{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "1) Follow these steps to use this notebook:\n",
        "\n",
        "![image.png](data:image/png;base64,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)\n",
        "\n",
        "2) Collapse all code:\n",
        "\n",
        "\n",
        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)\n",
        "\n"
      ],
      "metadata": {
        "id": "6pUHGYCjV6tz"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##THE CODE FOR THIS WORKBOOK WAS CREATED WITH THE ASSISTANCE OF MICROSOFT COPILOT AND CHAT GPT 3.5 AND ADAPTED TO EXPLAIN THIS PARTICULAR DATASET.\n",
        "\n",
        "##Date:\n",
        "Unemployment Rate:\n",
        "Interest Rates: (Especially mortgage rates)\n",
        "GDP Growth:\n",
        "Consumer Price Index (Inflation):"
      ],
      "metadata": {
        "id": "yyh6mtyDKmUH"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The Federal Reserve was challenged through 2008 with an imbalance of the worldwide money supply.  Third world countries were saving and spending very little.  On the other hand, the U.S. was spending and had a large supply of dollars because of a deficit between Third World Saving and U.S. Spending.  The Federal reserve was tasked with trying to keep interest rates down to avoid hampering the labor market while at the same time having to offset inflation.  \n",
        "\n",
        "Dunaway, Steven, \"Global Imbalances and the Financial Crisis\", Council Foreign Relations, March 2009, www.cfr.org\n",
        "\n",
        "Some interest rates being charged on Mortgage Loans were a fraction above the LIBOR.  Additionally, to make these loans more affordable some were made as interest only loans.  Interest only loans are meant for certain types of borrowers which do not include household mortgages.  For example, if a builder has a project for a residential neighborhood they would be interested in a interest only loan since the intent would be to keep the loan for as short of a duration as possible.  \n",
        "\n",
        "**CPI can be used to guage inflation\n",
        "\n",
        "**The unemployment rate is an indicator of the labor market\n",
        "\n",
        "**Gross Domestic Product (GDP) is a measurement of the overall productivity of a country.\n",
        "\n",
        "**Mortgage Rates - correlated to other interest rates such as the Federal Funds Rate"
      ],
      "metadata": {
        "id": "IS2BW09eoyv0"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "UNEMPLOYMENT RATE can be found through the BUREAU OF LABOR AND STATISTICS www.bls.gov\n",
        "CONSUMER PRICE INDEX  can be found through the BUREAU OF LABOR AND STATISTICS www.bls.gov\n",
        "GROSS DOMESTIC PRODUCT can be found through the BUREAU OF ECONOMIC ANALYSIS www.bea.gov\n",
        "DEFAULT RATES can be found through the FEDERAL RESERVE BANK www.federalreserve.gov\n",
        "MORTGAGE RATES can be found through FREDDIE MAC www.freddiemac.com"
      ],
      "metadata": {
        "id": "dyaa4y6PTzts"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "MV-hJzOr_KlK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install cpi\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import cpi\n",
        "!pip install requests\n",
        "import requests\n",
        "!pip install openpyxl\n",
        "\n",
        "\n",
        "# Assuming your file is in \"Meltdown_Data.xlsx\"\n",
        "url = 'https://raw.githubusercontent.com/jeradmelgard/Supporting_Docs/main/Meltdown_Data.xlsx'\n",
        "response = requests.get(url)\n",
        "\n",
        "with open('document.xlsx', 'wb') as file:\n",
        "    file.write(response.content) # Update with your file path\n",
        "\n",
        "# Assign 'document.xlsx' to the file_path variable\n",
        "file_path = 'document.xlsx'\n",
        "df = pd.read_excel(file_path, sheet_name='Sheet1')\n",
        "\n",
        "# Convert 'Year' column to datetime objects\n",
        "df['Year'] = pd.to_datetime(df['Year'], format='%Y')\n",
        "\n",
        "# Add CPI data to the DataFrame\n",
        "df['CPI'] = df['Year'].apply(lambda x: cpi.inflate(1, x.year))\n",
        "\n",
        "# Create a figure and axes\n",
        "fig, ax1 = plt.subplots()\n",
        "\n",
        "# Plot Average Unemployment Rate, Average Mortgage Rate, and CPI on the same axis\n",
        "ax1.plot(df['Year'], df['Unemployment'], label='Unemployment Rate', color='blue')\n",
        "ax1.plot(df['Year'], df['Mortgage_Rates'], label='Mortgage Rate', color='red')\n",
