{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "067a4074",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Dynamique-du-taux-court\" data-toc-modified-id=\"Dynamique-du-taux-court-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Dynamique du taux court</a></span><ul class=\"toc-item\"><li><span><a href=\"#Solution-analytique\" data-toc-modified-id=\"Solution-analytique-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Solution analytique</a></span></li><li><span><a href=\"#Simulation-exacte\" data-toc-modified-id=\"Simulation-exacte-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Simulation exacte</a></span></li></ul></li><li><span><a href=\"#Prix-zéro-coupon\" data-toc-modified-id=\"Prix-zéro-coupon-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Prix zéro-coupon</a></span><ul class=\"toc-item\"><li><span><a href=\"#Formules-analytiques\" data-toc-modified-id=\"Formules-analytiques-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>Formules analytiques</a></span></li><li><span><a href=\"#Evolution-temporelle-du-prix-zéro-coupon-(en-fonction-de-celle-du-taux-court)\" data-toc-modified-id=\"Evolution-temporelle-du-prix-zéro-coupon-(en-fonction-de-celle-du-taux-court)-2.2\"><span class=\"toc-item-num\">2.2&nbsp;&nbsp;</span>Evolution temporelle du prix zéro-coupon (en fonction de celle du taux court)</a></span></li><li><span><a href=\"#Courbe-des-taux\" data-toc-modified-id=\"Courbe-des-taux-2.3\"><span class=\"toc-item-num\">2.3&nbsp;&nbsp;</span>Courbe des taux</a></span><ul class=\"toc-item\"><li><span><a href=\"#Illustrations-des-formes-possibles\" data-toc-modified-id=\"Illustrations-des-formes-possibles-2.3.1\"><span class=\"toc-item-num\">2.3.1&nbsp;&nbsp;</span>Illustrations des formes possibles</a></span></li><li><span><a href=\"#Sensibilités-aux-paramètres\" data-toc-modified-id=\"Sensibilités-aux-paramètres-2.3.2\"><span class=\"toc-item-num\">2.3.2&nbsp;&nbsp;</span>Sensibilités aux paramètres</a></span></li></ul></li><li><span><a href=\"#Confrontation-aux-données-de-marché\" data-toc-modified-id=\"Confrontation-aux-données-de-marché-2.4\"><span class=\"toc-item-num\">2.4&nbsp;&nbsp;</span>Confrontation aux données de marché</a></span><ul class=\"toc-item\"><li><span><a href=\"#Récupération-des-données-de-marché\" data-toc-modified-id=\"Récupération-des-données-de-marché-2.4.1\"><span class=\"toc-item-num\">2.4.1&nbsp;&nbsp;</span>Récupération des données de marché</a></span></li><li><span><a href=\"#Analyse-descriptive\" data-toc-modified-id=\"Analyse-descriptive-2.4.2\"><span class=\"toc-item-num\">2.4.2&nbsp;&nbsp;</span>Analyse descriptive</a></span></li><li><span><a href=\"#Calibration\" data-toc-modified-id=\"Calibration-2.4.3\"><span class=\"toc-item-num\">2.4.3&nbsp;&nbsp;</span>Calibration</a></span></li></ul></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cab1c6dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbdc78e2",
   "metadata": {},
   "source": [
    "# Dynamique du taux court"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8514ffdf",
   "metadata": {},
   "source": [
    "Le modèle de taux court est donné par un processus d'Ornstein-Uhlenbeck:\n",
    "$$dr_t=a(b-r_t)dt-\\sigma dW_t$$\n",
    "avec $r_0$ le taux court à $t=0$."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a96ad68d",
   "metadata": {},
   "source": [
    "## Solution analytique"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba405583",
