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": 8,
   "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": 9,
   "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": 10,
   "id": "extensive-lawyer",
   "metadata": {},
   "outputs": [
    {
     "data": {
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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": 11,
   "id": "secret-wisconsin",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Yield Curve on 2024-08-23 changed by an average of -41.43bps compared to 1 month prior\n",
      "The TIPS (Real) Curve on 2024-08-23 changed by an average of -23.02bps 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": 12,
   "id": "distinguished-funds",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For up till 10y the Yield Curve on 2024-08-23 changed by an average of -46.31bps compared to 1 month prior\n",
      "For up till 10y the TIPS (Real) Curve on 2024-08-23 changed by an average of -20.08bps 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": 13,
   "id": "documentary-threat",
   "metadata": {},
   "outputs": [],
   "source": [
    "offset_in_years = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cubic-aquatic",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average long-term (>3y) treasury yield: 4.00%\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": 15,
   "id": "phantom-attachment",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Long-term (>3y) treasury yield: 3.65%-4.24%\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": 16,
   "id": "elect-inspector",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average long-term (>3y) real yield: 1.79%\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": 17,
   "id": "patient-translation",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Long-term (>3y) real yield: 1.48%-1.97%\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": 18,
   "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": 19,
   "id": "dense-professional",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  16 of 16 completed\n",
      "[*********************100%%**********************]  3 of 3 completed\n",
      "[                       0%%                      ]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective function: -0.00110 after 16 iterations\n",
      "Objective function: -0.00026 after 17 iterations\n",
      "Objective function: -0.00108 after 17 iterations\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  16 of 16 completed\n",
      "[*********************100%%**********************]  3 of 3 completed"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Objective function: -0.00048 after 18 iterations\n",
      "Objective function: -0.00006 after 16 iterations\n",
      "Objective function: -0.00014 after 17 iterations\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\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(16)\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(16, past_date)\n",
    "tr10_yields_past = inferrer_tnote_yields.get_yields_for_next_n_quarters(3, past_date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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": 21,
   "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": 22,
   "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": 23,
   "id": "internal-services",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UrC1FNqQZPHiwTCZTrq+DBw8WyfMVt5o1a+Z6bcHBwUZnXVOHDh3s/kyGDx9ue8wbb7whb29v7du3T8uWLctz282y96H9Cy+8UGjHz0t0dLTtdTs5OSkoKEj9+vVTfHx8gY5TmMOktLQ0vf7663rjjTds2yZOnKjo6OgCHeejjz5SQkKCtm3bpv379xdKW3H45ZdfFB0drUWLFikhIUFNmjQxOknTp0/X6tWrtW7dOiUkJMjf3/+6+xw+fNhhBkyS9Nprr+ntt99WUlKS0SkoAzjFWQHtO3lRM/88Ikl6o2djuToz4wIAAAAAoCSwWq26bM7K12OzLFa9sXC3rPaOI8kkKXLhHt1Wt5JMsupyRpZcMjLl5GT/cwJPV2eZTPk/LVrXrl01bdq0HNsqV66c7/0LW0ZGhtzc3ArteOPGjdPjjz9uu+3s7Fxoxy4qjz/+uMaNG5djm5eXl+372NhYde/eXTVq1LjmtqLg4+MjHx+fIn0OSfLz89O+fftktVoVFxenp59+Wg888IDWr19f5M9tz3fffSc/Pz/ddttttm35GQj8U2xsrFq2bKnQ0NAbbsnr74jZbJarq+sNH/daYmNjFRQUpFtvvbXAXUUlNjZWDRs2NGxYVBivt0mTJqpTp45mzZqlESNGFFIZYB/ThQKwWq2K+t9uZVms6to4ULeHVjI6CQAAAAAA5NNlc5Yajf01X19hkUt0Kjk9z2NZJZ1MTlNY5BI1iVyqtv/3p5pELs3zePkdDF3h7u6uwMDAHF9Xhhg//vijwsPD5eHhodq1aysqKkqZmZm2fWNjY9WhQwd5eHioUaNGWrp0aa7jHz16VA8++KDKlSunChUq6L777tPhw4dt9185TdTbb7+tqlWrqn797Ovvzpw5U61atZKvr68CAwP10EMP6fTp0wV6bZJs+1/5ujJ8qlmzpiZMmJDjsc2bN1dkZKTttslk0tSpU9W7d295eXkpNDRUCxcuzLHP4sWLVa9ePXl6eqpjx445XpskHTlyRD179lT58uXl7e2txo0ba/Hixdds9vLyyvUz8fPzszVt3rxZ48aNk8lkUmRkpN1tUvZ7369fP9WoUUOVKlXK9d5L0ldffaXGjRvL3d1dQUFBGjlypO39kaTevXvLZDLZbl+9KmXJkiXy8PDIdWqp0aNHq1OnTrbba9asUbt27Wyvf/To0bp06dI13wOTyaTAwEDbUGDo0KHasGGDkpOTbY956aWXVK9ePXl5eal27dp6/fXXZTabJWWvwomKitL27dttq3GurHZJTEzU448/rrp166pcuXLq1KmTtm/ffs2euXPnqmfPnjm2/fMUZx06dNCoUaP04osvqkKFCgoMDMzx+1SzZk19//33mjFjhkwmkwYPHmzrGTVqlKpUqSI/P79cPVfe86lTp6pWrVry8PCwvUeTJk3SvffeK29vb7399tuSrv/39sCBA2rfvv01/97+83U+88wzio+Pz/G70KFDB40cOVJjxoxRpUqV1KVLF0nSypUr1bp1a9vv1Msvv5zj+Tt06KBnnnlGY8aMUfny5VWlShVNmTJFly5d0pAhQ+Tr66u6devq559/zrOpQ4cOGj9+vFatWiWTyaQOHTrY3pN/rvoqV66c7Wdfq1YtSVKLFi1y7NehQweNGTMmx369evWy/YwkqXbt2vrggw/06KOPys/PT0888YSkv3+/PT09FRISolGjRuX4/f78888VGhoqDw8PValSRffff3+O5+nZs6fmzp2b52sFCgsDmgL4ZddJrYs9J3cXJ/27e0OjcwAAAAAAQBmzevVqDRo0SKNHj9aePXv0xRdfKDo62vYhsMVi0SOPPCI3NzetX79ekydP1ksvvZTjGGazWV26dJGvr69Wr16ttWvXysfHR127dlVGRobtccuWLdO+ffu0dOlSLVq0yLbvm2++qe3bt2vBggU6fPhwjg9Li0tUVJQefPBB7dixQ/fcc48GDhyo8+fPS8oegPTp00c9e/bUtm3bNGzYML366qs59h8xYoTS09O1atUq7dy5U//5z39uagVKQkKCGjdurOeff14JCQl64YUX7G67+r1fvHixVq9eneu9nzRpkkaMGKEnnnhCO3fu1MKFC1W3bl1J0saNGyVJ06ZNU0JCgu321e68806VK1dO33//vW1bVlaW5s2bp4EDB0rKHuJ17dpVffv21bZt2/TVV19p7dq1tkFQfpw+fVrz58+Xs7NzjhVQvr6+io6O1p49ezRx4kRNmTJFH330kSSpX79+ev7559W4cWMlJCQoISFB/fr1kyQ98MADOn36tL799ltt3LhR4eHhuvPOO20/V3vWrFmjVq1aXbd1+vTp8vb21vr16/X+++9r3LhxtgHIxo0b1bVrVz344INKSEjQxIkTJUkPPvigzpw5o59++kmbN2+223Pw4EF9//33+uGHH3KcnisyMlK9e/fWzp079dhjj+Xr722fPn2u+ff2nyZOnKhx48YpODg41+/C9OnT5ebmprVr12ry5Mk6fvy47rnnHkVERGj79u2aNGmSvvzyS7311lu53qdKlSppw4YNeuaZZ/TUU0/pgQce0K233qotW7bo7rvv1iOPPKLU1FS7TT/88IMef/xxtW3bVgkJCfrhhx+u+7ORpA0bNkiSfvvttwLtd8Unn3yiZs2aaevWrXr99ddz/H7v2LFD8+bN05o1a2y/35s2bdKoUaM0btw47du3T7/88ovat2+f45itW7fWhg0blJ6e96AeKAyc4iyfLmdk6a2f9kqSnryjjkIqeF1nDwAAAAAA4Eg8XZ21Z1yXfD12Q9x5DZ6W+8Pvf4oeEqFWNcrpYvJF+fr5XvMUZwWxaNGiHAODbt266dtvv1VUVJRefvllPfroo5Ky/+vxN998Uy+++KLeeOMN/fbbbzpw4ICWLFliu67LO++8o27dutmONW/ePFksFk2dOtV22rVp06apXLlyWrFihe2C697e3po6dWqO0wU99thjtu9r166tjz/+WBEREUpJSSnQgOOll17Sa6+9Zrv9zjvvaNSoUfnef/DgwRowYIBt348//lgbNmxQ165dNWnSJNWpU8d2ke/69etrx44dev/99237x8fHq2/fvgoLC7O9luv5/PPPNXXq1BzbvvjiCw0cOFCBgYFycXGRj4+PAgMDJWWfduyf22bNmiWLxaIpU6bo4sWL8vPzy/Xev/XWW3r++ec1evRo2/NERERI+vs0d+XKlbMd85+cnZ3Vv39/zZkzR0OHDpWUPWxLTExU3759JUnvvvuuBg4cqDFjxshisahKlSqaMGGCOnbsqEmTJtlWg/xTUlKSfHx8ZLVabR/Sjxo1St7e3rbHXP1zrVmzpl544QXNnTtXL774ojw9PW3vy9X9a9as0YYNG3Ty5Emlp6fLz89PH374oRYsWKDvvvvOtiriaomJiUpKSlLVqlXttl6tadOmtuvUhIaG6tNPP9WyZct01113qXLlynJ3d5enp6etac2aNdq4caP279+vypUry8nJyW5PRkaGZsyYkev0gw899JCGDBliu/3YY49d9+9tTEyMfv31V9vr+eff23/y9/eXr6+vnJ2dc/0uhIaG5vh9//e//62QkBB9+umnMplMatCggU6cOKGXXnpJY8eOtf271axZM9vP75VXXtF7772nSpUq2U5HOHbsWE2aNEk7duxQo0aNcjVVqFBBXl5ecnNzy/P3054r71/FihULtN8V7du313PPPWd7HcOGDbP9fl95Pz7++GPdcccdmjRpkuLj4+Xt7a0ePXrI19dXNWrUUIsWLXIcs2rVqsrIyNDJkyeL/BSFKNsY0OTTF6tidTzxsqr6e+ipO+oYnQMAAAAAAArIZDLJyy1/H4W0+//27j0u5/vx//jz6px0QKmQHAoxUg6TfeQwljnM+TA+iPBlo2EMYykM29iwDdtMDh/DZ3OY5TDmfJqQcsqpRQ4lOUfH63r9/uh3vT9ddaUuqusVz/vt5rZ1dR0evXpf16uuV+/329MJrvZWSHqUrvc8NCoALvZWaOXpBBUEsi1MUc7CrMAFGkNp3yjX0r4BHhMTgyNHjih/eQ/k7B2Rnp6OZ8+e4eLFi6hatarOm9Z+fn469x0TE4OrV6/C1tZW5/L09HTExcUpHzds2DDfuRxOnTqF0NBQxMTE4MGDB9BoNAByFjz0vWFbkEmTJunseePoaNhh5Bs1aqT8v42NDezs7JRDrcXGxuLNN9/UuX6LFi10Pg4ODsbo0aOxa9cutG/fHr169dK5T30GDhyIadOm6Vzm7OxsULd27POeJ0U79snJybh9+zbefvttg+5XX2uLFi1w+/ZtVKlSBWvXrkXnzp3h4OCgdJw5cwZr165VbiOEgEajQXx8PLy89B85xtbWFlFRUcjKysKOHTuwdu1anW0RyFkAXLx4MeLi4pCamors7GzlUHAFiYmJQWpqar6FjrS0NJ1tMu/nABS4mJRb3u+tq6vrcw/Np+2pXVv3PcC8Pe7u7nrPDZV3r57CnrexsbFwc3N77vPWEE2aNNH5ODY2Fn5+fjrnwXrrrbeQmpqKmzdvonr16gB0x8nU1BSVKlVSFjGB/23vycnJBj3fS5r28H5ahW3fHTp0gLu7O2rVqoWOHTuiY8eOyiETtaytrQGgwL2FiIoLF2iK4OaDZ1i6P+fFd1rn+rC2kP/EdURERERERET04kxNVJjRtT5G/ycKKkBnkUb7FueMrvVhaqKCRqNvCefl2NjYKIe1yi01NRVhYWHo2bNnvs8V5Y1q7X00adJE581LrdxvNufeKwIAnj59ioCAAAQEBGDt2rVwcnJCQkICAgICdA6NVhSOjo56vz4TExMIoTue2vOX5Jb3pOsqlUpZLCqK4cOHIyAgANu2bcOuXbswd+5cLFiwAGPHji3wNvb29nqbDaEd+zVr1ih7HWkX9bR7ahSHZs2aoXbt2li/fj1Gjx6NzZs3K+f70Hb83//9H4KDg6HRaHRatG/W62NiYqKMgZeXF+Li4jB69GisWbMGAHDs2DEMHDgQYWFhCAgIgL29PdavX6/szVSQ1NRUuLq6Yu/evfnGRbuolFelSpWgUqnw4MGDQsfD0O1F27N161adlrw9eZ8jBV1eHM9bQxTUVRh945T7Mu0CjyHPNe3tivK8zquorwf6xlu7fedVvXp1WFhYICoqCvv378euXbsQEhKC0NBQnDhxQvn+ag9lp28Bjqg4cYGmCOZsj0VGtgZ+tSqhU0PDd7MjIiIiIiIiorKn4xuuWPpvX4T9cQGJj9KVy13srTCja310fMO11Jt8fX1x6dKlAhcK6tWrh1u3biExMRFVq1YFAPz999/57mPDhg2oXLlyoXs25Hbx4kXcu3cP8+bNg5ubG4CcczkUJycnJyQmJiofP378GPHx8Qbdh5eXF7Zu3apz2fHjx/Ndz83NDaNGjcKoUaMwdepU/PTTT89doCkOucdeO/55F2Vq1KiBPXv2oG3btnrvw9zcHGq1utDHGjhwINauXYtq1arBxMQEnTt31um4cOECPDw8oNFo8PjxY70thZkyZQpq166N8ePHw9fXF0ePHoW7u7vOnkbXr1/XuY2FhUW+fl9fXyQlJcHMzAy1atUqUouFhQXq16+PCxcuKIflKy65ezw8PF564ayw562Xlxdu3LiBxMREuLrmvK7kfd6+DC8vL2zcuBFCCGWR5ciRI7C1tVUOhViS8j6vr1y5orNninZPvbzbRd7bqdVqnDt3rsDnhlbu7bsgZmZmaN++Pdq3b48ZM2bAwcEBe/fuVRbRzp07h2rVqhm8dx+RoYpnWf4VdvRqCrafTcr5y5n36uvsCkhEREREREREr7aOb7ji8OR2WDeiBRb1b4x1I1rg8OR2RlmcAXLOAbF69WqEhYXh/PnziI2Nxfr165XzRrRv3x4eHh4IDAxETEwMDh06lO+wXAMHDoSjoyO6deuGQ4cOIT4+Hvv370dwcDBu3rxZ4GNr//L822+/xT///IOtW7di1qxZxfr1tWvXDmvWrMGhQ4dw9uxZDBkyROcE9EUxatQoXLlyBZMmTcKlS5fwyy+/YNWqVTrXGTduHP7880/Ex8cjKioK+/btK/CwXlrPnj1DUlKSzr+i7L2Rm3bse/TogaNHj+od+9DQUCxYsACLFy/GlStXEBUVhW+//Va5D+0CTmGPP3DgQERFReHzzz9H7969YWlpqXxu8uTJOHr0KMaMGYPo6GjExcXh999/V06iXlRubm7o0aMHQkJCAOSc6yMhIQHr169HXFwcFi9ejM2bN+vcpkaNGoiPj0d0dDRSUlKQkZGB9u3bw8/PDz179sTevXtx7do1HD16FNOmTXvuImBAQAAOHz5sUHNRaHsGDhyIXbt2FbmnIEV53tapUwdDhgwp8Hn7Mj744APcuHEDY8eOxcWLF/H7779jxowZOudtKUnt2rXDd999h9OnT+PkyZMYNWqUzp45lStXhrW1NXbu3Ik7d+7g0aNHyu22bduGbdu24eLFixg9ejQePnxY6OPl3b6vXLmis31HRERg8eLFiI6OxvXr17F69WpoNBrUrVtXuY9Dhw4V+8IfkT5coHmObLUGoX+cBwAMauGOei5F/6sSIiIiIiIiIno1mJqo4Fe7Ero1rgq/2pVgamK8P94MCAhAREQEdu3ahWbNmqFFixb45ptvlJNYm5iYYM2aNUhPT0fz5s0xfPjwfOcIKVeuHA4ePIjq1aujZ8+e8PLyQlBQENLT05+7R42TkxNWrlyJX3/9FfXr18e8efMwf/78Yv36pk6ditatW6NLly7o3Lkzunfvnu88IIWpXr06Nm7ciC1btsDb2xvLli3D7Nmzda6jVqvx4YcfwsvLCx07dkSdOnWwZMmS597vTz/9BFdXV51/77//vkFt2rF3c3PD4MGD0aBBg3xjP2TIECxcuBBLlixBgwYN0KVLF1y5ckW5jwULFmD37t1wc3PLd2Lz3Dw8PNC8eXOcOXMGAwcO1Plco0aNcODAAVy+fBmtW7dG69atERoaqnMOlKIaP348tm3bhsjISLz33nsYP348xowZg8aNG+Po0aP47LPPdK7fq1cvdOzYEW3btoWTkxPWrVsHlUqF7du3o1WrVhgzZgzq1auH/v374/r16889z09QUBC2b9+uvKFfXFQqFSIiItCyZUsEBQWhTp06ReopSFGet5s3b0ZaWlqBz9uXUbVqVWzfvh2RkZHw9vbGqFGjEBQUpCwQlbQFCxbAzc0NrVq1woABAzBx4kSd872YmZlh8eLF+OGHH1ClShV069YNADBs2DAMGTIEgwcPRuvWrVGrVq1C954BdLfvVq1awcfHByEhIcr27eDggE2bNqFdu3bw8vLCsmXLsG7dOjRo0ABAzjmhtmzZghEjRpTAaBDlIV5Rjx49EgBESkrKC99H+OF/hPvkCNE47E/x8GnmC99PZmam2LJli8jMfPH7KC4ytQghVw9b2GIomXrYIn+LEHL1sIUthpKphy3ytwghVw9b5G8RQq4etrwaLWlpaeLChQsiLS2txHvUarV48OCBUKvVJf5YbCn7LULI1VPWW3r37i3mzJkjRUtJkalFCLl6SqJlyZIlokOHDlK0vCiZWoQo/Z7n/QyQkpIiAIhHjx6VSkthuAdNAe6lZuDr3ZcBAJMC6sG+nHkhtyAiIiIiIiIiIqLS9NVXX6F8+fLGzqBXiLm5uc5hBYlKkpmxA2Q1f9clPE7PRoMqdujXzM3YOURERERERERERJRHjRo1MHbsWGNn0Ctk+PDhxk6g1wj3oNHj7M1HWH/iBgAg7L0GRj22LBERERERERERERERvXpeaIHm+++/R40aNWBlZYU333wTkZGRBV535cqVUKlUOv+srKx0rjN//nxUrlwZlStXxoIFC3Q+d/z4cTRp0gTZ2dkvkmowIQRmbD0HIYDujaugaY2KpfK4RERERERERERERET0+jD4EGcbNmzAhAkTsGzZMrz55ptYuHAhAgICcOnSJVSuXFnvbezs7HDp0iXlY5Xqf3uknDlzBiEhIYiIiIAQAl26dME777yDhg0bIjs7G6NGjcKPP/4IM7PSORrbluhbiEp4iHIWppjyrlepPCYREREREREREREREb1eDN6D5uuvv8aIESMwdOhQ1K9fH8uWLUO5cuWwYsWKAm+jUqng4uKi/HN2dlY+d/HiRTRq1Ajt2rXD22+/jUaNGuHixYsAck7y5e/vj2bNmr3Al2a41IxszN2e89hj2nnAxd6qkFsQEREREREREREREREZzqDdUjIzM3Hq1ClMnTpVuczExATt27fHsWPHCrxdamoq3N3dodFo4Ovrizlz5qBBgwYAgIYNG+Ly5ctISEiAEAKXL1/GG2+8gbi4OISHh+PUqVNFasvIyEBGRoby8ePHjwEAWVlZyMrKKtJ9LP7rMpKfZKB6RWsMftOtyLcrjPZ+iuv+XoZMLYBcPWzRjy0Fk6mHLfrJ1ALI1cMW/dhSMJl62KKfTC2AXD1s0U+mFkCuHrboV9ZasrKyIISARqOBRqMp0R4hhPLfkn4stpT9Fm2H9r/G7mELWwwlUw9b5G/Rdmj/Wxo9Go0GQghkZWXB1NRU53My/ByTm0poR6cIbt++japVq+Lo0aPw8/NTLv/kk09w4MABHD9+PN9tjh07hitXrqBRo0Z49OgR5s+fj4MHD+L8+fOoVq0aAGDZsmX45ptvAADjx4/HqFGj0L59e4wZMwbZ2dkIDQ2Fubk5Fi1aBH9/f71toaGhCAsLy3f5L7/8gnLlyhX6tSWnAfNiTKEWKoyop8YbFYo8LEREREREREQkGTMzM7i4uMDNzQ0WFhbGziEiIqJSkpmZiRs3biApKSnfue2fPXuGAQMG4NGjR7CzszNS4f+U+AJNXllZWfDy8sL777+PWbNm6b3OqlWrsGXLFixbtgx169bFiRMncPPmTQwcOBDx8fGwtLTMdxt9e9C4ubkhMTERlSpVKrRrxJoo7L+cgtaejvhpkI/OeXJeVlZWFnbv3o0OHTrA3Ny82O63rLfI1sMWtpTlHrbI3yJbD1vYUpZ72CJ/i2w9bJG/RbYetrwaLenp6bhx4wZq1KgBK6uXPIS5Rg0kHANSk4DyLkB1P8Dkf3+RK4TAkydPYGtrW6zvJ7wIGVu+/vprbN26FVFRUUZvkWFcZOspqKVdu3bw9vZW/qi6MCtXrsSECRNw//79Aq8TFhaG33//vcBtoSyMy+veIlsPW+RvMUZPeno6rl27Bjc3t3w/A9y7dw+urq7SLNAYdIgzR0dHmJqa4s6dOzqX37lzBy4uLkW6D3Nzc/j4+ODq1at6P5+SkoKwsDAcPHgQx48fR506deDp6QlPT09kZWXh8uXLaNiwYb7bWVpa6l24MTc3L/QHx70X72D/5RSYm6oQ8l6DEvvLmqK0lBaZWgC5etiiH1sKJlMPW/STqQWQq4ct+rGlYDL1sEU/mVoAuXrYop9MLYBcPWzRr6y0qNVqqFQqmJiYwMTE4FPw/s+FrcDOycDj2/+7zK4K0PELoP57AKAcrkX7eC8rMDAQq1atynf5lStX4OHh8dzbFnfLy8jdAuC5PcHBwThy5AjOnTsHLy8vREdH57vOmTNn8OGHH+LEiRNwcnLC2LFj8cknnxjcYmJigv3796Nt27bPvc2+ffvQpk2bIt2/oYz9fQoKCkJkZCROnToFMzMzpWXnzp3o3r07/v77b2zatAnm5uZF7tNe73nXL2xbMPa4sKVoZOphi/wtQOn3mJiYQKVS6f05QZafYbQMGg0LCws0adIEe/bsUS7TaDTYs2ePzh41z6NWq3H27Fm4urrq/fz48eMxfvx4VKtWDWq1WueYcNnZ2VCr1YYkFyojW41ZEbEAgGFv1URtp/LFev9EREREREREVEZd2Ar8d7Du4gwAPE7MufzC1hJ76I4dOyIxMVHnX82aNV/ovjIzM4u5Tr+XPa7/sGHD0K9fP72fe/z4Md555x24u7vj1KlT+OqrrxAaGooff/zxhR6rZcuWOmPbt2/ffGPesmVL5fqlNYYv4kXG/ZtvvsGTJ08wY8YM5bKHDx9ixIgR+Oyzz+Dr64uKFSvC1ta2OFOJiCgPg5erJkyYgJ9++gmrVq1CbGwsRo8ejadPn2Lo0KEAgMGDB2Pq1KnK9WfOnIldu3bhn3/+QVRUFP7973/j+vXrGD58eL773r17Ny5fvowPP/wQANCsWTNcvHgRO3bswI8//ghTU1PUrVv3Rb9WvcKPXEN8ylM42VpiTLvn/xUKEREREREREZVhQgCZT4v2L/0xsOMTAPqODP//L9s5Oed6mU+BrGfPv7+iH2EeQM6RQlxcXHT+aU90fODAATRv3hyWlpZwdXXFlClTdI6x36VLF4wdOxbjxo2Do6MjAgICMHHiRHTp0kW5zsKFC5U9JrQ8PDywfPlyAMCJEyfQoUMHODo6wt7eHq1bt853WCqVSoWlS5fivffeg42NDT7//HMAwLx58+Ds7Ax7e3uMHTsW6enphX69ixcvxocffohatWrp/fzatWuRmZmJFStWoEGDBujfvz+Cg4Px9ddfAwAOHjwIc3NzJCUl6dxu3LhxaNWqVb77s7Cw0Blba2trnTFftmwZmjdvjuXLl6NmzZrKIXIePnyI4cOHw8nJCXZ2dmjXrh1iYmKU+42Li0O3bt3g7OyM8uXLo1mzZvjrr790HnvJkiWoW7cuXFxc4Orqit69eyufq1GjBhYuXKhz/caNGyM0NFT5OO+4z549Gx4eHpg/f77O7aKjo6FSqfQexcbOzg7h4eFYsGCBcsqC8ePHo2rVqsr7em3atMG4ceOU22RkZGDixImoWrUqbGxs8Oabb2L//v357js37bZga2uLoKCgIm0LRESvE4MOcQYA/fr1w927dxESEoKkpCQ0btwYO3fuhLOzMwAgISFBZzelBw8eYMSIEUhKSkKFChXQpEkTHD16FPXr19e537S0NIwZMwYbNmxQbl+tWjV8++23GDp0KCwtLbFq1SpYW1u/zNer487jdHy75woAYErHerC1kmv3JiIiIiIiIiIqRlnPgDlViunORM6eNfPcYALAobCrf3obsLB56Ue9desWOnXqhMDAQKxevRoXL17EiBEjYGVlpfMm/urVqzF69GgcOXIEAHD58mUsX74carUapqamOHDgABwdHbF//3507NgRt27dQlxcnHJIrydPnmDIkCH49ttvIYTAggUL0KlTJ1y5ckVnr4rQ0FDMmzcPCxcuhJmZGf773/8iNDQU33//PVq2bImff/4ZS5cuLXDhpaiOHTsGf39/ncPSBwQE4IsvvsCDBw/g7++PWrVqYc2aNZg0aRKAnD1L1q5diy+//PKFHvPq1avYuHEjNm3apCyO9enTB9bW1tixYwfs7e3xww8/4O2338bly5dRsWJFpKamolOnTvj8889haWmJ1atXo2vXrrh06RKqV6+OkydPIjg4GKtWrULDhg2RlZWlfI8MkXfcLS0tER4ejokTJyrXCQ8Ph7+/f4GHxWvbti0++OADDB06FFOmTMGvv/6KqKgo5ZBneY0ZMwYXLlzA+vXrUaVKFWzevBkdO3bE2bNn4enpme/6ubeFf/3rX1izZg0WL1780tsCEdGrxOAFGiDnBXnMmDF6P5d35fybb74p0snErK2tcenSpXyXDx8+XO/eNsXhix0X8TRTDZ/qDujhU7VEHoOIiIiIiIiIyFAREREoX/5/h2F/99138euvv2LJkiVwc3PDd999B5VKhXr16uH27duYPHkyQkJClOt7enrqLEw4OzvjyZMnOH36NJo0aYKDBw9i0qRJ2LJlC4Cc93OqVq2qvJnfrl07nZ4ff/wRDg4OOHDggM6eOAMGDFCOqgIA/fv3R1BQEIKCgqDRaDB9+nQcPnz4pfecSEpKyneIN+0fC2v/KDgoKAjh4eHKAs0ff/yB9PR09O3b94UeMzMzE6tXr4aTkxMA4PDhw4iMjERycrJyHuT58+djy5Yt+O233zBy5Eh4e3vD29tbuY9Zs2Zh8+bN2Lp1K8aMGYOEhATY2NigS5cuEELAzs4OTZo0Mbgt77gHBgYiJCQEkZGRaN68ObKysvDLL7/k26smr7lz52Lnzp0ICgrC/PnzUa9ePb3XS0hIQHh4OBISElClSs4i58SJE7Fz506Eh4djzpw5+W6zcOFCZVsAgNmzZ+Ovv/7iXjRERLm80ALNq+DU9fvYdPoWVCog7L0GMDFRGTuJiIiIiIiIiEqSebmcPVmK4vpRYG3vwq838Ddo3Frg8ZMnsLO1Lfjkx+blit6JnL0bli5dqnxsY5Oz901sbCz8/PyUk60DwFtvvYXU1FTcvHkT1apVAwD4+vrq3J+DgwO8vb2xf/9+WFhYwMLCAiNHjsSMGTOQmpqKAwcOoHXr1sr179y5g+nTp2P//v1ITk6GWq3Gs2fPkJCQoHO/TZs21fk4NjYWo0aN0rmsRYsWhR4KqzgEBgZi+vTp+Pvvv9GiRQusXLkSffv2hY2NjXKCakO4u7srizMAEBMTg9TUVFSqVEnnemlpaYiLiwMApKamIjQ0FNu2bUNiYiKys7ORlpamjFuHDh3g7u4ODw8PtGvXDl26dEGvXr1Qrpxh20feca9SpQo6d+6MFStWoHnz5vjjjz+QkZGBPn36PPd+rK2tMWHCBHz88ccIDg4u8Hpnz56FWq1GnTp1dC7PyMjINx5a+rYFPz8/7Nu377lNRESvk9dygUatEZix9TwAoF9TNzSq5mDcICIiIiIiIiIqeSpV0Q8zVrsdYFcFeJwI/eehUeV8vna7nP83V+fcd0ELNAaysbEp8NBURb19Xm3atMH+/fthaWmJ1q1bo2LFivDy8sLhw4dx4MABfPzxx8p1hwwZgnv37mHRokVwd3eHpaUl/Pz8kJmZWejjlAQXFxfcuXNH5zLtxy4uLgCAypUro2vXrggPD0fNmjWxY8eOl1oYyvu1paamwtXVVe99Ojg4AMjZq2T37t2YP38+PDw8YG1tjd69eyvjZmtri6ioKOzduxcREREIDQ3FzJkzceLECTg4OMDExAQiz/mKsrKyCm0Dco5CM2jQIHzzzTcIDw9Hv379irTwY2ZmBhMTE51Fv7xSU1NhamqKU6dOKYd708q9pxcRERnmtVyg+e/JGzh36zFsrcwwMaCusXOIiIiIiIiISDYmpkDHL4D/Dgaggu4izf9/I7vjvJzrvcDeGS/Ky8sLGzduhBBCeUP9yJEjsLW1VfaeKUjr1q2xYsUKmJmZoWPHjgByFm3WrVuHy5cvK+ef0d7nkiVL0KlTJwDAjRs3kJKSUqS+48ePY/Dgwcpl2pPQvww/Pz9MmzYNWVlZMDfPOYfw7t27UbduXVSoUEG53vDhw/H++++jWrVqqF27Nt56662XfmwtX19fJCUlwczMDDVq1NB7nSNHjiAwMBA9evQAkLOwce3aNZ3rmJmZoX379mjevDk+//xzVKxYEXv37kXPnj3h5OSExMRE5bqPHz9GfHx8kfo6deoEGxsbLF26FDt37sTBgwdf6OvUx8fHB2q1GsnJyWjVqlWRbqNvW/j777+LrYmI6FVQPH/WUYY8epaFr/7MOdfN+PZ14Fje0shFRERERERERCSl+u8BfVcDdq66l9tVybm8/nulnvTBBx/gxo0bGDt2LC5evIjff/8dM2bMwIQJEwo+vNr/5+/vjydPniAiIkJZjGnTpg3Wrl0LV1dXncNXeXp6Ys2aNYiNjcXx48cxcOBAWFtbF9r30UcfYcWKFQgPD8fly5cxd+5cnD9/vtDbXb16FdHR0UhKSkJaWhqio6MRHR2t7HkyYMAAWFhYICgoCOfPn8eGDRuwaNEiTJgwQed+AgICYGdnh9mzZ+uco6U4tG/fHn5+fujevTt27dqFa9eu4ejRo5g2bRpOnjwJIGfcNm3ahOjoaMTExGDAgAE6h1eLiIjA4sWLER0djYSEBKxevRoajQZ16+b8AXG7du2wZs0aHDp0CGfPnsWQIUPy7bFSEFNTUwQGBmLq1Knw9PSEn59fsX3tderUwcCBAzF48GBs2rQJ8fHxiIyMxNy5c7Ft2za9t8m7LcyYMaNI2wIR0evktduD5pu/LuP+00x4Vi6PQX7uxs4hIiIiIiIiIpnVfw+o1znnnDSpd4DyzoB7y5w9Z4ygatWq2L59OyZNmgRvb29UrFgRQUFBmD59eqG3rVChAho2bIg7d+4oJ4P39/eHRqPROf8MAPz8888YOXIkfH194ebmhjlz5mDixImFPka/fv0QFxeHTz75BOnp6ejatStGjRqFXbt2Pfd2w4cPx4EDB5SPfXx8AADx8fGoUaMG7O3tsWvXLnz44Ydo0qQJHB0dERISgpEjR+rcj4mJCQIDAzFnzhydPTeKg0qlwvbt2zFt2jQMHToUd+/ehYuLC/z9/eHs7AwA+PrrrzFs2DC0bNkSjo6OmDx5Mh4/fqzch4ODAzZt2oTQ0FCkp6fD09MT69atQ4MGDQAAU6dORXx8PLp06QJ7e3vMmjWryHvQAEBQUBDmzJlT7ItTABAeHo7Zs2fj448/xq1bt+Do6IgWLVqgS5cueq+fd1vo1asXRo8ejT///LPY24iIyqrXaoHmUtITrPn7OgBgRtcGMDd97XYgIiIiIiIiIiJDmZgCNYt2WKfisHLlyud+vnXr1oiMjCzw8xEREbCzs9P7uejoaJ2PK1asqLOHh5aPjw9OnDihc1nv3r11Ps57rhStTz/9FJ9++ik0Gg0eP34MOzs7fPnllwX2AijSuWIaNWqEQ4cOFXq9W7duoVOnTnB1dS30ulp5xzw0NBShoaH5rmdra4vFixdj8eLFeu+nRo0a2Lt3r85lH374ofL///rXv7B//36dscm955OdnR3Wr1+vc/shQ4bofFzQuAM5X7u5ublBi1OBgYHo2bNnvsvzfk/Mzc0RFhaGsLCwAu8nMDBQ5zLttpDbF198UeQ2IqJX3WuzQCOEQNgf56HWCHRs4IJ/eToaO4mIiIiIiIiIiIrJo0ePcPbsWfzyyy/YunWrsXNKVUZGBu7evYvQ0FD06dNH2aOHiIjk9trsQrLzXBKOxt2DpZkJpnX2MnYOEREREREREREVo27duuGdd97BqFGj0KFDB2PnlKp169bB3d0dDx8+LHRvJSIiksdrsQdNWqYas7fFAgD+r3VtuFUsZ+QiIiIiIiIiIiIqTkU5TNqrSt/hxYiISH6vxR40PxyMw62Haahib4XRrWsbO4eIiIiIiIiIiIiIiF5zr/wCze1HaVi6Pw4AMK1zfVhbmBq5iIiIiIiIiIiIiIiIXnev/ALNN39dRUa2Bi1qVUSnhi7GziEiIiIiIiIiIiIiInr1F2j+ir0LExUQ+l4DqFQqY+cQERERERERERERERG9+gs0ADCohTvqudgZO4OIiIiIiIiIiIiIiAjAa7BA42BthvEd6hg7g4iIiIiIiIiIiIiISPHKL9B82LYWHMpZGDuDiIiIiIiIiMhoVCoVtmzZUuKPs3//fqhUKjx8+LDEH8sQ+/fvR4UKFUq06+LFi2jRogWsrKzQuHHjAi8rCaGhoSV6/zL7+eef8c477ygfBwYGonv37gbdR1JSEjp06AAbGxs4ODgUb+BLKOx5K4TAyJEjUbFiRahUKkRHR5daW0GePXuGXr16wc7OTsrXAvqf0n7d6NKlC8aPH//S9zNlyhSMHTu2GIrk8Mov0PRoXNXYCURERERERERERRYYGAiVSpXv39WrV42dVixq1KiR72urVq2asbOeq02bNnq/J6NGjVKuM2PGDNjY2ODSpUvYs2dPgZe9LH1v2k+cOLHY7r8gK1euVL5uExMTuLq6ol+/fkhISDDoforzTeH09HR89tlnmDFjhnLZokWLsHLlSoPu55tvvkFiYiKio6Nx+fLlYmkrDTt37sTKlSsRERGBxMREvPHGG8ZOwqpVq3Do0CEcPXoUiYmJsLe3L/Q2165dk2aBqah+/PFHtGnTpswsRJXWIv3zrFmzBjNnznzp+5k4cSJWrVqFf/75pxiqjO+VX6AxNVEZO4GIiIiIiIiIyrjER2k4GpeCxEdppfJ4HTt2RGJios6/mjVrlspj65OZmVms9zdz5kydr+306dPFev8lYcSIEfm+J19++aXy+bi4OPzrX/+Cu7s7KlWqVOBlJaF8+fIlev9adnZ2SExMxK1bt7Bx40ZcunQJffr0KfHHLchvv/0GOzs7vPXWW8pl9vb2Bu8FExcXhyZNmsDT0xOVK1d+oZaCniNZWVkvdH9FERcXB1dXV7Rs2RIuLi4wMzMrcldJNnl5eeGNN96Ai4sLVKrSfW+2tL7eZ8+eoWPHjvj0009L5fHKMu33pEKFCrC1tX3h+1Gr1dBoNHB0dERAQACWLl1aXIlG9cov0BARERERERER5fYsM7vAf+lZ6nzXXXPsGt6atxcDfjqOt+btxZpj1wq8rr5/L8LS0hIuLi46/0xNTQEAv//+O3x9fWFlZYVatWohLCwM2dn/e5y4uDi0adMGVlZWqF+/Pnbv3p3v/m/cuIG