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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bond ETF Analysis\n",
"\n",
"This notebook analyzes various Bond ETFs, categorizing them by issuer, maturity, and risk. We calculate volatility, min-max ranges, and annualized returns, and visualize their yearly performance.\n",
"\n",
"## 1. Bond Categories\n",
"\n",
"### 1. Broad Market (The \"All-in-One\")\n",
"These funds aim to track the entire U.S. investment-grade bond market, including a mix of Government, Corporate, and Mortgage-backed bonds. They are often used as a core holding for a diversified portfolio.\n",
"- **Representative ETFs**: `BND` (Vanguard Total Bond Market), `AGG` (iShares Core U.S. Aggregate Bond).\n",
"\n",
"### 2. U.S. Treasuries (Government Debt)\n",
"Issued by the U.S. Treasury, these are considered the safest bonds, backed by the \"full faith and credit\" of the U.S. government. They are categorized by maturity:\n",
"- **Short-Term (1-3 years)**: `SHY` (iShares 1-3 Year Treasury Bond).\n",
"- **Intermediate-Term (7-10 years)**: `IEF` (iShares 7-10 Year Treasury Bond).\n",
"- **Long-Term (20+ years)**: `TLT` (iShares 20+ Year Treasury Bond).\n",
"*(Note: Ultra-short ETFs like BIL/SGOV were not included in the dataset)*\n",
"\n",
"### 3. Corporate Bonds\n",
"Issued by companies to fund operations. They offer higher yields than Treasuries due to higher default risk.\n",
"- **Investment Grade**: Bonds from stable, high-quality companies.\n",
" - **Representative ETF**: `LQD` (iShares iBoxx $ Investment Grade Corporate Bond).\n",
"- **High-Yield (\"Junk Bonds\")**: Bonds from companies with lower credit ratings, paying higher interest but with significant risk.\n",
" - **Representative ETF**: `HYG` (iShares iBoxx $ High Yield Corporate Bond).\n",
"\n",
"### 4. Municipal Bonds (\"Munis\")\n",
"Issued by states, cities, or counties. Interest is usually exempt from federal income tax.\n",
"- **Representative ETF**: `MUB` (iShares National Muni Bond).\n",
"\n",
"### 5. Specialized Categories\n",
"- **TIPS (Inflation-Protected)**: Bonds that adjust principal value based on inflation (CPI).\n",
" - **Representative ETF**: `TIP` (iShares TIPS Bond).\n",
"*(Note: International/Emerging Markets ETFs like BNDX/EMB were not included in the dataset)*"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import os\n",
"\n",
"# Settings for cleaner output\n",
"pd.options.display.float_format = '{:.2f}'.format\n",
"sns.set_theme(style=\"whitegrid\")\n",
"plt.rcParams['figure.figsize'] = [12, 6]\n",
"\n",
"# ETF Metadata mapping Symbol -> (Description, Category)\n",
"etf_metadata = {\n",
" 'AGG': {'Description': 'iShares Core U.S. Aggregate Bond', 'Type': 'Broad Market'},\n",
" 'BND': {'Description': 'Vanguard Total Bond Market', 'Type': 'Broad Market'},\n",
" 'HYG': {'Description': 'iShares iBoxx $ High Yield Corporate', 'Type': 'Corporate (High Yield)'},\n",
" 'IEF': {'Description': 'iShares 7-10 Year Treasury', 'Type': 'U.S. Treasuries (Intermediate)'},\n",
" 'LQD': {'Description': 'iShares iBoxx $ Inv Grade Corp', 'Type': 'Corporate (Inv Grade)'},\n",
" 'MUB': {'Description': 'iShares National Muni Bond', 'Type': 'Municipal'},\n",
" 'SHY': {'Description': 'iShares 1-3 Year Treasury', 'Type': 'U.S. Treasuries (Short)'},\n",
" 'TIP': {'Description': 'iShares TIPS Bond', 'Type': 'Inflation-Protected'},\n",
" 'TLT': {'Description': 'iShares 20+ Year Treasury', 'Type': 'U.S. Treasuries (Long)'}\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Data Loading\n",