   "metadata": {},
   "source": [
    "La solution $r_t$ est un processus gaussien donné par\n",
    "\\begin{equation}\n",
    "r_t=r_0\\,e^{-at}+b(1-e^{-at})-\\sigma \\int_0^te^{-a(t-s)}dW_s,\\quad t\\geq 0.\n",
    "\\end{equation}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "02f1b69f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# paramètres possibles\n",
    "a=1\n",
    "b=0.04\n",
    "sigma=0.01\n",
    "r0=0.03"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8404f91c",
   "metadata": {},
   "source": [
    "## Simulation exacte"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb073774",
   "metadata": {},
   "source": [
    "On souhaite simuler $r$ à des dates équidistantes, espacés du pas $\\Delta=T/n$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6b56b23b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# paramètres\n",
    "T=1\n",
    "n=52\n",
    "Delta=T/n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "691a8102",
   "metadata": {},
   "outputs": [],
   "source": [
    "# on renvoie la trajectoire de r et les temps associés $t_i=i\\Delta$\n",
    "def simul_path_r(r0, a, b, sigma, Delta, n):\n",
    "    path_r=np.array([r0])\n",
    "    grille_temps=np.array([0])\n",
    "    r_previous=r0\n",
    "    for i in range(n):\n",
    "        r_next= r_previous + a*(b - r_previous)*Delta - sigma*np.sqrt(Delta)*np.random.normal()\n",
    "        r_previous=r_next\n",
    "        path_r=np.append(path_r,r_next)\n",
    "        grille_temps=np.append(grille_temps,(i+1)*Delta)\n",
    "    return (path_r, grille_temps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "5280a7b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1879cb91590>]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path_r, grille_temps=simul_path_r(r0, a, b, sigma, Delta, n)\n",
    "plt.plot(grille_temps, path_r)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77b43d44",
   "metadata": {},
   "source": [
    "# Prix zéro-coupon"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91ca8325",
   "metadata": {},
   "source": [
    "## Formules analytiques"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35ed45c5",
   "metadata": {},
   "source": [
    "En partant de $$B(t,T)=\\mathbb{E}_{\\mathbb Q}\\left[\\exp\\big(-\\int_t^Tr_sds\\big)|{\\cal F}_t\\right],$$ on obtient\n",
    "$$B(t,T)=\\exp-\\left[R_{\\infty}(T-t) -(R_{\\infty }-r_t)\n",
    "\\frac{1-e^{-a(T-t) }}{a}+\\frac{\\sigma ^2}{4a^3}(1-e^{-a(T-t)})^2\\right]$$\n",
    "avec $$R_{\\infty }= b-\\frac{\\sigma^2}{2a^2}.$$\n",
    "A la date $t$, le taux continu avec tenor $\\theta$ est noté $R(t,\\theta)$ et défini par\n",
    "$$B(t,t+\\theta)=\\exp(-\\theta\\, R(t,\\theta)).$$\n",
    "Cela donne \n",
    "$$R(t,\\theta)=R_{\\infty}-(R_{\\infty }-r_t)\\frac{1-e^{-a\\theta\n",
    "}}{a\\theta }+\\frac{\\sigma ^2}{4a^3\\theta }(1-e^{-a\\theta })^2.$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "bc0cfebd",
   "metadata": {},
   "outputs": [],
   "source": [
    "def taux_long_Vasicek(a, b, sigma):\n",
    "    return b - (sigma**2)/(2*a**2)\n",
    "\n",
    "def taux_continu_Vasicek(t, theta, rt, Rinfty, a, sigma):\n",
    "    return Rinfty - (Rinfty - rt)*(1 - np.exp(-a*theta))/(a*theta) + (sigma**2)/(4*a**3)*(1 - np.exp(-a*theta))**2\n",
    " \n",
    "def zero_coupon_price_Vasicek(t, T, rt, Rinfty, a, sigma):\n",
    "    theta=T-t # tenor\n",