+ffvCwcEBFStWRLdu3XDt2jXl89rDRH3++eeoUqUK6tatCyDnL6CbNm0KW1tbuLi4YMCAAUhOTjb469PeXvvPyckJQM7eNQsXLtS5buPGjREaGqp8rFKpsHz5cvTo0QPlypWDp6cntm7dqnOb7du3o06dOrC2tkbbtm11vjYAuH79Orp27YoKFSrAxsYGDRo0wPbt25/bXK5cuXzfEzs7O6Xp1KlTmDlzJlQqFUJDQ/VeBuSMfb9+/eDu7g5HR8d8Yw8AK1asQIMGDWBpaQlXV1eMGTNGGR8A6NGjB1QqlfJx7r1Sdu3aBSsrq3x/0f/RRx+hXbt2yseHDx9Gq1atlK//o48+wtOnT587BiqVCi4uLsqiQFBQECIjI/H48WPlOpMnT0adOnVQrlw51KpVC5999pmySLFy5UqEhYUhJiZG2RtHu7fLw4cPMWLECHh4eMDBwQHt2rVDTEzMc3vWr1+Prl276lyW9xBnbdq0QXBwMD755BNUrFgRLi4uOttTjRo1sHHjRqxevRoqlQqBgYFKT3BwMJydnWFnZ5evRzvmy5cvR82aNWFlZaWM0dKlS/Hee+/BxsYGn3/+OYDCn7dXrlyBv7//c5+3eb/OsWPHIiEhQWdbaNOmDcaMGYNx48Ypb2QDwIEDB9C8eXNlm5oyZYrO47dp0wZjx47FuHHjUKFCBTg7O+Onn37C06dPMXToUNja2sLDwwM7duwosKlNmzZYsGABDh48CJVKhTZt2ihjknfvDQcHB+V7r1189vHx0bldmzZtMG7cOJ3bde/eXfkeAUCtWrXw1VdfYciQIbCzs8PIkSMB/G/7tra2hpubG4KDg3W27yVLlsDT0xNWVlZwdnZG7969nzveeY0bNw5TpkxBixYtinybFx3jonzv8m7jYWFhyucLet3QWrNmDWrUqAF7e3v0798fT548KfBrWLlyJRwcHLBlyxZl/AICAnDjxg3lOgU9N/Ie4uzBgwcYPHgwKlSogHLlyuHdd9/FlStX8j3W1q1bUb9+fVhaWip77HXt2hXr168v4sjLjQs0RERERERERPRaqR/yZ4H/Rv/nlM51fWfuxme/n4dG5HysEcBnv59H/ZA/MWRFpM51/b/cr/c+i9OhQ4cwePBgfPTRR7hw4QJ++OEHrFy5UnkTWKPRYNCgQbCwsMDx48exbNkyTJ48Wec+srKyEBAQAFtbWxw6dAhHjhxB+fLl0bFjR52/Pt+zZw8uXbqE3bt3IyIiQrntrFmzEBMTgy1btuDatWs6b5aWlrCwMPTt2xdnzpxBp06dMHDgQNy/fx9AzgJIz5490bVrV0RHR2P48OH5/sr9ww8/REZGBg4ePIizZ8/iiy++QPny5V+4JzExEQ0aNMDHH3+MxMRETJw4Ue9lucd++/btOHToUL6xX7p0KT788EOMHDkSZ8+exdatW+Hh4QEAOHHiBAAgPDwciYmJyse5vf3223BwcMDGjRuVy9RqNTZs2ICBAwcCyFnE69ixI3r16oXo6GisWLECR44cURaCiiI5ORmbN2+GqampsngI5Cy+rVy5EhcuXMCiRYvw008/4ZtvvgEA9OvXDx9//DEaNGig7IXUr18/AECfPn2QnJyMX3/9FSdOnICvry/efvtt5fuqz+HDh9G0adNCW1etWgUbGxscP34cX375JWbOnKksgJw4cQIdO3ZE3759kZiYiEWLFgEA+vbti7t372Lbtm04deqU3p6rV69i48aN2LRpk87huUJDQ9GjRw+cPXsWw4YNK9LztmfPns993ua1aNEizJw5E9WqVcu3LaxatQoWFhY4cuQIli1bhlu3bqFTp05o1qwZYmJisHTpUvz888+YPXt2vnFydHREZGQkxo4di9GjR6NPnz5o2bIloqKi8M4772DQoEF49uyZ3qZNmzZhxIgR8PPzQ2JiIjZt2lTo9wYAIiNzXkv/+usvg26n9e2338Lb2xunT5/GZ599prN9nzlzBhs2bMDhw4eV7fvkyZMIDg7GzJkzcenSJezcuRP+/v4GPeaLMnSMDfne5d7GZ82ahX379gF4/utGXFwctmzZgoiICERERODAgQOYN2/ec7+GZ8+e4fPPP8fq1atx5MgRPHz4EP3799e5TkHPjdwCAwNx8uRJbN26FceOHYMQAp06ddLZ6+zZs2f44osvsHz5cpw/f17Zw6158+a4efNmvsXtsij/fm9ERERERERERAQAysJMaYuIiNBZMHj33Xfx66+/IiwsDFOmTMGQIUMA5Pz1+KxZs/DJJ59gxowZ+Ouvv3DlyhXs2rVLOa/LnDlz8O677yr3tWHDBmg0Gixfvlw5/FB4eDgcHBywf/9+5YTrNjY2WL58OSwsLJTbDhs2TPn/WrVqYfHixWjWrBlSU1MNWuCYPHkypk+frnw8Z84cBAcHF/n2gYGBeP/995XbLl68GJGRkejYsSOWLl2K2rVrY8GCBQCAunXr4syZMzqHI0tISECvXr3QsGFD5WspzJIlS7B8+XKdy3744QcMHDhQObxU+fLl4eLiAiDnsGN5L/vPf/4DjUaDn376CU+ePIGdnV2+sZ89ezY+/vhjfPTRR8rjNGvWDACUPY0cHByU+8zL1NQU/fv3xy+//IKgoCAAOYttDx8+RK9evQAAc+fOxcCBAzFu3DhoNBo4Oztj4cKFaNu2LZYuXar8xXtejx49Qvny5SGEUN5ADg4Oho2NjXKd3N/XGjVqYOLEiVi/fj0++eQTWFtbK+OSu//w4cOIjIxEUlISMjIyYGdnh/nz52PLli347bfflL0icnv48CEePXqEKlWq6G3NrVGjRsp5ajw9PfHdd99hz5496NChA5ycnGBpaQlra2ul6fDhwzhx4gQuX74MJycnmJiY6O3JzMzE6tWrle+L1oABAzB06FDl42HDhhX6vL148SL+/PNP5evJ+7zNy97eHra2tjA1Nc23LXh6eups79OmTYObmxu+++47qFQq1KtXD7dv38bkyZMREhICE5Ocv+H39vZWvn9Tp07FvHnz4OjoiBEjRgAAQkJCsHTpUpw5cwb169fP11SxYkWUK1cOFhYWBW6f+mjHr1KlSgbdTsvf3x8TJkxQvo7hw4cr27d2PBYvXozWrVtj6dKlSEhIgI2NDbp06QJbW1u4u7vDx8fH4Md9EYaMcYsWLbBkyZIife/0beMHDhxAt27dnvu6odFosHLlSuXQY4MGDcKePXuUxUN9srKy8N133+HNN98EkLM45OXlhcjISDRv3hxA/ueGRqPRuY8rV65g69atOHLkCFq2bAkAWLt2Ldzc3LBlyxbl0IlZWVlYsmQJvL29dW6vfZ5cv3493x5BZQ0XaIiIiIiIiIjotXJhZkCBnzPJc76EneNaof3XB3QWakxUwF8TWqOKg7XOdQ9+0kZ5s+xlad8o19K+AR4TE4MjR47ovHmmVquRnp6OZ8+e4eLFi6hatarOm9Z+fn469x0TE4OrV6/mOxdAeno64uLilI8bNmyoszgDAKdOnUJoaChiYmLw4MED5U23hIQEvW/YFmTSpEk6e944OjoW+bZAzpuRWjY2NrCzs1MOtRYbG6u8caiV9zBEwcHBGD16NHbt2oX27dujV69eOvepz8CBAzFt2jSdy5ydnQ3q1o593hOna8c+OTkZt2/fxttvv23Q/eprbdGiBW7fvo0qVapg7dq16Ny5s3JulpiYGJw5cwZr165VbiOEgEajQXx8PLy8vPTer62tLaKiopCVlYUdO3Zg7dq1+d7I3bBhAxYvXoy4uDikpqYiOztbORRcQWJiYpCamppvoSMtLU1nm8z7OQAFLibllvd76+rq+txD82l7ateu/dwed3f3fM0A8u3VU9jzNjY2Fm5ubs993hqiSZMmOh/HxsbCz89P53wwb731FlJTU3Hz5k1Ur14dgO44mZqaolKlSsoiJvC/7T05Odmg53tJ0x7eT6uw7btDhw5wd3dHrVq10LFjR3Ts2FE5ZGJJM2SMgRf73gGAi4sLUlJSCu2pUaOGzlxQ2HMDAMzMzJRFYwCoV68eHBwcEBsbqyzQFPTc0IqNjYWZmZnOa3WlSpVQt25dxMbGKpdZWFjofW22ts6Zfwvam6ss4QINEREREREREb1WylkU/e2QWk7lMbdnQ3y66RzUQsBUpcKcnm+gllP+vUXKWZgV2wKNjY2Nclir3FJTUxEWFoaePXvm+1xR3qjW3keTJk103rzUyv2GWu69IgDg6dOnCAgIQEBAANauXQsnJyckJCQgICDA4BNzOzo66v36TExMIITubkv6TrJubm6u87FKpcr3F9rPM3z4cAQEBGDbtm3YtWsX5s6diwULFmDs2LEF3sbe3l5vsyG0Y79mzRplryPtNqPdU6M4NGvWDLVr18b69esxevRobN68WTnfh7bj//7v/xAcHAyNRqPTon3DVx8TExNlDLy8vBAXF4fRo0djzZo1AIBjx45h4MCBCAsLQ0BAAOzt7bF+/Xplb6aCpKamwtXVFXv37s03LtpFpbwqVaoElUqFBw8eFDoehm4v2p6tW7fqtOTtyfscKejy4njeGqKgrsLoG6fcl2kXCQx5rmlvV5TndV5FfT3QN97a7Tuv6tWrw8LCAlFRUdi/fz927dqFkJAQhIaG4sSJEwVub8WlpMb4RV8TX/a1tCAvug3mZW1trbM4paU91ODzFoHKCi7QEBERERERERE9R79m1eFfxwnXUp6hhmM5uNpbF36jEuLr64tLly4VuFBQr1493Lp1C4mJiahatSoA4O+//853Hxs2bEDlypUL3bMht4sXL+LevXuYN28e3NzcAOScy6E4OTk5ITExUfn48ePHiI+PN+g+vLy8sHXrVp3Ljh8/nu96bm5uGDVqFEaNGoWpU6fip59+eu4CTXHIPfba8c+7KFOjRg3s2bMHbdu21Xsf5ubmUKvVhT7WwIEDsXbtWlSrVg0mJibo3LmzTseFCxfg4eEBjUaDx48f620pzJQpU1C7dm2MHz8evr6+OHr0KNzd3XX2NLp+/brObSwsLPL1+/r6IikpCWZmZqhVq1aRWiwsLFC/fn1cuHBBOSxfccnd4+Hh8dILZ4U9b728vHDjxg0kJibC1dUVQP7n7cvw8vLCxo0bIYRQ3uw+cuQIbG1tlUMhlqS8z+srV67o7Pmg3VMv73aR93ZqtRrnzp0r8LmhlXv7LoiZmRnat2+P9u3bY8aMGXBwcMDevXv1LqIZU3F974r6ulEU2dnZOHnypLK3zKVLl/Dw4cMC97zTx8vLC9nZ2Th+/LhyiLN79+7h0qVLRdo769y5czA3N0eDBg1e7IuQSPEsyxMRERERERERvcJc7a3hV7uSURdngJzzE6xevRphYWE4f/48YmNjsX79euWcBu3bt4eHhwcCAwMRExODQ4cO5Tss18CBA+Ho6Ihu3brh0KFDiI+Px/79+xEcHIybN28W+Njavzz/9ttv8c8//2Dr1q2YNWtWsX597dq1w5o1a3Do0CGcPXsWQ4YM0TkBfVGMGjUKV65cwaRJk3Dp0iX88ssvWLVqlc51xo0bhz///BPx8fGIiorCvn37Cn1z8dmzZ0hKStL5V5S9N3LTjn2PHj1w9OhRvWMfGhqKBQsWYPHixbhy5QqioqLw7bffKvehXcAp7PEHDhyIqKgofP755+jduzcsLS2Vz02ePBlHjx7FmDFjEB0djbi4OPz+++/KSdSLys3NDT169EBISAiAnHNfJCQkYP369YiLi8PixYuxefNmndvUqFED8fHxiI6ORkpKCjIyMtC+fXv4+fmhZ8+e2Lt3L65du4ajR49i2rRpz10EDAgIwOHDhw1qLgptz8CBA7Fr164i9xSkKM/bOnXqYMiQIQU+b1/GBx98gBs3bmDs2LG4ePEifv/9d8yYMUPnvC0lqV27dvjuu+9w+vRpnDx5EqNGjdLZc6Ny5cqwtrbGzp07cefOHTx69Ei53bZt27Bt2zZcvHgRo0ePxsOHDwt9vLzb95UrV3S274iICCxevBjR0dG4fv06Vq9eDY1Gg7p16xb5a0pKSkJ0dDSuXr0KADh79iyio6MNfk0oTHF974r6ulEU5ubmGDt2LI4fP45Tp04hMDAQLVq0UBZsisLT0xPdunXDiBEjcPjwYcTExODf//43qlatim7duhV6+0OHDqFVq1bKoc7KMi7QEBERERERERGVEQEBAYiIiMCuXbvQrFkztGjRAt988w3c3d0B5BwSaM2aNUhPT0fz5s0xfPjwfOcIKVeuHA4ePIjq1aujZ8+e8PLyQlBQENLT05+7R42TkxNWrlyJX3/9FfXr18e8efMwf/78Yv36pk6ditatW6NLly7o3Lkzunfvnu88IIWpXr06Nm7ciC1btsDb2xvLli3D7Nmzda6jVqvx4YcfwsvLCx07dkSdOnWwZMmS597vTz/9BFdXV51/77//vkFt2rF3c3PD4MGD0aBBg3xjP2TIECxcuBBLlixBgwYN0KVLF1y5ckW5jwULFmD37t1wc3N77onNPTw80Lx5c5w5cwYDBw7U+VyjRo1w4MABXL58Ga1bt0br1q0RGhqqcw6Uoho/fjy2bduGyMhIvPfeexg/fjzGjBmDxo0b4+jRo/jss890rt+rVy907NgRbdu2hZOTE9atWweVSoXt27ejVatWGDNmDOrVq4f+/fvj+vXrzz3PT1BQELZv3668oV9cVCoVIiIi0LJlSwQFBaFOnTpF6ilIUZ63mzdvRlpaWoHP25dRtWpVbN++HZGRkfD29saoUaMQFBSkLBCVtAULFsDNzQ2tWrXCgAEDMHHiRJ3zvZiZmWHx4sX44YcfUKVKFeUN+mHDhmHIkCEYPHgwWrdujVq1ahW69wygu323atUKPj4+CAkJUbZvBwcHbNq0Ce3atYOXlxeWLVuGdevWKXtjrFy5Uu9htXJbtmwZfHx8MGLECACAv78/mjRpgh07drzQGBWkuL53RX3dKIpy5cph8uTJGDBgAN566y2UL18eGzZsMPh+wsPD0aRJE3Tp0gV+fn4QQmD79u35Drumz/r165WxL/PEK+rRo0cCgEhJSTF2isjMzBRbtmwRmZmZxk6RqkUIuXrYwhZDydTDFvlbhJCrhy1sMZRMPWyRv0UIuXrYIn+LEHL1sOXVaElLSxMXLlwQaWlpJd6jVqvFgwcPhFqtLvHHYkvZbxFCrp6y3tK7d28xZ84cKVpKikwtQsjVUxItISEhonXr1lK0vKiSagkPDxf29vZG7dm+fbvw8vISWVlZBV7neT8DpKSkCADi0aNHL91SHLgHDREREREREREREZVJX331FcqXL2/sDHqF7NixA19++aWxM6gAT58+RXh4OMzMzIydUixeja+CiIiIiIiIiIiIXjs1atTA2LFjjZ1Br5DIyEhjJ9Bz9O7d29gJxYp70BARERERERERERER0XMFBgbi4cOHxs54pXCBhoiIiIiIiIiIiIiIqJRxgYaIiIiIiIiIiIiIiKiUcYGGiIiIiIiIiIiIiIiolHGBhoiIiIiIiIiIiIiIqJRxgYaIiIiIiIiIiIiIiKiUcYGGiIiIiIiIiIiIiIiolHGBhoiIiIiIiIiISkxYWBgaN25s7AwyUJs2bTBu3LgiX3/lypVwcHB47nVCQ0OLtC2EhIRg5MiRRX7ssmD//v1QqVR4+PBhqTxeUce6MDt37kTjxo2h0WhePoqI8uECDRERERERERGRRAIDA6FSqfL9u3r1qrHTSkxwcDCaNGkCS0vLAt9UPnPmDFq1agUrKyu4ubnhyy+/fOHH075Z/rx/+/fvf+H7l11QUBAaNmyIzMxMncu3b98OCwsLREVFYdOmTZg1a1apt925cweLFy/GtGnTlMsOHjyIrl27okqVKlCpVNiyZUupdxnC0MWtkjBx4kTs2bPnpe+nY8eOMDc3x9q1a4uhiojy4gINEREREREREVFhHt0C4g/m/LcUdOzYEYmJiTr/atas+UL3lfdN+JKSlZX1UrcfNmwY+vXrp/dzjx8/xjvvvAN3d3ecOnUKX331FUJDQ/Hjjz++0GO1bNlSZ2z79u2bb8xbtmypXL+0xvBFvMi4f/PNN3jy5AlmzJihXPbw4UOMGDECn332GXx9fVGxYkXY2toWZ2qRrFmzBn5+fnB3d1cue/r0Kby9vfH999+Xek9ZI4RAdnY2ypcvj0qVKr3UfWm3rcDAQCxevLg48ogoDy7QEBEREREREdHrJfNpwf+y0vNfN/InYOEbwKquOf+N/On/XzetaPf7AiwtLeHi4qLzz9TUFABw4MABNG/eHJaWlnB1dcWUKVOQnZ2t3LZLly4YO3Ysxo0bB0dHRwQEBGDixIno0qWLcp2FCxdCpVJh586dymUeHh5Yvnw5AODEiRPo0KEDHB0dYW9vj9atWyMqKkqnUaVSYenSpXjvvfdgY2ODzz//HAAwb948ODs7w97eHmPHjkV6ep4x1WPx4sX48MMPUatWLb2fX7t2LTIzM7FixQo0aNAA/fv3R3BwML7++msAOXtYmJubIykpSed248aNQ6tWrfLdn4WFhc7YWltb64z5smXL0Lx5cyxfvhw1a9aElZUVgJxFjOHDh8PJyQl2dnZo164dYmJilPuNi4tDt27d4OzsjPLly6NZs2b466+/dB57yZIlqFu3LlxcXODq6orevXsrn6tRowYWLlyoc/3GjRsjNDRU+TjvuM+ePRseHh6YP3++zu2io6ML3PPKzs4O4eHhWLBgAY4fPw4AGD9+PKpWrYqpU6cCyL8XSEZGBiZOnIiqVavCxsYGb775ZqF7GWm3BVtbWwQFBRVpW9i4cSO6du2qc9m7776L2bNno0ePHoXeXkt7iK8VK1agevXqKF++PD744AOo1Wp8+eWXcHFxQeXKlZXtVishIQHdunWDnZ0dqlevjn79+uHOnTv57nfNmjWoUaMG7O3t0b9/fzx58gRAzmLGgQMHsGjRImVvrGvXrim3P3XqFJo2bYpy5cqhZcuWuHTpUoFfw7Vr16BSqbB+/Xq88847KFeuHN544w0cOHBAuY52b7AdO3Yoe6EdPnw43yHONBoNZs6ciWrVqil7quV+/msfa8OGDWjdujWsrKyUvWa6du2KkydPIi4ursjjT0RFwwUaIiIiIiIiInq9zKlS8L//DtK97pe1gO0TAfH/z78gNDkfz6kC/Ke3zlVVi73132cxunXrFjp16oRmzZohJiYGS5cuxc8//4zZs2frXG/16tWwsLDAkSNHsGzZMrRu3RqHDx+GWq0GkLPI4+joqLzBfuvWLcTFxaFNmzYAgCdPnmDIkCE4fPgw/v77b3h6eqJTp07Km9BaoaGh6NGjB86ePYthw4bhv//9L0JDQzFnzhxERkbC2dkZS5cufemv+9ixY/D394eFhYVyWUBAAC5duoQHDx7A398ftWrVwpo1a5TPZ2VlYe3atRg2bNgLPebVq1exceNGbNq0CdHR0QCAPn36IDk5GTt27MCpU6fg6+uLt99+G/fv3wcApKamolOnTtizZw9Onz6Njh07omvXrkhISAAAnDx5EsHBwQgNDUVkZCS2b98Of39/g9tyj3tQUBCGDRuG8PBwneuEh4fD398fHh4eeu+jbdu2+OCDDzB06FBs2bIFv/76K1avXg0zMzO91x8zZgyOHTuG9evX48yZM+jTpw86duyIK1eu6L1+7m3h5MmTcHV1xZIlS577dd2/fx+XLl1CkyZNijAKhYuLi8OOHTuwc+dOrFu3Dj///DM6d+6Mmzdv4sCBA/jiiy8wffp0ZZFKo9GgW7duuH//Pvbt24dNmzYhPj4+355dcXFx2LJlCyIiIhAREYEDBw5g3rx5AIBFixbBz88PI0aMUPbGcnNzU247bdo0LFiwACdPnoSZmVmRts/JkydjzJgxOHXqFPz8/NC1a1fcu3dP5zpTpkzBvHnzEBsbi0aNGuW7j0WLFmHBggWYP38+zpw5g4CAALz33nv5vn9TpkzBRx99hNjYWAQEBAAAqlevDmdnZxw6dKgIo05EhtD/iktERERERERERIAQRnnYiIgIlC9fXvn43Xffxa+//oolS5bAzc0N3333HVQqFerVq4fbt29j8uTJCAkJUa7v6empc44WZ2dnPHnyBKdPn0aTJk1w8OBBTJo0STmXx/79+1G1alXlzfx27drp9Pz4449wcHDAgQMHdPbEGTBgAIYOHap83L9/fwQFBSEoKAgajQbTp0/H4cOHi7TnxPMkJSXlO8Sbs7Oz8rkKFSogKCgI4eHhmDRpEgDgjz/+QHp6Ovr27ftCj5mZmYnVq1fDyckJAHD48GFERkYiOTkZlpaWAID58+djy5Yt+O233zBy5Eh4e3vD29tbuY9Zs2Zh8+bN2Lp1K8aMGYOEhATY2NigS5cuEELAzs7uhRYj8o57YGAgQkJCEBkZiebNmyMrKwu//PJLvr1q8po7dy527tyJoKAgzJ8/H/Xq1dN7vYSEBISHhyMhIQFVquQsOk6cOBE7d+5EeHg45syZk+82CxcuVLYFAJg9ezb++uuv524LCQkJEEIoj/GyNBoNVqxYAVtbW9SvXx9t27bFpUuXsH37dpiYmKBu3br44osvsG/fPrz55pvYs2cPzp49i/j4eFStWhWPHz/GypUr0bBhQ5w4cQLNmjVT7nflypXKIeAGDRqEPXv24PPPP4e9vT0sLCxQrlw5uLi45Gv6/PPP0bp1awA5iyGdO3dGenq6speWPh9++CHee+892NnZYenSpdi5cyd+/vlnfPLJJ8p1Zs6ciQ4dOhR4H/Pnz8fkyZPRv39/AFC+7oULF+ocOm7cuHHo2bNnvttXqVIF169ff95wE9EL4AINEREREREREb1ePr1d8OdUprofjz4CfN/8f3vQaK/z4XHAvprOVUVwDFQmxXOwkrZt2+rseWJjYwMAiI2NhZ+fH1QqlfK5t956C6mpqbh58yaqVctp8vX11bk/BwcHeHt7Y//+/bCwsICFhQVGjhyJGTNmIDU1FQcOHFDeNAZyTtQ+ffp07N+/H8nJyVCr1Xj27JmyJ4hW06ZNdT6OjY3FqFGjdC5r0aJFoYfCKg6BgYGYPn06/v77b7Ro0QIrV65E3759YWNjA41GU/gd5OHu7q4szgBATEwMUlNT853XIy0tTTn0U2pqKkJDQ7Ft2zYkJiYiOzsbaWlpyrh16NAB7u7u8PDwQLt27dClSxf06tUL5cqVM6gt77hXqVIFnTt3xooVK9C8eXP88ccfyMjIQJ8+fZ57P9bW1pgwYQI+/vhjBAcHF3i9s2fPQq1Wo06dOjqXZ2RkFHieE33bgp+fH/bt21fg46Sl5Rw28HmLFYaoUaOGznl0nJ2dYWpqCpNcz1NnZ2ckJycrzW5ubnBzc1O2mfr168PBwQGxsbHKAk3e+3V1dVXuozC5925xdXUFACQnJ6N69eoF3qZFixbK/5uZmaFp06aIjY3VuU7ebSK3x48f4/bt23jrrbd0Ln/rrbd0DtH3vPuxtrbGs2fPCnwMInoxXKAhIiIiIiIioteLhU3Rr+voCXRdBPwxDhDqnMWZrgtzLtd3v8W0QGNjY1PgoamKevu82rRpg/3798PS0hKtW7dGxYoV4eXlhcOHD+PAgQP4+OOPlesOGTIE9+7dw6JFi+Du7g5LS0v4+fkhMzOz0McpCS4uLjrnAQGgfKzdS6Fy5cro2rUrwsPDUbNmTezYseOlFobyfm2pqalwdXXVe58ODg4AcvYq2b17N+bPnw8PDw9YW1ujd+/eyrjZ2toiKioKe/fuRUREBEJDQzFz5kycOHECDg4OMDExgciz15b2RO3PawOA4cOHY9CgQfjmm28QHh6Ofv36FWnhx8zMDCYmJjqLfnmlpqbC1NQUp06dUs6FpJV7T6+X5ejoCAB48OCBsofUyzA3N9f5WKVS6b3M0AW8l7mP3LfVjvmLLCDmVVzPxYLu5/79+zoLlkRUPHgOGiIiIiIiIiKi5/EdDIw7CwyJyPmv72CjpXh5eeHYsWM6b+IfOXIEtra2yt4zBdGeh2bPnj3KuWbatGmDdevW4fLly8pl2vsMDg5Gp06d0KBBA1haWiIlJaVIfdrzeWjl/fhF+Pn54eDBgzqLFbt370bdunVRoUIF5bLhw4djw4YN+PHHH1G7du18ewy8DF9fXyQlJcHMzAweHh46/7QLC0eOHEFgYCB69OiBhg0bwsXFRecE8UDOgkj79u0xc+ZMREdH49q1a9i7dy8AwMnJCYmJicp1Hz9+jPj4+CL1derUCTY2NsohsF703Dv6+Pj4QK1WIzk5Od/Xru8wXoD+beHvv/9+7uPUrl0btra2uHDhQrG1G8LLyws3btzAjRs3lMsuXLiAhw8fon79+kW+HwsLC+V8T8Uh9zhmZ2fj1KlT8PLyKvLt7ezsUKVKFRw5ckTn8iNHjhTp60pPT0dcXBx8fHyKHk1ERcIFGiIiIiIiIiKiwthXBWq2yvmvEX3wwQe4ceMGxo4di4sXL+L333/HjBkzMGHCBJ3DNunj7++PJ0+eICIiQmeBZu3atXB1ddU5fJWnpyfWrFmD2NhYHD9+HAMHDoS1tXWhfR999BFWrFiB8PBwXL58GXPnzsX58+cLvd3Vq1cRHR2NpKQkpKWlITo6GtHR0cqeJwMGDICFhQWCgoJw/vx5bNiwAYsWLcKECRN07icgIAB2dnaYPXu2zjlaikP79u3h5+eH7t27Y9euXbh27RqOHj2KadOm4eTJkwByxm3Tpk2Ijo5GTEwMBgwYoLN3REREBBYvXozo6GgkJCRg9erV0Gg0qFu3LoCcc/+sWbMGhw4dwtmzZzFkyJB8e6wUxNTUFIGBgZg6dSo8PT3h5+dXbF97nTp1MHDgQAwePBibNm1CfHw8IiMjMXfuXGzbtk3vbfJuCzNmzCh0WzAxMUGbNm3yLSSkpqYq2wQAxMfHK2NYnNq3b4+GDRti4MCBiIqKwqlTpxAYGIjWrVs/9xBiedWoUQPHjx/HtWvXkJKS8tJ7yCxZsgQRERG4ePEiPvzwQzx48MDgBbhJkybhiy++wIYNG3Dp0iVMmTIF0dHR+Oijjwq97d9//63sRUdExYsLNEREREREREREZUTVqlWxfft2REZGwtvbG6NGjUJQUBCmT59e6G0rVKiAhg0bwsnJSTkZvL+/PzQajc75ZwDg559/xoMHD+Dr64tBgwYhODgYlStXLvQx+vXrh88++wyffPIJmjVrhhs3buQ7D4k+w4cPh4+PD3744QdcvnwZPj4+8PHxwe3bOecLsre3x65duxAfH48mTZrg448/RkhICEaOHKlzPyYmJggMDIRarcbgwcW7p5NKpcL27dvh7++PoUOHok6dOujfvz+uX7+uHI7r66+/RoUKFdCyZUt07doVAQEBOucDcnBwwKZNm9C+fXu0aNECP/74I9atW4cGDRoAAKZOnYrWrVujS5cu6Ny5M7p3747atWsXuTEoKAiZmZnFvjgFAOHh4Rg8eDA+/vhj1K1bF927d8eJEycKPHdK7m2hSZMmuH79OkaPHl3o4wwaNAgbNmzQWdQ4efKksk0AwIQJE+Dj44OQkJDi+eL+P5VKhd9//x0VKlRAmzZt0KNHD9SsWRMbNmww6H4mTpwIU1NT1K9fH05OTi+9kDRnzhwsXLgQPj4+OHz4MLZu3arstVVUwcHByvmGGjZsiJ07d2Lr1q3w9NRzuMY81q1bh4EDBxp8riQiKgLxinr06JEAIFJSUoydIjIzM8WWLVtEZmamsVOkahFCrh62sMVQMvWwRf4WIeTqYQtbDCVTD1vkbxFCrh62yN8ihFw9bHk1WtLS0sSFCxdEWlpaifeo1Wrx4MEDoVarS/yx2FK4YcOGia5du0rRUpCS6jl48KAwNzcXSUlJRm95EWq1Wty/f180a9ZM/PLLL0ZvMfa4xMfHCwDi1KlTRmu5e/euqFixovjnn3+Uy2QYG7aUnRYhSr/neT8DpKSkCADi0aNHpdJSGDMjrw8RERERERERERG9tEePHuHs2bP45ZdfsHXrVmPnlKqMjAzcvXsXoaGh6NOnj7JHT1mkUqmwbNmyIh0aj0retWvXsGTJEtSsWdPYKUSvJC7QEBERERERERFRmdetWzdERkZi1KhR6NChg7FzStW6desQFBSExo0bY/Xq1cbOeWmNGzfWOTQcGU/Tpk0NOv8OERmGCzRERERERERERFTm7d+/39gJRhMYGIjAwEBjZ1Axq1GjBoQQ0Gg0ePz4sbFziKgEmBg7gIiIiIiIiIiIiIiI6HXDBRoiIiIiIiIiemUJIYydQERERKWoLM39XKAhIiIiIiIioleOubk5AODZs2dGLiEiIqLSpJ37tT8LyIznoCEiIiIiIiKiV46pqSkcHByQnJwMAChXrhxUKlWJPJZGo0FmZibS09NhYmLcv4Vli/wtsvWwhS1luYct8reUZo8QAs+ePUNycjIcHBxgampaYo9VXLhAQ0RERERERESvJBcXFwBQFmlKihACaWlpsLa2LrFFILa8Oi2y9bCFLWW5hy3ytxijx8HBQfkZQHZcoCEiIiIiIiKiV5JKpYKrqysqV66MrKysEnucrKwsHDx4EP7+/kY/nApb5G+RrYctbCnLPWyRv6W0e8zNzcvEnjNaXKAhIiIiIiIioleaqalpib5ZY2pqiuzsbFhZWRn9jTC2yN8iWw9b2FKWe9gif4uMPTJ5oQO+ff/996hRowasrKzw5ptvIjIy8rnX//XXX1GvXj1YWVmhYcOG2L59u87n58+fj8qVK6Ny5cpYsGCBzueOHz+OJk2aIDs7+0VSiYiIiIiIiIiIiIiIpGPwAs2GDRswYcIEzJgxA1FRUfD29kZAQECBx3M9evQo3n//fQQFBeH06dPo3r07unfvjnPnzgEAzpw5g5CQEKxfvx7r1q3D9OnTcfbsWQBAdnY2Ro0ahWXLlsHMjDv7EBERERERERERERHRq8HgBZqvv/4aI0aMwNChQ1G/fn0sW7YM5cqVw4oVK/Ref9GiRejYsSMmTZoELy8vzJo1C76+vvjuu+8AABcvXkSjRo3Qrl07vP3222jUqBEuXrwIAPjqq6/g7++PZs2avcSXSEREREREREREREREJBeDdkvJzMzEqVOnMHXqVOUyExMTtG/fHseOHdN7m2PHjmHChAk6lwUEBGDLli0AgIYNG+Ly5ctISEiAEAKXL1/GG2+8gbi4OISHh+PUqVNFasvIyEBGRoby8aNHjwAA9+/fN+RLLBFZWVl49uwZ7t27Z/Rj7MnUIlsPW9hSlnvYIn+LbD1sYUtZ7mGL/C2y9bBF/hbZetjClrLcwxb5W2TrYQtbynIPW+Rvka1Hu14ghDBqh5ZBCzQpKSlQq9VwdnbWudzZ2VnZ6yWvpKQkvddPSkoCAHh5eWHOnDno0KEDAGDu3Lnw8vJC+/bt8eWXX+LPP/9EaGgozM3NsWjRIvj7++t9nLlz5yIsLCzf5XXq1DHkSyQiIiIiIiIiIiIiolfYvXv3YG9vb+wMwxZoSsqoUaMwatQo5eNVq1bB1tYWfn5+qFu3Lk6cOIGbN2+if//+iI+Ph6WlZb77mDp1qs6eOg8fPoS7uzsSEhKMPtCPHz+Gm5sbbty4ATs7O7ZI2sMWtpTlHrbI3yJbD1vYUpZ72CJ/i2w9bJG/RbYetrClLPewRf4W2XrYwpay3MMW+Vtk63n06BGqV6+OihUrGrVDy6AFGkdHR5iamuLOnTs6l9+5cwcuLi56b+Pi4mLQ9VNSUhAWFoaDBw/i+PHjqFOnDjw9PeHp6YmsrCxcvnwZDRs2zHc7S0tLvQs39vb2Rv+ma9nZ2bGlADL1sEU/thRMph626CdTCyBXD1v0Y0vBZOphi34ytQBy9bBFP5laALl62KIfWwomUw9b9JOpBZCrhy36saVgMvWwRT+ZWgC5ekxMTIydAAAwqMLCwgJNmjTBnj17lMs0Gg327NkDPz8/vbfx8/PTuT4A7N69u8Drjx8/HuPHj0e1atWgVquRlZWlfC47OxtqtdqQZCIiIiIiIiIiIiIiIukYfIizCRMmYMiQIWjatCmaN2+OhQsX4unTpxg6dCgAYPDgwahatSrmzp0LAPjoo4/QunVrLFiwAJ07d8b69etx8uRJ/Pjjj/nue/fu3bh8+TJWrVoFAGjWrBkuXryIHTt24MaNGzA1NUXdunVf5uslIiIiIiIiIiIiIiIyOoMXaPr164e7d+8iJCQESUlJaNy4MXbu3AlnZ2cAQEJCgs7uQS1btsQvv/yC6dOn49NPP4Wnpye2bNmCN954Q+d+09LSMGbMGGzYsEG5fbVq1fDtt99i6NChsLS0xKpVq2BtbV2kTktLS8yYMUPvYc9KG1sKJlMPW9hiKJl62CJ/CyBXD1vYYiiZetgifwsgVw9b5G8B5OphC1sMJVMPW+RvAeTqYQtbDCVTD1vkbwHk6pGpBQBUQghh7AgiIiIiIiIiIiIiIqLXiRxnwiEiIiIiIiIiIiIiInqNcIGGiIiIiIiIiIiIiIiolHGBhoiIiIiIiIiIiIiIqJRxgYaIiIiIiIiIiIiIiKiUcYGGyiyNRmPsBCIiIh2cm4iISDacm4iISCacl4h0cYEmj4yMDGMn6Lhz5w5u375t7AwAQEJCAs6cOWPsDADAxYsXsWjRImNnAADUajWysrKMnUH0wvjDkfxkmptkmpcAzk0F4dxEZR3nJvlxbtJPpnkJ4NxEVJw4N8mPc5N+Ms1NnJeI8jMzdoBMLly4gBEjRuCLL77Av/71L2Pn4PTp0+jevTvCw8NRpUoVo7acOXMG3bp1Q5cuXRAWFoaKFSsareXs2bNo1qwZMjMz0bJlS7z55ptGa7l06RIWLlyIuLg4vPXWWxg7dqzRxubatWvYvXs30tLS4OnpiXfffdcoHVpxcXH47bff8PjxY3h7e6Nz586wsbExapMQAiqVyqgNN27cwN69e/HgwQM0atQI7dq1M1rLo0ePYG9vDxMTE2g0GpiYGHfN/vbt2zhx4gTS09Ph6ekJX19fo7XEx8djy5YtuHv3Lvz8/NC1a1ejtcg0N8k0LwGcmwrCuUk/GeclgHNTXjLNTTLNSwDnpoLINDfJNC8BnJsKwrnp+WSYlwDOTQWRaW6SaV4CODcVRKa5ifNSwTg3PZ8Mc1OJzkuCFEOHDhUqlUrUrl1bHD161Kgt0dHRwsbGRnz00UdG7RBCiCtXrggnJycxceJEkZ6ebtSW6OhoYWVlJQYPHizatGkjpk+fLoQQQq1Wl3rL2bNnhaOjo+jbt6/44IMPhLm5uZg7d26pdwghxJkzZ0TlypVF27ZtRZs2bYSJiYkYNGiQOH78uFF6zp49KxwcHIS/v7/417/+JUxNTUWfPn3Erl27jNJz79495f81Go1RGoTI+T65u7uLli1bCi8vL2Fubi7Wrl1rlJbz588Le3t78fnnnyuXGeN5pHXmzBlRu3Zt0bRpU1G9enVRvXp1ERERYZSWmJgYUa1aNdGuXTvRsmVLoVKpxO+//26UFiHkmZtkmpeE4NxUEM5N+sk2LwnBuUkfmeYmmeYlITg3FUSmuUmmeUkIzk0F4dxUMFnmJSE4NxVEprlJtnlJCM5N+sg0N3FeKhjnpoLJMjeV9LzEBZpcVqxYISZPniyCgoJEpUqVxMGDB43Sce7cOWFrayumTJkihBAiOztbnD59Whw5ckScO3eu1Hu++eYbMWDAACGEEFlZWWLp0qVi8uTJYsmSJeLSpUul1hEVFSVsbW3FtGnThBBCTJo0STg5OYmHDx8KIUr3ifrgwQPRokULMXXqVOWykJAQMWHCBJGVlVVqHUIIkZKSIry9vZVxEUKI7du3CxMTE9G1a1exd+/eUu159uyZ6NSpkxgzZoxy2fHjx0WTJk1Ehw4dxJYtW0q15/z588LMzEznhyNjvKj/888/wt3dXUyePFmkpaWJ5ORkERISInx9fUVSUlKpNt24cUP4+PiIOnXqiIoVK+r8IGKMH46uXr0qqlatKiZPniwePHggzpw5I0aNGiV69eolUlNTS3VsLl26JKpVqyamTp0qMjIyxP3790WnTp3E999/X2oNeckwN8k2LwnBuUkfzk36yTYvCcG5SR+Z5iaZ5iUhODcVRLa5SZZ5SQjOTQXh3FQwWeYlITg3FUSmuUnGeUkIzk36yDI3cV4qGOemgskyN5XGvMQFmlzWr18vWrZsKZ49eya6dOkiKleuLC5cuCCmT58u1q9fXyoN6enpwsfHR7i6uorExEQhhBDdu3cXPj4+omLFisLGxkZ8+eWXpdKiNXToUDF06FAhhBCtWrUSzZo1E2+//bZwcHAQ7777rti+fXuJN9y5c0dYW1uLiRMnKpclJCSIunXrirCwsBJ//Lxu374tvL29xY4dO5TLhg4dKv71r38JX19fMWrUqFIZFyFyflBr0qSJOH/+vNBoNCIjI0Pcvn1bNGjQQLi4uIiePXuK+/fvl0qLlp+fn5g5c6YQ4n8/uJ47d074+/uLd999V8TExJRKx61bt0Tz5s2Fr6+vsLGxEePGjVM+V5ov6llZWWL69Omie/fu4tmzZ8rlO3fuFK6uriIpKanUWtRqtVi4cKHo2bOn2Lt3r5g3b56ws7Mz2i8bGRkZYvz48aJPnz4iMzNTufznn38WVapUEY8fPy7VlgEDBoghQ4aI7Oxs5fJevXqJQYMGiWHDholvv/221J9Pxp6bZJyXhODcpA/npoLJMi8JwblJH5nmJpnmJW0P56b8ZJybZJiXhODc9Dycm/STZV4SgnNTQWSam2Sdl4Tg3KSPDHMT56Xn49yknyxzU2nNS8Y94YBkfH19YWFhAWtra/zxxx9o27YtfHx8sHTp0lI7rqelpSW+/vpr2NnZYfz48WjSpAmePXuGxYsX488//8TcuXMxefJkLFu2rMRbhBAAADc3N5ibm2PLli2wsrLCtm3b8NdffyEyMhJPnjzBihUrSrzF3NwcO3fuxFdffaVc5uzsDB8fH+zatStfc0nLzMzElStXcOTIEZw5cwazZ8/G+vXr0aFDBwQGBuLUqVP4/vvvkZSUVOItT548QVRUFJKSkqBSqWBhYYFnz57Bzc0NCxYswObNm/Hbb7+VeAeQM/6pqamwsLBAcnIygJwTKarVajRo0ADfffcdYmJisGrVqlJp2bdvH9zd3fHtt9/ip59+wtKlSzFhwgQAgEqlKrXtxczMDI0aNUKzZs1gbW2tXP7mm2/CzMwMKSkppdIBACYmJujUqRN69+6Ntm3bYuTIkZg6dSrmzp2LefPmKdcprRNgmpiYwMPDA61atYK5ubnyPWnXrh3Mzc3x6NGjUukAAAsLC3z66acYOHAgTE1NAQBz5szB5s2bodFoYGVlheDgYISEhJRaE2D8uUmmeQng3PQ8nJvyk2le0vZwbspPprlJpnkJ4NxUEJnmJpnmJYBz0/NwbtLfIsu8BHBuel6LLHOTrPMSwLkpN5nmJs5Lz8e5SX+LLHNTqc1LxbLM8wrx9vZWdvMbMGCAsLGxERUqVBAnTpwo8cfOvQK4b98+4eLiIlq3bi1u376tc72PP/5YNGzYUNy7d69UVg137twpVCqVaNWqlRg+fLjO544fPy5UKpU4depUiXfklnsV19LSUvz888+l+vhCCLFy5UpRrlw50alTJ2Frayt+++035XNnz54VKpVKbN26tcQ7srKyxKBBg4SHh4f47rvvxLp160SFChXEBx98IIQQYty4caJ///4iKyur1FaZ169fr3MMWrVarfylz5o1a0SFChVEQkJCiXckJCToHAd37dq1wtLS0igr72lpafke88mTJ8LNzU2cPn1a+VxkZGSp9OT+uu/evZvvL8Kys7PF1q1bxd27d0u8JfdrnLbr1q1bwt3dXVy7dk25LDY2tsRbcjtz5oxo37692L59u9Lw22+/CTMzM3Hx4sVSbTHW3CTrvCQE56aCcG7ST5Z5SQjOTc8jy9wk67wkBOcmIeSdm2Scl4Tg3JQb5yb9ZJqXhODcVBBZ5yaZ5iUhODflJePcxHlJF+cm/WSam0pjXnotF2hu3bolIiMjxY4dO0R2drby4vDs2TPRpk0bcfLkSTF27FhRpUoVcfz4cdG3b19hampaYidnyt2TmZmpbPgnT54Uq1evzncMxGnTpok333yzRDbE3C1ZWVnKY0+ZMkU5/mFqaqpy/cuXLwtfX19x9erVEm/Rfp+0/9VoNOLp06eiV69eonfv3iItLa3Enpx5v0facblx44a4ceOGaNq0qbh69apQq9UiOztb3LhxQ/j6+op9+/aVaIt2l+Jz586J0aNHi0qVKokGDRroHLty6NChIiAgoNg7tHLvYq3RaIRGoxHZ2dlizJgxwsrKSme3USGEiIiIEPXr19c50Vdpyc7OFr/88ouwtLQU48ePF0LkTIb/+c9/xNmzZ4v1sXKPiz5ZWVkiMTFRuLq6Kj9ATpkyRahUqmL/4b6g51Lu15bk5GTll405c+aIjz/+WJiZmeX7gbI4e7Zv3y7UanW+HrVaLWJjY4WTk5Py+NqxefjwYbE+zwsaG628X/+mTZtEo0aNREpKSrE16Gsx9twk07yUt4dzk/4Wzk3/U5bmJSE4N8kwN8k0L+Xu4dxUcIux5yaZ5iV9PZyb8rdwbiq60pyXhODcVFiLDHOTTPNS3h7OTfpbjD03cV4qWg/npqJ71X9neu0WaGJiYoSbm5uoX7++MDMzEz4+PmLp0qXi0aNHQoic1Wxra2tRpUoVZRU5IyND/Pvf/y6RE2jp6/n++++VHn0bxahRo8SwYcNERkZGsb6A6WtZsmSJePr0qbh79674v//7P2FqaipmzJgh4uLiRGpqqggJCRFeXl7izp07xdZRUMvSpUvFkydPhBC6x3rVrqKW1F/QFPQ90h7n9Z9//hGOjo7ir7/+Um4zY8YM4eHhIW7dulWiLY0bNxY//vijchzEmzdv5vvLmsGDB4vJkycrL7bF6dy5c+K9994T58+fz/e5+Ph4ERQUJCwsLMTy5ctFUlKSSE9PF5MnTxbe3t4lcgzNwl5Ehch5Ic39oh4cHCzMzc3F9evXi63jeeOipdFoREpKiqhSpYq4du2aCAsLE+XLly/27biw51Lu4wbfvXtXzJ07V6hUqhL7K6OCXmfyPrfj4uKEq6urePDggQgNDRW2trbF/gN1YWMjRP6/yJg0aZLo1KlTsR/nWaa5SaZ5qaAezk2cmwoi27wkBOcmfWSam2Salwrq4dwk19wk07xUUA/nJs5NzyPLvCQE5yZDWvg70/N7ODfJMzdxXip6D+em/5FlbjLWvPRaLdDcvXtXeHl5icmTJ4v4+HiRnJws3n//ffHmm2+Kjz76SDx79kz8/vvvonPnzjq7KBmjZ9y4cfkms9u3b4vPPvtMVKhQ4bkbSnG2NGvWTEyYMEE8ffpUpKamilmzZglLS0vh7u4uvL29haurq4iKiiqVlrzjkvsHJB8fHzFo0CChVquL9QWrsJaHDx8KIXImWTMzM9GpUyfx7rvvCmdn52Lfhp73PcrdohUXFyc+/fRT4eDgIC5cuFCsLULkvGDXqlVLqFQq0bhxY70/7CQmJoqZM2cKc3NzUbt2beHt7S0cHR2LfZsRomgvolrZ2dlizZo1JfIDdVHGRevZs2fijTfeEO+8846wsLAQJ0+eLLYOIYr+XMr9A9KgQYOEnZ1dsb/GGNIjRM6JBBs1aiT69Olj1LHRun37tpg+fbpwcHAo9r/OkGlukmleel4P5ybOTfrINi8JwblJH5nmJpnmJUN7hODc9Lr/zvS8Hs5NnJsKIsu8JATnppdtEeL1+p2psB7OTXLMTZyXDO/h3CTP3GTMeem1WqA5e/asqFGjhoiJiVEuy8jIECEhIaJp06YiLCxMCCF0/hLAWD3NmzcX06ZNU45zFxkZKfr06SOqVatWIi8UhY3NZ599JtLT04UQQkRHR4uNGzeKTZs2Fftf0BTWkndctBYtWiSuXLlilJbMzExx//598f3334s+ffqITz/9tET2tjJkXO7evStGjRol6tatWyIvnunp6SI0NFT06NFDnDhxQjRv3lx4eXkV+HVHRUWJdevWiV9++UXEx8cXe48hL6JC5PxgHRQUJOzs7Ip1ojNkXDQajbh+/bpQqVTC0tJS5/taXAzZZjQajVizZo1wdnYusWPQGtJz7tw5oVKphLW1tYiOjjZqy8mTJ8W///1vUbNmTaO8/pbm3CTTvFRYD+cmzk25yTYvCcG5qSAyzU0yzUuG9nBu4u9MhfVwbuLclJcs85IQnJuKq+V1+p2psB7OTXLMTZyXXq6Hc9Pr+zvTa7VAc+nSJVGzZk3xxx9/CCH+d+zOrKwsMWnSJNGoUSNx6NAhIUTpnGiosJ7GjRuLgwcPCiFyjo3466+/lthxiwtr8fb2FgcOHCiRxza0Jfe45D2eZ2m3eHt7i8OHDyvXL8ntxpBxESJntf3mzZsl0qJWq8XGjRvFr7/+KoQQ4sGDBwW+eJX0c8nQyUUIIbZv3y5q1qxZ7H8FZsi4aH311VclsueBEIZvM//884+4du1aibQY2vPgwQMxceLEEtn7y9CWmzdviq1bt4p//vnHKC2lOTfJNC8VpYdzE+cmLZnmJSE4Nz2PTHOTTPOSoT2cm/g7U1F6ODdxbtKSaV4SgnNTcbW8Tr8zFaWHc5Px5ybOSy/ew7np9f6d6bVaoElPTxdNmzYVXbp0UXan0z4hNBqNaNiwoRg8eLBUPYMGDZKmpbTGpqy1vI7fIyF0d0kVQoiUlBTlxevy5ctK35EjR5S/1igJL/IieuvWLZGYmFgiPYaMS2ZmZolOeIZsM6X1hqUh23BJbjd8br94S2mNS1F7ZBobmVpex+1XlnlJCM5NzyPT3CTTvFTUntfxuc1xKRs9/D7pJ8vcJNu8JATnpuJo0V7fmC383cD4Y1PWxkWmltd1++XcpJ8x56XXZoFGe6zQs2fPCjs7OzFixAjlc9oBnTZtmujYseNr18MWtryM3C9Id+/eVV68zp07J0aNGiWaN28uUlJSSrTBkBfRvLvTlpTCxqVp06bi3r17Jfb4sm0zhvSU9C89Mo0NW8pGD1vkb8lNhnlJCM5N+si0zcg0Lxnawxa2yNbDlsLJMDfJOC8JwbnpRVtep9+ZZOthC1vKek/exxaCc1NuxpiXXpsFGiH+903fvHmzKF++vBg0aJBISkpSBn7AgAHi/fffz7dxvA49bGGLofL+QKj9OCUlRfj5+QkTExNhbW1dIrvEF6XJWJOLTOMi2zYjUw9b5G+RrYct8rfI9PpbUBfnJrm2GZlaZOthi/wtsvWwRT+ZXn/1NRnzDxlkGhuZthm2lI0etrClLPfI9Pqrr+l1/J3ptVmg0e429uTJE5GSkiL++usvUblyZdGsWTMREBAgBgwYIGxsbMSZM2deux62sMVQ2gnj0aNH4sGDB/k+P3ToUFGpUqUSO0ZwXrJMLsYcl7xjYOxtRqYetsjfIlsPW8pei2zzkhDGm5tkGhvtXwtqGXObkalFth62yN8iWw9bitYi29xkzN+ZZBobmX+eYYucPWxhS1nukel3A334O1MOE7wGsrOzYWZmhmvXrqFOnTo4ceIE3n77bZw/fx6dOnVC1apVUblyZURGRqJhw4avVQ9b2PIiPaamprh27Rq8vLxw7Ngx5XNCCHz77bdYuXIldu/ejfr165d4j1qthkqlwuPHj/Hw4UMAgEqlAgBUqlQJ9erVQ4UKFXDy5Ek0bdq0xDqMNS5qtVp5DO1/jbnNyNTDFvlbZOthS9ltMfa8pO3J3Vnac5NMY5OSkgIAMDExUbrUarVRthmZWmTrYYv8LbL1sMWwFmPOTRqNRudjY/3OJNPYxMXF4cGDB8rXrW0xxjbDlrLRwxa2lOWeglqMOTfJ8DuTjOOifaBXxj///COWLl0qxo8fL3bt2iXu3r2rfC4hIUE4OjqKoKAgodFolJUx7YpZ3r/oeNV62MKWkugZPny4zqqzRqMR+/btE1euXCn2Hn20f4UQHx8vqlSpIrZv367TsnjxYqFSqURUVFSxPaZM43Lp0iUxbtw40bNnTxEWFib++eeffC2luc3I1MMW+Vtk62HLq9FS2vOS9mvWfq0ajcYoc5NMY3Pp0iVha2urc2xt7TgZY5uRpUW2HrbI3yJbD1tevKU056bcv5toO7T/Lc15SQi5xiY6OlqoVCrx888/5/tcaW8zbCkbPWxhS1nuKUpLac5NV69eFffv39e5zBhzk2zjktsrs0Bz5swZUaVKFfHuu+8KT09PUbduXfHFF1+I7OxskZmZKb777jsxfvz4Anedynv5q9TDFraUVk9JkWVRRKZxOXPmjKhUqZIYMmSI6N69u2jRooX4/PPPhUajEZmZmeLbb78V48aNK9VtRpYetsjfIlsPW17dlpIky6KIbGOzefNmUblyZdGiRQsxcuRI5fKMjAxlnsx7bO2Sep2RqUW2HrbI3yJbD1uKr6WkyLQgIoQ8YxMdHS1sbGzE5MmT9X5+8eLFpfbzDFvKRg9b2FKWe160paTIsigi27jk9Uos0Fy7dk14enqKTz/9VGRmZgohhJgyZYrw8PAQaWlpQgghHj58+Fr2sIUtZb1HlkURmcYlLi5OuLu7i2nTpimXBQUFieDgYJ3rldYvgzL1sEX+Ftl62MKWFyHLooiMY7N9+3ZRp04dMW/ePNGwYUPxf//3f8rnbty4UWodsrXI1sMW+Vtk62GL/C2yLIhoyTA2sbGxwszMTMycOVMIkfNX6nv27BE//PCDOHLkiEhOTlYuZ4txWmTrYQtbynKPTC1CyLMoItu46FPmF2iys7PFokWLRN++fUViYqLyA0dSUpKoXr26iImJeW172MKWst4jy6KITOOSnZ0tli1bJoYNGybu37+vTGRjxowR7dq1E/7+/mLQoEHiyJEjQoiS+WtOWXvYIn+LbD1sYcuLkGVRRMaxESLnTbf3339fpKSkiK+//lo0atRIjB8/XgwbNkwsW7ZMmc9ftxbZetgif4tsPWyRv0WGBZHcjD02arVahIWFCZVKJS5cuCCEEKJdu3bC29tb2Nvbi1q1aom33367VH6XY0vZ6GELW8pyj0wtQsizKCLbuBSkzC/QCCHEypUrxaJFi3Quu3PnjnBwcBD79u3Ld/2S/gVVph62sKWs9si0KCKEPOMiRM4h386dO6d8HBYWJqysrMScOXNESEiI6Nevn6hVq5bO4XZKkkw9bJG/RbYetrDFELItisg0NlpPnz4VjRo1EqdPnxZPnz4VP/74o6hUqZJQqVTizJkzQojS26NHphbZetgif4tsPWyRv8XYCyJ5yTA2SUlJYuTIkcLS0lK88cYbomfPniI6OlpkZmaKTZs2iXfeeUf06dNHPHnypEQ72FJ2etjClrLcI0uLbIsisozL87wSCzS5aX8RTktLE/Xq1RPHjx9XPvf777+LhISE17aHLWwpaz0yLYroexxjfp+0Denp6aJTp04iIiJC+dyhQ4dE5cqVxa5du0q8Q8YetsjfIlsPW9hiCNkWRWQam8zMTJGdnS3eeecdcejQISGEEP369RN2dnbC09Mz315Gr0uLbD1skb9Fth62yN8ihBwLIloyjU1ycrL44IMPRNOmTZU3CrW++eYb4eLiIm7evMkWI7bI1sMWtpTlHllaZFsUkWVcCmKGMuj27duIiopCZmYmqlevjqZNmwIA1Go1TE1NAQAmJiYwMTGBSqUCAHz66acIDw/H8ePHX+ketrClrPfkNmTIEOX/hRBQqVSws7ODi4sLypUrp3xu69at8PHxgZubW7E9tkzjkrvF3d0dTZo0gUqlglqthqWlJf744w+YmJhAo9HAxMQEFStWhLOzMypWrFisHTL2sEX+Ftl62MKWl1WzZk0IIQAAGRkZOH78OH777Td07twZAHD48GH06tULV69eRc2aNYv1sWUam9wtNWrUgK+vL8zNzQEATZo0wdWrV/Hjjz/i4MGD+OOPP3D27FnMmzcPZmZmWLBgwSvbIlsPW+Rvka2HLfK36JOVlQVLS0u4uLggNTUV5cqVw549e5CVlQUPDw8sX74cixYtUn6PKU4yjY2+3+GcnJwwffp0XL9+HbVr1wbwv9/pPDw8UKFCBVhYWBRrB1vKTg9b2FKWe2RqycvZ2RmzZ8+GmZkZIiMjMXv2bHh5eQEAevTogevXr+OLL77Ao0ePUL58+WJ9bJnHpUBGWxp6QWfOnBG1atUSzZs3F46OjqJp06bi119/zXe9Bw8eCCcnJ3HkyBExa9YsYWVlJU6cOPFK97CFLWW959atW+KPP/4QGzdu1Ln/3H/plZGRIerXry8iIyOFEEJMnTpVuLi4iOvXrxdbh0zjUpSWvHsOTZkyRTRr1kzcvXu3WFtk62GL/C2y9bCFLS8i99x08uRJ5XLt3KQ9brL2v+fPnxcNGzbUuW5xkGlsCmsJDQ0VKpVK1KxZU5w6dUoIkTNnLlmyRMTFxb2yLbL1sEX+Ftl62CJ/ixC685L28bSmTp0qwsPDxaBBg4Srq6s4cOCA+O6770S1atXEhAkTir1FprHR1/Lf//5X+by+oy189NFHokOHDiI1NZUtpdAiWw9b2FKWe2RqEaLg9/Nu374tjh07JjIyMoQQ//