Current_Riskfree_Rates.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "logical-retailer",
   "metadata": {},
   "source": [
    "# Analysis of US Past, Present, and Future Riskless rates as represented by Fed Funds Rates and 10-Year Treasury Yields\n",
    "The Federal Funds Rate and 10-year Treasury Securities yield are used as short-term and long-term riskfree rates respectively. The federal funds rate is the interest rate at which depository institutions trade federal funds (balances held at Federal Reserve Banks) with each other overnight. When a depository institution has surplus balances in its reserve account, it lends to other banks in need of larger balances.10-Year Treasury Yield indicates the rate at which U.S. Department of the Treasury can presently borrow from the public. \n",
    "\n",
    "There's a relationship between riskfree rates (e.g. 10-year Treasury rates) and CPI + real GDP growth rates. CPI + GDP growth rates is known as _the intrinsic riskfree rate_. In theory the 10-year Treasury rate should be similar to the intrinsic riskfree rate.\n",
    "\n",
    "In this notebook I first construct the current riskfree curve (based on the most recent US Treasury Yields of different maturities) as well as current real rates curve based on the most recent Treasury inflation protected security (TIPS) yields of different maturities. This allows to infer forward 10-year Treasury Yields later in this notebook.\n",
    "\n",
    "Unlike the [US CPI, Fed Funds Effective Rate, Market Yield on US Treasury Securities at 10-Year... notebook](https://github.com/ilchen/US_Economic_Data_Analysis/blob/main/CPI_and_Fed_Funds_Rates.ipynb) where I look at monthly changes in riskfree rates, expected inflation, and riskless curves, in this notebook I then concentrate on inferring future Fed Funds rates and 10-year Treasury Yields from the futures contracts traded on CME and depict the past, present, and future riskfree rates in one graph. For 10-year Treasury Yields I also use forward yields inferred from the earlier constructed  US Treasury Yield curve."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "significant-cylinder",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uncomment if running in Google Colaboratory, otherwise the import of the curves module in the cell below will fail\n",
    "#!git clone -l -s https://github.com/ilchen/US_Economic_Data_Analysis.git cloned-repo\n",
    "#%cd cloned-repo\n",
    "\n",
    "# Install the latest version of pandas-datareader and yfinance\n",
    "# !pip install pandas-datareader -U\n",
    "# !pip install yfinance==0.2.41"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "tender-wages",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.ticker as mtick\n",
    "import pandas_datareader.data as web\n",
    "from pandas.tseries.offsets import BDay, MonthBegin, MonthEnd\n",
    "from dateutil.relativedelta import relativedelta\n",
    "from datetime import date\n",
    "\n",
    "from pricing import curves, futures_rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "incredible-option",
   "metadata": {},
   "outputs": [],
   "source": [
    "report_end = date.today()\n",
    "report_start = report_end - relativedelta(months=+28)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "possible-instruction",
   "metadata": {},
   "outputs": [],
   "source": [
    "dff_tr10 = web.get_data_fred(['DFF', 'DGS10'], start=report_start, end=report_end) / 100."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "enclosed-therapist",
   "metadata": {},
   "source": [
    "## Current US Treasury and US Real Rates Curves\n",
    "In this part of the notebook I construct the US Treasury Yield curve based on the most recent market yields on U.S. Treasury Securities at different maturities published by [FRED](https://fred.stlouisfed.org). I also use this curve in the second half of the notebook to infer forward treasury yields. I use the Fed Funds effective rate as proxy for instantaneous riskless rate.\n",
    "\n",
    "\n",
    "I also constuct the most recent US Real Treasury yield curve. Real rates are yields on Treasury inflation protected security (TIPS). The reason they are called _real_ is because an investor in a TIPS security is automatically compensated for CPI inflation. That is the current yield on a TIPS security is the rate of return the investor is guaranteed to get when inflation is accounted for.\n",
