doj_antitrust_viz_EDA.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "xAjmA0URsIXX"
      },
      "outputs": [],
      "source": [
        "# They have the data but I think I have to do some scraping to get it\n",
        "#\n",
        "# It's honestly kind of frustrating. They obviously have a database. Why can't I just download the database?\n",
        "\n",
        "# This is the place\n",
        "# https://www.justice.gov/atr/antitrust-case-filings-alpha\n",
        "\n",
        "# They also have something I could copy/paste and parse maybe\n",
        "# If the only thing I care about is number per year\n",
        "# I guess I'll start there\n",
        "#"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import plotly.express as px\n",
        "import plotly.graph_objects as go\n",
        "\n",
        "from copy import deepcopy\n",
        "from datetime import datetime, timedelta\n",
        "from pprint import pprint\n"
      ],
      "metadata": {
        "id": "aViAJkBXzUAZ"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Load data"
      ],
      "metadata": {
        "id": "eUn17VG6G_X3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cases_by_month = [\n",
        "\"June 2023 (2)\",\n",
        "\"April 2023 (1)\",\n",
        "\"March 2023 (1)\",\n",
        "\"February 2023 (2)\",\n",
        "\"January 2023 (5)\",\n",
        "\"2023 (11)\",\n",
        "\"November 2022 (4)\",\n",
        "\"October 2022 (2)\",\n",
        "\"September 2022 (2)\",\n",
        "\"August 2022 (2)\",\n",
        "\"July 2022 (3)\",\n",
        "\"June 2022 (3)\",\n",
        "\"May 2022 (3)\",\n",
        "\"April 2022 (1)\",\n",
        "\"March 2022 (6)\",\n",
        "\"February 2022 (3)\",\n",
        "\"January 2022 (1)\",\n",
        "\"2026 (30)\",\n",
        "\"December 2021 (2)\",\n",
        "\"November 2021 (7)\",\n",
        "\"October 2021 (5)\",\n",
        "\"September 2021 (6)\",\n",
        "\"August 2021 (3)\",\n",
        "\"July 2021 (2)\",\n",
        "\"June 2021 (5)\",\n",
        "\"May 2021 (2)\",\n",
        "\"April 2021 (1)\",\n",
        "\"March 2021 (3)\",\n",
        "\"January 2021 (4)\",\n",
        "\"2021 (40)\",\n",
        "\"December 2020 (3)\",\n",
        "\"November 2020 (3)\",\n",
        "\"October 2020 (6)\",\n",
        "\"September 2020 (4)\",\n",
        "\"August 2020 (2)\",\n",
        "\"July 2020 (5)\",\n",
        "\"June 2020 (3)\",\n",
        "\"May 2020 (3)\",\n",
        "\"April 2020 (4)\",\n",
        "\"March 2020 (4)\",\n",
        "\"February 2020 (8)\",\n",
        "\"January 2020 (2)\",\n",
        "\"2020 (47)\",\n",
        "\"December 2019 (4)\",\n",
        "\"October 2019 (5)\",\n",
        "\"September 2019 (3)\",\n",
        "\"August 2019 (4)\",\n",
        "\"July 2019 (7)\",\n",
        "\"June 2019 (8)\",\n",
        "\"May 2019 (3)\",\n",
        "\"April 2019 (3)\",\n",
        "\"March 2019 (1)\",\n",
        "\"February 2019 (3)\",\n",
        "\"January 2019 (4)\",\n",
        "\"2019 (45)\",\n",
        "\"December 2018 (5)\",\n",
        "\"November 2018 (4)\",\n",
        "\"October 2018 (4)\",\n",
        "\"September 2018 (1)\",\n",
        "\"August 2018 (6)\",\n",
        "\"June 2018 (4)\",\n",
        "\"May 2018 (4)\",\n",
        "\"April 2018 (8)\",\n",
        "\"March 2018 (3)\",\n",
        "\"February 2018 (3)\",\n",
        "\"January 2018 (1)\",\n",
        "\"2018 (43)\",\n",
        "\"December 2017 (2)\",\n",
        "\"November 2017 (4)\",\n",
        "\"October 2017 (4)\",\n",
        "\"September 2017 (2)\",\n",
        "\"August 2017 (4)\",\n",
        "\"July 2017 (2)\",\n",
        "\"June 2017 (3)\",\n",
        "\"May 2017 (2)\",\n",
        "\"April 2017 (1)\",\n",
        "\"March 2017 (3)\",\n",
        "\"February 2017 (2)\",\n",
        "\"January 2017 (5)\",\n",
        "\"2017 (34)\",\n",
        "\"December 2016 (10)\",\n",
        "\"November 2016 (5)\",\n",
        "\"October 2016 (4)\",\n",
        "\"September 2016 (3)\",\n",
        "\"August 2016 (8)\",\n",
        "\"July 2016 (5)\",\n",
        "\"June 2016 (8)\",\n",
        "\"May 2016 (7)\",\n",
        "\"April 2016 (5)\",\n",
        "\"March 2016 (4)\",\n",
        "\"February 2016 (6)\",\n",
        "\"January 2016 (1)\",\n",
        "\"2016 (66)\",\n",
        "\"December 2015 (6)\",\n",
        "\"November 2015 (3)\",\n",
        "\"October 2015 (7)\",\n",
        "\"September 2015 (9)\",\n",
        "\"August 2015 (3)\",\n",
        "\"July 2015 (3)\",\n",
        "\"June 2015 (5)\",\n",
        "\"May 2015 (9)\",\n",
        "\"April 2015 (7)\",\n",
        "\"March 2015 (6)\",\n",
        "\"February 2015 (2)\",\n",
        "\"January 2015 (5)\",\n",
        "\"2015 (65)\",\n",
        "\"December 2014 (11)\",\n",
        "\"November 2014 (12)\",\n",
        "\"October 2014 (7)\",\n",
        "\"September 2014 (4)\",\n",
        "\"August 2014 (3)\",\n",
        "\"July 2014 (4)\",\n",
        "\"June 2014 (6)\",\n",
        "\"May 2014 (3)\",\n",
        "\"April 2014 (4)\",\n",
        "\"March 2014 (4)\",\n",
        "\"February 2014 (8)\",\n",
        "\"January 2014 (9)\",\n",
        "\"2014 (75)\",\n",
        "\"December 2013 (4)\",\n",
        "\"November 2013 (7)\",\n",
        "\"October 2013 (3)\",\n",
        "\"September 2013 (20)\",\n",
        "\"August 2013 (4)\",\n",
        "\"July 2013 (6)\",\n",
        "\"June 2013 (6)\",\n",
        "\"May 2013 (5)\",\n",
        "\"April 2013 (6)\",\n",
        "\"March 2013 (4)\",\n",
        "\"February 2013 (2)\",\n",
        "\"January 2013 (2)\",\n",
        "\"2013 (69)\",\n",
        "\"December 2012 (3)\",\n",
        "\"November 2012 (4)\",\n",
        "\"October 2012 (6)\",\n",
        "\"September 2012 (4)\",\n",
        "\"August 2012 (7)\",\n",
        "\"July 2012 (6)\",\n",
        "\"June 2012 (6)\",\n",
        "\"May 2012 (2)\",\n",
        "\"April 2012 (11)\",\n",
        "\"March 2012 (4)\",\n",
        "\"February 2012 (9)\",\n",
        "\"January 2012 (12)\",\n",
        "\"2012 (74)\",\n",
        "\"December 2011 (9)\",\n",
        "\"November 2011 (4)\",\n",
        "\"October 2011 (12)\",\n",
        "\"September 2011 (26)\",\n",
        "\"August 2011 (10)\",\n",
        "\"July 2011 (7)\",\n",
        "\"June 2011 (13)\",\n",
        "\"May 2011 (7)\",\n",
        "\"April 2011 (5)\",\n",
        "\"March 2011 (7)\",\n",
        "\"February 2011 (5)\",\n",
        "\"January 2011 (6)\",\n",
        "\"2011 (111)\",\n",
        "\"December 2010 (8)\",\n",
        "\"November 2010 (17)\",\n",
        "\"October 2010 (7)\",\n",
        "\"September 2010 (15)\",\n",
        "\"August 2010 (6)\",\n",
        "\"July 2010 (3)\",\n",
        "\"June 2010 (4)\",\n",
        "\"May 2010 (5)\",\n",
        "\"April 2010 (5)\",\n",
        "\"March 2010 (7)\",\n",
        "\"February 2010 (9)\",\n",
        "\"January 2010 (5)\",\n",
        "\"2010 (91)\",\n",
        "\"December 2009 (2)\",\n",
        "\"November 2009 (3)\",\n",
        "\"October 2009 (3)\",\n",
        "\"September 2009 (5)\",\n",
        "\"August 2009 (6)\",\n",
        "\"July 2009 (3)\",\n",
        "\"June 2009 (7)\",\n",
        "\"May 2009 (6)\",\n",
        "\"April 2009 (13)\",\n",
        "\"March 2009 (4)\",\n",
        "\"February 2009 (3)\",\n",
        "\"January 2009 (7)\",\n",
        "\"2009 (62)\",\n",
        "\"December 2008 (9)\",\n",
        "\"November 2008 (6)\",\n",
        "\"October 2008 (9)\",\n",
        "\"September 2008 (4)\",\n",
        "\"August 2008 (3)\",\n",
        "\"July 2008 (7)\",\n",
        "\"June 2008 (11)\",\n",
        "\"May 2008 (9)\",\n",
        "\"April 2008 (6)\",\n",
        "\"March 2008 (4)\",\n",
        "\"February 2008 (3)\",\n",
        "\"January 2008 (4)\",\n",
        "\"2008 (75)\",\n",
        "\"December 2007 (5)\",\n",
        "\"November 2007 (9)\",\n",
        "\"October 2007 (8)\",\n",
        "\"September 2007 (2)\",\n",
        "\"August 2007 (6)\",\n",
        "\"July 2007 (4)\",\n",
        "\"June 2007 (3)\",\n",
        "\"May 2007 (7)\",\n",
        "\"April 2007 (5)\",\n",
        "\"March 2007 (2)\",\n",
        "\"February 2007 (5)\",\n",
        "\"2007 (56)\",\n",
        "\"December 2006 (5)\",\n",
        "\"November 2006 (4)\",\n",
        "\"October 2006 (2)\",\n",
        "\"September 2006 (8)\",\n",
        "\"August 2006 (1)\",\n",
        "\"July 2006 (2)\",\n",
        "\"June 2006 (5)\",\n",
        "\"May 2006 (2)\",\n",
        "\"April 2006 (6)\",\n",
        "\"March 2006 (12)\",\n",
        "\"February 2006 (3)\",\n",
        "\"January 2006 (4)\",\n",
        "\"2006 (54)\",\n",
        "\"December 2005 (8)\",\n",
        "\"October 2005 (4)\",\n",
        "\"September 2005 (4)\",\n",
        "\"August 2005 (4)\",\n",
        "\"July 2005 (2)\",\n",
        "\"June 2005 (8)\",\n",
        "\"May 2005 (7)\",\n",
        "\"April 2005 (6)\",\n",
        "\"March 2005 (3)\",\n",
        "\"February 2005 (3)\",\n",
        "\"January 2005 (3)\",\n",
        "\"2005 (52)\",\n",
        "\"December 2004 (3)\",\n",
        "\"November 2004 (2)\",\n",
        "\"October 2004 (5)\",\n",
        "\"September 2004 (5)\",\n",
        "\"August 2004 (5)\",\n",
        "\"July 2004 (1)\",\n",
        "\"June 2004 (3)\",\n",
        "\"May 2004 (6)\",\n",
        "\"April 2004 (4)\",\n",
        "\"March 2004 (6)\",\n",
        "\"February 2004 (12)\",\n",
        "\"January 2004 (5)\",\n",
        "\"2004 (57)\",\n",
        "\"December 2003 (5)\",\n",
        "\"November 2003 (3)\",\n",
        "\"October 2003 (5)\",\n",
        "\"September 2003 (15)\",\n",
        "\"August 2003 (3)\",\n",
        "\"July 2003 (3)\",\n",
        "\"June 2003 (4)\",\n",
        "\"April 2003 (4)\",\n",
        "\"March 2003 (4)\",\n",
        "\"February 2003 (3)\",\n",
        "\"January 2003 (1)\",\n",
        "\"2003 (50)\",\n",
        "\"December 2002 (3)\",\n",
        "\"November 2002 (6)\",\n",
        "\"October 2002 (7)\",\n",
        "\"September 2002 (10)\",\n",
        "\"August 2002 (3)\",\n",
        "\"July 2002 (3)\",\n",
        "\"June 2002 (5)\",\n",
        "\"May 2002 (5)\",\n",
        "\"April 2002 (5)\",\n",
        "\"March 2002 (5)\",\n",
        "\"January 2002 (1)\",\n",
        "\"2002 (53)\",\n",
        "\"November 2001 (2)\",\n",
        "\"October 2001 (5)\",\n",
        "\"September 2001 (5)\",\n",
        "\"August 2001 (6)\",\n",
        "\"July 2001 (4)\",\n",