        "ax1.plot(df['Year'], df['CPI'], label='CPI', color='purple')\n",
        "ax1.set_xlabel('Year')\n",
        "ax1.set_ylabel('Percentage (%) / CPI')\n",
        "ax1.tick_params(axis='y')\n",
        "ax1.legend(loc='upper left')\n",
        "\n",
        "# Create a second y-axis for GDP\n",
        "ax2 = ax1.twinx()\n",
        "ax2.plot(df['Year'], df['GDP'], label='GDP', color='green')\n",
        "ax2.set_ylabel('GDP (in billions USD)')\n",
        "ax2.tick_params(axis='y')\n",
        "ax2.legend(loc='upper right')\n",
        "\n",
        "# Set the title\n",
        "plt.title('Economic Indicators Over Time')\n",
        "\n",
        "# Show the plot\n",
        "plt.show()\n",
        "\n",
        "# Calculate the correlation matrix\n",
        "correlation_matrix = df.corr()\n",
        "print(correlation_matrix)\n",
        "\n",
        "# Further analysis and visualization can be done based on these initial explorations.\n",
        "\n",
        "# Further analysis and visualization can be done based on these initial explorations."
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "TD-VNWzPTZMm",
        "outputId": "62a120d7-2271-446d-8648-b66cee7a2611"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: cpi in /usr/local/lib/python3.11/dist-packages (2.0.4)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from cpi) (2.32.3)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.11/dist-packages (from cpi) (8.1.8)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.11/dist-packages (from cpi) (2.8.2)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (from cpi) (2.2.2)\n",
            "Requirement already satisfied: numpy>=1.23.2 in /usr/local/lib/python3.11/dist-packages (from pandas->cpi) (1.26.4)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas->cpi) (2024.2)\n",
            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas->cpi) (2024.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil->cpi) (1.17.0)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (2.3.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (2024.12.14)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (2.32.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests) (2.3.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests) (2024.12.14)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                    Year  Unemployment  Mortgage_Rates       GDP       CPI  \\\n",
            "Year            1.000000     -0.080765       -0.902614  0.993401 -0.995425   \n",
            "Unemployment   -0.080765      1.000000       -0.085439 -0.096234  0.128140   \n",
            "Mortgage_Rates -0.902614     -0.085439        1.000000 -0.867851  0.908911   \n",
            "GDP             0.993401     -0.096234       -0.867851  1.000000 -0.984329   \n",
            "CPI            -0.995425      0.128140        0.908911 -0.984329  1.000000   \n",
            "Default         0.479617      0.623519       -0.446906  0.485586 -0.426597   \n",
            "\n",
            "                 Default  \n",
            "Year            0.479617  \n",
            "Unemployment    0.623519  \n",
            "Mortgage_Rates -0.446906  \n",
            "GDP             0.485586  \n",
            "CPI            -0.426597  \n",
            "Default         1.000000  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "U_XhB4Nt1zD6"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install cpi\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import cpi\n",
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "import numpy as np\n",
        "from matplotlib.ticker import FormatStrFormatter\n",
        "!pip install requests\n",
        "import requests\n",
        "\n",
        "# Load the dataset\n",
        "# Assuming your file is in \"Meltdown_Data.xlsx\"\n",
        "url = 'https://raw.githubusercontent.com/jeradmelgard/Supporting_Docs/main/Meltdown_Data.xlsx'\n",
        "response = requests.get(url)\n",
        "df = pd.read_excel(file_path, sheet_name='Sheet1')\n",
        "\n",
        "# Convert 'Year' column to datetime objects and extract year as integer\n",
        "df['Year'] = pd.to_datetime(df['Year'], format='%Y')\n",
        "df['Year'] = df['Year'].dt.year\n",
        "\n",
        "# Add CPI data to the DataFrame (optional - not used in this plot)\n",
        "df['CPI'] = df['Year'].apply(lambda x: cpi.inflate(1, x))\n",
        "\n",
        "# Create a figure and axes\n",
        "fig = plt.figure(figsize=(15, 13))\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "\n",
        "# Scatter plot for Mortgage Rates and GDP\n",
