EvanMarie/name_popularity.ipynb

## name_popularity.ipynb
{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/EvanMarie/f4b6e33149ef7cb65daa61bc9053c967/name_popularity.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "098c18a1-13e8-437f-a3d7-5a1d78bb6084",
      "metadata": {
        "id": "098c18a1-13e8-437f-a3d7-5a1d78bb6084"
      },
      "source": [
        "<center><img src=\"http://www.evanmarie.com/content/files/notebook_images/name_popularity_banner.png\" width = 900></center>\n",
        "\n",
        "## Below you will find two functions: \n",
        "* `plot_name()` will plot the popularity of any name for M (males) or F (females) in the USA between the years 1880 and 2018.\n",
        "* `how_many_ever()` will tell you the overall popularity for a name, given the same context\n",
        "* both take as inputs the name and gender as M or F\n",
        "* `plot_name()` also optionally will take the color you would like the the plot in\n",
        "* Run each cell before running the `plot_name()` cell to ensure proper performance\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "1f4209ae-fc48-485d-9306-ccf8487bcef3",
      "metadata": {
        "cellView": "form",
        "id": "1f4209ae-fc48-485d-9306-ccf8487bcef3"
      },
      "outputs": [],
      "source": [
        "#@title Installs and Imports:\n",
        "%%capture\n",
        "!pip inatall matplotlib\n",
        "!pip install pandas\n",
        "from urllib.request import urlopen\n",
        "from PIL import Image\n",
        "from IPython.display import display\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib as mpl"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "916ccd95-7bc6-460e-aab3-c4940c638101",
      "metadata": {
        "id": "916ccd95-7bc6-460e-aab3-c4940c638101"
      },
      "source": [
        "## RUN THIS CELL FIRST:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "b82775da-d6ef-4558-b91e-72890b95b86f",
      "metadata": {
        "id": "b82775da-d6ef-4558-b91e-72890b95b86f"
      },
      "outputs": [],
      "source": [
        "df = pd.read_csv(\"https://mydatabucky.s3.amazonaws.com/names_popularity_rank.csv\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d8c95a23-b61f-4a0b-bde8-8b53439c45e5",
      "metadata": {
        "id": "d8c95a23-b61f-4a0b-bde8-8b53439c45e5"
      },
      "source": [
        "---"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "db1e7b59-a053-474c-8294-672e0cc1fd4f",
      "metadata": {
        "id": "db1e7b59-a053-474c-8294-672e0cc1fd4f"
      },
      "outputs": [],
      "source": [
        "#@title This is the `plot_name()` function. Run to define. { display-mode: \"form\" }\n",
        "def plot_name():\n",
        "    import matplotlib as mpl\n",
        "    \n",
        "    name = input(\"\\n Enter a name: \").capitalize()\n",
        "    gender = input(\" Gender: Enter M for male or F for female: \").upper()\n",
        "    color = input(\" Choose a plot color: \").lower()\n",
        "    \n",
        "    print(\"\")\n",
        "    print(\"..........\" * 5)\n",
        "    print(\"Loading the data...\")\n",
        "    print(\"There are almost 2 million records...\")\n",
        "    print(\"So I will need to do some data wrangling...\")\n",
        "    print(\"Give me just a sec...\\n\")\n",
        "    \n",
        "    plt.style.use(\"ggplot\");\n",
        "    plt.figure(figsize=(10, 6), facecolor=\"#222222\");\n",
        "    mpl.rcParams['text.color'] = 'white'\n",
        "    mpl.rcParams['axes.labelcolor'] = 'white'\n",
        "    mpl.rcParams['xtick.color'] = 'white'\n",
        "    mpl.rcParams['ytick.color'] = 'white'\n",
        "    ax = plt.axes();\n",