        "\"June 2001 (6)\",\n",
        "\"May 2001 (3)\",\n",
        "\"April 2001 (5)\",\n",
        "\"March 2001 (4)\",\n",
        "\"February 2001 (3)\",\n",
        "\"January 2001 (5)\",\n",
        "\"2001 (48)\",\n",
        "\"December 2000 (1)\",\n",
        "\"November 2000 (4)\",\n",
        "\"October 2000 (5)\",\n",
        "\"September 2000 (5)\",\n",
        "\"August 2000 (9)\",\n",
        "\"July 2000 (9)\",\n",
        "\"June 2000 (16)\",\n",
        "\"May 2000 (17)\",\n",
        "\"April 2000 (7)\",\n",
        "\"March 2000 (6)\",\n",
        "\"February 2000 (3)\",\n",
        "\"January 2000 (5)\",\n",
        "\"2000 (87)\",\n",
        "\"December 1999 (5)\",\n",
        "\"November 1999 (8)\",\n",
        "\"October 1999 (3)\",\n",
        "\"September 1999 (14)\",\n",
        "\"August 1999 (3)\",\n",
        "\"July 1999 (5)\",\n",
        "\"June 1999 (15)\",\n",
        "\"May 1999 (9)\",\n",
        "\"April 1999 (6)\",\n",
        "\"March 1999 (11)\",\n",
        "\"February 1999 (3)\",\n",
        "\"January 1999 (4)\",\n",
        "\"1999 (86)\",\n",
        "\"December 1998 (2)\",\n",
        "\"November 1998 (10)\",\n",
        "\"October 1998 (3)\",\n",
        "\"September 1998 (31)\",\n",
        "\"August 1998 (4)\",\n",
        "\"July 1998 (5)\",\n",
        "\"June 1998 (9)\",\n",
        "\"May 1998 (5)\",\n",
        "\"April 1998 (5)\",\n",
        "\"March 1998 (7)\",\n",
        "\"February 1998 (5)\",\n",
        "\"1998 (86)\",\n",
        "\"December 1997 (7)\",\n",
        "\"November 1997 (3)\",\n",
        "\"October 1997 (3)\",\n",
        "\"September 1997 (12)\",\n",
        "\"August 1997 (3)\",\n",
        "\"July 1997 (8)\",\n",
        "\"June 1997 (5)\",\n",
        "\"May 1997 (4)\",\n",
        "\"April 1997 (3)\",\n",
        "\"March 1997 (2)\",\n",
        "\"February 1997 (9)\",\n",
        "\"January 1997 (7)\",\n",
        "\"1997 (66)\",\n",
        "\"December 1996 (1)\",\n",
        "\"November 1996 (4)\",\n",
        "\"October 1996 (5)\",\n",
        "\"September 1996 (23)\",\n",
        "\"August 1996 (10)\",\n",
        "\"July 1996 (4)\",\n",
        "\"June 1996 (11)\",\n",
        "\"May 1996 (6)\",\n",
        "\"April 1996 (9)\",\n",
        "\"March 1996 (4)\",\n",
        "\"February 1996 (6)\",\n",
        "\"January 1996 (2)\",\n",
        "\"1996 (85)\",\n",
        "\"December 1995 (4)\",\n",
        "\"November 1995 (2)\",\n",
        "\"October 1995 (2)\",\n",
        "\"September 1995 (23)\",\n",
        "\"August 1995 (3)\",\n",
        "\"July 1995 (2)\",\n",
        "\"June 1995 (8)\",\n",
        "\"May 1995 (2)\",\n",
        "\"April 1995 (4)\",\n",
        "\"March 1995 (2)\",\n",
        "\"February 1995 (1)\",\n",
        "\"January 1995 (2)\",\n",
        "\"1995 (55)\",\n",
        "\"December 1994 (9)\",\n",
        "\"November 1994 (1)\",\n",
        "\"October 1994 (2)\",\n",
        "\"September 1994 (2)\",\n",
        "\"August 1994 (5)\",\n",
        "\"July 1994 (2)\",\n",
        "\"June 1994 (3)\",\n",
        "\"May 1994 (4)\",\n",
        "\"April 1994 (2)\",\n",
        "\"March 1994 (4)\",\n",
        "\"February 1994 (3)\",\n",
        "\"January 1994 (2)\",\n",
        "\"1994 (39)\",\n",
        "\"December 1993 (1)\",\n",
        "\"September 1993 (1)\",\n",
        "\"July 1993 (2)\",\n",
        "\"June 1993 (1)\",\n",
        "\"March 1993 (2)\",\n",
        "\"February 1993 (4)\",\n",
        "\"1993 (11)\",\n",
        "\"December 1992 (1)\",\n",
        "\"October 1992 (1)\",\n",
        "\"September 1992 (3)\",\n",
        "\"August 1992 (1)\",\n",
        "\"July 1992 (1)\",\n",
        "\"June 1992 (1)\",\n",
        "\"May 1992 (1)\",\n",
        "\"March 1992 (1)\",\n",
        "\"February 1992 (2)\",\n",
        "\"January 1992 (1)\",\n",
        "\"1992 (13)\",\n",
        "\"December 1991 (2)\",\n",
        "\"November 1991 (1)\",\n",
        "\"October 1991 (2)\",\n",
        "\"July 1991 (2)\",\n",
        "\"May 1991 (2)\",\n",
        "\"March 1991 (2)\",\n",
        "\"February 1991 (1)\",\n",
        "\"January 1991 (6)\",\n",
        "\"1991 (18)\",\n",
        "\"December 1990 (2)\",\n",
        "\"October 1990 (1)\",\n",
        "\"August 1990 (2)\",\n",
        "\"July 1990 (4)\",\n",
        "\"May 1990 (2)\",\n",
        "\"April 1990 (1)\",\n",
        "\"March 1990 (1)\",\n",
        "\"February 1990 (1)\",\n",
        "\"January 1990 (2)\",\n",
        "\"1990 (16)\",\n",
        "\"December 1989 (1)\",\n",
        "\"November 1989 (1)\",\n",
        "\"June 1989 (2)\",\n",
        "\"February 1989 (1)\",\n",
        "\"January 1989 (1)\",\n",
        "\"1989 (6)\",\n",
        "\"November 1988 (2)\",\n",
        "\"September 1988 (1)\",\n",
        "\"July 1988 (1)\",\n",
        "\"May 1988 (2)\",\n",
        "\"April 1988 (2)\",\n",
        "\"March 1988 (2)\",\n",
        "\"1988 (10)\",\n",
        "\"December 1987 (1)\",\n",
        "\"November 1987 (1)\",\n",
        "\"October 1987 (2)\",\n",
        "\"June 1987 (8)\",\n",
        "\"May 1987 (1)\",\n",
        "\"April 1987 (1)\",\n",
        "\"February 1987 (1)\",\n",
        "\"January 1987 (1)\",\n",
        "\"1987 (16)\",\n",
        "\"December 1986 (1)\",\n",
        "\"November 1986 (1)\",\n",
        "\"August 1986 (2)\",\n",
        "\"June 1986 (2)\",\n",
        "\"February 1986 (3)\",\n",
        "\"1986 (9)\",\n",
        "\"November 1985 (1)\",\n",
        "\"September 1985 (1)\",\n",
        "\"August 1985 (2)\",\n",
        "\"July 1985 (1)\",\n",
        "\"June 1985 (1)\",\n",
        "\"April 1985 (1)\",\n",
        "\"January 1985 (2)\",\n",
        "\"1985 (9)\",\n",
        "\"December 1984 (1)\",\n",
        "\"November 1984 (1)\",\n",
        "\"October 1984 (1)\",\n",
        "\"September 1984 (1)\",\n",
        "\"August 1984 (2)\",\n",
        "\"July 1984 (2)\",\n",
        "\"May 1984 (3)\",\n",
        "\"March 1984 (2)\",\n",
        "\"February 1984 (1)\",\n",
        "\"January 1984 (2)\",\n",
        "\"1984 (16)\",\n",
        "\"November 1983 (1)\",\n",
        "\"August 1983 (1)\",\n",
        "\"June 1983 (1)\",\n",
        "\"May 1983 (2)\",\n",
        "\"April 1983 (1)\",\n",
        "\"February 1983 (1)\",\n",
        "\"1983 (7)\",\n",
        "\"November 1982 (1)\",\n",
        "\"October 1982 (2)\",\n",
        "\"August 1982 (1)\",\n",
        "\"July 1982 (2)\",\n",
        "\"June 1982 (4)\",\n",
        "\"May 1982 (1)\",\n",
        "\"April 1982 (3)\",\n",
        "\"March 1982 (1)\",\n",
        "\"February 1982 (4)\",\n",
        "\"1982 (19)\",\n",
        "\"December 1981 (2)\",\n",
        "\"September 1981 (1)\",\n",
        "\"August 1981 (1)\",\n",
        "\"July 1981 (1)\",\n",
        "\"February 1981 (7)\",\n",
        "\"January 1981 (6)\",\n",
        "\"1981 (18)\",\n",
        "\"December 1980 (4)\",\n",
        "\"November 1980 (1)\",\n",
        "\"October 1980 (4)\",\n",
        "\"September 1980 (8)\",\n",
        "\"August 1980 (4)\",\n",
        "\"July 1980 (2)\",\n",
        "\"June 1980 (2)\",\n",
        "\"May 1980 (2)\",\n",
        "\"April 1980 (2)\",\n",
        "\"January 1980 (4)\",\n",
        "\"1980 (33)\",\n",
        "\"December 1979 (3)\",\n",
        "\"September 1979 (4)\",\n",
        "\"August 1979 (6)\",\n",
        "\"July 1979 (1)\",\n",
        "\"June 1979 (4)\",\n",
        "\"May 1979 (2)\",\n",
        "\"April 1979 (2)\",\n",
        "\"March 1979 (4)\",\n",
        "\"January 1979 (4)\",\n",
        "\"1979 (30)\",\n",
        "\"December 1978 (1)\",\n",
        "\"November 1978 (3)\",\n",
        "\"October 1978 (1)\",\n",
        "\"September 1978 (5)\",\n",
        "\"August 1978 (4)\",\n",
        "\"July 1978 (1)\",\n",
        "\"June 1978 (1)\",\n",
        "\"May 1978 (1)\",\n",
        "\"April 1978 (2)\",\n",
        "\"March 1978 (3)\",\n",
        "\"1978 (22)\",\n",
        "\"November 1977 (1)\",\n",
        "\"October 1977 (2)\",\n",
        "\"September 1977 (1)\",\n",
        "\"August 1977 (1)\",\n",
        "\"July 1977 (2)\",\n",
        "\"June 1977 (1)\",\n",
        "\"February 1977 (1)\",\n",
        "\"1977 (9)\",\n",
        "\"November 1976 (1)\",\n",
        "\"June 1976 (8)\",\n",
        "\"May 1976 (1)\",\n",
        "\"April 1976 (4)\",\n",
        "\"March 1976 (1)\",\n",
        "\"February 1976 (3)\",\n",
        "\"January 1976 (5)\",\n",
        "\"1976 (23)\",\n",
        "\"December 1975 (2)\",\n",
        "\"November 1975 (6)\",\n",
        "\"October 1975 (6)\",\n",
        "\"September 1975 (1)\",\n",
        "\"August 1975 (3)\",\n",
        "\"July 1975 (1)\",\n",
        "\"March 1975 (1)\",\n",
        "\"1975 (20)\",\n",
        "\"December 1974 (10)\",\n",
        "\"November 1974 (4)\",\n",
        "\"October 1974 (1)\",\n",
        "\"September 1974 (2)\",\n",
        "\"August 1974 (1)\",\n",
        "\"July 1974 (1)\",\n",
        "\"June 1974 (5)\",\n",
        "\"May 1974 (2)\",\n",
        "\"April 1974 (3)\",\n",
        "\"March 1974 (1)\",\n",
        "\"1974 (30)\",\n",
        "\"December 1973 (3)\",\n",
        "\"November 1973 (2)\",\n",
        "\"October 1973 (2)\",\n",
        "\"September 1973 (1)\",\n",
        "\"August 1973 (5)\",\n",
        "\"June 1973 (3)\",\n",
        "\"May 1973 (5)\",\n",
        "\"April 1973 (6)\",\n",
        "\"March 1973 (1)\",\n",
        "\"February 1973 (4)\",\n",
        "\"January 1973 (3)\",\n",
        "\"1973 (35)\",\n",
        "\"December 1972 (8)\",\n",
        "\"November 1972 (2)\",\n",
        "\"October 1972 (2)\",\n",
        "\"September 1972 (1)\",\n",
        "\"August 1972 (3)\",\n",
        "\"July 1972 (3)\",\n",
        "\"June 1972 (15)\",\n",
        "\"May 1972 (11)\",\n",
        "\"April 1972 (10)\",\n",
        "\"March 1972 (3)\",\n",
        "\"February 1972 (3)\",\n",
        "\"January 1972 (10)\",\n",
        "\"1972 (71)\",\n",
        "\"December 1971 (2)\",\n",
        "\"November 1971 (2)\",\n",
        "\"October 1971 (4)\",\n",
        "\"September 1971 (3)\",\n",
        "\"August 1971 (1)\",\n",
        "\"July 1971 (3)\",\n",
        "\"June 1971 (4)\",\n",
        "\"May 1971 (11)\",\n",
        "\"April 1971 (4)\",\n",
        "\"March 1971 (1)\",\n",
        "\"February 1971 (2)\",\n",
        "\"January 1971 (3)\",\n",
        "\"1971 (40)\",\n",
        "\"December 1970 (6)\",\n",
        "\"November 1970 (6)\",\n",
        "\"September 1970 (3)\",\n",
        "\"August 1970 (3)\",\n",