    "\n",
    "Unfortunately the Fed only publishes TIPS yields for a limited set of constant maturities: 5 years, 7 years, 10 years, 20 years, and 30 years. In the following part of the notebook I constract the missing maturities for 1 and 2 years by subtracting the most recent expected inflation for 1 and 2 years from treasury yields of the same maturities. For the instant real rate I subtract the most recent CPI from the most recent Fed Funds rate.\n",
    "\n",
    "I use the following dataseries from [FRED](https://fred.stlouisfed.org) to accomplish the task for  Treasury Yield Curve construction:\n",
    "* DFF &mdash; Federal Funds Effective Rate (daily frequency)\n",
    "* DGS1MO &mdash;  Market Yield on U.S. Treasury Securities at 1-Month Constant Maturity, Quoted on an Investment Basis (daily frequency)\n",
    "* DGS3MO &mdash;  Market Yield on U.S. Treasury Securities at 3-Month Constant Maturity, Quoted on an Investment Basis (daily frequency)\n",
    "* DGS6MO &mdash; Market Yield on U.S. Treasury Securities at 6-Month Constant Maturity, Quoted on an Investment Basis (daily frequency)\n",
    "* DGS1 &mdash; Market Yield on U.S. Treasury Securities at 1-Year Constant Maturity, Quoted on an Investment Basis (daily frequency)\n",
    "* ...\n",
    "* DGS20 &mdash; Market Yield on U.S. Treasury Securities at 20-Year Constant Maturity, Quoted on an Investment Basis (daily frequency)\n",
    "* DGS30 &mdash; Market Yield on U.S. Treasury Securities at 30-Year Constant Maturity, Quoted on an Investment Basis (daily frequency)\n",
    "\n",
    "and additionally these series to construct the TIPS Real Yield curve:\n",
    "* CPIAUCSL &mdash; Consumer Price Index for All Urban Consumers, seasonally adjusted (monthly frequency)\n",
    "* EXPINF1YR &mdash; 1-Year Expected Inflation (monthly frequency)\n",
    "* EXPINF2YR &mdash; 2-Year Expected Inflation (monthly frequency)\n",
    "* DFII5 &mdash; Market Yield on U.S. Treasury Securities at 5-Year Constant Maturity, Quoted on an Investment Basis, Inflation-Indexed (daily frequency)\n",
    "* ...\n",
    "* DFII30 &mdash; Market Yield on U.S. Treasury Securities at 30-Year Constant Maturity, Quoted on an Investment Basis, Inflation-Indexed (daily frequency)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "unexpected-hotel",
   "metadata": {},
   "outputs": [],
   "source": [
    "today = date.today()\n",
    "\n",
    "# Constructing the riskless yield curve based on the current fed funds rate and treasury yields\n",
    "data = web.get_data_fred(\n",
    "    ['DFF', 'DGS1MO', 'DGS3MO', 'DGS6MO', 'DGS1', 'DGS2', 'DGS3', 'DGS5', 'DGS7', 'DGS10', 'DGS20', 'DGS30'],\n",
    "    today - relativedelta(weeks=+6) - BDay(2), today)\n",
    "data.dropna(inplace=True)\n",
    "\n",
    "cur_date_curve = data.index[-1].date()\n",
    "\n",
    "# You can also choose an arbitrary trading date in the past that falls into the range of dates that were retrieved\n",
    "# in the above call. I took care to ensure that a run with a past date would be make a past run reproducable.\n",
    "# cur_date_curve = date(2024, 6, 28)\n",
    "\n",
    "# Please choose an appropritate date in the past for comparison\n",
    "# delta = relativedelta(weeks=+1)\n",
    "delta = relativedelta(months=+1)\n",
    "# past_label = '1 week prior'\n",
    "past_label = '1 month prior'\n",
    "\n",
    "# Ensuring we go back to the last business day a week ago\n",
    "past_date = BDay(0).rollback(cur_date_curve - delta)\n",
    "\n",
    "# Convert to percentage points\n",
    "data /= 100.\n",
    "\n",
    "# Some adjustments are required to bring FED Funds rate to the same day count convention and compounding frequency\n",
    "# as treasury yields (actual/actual with semi-annual compounding):\n",
    "# 1. https://www.federalreserve.gov/releases/h15/default.htm -> day count convention for Fed Funds Rate needs\n",
    "# to be changed to actual/actual\n",
    "# 2. Conversion from annual to semi-annual compounding: https://home.treasury.gov/policy-issues/financing-the-government/interest-rate-statistics/interest-rates-frequently-asked-questions\n",
    "data.DFF *= (366 if curves.YieldCurve.is_leap_year(cur_date_curve.year) else 365) / 360 # to x/actual\n",
