8iskWLu2DxP7xpyS7dZfE/8t5ZrAZv8T9dIqz8NB/xP7bULgHGHvE/WdPMkW1+8T/0klXoBK7xP4KtHZ3jqvE/EMdydRIq8j/u9dnwLB/yPzD32d0bL/I/SgQIQrgq8j9SJ29eF0HyP9eHTn9bW/I/HOIA6mGL8j+WoyUapBbzP7cRWCKwM/M/sIRqdv4Y8z9pczqv/sjyP/+I0RAxx/I/4yJJmRJk8z8XffnMaFrzP7jWvi6RnvM/aFe8TTwe9D/DTg8j5xX0P+SLs8pc8PM/F57rsR8Q9D8lhoT/NAz0P8uxh/oWT/Q/Ch0mAHK19D/oLUFwlX/0P2YVZw7OdfQ/D6yLqsto9D+UMnuxbOP0P1ZZrLdo8PQ/GHl48p7I9D9QM/UOWe30P3/5vNXDF/U/CAYrc6999T+wCdZv+yn1PzqBKVvlIPU/VeH4m1M49T8f7ACiJQb1PypclWz4vPU/oRHoHGeT9T8/2FSTM0/1P58rfpTI0/Q/n/d4elaG9D83nS/3iIr0P3HtDU8PfvQ/hFx0h81K9D/Jq1tE7wf0P4wxIS9HCPQ/9q8gkBfn8z+57HGeeq7zP1EBPbY0TPM/I2cun6NE8z+eMdbZGSDzP603Fio8OvM/D7zhn6Mz8z+5iHmEwFzzP4TY556tRvM/K/f8kAz78j8GQtcvBMjyP0bySIpF4vI/jKE4f5kF8z8ZDa9l+s7yP8ILQGQSy/I/eA7UFsZy8j9HIqDKbWLyPw9cA6XWW/I/FRmc5x4c8j/Yc1THyjryPzZB7XWmJfI/QR135mQP8j8onV1ebtPxPwgJqWav0PE/2jlZIRLF8T9mWARCeRjxP44CU2oUWfE/xG4r3bxm8T/H9iuFvG3xP8DHPScIUPE/3t+P+esY8T+L3aGZUQrxP5yyMDFOC/E/ep9T9LAR8T9u7+TaRgnxPwwZmcBo5vA/wkR+osDQ8D8t+GtXJMXwP6ggu8ZrdPA/h5eqmJvk7z8OG3HYA1PwPxJJVsduGvA/6sHFMClb7z/B3nheZjHwP9jkoQIwNfA/yd9h59gE8D9uB3JF7ljvP1QGpsJgaO8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"title": { "text": "Rolling 60d beta vs SOXX — all SOXX constituents shown" }, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "rangeslider": { "thickness": 0.06, "visible": true }, "title": { "text": "timestamp" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "beta" } } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idx = get_index(INDEX_KEY)\n", "fig = px.line(betas, title=f'Rolling {WINDOW}d beta vs {idx.benchmark_ticker} — all {INDEX_KEY} constituents shown')\n", "fig.add_hline(y=1.0, line_color='black', line_width=0.8, line_dash='dash')\n", "fig.update_layout(hovermode='x unified', yaxis_title='beta',\n", " xaxis=dict(rangeslider=dict(visible=True), rangeslider_thickness=0.06))\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Most stable vs least stable relationship\n", "\n", "`beta_std` ranks which constituents have kept a *consistent* relationship to the index (safer to model with a fixed-beta assumption) vs which ones have swung around the most (riskiest for a static linear model — matches the lecture's Case 1 failure mode)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Most stable beta (safest for a fixed-beta model):\n", " weight mean_beta latest_beta beta_std beta_min beta_max\n", "TSM 0.042635 0.823937 0.586421 0.119476 0.499192 1.231334\n", "KLAC 0.056423 1.091351 1.147449 0.139182 0.723523 1.453309\n", "AMAT 0.057732 1.127786 1.050606 0.139423 0.844613 1.664680\n", "\n", "Least stable beta (highest drift risk):\n", " weight mean_beta latest_beta beta_std beta_min beta_max\n", "NVDA 0.068114 1.133633 0.309937 0.281258 0.309937 1.705764\n", "MRVL 0.048751 1.214231 1.421519 0.256012 0.449774 2.043009\n", "MU 0.085443 1.119698 1.375092 0.247055 0.612141 1.797352\n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { 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"white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "xaxis": { "anchor": "y", "domain": [ 0, 0.45 ] }, "xaxis2": { "anchor": "y2", "domain": [ 0.55, 1 ] }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "beta" } }, "yaxis2": { "anchor": "x2", "domain": [ 0, 1 ], "matches": "y", "showticklabels": false } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from plotly.subplots import make_subplots\n", "\n", "most_stable = summary.sort_values('beta_std').head(3)\n", "least_stable = summary.sort_values('beta_std', ascending=False).head(3)\n", "\n", "print('Most stable beta (safest for a fixed-beta model):')\n", "print(most_stable)\n", "print('\\nLeast stable beta (highest drift risk):')\n", "print(least_stable)\n", "\n", "fig = make_subplots(rows=1, cols=2, shared_yaxes=True,\n", " subplot_titles=('Most stable beta over time', 'Least stable beta over time'))\n", "for t in most_stable.index:\n", " fig.add_trace(go.Scatter(x=betas.index, y=betas[t], name=t), row=1, col=1)\n", "for t in least_stable.index:\n", " fig.add_trace(go.Scatter(x=betas.index, y=betas[t], name=t), row=1, col=2)\n", "fig.add_hline(y=1.0, line_color='black', line_width=0.6, line_dash='dash', row=1, col=1)\n", "fig.add_hline(y=1.0, line_color='black', line_width=0.6, line_dash='dash', row=1, col=2)\n", "fig.update_layout(height=450, hovermode='x unified')\n", "fig.update_yaxes(title_text='beta', row=1, col=1)\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Try a different index\n", "\n", "Change `INDEX_KEY` above and re-run. A few worth comparing:\n", "- **`SOXX`** — semiconductor names tend to run high beta (>1) to their own sector benchmark, and to be volatile in *how* high.\n", "- **`MSCI_WORLD`** — global mega-caps; interesting to see how consistent (or not) their beta to a world index is versus their beta to their home-market index.\n", "- **`GDX`** (gold miners) — often shows *low or unstable* beta to broad equity benchmarks, since gold miners can decouple from the general market." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.15" } }, "nbformat": 4, "nbformat_minor": 5 }