{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Régression linéaire et applications au CAPM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Séparer les rendements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Le CAPM est basé sur deux éléments: un portefeuille de marché $M$ et un coéfiicient $\\beta$ qui relie le portefeuille au marché à celui d'un actif.\n",
    "- Dans la théorie $M$ contient tous les actifs du marché, mais en pratique on prendra un indice tel que le cac40 où le S\\&P500.\n",
    "\n",
    "On considère un portefeuille $P$ avec un surplus de rentabilité $r_{p}$ et le portefeuille de marché $M$ avec un surplus de rentabilité $r_{m}$. Alors le $\\beta$ du portefeuille $P$ est égal à:\n",
    "\n",
    "$$ \\beta_{P} = \\frac{\\text{Cov}(r_{P},r_{M})}{\\text{Var}(r_{M})} $$\n",
    "\n",
    "L'estimateur le plus simple $\\beta_{P}$ est donné par la régréssion linéaire du surplus de rentabilité  $r_{P}(t)$ sur le surplus de rentabilité $r_{M}(t)$ pour la même période:\n",
    "\n",
    "$$ r_{P}(t) = \\alpha_{P} + \\beta_{P}r_{M}(t) + \\epsilon_{P}(t)  $$\n",
    "\n",
    "Ces estimations peuvent être utilisés pour faire des prédictions. Le paramètre \n",
    "Beta est une façon de séparer le risque et le rendement en deux parties : une composante du marché et une composante résiduelle:\n",
    "\n",
    "\n",
    "$$ r_{P} = \\beta_{P}r_{M} + \\theta_{P} $$\n",
    "\n",
    "\n",
    "Le rendement résiduel $\\theta_{P}$ sera corrélé avec le rendement du marché $r_{M}$ et ainsi de la variance du portefeuille $P$ est:\n",
    "\n",
    "\n",
    "$$ \\sigma_{P}^{2} = \\beta^{2}_{P}\\sigma_{M}^{2} + \\omega_{P}^{2} $$\n",
    "\n",
    "\n",
    "où $\\omega_{P}^{2}$ est la variance résiduelle du portefeuille.\n",
    "\n",
    "Le **CAPM** dit que la moyenne du rendement résiduel sur tous les actifs et tous les portefeuilles est égal à zéro i.e. $E[\\theta_{P}]=0$. Ainsi, la moyenne du surplus de rentabilité du portefeille $E[r_{P}]=\\mu_{P}$ est entièrement déterminée par la moyenne du surplus de rentabilité du portefeille de marché, $E[r_{M}]=\\mu_{M}$ et $\\beta$, i.e:\n",
    "\n",
    "$$ E[r_{P}] = \\beta_{P}E[r_{M}] =  \\beta_{P}\\mu_{M} $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Exemple\n",
    "\n",
    "On considère l'indice S&P500 comme 'le Marché', Macy's (**M**) comme un exemple d'actif, et le  1-mois bon de trésorie comme ASR  (on convertira en taux journalier). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pandas_datareader import DataReader\n",
    "from datetime import datetime\n",
    "import yfinance as yf\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pandas_datareader in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (0.10.0)\n",
      "Requirement already satisfied: lxml in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas_datareader) (6.0.2)\n",
      "Requirement already satisfied: pandas>=0.23 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas_datareader) (2.3.1)\n",
      "Requirement already satisfied: requests>=2.19.0 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas_datareader) (2.32.4)\n",
      "Requirement already satisfied: numpy>=1.26.0 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas>=0.23->pandas_datareader) (2.3.2)\n",
      "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas>=0.23->pandas_datareader) (2.9.0.post0)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas>=0.23->pandas_datareader) (2025.2)\n",
      "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas>=0.23->pandas_datareader) (2025.2)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from python-dateutil>=2.8.2->pandas>=0.23->pandas_datareader) (1.17.0)\n",
      "Requirement already satisfied: charset_normalizer<4,>=2 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from requests>=2.19.0->pandas_datareader) (3.4.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from requests>=2.19.0->pandas_datareader) (3.10)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from requests>=2.19.0->pandas_datareader) (2.5.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from requests>=2.19.0->pandas_datareader) (2025.7.14)\n",
      "Requirement already satisfied: yfinance in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (0.2.65)\n",
      "Requirement already satisfied: pandas>=1.3.0 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (2.3.1)\n",
      "Requirement already satisfied: numpy>=1.16.5 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (2.3.2)\n",
      "Requirement already satisfied: requests>=2.31 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (2.32.4)\n",