"We load the 1-month historical data for the available tickers from the `data/` directory."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading data...\n",
"Loaded BND: 225 months\n",
"Loaded AGG: 268 months\n",
"Loaded SHY: 282 months\n",
"Loaded IEF: 282 months\n",
"Loaded TLT: 282 months\n",
"Loaded LQD: 282 months\n",
"Loaded HYG: 225 months\n",
"Loaded MUB: 220 months\n",
"Loaded TIP: 265 months\n",
"\n",
"Combined Data Range: 2002-07-01 to 2025-12-01\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>BND</th>\n",
" <th>AGG</th>\n",
" <th>SHY</th>\n",
" <th>IEF</th>\n",
" <th>TLT</th>\n",
" <th>LQD</th>\n",
" <th>HYG</th>\n",
" <th>MUB</th>\n",
" <th>TIP</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2025-08-01</th>\n",
" <td>72.37</td>\n",
" <td>97.52</td>\n",
" <td>81.44</td>\n",
" <td>94.35</td>\n",
" <td>84.70</td>\n",
" <td>107.36</td>\n",
" <td>78.55</td>\n",
" <td>102.80</td>\n",
" <td>109.27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2025-09-01</th>\n",
" <td>73.17</td>\n",
" <td>98.62</td>\n",
" <td>81.69</td>\n",
" <td>94.96</td>\n",
" <td>87.75</td>\n",
" <td>109.44</td>\n",
" <td>79.27</td>\n",
" <td>105.08</td>\n",
" <td>109.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2025-10-01</th>\n",
" <td>73.62</td>\n",
" <td>99.23</td>\n",
" <td>81.96</td>\n",
" <td>95.66</td>\n",
" <td>88.99</td>\n",
" <td>109.58</td>\n",
" <td>79.27</td>\n",
" <td>106.35</td>\n",
" <td>110.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2025-11-01</th>\n",
" <td>74.05</td>\n",
" <td>99.83</td>\n",
" <td>82.31</td>\n",
" <td>96.59</td>\n",
" <td>89.22</td>\n",
" <td>110.61</td>\n",
" <td>79.83</td>\n",
" <td>106.58</td>\n",
" <td>110.24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2025-12-01</th>\n",
" <td>74.19</td>\n",
" <td>100.02</td>\n",
" <td>82.73</td>\n",
" <td>96.35</td>\n",
" <td>88.03</td>\n",
" <td>110.65</td>\n",
" <td>80.64</td>\n",
" <td>106.96</td>\n",
" <td>110.06</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" BND AGG SHY IEF TLT LQD HYG MUB TIP\n",
"Date \n",
"2025-08-01 72.37 97.52 81.44 94.35 84.70 107.36 78.55 102.80 109.27\n",
"2025-09-01 73.17 98.62 81.69 94.96 87.75 109.44 79.27 105.08 109.59\n",
"2025-10-01 73.62 99.23 81.96 95.66 88.99 109.58 79.27 106.35 110.16\n",
"2025-11-01 74.05 99.83 82.31 96.59 89.22 110.61 79.83 106.58 110.24\n",
"2025-12-01 74.19 100.02 82.73 96.35 88.03 110.65 80.64 106.96 110.06"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tickers = ['BND', 'AGG', \n",
" 'SHY', 'IEF', 'TLT', \n",
" 'LQD', 'HYG',\n",
" 'MUB', \n",
" 'TIP']\n",
"data_folder = 'data'\n",
"dfs = {}\n",
"\n",
"print(\"Loading data...\")\n",
"for ticker in tickers:\n",
" file_path = f\"{data_folder}/{ticker}_1mo.csv\"\n",
" if os.path.exists(file_path):\n",
" # Load data, parsing 'Date' as index\n",
" df = pd.read_csv(file_path, index_col='Date', parse_dates=True)\n",
" # Using 'Close' as per available data\n",
" dfs[ticker] = df['Close']\n",
" print(f\"Loaded {ticker}: {len(df)} months\")\n",
" else:\n",
" print(f\"Warning: {file_path} not found\")\n",
"\n",
"# Combine into a single DataFrame\n",
"prices = pd.DataFrame(dfs)\n",
"# Drop rows with NaN to ensure consistent comparison timeline\n",
"# prices = prices.dropna()\n",
"print(f\"\\nCombined Data Range: {prices.index.min().date()} to {prices.index.max().date()}\")\n",