        "\"July 1970 (7)\",\n",
        "\"June 1970 (11)\",\n",
        "\"May 1970 (4)\",\n",
        "\"April 1970 (3)\",\n",
        "\"March 1970 (6)\",\n",
        "\"February 1970 (4)\",\n",
        "\"1970 (53)\",\n",
        "\"December 1969 (3)\",\n",
        "\"September 1969 (1)\",\n",
        "\"August 1969 (1)\",\n",
        "\"July 1969 (4)\",\n",
        "\"June 1969 (1)\",\n",
        "\"April 1969 (2)\",\n",
        "\"1969 (12)\",\n",
        "\"November 1968 (1)\",\n",
        "\"March 1968 (3)\",\n",
        "\"January 1968 (2)\",\n",
        "\"1968 (6)\",\n",
        "\"November 1967 (5)\",\n",
        "\"September 1967 (1)\",\n",
        "\"1967 (6)\",\n",
        "\"April 1966 (1)\",\n",
        "\"1966 (1)\",\n",
        "\"November 1965 (1)\",\n",
        "\"September 1965 (1)\",\n",
        "\"April 1965 (1)\",\n",
        "\"1965 (3)\",\n",
        "\"December 1964 (1)\",\n",
        "\"October 1964 (1)\",\n",
        "\"1964 (2)\",\n",
        "\"June 1962 (1)\",\n",
        "\"1962 (1)\",\n",
        "\"November 1961 (1)\",\n",
        "\"1961 (1)\",\n",
        "\"October 1959 (1)\",\n",
        "\"1959 (1)\",\n",
        "\"October 1957 (1)\",\n",
        "\"1957 (1)\",\n",
        "\"May 1945 (1)\",\n",
        "\"1945 (1)\",\n",
        "\"May 1941 (1)\",\n",
        "\"1941 (1)\",\n",
        "\"August 1940 (1)\",\n",
        "\"1940 (1)\",\n",
        "\"February 1920 (1)\",\n",
        "\"1920 (1)\",\n",
        "\"May 1899 (1)\",\n",
        "\"1899 (1)\",\n",
        "]\n",
        "monthly_records = []\n",
        "annual_records = []\n",
        "for case_count in cases_by_month:\n",
        "  data = case_count.split()\n",
        "  if len(data) == 2:\n",
        "    # there's a typo: they put 2026 instead of 2022 for some reason. idk how that even happens.\n",
        "    if data[0] == '2026':\n",
        "      data[0] = '2022'\n",
        "    data[1] = data[1].replace('(', '').replace(')', '')\n",
        "    annual_records.append((int(data[0]), int(data[1])))\n",
        "    continue\n",
        "\n",
        "  data[2] = data[2].replace('(', '').replace(')', '')\n",
        "  monthly_records.append((data[0], int(data[1]), int(data[2])))\n",
        "\n",
        "\n",
        "annual_records[:5]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IrGtf24uwLDH",
        "outputId": "bca01c14-2377-48d0-9429-e449ddf6daea"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(2023, 11), (2022, 30), (2021, 40), (2020, 47), (2019, 45)]"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Explore and develop a viz"
      ],
      "metadata": {
        "id": "Ytly_a6ZHExa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "yr_df = pd.DataFrame.from_records(annual_records, columns=['year', 'cases'])\n",
        "yr_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "cuvoRFkZw6tI",
        "outputId": "c1fbc892-77c0-491f-a878-3151356e4f2c"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    year  cases\n",
              "0   2023     11\n",
              "1   2022     30\n",
              "2   2021     40\n",
              "3   2020     47\n",
              "4   2019     45\n",
              "..   ...    ...\n",
              "64  1945      1\n",
              "65  1941      1\n",
              "66  1940      1\n",
              "67  1920      1\n",
              "68  1899      1\n",
              "\n",
              "[69 rows x 2 columns]"
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-6b70f388-e523-4cff-ad13-d966232a7838\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>year</th>\n",
              "      <th>cases</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2023</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2022</td>\n",
              "      <td>30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2021</td>\n",
              "      <td>40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2020</td>\n",
              "      <td>47</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2019</td>\n",
              "      <td>45</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>1945</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>1941</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>66</th>\n",
              "      <td>1940</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67</th>\n",
              "      <td>1920</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>68</th>\n",
              "      <td>1899</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>69 rows × 2 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6b70f388-e523-4cff-ad13-d966232a7838')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-bbc9ee25-99b5-4fcf-8da5-781ceea54603\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-bbc9ee25-99b5-4fcf-8da5-781ceea54603')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-bbc9ee25-99b5-4fcf-8da5-781ceea54603 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-6b70f388-e523-4cff-ad13-d966232a7838 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-6b70f388-e523-4cff-ad13-d966232a7838');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mn_df = pd.DataFrame.from_records(monthly_records, columns=['month', 'year', 'cases'])\n",
        "mn_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "Mgp256xWw_N6",
        "outputId": "928ac6aa-f2ba-48f5-eb24-eee30bfa288c"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        month  year  cases\n",
              "0        June  2023      2\n",
              "1       April  2023      1\n",
              "2       March  2023      1\n",
              "3    February  2023      2\n",
              "4     January  2023      5\n",
              "..        ...   ...    ...\n",
              "564       May  1945      1\n",
              "565       May  1941      1\n",
              "566    August  1940      1\n",
              "567  February  1920      1\n",
              "568       May  1899      1\n",
              "\n",
              "[569 rows x 3 columns]"
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-8990aefd-ebd7-4f9c-b363-b6975a2ab57b\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>month</th>\n",
              "      <th>year</th>\n",
              "      <th>cases</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>June</td>\n",
              "      <td>2023</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>April</td>\n",
              "      <td>2023</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>March</td>\n",
              "      <td>2023</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>February</td>\n",
              "      <td>2023</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>January</td>\n",
              "      <td>2023</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>564</th>\n",
              "      <td>May</td>\n",
              "      <td>1945</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>565</th>\n",
              "      <td>May</td>\n",
              "      <td>1941</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>566</th>\n",
              "      <td>August</td>\n",
              "      <td>1940</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>567</th>\n",
              "      <td>February</td>\n",
              "      <td>1920</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>568</th>\n",
              "      <td>May</td>\n",
              "      <td>1899</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>569 rows × 3 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8990aefd-ebd7-4f9c-b363-b6975a2ab57b')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-31547ab6-5bb9-46ba-a49d-8a2ae5e28402\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-31547ab6-5bb9-46ba-a49d-8a2ae5e28402')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-31547ab6-5bb9-46ba-a49d-8a2ae5e28402 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-8990aefd-ebd7-4f9c-b363-b6975a2ab57b button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-8990aefd-ebd7-4f9c-b363-b6975a2ab57b');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# hopefully the monthly values match the annual values\n",
        "# seems like it lines up okay. I could check but I'm sick of fighting pandas\n",
        "monthly_sums = mn_df[['year', 'cases']].groupby('year').agg('sum')\n",
        "monthly_sums"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "-SZFS3-NzlDw",
        "outputId": "20b4135a-5088-4f4c-bede-5aaf7f6fd7df"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      cases\n",
              "year       \n",
              "1899      1\n",
              "1920      1\n",
              "1940      1\n",
              "1941      1\n",
              "1945      1\n",
              "...     ...\n",
              "2019     45\n",
              "2020     47\n",
              "2021     40\n",
              "2022     30\n",
              "2023     11\n",
              "\n",
              "[69 rows x 1 columns]"
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-ce39ad98-ff2e-4262-9c45-61b02a434c81\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>cases</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>year</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1899</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1920</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1940</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1941</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1945</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019</th>\n",
              "      <td>45</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020</th>\n",
              "      <td>47</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021</th>\n",
              "      <td>40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022</th>\n",
              "      <td>30</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023</th>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>69 rows × 1 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ce39ad98-ff2e-4262-9c45-61b02a434c81')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-9abcc515-4b8f-4c47-957b-b738959f8392\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-9abcc515-4b8f-4c47-957b-b738959f8392')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-9abcc515-4b8f-4c47-957b-b738959f8392 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-ce39ad98-ff2e-4262-9c45-61b02a434c81 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-ce39ad98-ff2e-4262-9c45-61b02a434c81');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "px.bar(yr_df, x='year', y='cases')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "Nbw4-CLe_ilB",