        "    \n",
        "    try: \n",
        "        data = df[(df.name == name) & (df.gender == gender)].sort_values(by='year')\n",
        "        data.popularity.plot(kind='bar', color=color);\n",
        "\n",
        "        years = list(data.year)\n",
        "        labels = []\n",
        "        for idx, year in enumerate(years):\n",
        "            if idx % 5 == 0:\n",
        "                labels.append(year)\n",
        "\n",
        "        if gender == \"F\":\n",
        "            gender_label = \"Females\"\n",
        "        else:\n",
        "            gender_label = \"Males\"\n",
        "            \n",
        "        ax.set_xticks(ticks=range(0, len(data), 5));\n",
        "        ax.set_xticklabels(labels=labels, fontsize=10);\n",
        "        ax.tick_params(labelrotation=40);\n",
        "        ax.set_title(f\"Popularity Distribution {gender_label} Named {name}\", fontsize=16, pad=20);\n",
        "        ax.set_ylabel(\"Popularity\", fontsize=14);\n",
        "        ax.set_xlabel(\"Years\", fontsize=14);\n",
        "        image = plt.savefig('plot.png', dpi=200)\n",
        "        plt.savefig('plot.png', dpi=200)\n",
        "        print(\"\")\n",
        "        print(\"..........\" * 5)\n",
        "        print(\"Your image has been saved to your computer.\")\n",
        "        print(\"See your name popularity graph below.\")\n",
        "        print(\"..........\" * 5)\n",
        "        print(\"\")\n",
        "        return image\n",
        "    \n",
        "    except IndexError:\n",
        "        print(\"..........\" * 5)\n",
        "        print(\"OOOPS! Try again! Check your spelling maybe? If you are sure you\")\n",
        "        print(\"input a valid name, then keep in mind any names with fewer than 5 births\")\n",
        "        print(\"in a year are not included in the data.\\n\")\n",
        "        print(\"..........\" * 5)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "6412bc84-6ff7-43f1-b050-9adb9c377f66",
      "metadata": {
        "id": "6412bc84-6ff7-43f1-b050-9adb9c377f66",
        "outputId": "63a5481a-286f-402b-e99b-e1f200272289",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 750
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            " Enter a name: evan\n",
            " Gender: Enter M for male or F for female: f\n",
            " Choose a plot color: blue\n",
            "\n",
            "..................................................\n",
            "Loading the data...\n",
            "There are almost 2 million records...\n",
            "So I will need to do some data wrangling...\n",
            "Give me just a sec...\n",
            "\n",
            "\n",
            "..................................................\n",
            "Your image has been saved to your computer.\n",
            "See your name popularity graph below.\n",
            "..................................................\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plot_name()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "76f4291a-f27f-4a0c-8616-eee4a8e97a90",
      "metadata": {
        "id": "76f4291a-f27f-4a0c-8616-eee4a8e97a90"
      },
      "source": [
        "## Get the total number of individuals given a name:\n",
        "* You can specify M for male, F for female, or \"both\"\n",
        "* Just run the `how_many_ever()` cell below.\n",
        "* You will be prompted for input."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "882dea15-a943-49b3-8211-6bfda4daf74c",
      "metadata": {
        "cellView": "form",
        "id": "882dea15-a943-49b3-8211-6bfda4daf74c"
      },
      "outputs": [],