    "    return np.exp(-taux_continu_Vasicek(t, theta, rt, Rinfty, a, sigma)*theta)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6e173f3",
   "metadata": {},
   "source": [
    "## Evolution temporelle du prix zéro-coupon (en fonction de celle du taux court)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "eb95161c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x187a0b63b10>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Rinfty=taux_long_Vasicek(a, b, sigma)\n",
    "plt.title(\"Evolution de prix de zero-coupon\")\n",
    "for Ti in np.array([1.25,1.5,2, 3, 4, 5]):\n",
    "    plt.plot(grille_temps, zero_coupon_price_Vasicek(grille_temps, Ti, path_r, Rinfty, a, sigma), label='Maturité %1.2f Y'%Ti)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee556f6e",
   "metadata": {},
   "source": [
    "<h5><p style=\"font-size:20px; \">Qu'observe t'on?</h5>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe4ecabe",
   "metadata": {},
   "source": [
    "## Courbe des taux"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6e2ebff",
   "metadata": {},
   "source": [
    "### Illustrations des formes possibles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "fb8d1550",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x187a0d65950>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"Courbe des taux - Effet de r0\")\n",
    "plt.ylabel('taux en %')\n",
    "plt.xlabel('année')\n",
    "tenor=np.linspace(0.001,5,100)\n",
    "a=5\n",
    "b=0.05\n",
    "sigma=1\n",
    "Rinfty=taux_long_Vasicek(a, b, sigma)\n",
    "for r0_tmp in np.array([Rinfty-0.02,Rinfty,Rinfty+0.02]):\n",
    "    plt.plot(tenor, 100*taux_continu_Vasicek(0.0, tenor, r0_tmp, Rinfty, a, sigma), label=\"r0 = %2.2f%%\"%(r0_tmp*100))\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43a2c501",
   "metadata": {},
   "source": [
    "<h5><p style=\"font-size:20px; \">Qu'observe t'on?</h5>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb846993",
   "metadata": {},
   "source": [
    "### Sensibilités aux paramètres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f7bd63ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x18798273610>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a=1\n",
    "b=0.04\n",
    "sigma=0.01\n",
    "r0=0.03\n",
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(15, 5))\n",
    "fig.suptitle(\"Exemples de courbes des taux avec différents paramètres\")\n",
    "\n",
    "ax1.set_title(\"Effet de a\")\n",
    "tenor=np.linspace(1/12,10,100)\n",
    "ax1.set_ylabel('taux en %')\n",
    "for a_tmp in np.linspace(0.2,5,5):\n",
    "    Rinfty_tmp=taux_long_Vasicek(a_tmp, b, sigma)\n",
    "    ax1.plot(tenor, 100*taux_continu_Vasicek(0.0, tenor, r0, Rinfty_tmp, a_tmp, sigma), label=\"a = %1.1f\"%a_tmp)\n",
    "ax1.legend()\n",
    "\n",
    "ax2.set_title(\"Effet de b (et donc du taux long)\")\n",
    "tenor=np.linspace(1/12,10,100)\n",
    "ax2.set_ylabel('taux en %')\n",
    "for b_tmp in np.linspace(0.01,0.2,5):\n",
    "    Rinfty_tmp=taux_long_Vasicek(a, b_tmp, sigma)\n",
    "    ax2.plot(tenor, 100*taux_continu_Vasicek(0.0, tenor, r0, Rinfty_tmp, a, sigma), label=\"b = %0.2f\"%b_tmp)\n",
    "ax2.legend()\n",
    "\n",
    "ax3.set_title(\"Effet de sigma\")\n",
    "tenor=np.linspace(1/12,10,100)\n",
    "ax3.set_ylabel('taux en %')\n",
    "for sigma_tmp in np.linspace(0.005,0.2,5):\n",
    "    Rinfty_tmp=taux_long_Vasicek(a, b, sigma_tmp)\n",
    "    ax3.plot(tenor, 100*taux_continu_Vasicek(0.0, tenor, r0, Rinfty_tmp, a, sigma_tmp), label=\"sigma = %0.4f\"%sigma_tmp)\n",