    "data.DFF = 2 * (np.sqrt(data.DFF + 1) - 1)\n",
    "\n",
    "offsets = [relativedelta(), relativedelta(months=+1), relativedelta(months=+3), relativedelta(months=+6),\n",
    "           relativedelta(years=+1), relativedelta(years=+2), relativedelta(years=+3), relativedelta(years=+5),\n",
    "           relativedelta(years=+7), relativedelta(years=+10), relativedelta(years=+20),\n",
    "           relativedelta(years=+30)]\n",
    "\n",
    "# Define the riskless yield curve\n",
    "curve = curves.YieldCurve(today, offsets, data[cur_date_curve:cur_date_curve + BDay()].to_numpy()[0, :],\n",
    "                          compounding_freq=2)\n",
    "past_curve = curves.YieldCurve(past_date, offsets,\n",
    "                               data[past_date:past_date+BDay()].to_numpy()[0,:], compounding_freq=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "confirmed-virgin",
   "metadata": {},
   "outputs": [],
   "source": [
    "real_rates = web.get_data_fred(['DFII5', 'DFII7', 'DFII10', 'DFII20', 'DFII30'],\n",
    "                               today - relativedelta(weeks=+6) - BDay(2), today) / 100.\n",
    "real_rates.dropna(inplace=True)\n",
    "\n",
    "# Infer real rates from the most recent expected inflation and current treasury yields\n",
    "expected_infl = web.get_data_fred(['EXPINF1YR', 'EXPINF2YR'], today - MonthBegin(2), today) / 100.\n",
    "\n",
    "# We need to convert expected inflation from annual to semi-annual compounding\n",
    "expected_infl = 2 * (np.sqrt(expected_infl + 1) - 1)\n",
    "\n",
    "real_rates_1y_2y = data.iloc[-1,[4,5]].set_axis(expected_infl.iloc[-1,:].index) - expected_infl.iloc[-1,:]\n",
    "real_rates.insert(0, 'DFII2', real_rates_1y_2y.iloc[1])\n",
    "real_rates.insert(0, 'DFII1', real_rates_1y_2y.iloc[0])\n",
    "\n",
    "# Infer the current real rate from the difference between most recent Fed Funds Rate and CPI\n",
    "cpi = web.get_data_fred('CPIAUCSL', today - MonthBegin(14), today).pct_change(12)\n",
    "\n",
    "# We need to convert cpi from annual to semi-annual compounding, as we did earlier for the fedfunds rate\n",
    "cpi = 2 * (np.sqrt(cpi + 1) - 1)\n",
    "\n",
    "real_rates.insert(0, 'INST', dff_tr10.iloc[-1,0]-cpi.iloc[-1,0])\n",
    "\n",
    "# Unfortunately fewer curve points for TIPS\n",
    "offsets_tips = [relativedelta(), relativedelta(years=+1), relativedelta(years=+2), relativedelta(years=+5),\n",
    "                relativedelta(years=+7), relativedelta(years=+10), relativedelta(years=+20), relativedelta(years=+30)]\n",
    "curve_real_rates = curves.YieldCurve(today, offsets_tips, real_rates[cur_date_curve:cur_date_curve + BDay()].to_numpy()[0, :],\n",
    "                                     compounding_freq=2)\n",
    "past_curve_real_rates = curves.YieldCurve(\n",
    "    today, offsets_tips, real_rates[past_date:past_date + BDay()].to_numpy()[0, :], compounding_freq=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "suitable-reconstruction",
   "metadata": {},
   "outputs": [],
   "source": [
    "curve_points = curve.get_curve_points(120)\n",
    "curve_points_past = past_curve.get_curve_points(120)\n",
    "curve_points.rename('US Treasury Yield', inplace=True)\n",
    "curve_points_past.rename(curve_points.name + f' ({past_label})', inplace=True)\n",
    "\n",
    "curve_points_real = curve_real_rates.get_curve_points(120)\n",
    "curve_points_real_past = past_curve_real_rates.get_curve_points(120)\n",
    "curve_points_real.rename('US TIPS (Real) Yield', inplace=True)\n",
    "curve_points_real_past.rename(curve_points_real.name + f' ({past_label})', inplace=True)\n",
    "\n",
    "# Replacing indices for sake of better visualization\n",
    "df = pd.concat([curve_points, curve_points_real, curve_points_past.set_axis(curve_points.index),\n",
    "                curve_points_real_past.set_axis(curve_points_real.index)], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "extensive-lawyer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.iloc[:,:2].plot(figsize=(20,10), grid=True, title=f'US Treasury Yield Curve on {cur_date_curve:%Y-%m-%d}',\n",
    "                        xlim=(curve_points.index[0], curve_points.index[-1]),\n",
    "                        xticks=curve_points.index[::4], xlabel='', rot=45, ylim=(.01, .056))\n",