"prices.tail()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Statistical Analysis\n",
"We calculate the following metrics:\n",
"- **Annualized Return**: The geometric average amount of money earned by an investment each year over a given time period.\n",
"- **Volatility (Annualized)**: Assessment of the variation of prices over time, derived from the standard deviation of monthly returns.\n",
"- **Min-Max Date Range**: The start and end dates of the data used."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Type</th>\n",
" <th>Description</th>\n",
" <th>Annualized Return (%)</th>\n",
" <th>Volatility (Ann. %)</th>\n",
" <th>Data Range</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Ticker</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>BND</th>\n",
" <td>Broad Market</td>\n",
" <td>Vanguard Total Bond Market</td>\n",
" <td>3.09</td>\n",
" <td>4.66</td>\n",
" <td>2007-04-01 to 2025-12-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AGG</th>\n",
" <td>Broad Market</td>\n",
" <td>iShares Core U.S. Aggregate Bond</td>\n",
" <td>3.12</td>\n",
" <td>4.53</td>\n",
" <td>2003-09-01 to 2025-12-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SHY</th>\n",
" <td>U.S. Treasuries (Short)</td>\n",
" <td>iShares 1-3 Year Treasury</td>\n",
" <td>1.98</td>\n",
" <td>1.61</td>\n",
" <td>2002-07-01 to 2025-12-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IEF</th>\n",
" <td>U.S. Treasuries (Intermediate)</td>\n",
" <td>iShares 7-10 Year Treasury</td>\n",
" <td>3.65</td>\n",
" <td>6.69</td>\n",
" <td>2002-07-01 to 2025-12-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TLT</th>\n",
" <td>U.S. Treasuries (Long)</td>\n",
" <td>iShares 20+ Year Treasury</td>\n",
" <td>3.76</td>\n",
" <td>13.56</td>\n",
" <td>2002-07-01 to 2025-12-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LQD</th>\n",
" <td>Corporate (Inv Grade)</td>\n",
" <td>iShares iBoxx $ Inv Grade Corp</td>\n",
" <td>4.70</td>\n",
" <td>7.98</td>\n",
" <td>2002-07-01 to 2025-12-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HYG</th>\n",
" <td>Corporate (High Yield)</td>\n",
" <td>iShares iBoxx $ High Yield Corporate</td>\n",
" <td>4.92</td>\n",
" <td>10.37</td>\n",
" <td>2007-04-01 to 2025-12-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MUB</th>\n",
" <td>Municipal</td>\n",
" <td>iShares National Muni Bond</td>\n",
" <td>3.15</td>\n",
" <td>5.28</td>\n",
" <td>2007-09-01 to 2025-12-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TIP</th>\n",
" <td>Inflation-Protected</td>\n",
" <td>iShares TIPS Bond</td>\n",
" <td>3.56</td>\n",
" <td>5.91</td>\n",
" <td>2003-12-01 to 2025-12-01</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Type Description \\\n",
"Ticker \n",
"BND Broad Market Vanguard Total Bond Market \n",
"AGG Broad Market iShares Core U.S. Aggregate Bond \n",
"SHY U.S. Treasuries (Short) iShares 1-3 Year Treasury \n",
"IEF U.S. Treasuries (Intermediate) iShares 7-10 Year Treasury \n",
"TLT U.S. Treasuries (Long) iShares 20+ Year Treasury \n",
"LQD Corporate (Inv Grade) iShares iBoxx $ Inv Grade Corp \n",
"HYG Corporate (High Yield) iShares iBoxx $ High Yield Corporate \n",
"MUB Municipal iShares National Muni Bond \n",
"TIP Inflation-Protected iShares TIPS Bond \n",
"\n",
" Annualized Return (%) Volatility (Ann. %) Data Range \n",
"Ticker \n",
"BND 3.09 4.66 2007-04-01 to 2025-12-01 \n",
"AGG 3.12 4.53 2003-09-01 to 2025-12-01 \n",
"SHY 1.98 1.61 2002-07-01 to 2025-12-01 \n",
"IEF 3.65 6.69 2002-07-01 to 2025-12-01 \n",