      "source": [
        "#@title This is the `how_many_ever()` function. Run to define.\n",
        "def how_many_ever():\n",
        "    %matplotlib inline\n",
        "    \n",
        "    print(\"\")\n",
        "    name = input(\"Input a name: \").capitalize()\n",
        "    gender = input(\"Input M for male, F for female, or 'both': \").capitalize()\n",
        "    \n",
        "    if (gender == \"F\") or (gender == \"M\"):\n",
        "        result = df[(df.name == name) & (df.gender == gender)].year_count.sum()\n",
        "    elif (gender == None) or (gender == 'Both'):\n",
        "        result = df[df.name == name].year_count.sum()\n",
        "    if gender == \"F\":\n",
        "        gen = \"females\"\n",
        "    elif gender == \"M\":\n",
        "        gen = \"males\"\n",
        "    elif (gender == None) or (gender == \"Both\"):\n",
        "        gen = \"people\"\n",
        "        \n",
        "    \n",
        "    if result < 25:\n",
        "        image = \"http://www.evanmarie.com/content/files/apps/name_popularity/names_01.png\"\n",
        "        message = \"Now, that is unique AF! NOICE!\"\n",
        "    elif result < 3000:\n",
        "        image = \"http://www.evanmarie.com/content/files/apps/name_popularity/names_02.png\"\n",
        "        message = \"Wow, that's pretty rare. I like it!\"\n",
        "    elif result < 100000:\n",
        "        image = \"http://www.evanmarie.com/content/files/apps/name_popularity/names_03.png\"\n",
        "        message = \"Unique enough, but still often able to find custom items with your name on it.\"\n",
        "    elif result < 500000:    \n",
        "        image = \"http://www.evanmarie.com/content/files/apps/name_popularity/names_04.png\"\n",
        "        message = \"Nice and popular but it's nice when half of your friends don't have the same name as you.\"\n",
        "    elif result < 1000000:    \n",
        "        image = \"http://www.evanmarie.com/content/files/apps/name_popularity/names_05.png\"\n",
        "        message = \"Not bad! Almost a Mary or a James!\"\n",
        "    else:\n",
        "        image = \"http://www.evanmarie.com/content/files/apps/name_popularity/names_06.png\"\n",
        "        message = \"Is there such a thing as too popular? Really though?\"\n",
        "    \n",
        "    print(f\"\\nThere have been a total of {result:,} {gen} named {name.upper()} in the USA between 1880 and 2018.\")\n",
        "    print(message, '\\n')\n",
        "    img = Image.open(urlopen(image))\n",
        "    img = img.resize((200, 200))\n",
        "    display(img)\n",
        "    print(\"\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "3363df30-2eba-45ea-8e79-00fe6447c56c",
      "metadata": {
        "id": "3363df30-2eba-45ea-8e79-00fe6447c56c",
        "outputId": "f2675535-fdc3-48d7-9130-63d58847af2a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        },
        {
          "name": "stdin",
          "output_type": "stream",
          "text": [
            "Input a name:  Evan\n",
            "Input M for male, F for female, or 'both':  F\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "There have been a total of 4,212 females named EVAN in the USA between 1880 and 2018.\n",
            "Unique enough, but still often able to find custom items with your name on it. \n",
            "\n"
          ]
        },
        {
          "data": {