    "df.iloc[:,2:].plot(ax=ax, grid=True, xticks=df.index[::4], rot=45, linestyle='--', color=['#1f77b4', '#ff7f0e'])\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, curve_points.index[::4])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "secret-wisconsin",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Yield Curve on 2024-09-19 changed by an average of -17.39bps compared to 1 month prior\n",
      "The TIPS (Real) Curve on 2024-09-19 changed by an average of -17.66bps compared to 1 month prior\n"
     ]
    }
   ],
   "source": [
    "print('The Yield Curve on {:%Y-%m-%d} changed by an average of {:+.2f}bps compared to {:s}'\n",
    "      .format(cur_date_curve, 10000 * (df.iloc[:,0].mean() - df.iloc[:,2].mean()), past_label))\n",
    "print('The TIPS (Real) Curve on {:%Y-%m-%d} changed by an average of {:+.2f}bps compared to {:s}'\n",
    "      .format(cur_date_curve, 10000 * (df.iloc[:,1].mean() - df.iloc[:,3].mean()), past_label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "distinguished-funds",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For up till 10y the Yield Curve on 2024-09-19 changed by an average of -30.26bps compared to 1 month prior\n",
      "For up till 10y the TIPS (Real) Curve on 2024-09-19 changed by an average of -19.65bps compared 1 month prior\n"
     ]
    }
   ],
   "source": [
    "till = cur_date_curve + relativedelta(years=+10)\n",
    "print('For up till 10y the Yield Curve on {:%Y-%m-%d} changed by an average of {:.2f}bps compared to {:s}'\n",
    "      .format(cur_date_curve,\n",
    "              10000 * (df.loc[:till,df.columns[0]].mean() - df.loc[:till,df.columns[2]].mean()), past_label))\n",
    "print('For up till 10y the TIPS (Real) Curve on {:%Y-%m-%d} changed by an average of {:.2f}bps compared {:s}'\n",
    "      .format(cur_date_curve,\n",
    "              10000 * (df.loc[:till,df.columns[1]].mean() - df.loc[:till,df.columns[3]].mean()), past_label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "documentary-threat",
   "metadata": {},
   "outputs": [],
   "source": [
    "offset_in_years = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cubic-aquatic",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average long-term (>3y) treasury yield: 3.92%\n"
     ]
    }
   ],
   "source": [
    "print('Average long-term (>{:d}y) treasury yield: {:.2%}'.format(offset_in_years,\n",
    "    df.loc[(data.index[-1].date()+relativedelta(years=+3)):,df.columns[0]].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "phantom-attachment",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Long-term (>3y) treasury yield: 3.45%-4.17%\n"
     ]
    }
   ],
   "source": [
    "print('Long-term (>{:d}y) treasury yield: {:.2%}-{:.2%}'.format(offset_in_years,\n",
    "    curve_points.loc[(data.index[-1].date()+relativedelta(years=+offset_in_years)):].min(),\n",
    "    curve_points.loc[(data.index[-1].date()+relativedelta(years=+offset_in_years)):].max()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "elect-inspector",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average long-term (>3y) real yield: 1.68%\n"
     ]
    }
   ],
   "source": [
    "print('Average long-term (>3y) real yield: {:.2%}'.format(\n",
    "    df.loc[(data.index[-1].date()+relativedelta(years=+3)):,df.columns[1]].mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "patient-translation",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Long-term (>3y) real yield: 1.30%-1.91%\n"
     ]
    }
   ],
   "source": [
    "print('Long-term (>{:d}y) real yield: {:.2%}-{:.2%}'.format(offset_in_years,\n",
    "    curve_points_real.loc[(data.index[-1].date()+relativedelta(years=+offset_in_years)):].min(),\n",
    "    curve_points_real.loc[(data.index[-1].date()+relativedelta(years=+offset_in_years)):].max()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "intellectual-observer",
   "metadata": {},
   "source": [
    "## Past, Present, and Future: Fed Funds Rates and 10-year Treasury Yields\n",
    "I obtain future Fed Funds Rates and 10-year Treasury Yields from the following futures contracts traded on CME:\n",
    "* [30 Day Federal Funds](https://www.cmegroup.com/markets/interest-rates/stirs/30-day-federal-fund.html) futures contracts, and\n",
    "* [10 Year T-Note](https://www.cmegroup.com/markets/interest-rates/us-treasury/10-year-us-treasury-note.html) futures contracts<sup>1</sup>.\n",