        "ax.scatter(df['Year'], df['Mortgage_Rates'], df['GDP'], c='blue', label='Mortgage Rates & GDP')\n",
        "\n",
        "# Linear Regression\n",
        "X = df[['Year', 'Mortgage_Rates']].values.reshape(-1, 2)\n",
        "Y = df['GDP']\n",
        "reg = np.poly1d(np.polyfit(X[:,0], Y, 1))\n",
        "\n",
        "# Create the regression line\n",
        "x_range = np.linspace(df['Year'].min(), df['Year'].max(), 100)\n",
        "y_range = np.linspace(df['Mortgage_Rates'].min(), df['Mortgage_Rates'].max(), 100)\n",
        "X_reg = np.array([x_range, y_range])\n",
        "Z_reg = reg(x_range)\n",
        "ax.plot(x_range, y_range, Z_reg, c='red', label='Regression Line')\n",
        "\n",
        "# Set labels and title\n",
        "ax.set_xlabel('Year')\n",
        "ax.set_ylabel('Mortgage Rates')\n",
        "ax.set_zlabel('GDP', rotation=90) # Make GDP label horizontal\n",
        "plt.title('Mortgage Rates and GDP Over Time')\n",
        "\n",
        "# Format year ticks to show as whole numbers\n",
        "ax.xaxis.set_major_formatter(FormatStrFormatter('%.0f'))\n",
        "\n",
        "# Add a legend\n",
        "ax.legend()\n",
        "\n",
        "# Show the plot\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "GjrJqzWhgCwX",
        "outputId": "9a604a1c-1db6-4d3d-b85c-75fb2db2fe74"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: cpi in /usr/local/lib/python3.11/dist-packages (2.0.4)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from cpi) (2.32.3)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.11/dist-packages (from cpi) (8.1.8)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.11/dist-packages (from cpi) (2.8.2)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (from cpi) (2.2.2)\n",
            "Requirement already satisfied: numpy>=1.23.2 in /usr/local/lib/python3.11/dist-packages (from pandas->cpi) (1.26.4)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas->cpi) (2024.2)\n",
            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas->cpi) (2024.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil->cpi) (1.17.0)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (2.3.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (2024.12.14)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (2.32.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests) (2.3.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests) (2024.12.14)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1300 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install cpi\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import cpi\n",
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "import numpy as np\n",
        "from matplotlib.ticker import FormatStrFormatter\n",
        "!pip install requests\n",
        "import requests\n",
        "\n",
        "# Load the dataset\n",
        "# Load the dataset\n",
        "# Assuming your file is in \"Meltdown_Data.xlsx\"\n",
        "url = 'https://raw.githubusercontent.com/jeradmelgard/Supporting_Docs/main/Meltdown_Data.xlsx'\n",
        "response = requests.get(url)\n",
        "df = pd.read_excel(file_path, sheet_name='Sheet1')\n",
        "\n",
        "# Convert 'Year' column to datetime objects and extract year as integer\n",
        "df['Year'] = pd.to_datetime(df['Year'], format='%Y')\n",
        "df['Year'] = df['Year'].dt.year\n",
        "\n",
        "# Add CPI data to the DataFrame (optional - not used in this plot)\n",
        "df['CPI'] = df['Year'].apply(lambda x: cpi.inflate(1, x))\n",
        "\n",
        "# Create a figure and axes\n",
        "fig = plt.figure(figsize=(15, 13))\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "\n",
        "# Scatter plot for Unemployment and GDP\n",
        "ax.scatter(df['Year'], df['Unemployment'], df['GDP'], c='blue', label='Unemployment & GDP')\n",
        "\n",
        "# Linear Regression\n",
        "X = df[['Year', 'Unemployment']].values.reshape(-1, 2)\n",
        "Y = df['GDP']\n",
        "reg = np.poly1d(np.polyfit(X[:,0], Y, 1))\n",
        "\n",
        "# Create the regression line\n",
        "x_range = np.linspace(df['Year'].min(), df['Year'].max(), 100)\n",
        "y_range = np.linspace(df['Unemployment'].min(), df['Unemployment'].max(), 100)\n",
        "X_reg = np.array([x_range, y_range])\n",
        "Z_reg = reg(x_range)\n",
        "ax.plot(x_range, y_range, Z_reg, c='red', label='Regression Line')\n",
        "\n",
        "# Set labels and title\n",
        "ax.set_xlabel('Year')\n",
        "ax.set_ylabel('Unemployment')\n",
        "ax.set_zlabel('GDP', rotation=90) # Make GDP label horizontal\n",