            "image/png": 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FZz59Nddccw1HHbWGOI4rv6NibBERoihi//4DfPGLX+SG//uluXHc0+d7FRDnHCLCf/5P/5Grr74KYwzGmCXdfEXFqNBao7XmS1/6Cn/z3//H3HjuRk9i5B2fmKs/dRVXX30VaZpWwlGxojDGkKYpV199FVd/6qqeLZ+eBCRNU3bu3MmnP30NxpjKz6hYkVhrMcbw6U9fw86dO0nTtOtnugqIc44wDLn2s59h3bqjK81RsaIxxrBu3dFc+9nPEIZhVy3SVUDSNGX79m1cdtmltFqtgd1oRcVy0Wq1uOyyS9m+fVtXLdJVQKy1XHnlFUxNTVXRqoojAuccU1NTXHnlFV3dhVIBcc4xOTnJ9m3bKr+j4ojCWsv2bduYnJwsnfi7CkitVmPjpo2V71FxRGGMYeOmjdRqtcULCEAQBKyuzKuKIwznHKunpgiC8mqrnsK8iy30qqgYZwaWKKyoeKtSCUhFRQmVgFRUlFAJSEVFCQNbcltK5eNXDJshBVmHLyAWXEoVJl4komV5JxgHWMc4Pz5RggQMpZ+GKyACyfOW5nct7hUHeqitHZGIYtk1sLOMxx4DjkPvI+uX4AKh/j6NWi0w4IKPoQuIOwDJLwz2cTcqg67iCMQ5kBBkNX5cJcBBvEBMKtw7hzP7Dn/ICl79hSNpreJIxIFaC3qbIKsF0eBih30BzKOZZTIkLVsN2YrxxoFMQHCRAIKbdjApuFTQp86/Z1hUYd6KsUeOE6gJ7jUITlfQAtFgnnaokwVqrOAoVo4DDOVfRPAi201dOrzt2c+1urUNnVV1L59T9D7VWLo7kp2u18t3hvn7l7af5aKfey567gKsBjcDcjTYFxzxLRZ1IshqwSUOmRjeRoWjE5Aa6A0Ck3QeIAIkYF520Ci5jgNCUCcIsqrgWgpIwbzkvCMXgdogyFRJ2wbsqw433fb7ANTGknayz9qXwe133QejgKwX1Pq277LwPhy4Nx1274LXaqCOFaTe4XPtWHAx2BmH2w8kWSRsOSKIEeiTBOqU9h8tMC846LS4zwGzIJPgXgW1WQh2CrJOcPucD4M3WNk+iDNe+uvXaMKztZ+VO9yJedkyc32KfahksDkIzhcmPxWijpXDryX+Wsndhtkvprj9IGuh/lFNdFFB2xrsG47ZG1PSn1kvYNZ/buKTmnCH7vzwsvZat6Q0v2m8cBVpEgdEEL1TMfGR4PCQZXYtZx2tfzU0v2r86+LvRa2HiWs0wVZVfC9kOaeDDvuKw+5xmFcc6VMO87hDUv9dR2JYO1BnCpOfDdHHd3hOOdpPirOfTzCPdH7u7hUHWwVZ4yeOYIvCzjrUZsHucUg0vFzRyDSIBH4GDDYUqEMNOEEmSi5iQZ8tTF4dEu1QnWclDemvLfEPLO5V/GDQoNZR3LYCU3PI5OHXUkcLwcaSBywgHwpI7nKkD9iug0+mIDhJ/Ps6CUgixGsWNOaASNAnCuFpqvhesmvM3ZeAPehInnCkuyzJLkvygIXpBe8dNNn3ii5RROcqpMxHEFDrhPDtCvNo26TQ9ro7COk9jvACwVmH3Q+EXuOnDzqizcOzI0fvgxTZpFLyGkAK+nRh1bWBF45Os6iG9FnHzA0JyX1Z+C8fTN3s4aLX8s+VmAj6WCF6n8I87XAHXbmQ5NfL/73gWqVt2S6vd2hK6kK0XYi2K8wrjmSXofldg3nQ4ZoMTZvIOojOVn7CS8rfqyYgOlvTWm1wBzq9AdxeR3K7QzYKEjncAe+PDDuBuTKiWMb7HJOfCYguLDB3FJjXHLNfS0ju6jJIB4nzbdfeoVGnjajNfsgnJgP6OKH+3oDV/zWi9mcadYKUmmuLxkJwpkJt7j2zrTaDPqfE2VbgWmAfd5jd3nwEhh6EGH8BMaBOgMk/D4guK/A0FdhpR+MfU5KfWP/QRxm9sV6L1D+oIWI8yjI6kWlJfZww+cchk38VoM8qMR8XgwMCCM5QBMcWmMEd7ksfpwi3qczULnif4F8flR81umYWiQFZD/WPBdSu1D4j38lub0HzB4bWTZmKHnVoM4usRRdogvPV+ApIjgFVg/oVmlV/FaLPHWANkwU5AYLzpHywt5OVkQRnKORYBl5PtRTGV0CMjyLVfl9T/03tHb2FHZfZ7K2fpTT+LsW9zvIVRBof0qy/X/tQ9rgLSe5I71Cs+ssQfd5ghMQ5CDYqwrP7nCgshGcrgs3KF0eOCeMpIA6oQ/RBxeQfBKhVBbapQOsew8z1Ke4Vlr9aWEO4U3ktMkYPuZAsYBDtUExeE6I2LdHccj5Kp88V1FH9q3G1VlBbZawmmPETkMyGrb1fMfknIWpNwcymIXnEMvuVFPcCyy8c4LXI8UL0DoUcxcoQEsiERKj/qfb3vdjBaUEdI95XlD6vk2u0y5XPm4xJ342XgDgghfAixeQnQvSJBR2lIH3OMvvVFFOWVFwOBGqXa/SZK8AXyXEgkVB/pyZ81xLuW4E+RQhPWXziLjxdoTct8yKxNsZLQAwE5/pwrt5YEIJUYPY5Gn+fkvzSepNgTDoT8FGiY4Xa+xRyNGMzE3Ylm/0nPhD4AsB+79uB1CC8WEFt8bVRakIILlTFJUkjZnwExIA+XrHqoyHhGQXZYgV2BprfSWn9q4WYcfoGniwTXLtMo88cJ8ntAQPB2YrwQtX/pOOAKSE8RyEhixOQLKcU7dDehxkDDTxWw0vqvrSjyCF3MTT/JaX59waGmAVeMs5/j9oHtF8BNwYPuiecfwbhZQo5qU+HXSDYKajjlziwHejjvKM/Ds93DG6hjfYyjHaycujWjw2NvzO4Gcbtzg/FARqit2n0DjX/u5WAg+g8RbBRet+oIQ+sXKLQ65YuILJGiC5WnevVRsw4D7NDiO82Ptexd4Vs/mDz0o7Mnl5BqClBnym+eLPHAapOEfQWhfSaHCzCgQohOFWhNiy/iTr+AiKQPGaZ+UqKeWLMIlZlZPZ0eL4m3LmyIloI6LNV7+ahhfB8hd4wmCSfs37tUHDh8vsh4y0gGsxLltmvp5gHRlOctiiK7qktL8JK8kUEgo3S20o9C9QhOFVQqxlM5MmCXitE52lYxbL22/gKiAa7D2a/anwB4sJ1AmOCnXWY6ZKyawfRpZrw3BWSXc/QawTVSzTKgj5NCLYPVks6/PIGvWV5k4bjKSACbhYa30pofd+MX64jR8AecLTuNJjXikvs9XohfI9CjmGs6oxKCYAJuvd7lhwMNg7YHLIQbFIEpy3vEB0/AclKFJq3Gpo3GZ8sHL+79AighfQXlvRx23kwZUtr61dky2VXipml8MGFMgGxvto6vFAhS0gOdiRLPAbnK2Q9y6ZFxm/oZaaUOsEvxRz3ASUC7gA0f2SwbxRoEQfqKCH6gPKRoZWgRbKyn1Is6BOF6KIhCb6DcIdCn7R85un4CUhGtENT/4RGNo5P4VpHMo2X3mVJHikZJQK1HZkvMo7m4kIcfreQEt+KGuizFHrt8IZRsF7QZzDUva/KGE8BcX6Th/qVARMf0TDuNU0C9nVo3WKws3QWAJtpkR16LBJg3XAt/1MmIDIlhJco76+UfZ9836tOP2WTRZZwDS/VqKVUGS+B8RQQ8PZtHSZ+M6D+e3psitc6IkAK6f2W+N6S+gzxK+dWAuY1h4spHcDqJAg3d9GIDtysw+7v/OMaXTZeEF/hK8uUNBzvvXkNyCqY/MMAuxfiH4xvREs02FccrVsM0fmqeCv+MdccgDcZn3O42YLEbJ4EvVShyrS7Avu6Y+ZrCeYJ/Hr9dhLQW4VVHw1QxxT3lzoKwgsU5iHj3zPC5z/eAgLeNFkrTF4V4KYdye1jmhPJfZH7LfE9lvq7VkI9TAcEMGB229L1/TIF4XkKmSzfM8zsccS3OtyrHUqELJgnhNrljmh9QUPOb10Unq9oThq/U+YIGV8Tqx0LwQnC5Cc1wc4xdtoVuH0Q357lRVaojKR7nS/raVEoIHqb+IVNRWRmZ3yfnd8rTA7/cbOO+EFTbs4J6I1CcM7oZ8XxEpAsZ1Ck1sMzNBMfC1BnMJ5Ckj305C5L8pBZGebUQgSSew3medtZwLPnE+1Q6OPKw692xpHeZ4uXJij8vrx3ZxvuFY3/bFug6JJFLOVdIuMjIFlWOn7M+tODFnZW1im1CzWTHwuQ4xlPIQHcm9C61WL3FmfXxxIN5nVHcqfFvUFhTkdO8Fv0qC57gMUPW8zzXZxw/CbjyZO2PGJWg2Cr8kchjJDxeXwK7JuOxrdTWr8qcMYy57D+noCJPw18tekgNz0bBNk9p7/ypsOK0iLOa4/438rUgj+jQ59aUrkr4AwkP7eYV7tMEpkjn/zSljvgFvRmvJk1wolxfAQEIAD7kqPxlZT4wawXFnaYBRRMfFhT/4PA7/06bppEwE07Wj+02AMrRItoSJ92NP/ZwAEKtQf1TECKVn5mmFcd5kmHdAkV53V36a8d5vWSC1rQ6xTBGWqkScPxenRZQsnsdszekBA/WlzfJHWh/kea6Ld090TVqMk2tEsftLTuXAFaRIGbhsZ3U9L7ugzSDeLXrJclOxWkuy3m2QI/ZgGiwDxvSR4seN4w5/uE2wR1IiObFMdLQHIUpPc5GjekpE8XHClgQR8tTPxJ4LeqWepKtkGjwb0O8Y+snxnHs6e9cMSOxi0p8Q8ze7Uo4iqgThaCrSXaQ8A1IPl15sf04jJk0b90d4H/OXcDEJ6h0JvUyM5tH8/HlmmS5C7LzA2pP3WqQEiCk4XJjwcE28dnL6V20t2WeFy1iMo2wrjN0PhGinuNUh9ArYHgAoWaKOloDeZFS1pkInci17i/tpiXys9YkUkh2KGWtsFdH4yngMB8yPSXltkbU18p20ldWwi3KiY/GaA397kTx7BR4N6A+GcWs2/M8iIabAMaP0hpfNng9tD1XBM5Woje1sW8cmCecdh+l0crSB9zmKedPzKu4NoA0cUKXZR5HzDjKyDgOziB1g8NM19Psa93GGRZ7iTaqZm4KkAdx9gJSXqvJbnfjkcwQfCz/KuO2RsTGl82/qyNbiNBgz5LCI4vK84Cu98R32/94Tz9MgPJoxYzTWnSMNgg6NNkJBPOeAsI+I6ahdZNhtlvp52jQpkDV3unpv7xALWO8RiMkEW0oHmz8abicmmRrHrWNaB1t+Hg/0xo/oPxu8R0GwUOf7zDRQomS/wPBeYVr/X7LgfK3hvf2cXMckDkq4il7HDQATH+tVjgO+sgtL5tkClh8sP68BVseYn8BzVuFppfT3EjrtspRCC9zxLfb5g4LhhNuXt7SYfzSVjzjKP5E0N8h8G9lL2vxylSHefDuxLSeSFVpu3Txw3utcV/OfuMwzxrCU9VnbPmzldEh2cqZK34gsohMjoBkay1opBst5ODtI90NP8+Ra2CiQ8Eh1eHAvooof67GnPAEf9zW3GbLmlb0fmM9PZ77jQbqpLXFl6nAa2bLdGFrnhT7nxAdNIymWnUswZKwBxw2JccZo8lvt+S/DyLLOUV0b3M8Fl/hVcov19y3icLUeAOZln4brmPMmKI77LULnVI0c7+AvokRfgOofWPR4KAZHH21r8Y0rsKSgqUX7pq95RcR4N7GZo3GswTzp9fvvBa+YPf75AafhfGaYh/YDGPJMVtz4J9us2xFP+51vcN6a4C/yELaZoXejBTBMzDjpkvpOgTOtx3fj3rk2aH/X6/o3mL8bmCMrMiBWay7/OGI30uO88vX/yUL17qBwH7IjS+kRYfdpqZb8l9bi6Z2zfZBJHc5Zj5Ylp8Pn32jNwri2ynD0YiICJgpyH+ni2NX8th/+iA9iXU5psGV1ZMquff72Ygvs2Wv7/dJMnuwR2E+OYePgc9CYibccTfM7gu75V2Ic2u7d6A+KaSRFqOmV8JOPed8vYWO2iB5KeW+A66moayGAFc0J7b62h8s0ukRbK2hmyqjvYY6G6Rv17VcvYApKxz2hdWZQOl9P0FM3pPn+v1vjMzqfR6Ze3EPTYzjKfqFnnfi6FbnwNz+zgPOfc1Wid90F+m3+sttv3lvu+lfm5QjLL95f6uGeMf5q2oWEYqAamoKGHoJpaz+AK0hPGsR6pYueTjKWVoY2voAiKTfpGLWyuVvuoTZ2FkZatdED0mTkE7AliH3ijzUcsBM1wBsRBuUQR/HY5P6ccKwiV+Zd5yI8pnr8fFcT4EBxLJ0MpOhq9BNMhq6Vw2UFHOuAzIlfDcVqqJBczvVlLRH1WfLTuVV1BRUUIlIBUVJVQCUlFRQiUgFRUlVAJSUVHC4KNY4xKarKgYQBRw4ALiWiNMblkgceMRDc1Lr0c8QUi4DBUKDkjd+J7Ya0FNCdJhxWm/DE5Asi0kZ7+Zkt7f2456S8bhFwiNoKmuLNOZJdJpqfAoMGNTBXMo2XOY/KQm2qmXPDgGqkFc6jCPWOKfWhjFUWNyyF9vSdzcHyNknPs9W9NvPzQYtTp4HyTAq7YVchbfSmcsB+lykm96MSCzs4piVVSUUAlIRUUJy7dxnOXwLWTyHTGGLbb5gv9ORZRLvYc8cNDn1rRLatswuuUE+R5iiyXrnzK/aS7e0cueY0NmtAKSD0wLcgzIekEmQJT4kGHTYV93fpfx7DSpgXaQxT+cEOQkf3qu1OcX29jYb81j9zrc/qzpfu7BgUwJejNIvY8bd37th51xuL1u/vizbmHjrI/UKYJaN4KR5MDu85vRLfbzEoI+V/zpuGVHKDQd6VMOZlhWIRltuXsE+jQhPFOhzxL0qdk526FA4jc+Ns9YzKPOb2L8mPNb3SxVo+RbDh0DwVn++LDgHNAbFeqoLF7uwM6A2WcxT/hTXtNHLeZJ55cL95LjMKA2weRfBQQnq9430XZgmw67D8zjFvOI3wDaPp+NoLJ9uQKofUhTe78e7pamAsSO5vcNzRsXf165OlWY+i8h6kQp7h8NZp9j5rqU9KfLm2wZvoBkg1NtFGofVkSXBARbxK9QW2jibBA4V+HeD+mzlvhOS+v7BvtM94FSiAHWQPh2Re3dmvAchV4v89dqa1+tgeAkDef7hGf6tCW5z9L8nvG7LvaS69Agk4KaKtg2swC1RuB44DyF+yBEj1haPzbEtxqvUYvMGgGZAn1MpgmHKCAu9kuoF0XWd9HlfgtTqZdrEFUXom3KC8gy5Zhg2ALifAvBhYrJjwaE25WfrXNTp9P78cmv8HRFcLIiPFvR+GbqdwxP6V2bZOac2ixMfEQTXa7Rx8q8UBYN3vweQgjPVgSnKcIdisZ3DMltBneA7ja443Dh7/We8WHy6AJFcLoQnKVofCX12qSoXcfi2+z3/pZy/RqE52hkokR75O0E/iRdORHcCyzbrvjDE5DsS4bvUExeFRBuVfMOWi+fNX6QRm9TyNqA2TAlucMeumNi2ecFgrcJk58KCHdov9tgPyUwDkgzYT1boY4VmhuE1jcM9rWSwToIsrbVlFD/DY1aDTPXpdinhtzukAnOF/TJ9KYNHH6COEOR7Fk+M2t48SIH+mxh1Z8FhGeoxUVaskhTeKpi8uqAYEe+a3F5uwDBNmHqr0NqF2tveiy2jzNh1euFyT8MqH9cIUcv4Xr9YL2A1i7XTF4VoI7rMvOOK5nmid6m0cf36Js5UEcLwZkKijaxHgFDERBnQR3vD9gMtvbhrBZe0AvJxB8EyNoS2xX8YN4irLo2JDhD4Qa1Z5IBqcPEhwLqf6yRNYzmoWXasHa5JvqggnE89robDuR4/FjIAiK9fAYH4U7lHfojRkCyUF54maL2dj0YuzifgXYqovcVHKwCfsY9HiY+rgm3q8F3qgVZJUz8bkB45QhP1rUgE1D/LY0+XY1JdWYfWAjOVOgz+teA4WneqS/bYX+YDFxAnANZC9E7FTJB+cPMdzsP6HyATTsWZI1Qu0IhR3V4Y5YTiK5QRJfr+d8NGutVf/3DAWpTF202SBwEGxTRZQqZYl74BV//Fpb/9PSkdQ/X6dcHckDNh/f12v5HudQguMiH45dDiwzWSc/MAbVFCLd0mekEMI70BZ8cVEcJwQYBXTLoHOjNiuBiIfmhO+w1dZJQf3+AWj1kW93687rrv62Y/bwZTRgyK8KL3q5ofU9wB32q3ll/qmzrl8afDlvQd3qTQh8vne9T/Boe87zDvGg7nzIr4FIwz/U5IxifyIwuyk7H7WeQ55PeDkW8zmD299f0IBh4FEsU/hzr1V0ypbOOxo8M8U8M9hWHrBPq79bUf7vD+YM5BvQ6n2hMbmk7hzvryPBKnwQc+kzjvMkTXahpbrE+ujQiE0AfK6jjwb6AbzP1p2DFtxbMCA4Iof6xgFW/ExSbp4mjeXtK81tm/uCdDtdyTfqbEAT0BiHYuvi1GcFxgjpLMM/2mIsaIINdDwJ+oG4UpEbnDskeUONnlsaX0/ljtJ5yzDyZ4oDJPwoKO1PCLKm2oJNkjT8KWq/xM93QSUGfooguVzSfGtGqLedNDn2qkD7g5ieCAyXNO2CCrscyOweuAbzutVLpIOx1gFq/q2ZwgUJN9PiZTteYFKKLFclt1lc1jJCh5EFkIlsGWmTmpJDeYXB7mfc9FLjX/RHC6SXW+yWdnnoIruVgEpjNfudAnSbojSP0X53PKgdbFKwyvmZoFGh8JK99kHYbsP2cgNX+s1QcyDqILlyEedVOCMFpCrVRfEXDCBlOorCHRJ5rZA59m70rGtJHLNN/kxTv1i1g32yrj8quF2xW6PUDCCn3gwO1SVAnCfaxET24LLAx9mRmr94qBMctUdoM6BMU4SWK1lPZAx6RmTUUAXHdzgIJINguJA/gtUD+ZQXcG2Du7jLY2me4/EEc4yuDR4rzCUR9jGBHtUDb4s9/Xwmh3gCiSxQytcRon/N1cuE2RXyTwc12/8igGGiYVwAcmNesF5ICRw8F9d8KqP2eRtZ7h1cmgBrzIps7Y6rDz8LrBlkR3ajyEjmZmSX1EbUrQIwvNx/BAZZLRZ0gBKcrv/x6AP0TbBbU1tGGewevQQykD1vcB1xx1tv5aMyqTwRMvE9jDzpcE8ybfg2AedBiX8zWRWQCVcooFlkVkQvxiLANsM85b0ou33K3crLEbnCJoAeVBbegT1KEZyrM/aOzowfbxeL9CrPbYV52qKNLpjjno1HqKJmrrnUWaIGZdqS7DfGtluQBh3t9ZRfpDYSsK5NHLfYNN/6LpScg2qYHl+DLI3hnKWSdwb3OSPpg8HkQAfsKxD81vkixKO4Oh3WcaGASglVCcGJAdBE0b01p/ZPxC5fe4kLiZhzxTwzuTcZbQJxfGBWcKkuLXi3EQnS+onWyIt1rR9IHg29CfISq9RNLvMv2ZyfndVvZehG1BiY/HDD5HwL0mSu0knWAtH5uSO7N1sWMMw7CMxXqpMFHFfWxgt4qMCK/bygyKBrss47G36WkLyxhl0ULKKjt1Kz660xIVlol6yDQkDxtad5kcPsYb01qfe4jOEd8cnCQgzivmHi7Qh0zmrEw1PUgyZ2Wxo2G9CXXvRix5DoIRNs19Y8EsI63jpBkOY/0OUfj6ynpg6MraVk0BvQGRXj+0rf97IhAdJZCnzCajhiegAhgoPUDw+wNCfHDdr7Ffr9bNnPULlVEb+/i1xwpZLme+BHLzJcS4h9mptU4C4jDb8xx6gCSgyVtyKSgLxCfFhjyOBiumyOAhfgWy8zfJsz+U4p51c0vm12Y3yjD+DLz2ns1ctRQ73r5yaoFZr+TMvO3CcmtdkXkPbCg1gvh5eLDP2WDt1N+q5ex4ObX7MvE8JcbDD+Snj1U85Cj8UxKfKshuEgRXqAITlSoOvNrGurSVTsEWxTB2xTJT8bEzso3wBskCszLjub/S7GP4hNt4y4c4KNXxwjRubr8OTp8NjzuYDI6/FiYKCjNh6xCWKHPgfTOQd18Z0aXalLgZiC935E+Zohvsj6DvhoIfdY1eq+mdmG2wUInrC/tCM8Rkh+3/d4wuKW1/SD481Ba9FUQaN70A0MfVTADWr9nV7BZEz+xQkJ3DqhDcLGUL3XQYF5xzNyYYh6xh9fcGb8TzdRfhMWOuAW1Tggv1aS/SoeqXYcjIHm4thMCzIKddfP/F0Ac6S4Hn4b6bxQ4eJl61Ucp0G2blyVZfVJuuo1QUGzTYVt9NKjAvGAx+xy1izWqk5ngQE1B9AFF+pCvKhjryBXM+Qbh25RfeViiVc2zlvhHBg5w+MC2IK9B8oSltq7gSztQNYi2KprHCe7l4T3w4fggZUtAI58RJV9mmzvtDszTzm+U1uoSrZnIftqwBx22NZRvU4yAe9Ph9vcZXbLQus1inikf+LUdCn2OjL7GbDEI6NOFYJMqNY1c05E8bH2RaiffQ4Pb74h/We53OesrqYNtw/VDBrtgKos2TXxC+zBf0SxiYOYrKebXbdnQTJO4BL+DX62kIc38oMk+Z16w2DftUJJThYgvHLT5oq9e21U+T5Tcbwi2qs5rX7IZufZuTXqPw705xiHe9vzEupL8hAI3DfHd2f5mBUt7aYJ51JG+7gjWF3xpm60uPUuR/Hh4Eb6hHOKpz1bUrlSdzyrMwr/xbsE8wXxHZc6ZOkFQq4q/qSNbHdfkkDJ587jfVFk2MpozEjP/w+xx/S+WEsA6Wj+y1K506E3FVQLheV6LpL8YbxUi6/w6fVUvWdFpIXnS4vbQNcJlXvTbvgbvL8mnKAjOVahNgn3CDcVhGEq5u33VYRtZODdd8JMtmaz/ZkB4qcpWCPo7id6lqP9el02YHbiGgwXmlHsNkscstl1whon2DzG+Z5F7x4rfAKF1b8lG0M6vc6m9J9sPa1xlxEFwvkKfLMXnFmZmdPwL6xe8lY08BfY1MA+ULJsAv53QFkFvKYl4LZHB+yDWD1TXvhCqw3uCzcKqfx8w+dmAyU8ETF4bMPmZti1KOyH+iADz6gJzI8+3/NhiXhxBpWumBdNHLObhRZo+IrhpSG632P0FXzjTqtE2hd42pvaVA7LtWfX68vIP87rDPOqgQdc+Ewvpk5Z0T3lRololhOcrWMtQKiwGO5TEO0/mQef3ry3rBAfBJsXkvwtY9ZcBkx8L/FZBZV9Sg33Z+YK9rL12zK8d8a+MV/HDHE95nuJm6zXZogTEfyx9zNK6s2QZqQG1QVG/Uo8kc9w3FtSGbIvQMs0vEN9rMS/3WJunIH3a+SMwisheCndmWxqNvYCQTeYvO1r39JD9zXd5b/+77MIp8+eGdHo99lvgmKeHWAqdBRKat6WkD/ZZrbwQBXYfxLdb7HTxQBAN4Q6FPn38KppdZuYEZSv9co37gMW+Su/P5iAkjxnswXKrINyg0KfKwFYutjP4YaR8TiK+2ZA+v8QBtOC66QuW1g9M8awtYJ5wzH49