    "I use helper classes `CMEFedFundsFuturesRates` and `CME10YearTNoteFuturesYields` from the `pricing.futures_rates` package to do the heavy lifting.\n",
    "\n",
    "CME allows for a variety of maturities of Treasury notes to be delivered during a 10-Year Treasury Note futures contract's final settlement. In particular Treasury notes with maturities starting from 6.5 years can be delivered. Therefore future yields deduced from these contracts are but a rough approximation of future 10-year Treasury Yields. Therefore in below I use them only for reference. As the main representation of future 10-year Treasury Yields, I use forward treasury yields obtained from the Treasury Yield curve I've constructed in the first half of this notebook. I calculate forward treasury yield for each future month based on the first business day from the month's middle.\n",
    "\n",
    "I retrieve the past and current riskfree rates from the following dataseries provided by [FRED](https://fred.stlouisfed.org):\n",
    "* DFF &mdash; Federal Funds Effective Rate (daily frequency)\n",
    "* DGS10 &mdash; Market Yield on U.S. Treasury Securities at 10-Year Constant Maturity, Quoted on an Investment Basis (daily frequency)\n",
    "\n",
    "[1] Unfortunately only the contracts for the next two quarters are actively traded for [this instrument](https://www.cmegroup.com/markets/interest-rates/us-treasury/10-year-us-treasury-note.quotes.html) on CME. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "prompt-mississippi",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Resampling to monthly frequencies by taking the average for each month,\n",
    "# but using the last price for the current month.\n",
    "ff_tr10 = pd.concat([dff_tr10.loc[:cur_date_curve - MonthEnd(1)].resample('MS').mean(),\n",
    "                     dff_tr10.loc[cur_date_curve - MonthEnd(1) + BDay():cur_date_curve].resample('MS').last()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "dense-professional",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  15 of 15 completed\n",
      "[*********************100%%**********************]  2 of 3 completed\n",
      "\n",
      "1 Failed download:\n",
      "['ZNM25.CBT']: YFTzMissingError('$%ticker%: possibly delisted; No timezone found')\n",
      "[*******************   40%%                      ]  6 of 15 completed"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective function: -0.00102 after 18 iterations\n",
      "Objective function: -0.00057 after 16 iterations\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  15 of 15 completed\n",
      "[*********************100%%**********************]  3 of 3 completed\n",
      "\n",
      "1 Failed download:\n",
      "['ZNM25.CBT']: YFTzMissingError('$%ticker%: possibly delisted; No timezone found')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective function: -0.00100 after 14 iterations\n",
      "Objective function: -0.00158 after 14 iterations\n"
     ]
    }
   ],
   "source": [
    "# Inferring future Fed Funds and 10 Year Treasury Note yields for the futures contracts traded on CME\n",
    "inferrer_ff_rates = futures_rates.CMEFedFundsFuturesRates(cur_date_curve)\n",
    "inferrer_tnote_yields = futures_rates.CME10YearTNoteFuturesYields(cur_date_curve)\n",
    "ff_rates = inferrer_ff_rates.get_rates_for_next_n_months(15)\n",
    "tr10_yields = inferrer_tnote_yields.get_yields_for_next_n_quarters(3)\n",
    "\n",
    "ff_rates_past = inferrer_ff_rates.get_rates_for_next_n_months(15, past_date)\n",
    "tr10_yields_past = inferrer_tnote_yields.get_yields_for_next_n_quarters(3, past_date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "frequent-consolidation",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculating forward treasury yields from the earlier constructed Treasury Yield Curves\n",
    "term = relativedelta(years=+10)\n",
    "\n",
    "def to_forward_yield(forward_date, fn):\n",
    "    forward_date = forward_date + relativedelta(weeks=+2) + BDay(0)\n",
    "    return fn(forward_date, forward_date + term)[0]\n",
    "\n",
    "from functools import partial\n",
    "\n",
    "forward_tr10_yields = ff_rates.index.to_series().apply(\n",
    "    partial(to_forward_yield, fn=curve.get_forward_yield_for_maturity_date))\n",