      "Requirement already satisfied: multitasking>=0.0.7 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (0.0.12)\n",
      "Requirement already satisfied: platformdirs>=2.0.0 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (4.3.8)\n",
      "Requirement already satisfied: pytz>=2022.5 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (2025.2)\n",
      "Requirement already satisfied: frozendict>=2.3.4 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (2.4.6)\n",
      "Requirement already satisfied: peewee>=3.16.2 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (3.18.2)\n",
      "Requirement already satisfied: beautifulsoup4>=4.11.1 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (4.13.4)\n",
      "Requirement already satisfied: curl_cffi>=0.7 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (0.12.0)\n",
      "Requirement already satisfied: protobuf>=3.19.0 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (6.31.1)\n",
      "Requirement already satisfied: websockets>=13.0 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from yfinance) (15.0.1)\n",
      "Requirement already satisfied: soupsieve>1.2 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from beautifulsoup4>=4.11.1->yfinance) (2.7)\n",
      "Requirement already satisfied: typing-extensions>=4.0.0 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from beautifulsoup4>=4.11.1->yfinance) (4.14.1)\n",
      "Requirement already satisfied: cffi>=1.12.0 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from curl_cffi>=0.7->yfinance) (1.17.1)\n",
      "Requirement already satisfied: certifi>=2024.2.2 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from curl_cffi>=0.7->yfinance) (2025.7.14)\n",
      "Requirement already satisfied: pycparser in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from cffi>=1.12.0->curl_cffi>=0.7->yfinance) (2.22)\n",
      "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas>=1.3.0->yfinance) (2.9.0.post0)\n",
      "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas>=1.3.0->yfinance) (2025.2)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from python-dateutil>=2.8.2->pandas>=1.3.0->yfinance) (1.17.0)\n",
      "Requirement already satisfied: charset_normalizer<4,>=2 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from requests>=2.31->yfinance) (3.4.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from requests>=2.31->yfinance) (3.10)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from requests>=2.31->yfinance) (2.5.0)\n",
      "Collecting statsmodels\n",
      "  Downloading statsmodels-0.14.6-cp313-cp313-win_amd64.whl.metadata (9.8 kB)\n",
      "Requirement already satisfied: numpy<3,>=1.22.3 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from statsmodels) (2.3.2)\n",
      "Requirement already satisfied: scipy!=1.9.2,>=1.8 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from statsmodels) (1.16.0)\n",
      "Requirement already satisfied: pandas!=2.1.0,>=1.4 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from statsmodels) (2.3.1)\n",
      "Collecting patsy>=0.5.6 (from statsmodels)\n",
      "  Downloading patsy-1.0.2-py2.py3-none-any.whl.metadata (3.6 kB)\n",
      "Requirement already satisfied: packaging>=21.3 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from statsmodels) (25.0)\n",
      "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2.9.0.post0)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2025.2)\n",
      "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from pandas!=2.1.0,>=1.4->statsmodels) (2025.2)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\lione\\appdata\\local\\programs\\python\\python313\\lib\\site-packages (from python-dateutil>=2.8.2->pandas!=2.1.0,>=1.4->statsmodels) (1.17.0)\n",
      "Downloading statsmodels-0.14.6-cp313-cp313-win_amd64.whl (9.5 MB)\n",
      "   ---------------------------------------- 0.0/9.5 MB ? eta -:--:--\n",
      "   ------------ --------------------------- 2.9/9.5 MB 18.7 MB/s eta 0:00:01\n",
      "   ------------------------- -------------- 6.0/9.5 MB 16.3 MB/s eta 0:00:01\n",
      "   ---------------------------------- ----- 8.1/9.5 MB 13.6 MB/s eta 0:00:01\n",
      "   ---------------------------------------- 9.5/9.5 MB 12.0 MB/s  0:00:00\n",
      "Downloading patsy-1.0.2-py2.py3-none-any.whl (233 kB)\n",
      "Installing collected packages: patsy, statsmodels\n",
      "\n",
      "   ---------------------------------------- 0/2 [patsy]\n",
      "   ---------------------------------------- 0/2 [patsy]\n",
      "   ---------------------------------------- 0/2 [patsy]\n",
      "   ---------------------------------------- 0/2 [patsy]\n",