xewdUu5AIL7L0LrJHrqefvGXI33YktxfItQWglMU0QVjpkUcyBpQ52TnoRShIHnWkj5he++u7I3JPQ7zguu8mV12D4QQXqyRVawAAQFE+YHa+HbqZ8altqLAxY7m9wzpQyWmWx4h+4Wl8a3U2/aDEpKssjZ50DL75ey8jkH0nga31wudPVBwzczOj96t0KeMkRYxoE8Qapd22eo1izKap/vvM/uUwzxlfWSy6LkrCM9Sfvf7ATMcQySLZcc3W5rfN9g8KbQYFBBD87uG1k2mu4OngIPQuskw+42sOHKxpfbt17QQ32eZ+XziHc1B9px4oTaPl8+UwWmK4EI1ssVCpWQBBL3ZH3RUiAJ7wJE8YmCa/p9D1u+2LBnrQK2H4AIp94MWwfDiPRrcm9C4MaXxzwl2P/2dWprN2HYGZr+TMvul1C817dHBc29C85uGg/87Ifl15g/1q02ye3AHHc0fphz8b4nf0XAIAQD3KrR+YYo1rsOfR/g+jRqSQ9oXDmQVhBdnZzwWIMrnipJ/W4RfmEUn03sddmHksh0LakqIdmjvhwyQ4RYrqlxIDOY5x8RvBwRn+m0oXX4UcLu0Z1lx0WCbkD5uad6cEn/f4mbor4MV0IDkNsv0Mwn139HULlXoDT5z7WyH9vN7UPi19dOO9ElH418NyR3ZWYHDmFLyMPUPLbV3OcKSkG54ihBeJLT2uMXlXwZFXrm7TRdXEYhPGqZPW+yexTdl33S0HrJ+C6GiWjsF+hS/HNc8MjgVMvxq3szkif/Fkt4bU3uX9kml0wS9Xh1SUuLi+VNm092W+OfW2639nE24sG0H9gnH7HUp8e1CdJFGn6XQWwR9dLaHcD7ITJZneclhnnQkuw3JnW5+H6peNJDge7WoYE/TWZNKNhB+aQjOUXMn7x52+bVC7T2a+A7rBbYXxGsf8mMQOkwKYiiuol5I5hMFF4nXZgGdn48C+7rzpSVlCb8yFDAL6a8s7kP4/c86jX/J9kq+TNF4ZHB7JY+m3D2TervHaxM5yaC3KoL12XnZIRD7Qjazz5E+bnEvM1fjs6RZO68WbkF6jyO9J0U2QXCqQq8Tv5N8ZiK4psMdhPSl7Pjn/cwXU/bycBXYl6B5oyFeYwsfpHnN4vYuMKWyMHZ8s4UDCRIVFOGJt+n70h4JJD+1zOxLi4v/jCN9uMeqgKw/7NMw84W02G/KtfCvlmgPOkgfcsz8r8Q/ryIUpE+63p9XD4xuPUh+0wrcK34Qpg5/clC+NYzzps1QNoLL/AkAtweS5yxxPgDztsyC9vvtHQVun6N1kykuuSBro0iLvOho/EP5DFj4+Y5vxm8Wfrclubt8oBYO9E44SO72R3WXXrOfey1CgXvD0fhWd80ggg+FD4jl2ZuvTQCk/Xcjbv+wZzaIkLAA4RLGg+pzoPZz3UFfU1O8yfigEfw6k26shDxIRcWRQiUgFRUlVAJSUVHC4A/xbFvzMUqWO7G8HIxDAfzY9btjoDvNDFZANATnCc7p0bn/AqooDn+E49IRrZ7sgOQO+jhIaTtZakAfX7KuqA8GN4wdqElh4o9D6r8/wvXTAhJI8ZmGRzAu8fmL5UA0SDhu0tHGgCbMgZ8PInWQsZtWjkxEV31dyNhm0t9is3jFkc1b0HKvqOidSkAqKkqoBKSiooRKQCoqSqgEpKKihEpAKipKqASkoqKESkAqKkqoBKSiooRKQCoqSqgEpKKihEpAKipKqASkoqKESkAqKkqoBKSiooRKQCoqSqgEpKKihEpAKipKqASkoqKESkAqKkqoBKSiooRKQCoqSqgEpKKihEpAKipKqASkoqKESkAqFo219pB/u7Zz5xb+3zmHMQZjzGGfW/i79s8svMbCttvfY4whTVOMMXO/a3/fYqgEpGLRtFot0jQlTVMajcYhg7HVahHH8dzATNOUOI5JkoQ4jgE/eFutFkmSYMzh29QbY0iSBOccSZLQarXmrpULQS5c7e9J03Tu83lbSZJ0FMJu9CQgi5W+iiObXBDyQZyPk3xQtmsGESEMQ2q12iGfz//uNMaCIMBaOyeEIkKapiRJglIKpdTc55RShGGI1pogCFDKD+00TWk2m6RpelgbvYzrrgKSpikHpqcRqXYRrzgUpdTcYNTan+aZD+h80CfJ/GlKzjmstYeMJa01SilEpOOAVUoRxzEigtaaOI4PE452Fpp2Wmu01ojIIe2KCAemp+e0TeF3LHtRRGg2mzz/3PMEwaiOM61YKWitiaKIKIoIw3BuoAdBQK1WY2Ji4pCBnM/+QeAPFchfazeV2nHOzWmFMAwJguCQAQ8cNujz9zvn5u4lv7/29waB5vnnnqfZbJZO/l0FpNFo8MCuXchQziauWMkopebMH/DjJfclcps/DEOMMYgI9XqdMAznNIsxZk771Gq1OS2UpimtVotWq4UxhlqtNtdWLii5Q54LTbuPkQtifk/W2jmhzO9PRPHArl00Go3FC0jeCbfffgfT09MoVZlZFfPkA7jdSW4fmHEczw32hT6EtXbu9fz9wCFOfLvZlSQJjUZj7v1xHM/5Fvn/83astXPXaReWOI7nzLXp6Wluv/2OOV+liK4CEgQBu3c/zB13/IwoqnV7e8VbiNykyU0YY8ycI57P+rkw5DO+cw6l1NzrQRAQhuHcNXMTLL9GrnHya+eh4tyniOO4TSvInDaKogjn3Nzfs7OzWGuJooharcYdd/yM3bsfntMsRXQVkFzqr//CDezdu29ODVZU5FGs9tBqO7lWyH2I9sFcxEJn2jk397lcUHJtlPsjcRwf5r/k18gd+nbh3bt3H9d/4Ya565TRk2MRhiG7du3iuuuuR0S6qqWKtwYiMjfTt/sCSZLMmTq5Q507zwujTAvJtU7+kwtffp3cF8m1SB42bk8M5ubVwmhZPrlfd9317Nq16xDNVUTPZxRGUcRXv/Z11q5dy5//+bWHOGQVb03yEG8+EPMBl5tSeWQrH7y5WdX++YUzeK1WO0QjiAhRFB2S28jzLvn/oyiaG/x5KDnPh4AXunq9ThAEfP7z1/PVr32dKIp6+o6yecvpPWcB85v+xMc/xuc+dy3HHru+o3qreGuTh27HwdJQShFFEfv27ZsTjvz3vdCXgEBmEyYx27dt43PXfpYrrngHU1NTc/ZhlXWvWG5y/0REOHjwID/96c+47vovsOvBB4nCqK+kd98CkpNHG84791ze9e53cv727WzatJE1a9aglKY6D7pi9AjWGg4cOMDzz+/hgV27+MmPb+eh3bvncih9X3GxAgJem+TO2OTkJBMTEx3tyoqKUZGPyUajwezs7FwoebFjsmcnvRN5dAKymq0DByoTq2LZyUPF7YWRi2VJAtLOwvh1RcWRwPKHGSoqxphKQCoqSvj/k0HR6qfaUwsAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=200x200>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        }
      ],
      "source": [
        "how_many_ever()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "6b731e17-43a4-46dd-8ce7-2e093fd796bc",
      "metadata": {