    "forward_tr10_yields_past = ff_rates.index.to_series().apply(\n",
    "    partial(to_forward_yield, fn=past_curve.get_forward_yield_for_maturity_date))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "electrical-frank",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Renaming the future Fed Funds and T-Note series to have the same name as those retrieved earlier\n",
    "ff_rates.rename(ff_tr10.columns[0], inplace=True)\n",
    "#tr10_yields.rename(ff_tr10.columns[1], inplace=True)\n",
    "forward_tr10_yields.rename(ff_tr10.columns[1], inplace=True)\n",
    "\n",
    "# Concatenating future rates and yields into a DataFrame\n",
    "future_rates = pd.concat([ff_rates, forward_tr10_yields], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "noted-concentrate",
   "metadata": {},
   "outputs": [],
   "source": [
    "# And now merging the past, current, and future rates/yields. Overlapping months can happen when `cur_date_curve`\n",
    "# is set to a date in the past. In that case I take the inferred rates from the futures\n",
    "# contracts rather than the actual ones to make past runs reproducable.\n",
    "#ff_tr10 = ff_tr10.loc[ff_tr10.index < future_rates.index[0]]\n",
    "ext_ff_tr10 = pd.concat([ff_tr10, future_rates])\n",
    "ext_ff_tr10.rename(\n",
    "    columns={'DFF': 'Federal Funds Effective Rate',\n",
    "             'DGS10': '10y Treasury Yield'},\n",
    "    inplace=True)\n",
    "\n",
    "PAST_DATE = f' ({past_label})'\n",
    "FROM_FUTURES = ' (inferred from futures)'\n",
    "FROM_FUTURES_PAST_DATE = f' (inferred from futures, {past_label})'\n",
    "\n",
    "ff_rates.rename(ext_ff_tr10.columns[0] + FROM_FUTURES, inplace=True)\n",
    "ff_rates_past = pd.concat([ff_rates_past, ff_tr10.DFF.iloc[-1:]]).sort_index()\n",
    "ff_rates_past.rename(ext_ff_tr10.columns[0] + FROM_FUTURES_PAST_DATE, inplace=True)\n",
    "forward_tr10_yields.rename('Forward 10y Treasury Yield', inplace=True)\n",
    "forward_tr10_yields_past = pd.concat([forward_tr10_yields_past, ff_tr10.DGS10.iloc[-1:]]).sort_index()\n",
    "forward_tr10_yields_past.rename(forward_tr10_yields.name + PAST_DATE, inplace=True)\n",
    "#tr10_yields_ = pd.concat([tr10_yields, ff_tr10.DGS10.iloc[-1:]]).sort_index()\n",
    "tr10_yields.rename(ext_ff_tr10.columns[1] + FROM_FUTURES, inplace=True)\n",
    "tr10_yields_past.rename(ext_ff_tr10.columns[1] + FROM_FUTURES_PAST_DATE, inplace=True)\n",
    "\n",
    "ext2_ff_tr10 = pd.concat([ff_rates, forward_tr10_yields, ff_rates_past, forward_tr10_yields_past], axis=1)\n",
    "\n",
    "ext2_tr10 = pd.concat([tr10_yields, tr10_yields_past], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "internal-services",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = ext_ff_tr10.plot(figsize=(20,10), grid=True,\n",
    "                      title=f'US Past, Current, and Future (as of {cur_date_curve:%Y-%m-%d}) Fed Funds Rate and 10y Treasury Yield',\n",
    "                      xticks=ext_ff_tr10.index, xlabel='', rot=45)\n",
    "ext2_ff_tr10.iloc[:,:2].plot(ax=ax, grid=True, marker='o', xticks=ext_ff_tr10.index, xlabel='',\n",
    "              rot=45, yticks=np.arange(0, .06, 0.01), color=['#1f77b4','#ff7f0e'])\n",
    "ext2_ff_tr10.iloc[:,2:].plot(ax=ax, grid=True, marker='.', linestyle='--', xticks=ext_ff_tr10.index, xlabel='',\n",
    "              rot=45, yticks=np.arange(0, .06, 0.005), color=['#1f77b4','#ff7f0e'])\n",
    "# ext2_tr10.iloc[:,:1].plot(ax=ax, grid=True, marker='v', linestyle='none', xticks=ext_ff_tr10.index, xlabel='',\n",
    "#               rot=45, yticks=np.arange(0, .06, 0.01), color='#ff7f0e')\n",
    "# ext2_tr10.iloc[:,1:].plot(ax=ax, grid=True, marker='^', linestyle='none', xticks=ext_ff_tr10.index, xlabel='',\n",
    "#               rot=45, yticks=np.arange(0, .06, 0.005), color='#ff7f0e')\n",
    "ax.legend()\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, ext_ff_tr10.index)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "bearing-retirement",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forward 10y treasury yield in 2025-12: 3.78%\n"
     ]
    }
   ],
   "source": [
    "print('Forward 10y treasury yield in {:%Y-%m}: {:.2%}'.format(ext2_ff_tr10.index[-1], ext2_ff_tr10.iloc[-1, 1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "atlantic-entry",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forward 10y treasury yield in 2025-12 changed by -7.88bps compared to 1 month prior\n"