    "ax3.legend()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe3d97df",
   "metadata": {},
   "source": [
    "## Confrontation aux données de marché"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1158738",
   "metadata": {},
   "source": [
    "### Récupération des données de marché"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "cbe40b1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>M1</th>\n",
       "      <th>Y1</th>\n",
       "      <th>Y2</th>\n",
       "      <th>Y3</th>\n",
       "      <th>Y4</th>\n",
       "      <th>Y5</th>\n",
       "      <th>Y6</th>\n",
       "      <th>Y7</th>\n",
       "      <th>Y8</th>\n",
       "      <th>...</th>\n",
       "      <th>Y21</th>\n",
       "      <th>Y22</th>\n",
       "      <th>Y23</th>\n",
       "      <th>Y24</th>\n",
       "      <th>Y25</th>\n",
       "      <th>Y26</th>\n",
       "      <th>Y27</th>\n",
       "      <th>Y28</th>\n",
       "      <th>Y29</th>\n",
       "      <th>Y30</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000-01</td>\n",
       "      <td>3.150</td>\n",
       "      <td>3.97</td>\n",
       "      <td>4.47</td>\n",
       "      <td>4.82</td>\n",
       "      <td>5.06</td>\n",
       "      <td>5.23</td>\n",
       "      <td>5.36</td>\n",
       "      <td>5.45</td>\n",
       "      <td>5.52</td>\n",
       "      <td>...</td>\n",
       "      <td>5.94</td>\n",
       "      <td>5.96</td>\n",
       "      <td>5.98</td>\n",
       "      <td>6.00</td>\n",
       "      <td>6.02</td>\n",
       "      <td>6.04</td>\n",
       "      <td>6.06</td>\n",
       "      <td>6.07</td>\n",
       "      <td>6.09</td>\n",
       "      <td>6.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2000-02</td>\n",
       "      <td>3.360</td>\n",
       "      <td>4.07</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.81</td>\n",
       "      <td>5.02</td>\n",
       "      <td>5.17</td>\n",
       "      <td>5.28</td>\n",
       "      <td>5.36</td>\n",
       "      <td>5.43</td>\n",
       "      <td>...</td>\n",
       "      <td>5.80</td>\n",
       "      <td>5.82</td>\n",
       "      <td>5.83</td>\n",
       "      <td>5.85</td>\n",
       "      <td>5.87</td>\n",
       "      <td>5.88</td>\n",
       "      <td>5.89</td>\n",
       "      <td>5.91</td>\n",
       "      <td>5.92</td>\n",
       "      <td>5.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2000-03</td>\n",
       "      <td>3.590</td>\n",
       "      <td>4.16</td>\n",
       "      <td>4.47</td>\n",
       "      <td>4.70</td>\n",
       "      <td>4.85</td>\n",
       "      <td>4.97</td>\n",
       "      <td>5.06</td>\n",
       "      <td>5.12</td>\n",
       "      <td>5.18</td>\n",
       "      <td>...</td>\n",
       "      <td>5.55</td>\n",
       "      <td>5.57</td>\n",
       "      <td>5.58</td>\n",
       "      <td>5.60</td>\n",
       "      <td>5.62</td>\n",
       "      <td>5.63</td>\n",
       "      <td>5.65</td>\n",
       "      <td>5.66</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2000-04</td>\n",
       "      <td>3.790</td>\n",
       "      <td>4.43</td>\n",
       "      <td>4.69</td>\n",
       "      <td>4.86</td>\n",
       "      <td>4.99</td>\n",
       "      <td>5.10</td>\n",
       "      <td>5.19</td>\n",
       "      <td>5.26</td>\n",
       "      <td>5.32</td>\n",