      "   ---------------------------------------- 0/2 [patsy]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   -------------------- ------------------- 1/2 [statsmodels]\n",
      "   ---------------------------------------- 2/2 [statsmodels]\n",
      "\n",
      "Successfully installed patsy-1.0.2 statsmodels-0.14.6\n"
     ]
    }
   ],
   "source": [
    "pd.__version__\n",
    "\n",
    "!pip install pandas_datareader \n",
    "!pip install yfinance\n",
    "!pip install statsmodels\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On charge les données du ASR et on convertit aux rendements journaliers. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "one_mon = DataReader('DGS1MO', 'fred',datetime(2012,1,1), datetime(2015,1,1))\n",
    "#print(one_mon)\n",
    "one_day = np.log(1+one_mon)/365 # actif non risqué \n",
    "#print(one_day['DGS1MO'].values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On charge les rendements du S&P500."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\1944665480.py:1: FutureWarning: YF.download() has changed argument auto_adjust default to True\n",
      "  spy = yf.download('SPY', datetime(2012,1,1), datetime(2015,1,1))\n",
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spy = yf.download('SPY', datetime(2012,1,1), datetime(2015,1,1)) \n",
    "\n",
    "\n",
    "# S_t0, S_t1, ...., S_tn portefeuille de marché\n",
    "#time grid :  t0<t1<t2...<tn\n",
    "# rendements: S_t1/S_t0, S_t2/S_t1, ..., S_tn/S_tn-1\n",
    "# log rendements: log(S_t1/S_t0), log(S_t2/S_t1),...,log(S_tn/S_tn-1)\n",
    "\n",
    "# Modèle de Black Scholes sous la proba risque neutre Q : \n",
    "#log(S_ti+1/S_ti)= (r-0.5*vol**2)*(t_i+1-t_i)+ vol*(W_ti+1-W_ti) \n",
    "# =(r-0.5*vol**2)*(t_i+1-t_i)+ vol*sqrt(t_i+1-t_i)*G_i où  G_i~N(0,1)  iid \n",
    "\n",
    "\n",
    "spy_returns = pd.DataFrame(np.log(spy['Close']).diff())\n",
    "\n",
    "\n",
    "#x = np.array([1, 2, 4, 7, 0])\n",
    "#np.diff(x)\n",
    "#array([ 1,  2,  3, -7])\n",
    "\n",
    "\n",
    "spy_returns.index = spy.index[0:spy.index.shape[0]]\n",
    "\n",
    "spy_returns.columns = ['S&P500 Returns']\n",
    "\n",
    "\n",
    "\n",
    "spy_returns['S&P500 Returns'].hist(bins=30,alpha=0.5) # histogramme\n",
    "#print(spy_returns)\n",
    "plt.figure(figsize=(15,5));\n",
    "plt.plot(spy_returns);\n",
    "plt.ylabel('Returns');\n",
    "plt.title('S&P500 Returns');\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On considère un exemple d'actif dans cet indice par exemple  Macy's (**M**):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\1698874278.py:1: FutureWarning: YF.download() has changed argument auto_adjust default to True\n",
      "  m = yf.download('M',  datetime(2012,1,1), datetime(2015,1,1)) # actif risqué\n",
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 42,
     "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": [
    "m = yf.download('M',  datetime(2012,1,1), datetime(2015,1,1)) # actif risqué\n",
    "#Complétez log rendement de l'indice 'M' :\n",
    "m_returns = pd.DataFrame(np.log(m['Close']).diff())\n",
    "m_returns.index = m.index[0:m.index.shape[0]]\n",
    "\n",
    "m_returns.columns = [\"Macy's Returns\"]\n",
    "#print(m_returns)\n",
    "plt.figure(figsize=(15,5));\n",
    "plt.plot(m_returns);\n",
    "plt.ylabel('Returns');\n",
    "plt.title(\"Macy's Returns\");\n",
    "plt.show();\n",
    "m_returns[\"Macy's Returns\"].hist(bins=30,alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On doit fusionner les trois jeux de données afin d'être sûr d'avoir la même échelle de temps et puis on calcule le surplus de rentabilité. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            Excess Macy's Returns  Excess S&P500 Returns  Risk-free rate\n",
      "2012-01-04              -0.000946               0.001540        0.000027\n",
      "2012-01-05               0.038133               0.002632        0.000027\n",
      "2012-01-06               0.018638              -0.002635        0.000054\n",
      "2012-01-09              -0.002925               0.002397        0.000027\n",
      "2012-01-10               0.011800               0.008606        0.000027\n",
      "...                           ...                    ...             ...\n",
      "2014-12-24               0.003402               0.000069        0.000027\n",
      "2014-12-26              -0.003301               0.003192        0.000027\n",
      "2014-12-29               0.018075               0.001315        0.000027\n",
      "2014-12-30               0.000685              -0.005461        0.000081\n",
      "2014-12-31               0.007246              -0.010054        0.000081\n",
      "\n",