        "plt.title('Unemployment and GDP Over Time')\n",
        "\n",
        "# Format year ticks to show as whole numbers\n",
        "ax.xaxis.set_major_formatter(FormatStrFormatter('%.0f'))\n",
        "\n",
        "# Add a legend\n",
        "ax.legend()\n",
        "\n",
        "# Show the plot\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "bI-LxJ-ggwIa",
        "outputId": "55001330-1f8d-4763-de52-285e4dee7bbb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: cpi in /usr/local/lib/python3.11/dist-packages (2.0.4)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from cpi) (2.32.3)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.11/dist-packages (from cpi) (8.1.8)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.11/dist-packages (from cpi) (2.8.2)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (from cpi) (2.2.2)\n",
            "Requirement already satisfied: numpy>=1.23.2 in /usr/local/lib/python3.11/dist-packages (from pandas->cpi) (1.26.4)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas->cpi) (2024.2)\n",
            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas->cpi) (2024.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil->cpi) (1.17.0)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (2.3.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->cpi) (2024.12.14)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (2.32.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests) (2.3.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests) (2024.12.14)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1300 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "import numpy as np\n",
        "from matplotlib.ticker import FormatStrFormatter\n",
        "!pip install requests\n",
        "import requests\n",
        "\n",
        "# Load the dataset\n",
        "# Load the dataset\n",
        "# Assuming your file is in \"Meltdown_Data.xlsx\"\n",
        "url = 'https://raw.githubusercontent.com/jeradmelgard/Supporting_Docs/main/Meltdown_Data.xlsx'\n",
        "response = requests.get(url)\n",
        "df = pd.read_excel(file_path, sheet_name='Sheet1')\n",
        "\n",
        "# Convert 'Year' column to datetime objects and extract year as integer\n",
        "df['Year'] = pd.to_datetime(df['Year'], format='%Y')\n",
        "df['Year'] = df['Year'].dt.year\n",
        "\n",
        "# Create a figure and axes\n",
        "fig = plt.figure(figsize=(12, 10))  # Increased figure size\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "\n",
        "# Scatter plot for Default, Unemployment, and Mortgage Rates\n",
        "ax.scatter(df['Unemployment'], df['Mortgage_Rates'],\n",
        "           df['Default'], c='blue',\n",
        "           label='Default Rate vs. Unemployment & Mortgage Rates')\n",
        "\n",
        "# Linear Regression\n",
        "X = df[['Unemployment', 'Mortgage_Rates']].values.reshape(-1, 2)\n",
        "Y = df['Default']\n",
        "reg = np.poly1d(np.polyfit(X[:, 0], Y, 1))\n",
        "\n",
        "# Create the regression line\n",
        "x_range = np.linspace(df['Unemployment'].min(), df['Unemployment'].max(), 100)\n",
        "y_range = np.linspace(df['Mortgage_Rates'].min(),\n",
        "                     df['Mortgage_Rates'].max(), 100)\n",
        "X_reg = np.array([x_range, y_range])\n",
        "Z_reg = reg(x_range)\n",
        "ax.plot(x_range, y_range, Z_reg, c='red', label='Regression Line')\n",
        "\n",
        "# Set labels and title\n",
        "ax.set_xlabel('Unemployment Rate')\n",
        "ax.set_ylabel('Mortgage Rates')\n",
        "ax.set_zlabel('Default Rate', rotation=90, labelpad=20)  # Added labelpad\n",
        "plt.title('Mortgage Default Rate vs. Unemployment and Mortgage Rates')\n",
        "\n",
        "# Add a legend\n",
        "ax.legend()\n",
        "\n",
        "# Adjust layout to prevent labels from being cut off\n",
        "plt.tight_layout()\n",
        "\n",
        "# Show the plot\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 909
        },
        "id": "DWAhMf_tjEaW",
        "outputId": "0c2180be-be76-4845-fe05-fd73de9e26e9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (2.32.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests) (2.3.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests) (2024.12.14)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##The below heatmap illustrates the correlation of different variables to these intertwined economic factors.  The closer in color each factor is to another the more closely related they are."