       "      <td>...</td>\n",
       "      <td>5.62</td>\n",
       "      <td>5.63</td>\n",
       "      <td>5.63</td>\n",
       "      <td>5.64</td>\n",
       "      <td>5.65</td>\n",
       "      <td>5.65</td>\n",
       "      <td>5.66</td>\n",
       "      <td>5.66</td>\n",
       "      <td>5.67</td>\n",
       "      <td>5.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2000-05</td>\n",
       "      <td>4.160</td>\n",
       "      <td>4.84</td>\n",
       "      <td>5.01</td>\n",
       "      <td>5.09</td>\n",
       "      <td>5.14</td>\n",
       "      <td>5.18</td>\n",
       "      <td>5.22</td>\n",
       "      <td>5.26</td>\n",
       "      <td>5.29</td>\n",
       "      <td>...</td>\n",
       "      <td>5.45</td>\n",
       "      <td>5.46</td>\n",
       "      <td>5.46</td>\n",
       "      <td>5.47</td>\n",
       "      <td>5.47</td>\n",
       "      <td>5.47</td>\n",
       "      <td>5.48</td>\n",
       "      <td>5.48</td>\n",
       "      <td>5.48</td>\n",
       "      <td>5.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>2023-07</td>\n",
       "      <td>3.470</td>\n",
       "      <td>3.39</td>\n",
       "      <td>3.08</td>\n",
       "      <td>2.81</td>\n",
       "      <td>2.63</td>\n",
       "      <td>2.54</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2.49</td>\n",
       "      <td>2.49</td>\n",
       "      <td>...</td>\n",
       "      <td>2.62</td>\n",
       "      <td>2.62</td>\n",
       "      <td>2.61</td>\n",
       "      <td>2.60</td>\n",
       "      <td>2.60</td>\n",
       "      <td>2.59</td>\n",
       "      <td>2.58</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.56</td>\n",
       "      <td>2.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>2023-08</td>\n",
       "      <td>3.630</td>\n",
       "      <td>3.34</td>\n",
       "      <td>2.99</td>\n",
       "      <td>2.71</td>\n",
       "      <td>2.56</td>\n",
       "      <td>2.48</td>\n",
       "      <td>2.45</td>\n",
       "      <td>2.45</td>\n",
       "      <td>2.46</td>\n",
       "      <td>...</td>\n",
       "      <td>2.63</td>\n",
       "      <td>2.63</td>\n",
       "      <td>2.63</td>\n",
       "      <td>2.62</td>\n",
       "      <td>2.62</td>\n",
       "      <td>2.61</td>\n",
       "      <td>2.60</td>\n",
       "      <td>2.59</td>\n",
       "      <td>2.58</td>\n",
       "      <td>2.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>2023-09</td>\n",
       "      <td>3.760</td>\n",
       "      <td>3.58</td>\n",
       "      <td>3.19</td>\n",
       "      <td>2.93</td>\n",
       "      <td>2.81</td>\n",
       "      <td>2.77</td>\n",
       "      <td>2.77</td>\n",
       "      <td>2.78</td>\n",
       "      <td>2.81</td>\n",
       "      <td>...</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.99</td>\n",
       "      <td>2.98</td>\n",
       "      <td>2.97</td>\n",
       "      <td>2.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>2023-10</td>\n",
       "      <td>3.860</td>\n",
       "      <td>3.47</td>\n",
       "      <td>3.01</td>\n",
       "      <td>2.75</td>\n",
       "      <td>2.64</td>\n",
       "      <td>2.62</td>\n",
       "      <td>2.64</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2.71</td>\n",
       "      <td>...</td>\n",
       "      <td>3.02</td>\n",
       "      <td>3.02</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.02</td>\n",