sd6o8//hBeXl7KuWiKi2zjUlRlaoHm6tWrolq1auKTTz4RDx8+FCdPnhRDhgwRw4YNE9nZ2TqD/OTJE+Hj4yPatGkjrKysiv2XZNl62MKWst4jy6KITONiSIsQQly/fl1MmjRJVKhQoUSO5SlTD1vkb5Gthy1seRGyLIrINDbPa8nKyhJCCJGVlSU++OAD5Y8ptH3FfRJQmVpk62GL/C2y9bBF/hYh5FoQkWlsXmSenDhxoqhYsaJy+De2lGyLbD1sYUtZ7pGpRQh5FkVkGxdDlJkFmoyMDDFhwgTRt29fZdVNCCF+/vlnUalSJZGSkqJz/YcPHwp3d3dRsWJFER0d/Ur3sIUtZb1HlkURmcbF0JYTJ06IDz74QHh7e0uxzZRkD1vkb5Gthy1seRGyLIrINDaGtpQkmVpk62GL/C2y9bBF/hYh5FoQkWlsDG05fvy4GDZsmKhXr544ffo0W0qhRbYetrClLPfI1CKEPIsiso2LocrMOWg0Gg2qVasGLy8vWFhYKOejaNmyJcqXL4+srCyd69vb22PEiBHo1asX6tWr90r3sIUtZbknMzMTS5YsQcuWLTFr1ixYWFigSZMm8Pf3xyeffIIvv/wSlSpVUq6vVqtx//59XL9+HX///Te8vb2LrUWmcTG0pWnTpkhLS8P06dPh6uparC2y9bBF/hbZetjCFkMZOjedPHkS4eHhOHLkCPbt24dGjRoVW4tMY2Noi/Y2JiYmxdohW4tsPWyRv0W2HrbI31LUecnMzAzff/+9cjvtuTKLu0mmsTG0pXnz5njy5AlmzpyJqlWrsqUUWmTrYQtbynKPTC2G/s4UGRmJH374AUePHsWePXvQsGHDYmuRaVxeSIkt/ZSAf/75R/l/7QpcYmKi8PDwEAkJCcrnSuLcGLL3sIUtZbUnLS1NfP311+Knn37SaYmNjRXu7u4iMTEx321mz54tYmNjS6RHlnExpKUkDjknew9b5G+RrYctbDHEi8xNBw8eFLdv3y6RHpnGpqgtUVFRr1WLbD1skb9Fth62yN3yIvNSSRxiLTdZxsaQFpnmydetRbYetrClLPfI0vIic9Nff/0lbt68WSI9sozLiyiZPwcqJomJiYiMjMTOnTuh0WhQs2ZNADl/Qa/9S5BHjx7hwYMHym1CQkLwzjvv4N69exBCvLI9bGFLWe/RsrKyQvfu3TF8+HCdyx0cHGBubq6zyn3y5EkAwLRp04ptjxWZxuVFWzp06CDVNlMSPWyRv0W2Hraw5WUYMjedOnUKANCqVati22NFprF50Za33377lW6RrYct8rfI1sMW+VtyM2ReOn36NIDi32tGprF5FebJV71Fth62sKUs98jUktuL/M709ttvF9seK7KOywspsaWflxQTEyPc3d1FnTp1hL29vahXr5745ZdfxL1794QQ/1sJu3TpknBychL3798Xs2bNEtbW1iWyEiZTD1vYUtZ7bt++LY4fPy527Nih85dd2dnZyv9fvHhRVKpUSVnl/uyzz0SFChVESkqK3hOMvQiZxkWmFtl62CJ/i2w9bGHLi+DcxJay2sMW+Vtk62GL/C1CyDMvCSHX2LBF/hbZetjClrLcI1OLEPLMTbKNy8uScoEmOTlZ1KtXT3z66aciLi5O3Lp1S/Tr1094eXmJGTNmiOTkZOW6d+7cET4+PqJfv37CwsKiRAZZph62sKWs98jyIirTuMjUIlsPW+Rvka2HLWx5EZyb2FJWe9gif4tsPWyRv0UIeeYlIeQaG7bI3yJbD1vYUpZ7ZGoRQp65SbZxKQ5SLtCcP39e1KhRI9+gTZ48WTRs2FB8+eWX4unTp0IIIS5cuCBUKpWwtrYWp0+ffuV72MKWstwj04uoTOMiU4tsPWyRv0W2HrawxVCcm9hSlnvYIn+LbD1skb9FpnlJCLnGhi3yt8jWwxa2lOUemVpkmptkGpfiIuUCTXR0tKhWrZo4ePCgEEKIZ8+eKZ8LDg4WNWvWFDExMUKInJP9fPjhhyV2wnDZetjClrLcI9OLqEzjIlOLbD1skb9Fth62sMVQnJvYUpZ72CJ/i2w9bJG/RaZ5SQi5xoYt8rfI1sMWtpTlHplaZJqbZBqX4iLlAo0QQjRr1ky0bdtW+Tg9PV35/6ZNm4r+/fsrH6elpb1WPWxhS1ntke1FVJZxka1Fth62yN8iWw9b2GIIzk1sKes9bJG/RbYetsjdItu8JIQ8Y8OWstEiWw9b2FKWe2RpkW1ukmVciosJJPD06VM8efIEjx8/Vi774YcfcP78eQwYMAAAYGlpiezsbACAv78/nj59qlzXysrqle1hC1vKek9u3t7ecHV1xYwZMwAA1tbWyMjIAAAsWrQIlSpVwty5cwEALi4umD9/PurVq1csjy3TuMjUIlsPW+Rvka2HLWx5WZyb2FKWetgif4tsPWyRvyUvY85LgFxjwxb5W2TrYQtbynKPTC158XemkmX0BZoLFy6gZ8+eaN26Nby8vLB27VoAgJeXFxYtWoTdu3ejT58+yMrKgolJTm5ycjJsbGyQnZ0NIcQr28MWtpT1HlleRGUaF5laZOthi/wtsvWwhS0vgnMTW8pqD1vkb5Gthy3ytwDyzEuAXGPDFvlbZOthC1vKco9MLYA8c5Ns41JiSmzfnCI4f/68qFSpkhg/frxYu3atmDBhgjA3NxdRUVFCCCGePn0qtm7dKqpVqybq1asnunfvLvr27StsbGzE2bNnX+ketrDlVeh55513hI+Pj6hSpYr4z3/+I4TI2bVw3bp1wtHRUfTu3VtkZmYKtVothBDi3//+t+jfv7/IysoSGo2m2DpkGReZWmTrYYv8LbL1sIUtL9rEuYktZbGHLfK3yNbDFvlbtD0yzEvaFlnGhi3yt8jWwxa2lOUemVq0PTLMTbKNS0ky2gLNvXv3xDvvvCOCg4N1Lm/Tpo0YO3aszmWPHz8Wn3zyiRg+fLgYM2aMOH/+/Cvdwxa2lPUeWV5EZRoXmVpk62GL/C2y9bCFLS+CcxNbymoPW+Rvka2HLfK3CCHPvCSEXGPDFvlbZOthC1vKco9MLULIMzfJNi4lzcxYe+5kZWXh4cOH6N27NwBAo9HAxMQENWvWxP3797V790AIAVtbW3zxxRc613uVe9jClrLcc//+fYwfPx4DBw7E119/DQAYMGAAoqKiEB4eDh8fH5QrVw5du3ZFmzZtMHv2bNy/fx9WVlaIjIxE/fr1i61FpnGRqUW2HrbI3yJbD1vYYijOTWwpyz1skb9Fth62yN8i07wEyDU2bJG/RbYetrClLPfI1CLT3CTTuJQGoy3QODs74z//+Q88PT0BAGq1GiYmJqhatSquX78OAFCpVFCpVHj8+DHs7OyUy171HrawpSz3yPQiKtO4yNQiWw9b5G+RrYctbDEU5ya2lOUetsjfIlsPW+RvkWleAuQaG7bI3yJbD1vYUpZ7ZGqRaW6SaVxKg1GXlLSDrNFoYG5uDiDnG52cnKxcZ+7cuVi+fLly0qGSHGiZetjClrLao30RbdWqFYCcF1EAqFq1qvKCrVKpYGJionOysdfh+yRTi2w9bJG/RbYetrDFEJyb2FLWe9gif4tsPWyRu0W2eQmQZ2zYUjZaZOthC1vKco8sLbLNTbKMS2kw2h40uZmYmEAIoQyi9pseEhKC2bNn4/Tp0zAzK71UmXrYwpay2FPUF1FLS0sEBwfDzMysxF9EZRgXGVtk62GL/C2y9bCFLUXFuYktr0IPW+Rvka2HLfK2yDgvAXKMDVvKTotsPWxhS1nukaFFxrlJhnEpadLUawfazMwMbm5umD9/Pr788kucPHkS3t7er3UPW9hSVntkexGVZVxka5Gthy3yt8jWwxa2GIJzE1vKeg9b5G+RrYctcrfINi8B8owNW8pGi2w9bGFLWe6RpUW2uUmWcSkp0izQaL/R5ubm+Omnn2BnZ4fDhw/D19f3te9hC1vKco9ML6IyjYtMLbL1sEX+Ftl62MIWQ3FuYktZ7mGL/C2y9bBF/haZ5iVArrFhi/wtsvWwhS1luUemFpnmJpnGpUQIyZw4cUKoVCpx/vx5Y6cIIeTqYQtbDCVTz+zZs4VKpRL29vbixIkTRm2RaVxkahFCrh62yN8ihFw9bGGLoTg3scVQMvWwRf4WIeTqYYv8LTLNS0LINTZskb9FCLl62MIWQ8nUI1OLTHOTTONSnFRCCGHsRaK8nj59ChsbG2NnKGTqYYt+bCmYLD0nT55E8+bNce7cOdSvX9/YOdKMCyBXCyBXD1v0k6kFkKuHLfqxRT/OTQVjS8Fk6mGLfjK1AHL1sEU/WVpkm5cAecYGYEtBZGoB5Ophi35sKZhMPbK0yDY3yTIuxUnKBRoiejW9ii+iRERUtnFuIiIimXBeIiIi2XBuKllcoCEiIiIiIiIiIiIiIiplJsYOICIiIiIiIiIiIiIiet1wgYaIiIiIiIiIiIiIiKiUcYGGiIiIiIiIiIiIiIiolHGBhoiIiIiIiIiIiIiIqJRxgYaIiIiIiIiIiIiIiKiUcYGGiIiIiIiIiIiIiIiolHGBhoiIiIiIiIiIiIiIqJRxgYaIiIiIiIiIiIiIiKiUcYGGiIiIiIiIiIiIiIiolP0/vInY4/0JWBQAAAAASUVORK5CYII=",
      "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": 24,
   "id": "bearing-retirement",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forward 10y treasury yield in 2025-12: 3.82%\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": 25,
   "id": "atlantic-entry",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Forward 10y treasury yield in 2025-12 changed by -41.93bps 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": 26,
   "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 -40.90bps\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": 27,
   "id": "affiliated-provider",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Futures markets are expecting the Fed Funds rate to be at 3.21% 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": 28,
   "id": "statewide-breath",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Markets are expecting Fed Funds rate to be -52.9999bps 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": 29,
   "id": "developmental-spending",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Future 10y treasury yield for 2025-03 changed by -38.74bps\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": 30,
   "id": "unlimited-framing",
   "metadata": {},
   "outputs": [],
   "source": [
    "tr3m = web.get_data_fred('DGS3MO', start=report_start, end=report_end) / 100."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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": 32,
   "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": 33,
   "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": 34,
   "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": 35,
   "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": 36,
   "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": 37,
   "id": "fuzzy-control",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Markets are expecting 3m treasury yield to be -20.67bps higher than Fed Funds rate in 2024-10\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
}