        "outputId": "a5e02a45-092c-4a7e-8184-d38d375522b1"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-2.18.2.min.js\"></script>                <div id=\"0bd82c21-4470-430b-b9f8-9abc5cd0910c\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"0bd82c21-4470-430b-b9f8-9abc5cd0910c\")) {                    Plotly.newPlot(                        \"0bd82c21-4470-430b-b9f8-9abc5cd0910c\",                        [{\"alignmentgroup\":\"True\",\"hovertemplate\":\"year=%{x}<br>cases=%{y}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"\",\"offsetgroup\":\"\",\"orientation\":\"v\",\"showlegend\":false,\"textposition\":\"auto\",\"x\":[2023,2022,2021,2020,2019,2018,2017,2016,2015,2014,2013,2012,2011,2010,2009,2008,2007,2006,2005,2004,2003,2002,2001,2000,1999,1998,1997,1996,1995,1994,1993,1992,1991,1990,1989,1988,1987,1986,1985,1984,1983,1982,1981,1980,1979,1978,1977,1976,1975,1974,1973,1972,1971,1970,1969,1968,1967,1966,1965,1964,1962,1961,1959,1957,1945,1941,1940,1920,1899],\"xaxis\":\"x\",\"y\":[11,30,40,47,45,43,34,66,65,75,69,74,111,91,62,75,56,54,52,57,50,53,48,87,86,86,66,85,55,39,11,13,18,16,6,10,16,9,9,16,7,19,18,33,30,22,9,23,20,30,35,71,40,53,12,6,6,1,3,2,1,1,1,1,1,1,1,1,1],\"yaxis\":\"y\",\"type\":\"bar\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"year\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"cases\"}},\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60},\"barmode\":\"relative\"},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('0bd82c21-4470-430b-b9f8-9abc5cd0910c');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# they look the same so that's good\n",
        "px.bar(monthly_sums, y='cases')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "9a5tDq8YArPf",
        "outputId": "1b4cfe89-974e-479a-9b30-a9fb44b66ccf"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-2.18.2.min.js\"></script>                <div id=\"f0319dcb-2172-4b6f-98bd-03a19f860e84\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"f0319dcb-2172-4b6f-98bd-03a19f860e84\")) {                    Plotly.newPlot(                        \"f0319dcb-2172-4b6f-98bd-03a19f860e84\",                        [{\"alignmentgroup\":\"True\",\"hovertemplate\":\"year=%{x}<br>cases=%{y}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"\",\"offsetgroup\":\"\",\"orientation\":\"v\",\"showlegend\":false,\"textposition\":\"auto\",\"x\":[1899,1920,1940,1941,1945,1957,1959,1961,1962,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023],\"xaxis\":\"x\",\"y\":[1,1,1,1,1,1,1,1,1,2,3,1,6,6,12,53,40,71,35,30,20,23,9,22,30,33,18,19,7,16,9,9,16,10,6,16,18,13,11,39,55,85,66,86,86,87,48,53,50,57,52,54,56,75,62,91,111,74,69,75,65,66,34,43,45,47,40,30,11],\"yaxis\":\"y\",\"type\":\"bar\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"year\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"cases\"}},\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60},\"barmode\":\"relative\"},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('f0319dcb-2172-4b6f-98bd-03a19f860e84');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mn_df.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xs0JJXc4HQt8",
        "outputId": "d23d2b13-f0e5-43e4-df3c-7385410f054f"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 569 entries, 0 to 568\n",
            "Data columns (total 3 columns):\n",
            " #   Column  Non-Null Count  Dtype \n",
            "---  ------  --------------  ----- \n",
            " 0   month   569 non-null    object\n",
            " 1   year    569 non-null    int64 \n",
            " 2   cases   569 non-null    int64 \n",
            "dtypes: int64(2), object(1)\n",
            "memory usage: 13.5+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Might be interesting to do it by president\n",
        "# see whether there are statistically significant differences between presidental terms\n",
        "# ughhhh then I have to look up presidents\n",
        "# and I should probably do monthly counts\n",
        "# so then I'll have 48 samples per terms instead of 4\n",
        "\n",
        "month2int = {\n",
        "  'January': 1,\n",
        "  'February': 2,\n",
        "  'March': 3,\n",
        "  'April': 4,\n",
        "  'May': 5,\n",
        "  'June': 6,\n",
        "  'July': 7,\n",
        "  'August': 8,\n",
        "  'September': 9,\n",
        "  'October': 10,\n",
        "  'November': 11,\n",
        "  'December': 12\n",
        "}\n",
        "\n",
        "#\n",
        "# there is a way to get daily data too but that would require some scraping\n",
        "dts = []\n",
        "for i, r in mn_df.iterrows():\n",
        "  dts.append(datetime(year=r['year'], month=month2int[r['month']], day=28))\n",
        "\n",
        "mn_df['date'] = dts\n",
        "mn_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "C0bNWDW0Be5L",
        "outputId": "deb8e2ab-0283-4a99-cca4-f5bdc49621c9"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        month  year  cases       date\n",
              "0        June  2023      2 2023-06-28\n",
              "1       April  2023      1 2023-04-28\n",
              "2       March  2023      1 2023-03-28\n",
              "3    February  2023      2 2023-02-28\n",
              "4     January  2023      5 2023-01-28\n",
              "..        ...   ...    ...        ...\n",
              "564       May  1945      1 1945-05-28\n",
              "565       May  1941      1 1941-05-28\n",
              "566    August  1940      1 1940-08-28\n",
              "567  February  1920      1 1920-02-28\n",
              "568       May  1899      1 1899-05-28\n",
              "\n",
              "[569 rows x 4 columns]"
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-c72d3270-20e2-4840-bcd5-5423900f2e26\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>month</th>\n",
              "      <th>year</th>\n",
              "      <th>cases</th>\n",
              "      <th>date</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>June</td>\n",
              "      <td>2023</td>\n",
              "      <td>2</td>\n",
              "      <td>2023-06-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>April</td>\n",
              "      <td>2023</td>\n",
              "      <td>1</td>\n",
              "      <td>2023-04-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>March</td>\n",
              "      <td>2023</td>\n",
              "      <td>1</td>\n",
              "      <td>2023-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>February</td>\n",
              "      <td>2023</td>\n",
              "      <td>2</td>\n",
              "      <td>2023-02-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>January</td>\n",
              "      <td>2023</td>\n",
              "      <td>5</td>\n",
              "      <td>2023-01-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>564</th>\n",
              "      <td>May</td>\n",
              "      <td>1945</td>\n",
              "      <td>1</td>\n",
              "      <td>1945-05-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>565</th>\n",
              "      <td>May</td>\n",
              "      <td>1941</td>\n",
              "      <td>1</td>\n",
              "      <td>1941-05-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>566</th>\n",
              "      <td>August</td>\n",
              "      <td>1940</td>\n",
              "      <td>1</td>\n",
              "      <td>1940-08-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>567</th>\n",
              "      <td>February</td>\n",
              "      <td>1920</td>\n",
              "      <td>1</td>\n",
              "      <td>1920-02-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>568</th>\n",
              "      <td>May</td>\n",
              "      <td>1899</td>\n",
              "      <td>1</td>\n",
              "      <td>1899-05-28</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>569 rows × 4 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c72d3270-20e2-4840-bcd5-5423900f2e26')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-65111a4c-9f99-460f-b03f-329e0fc37ce9\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-65111a4c-9f99-460f-b03f-329e0fc37ce9')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-65111a4c-9f99-460f-b03f-329e0fc37ce9 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c72d3270-20e2-4840-bcd5-5423900f2e26 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c72d3270-20e2-4840-bcd5-5423900f2e26');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "px.bar(mn_df, x='date', y='cases')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "IZFfm2gkEp9u",
        "outputId": "51d9a348-00f1-4b5f-8b72-1865cb544959"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-2.18.2.min.js\"></script>                <div id=\"e9c9a05c-c3a1-41b0-81b8-0f87c5c246b5\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"e9c9a05c-c3a1-41b0-81b8-0f87c5c246b5\")) {                    Plotly.newPlot(                        \"e9c9a05c-c3a1-41b0-81b8-0f87c5c246b5\",                        [{\"alignmentgroup\":\"True\",\"hovertemplate\":\"date=%{x}<br>cases=%{y}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"\",\"offsetgroup\":\"\",\"orientation\":\"v\",\"showlegend\":false,\"textposition\":\"auto\",\"x\":[\"2023-06-28T00:00:00\",\"2023-04-28T00:00:00\",\"2023-03-28T00:00:00\",\"2023-02-28T00:00:00\",\"2023-01-28T00:00:00\",\"2022-11-28T00:00:00\",\"2022-10-28T00:00:00\",\"2022-09-28T00:00:00\",\"2022-08-28T00:00:00\",\"2022-07-28T00:00:00\",\"2022-06-28T00:00:00\",\"2022-05-28T00:00:00\",\"2022-04-28T00:00:00\",\"2022-03-28T00:00:00\",\"2022-02-28T00:00:00\",\"2022-01-28T00:00:00\",\"2021-12-28T00:00:00\",\"2021-11-28T00:00:00\",\"2021-10-28T00:00:00\",\"2021-09-28T00:00:00\",\"2021-08-28T00:00:00\",\"2021-07-28T00:00:00\",\"2021-06-28T00:00:00\",\"2021-05-28T00:00:00\",\"2021-04-28T00:00:00\",\"2021-03-28T00:00:00\",\"2021-01-28T00:00:00\",\"2020-12-28T00:00:00\",\"2020-11-28T00:00:00\",\"2020-10-28T00:00:00\",\"2020-09-28T00:00:00\",\"2020-08-28T00:00:00\",\"2020-07-28T00:00:00\",\"2020-06-28T00:00:00\",\"2020-05-28T00:00:00\",\"2020-04-28T00:00:00\",\"2020-03-28T00:00:00\",\"2020-02-28T00:00:00\",\"2020-01-28T00:00:00\",\"2019-12-28T00:00:00\",\"2019-10-28T00:00:00\",\"2019-09-28T00:00:00\",\"2019-08-28T00:00:00\",\"2019-07-28T00:00:00\",\"2019-06-28T00:00:00\",\"2019-05-28T00:00:00\",\"2019-04-28T00:00:00\",\"2019-03-28T00:00:00\",\"2019-02-28T00:00:00\",\"2019-01-28T00:00:00\",\"2018-12-28T00:00:00\",\"2018-11-28T00:00:00\",\"2018-10-28T00:00:00\",\"2018-09-28T00:00:00\",\"2018-08-28T00:00:00\",\"2018-06-28T00:00:00\",\"2018-05-28T00:00:00\",\"2018-04-28T00:00:00\",\"2018-03-28T00:00:00\",\"2018-02-28T00:00:00\",\"2018-01-28T00:00:00\",\"2017-12-28T00:00:00\",\"2017-11-28T00:00:00\",\"2017-10-28T00:00:00\",\"2017-09-28T00:00:00\",\"2017-08-28T00:00:00\",\"2017-07-28T00:00:00\",\"2017-06-28T00:00:00\",\"2017-05-28T00:00:00\",\"2017-04-28T00:00:00\",\"2017-03-28T00:00:00\",\"2017-02-28T00:00:00\",\"2017-01-28T00:00:00\",\"2016-12-28T00:00:00\",\"2016-11-28T00:00:00\",\"2016-10-28T00:00:00\",\"2016-09-28T00:00:00\",\"2016-08-28T00:00:00\",\"2016-07-28T00:00:00\",\"2016-06-28T00:00:00\",\"2016-05-28T00:00:00\",\"2016-04-28T00:00:00\",\"2016-03-28T00:00:00\",\"2016-02-28T00:00:00\",\"2016-01-28T00:00:00\",\"2015-12-28T00:00:00\",\"2015-11-28T00:00:00\",\"2015-10-28T00:00:00\",\"2015-09-28T00:00:00\",\"2015-08-28T00:00:00\",\"2015-07-28T00:00:00\",\"2015-06-28T00:00:00\",\"2015-05-28T00:00:00\",\"2015-04-28T00:00:00\",\"2015-03-28T00:00:00\",\"2015-02-28T00:00:00\",\"2015-01-28T00:00:00\",\"2014-12-28T00:00:00\",\"2014-11-28T00:00:00\",\"2014-10-28T00:00:00\",\"2014-09-28T00:00:00\",\"2014-08-28T00:00:00\",\"2014-07-28T00:00:00\",\"2014-06-28T00:00:00\",\"2014-05-28T00:00:00\",\"2014-04-28T00:00:00\",\"2014-03-28T00:00:00\",\"2014-02-28T00:00:00\",\"2014-01-28T00:00:00\",\"2013-12-28T00:00:00\",\"2013-11-28T00:00:00\",\"2013-10-28T00:00:00\",\"2013-09-28T00:00:00\",\"2013-08-28T00:00:00\",\"2013-07-28T00:00:00\",\"2013-06-28T00:00:00\",\"2013-05-28T00:00:00\",\"2013-04-28T00:00:00\",\"2013-03-28T00:00:00\",\"2013-02-28T00:00:00\",\"2013-01-28T00:00:00\",\"2012-12-28T00:00:00\",\"2012-11-28T00:00:00\",\"2012-10-28T00:00:00\",\"2012-09-28T00:00:00\",\"2012-08-28T00:00:00\",\"2012-07-28T00:00:00\",\"2012-06-28T00:00:00\",\"2012-05-28T00:00:00\",\"2012-04-28T00:00:00\",\"2012-03-28T00:00:00\",\"2012-02-28T00:00:00\",\"2012-01-28T00:00:00\",\"2011-12-28T00:00:00\",\"2011-11-28T00:00:00\",\"2011-10-28T00:00:00\",\"2011-09-28T00:00:00\",\"2011-08-28T00:00:00\",\"2011-07-28T00:00:00\",\"2011-06-28T00:00:00\",\"2011-05-28T00:00:00\",\"2011-04-28T00:00:00\",\"2011-03-28T00:00:00\",\"2011-02-28T00:00:00\",\"2011-01-28T00:00:00\",\"2010-12-28T00:00:00\",\"2010-11-28T00:00:00\",\"2010-10-28T00:00:00\",\"2010-09-28T00:00:00\",\"2010-08-28T00:00:00\",\"2010-07-28T00:00:00\",\"2010-06-28T00:00:00\",\"2010-05-28T00:00:00\",\"2010-04-28T00:00:00\",\"2010-03-28T00:00:00\",\"2010-02-28T00:00:00\",\"2010-01-28T00:00:00\",\"2009-12-28T00:00:00\",\"2009-11-28T00:00:00\",\"2009-10-28T00:00:00\",\"2009-09-28T00:00:00\",\"2009-08-28T00:00:00\",\"2009-07-28T00:00:00\",\"2009-06-28T00:00:00\",\"2009-05-28T00:00:00\",\"2009-04-28T00:00:00\",\"2009-03-28T00:00:00\",\"2009-02-28T00:00:00\",\"2009-01-28T00:00:00\",\"2008-12-28T00:00:00\",\"2008-11-28T00:00:00\",\"2008-10-28T00:00:00\",\"2008-09-28T00:00:00\",\"2008-08-28T00:00:00\",\"2008-07-28T00:00:00\",\"2008-06-28T00:00:00\",\"2008-05-28T00:00:00\",\"2008-04-28T00:00:00\",\"2008-03-28T00:00:00\",\"2008-02-28T00:00:00\",\"2008-01-28T00:00:00\",\"2007-12-28T00:00:00\",\"2007-11-28T00:00:00\",\"2007-10-28T00:00:00\",\"2007-09-28T00:00:00\",\"2007-08-28T00:00:00\",\"2007-07-28T00:00:00\",\"2007-06-28T00:00:00\",\"2007-05-28T00:00:00\",\"2007-04-28T00:00:00\",\"2007-03-28T00:00:00\",\"2007-02-28T00:00:00\",\"2006-12-28T00:00:00\",\"2006-11-28T00:00:00\",\"2006-10-28T00:00:00\",\"2006-09-28T00:00:00\",\"2006-08-28T00:00:00\",\"2006-07-28T00:00:00\",\"2006-06-28T00:00:00\",\"2006-05-28T00:00:00\",\"2006-04-28T00:00:00\",\"2006-03-28T00:00:00\",\"2006-02-28T00:00:00\",\"2006-01-28T00:00:00\",\"2005-12-28T00:00:00\",\"2005-10-28T00:00:00\",\"2005-09-28T00:00:00\",\"2005-08-28T00:00:00\",\"2005-07-28T00:00:00\",\"2005-06-28T00:00:00\",\"2005-05-28T00:00:00\",\"2005-04-28T00:00:00\",\"2005-03-28T00:00:00\",\"2005-02-28T00:00:00\",\"2005-01-28T00:00:00\",\"2004-12-28T00:00:00\",\"2004-11-28T00:00:00\",\"2004-10-28T00:00:00\",\"2004-09-28T00:00:00\",\"2004-08-28T00:00:00\",\"2004-07-28T00:00:00\",\"2004-06-28T00:00:00\",\"2004-05-28T00:00:00\",\"2004-04-28T00:00:00\",\"2004-03-28T00:00:00\",\"2004-02-28T00:00:00\",\"2004-01-28T00:00:00\",\"2003-12-28T00:00:00\",\"2003-11-28T00:00:00\",\"2003-10-28T00:00:00\",\"2003-09-28T00:00:00\",\"2003-08-28T00:00:00\",\"2003-07-28T00:00:00\",\"2003-06-28T00:00:00\",\"2003-04-28T00:00:00\",\"2003-03-28T00:00:00\",\"2003-02-28T00:00:00\",\"2003-01-28T00:00:00\",\"2002-12-28T00:00:00\",\"2002-11-28T00:00:00\",\"2002-10-28T00:00:00\",\"2002-09-28T00:00:00\",\"2002-08-28T00:00:00\",\"2002-07-28T00:00:00\",\"2002-06-28T00:00:00\",\"2002-05-28T00:00:00\",\"2002-04-28T00:00:00\",\"2002-03-28T00:00:00\",\"2002-01-28T00:00:00\",\"2001-11-28T00:00:00\",\"2001-10-28T00:00:00\",\"2001-09-28T00:00:00\",\"2001-08-28T00:00:00\",\"2001-07-28T00:00:00\",\"2001-06-28T00:00:00\",\"2001-05-28T00:00:00\",\"2001-04-28T00:00:00\",\"2001-03-28T00:00:00\",\"2001-02-28T00:00:00\",\"2001-01-28T00:00:00\",\"2000-12-28T00:00:00\",\"2000-11-28T00:00:00\",\"2000-10-28T00:00:00\",\"2000-09-28T00:00:00\",\"2000-08-28T00:00:00\",\"2000-07-28T00:00:00\",\"2000-06-28T00:00:00\",\"2000-05-28T00:00:00\",\"2000-04-28T00:00:00\",\"2000-03-28T00:00:00\",\"2000-02-28T00:00:00\",\"2000-01-28T00:00:00\",\"1999-12-28T00:00:00\",\"1999-11-28T00:00:00\",\"1999-10-28T00:00:00\",\"1999-09-28T00:00:00\",\"1999-08-28T00:00:00\",\"1999-07-28T00:00:00\",\"1999-06-28T00:00:00\",\"1999-05-28T00:00:00\",\"1999-04-28T00:00:00\",\"1999-03-28T00:00:00\",\"1999-02-28T00:00:00\",\"1999-01-28T00:00:00\",\"1998-12-28T00:00:00\",\"1998-11-28T00:00:00\",\"1998-10-28T00:00:00\",\"1998-09-28T00:00:00\",\"1998-08-28T00:00:00\",\"1998-07-28T00:00:00\",\"1998-06-28T00:00:00\",\"1998-05-28T00:00:00\",\"1998-04-28T00:00:00\",\"1998-03-28T00:00:00\",\"1998-02-28T00:00:00\",\"1997-12-28T00:00:00\",\"1997-11-28T00:00:00\",\"1997-10-28T00:00:00\",\"1997-09-28T00:00:00\",\"1997-08-28T00:00:00\",\"1997-07-28T00:00:00\",\"1997-06-28T00:00:00\",\"1997-05-28T00:00:00\",\"1997-04-28T00:00:00\",\"1997-03-28T00:00:00\",\"1997-02-28T00:00:00\",\"1997-01-28T00:00:00\",\"1996-12-28T00:00:00\",\"1996-11-28T00:00:00\",\"1996-10-28T00:00:00\",\"1996-09-28T00:00:00\",\"1996-08-28T00:00:00\",\"1996-07-28T00:00:00\",\"1996-06-28T00:00:00\",\"1996-05-28T00:00:00\",\"1996-04-28T00:00:00\",\"1996-03-28T00:00:00\",\"1996-02-28T00:00:00\",\"1996-01-28T00:00:00\",\"1995-12-28T00:00:00\",\"1995-11-28T00:00:00\",\"1995-10-28T00:00:00\",\"1995-09-28T00:00:00\",\"1995-08-28T00:00:00\",\"1995-07-28T00:00:00\",\"1995-06-28T00:00:00\",\"1995-05-28T00:00:00\",\"1995-04-28T00:00:00\",\"1995-03-28T00:00:00\",\"1995-02-28T00:00:00\",\"1995-01-28T00:00:00\",\"1994-12-28T00:00:00\",\"1994-11-28T00:00:00\",\"1994-10-28T00:00:00\",\"1994-09-28T00:00:00\",\"1994-08-28T00:00:00\",\"1994-07-28T00:00:00\",\"1994-06-28T00:00:00\",\"1994-05-28T00:00:00\",\"1994-04-28T00:00:00\",\"1994-03-28T00:00:00\",\"1994-02-28T00:00:00\",\"1994-01-28T00:00:00\",\"1993-12-28T00:00:00\",\"1993-09-28T00:00:00\",\"1993-07-28T00:00:00\",\"1993-06-28T00:00:00\",\"1993-03-28T00:00:00\",\"1993-02-28T00:00:00\",\"1992-12-28T00:00:00\",\"1992-10-28T00:00:00\",\"1992-09-28T00:00:00\",\"1992-08-28T00:00:00\",\"1992-07-28T00:00:00\",\"1992-06-28T00:00:00\",\"1992-05-28T00:00:00\",\"1992-03-28T00:00:00\",\"1992-02-28T00:00:00\",\"1992-01-28T00:00:00\",\"1991-12-28T00:00:00\",\"1991-11-28T00:00:00\",\"1991-10-28T00:00:00\",\"1991-07-28T00:00:00\",\"1991-05-28T00:00:00\",\"1991-03-28T00:00:00\",\"1991-02-28T00:00:00\",\"1991-01-28T00:00:00\",\"1990-12-28T00:00:00\",\"1990-10-28T00:00:00\",\"1990-08-28T00:00:00\",\"1990-07-28T00:00:00\",\"1990-05-28T00:00:00\",\"1990-04-28T00:00:00\",\"1990-03-28T00:00:00\",\"1990-02-28T00:00:00\",\"1990-01-28T00:00:00\",\"1989-12-28T00:00:00\",\"1989-11-28T00:00:00\",\"1989-06-28T00:00:00\",\"1989-02-28T00:00:00\",\"1989-01-28T00:00:00\",\"1988-11-28T00:00:00\",\"1988-09-28T00:00:00\",\"1988-07-28T00:00:00\",\"1988-05-28T00:00:00\",\"1988-04-28T00:00:00\",\"1988-03-28T00:00:00\",\"1987-12-28T00:00:00\",\"1987-11-28T00:00:00\",\"1987-10-28T00:00:00\",\"1987-06-28T00:00:00\",\"1987-05-28T00:00:00\",\"1987-04-28T00:00:00\",\"1987-02-28T00:00:00\",\"1987-01-28T00:00:00\",\"1986-12-28T00:00:00\",\"1986-11-28T00:00:00\",\"1986-08-28T00:00:00\",\"1986-06-28T00:00:00\",\"1986-02-28T00:00:00\",\"1985-11-28T00:00:00\",\"1985-09-28T00:00:00\",\"1985-08-28T00:00:00\",\"1985-07-28T00:00:00\",\"1985-06-28T00:00:00\",\"1985-04-28T00:00:00\",\"1985-01-28T00:00:00\",\"1984-12-28T00:00:00\",\"1984-11-28T00:00:00\",\"1984-10-28T00:00:00\",\"1984-09-28T00:00:00\",\"1984-08-28T00:00:00\",\"1984-07-28T00:00:00\",\"1984-05-28T00:00:00\",\"1984-03-28T00:00:00\",\"1984-02-28T00:00:00\",\"1984-01-28T00:00:00\",\"1983-11-28T00:00:00\",\"1983-08-28T00:00:00\",\"1983-06-28T00:00:00\",\"1983-05-28T00:00:00\",\"1983-04-28T00:00:00\",\"1983-02-28T00:00:00\",\"1982-11-28T00:00:00\",\"1982-10-28T00:00:00\",\"1982-08-28T00:00:00\",\"1982-07-28T00:00:00\",\"1982-06-28T00:00:00\",\"1982-05-28T00:00:00\",\"1982-04-28T00:00:00\",\"1982-03-28T00:00:00\",\"1982-02-28T00:00:00\",\"1981-12-28T00:00:00\",\"1981-09-28T00:00:00\",\"1981-08-28T00:00:00\",\"1981-07-28T00:00:00\",\"1981-02-28T00:00:00\",\"1981-01-28T00:00:00\",\"1980-12-28T00:00:00\",\"1980-11-28T00:00:00\",\"1980-10-28T00:00:00\",\"1980-09-28T00:00:00\",\"1980-08-28T00:00:00\",\"1980-07-28T00:00:00\",\"1980-06-28T00:00:00\",\"1980-05-28T00:00:00\",\"1980-04-28T00:00:00\",\"1980-01-28T00:00:00\",\"1979-12-28T00:00:00\",\"1979-09-28T00:00:00\",\"1979-08-28T00:00:00\",\"1979-07-28T00:00:00\",\"1979-06-28T00:00:00\",\"1979-05-28T00:00:00\",\"1979-04-28T00:00:00\",\"1979-03-28T00:00:00\",\"1979-01-28T00:00:00\",\"1978-12-28T00:00:00\",\"1978-11-28T00:00:00\",\"1978-10-28T00:00:00\",\"1978-09-28T00:00:00\",\"1978-08-28T00:00:00\",\"1978-07-28T00:00:00\",\"1978-06-28T00:00:00\",\"1978-05-28T00:00:00\",\"1978-04-28T00:00:00\",\"1978-03-28T00:00:00\",\"1977-11-28T00:00:00\",\"1977-10-28T00:00:00\",\"1977-09-28T00:00:00\",\"1977-08-28T00:00:00\",\"1977-07-28T00:00:00\",\"1977-06-28T00:00:00\",\"1977-02-28T00:00:00\",\"1976-11-28T00:00:00\",\"1976-06-28T00:00:00\",\"1976-05-28T00:00:00\",\"1976-04-28T00:00:00\",\"1976-03-28T00:00:00\",\"1976-02-28T00:00:00\",\"1976-01