{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Chapter 1 examples.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LvxQu2gou8Xj"
      },
      "source": [
        "# Chapter 1 example p. 15"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "raSoJ1ILvPtp"
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RhJijoejvHSK"
      },
      "source": [
        "J = 10000 # number of policies\n",
        "s = 1 # payoff\n",
        "\n",
        "l0 = 30 # age limits\n",
        "le = 60\n",
        "l = np.arange(l0, le+1)\n",
        "\n",
        "pl = np.exp(-0.0009-0.000044*np.exp(0.09076*l)) # model for survival probability\n",
        "kpl = np.cumprod(pl[:le-l0])\n",
        "kpl = np.insert(kpl,0, 1.0)\n",
        "c = sum(kpl)\n",
        "Nl = np.rint(J/c * kpl).astype(np.int64)\n",
        "pj = np.repeat(pl, Nl) # probability of death\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rg47-JqVvg80"
      },
      "source": [
        "\n",
        "m = 10000 # number of simulations\n",
        "Y = np.zeros(m)\n",
        "Ymat = np.zeros((J+1,100))\n",
        "\n",
        "for j in range(J):\n",
        "   u = np.random.random(size=m)\n",
        "   X = np.zeros(m)\n",
        "   X[u > pj[j]] = s # individual not die\n",
        "   Y = Y+X\n",
        "   Ymat[j+1,:] = Ymat[j,:]+X[:100]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "_mempWHTpBRK",
        "outputId": "2302daab-4b4b-46ce-e69e-27a171280444"
      },
      "source": [
        "plt.plot(np.arange(J+1),Ymat)\n",
        "plt.xlabel(\"Number of policies simulated\")\n",
        "plt.ylabel(\"Million USD\")\n",
        "plt.title('Annual claims')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "onUwAqlKqZu5",
        "outputId": "8d620b75-c5d7-4231-b16a-dfba3b213f63"
      },
      "source": [
        "from scipy.stats import kde\n",
        "\n",
        "density = kde.gaussian_kde(Y)\n",
        "x = np.linspace(20, 70, 200)\n",
        "y = density(x)\n",
        "plt.plot(x, y,)\n",
        "plt.xlabel('Million USD')\n",
        "plt.title('Annual claims')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_YxLsqcOrNYa"
      },
      "source": [
        "# Example p. 16 Danish fire claims"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O80fOnfGu5F6"
      },
      "source": [
        "import pandas as pd\n",
        "\n",
        "J1 = 1000 # small portfolio\n",
        "J2 = 100000 # large portfolio\n",
        "mu = 0.01 # annual claim frequency\n",
        "\n",
        "url = 'https://www.uio.no/studier/emner/matnat/math/STK3505/h20/danish_fire.csv'\n",
        "\n",
        "fireData = pd.read_csv(url, sep=',')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8S_eB3vwu7Jg"
      },
      "source": [
        "m = 10000\n",
        "Xcal = np.zeros((2,m))\n",
        "Ncal1 = np.random.poisson(mu*J1, size=m) # number of claims\n",
        "Ncal2 = np.random.poisson(mu*J2, size=m)\n",
        "for i in range(m):\n",
        "    Z1 = np.random.choice(fireData['x'],size=Ncal1[i]) # draw from the data\n",
        "    Z2 = np.random.choice(fireData['x'],size=Ncal2[i])\n",
        "    Xcal[0][i] = sum(Z1)\n",
        "    Xcal[1][i] = sum(Z2)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "aF_3kqnGu-lZ",
        "outputId": "10383a6f-02a2-470a-da47-c279a05ac052"
      },
      "source": [
        "density = kde.gaussian_kde(Xcal[0])\n",
        "x = np.linspace(0, 150, 200)\n",
        "y = density(x)\n",
        "plt.plot(x, y,)\n",
        "plt.xlabel('Million DKK')\n",
        "plt.title('1000 policies')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "Cv0j9wsQvBLa",
        "outputId": "6f08f7fa-b7b4-46a1-9959-3a057e4b81e9"
      },
      "source": [
        "density = kde.gaussian_kde(Xcal[1])\n",
        "x = np.linspace(2500, 5500, 200)\n",
        "y = density(x)\n",
