credit_card.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyOKtMKmO7Vodlv4Kdz75tpB"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Errors in Model Parameter Estimates"
      ],
      "metadata": {
        "id": "BKAcYZRJogAV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Import binomial distribution from scipy library\n",
        "from scipy.stats import binom\n",
        "# Import matplotlib library for drawing graphs\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Total number of meetings of the Federal Open Market Committee (FOMC) in any year\n",
        "fed_meetings = 8\n",
        "# Range of total interest rate increases at the end of the year\n",
        "total_increases = list(range(0, fed_meetings + 1))\n",
        "# Probability that the FOMC will raise rates at any given meeting\n",
        "probability_raises = [0.6, 0.7, 0.8, 0.9]\n",
        "\n",
        "fig, axs = plt.subplots(2, 2, figsize=(10, 8))\n",
        "\n",
        "for i, ax in enumerate(axs.flatten()):\n",
        "    # Use the probability mass function to calculate probabilities of total raises in eight meetings\n",
        "    # Based on FOMC bias for raising rates at each meeting\n",
        "    prob_dist = binom.pmf(k=total_increases, n=fed_meetings, p=probability_raises[i])\n",
        "    # How each 25 basis point increase in the federal funds rate affects your credit card interest rate\n",
        "    cc_rate = [j * 0.25 + 12 for j in total_increases]\n",
        "\n",
        "    # Plot the results for different FOMC probability\n",
        "    ax.hist(cc_rate, weights=prob_dist, bins=fed_meetings, alpha=0.5, label=probability_raises[i])\n",
        "    ax.legend()\n",
        "    ax.set_ylabel('Probability of credit card rate')\n",
        "    ax.set_xlabel('Predicted range of credit card rates after 12 months')\n",
        "    ax.set_title(f'Probability of raising rates at each meeting: {probability_raises[i]}')\n",
        "\n",
        "# Adjust spacing between subplots\n",
        "plt.tight_layout()\n",
        "\n",
        "# Show the plot\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "YBgKtlMXiqvU",
        "outputId": "40ffb66a-7b10-41da-dca8-05d36f126c37"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}