-28T00:00:00\",\"1975-12-28T00:00:00\",\"1975-11-28T00:00:00\",\"1975-10-28T00:00:00\",\"1975-09-28T00:00:00\",\"1975-08-28T00:00:00\",\"1975-07-28T00:00:00\",\"1975-03-28T00:00:00\",\"1974-12-28T00:00:00\",\"1974-11-28T00:00:00\",\"1974-10-28T00:00:00\",\"1974-09-28T00:00:00\",\"1974-08-28T00:00:00\",\"1974-07-28T00:00:00\",\"1974-06-28T00:00:00\",\"1974-05-28T00:00:00\",\"1974-04-28T00:00:00\",\"1974-03-28T00:00:00\",\"1973-12-28T00:00:00\",\"1973-11-28T00:00:00\",\"1973-10-28T00:00:00\",\"1973-09-28T00:00:00\",\"1973-08-28T00:00:00\",\"1973-06-28T00:00:00\",\"1973-05-28T00:00:00\",\"1973-04-28T00:00:00\",\"1973-03-28T00:00:00\",\"1973-02-28T00:00:00\",\"1973-01-28T00:00:00\",\"1972-12-28T00:00:00\",\"1972-11-28T00:00:00\",\"1972-10-28T00:00:00\",\"1972-09-28T00:00:00\",\"1972-08-28T00:00:00\",\"1972-07-28T00:00:00\",\"1972-06-28T00:00:00\",\"1972-05-28T00:00:00\",\"1972-04-28T00:00:00\",\"1972-03-28T00:00:00\",\"1972-02-28T00:00:00\",\"1972-01-28T00:00:00\",\"1971-12-28T00:00:00\",\"1971-11-28T00:00:00\",\"1971-10-28T00:00:00\",\"1971-09-28T00:00:00\",\"1971-08-28T00:00:00\",\"1971-07-28T00:00:00\",\"1971-06-28T00:00:00\",\"1971-05-28T00:00:00\",\"1971-04-28T00:00:00\",\"1971-03-28T00:00:00\",\"1971-02-28T00:00:00\",\"1971-01-28T00:00:00\",\"1970-12-28T00:00:00\",\"1970-11-28T00:00:00\",\"1970-09-28T00:00:00\",\"1970-08-28T00:00:00\",\"1970-07-28T00:00:00\",\"1970-06-28T00:00:00\",\"1970-05-28T00:00:00\",\"1970-04-28T00:00:00\",\"1970-03-28T00:00:00\",\"1970-02-28T00:00:00\",\"1969-12-28T00:00:00\",\"1969-09-28T00:00:00\",\"1969-08-28T00:00:00\",\"1969-07-28T00:00:00\",\"1969-06-28T00:00:00\",\"1969-04-28T00:00:00\",\"1968-11-28T00:00:00\",\"1968-03-28T00:00:00\",\"1968-01-28T00:00:00\",\"1967-11-28T00:00:00\",\"1967-09-28T00:00:00\",\"1966-04-28T00:00:00\",\"1965-11-28T00:00:00\",\"1965-09-28T00:00:00\",\"1965-04-28T00:00:00\",\"1964-12-28T00:00:00\",\"1964-10-28T00:00:00\",\"1962-06-28T00:00:00\",\"1961-11-28T00:00:00\",\"1959-10-28T00:00:00\",\"1957-10-28T00:00:00\",\"1945-05-28T00:00:00\",\"1941-05-28T00:00:00\",\"1940-08-28T00:00:00\",\"1920-02-28T00:00:00\",\"1899-05-28T00:00:00\"],\"xaxis\":\"x\",\"y\":[2,1,1,2,5,4,2,2,2,3,3,3,1,6,3,1,2,7,5,6,3,2,5,2,1,3,4,3,3,6,4,2,5,3,3,4,4,8,2,4,5,3,4,7,8,3,3,1,3,4,5,4,4,1,6,4,4,8,3,3,1,2,4,4,2,4,2,3,2,1,3,2,5,10,5,4,3,8,5,8,7,5,4,6,1,6,3,7,9,3,3,5,9,7,6,2,5,11,12,7,4,3,4,6,3,4,4,8,9,4,7,3,20,4,6,6,5,6,4,2,2,3,4,6,4,7,6,6,2,11,4,9,12,9,4,12,26,10,7,13,7,5,7,5,6,8,17,7,15,6,3,4,5,5,7,9,5,2,3,3,5,6,3,7,6,13,4,3,7,9,6,9,4,3,7,11,9,6,4,3,4,5,9,8,2,6,4,3,7,5,2,5,5,4,2,8,1,2,5,2,6,12,3,4,8,4,4,4,2,8,7,6,3,3,3,3,2,5,5,5,1,3,6,4,6,12,5,5,3,5,15,3,3,4,4,4,3,1,3,6,7,10,3,3,5,5,5,5,1,2,5,5,6,4,6,3,5,4,3,5,1,4,5,5,9,9,16,17,7,6,3,5,5,8,3,14,3,5,15,9,6,11,3,4,2,10,3,31,4,5,9,5,5,7,5,7,3,3,12,3,8,5,4,3,2,9,7,1,4,5,23,10,4,11,6,9,4,6,2,4,2,2,23,3,2,8,2,4,2,1,2,9,1,2,2,5,2,3,4,2,4,3,2,1,1,2,1,2,4,1,1,3,1,1,1,1,1,2,1,2,1,2,2,2,2,1,6,2,1,2,4,2,1,1,1,2,1,1,2,1,1,2,1,1,2,2,2,1,1,2,8,1,1,1,1,1,1,2,2,3,1,1,2,1,1,1,2,1,1,1,1,2,2,3,2,1,2,1,1,1,2,1,1,1,2,1,2,4,1,3,1,4,2,1,1,1,7,6,4,1,4,8,4,2,2,2,2,4,3,4,6,1,4,2,2,4,4,1,3,1,5,4,1,1,1,2,3,1,2,1,1,2,1,1,1,8,1,4,1,3,5,2,6,6,1,3,1,1,10,4,1,2,1,1,5,2,3,1,3,2,2,1,5,3,5,6,1,4,3,8,2,2,1,3,3,15,11,10,3,3,10,2,2,4,3,1,3,4,11,4,1,2,3,6,6,3,3,7,11,4,3,6,4,3,1,1,4,1,2,1,3,2,5,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],\"yaxis\":\"y\",\"type\":\"bar\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"date\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"cases\"}},\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60},\"barmode\":\"relative\"},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('e9c9a05c-c3a1-41b0-81b8-0f87c5c246b5');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# when do we get to > 1 case per year?\n",
        "# 1964\n",
        "mn_df.tail(15)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 519
        },
        "id": "VjvabLylJAVQ",
        "outputId": "817f5ac2-8102-4105-a1ed-e0cdaf2ee7b8"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         month  year  cases       date\n",
              "554      April  1966      1 1966-04-28\n",
              "555   November  1965      1 1965-11-28\n",
              "556  September  1965      1 1965-09-28\n",
              "557      April  1965      1 1965-04-28\n",
              "558   December  1964      1 1964-12-28\n",
              "559    October  1964      1 1964-10-28\n",
              "560       June  1962      1 1962-06-28\n",
              "561   November  1961      1 1961-11-28\n",
              "562    October  1959      1 1959-10-28\n",
              "563    October  1957      1 1957-10-28\n",
              "564        May  1945      1 1945-05-28\n",
              "565        May  1941      1 1941-05-28\n",
              "566     August  1940      1 1940-08-28\n",
              "567   February  1920      1 1920-02-28\n",
              "568        May  1899      1 1899-05-28"
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-f231577b-e5f1-44ec-8f6c-91ad7ec21103\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>month</th>\n",
              "      <th>year</th>\n",
              "      <th>cases</th>\n",
              "      <th>date</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>554</th>\n",
              "      <td>April</td>\n",
              "      <td>1966</td>\n",
              "      <td>1</td>\n",
              "      <td>1966-04-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>555</th>\n",
              "      <td>November</td>\n",
              "      <td>1965</td>\n",
              "      <td>1</td>\n",
              "      <td>1965-11-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>556</th>\n",
              "      <td>September</td>\n",
              "      <td>1965</td>\n",
              "      <td>1</td>\n",
              "      <td>1965-09-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>557</th>\n",
              "      <td>April</td>\n",
              "      <td>1965</td>\n",
              "      <td>1</td>\n",
              "      <td>1965-04-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>558</th>\n",
              "      <td>December</td>\n",
              "      <td>1964</td>\n",
              "      <td>1</td>\n",
              "      <td>1964-12-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>559</th>\n",
              "      <td>October</td>\n",
              "      <td>1964</td>\n",
              "      <td>1</td>\n",
              "      <td>1964-10-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>560</th>\n",
              "      <td>June</td>\n",
              "      <td>1962</td>\n",
              "      <td>1</td>\n",
              "      <td>1962-06-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>561</th>\n",
              "      <td>November</td>\n",
              "      <td>1961</td>\n",
              "      <td>1</td>\n",
              "      <td>1961-11-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>562</th>\n",
              "      <td>October</td>\n",
              "      <td>1959</td>\n",
              "      <td>1</td>\n",
              "      <td>1959-10-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>563</th>\n",
              "      <td>October</td>\n",
              "      <td>1957</td>\n",
              "      <td>1</td>\n",
              "      <td>1957-10-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>564</th>\n",
              "      <td>May</td>\n",
              "      <td>1945</td>\n",
              "      <td>1</td>\n",
              "      <td>1945-05-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>565</th>\n",
              "      <td>May</td>\n",
              "      <td>1941</td>\n",
              "      <td>1</td>\n",
              "      <td>1941-05-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>566</th>\n",
              "      <td>August</td>\n",
              "      <td>1940</td>\n",
              "      <td>1</td>\n",
              "      <td>1940-08-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>567</th>\n",
              "      <td>February</td>\n",
              "      <td>1920</td>\n",
              "      <td>1</td>\n",
              "      <td>1920-02-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>568</th>\n",
              "      <td>May</td>\n",
              "      <td>1899</td>\n",
              "      <td>1</td>\n",
              "      <td>1899-05-28</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f231577b-e5f1-44ec-8f6c-91ad7ec21103')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-2a32714f-ccdd-429c-9a49-16fc3aeb2e7c\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2a32714f-ccdd-429c-9a49-16fc3aeb2e7c')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-2a32714f-ccdd-429c-9a49-16fc3aeb2e7c button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-f231577b-e5f1-44ec-8f6c-91ad7ec21103 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-f231577b-e5f1-44ec-8f6c-91ad7ec21103');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "clipped_mn_df = mn_df.query('year >= 1964')\n",
        "clipped_mn_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "iOB3estRIwWp",
        "outputId": "b5ad606c-ad63-422e-8d29-64bdaefc9a6f"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         month  year  cases       date\n",
              "0         June  2023      2 2023-06-28\n",
              "1        April  2023      1 2023-04-28\n",
              "2        March  2023      1 2023-03-28\n",
              "3     February  2023      2 2023-02-28\n",
              "4      January  2023      5 2023-01-28\n",
              "..         ...   ...    ...        ...\n",
              "555   November  1965      1 1965-11-28\n",
              "556  September  1965      1 1965-09-28\n",
              "557      April  1965      1 1965-04-28\n",
              "558   December  1964      1 1964-12-28\n",
              "559    October  1964      1 1964-10-28\n",
              "\n",
              "[560 rows x 4 columns]"
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-c0618789-4386-4493-86ea-a51ab4aa0498\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>month</th>\n",
              "      <th>year</th>\n",
              "      <th>cases</th>\n",
              "      <th>date</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>June</td>\n",
              "      <td>2023</td>\n",
              "      <td>2</td>\n",
              "      <td>2023-06-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>April</td>\n",