        "plt.plot(x, y,)\n",
        "plt.xlabel('Million DKK')\n",
        "plt.title('100000 policies')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "44ZRRrijwKM0"
      },
      "source": [
        "#Example p. 17: Vasicek model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l9QeEVylwVtS"
      },
      "source": [
        "r0 = 0.03\n",
        "xi = 0.07\n",
        "a1 = 0.7\n",
        "a2 = 0.95\n",
        "sigma1 = 0.016\n",
        "sigma2 = 0.007\n",
        "\n",
        "m = 100\n",
        "K = 30"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VJw3--L-x6Vi"
      },
      "source": [
        "Yk1 = np.ones((K+1,m))*(r0-xi)\n",
        "Yk2 = np.ones((K+1,m))*(r0-xi)\n",
        "for k in range(K):\n",
        "    eps = np.random.normal(size=m)\n",
        "    Yk1[k+1,:] = a1*Yk1[k,:]+sigma1*eps\n",
        "    Yk2[k+1,:] = a2*Yk2[k,:]+sigma2*eps\n",
        "r0k1 = Yk1+xi\n",
        "r0k2 = Yk2+xi"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "sZ1wzO8sx9Vw",
        "outputId": "fc59fe69-da88-454b-fbc2-56ebfd964a42"
      },
      "source": [
        "plt.plot(np.arange(K+1), r0k1*100, zorder=1)\n",
        "plt.xlabel('Years ahead')\n",
        "plt.ylabel('% Interest')\n",
        "plt.title('Rapid change')\n",
        "plt.hlines(100 * xi, xmin=0, xmax=K, zorder=2)\n",
        "plt.show()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "id": "jMPbW2vkyAiK",
        "outputId": "a43ec690-88f6-4d6b-ca58-89eefbea8484"
      },
      "source": [
        "plt.plot(np.arange(K+1), r0k2*100, zorder=1)\n",
        "plt.xlabel('Years ahead')\n",
        "plt.ylabel('% Interest')\n",
        "plt.title('Slow change')\n",
        "plt.hlines(100 * xi, xmin=0, xmax=K, zorder=2)\n",
        "plt.show"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<function matplotlib.pyplot.show>"
            ]
          },
          "metadata": {},
          "execution_count": 5
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "unZUCcp0zBiu"
      },
      "source": [
        "# Example p. 18: Stock prices"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NmsmE6E2zCuT"
      },
      "source": [
        "xi1 = 0.004\n",
        "xi2 = 0.008\n",
        "sigma1 = 0.04\n",
        "sigma2 = 0.08\n",
        "y = 5\n",
        "K = y*12\n",
        "m = 100\n",
        "Yk1 = np.zeros((K+1,m))\n",
        "Yk2 = np.zeros((K+1,m))"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N3L1N1Vt15nn"
      },
      "source": [
        "for k in range(K):\n",
        "   eps = np.random.normal(size=m)\n",
        "   Yk1[k+1,:] = Yk1[k,:]+xi1+sigma1*eps # simulation on log-scale\n",
        "   Yk2[k+1,:] = Yk2[k,:]+xi2+sigma2*eps\n",
        "R0k1 = np.exp(Yk1)-1\n",
        "R0k2 = np.exp(Yk2)-1"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "x6_hK-g557tO",
        "outputId": "0f203a3d-7d45-437a-cc46-b92175f4f611"
      },
      "source": [
        "max1, max2 = np.max(R0k1*100), np.max(R0k2*100)\n",
        "min1, min2 = np.min(R0k1*100), np.min(R0k2*100)\n",
        "plt.plot(np.arange(K+1)/12.0, R0k1*100, zorder=1)\n",
        "plt.ylim([min(min1, min2), max(max1,max2)])\n",
        "plt.xlabel('Years ahead')\n",
        "plt.ylabel('% Return')\n",
        "plt.title('Low growth and volatility')\n",
        "plt.hlines(0,xmin=0, xmax=y, zorder=2)\n",
        "plt.show()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "w8AjoyEQ1_SQ",
        "outputId": "0de33e99-ce1a-4104-f063-1aa556bdc19b"
      },
      "source": [
        "plt.plot(np.arange(K+1)/12.0,R0k2*100, zorder=1)\n",
        "plt.ylim([min(min1, min2), max(max1,max2)])\n",
        "plt.xlabel('Years ahead')\n",
        "plt.ylabel('% Return')\n",
        "plt.title('High growth and volatility')\n",
        "plt.hlines(0,xmin=0, xmax=y, zorder=2)\n",
        "plt.show()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}