        "id": "6b731e17-43a4-46dd-8ce7-2e093fd796bc",
        "outputId": "fde80182-142d-4c19-b6c4-c830aec935e2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        },
        {
          "name": "stdin",
          "output_type": "stream",
          "text": [
            "Input a name:  Dustin\n",
            "Input M for male, F for female, or 'both':  M\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "There have been a total of 205,394 males named DUSTIN in the USA between 1880 and 2018.\n",
            "Nice and popular but it's nice when half of your friends don't have the same name as you. \n",
            "\n"
          ]
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=200x200>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        }
      ],
      "source": [
        "how_many_ever()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "793eb3e9-52cb-4108-89ef-01be1ca09292",
      "metadata": {
        "id": "793eb3e9-52cb-4108-89ef-01be1ca09292",
        "outputId": "106a9c56-5728-46dd-89c6-203b83da6b57"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        },
        {
          "name": "stdin",
          "output_type": "stream",
          "text": [
            "Input a name:  Emma\n",
            "Input M for male, F for female, or 'both':  F\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "There have been a total of 672,893 females named EMMA in the USA between 1880 and 2018.\n",
            "Not bad! Almost a Mary or a James! \n",
            "\n"
          ]
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=200x200>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        }
      ],
      "source": [
        "how_many_ever()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "3ae6147f-5932-4540-83ce-e88103038312",
      "metadata": {
        "id": "3ae6147f-5932-4540-83ce-e88103038312",
        "outputId": "29bbaf77-5f24-45d8-9435-c20abe430a63"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        },
        {
          "name": "stdin",
          "output_type": "stream",
          "text": [
            "Input a name:  Mary\n",
            "Input M for male, F for female, or 'both':  F\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "There have been a total of 4,125,675 females named MARY in the USA between 1880 and 2018.\n",
            "Is there such a thing as too popular? Really though? \n",
            "\n"
          ]
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=200x200>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        }
      ],
      "source": [
        "how_many_ever()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2a1038a5-7556-4243-8896-ca534f7a414f",
      "metadata": {
        "id": "2a1038a5-7556-4243-8896-ca534f7a414f",
        "outputId": "9c62299f-a977-4350-8591-106449fb42ef"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        },
        {
          "name": "stdin",
          "output_type": "stream",
          "text": [
            "Input a name:  Chester\n",
            "Input M for male, F for female, or 'both':  F\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "There have been a total of 828 females named CHESTER in the USA between 1880 and 2018.\n",
            "Wow, that's pretty rare. I like it! \n",
            "\n"
          ]
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=200x200>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        }
      ],
      "source": [
        "how_many_ever()"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "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": "3.10.8"
    },
    "colab": {
      "provenance": [],
      "include_colab_link": true
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}