              "      <td>2023</td>\n",
              "      <td>1</td>\n",
              "      <td>2023-04-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>March</td>\n",
              "      <td>2023</td>\n",
              "      <td>1</td>\n",
              "      <td>2023-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>February</td>\n",
              "      <td>2023</td>\n",
              "      <td>2</td>\n",
              "      <td>2023-02-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>January</td>\n",
              "      <td>2023</td>\n",
              "      <td>5</td>\n",
              "      <td>2023-01-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>555</th>\n",
              "      <td>November</td>\n",
              "      <td>1965</td>\n",
              "      <td>1</td>\n",
              "      <td>1965-11-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>556</th>\n",
              "      <td>September</td>\n",
              "      <td>1965</td>\n",
              "      <td>1</td>\n",
              "      <td>1965-09-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>557</th>\n",
              "      <td>April</td>\n",
              "      <td>1965</td>\n",
              "      <td>1</td>\n",
              "      <td>1965-04-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>558</th>\n",
              "      <td>December</td>\n",
              "      <td>1964</td>\n",
              "      <td>1</td>\n",
              "      <td>1964-12-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>559</th>\n",
              "      <td>October</td>\n",
              "      <td>1964</td>\n",
              "      <td>1</td>\n",
              "      <td>1964-10-28</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>560 rows × 4 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c0618789-4386-4493-86ea-a51ab4aa0498')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-ffa73ab0-fb23-44a6-b2c9-fa4ac70d0694\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-ffa73ab0-fb23-44a6-b2c9-fa4ac70d0694')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-ffa73ab0-fb23-44a6-b2c9-fa4ac70d0694 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c0618789-4386-4493-86ea-a51ab4aa0498 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c0618789-4386-4493-86ea-a51ab4aa0498');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# add 0s for months that are missing\n",
        "# we cut off at 1964 but Johnson started in November of 1963\n",
        "# There weren't any cases in 1963 so it's okay to start\n",
        "# filling 0s from November of 1963\n",
        "cur_yr = 1963\n",
        "cur_mn = 11\n",
        "new_rows = []\n",
        "\n",
        "# pandas `in` is busted so we have to pull out the column manually\n",
        "# and check against that\n",
        "existing_dates = clipped_mn_df['date'].to_numpy(dtype=datetime)\n",
        "\n",
        "# our data goes through the end of the previous month (june 2023)\n",
        "# we're using 28 as the placeholder \"day\" for all the months\n",
        "while cur_yr < 2023 or cur_mn <= 6:\n",
        "  dt = datetime(year=cur_yr, month=cur_mn, day=28)\n",
        "  if dt not in existing_dates:\n",
        "    new_rows.append((dt.strftime('%B'), dt.year, 0, dt))\n",
        "\n",
        "  if cur_mn == 12:\n",
        "    cur_yr += 1\n",
        "    cur_mn = 1\n",
        "  else:\n",
        "    cur_mn += 1\n",
        "\n",
        "\n",
        "zero_rows = pd.DataFrame.from_records(new_rows, columns=['month', 'year', 'cases', 'date'])\n",
        "clipped_mn_df = pd.concat([clipped_mn_df, zero_rows], ignore_index=True)\n",
        "clipped_mn_df = clipped_mn_df.sort_values(by='date', ascending=False).reset_index(drop=True)\n",
        "clipped_mn_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "nKhdH_qb5x04",
        "outputId": "44cbe0a4-2e92-4323-a9d9-05c979a40e10"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        month  year  cases       date\n",
              "0        June  2023      2 2023-06-28\n",
              "1         May  2023      0 2023-05-28\n",
              "2       April  2023      1 2023-04-28\n",
              "3       March  2023      1 2023-03-28\n",
              "4    February  2023      2 2023-02-28\n",
              "..        ...   ...    ...        ...\n",
              "711     March  1964      0 1964-03-28\n",
              "712  February  1964      0 1964-02-28\n",
              "713   January  1964      0 1964-01-28\n",
              "714  December  1963      0 1963-12-28\n",
              "715  November  1963      0 1963-11-28\n",
              "\n",
              "[716 rows x 4 columns]"
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-8688ac8d-0fb3-4689-aba0-f56b2f70e0e3\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>month</th>\n",
              "      <th>year</th>\n",
              "      <th>cases</th>\n",
              "      <th>date</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>June</td>\n",
              "      <td>2023</td>\n",
              "      <td>2</td>\n",
              "      <td>2023-06-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>May</td>\n",
              "      <td>2023</td>\n",
              "      <td>0</td>\n",
              "      <td>2023-05-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>April</td>\n",
              "      <td>2023</td>\n",
              "      <td>1</td>\n",
              "      <td>2023-04-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>March</td>\n",
              "      <td>2023</td>\n",
              "      <td>1</td>\n",
              "      <td>2023-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>February</td>\n",
              "      <td>2023</td>\n",
              "      <td>2</td>\n",
              "      <td>2023-02-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>711</th>\n",
              "      <td>March</td>\n",
              "      <td>1964</td>\n",
              "      <td>0</td>\n",
              "      <td>1964-03-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>712</th>\n",
              "      <td>February</td>\n",
              "      <td>1964</td>\n",
              "      <td>0</td>\n",
              "      <td>1964-02-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>713</th>\n",
              "      <td>January</td>\n",
              "      <td>1964</td>\n",
              "      <td>0</td>\n",
              "      <td>1964-01-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>714</th>\n",
              "      <td>December</td>\n",
              "      <td>1963</td>\n",
              "      <td>0</td>\n",
              "      <td>1963-12-28</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>715</th>\n",
              "      <td>November</td>\n",
              "      <td>1963</td>\n",
              "      <td>0</td>\n",
              "      <td>1963-11-28</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>716 rows × 4 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8688ac8d-0fb3-4689-aba0-f56b2f70e0e3')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-6b54fe3b-99e5-480f-b60a-f1e13cefecd1\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-6b54fe3b-99e5-480f-b60a-f1e13cefecd1')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-6b54fe3b-99e5-480f-b60a-f1e13cefecd1 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-8688ac8d-0fb3-4689-aba0-f56b2f70e0e3 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-8688ac8d-0fb3-4689-aba0-f56b2f70e0e3');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# slightly better\n",
        "px.bar(clipped_mn_df, x='date', y='cases')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "ZkxstWAqJagD",
        "outputId": "6c415435-f288-4c66-a87b-f36de2bb7a18"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-2.18.2.min.js\"></script>                <div id=\"5fec2aa0-1f89-43bd-b76f-485c0335f6f4\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"5fec2aa0-1f89-43bd-b76f-485c0335f6f4\")) {                    Plotly.newPlot(                        \"5fec2aa0-1f89-43bd-b76f-485c0335f6f4\",                        [{\"alignmentgroup\":\"True\",\"hovertemplate\":\"date=%{x}<br>cases=%{y}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"\",\"offsetgroup\":\"\",\"orientation\":\"v\",\"showlegend\":false,\"textposition\":\"auto\",\"x\":[\"2023-06-28T00:00:00\",\"2023-05-28T00:00:00\",\"2023-04-28T00:00:00\",\"2023-03-28T00:00:00\",\"2023-02-28T00:00:00\",\"2023-01-28T00:00:00\",\"2022-12-28T00:00:00\",\"2022-11-28T00:00:00\",\"2022-10-28T00:00:00\",\"2022-09-28T00:00:00\",\"2022-08-28T00:00:00\",\"2022-07-28T00:00:00\",\"2022-06-28T00:00:00\",\"2022-05-28T00:00:00\",\"2022-04-28T00:00:00\",\"2022-03-28T00:00:00\",\"2022-02-28T00:00:00\",\"2022-01-28T00:00:00\",\"2021-12-28T00:00:00\",\"2021-11-28T00:00:00\",\"2021-10-28T00:00:00\",\"2021-09-28T00:00:00\",\"2021-08-28T00:00:00\",\"2021-07-28T00:00:00\",\"2021-06-28T00:00:00\",\"2021-05-28T00:00:00\",\"2021-04-28T00:00:00\",\"2021-03-28T00:00:00\",\"2021-02-28T00:00:00\",\"2021-01-28T00:00:00\",\"2020-12-28T00:00:00\",\"2020-11-28T00:00:00\",\"2020-10-28T00:00:00\",\"2020-09-28T00:00:00\",\"2020-08-28T00:00:00\",\"2020-07-28T00:00:00\",\"2020-06-28T00:00:00\",\"2020-05-28T00:00:00\",\"2020-04-28T00:00:00\",\"2020-03-28T00:00:00\",\"2020-02-28T00:00:00\",\"2020-01-28T00:00:00\",\"2019-12-28T00:00:00\",\"2019-11-28T00:00:00\",\"2019-10-28T00:00:00\",\"2019-09-28T00:00:00\",\"2019-08-28T00:00:00\",\"2019-07-28T00:00:00\",\"2019-06-28T00:00:00\",\"2019-05-28T00:00:00\",\"2019-04-28T00:00:00\",\"2019-03-28T00:00:00\",\"2019-02-28T00:00:00\",\"2019-01-28T00:00:00\",\"2018-12-28T00:00:00\",\"2018-11-28T00:00:00\",\"2018-10-28T00:00:00\",\"2018-09-28T00:00:00\",\"2018-08-28T00:00:00\",\"2018-07-28T00:00:00\",\"2018-06-28T00:00:00\",\"2018-05-28T00:00:00\",\"2018-04-28T00:00:00\",\"2018-03-28T00:00:00\",\"2018-02-28T00:00:00\",\"2018-01-28T00:00:00\",\"2017-12-28T00:00:00\",\"2017-11-28T00:00:00\",\"2017-10-28T00:00:00\",\"2017-09-28T00:00:00\",\"2017-08-28T00:00:00\",\"2017-07-28T00:00:00\",\"2017-06-28T00:00:00\",\"2017-05-28T00:00:00\",\"2017-04-28T00:00:00\",\"2017-03-28T00:00:00\",\"2017-02-28T00:00:00\",\"2017-01-28T00:00:00\",\"2016-12-28T00:00:00\",\"2016-11-28T00:00:00\",\"2016-10-28T00:00:00\",\"2016-09-28T00:00:00\",\"2016-08-28T00:00:00\",\"2016-07-28T00:00:00\",\"2016-06-28T00:00:00\",\"2016-05-28T00:00:00\",\"2016-04-28T00:00:00