      "[747 rows x 3 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "returns = pd.concat([one_day,m_returns,spy_returns],axis=1).dropna()#concatenate and drop missing values\n",
    "\n",
    "excess_m = returns[\"Macy's Returns\"] - returns['DGS1MO']\n",
    "#Cpmplétez\n",
    "excess_spy = returns[\"S&P500 Returns\"] - returns['DGS1MO']\n",
    "#print(excess_spy)\n",
    "final_returns = pd.DataFrame(np.transpose([excess_m,excess_spy, returns['DGS1MO'].values]))\n",
    "#print(final_returns)\n",
    "final_returns.columns= [\"Excess Macy's Returns\", \"Excess S&P500 Returns\", \"Risk-free rate\"]\n",
    "final_returns.index = returns.index\n",
    "print(final_returns)\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.title(\"Returns\")\n",
    "#x = plt.plot(final_returns);\n",
    "\n",
    "\n",
    "\n",
    "for i in range(final_returns.columns.size):\n",
    "    plt.plot(final_returns[final_returns.columns[i]], label=final_returns.columns[i])\n",
    "\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On considère la régression linéaire en utilisant les deux jeux de données."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                              OLS Regression Results                             \n",
      "=================================================================================\n",
      "Dep. Variable:     Excess Macy's Returns   R-squared:                       0.250\n",
      "Model:                               OLS   Adj. R-squared:                  0.249\n",
      "Method:                    Least Squares   F-statistic:                     248.1\n",
      "Date:                   Sat, 06 Dec 2025   Prob (F-statistic):           1.81e-48\n",
      "Time:                           09:39:22   Log-Likelihood:                 2175.6\n",
      "No. Observations:                    747   AIC:                            -4347.\n",
      "Df Residuals:                        745   BIC:                            -4338.\n",
      "Df Model:                              1                                         \n",
      "Covariance Type:               nonrobust                                         \n",
      "=========================================================================================\n",
      "                            coef    std err          t      P>|t|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------------\n",
      "const                     0.0003      0.000      0.637      0.524      -0.001       0.001\n",
      "Excess S&P500 Returns     1.0324      0.066     15.752      0.000       0.904       1.161\n",
      "==============================================================================\n",
      "Omnibus:                      105.681   Durbin-Watson:                   2.063\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              861.527\n",
      "Skew:                           0.327   Prob(JB):                    8.35e-188\n",
      "Kurtosis:                       8.220   Cond. No.                         136.\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "0.0003079746266248763 1.0324150248440298\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\759922304.py:11: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  print(res_m.params[0], res_m.params[1])\n"
     ]
    }
   ],
   "source": [
    "import statsmodels.api as sm #pip install statsmodels\n",
    "\n",
    "\n",
    "exog = final_returns[\"Excess S&P500 Returns\"]\n",
    "exog = sm.add_constant(exog, prepend=True)\n",
    "#prepend=True the constant is given in the first column\n",
    "mod = sm.OLS(final_returns[\"Excess Macy's Returns\"], exog) #ordinary least squares\n",
    "res_m = mod.fit()\n",
    "\n",
    "print(res_m.summary())\n",
    "print(res_m.params[0], res_m.params[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On obtient $\\beta_{M}=1.0324$ et $\\alpha=0.0003$, même si la valeur obtenue pour $\\alpha$ n'est pas statistiquement signifiante elle reste consitente avec la théorie du CAPM qui prédit une moyenne nulle du surplus de rentabilité résiduel.  \n",
    "\n",
    "Donc on peut décomposer le surplus de rentabilité en une composante du marché et une composante résiduelle. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.00032427740101577694\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\650397308.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  market_c = res_m.params[1] * final_returns[\"Excess S&P500 Returns\"]\n",
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\650397308.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  residual_c = market_c - res_m.params[0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Complétez #modèle du CAPM\n",