     ]
    }
   ],
   "source": [
    "print('Forward 10y treasury yield in {:%Y-%m} changed by {:+.2f}bps compared to {:s}'.format(\n",
    "    ext2_ff_tr10.index[-1], (ext2_ff_tr10.iloc[-1, 1] - ext2_ff_tr10.iloc[-1, 3]) * 10000, past_label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "canadian-printing",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forward 10y treasury yield for maturities up to 2025-12 changed by an average of -9.14bps\n"
     ]
    }
   ],
   "source": [
    "print('Forward 10y treasury yield for maturities up to {:%Y-%m} changed by an average of {:+.2f}bps'.format(\n",
    "    ext2_ff_tr10.index[-1],\n",
    "    (ext2_ff_tr10.iloc[:, 1].mean() - ext2_ff_tr10.iloc[:, 3].mean()) * 10000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "affiliated-provider",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Futures markets are expecting the Fed Funds rate to be at 2.86% in 2025-12\n"
     ]
    }
   ],
   "source": [
    "print('Futures markets are expecting the Fed Funds rate to be at {:.2%} in {:%Y-%m}'\n",
    "      .format(ext2_ff_tr10.iloc[-1,0], ext2_ff_tr10.index[-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "statewide-breath",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Markets are expecting Fed Funds rate to be -40.4999bps in 2025-12 compared to 1 month prior\n"
     ]
    }
   ],
   "source": [
    "print('Markets are expecting Fed Funds rate to be {:+.4f}bps in {:%Y-%m} compared to {:s}'.\n",
    "      format((ext2_ff_tr10.iloc[-1,0]-ext2_ff_tr10.iloc[-1,2])*10000, ext2_ff_tr10.index[-1].date(), past_label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "developmental-spending",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Future 10y treasury yield for 2025-03 changed by -23.90bps\n"
     ]
    }
   ],
   "source": [
    "print('Future 10y treasury yield for {:%Y-%m} changed by {:.2f}bps'.format(\n",
    "    ext2_tr10.index[-1].date(), (ext2_tr10.iloc[-1, 0] - ext2_tr10.iloc[-1, 1]) * 10000))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ignored-priest",
   "metadata": {},
   "source": [
    "## Past, Present, and Future: Fed Funds Rates and 3-month Treasury Yields\n",
    "In his 30<sup>th</sup> January, 2023 [blog post](https://aswathdamodaran.blogspot.com/2023/01/data-update-3-for-2023-inflation-and.html) Aswath Damodaran made a point about the putative powers of the Fed that it may well not have:\n",
    "> There is no \"interest rate room\" in the Fed, where the Fed chair or FOMC committee, move the levers to set treasury or mortgage rates. The only rate that the Fed does set is the Fed Funds rate, and it is true that you have seen that rate jump from close to zero to just above 4% in 2022. Before you feel the urge to say \"I told you so\", take a look at US treasury rates (3-month and 10-year) on this graph, in relation to the Fed Funds rate, and make your own judgment on whether the rates climb after the Fed hikes the Fed Funds rate (which would you be your working hypothesis if the Fed sets rates) or if the Fed hikes rates in response to market rates going up.\n",
    "\n",
    "In this part of the notebook I extend the analysis to future Fed Funds Rates and forward 3-month Treasury yields.\n",
    "\n",
    "I obtain future Fed Funds Rates and 10-year Treasury Yields from the following futures contracts traded on CME:\n",
    "* [30 Day Federal Funds](https://www.cmegroup.com/markets/interest-rates/stirs/30-day-federal-fund.html) futures contracts, and\n",
    "I use the helper class `CMEFedFundsFuturesRates` from the `pricing.futures_rates` package to do the heavy lifting.\n",
    "\n",
    "I retrieve the past and current riskfree rates from the following dataseries provided by [FRED](https://fred.stlouisfed.org):\n",
    "* DFF &mdash; Federal Funds Effective Rate (daily frequency)\n",
    "* DGS3MO &mdash; Market Yield on U.S. Treasury Securities at 3-Month Constant Maturity, Quoted on an Investment Basis (daily frequency)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "unlimited-framing",
   "metadata": {},
   "outputs": [],
   "source": [