      ],
      "metadata": {
        "id": "L1nSOJdJw8Oz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "!pip install requests\n",
        "import requests\n",
        "\n",
        "# Load the dataset\n",
        "# Assuming your file is in \"Meltdown_Data.xlsx\"\n",
        "url = 'https://raw.githubusercontent.com/jeradmelgard/Supporting_Docs/main/Meltdown_Data.xlsx'\n",
        "response = requests.get(url)\n",
        "df = pd.read_excel(file_path, sheet_name='Sheet1')\n",
        "\n",
        "# Convert 'Year' column to datetime objects and extract year\n",
        "df['Year'] = pd.to_datetime(df['Year'], format='%Y')\n",
        "df['Year'] = df['Year'].dt.year\n",
        "\n",
        "# Calculate the correlation matrix\n",
        "correlation_matrix = df.corr()\n",
        "\n",
        "# Create the heatmap using seaborn\n",
        "plt.figure(figsize=(10, 8))\n",
        "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=.5)\n",
        "plt.title('Correlation Matrix of Economic Indicators')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 802
        },
        "id": "aXxmW7k3kO4U",
        "outputId": "cbd1e8ec-51da-430d-b8fc-27e48e6be48c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (2.32.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests) (2.3.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests) (2024.12.14)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install plotly\n",
        "import plotly.express as px\n",
        "import pandas as pd\n",
        "!pip install requests\n",
        "import requests\n",
        "!pip install statsmodels\n",
        "\n",
        "\n",
        "# Load the dataset\n",
        "# Load the dataset\n",
        "# Assuming your file is in \"Meltdown_Data.xlsx\"\n",
        "url = 'https://raw.githubusercontent.com/jeradmelgard/Supporting_Docs/main/Meltdown_Data.xlsx'\n",
        "response = requests.get(url)  # Update with your file path\n",
        "df = pd.read_excel(file_path, sheet_name='Sheet1')\n",
        "\n",
        "# Convert 'Year' column to datetime objects and extract year\n",
        "df['Year'] = pd.to_datetime(df['Year'], format='%Y')\n",
        "df['Year'] = df['Year'].dt.year\n",
        "\n",
        "# Create a list of columns to plot (excluding Year)\n",
        "columns_to_plot = df.columns.tolist()[1:]\n",
        "\n",
        "# Create scatter plots for each variable\n",
        "for column in columns_to_plot:\n",
        "    fig = px.scatter(df,\n",
        "                     x='Year',\n",
        "                     y=column,\n",
        "                     title=f'{column} Over Time',\n",
        "                     trendline=\"ols\")  # Add a trendline\n",
        "    fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Ml9nyRiHlLpC",
        "outputId": "0243c001-6cad-43dc-d4fe-a66f3d867c6d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: plotly in /usr/local/lib/python3.11/dist-packages (5.24.1)\n",
            "Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.11/dist-packages (from plotly) (9.0.0)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.11/dist-packages (from plotly) (24.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (2.32.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests) (3.10)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests) (2.3.0)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests) (2024.12.14)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
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              "        <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.35.2.min.js\"></script>                <div id=\"40731e36-bde3-4d70-8dac-df00f096ad82\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"40731e36-bde3-4d70-8dac-df00f096ad82\")) {                    Plotly.newPlot(                        \"40731e36-bde3-4d70-8dac-df00f096ad82\",                        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