    "market_c = res_m.params[1] * final_returns[\"Excess S&P500 Returns\"]\n",
    "residual_c = market_c - res_m.params[0]\n",
    "print(residual_c.mean())\n",
    "\n",
    "\n",
    "plt.figure(figsize=(15,8))\n",
    "plt.subplot(211)\n",
    "plt.title(\"Market component of excess returns\");\n",
    "plt.plot(final_returns.index,market_c);\n",
    "plt.subplot(212)\n",
    "plt.title(\"Residual component of excess returns\");\n",
    "plt.plot(final_returns.index,residual_c);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plus sur le CAPM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sous les hypothèses du CAPM, un individu dont le portefeuille différe de celui du marché  a un t-risque additionnel sans rendement moyen additionnel. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On étend l'analyse avec un actif additionnel **AMZN** (Amazon):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\3986898982.py:2: FutureWarning: YF.download() has changed argument auto_adjust default to True\n",
      "  a = yf.download('AMZN',  datetime(2012,1,1), datetime(2015,1,1))\n",
      "[*********************100%***********************]  1 of 1 completed"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2012-01-04   -0.008554\n",
      "2012-01-05    0.000536\n",
      "2012-01-06    0.027708\n",
      "2012-01-09   -0.022455\n",
      "2012-01-10    0.004331\n",
      "                ...   \n",
      "2014-12-24   -0.010728\n",
      "2014-12-26    0.019773\n",
      "2014-12-29    0.009472\n",
      "2014-12-30   -0.005673\n",
      "2014-12-31    0.000080\n",
      "Length: 747, dtype: float64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "#compléter\n",
    "a = yf.download('AMZN',  datetime(2012,1,1), datetime(2015,1,1))\n",
    "a_returns = pd.DataFrame(np.log(a['Close']).diff())\n",
    "a_returns.index = a.index[0:a.index.shape[0]]\n",
    "a_returns.columns = ['Amazon Returns']\n",
    "\n",
    "returns = pd.concat([one_day,a_returns], axis=1).dropna()\n",
    "excess_a = returns['Amazon Returns'] - returns['DGS1MO']\n",
    "\n",
    "print(excess_a)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On cherche les beta de chacun. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   R-squared:                       0.237\n",
      "Model:                            OLS   Adj. R-squared:                  0.235\n",
      "Method:                 Least Squares   F-statistic:                     230.8\n",
      "Date:                Sat, 06 Dec 2025   Prob (F-statistic):           1.32e-45\n",
      "Time:                        09:53:51   Log-Likelihood:                 1994.4\n",
      "No. Observations:                 747   AIC:                            -3985.\n",
      "Df Residuals:                     745   BIC:                            -3976.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "=========================================================================================\n",
      "                            coef    std err          t      P>|t|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------------\n",
      "const                    -0.0002      0.001     -0.317      0.751      -0.001       0.001\n",
      "Excess S&P500 Returns     1.2690      0.084     15.191      0.000       1.105       1.433\n",
      "==============================================================================\n",
      "Omnibus:                      182.713   Durbin-Watson:                   2.055\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             7595.087\n",
      "Skew:                          -0.172   Prob(JB):                         0.00\n",
      "Kurtosis:                      18.617   Cond. No.                         136.\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "-0.00019534460835445914 1.2690204062957002\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\484457152.py:4: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  print(res_a.params[0], res_a.params[1])\n"
     ]
    }
   ],
   "source": [
    "mod = sm.OLS(excess_a, exog)\n",
    "res_a = mod.fit()\n",
    "print(res_a.summary())\n",
    "print(res_a.params[0], res_a.params[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Maintenant on considère les rendements annuels de nos deux actifs et on trace la forontière efficiente. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.0466094  0.27006736 0.27731076 0.33018212]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\165816893.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  betas = np.array([0,1,res_m.params[1],res_a.params[1]])\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "expected_spy = np.log(1+np.mean(excess_spy))*365 #rendement moyen annuel du SPY\n",