    "tr3m = web.get_data_fred('DGS3MO', start=report_start, end=report_end) / 100."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "unexpected-isaac",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Resampling to monthly frequencies by taking the average for each month,\n",
    "# but using the last price for the current month\n",
    "tr3m = pd.concat([tr3m.loc[:cur_date_curve - MonthEnd(1)].resample('MS').mean(),\n",
    "                  tr3m.loc[cur_date_curve - MonthEnd(1) + BDay():cur_date_curve].resample('MS').last()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "dressed-fleece",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculating forward treasury yields from the earlier constructed Treasury Yield Curves\n",
    "term = relativedelta(months=+3)\n",
    "\n",
    "forward_tr3m_yields = ff_rates.index.to_series().apply(\n",
    "    partial(to_forward_yield, fn=curve.get_forward_yield_for_maturity_date))\n",
    "forward_tr3m_yields_past = ff_rates.index.to_series().apply(\n",
    "    partial(to_forward_yield, fn=past_curve.get_forward_yield_for_maturity_date))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "separate-legislature",
   "metadata": {},
   "outputs": [],
   "source": [
    "forward_tr3m_yields.rename(tr3m.columns[0], inplace=True)\n",
    "# Concatenating future rates and yields into a DataFrame\n",
    "future_ff_tr3m_rates = pd.concat([ff_rates.rename(ff_tr10.DFF.name), forward_tr3m_yields], axis=1)\n",
    "ff_tr3m = pd.concat([ff_tr10.DFF, tr3m.DGS3MO], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "greenhouse-fluid",
   "metadata": {},
   "outputs": [],
   "source": [
    "# And now merging the past, current, and future rates/yields \n",
    "ext_ff_tr3m = pd.concat([ff_tr3m, future_ff_tr3m_rates])\n",
    "ext_ff_tr3m.rename(\n",
    "    columns={'DFF': 'Federal Funds Effective Rate',\n",
    "             'DGS3MO': '3m Treasury Yield'},\n",
    "    inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "ahead-chapel",
   "metadata": {},
   "outputs": [],
   "source": [
    "ff_rates.rename(ext_ff_tr10.columns[0] + FROM_FUTURES, inplace=True)\n",
    "forward_tr3m_yields.rename('Forward 3m Treasury Yield', inplace=True)\n",
    "forward_tr3m_yields_past = pd.concat([forward_tr3m_yields_past, tr3m.DGS3MO.iloc[-1:]]).sort_index()\n",
    "forward_tr3m_yields_past.rename(forward_tr3m_yields.name + PAST_DATE, inplace=True)\n",
    "\n",
    "ext2_ff_tr3m = pd.concat([ff_rates, forward_tr3m_yields, ff_rates_past, forward_tr3m_yields_past], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "hawaiian-phenomenon",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = ext_ff_tr3m.plot(figsize=(20,10), grid=True,\n",
    "                      title=f'US Past, Current, and Future (as of {cur_date_curve:%Y-%m-%d}) Fed Funds Rate and 3m Treasury Yield',\n",
    "                      xticks=ext_ff_tr3m.index, xlabel='', rot=45)\n",
    "ext2_ff_tr3m.iloc[:,:2].plot(ax=ax, grid=True, marker='o', xticks=ext_ff_tr3m.index, xlabel='',\n",
    "              rot=45, yticks=np.arange(0, .06, 0.005), color=['#1f77b4','#ff7f0e'])\n",
    "# ext2_ff_tr3m.iloc[:,2:].plot(ax=ax, grid=True, marker='.', linestyle='--', xticks=ext_ff_tr3m.index, xlabel='',\n",
    "#               rot=45, yticks=np.arange(0, .06, 0.005), color=['#1f77b4','#ff7f0e'])\n",
    "ax.legend(loc='upper left')\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, ext_ff_tr3m.index)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "moderate-ideal",
   "metadata": {},
   "source": [
    "Let's see in which month the divergence between future Fed Funds and 3 month trasury yield is the highest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "fuzzy-control",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Markets are expecting 3m treasury yield to be 34.84bps higher than Fed Funds rate in 2025-12\n"
     ]
    }
   ],
   "source": [
    "idx = (future_ff_tr3m_rates.iloc[:, 0] - future_ff_tr3m_rates.iloc[:, 1]).abs().idxmax()\n",
    "print('Markets are expecting 3m treasury yield to be {:.2f}bps higher than Fed Funds rate in {:%Y-%m}'.\n",
    "      format((ext_ff_tr3m.loc[idx, ext_ff_tr3m.columns[1]] - ext_ff_tr3m.loc[idx, ext_ff_tr3m.columns[0]])*10000,\n",
    "             idx.date()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "focal-associate",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.12.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}