       "      <td>3.02</td>\n",
       "      <td>3.02</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>2023-11</td>\n",
       "      <td>3.841</td>\n",
       "      <td>3.26</td>\n",
       "      <td>2.77</td>\n",
       "      <td>2.49</td>\n",
       "      <td>2.34</td>\n",
       "      <td>2.27</td>\n",
       "      <td>2.27</td>\n",
       "      <td>2.30</td>\n",
       "      <td>2.34</td>\n",
       "      <td>...</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2.66</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2.64</td>\n",
       "      <td>2.64</td>\n",
       "      <td>2.63</td>\n",
       "      <td>2.62</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>287 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    timestamp     M1    Y1    Y2    Y3    Y4    Y5    Y6    Y7    Y8  ...  \\\n",
       "0     2000-01  3.150  3.97  4.47  4.82  5.06  5.23  5.36  5.45  5.52  ...   \n",
       "1     2000-02  3.360  4.07  4.50  4.81  5.02  5.17  5.28  5.36  5.43  ...   \n",
       "2     2000-03  3.590  4.16  4.47  4.70  4.85  4.97  5.06  5.12  5.18  ...   \n",
       "3     2000-04  3.790  4.43  4.69  4.86  4.99  5.10  5.19  5.26  5.32  ...   \n",
       "4     2000-05  4.160  4.84  5.01  5.09  5.14  5.18  5.22  5.26  5.29  ...   \n",
       "..        ...    ...   ...   ...   ...   ...   ...   ...   ...   ...  ...   \n",
       "282   2023-07  3.470  3.39  3.08  2.81  2.63  2.54  2.50  2.49  2.49  ...   \n",
       "283   2023-08  3.630  3.34  2.99  2.71  2.56  2.48  2.45  2.45  2.46  ...   \n",
       "284   2023-09  3.760  3.58  3.19  2.93  2.81  2.77  2.77  2.78  2.81  ...   \n",
       "285   2023-10  3.860  3.47  3.01  2.75  2.64  2.62  2.64  2.67  2.71  ...   \n",
       "286   2023-11  3.841  3.26  2.77  2.49  2.34  2.27  2.27  2.30  2.34  ...   \n",
       "\n",
       "      Y21   Y22   Y23   Y24   Y25   Y26   Y27   Y28   Y29   Y30  \n",
       "0    5.94  5.96  5.98  6.00  6.02  6.04  6.06  6.07  6.09  6.10  \n",
       "1    5.80  5.82  5.83  5.85  5.87  5.88  5.89  5.91  5.92  5.93  \n",
       "2    5.55  5.57  5.58  5.60  5.62  5.63  5.65  5.66  5.68  5.69  \n",
       "3    5.62  5.63  5.63  5.64  5.65  5.65  5.66  5.66  5.67  5.67  \n",
       "4    5.45  5.46  5.46  5.47  5.47  5.47  5.48  5.48  5.48  5.48  \n",
       "..    ...   ...   ...   ...   ...   ...   ...   ...   ...   ...  \n",
       "282  2.62  2.62  2.61  2.60  2.60  2.59  2.58  2.57  2.56  2.54  \n",
       "283  2.63  2.63  2.63  2.62  2.62  2.61  2.60  2.59  2.58  2.57  \n",
       "284  3.01  3.01  3.01  3.00  3.00  3.00  2.99  2.98  2.97  2.97  \n",
       "285  3.02  3.02  3.03  3.03  3.02  3.02  3.02  3.01  3.01  3.00  \n",
       "286  2.68  2.68  2.67  2.67  2.66  2.65  2.64  2.64  2.63  2.62  \n",
       "\n",
       "[287 rows x 32 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# data provenant de Deutsche Bundesbank\n",
    "# https://www.bundesbank.de/dynamic/action/en/statistics/time-series-databases/time-series-databases/743796/743796?openNodeId=1745256&treeAnchor=GELD\n",
    "# Money market rates (tenor=1 mois) + Yields (tenor=XX années)\n",
    "import pandas as pd\n",
    "df = pd.read_excel('HistoricalInterestRate_Europe.xlsx') \n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64f99b18",
   "metadata": {},
   "source": [
    "### Analyse descriptive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "db5169fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           M1        Y1        Y5       Y10       Y30\n",