    "betas = np.array([0,1,res_m.params[1],res_a.params[1]]) \n",
    "#Complétez\n",
    "expected_rf = np.log(1+np.mean(returns['DGS1MO']))*365\n",
    "expected_returns = betas*expected_spy+ expected_rf\n",
    "data_names = ['Risk-free rate', 'Market','Macys','Amazon']\n",
    "print(expected_returns)\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(betas,expected_returns);\n",
    "plt.plot(betas,expected_returns,'bo')\n",
    "\n",
    "for i, txt in enumerate(expected_returns):\n",
    "    plt.annotate(data_names[i], (betas[i],expected_returns[i])) \n",
    "\n",
    "\n",
    "plt.xlabel(\"Beta\");\n",
    "plt.ylabel(\"Expected Annual Return\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "La pente correspond à la moyenne des surplus de rendement du marché. \n",
    "Maintenant, regardons une prédiction du surplus \n",
    "rendement  ex-post pour l'année d'après. Pour simplifier, on supposera que beta et l'ASR restent les mêmes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\2230552025.py:1: FutureWarning: YF.download() has changed argument auto_adjust default to True\n",
      "  a_new = yf.download('AMZN',   datetime(2015,1,2), datetime(2016,1,1))\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\2230552025.py:7: FutureWarning: YF.download() has changed argument auto_adjust default to True\n",
      "  m_new = yf.download('M',   datetime(2015,1,2), datetime(2016,1,1))\n",
      "[*********************100%***********************]  1 of 1 completed\n",
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\2230552025.py:12: FutureWarning: YF.download() has changed argument auto_adjust default to True\n",
      "  spy_new = yf.download('SPY',   datetime(2015,1,2), datetime(2016,1,1))\n",
      "[*********************100%***********************]  1 of 1 completed"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[np.float64(0.04660940311043452), np.float64(0.012884919535694817), np.float64(-0.45351094801887315), np.float64(1.190749334186814)]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "a_new = yf.download('AMZN',   datetime(2015,1,2), datetime(2016,1,1))\n",
    "a_new_price = a_new['Close'].values\n",
    "a_annual = (a_new_price[-1]/a_new_price[0] - 1)\n",
    "\n",
    "# expected_returns = res_a.params[1] * a_annual + expected_rf\n",
    "#Complétez\n",
    "m_new = yf.download('M',   datetime(2015,1,2), datetime(2016,1,1))\n",
    "m_new_price = m_new['Close'].values\n",
    "m_annual = (m_new_price[-1]/m_new_price[0] - 1)\n",
    "\n",
    "\n",
    "spy_new = yf.download('SPY',   datetime(2015,1,2), datetime(2016,1,1))\n",
    "spy_new_price = spy_new['Close'].values\n",
    "spy_annual = (spy_new_price[-1]/spy_new_price[0] - 1)\n",
    "\n",
    "\n",
    "\n",
    "expected_returns_real = [expected_rf, spy_annual[0], m_annual[0], a_annual[0]]\n",
    "sml_real = betas * spy_annual#?    #market line\n",
    "\n",
    "sml_real[0] = expected_returns[0] #market line\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\276973487.py:5: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"bo\" (-> color='b'). The keyword argument will take precedence.\n",
      "  plt.plot(betas,expected_returns_real,'bo',c='g',label='Realized Returns')\n",
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_43004\\276973487.py:8: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"bo\" (-> color='b'). The keyword argument will take precedence.\n",
      "  plt.plot(betas,sml_real,'bo',c='r')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "\n",
    "plt.plot(betas,expected_returns,label='Ex-ante security market line')\n",
    "plt.plot(betas,expected_returns,'bo')\n",
    "plt.plot(betas,expected_returns_real,'bo',c='g',label='Realized Returns')\n",
    "\n",
    "plt.plot(betas,sml_real,c='r',label='Ex-post security market line')\n",
    "plt.plot(betas,sml_real,'bo',c='r')  \n",
    "\n",
    "for i, txt in enumerate(expected_returns):\n",
    "    plt.annotate(data_names[i], (betas[i],expected_returns[i]))\n",
    "  \n",
    "for i, txt in enumerate(expected_returns):\n",
    "    plt.annotate(data_names[i], (betas[i],sml_real[i]))    \n",
    "    \n",
    "for i, txt in enumerate(expected_returns):\n",
    "    plt.annotate(data_names[i], (betas[i],expected_returns_real[i]))\n",
    "    \n",
    "plt.xlabel(\"Beta\");\n",
    "plt.ylabel(\"Expected Annual Return\");\n",
    "plt.legend(loc=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "La courbe rouge nous dit ce que le CAPM aurait prédit si on connaissait le rendement du portefeuille de marché."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