"TLT 3.76 13.56 2002-07-01 to 2025-12-01 \n",
"LQD 4.70 7.98 2002-07-01 to 2025-12-01 \n",
"HYG 4.92 10.37 2007-04-01 to 2025-12-01 \n",
"MUB 3.15 5.28 2007-09-01 to 2025-12-01 \n",
"TIP 3.56 5.91 2003-12-01 to 2025-12-01 "
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Calculate Monthly Returns\n",
"# returns = prices.pct_change().dropna() # No longer dropping globally\n",
"\n",
"# Create Summary DataFrame\n",
"summary_data = []\n",
"\n",
"for ticker in prices.columns:\n",
" # Get valid data for this specific ticker\n",
" series = prices[ticker].dropna()\n",
" if series.empty:\n",
" continue\n",
" \n",
" start_date = series.index[0]\n",
" end_date = series.index[-1]\n",
" \n",
" # 1. Annualized Return (Compound Annual Growth Rate - CAGR)\n",
" # CAGR = (End Value / Start Value) ^ (1 / n_years) - 1\n",
" n_years = (end_date - start_date).days / 365.25\n",
" if n_years <= 0:\n",
" cagr = 0\n",
" else:\n",
" total_return_multiple = series.iloc[-1] / series.iloc[0]\n",
" cagr = (total_return_multiple ** (1 / n_years)) - 1\n",
"\n",
" # 2. Annualized Volatility\n",
" # Std Dev of monthly returns * sqrt(12)\n",
" # Use pct_change on the cleaned series\n",
" vol = series.pct_change().std() * np.sqrt(12)\n",
" \n",
" meta = etf_metadata.get(ticker, {})\n",
" summary_data.append({\n",
" 'Ticker': ticker,\n",
" 'Type': meta.get('Type', ''),\n",
" 'Description': meta.get('Description', ''),\n",
" 'Annualized Return (%)': cagr * 100,\n",
" 'Volatility (Ann. %)': vol * 100,\n",
" 'Data Range': f\"{start_date.date()} to {end_date.date()}\"\n",
" })\n",
"\n",
"summary = pd.DataFrame(summary_data).set_index('Ticker')\n",
"summary\n",
"#summary.sort_values(by='Volatility (Ann. %)', ascending=True)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Yearly Return Deltas\n",
"Visualizing the year-over-year performance of each ETF."
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/tp/p42g02w179qb2l_6vyx9ycqc0000gn/T/ipykernel_59910/2019749528.py:14: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
" annot_labels = data_to_plot.applymap(lambda v: f\"{v:.1f}\" if pd.notnull(v) else \"N/A\")\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1400x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Resample to Yearly frequency, taking the last price of each year\n",
"yearly_prices = prices.resample('YE').last()\n",
"# Calculate Yearly Returns\n",
"#yearly_returns = yearly_prices.pct_change().dropna()\n",
"#yearly_returns.index = yearly_returns.index.year\n",
"\n",
"# 1. Prepare the data (as you already have)\n",
"yearly_returns = yearly_prices.pct_change()\n",
"yearly_returns.index = yearly_returns.index.year\n",
"data_to_plot = yearly_returns.T * 100\n",
"\n",
"# 2. Create a matching matrix of strings for the labels\n",
"# This formats numbers to 1 decimal and puts 'N/A' where data is missing\n",
"annot_labels = data_to_plot.applymap(lambda v: f\"{v:.1f}\" if pd.notnull(v) else \"N/A\")\n",
"\n",
"# Plot Heatmap\n",
"plt.figure(figsize=(14, 8))\n",
"sns.heatmap(data_to_plot, \n",
" annot=annot_labels, \n",
" fmt=\"\", \n",
" cmap=\"RdYlGn\", \n",
" center=0, \n",
" cbar_kws={'label': 'Return (%)'})\n",
"\n",
"\n",
"plt.title('Yearly Return Deltas (%)', fontsize=16)\n",
"plt.xlabel('Year')\n",
"plt.ylabel('ETF')\n",
"plt.xticks(rotation=45)\n",
"plt.tight_layout()\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.13.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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