      "M1   1.000000  0.976324  0.931791  0.889714  0.857278\n",
      "Y1   0.976324  1.000000  0.961319  0.910402  0.869246\n",
      "Y5   0.931791  0.961319  1.000000  0.985448  0.960882\n",
      "Y10  0.889714  0.910402  0.985448  1.000000  0.991812\n",
      "Y30  0.857278  0.869246  0.960882  0.991812  1.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(df.timestamp, df['M1'], label=\"Taux court (1 mois)\")\n",
    "plt.plot(df.timestamp, df['Y1'], label=\"Taux 1 an\")\n",
    "plt.plot(df.timestamp, df['Y5'], label=\"Taux 5 ans\")\n",
    "plt.plot(df.timestamp, df['Y10'], label=\"Taux 10 ans\")\n",
    "plt.plot(df.timestamp, df['Y30'], label=\"Taux 30 ans\")\n",
    "plt.ylabel('taux en %')\n",
    "plt.legend()\n",
    "\n",
    "correlations = df[['M1', 'Y1', 'Y5', 'Y10', 'Y30']].corr()\n",
    "print(correlations)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "928a5bc9",
   "metadata": {},
   "source": [
    "<h5><p style=\"font-size:20px; \">Qu'observe t'on?</h5>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "e6e5b1b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# trace des courbes des taux au mois de janvier, de 2000 à 2023, par paquet de 8 ans\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(15, 15))\n",
    "tenors = list(df)[1:] \n",
    "for year in range(2000, 2008, 1):\n",
    "    ax1.plot(tenors, df[df.timestamp==\"%d-01\"%year].iloc[0].values[1:], label=\"year %d\"%year)\n",
    "    ax2.plot(tenors, df[df.timestamp==\"%d-01\"%(year+8)].iloc[0].values[1:], label=\"year %d\"%(year+8))\n",
    "    ax3.plot(tenors, df[df.timestamp==\"%d-01\"%(year+16)].iloc[0].values[1:], label=\"year %d\"%(year+16))\n",
    "for ax in (ax1,ax2,ax3):\n",
    "    ax.set_ylabel('taux en %')\n",
    "    ax.legend(loc=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "579b4465",
   "metadata": {},
   "source": [
    "<h5><p style=\"font-size:20px; \">Qu'observe t'on?</h5>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "064cb3dc",
   "metadata": {},
   "source": [
    "### Calibration\n",
    "Nous cherchons les paramètres $(r_t, R_\\infty, a, \\sigma)$ tels que la courbe des taux Vasicek est la plus proche de celle observée. Pour cela, nous cherchons à minimiser un critère de moindres carrés et nous testons 2 méthodes:\n",
    "\n",
    "* une méthode où seuls $(R_\\infty, a, \\sigma)$ sont optimisés (et $r_t$ est donné par le taux court observé)\n",
    "\n",
    "* une méthode où les 4 paramètres $(r_t,R_\\infty, a, \\sigma)$ sont optimisés"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "ec8d7fce",
   "metadata": {},
   "outputs": [],
   "source": [
    "# la fonction à minimiser comme fonction de x=(rt, Rinfty, a, sigma) de dimension 4\n",
    "# attention, il faut bien penser à diviser les taux des data (en %) par 100\n",
    "def function_to_minimize_least_squares(x, data_tenor, data_taux_continu): \n",
    "    tmp=0\n",
    "    for i in range(len(data_tenor)):\n",
    "        model_rate = taux_continu_Vasicek(0.0, data_tenor[i], x[0], x[1], x[2], x[3])\n",
    "        tmp += (model_rate - data_taux_continu[i]/100)**2\n",
    "    return tmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e142e8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Paramètres initiaux: [0.03841 0.0262  0.1     0.01   ]\n"
     ]
    }
   ],
   "source": [
    "# différents dates pour tester la calibration\n",
    "timestamp_calibration=\"2000-01\" # ex. de courbe croissante\n",
    "timestamp_calibration=\"2023-06\" # ex. de courbe décroissante\n",
    "timestamp_calibration=\"2023-11\" # ex. de courbe inversée avec deux bosses\n",
    "timestamp_calibration=\"2021-01\" # ex. de courbe inversée puis croissante\n",
    "\n",
    "data_taux_continu=df[df.timestamp==timestamp_calibration].iloc[0].values[1:]\n",
    "data_tenor=np.linspace(0.0,30.0, 31)\n",
    "data_tenor[0]=1.0/12\n",
    "\n",
    "# initial guess pour la calibration\n",
    "rt_init =  data_taux_continu[0]/100\n",
    "Rinfty_init = data_taux_continu[-1]/100\n",
    "a_init = 0.1\n",
    "sigma_init = 0.01\n",
    "\n",
    "Vasicek_parameter_init    = np.array([rt_init, Rinfty_init, a_init, sigma_init]) \n",
    "print(\"Paramètres initiaux:\", Vasicek_parameter_init)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "2c96d13c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Paramètres finaux (avec rt fixe)    : [3.84100000e-02 2.52797813e-02 2.91268084e+00 1.00000000e-04]\n",
      "Paramètres finaux (avec rt optimisé): [4.06277874e-02 2.53054596e-02 3.63613322e+00 1.00000000e-04]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x187d7523ed0>"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.optimize as optimization # pour l'optimisation dans la calibration\n",
    "plt.figure(figsize=(18,10))\n",
    "plt.title(\"Date: %s - Vasicek calibré par deux méthodes\"%timestamp_calibration)\n",
    "plt.xlabel(\"tenor (années)\")\n",
    "plt.ylabel(\"taux en %\")\n",
    "\n",
    "# calibration en laissant rt fixe\n",
    "result=optimization.minimize(function_to_minimize_least_squares, args=(data_tenor, data_taux_continu), \n",
    "                             x0=Vasicek_parameter_init, method='L-BFGS-B', tol=1E-16,\n",
    "                             bounds=[(rt_init, rt_init),\n",
    "                                     (0.0,0.2), \n",
    "                                     (0.0001, 10), \n",
    "                                     (0.0001, 10)])  \n",
    "rt, Rinfty, a, sigma = result['x']\n",
    "print(\"Paramètres finaux (avec rt fixe)    :\", result['x'])\n",
    "plt.plot(data_tenor, 100*taux_continu_Vasicek(t=0, theta=data_tenor, rt=rt, Rinfty=Rinfty, a=a, sigma=sigma), \n",
    "         lw=1, color=\"orange\", label=\"courbe avec rt fixe\")\n",
    "\n",
    "# calibration en optimisant rt \n",
    "result=optimization.minimize(function_to_minimize_least_squares, args=(data_tenor, data_taux_continu), \n",
    "                             x0=Vasicek_parameter_init, method='L-BFGS-B', tol=1E-16,\n",
    "                             bounds=[(-0.1, 0.2),\n",
    "                                     (0.0,0.2), \n",
    "                                     (0.0001, 10), \n",
    "                                     (0.0001, 10)])  \n",
    "rt, Rinfty, a, sigma = result['x']\n",
    "print(\"Paramètres finaux (avec rt optimisé):\", result['x'])\n",
    "plt.plot(data_tenor, 100*taux_continu_Vasicek(t=0, theta=data_tenor, rt=rt, Rinfty=Rinfty, a=a, sigma=sigma), \n",
    "         lw=1, color=\"red\", label=\"courbe avec rt optimisé\")\n",
    "plt.scatter(data_tenor, data_taux_continu, s=200, marker=\"1\", color=\"blue\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4ea7c859",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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