\",\"2016-03-28T00:00:00\",\"2016-02-28T00:00:00\",\"2016-01-28T00:00:00\",\"2015-12-28T00:00:00\",\"2015-11-28T00:00:00\",\"2015-10-28T00:00:00\",\"2015-09-28T00:00:00\",\"2015-08-28T00:00:00\",\"2015-07-28T00:00:00\",\"2015-06-28T00:00:00\",\"2015-05-28T00:00:00\",\"2015-04-28T00:00:00\",\"2015-03-28T00:00:00\",\"2015-02-28T00:00:00\",\"2015-01-28T00:00:00\",\"2014-12-28T00:00:00\",\"2014-11-28T00:00:00\",\"2014-10-28T00:00:00\",\"2014-09-28T00:00:00\",\"2014-08-28T00:00:00\",\"2014-07-28T00:00:00\",\"2014-06-28T00:00:00\",\"2014-05-28T00:00:00\",\"2014-04-28T00:00:00\",\"2014-03-28T00:00:00\",\"2014-02-28T00:00:00\",\"2014-01-28T00:00:00\",\"2013-12-28T00:00:00\",\"2013-11-28T00:00:00\",\"2013-10-28T00:00:00\",\"2013-09-28T00:00:00\",\"2013-08-28T00:00:00\",\"2013-07-28T00:00:00\",\"2013-06-28T00:00:00\",\"2013-05-28T00:00:00\",\"2013-04-28T00:00:00\",\"2013-03-28T00:00:00\",\"2013-02-28T00:00:00\",\"2013-01-28T00:00:00\",\"2012-12-28T00:00:00\",\"2012-11-28T00:00:00\",\"2012-10-28T00:00:00\",\"2012-09-28T00:00:00\",\"2012-08-28T00:00:00\",\"2012-07-28T00:00:00\",\"2012-06-28T00:00:00\",\"2012-05-28T00:00:00\",\"2012-04-28T00:00:00\",\"2012-03-28T00:00:00\",\"2012-02-28T00:00:00\",\"2012-01-28T00:00:00\",\"2011-12-28T00:00:00\",\"2011-11-28T00:00:00\",\"2011-10-28T00:00:00\",\"2011-09-28T00:00:00\",\"2011-08-28T00:00:00\",\"2011-07-28T00:00:00\",\"2011-06-28T00:00:00\",\"2011-05-28T00:00:00\",\"2011-04-28T00:00:00\",\"2011-03-28T00:00:00\",\"2011-02-28T00:00:00\",\"2011-01-28T00:00:00\",\"2010-12-28T00:00:00\",\"2010-11-28T00:00:00\",\"2010-10-28T00:00:00\",\"2010-09-28T00:00:00\",\"2010-08-28T00:00:00\",\"2010-07-28T00:00:00\",\"2010-06-28T00:00:00\",\"2010-05-28T00:00:00\",\"2010-04-28T00:00:00\",\"2010-03-28T00:00:00\",\"2010-02-28T00:00:00\",\"2010-01-28T00:00:00\",\"2009-12-28T00:00:00\",\"2009-11-28T00:00:00\",\"2009-10-28T00:00:00\",\"2009-09-28T00:00:00\",\"2009-08-28T00:00:00\",\"2009-07-28T00:00:00\",\"2009-06-28T00:00:00\",\"2009-05-28T00:00:00\",\"2009-04-28T00:00:00\",\"2009-03-28T00:00:00\",\"2009-02-28T00:00:00\",\"2009-01-28T00:00:00\",\"2008-12-28T00:00:00\",\"2008-11-28T00:00:00\",\"2008-10-28T00:00:00\",\"2008-09-28T00:00:00\",\"2008-08-28T00:00:00\",\"2008-07-28T00:00:00\",\"2008-06-28T00:00:00\",\"2008-05-28T00:00:00\",\"2008-04-28T00:00:00\",\"2008-03-28T00:00:00\",\"2008-02-28T00:00:00\",\"2008-01-28T00:00:00\",\"2007-12-28T00:00:00\",\"2007-11-28T00:00:00\",\"2007-10-28T00:00:00\",\"2007-09-28T00:00:00\",\"2007-08-28T00:00:00\",\"2007-07-28T00:00:00\",\"2007-06-28T00:00:00\",\"2007-05-28T00:00:00\",\"2007-04-28T00:00:00\",\"2007-03-28T00:00:00\",\"2007-02-28T00:00:00\",\"2007-01-28T00:00:00\",\"2006-12-28T00:00:00\",\"2006-11-28T00:00:00\",\"2006-10-28T00:00:00\",\"2006-09-28T00:00:00\",\"2006-08-28T00:00:00\",\"2006-07-28T00:00:00\",\"2006-06-28T00:00:00\",\"2006-05-28T00:00:00\",\"2006-04-28T00:00:00\",\"2006-03-28T00:00:00\",\"2006-02-28T00:00:00\",\"2006-01-28T00:00:00\",\"2005-12-28T00:00:00\",\"2005-11-28T00:00:00\",\"2005-10-28T00:00:00\",\"2005-09-28T00:00:00\",\"2005-08-28T00:00:00\",\"2005-07-28T00:00:00\",\"2005-06-28T00:00:00\",\"2005-05-28T00:00:00\",\"2005-04-28T00:00:00\",\"2005-03-28T00:00:00\",\"2005-02-28T00:00:00\",\"2005-01-28T00:00:00\",\"2004-12-28T00:00:00\",\"2004-11-28T00:00:00\",\"2004-10-28T00:00:00\",\"2004-09-28T00:00:00\",\"2004-08-28T00:00:00\",\"2004-07-28T00:00:00\",\"2004-06-28T00:00:00\",\"2004-05-28T00:00:00\",\"2004-04-28T00:00:00\",\"2004-03-28T00:00:00\",\"2004-02-28T00:00:00\",\"2004-01-28T00:00:00\",\"2003-12-28T00:00:00\",\"2003-11-28T00:00:00\",\"2003-10-28T00:00:00\",\"2003-09-28T00:00:00\",\"2003-08-28T00:00:00\",\"2003-07-28T00:00:00\",\"2003-06-28T00:00:00\",\"2003-05-28T00:00:00\",\"2003-04-28T00:00:00\",\"2003-03-28T00:00:00\",\"2003-02-28T00:00:00\",\"2003-01-28T00:00:00\",\"2002-12-28T00:00:00\",\"2002-11-28T00:00:00\",\"2002-10-28T00:00:00\",\"2002-09-28T00:00:00\",\"2002-08-28T00:00:00\",\"2002-07-28T00:00:00\",\"2002-06-28T00:00:00\",\"2002-05-28T00:00:00\",\"2002-04-28T00:00:00\",\"2002-03-28T00:00:00\",\"2002-02-28T00:00:00\",\"2002-01-28T00:00:00\",\"2001-12-28T00:00:00\",\"2001-11-28T00:00:00\",\"2001-10-28T00:00:00\",\"2001-09-28T00:00:00\",\"2001-08-28T00:00:00\",\"2001-07-28T00:00:00\",\"2001-06-28T00:00:00\",\"2001-05-28T00:00:00\",\"2001-04-28T00:00:00\",\"2001-03-28T00:00:00\",\"2001-02-28T00:00:00\",\"2001-01-28T00:00:00\",\"2000-12-28T00:00:00\",\"2000-11-28T00:00:00\",\"2000-10-28T00:00:00\",\"2000-09-28T00:00:00\",\"2000-08-28T00:00:00\",\"2000-07-28T00:00:00\",\"2000-06-28T00:00:00\",\"2000-05-28T00:00:00\",\"2000-04-28T00:00:00\",\"2000-03-28T00:00:00\",\"2000-02-28T00:00:00\",\"2000-01-28T00:00:00\",\"1999-12-28T00:00:00\",\"1999-11-28T00:00:00\",\"1999-10-28T00:00:00\",\"1999-09-28T00:00:00\",\"1999-08-28T00:00:00\",\"1999-07-28T00:00:00\",\"1999-06-28T00:00:00\",\"1999-05-28T00:00:00\",\"1999-04-28T00:00:00\",\"1999-03-28T00:00:00\",\"1999-02-28T00:00:00\",\"1999-01-28T00:00:00\",\"1998-12-28T00:00:00\",\"1998-11-28T00:00:00\",\"1998-10-28T00:00:00\",\"1998-09-28T00:00:00\",\"1998-08-28T00:00:00\",\"1998-07-28T00:00:00\",\"1998-06-28T00:00:00\",\"1998-05-28T00:00:00\",\"1998-04-28T00:00:00\",\"1998-03-28T00:00:00\",\"1998-02-28T00:00:00\",\"1998-01-28T00:00:00\",\"1997-12-28T00:00:00\",\"1997-11-28T00:00:00\",\"1997-10-28T00:00:00\",\"1997-09-28T00:00:00\",\"1997-08-28T00:00:00\",\"1997-07-28T00:00:00\",\"1997-06-28T00:00:00\",\"1997-05-28T00:00:00\",\"1997-04-28T00:00:00\",\"1997-03-28T00:00:00\",\"1997-02-28T00:00:00\",\"1997-01-28T00:00:00\",\"1996-12-28T00:00:00\",\"1996-11-28T00:00:00\",\"1996-10-28T00:00:00\",\"1996-09-28T00:00:00\",\"1996-08-28T00:00:00\",\"1996-07-28T00:00:00\",\"1996-06-28T00:00:00\",\"1996-05-28T00:00:00\",\"1996-04-28T00:00:00\",\"1996-03-28T00:00:00\",\"1996-02-28T00:00:00\",\"1996-01-28T00:00:00\",\"1995-12-28T00:00:00\",\"1995-11-28T00:00:00\",\"1995-10-28T00:00:00\",\"1995-09-28T00:00:00\",\"1995-08-28T00:00:00\",\"1995-07-28T00:00:00\",\"1995-06-28T00:00:00\",\"1995-05-28T00:00:00\",\"1995-04-28T00:00:00\",\"1995-03-28T00:00:00\",\"1995-02-28T00:00:00\",\"1995-01-28T00:00:00\",\"1994-12-28T00:00:00\",\"1994-11-28T00:00:00\",\"1994-10-28T00:00:00\",\"1994-09-28T00:00:00\",\"1994-08-28T00:00:00\",\"1994-07-28T00:00:00\",\"1994-06-28T00:00:00\",\"1994-05-28T00:00:00\",\"1994-04-28T00:00:00\",\"1994-03-28T00:00:00\",\"1994-02-28T00:00:00\",\"1994-01-28T00:00:00\",\"1993-12-28T00:00:00\",\"1993-11-28T00:00:00\",\"1993-10-28T00:00:00\",\"1993-09-28T00:00:00\",\"1993-08-28T00:00:00\",\"1993-07-28T00:00:00\",\"1993-06-28T00:00:00\",\"1993-05-28T00:00:00\",\"1993-04-28T00:00:00\",\"1993-03-28T00:00:00\",\"1993-02-28T00:00:00\",\"1993-01-28T00:00:00\",\"1992-12-28T00:00:00\",\"1992-11-28T00:00:00\",\"1992-10-28T00:00:00\",\"1992-09-28T00:00:00\",\"1992-08-28T00:00:00\",\"1992-07-28T00:00:00\",\"1992-06-28T00:00:00\",\"1992-05-28T00:00:00\",\"1992-04-28T00:00:00\",\"1992-03-28T00:00:00\",\"1992-02-28T00:00:00\",\"1992-01-28T00:00:00\",\"1991-12-28T00:00:00\",\"1991-11-28T00:00:00\",\"1991-10-28T00:00:00\",\"1991-09-28T00:00:00\",\"1991-08-28T00:00:00\",\"1991-07-28T00:00:00\",\"1991-06-28T00:00:00\",\"1991-05-28T00:00:00\",\"1991-04-28T00:00:00\",\"1991-03-28T00:00:00\",\"1991-02-28T00:00:00\",\"1991-01-28T00:00:00\",\"1990-12-28T00:00:00\",\"1990-11-28T00:00:00\",\"1990-10-28T00:00:00\",\"1990-09-28T00:00:00\",\"1990-08-28T00:00:00\",\"1990-07-28T00:00:00\",\"1990-06-28T00:00:00\",\"1990-05-28T00:00:00\",\"1990-04-28T00:00:00\",\"1990-03-28T00:00:00\",\"1990-02-28T00:00:00\",\"1990-01-28T00:00:00\",\"1989-12-28T00:00:00\",\"1989-11-28T00:00:00\",\"1989-10-28T00:00:00\",\"1989-09-28T00:00:00\",\"1989-08-28T00:00:00\",\"1989-07-28T00:00:00\",\"1989-06-28T00:00:00\",\"1989-05-28T00:00:00\",\"1989-04-28T00:00:00\",\"1989-03-28T00:00:00\",\"1989-02-28T00:00:00\",\"1989-01-28T00:00:00\",\"1988-12-28T00:00:00\",\"1988-11-28T00:00:00\",\"1988-10-28T00:00:00\",\"1988-09-28T00:00:00\",\"1988-08-28T00:00:00\",\"1988-07-28T00:00:00\",\"1988-06-28T00:00:00\",\"1988-05-28T00:00:00\",\"1988-04-28T00:00:00\",\"1988-03-28T00:00:00\",\"1988-02-28T00:00:00\",\"1988-01-28T00:00:00\",\"1987-12-28T00:00:00\",\"1987-11-28T00:00:00\",\"1987-10-28T00:00:00\",\"1987-09-28T00:00:00\",\"1987-08-28T00:00:00\",\"1987-07-28T00:00:00\",\"1987-06-28T00:00:00\",\"1987-05-28T00:00:00\",\"1987-04-28T00:00:00\",\"1987-03-28T00:00:00\",\"1987-02-28T00:00:00\",\"1987-01-28T00:00:00\",\"1986-12-28T00:00:00\",\"1986-11-28T00:00:00\",\"1986-10-28T00:00:00\",\"1986-09-28T00:00:00\",\"1986-08-28T00:00:00\",\"1986-07-28T00:00:00\",\"1986-06-28T00:00:00\",\"1986-05-28T00:00:00\",\"1986-04-28T00:00:00\",\"1986-03-28T00:00:00\",\"1986-02-28T00:00:00\",\"1986-01-28T00:00:00\",\"1985-12-28T00:00:00\",\"1985-11-28T00:00:00\",\"1985-10-28T00:00:00\",\"1985-09-28T00:00:00\",\"1985-08-28T00:00:00\",\"1985-07-28T00:00:00\",\"1985-06-28T00:00:00\",\"1985-05-28T00:00:00\",\"1985-04-28T00:00:00\",\"1985-03-28T00:00:00\",\"1985-02-28T00:00:00\",\"1985-01-28T00:00:00\",\"1984-12-28T00:00:00\",\"1984-11-28T00:00:00\",\"1984-10-28T00:00:00\",\"1984-09-28T00:00:00\",\"1984-08-28T00:00:00\",\"1984-07-28T00:00:00\",\"1984-06-28T00:00:00\",\"1984-05-28T00:00:00\",\"1984-04-28T00:00:00\",\"1984-03-28T00:00:00\",\"1984-02-28T00:00:00\",\"1984-01-28T00:00:00\",\"1983-12-28T00:00:00\",\"1983-11-28T00:00:00\",\"1983-10-28T00:00:00\",\"1983-09-28T00:00:00\",\"1983-08-28T00:00:00\",\"1983-07-28T00:00:00\",\"1983-06-28T00:00:00\",\"1983-05-28T00:00:00\",\"1983-04-28T00:00:00\",\"1983-03-28T00:00:00\",\"1983-02-28T00:00:00\",\"1983-01-28T00:00:00\",\"1982-12-28T00:00:00\",\"1982-11-28T00:00:00\",\"1982-10-28T00:00:00\",\"1982-09-28T00:00:00\",\"1982-08-28T00:00:00\",\"1982-07-28T00:00:00\",\"1982-06-28T00:00:00\",\"1982-05-28T00:00:00\",\"1982-04-28T00:00:00\",\"1982-03-28T00:00:00\",\"1982-02-28T00:00:00\",\"1982-01-28T00:00:00\",\"1981-12-28T00:00:00\",\"1981-11-28T00:00:00\",\"1981-10-28T00:00:00\",\"1981-09-28T00:00:00\",\"1981-08-28T00:00:00\",\"1981-07-28T00:00:00\",\"1981-06-28T00:00:00\",\"1981-05-28T00:00:00\",\"1981-04-28T00:00:00\",\"1981-03-28T00:00:00\",\"1981-02-28T00:00:00\",\"1981-01-28T00:00:00\",\"1980-12-28T00:00:00\",\"1980-11-28T00:00:00\",\"1980-10-28T00:00:00\",\"1980-09-28T00:00:00\",\"1980-08-28T00:00:00\",\"1980-07-28T00:00:00\",\"1980-06-28T00:00:00\",\"1980-05-28T00:00:00\",\"1980-04-28T00:00:00\",\"1980-03-28T00:00:00\",\"1980-02-28T00:00:00\",\"1980-01-28T00:00:00\",\"1979-12-28T00:00:00\",\"1979-11-28T00:00:00\",\"1979-10-28T00:00:00\",\"1979-09-28T00:00:00\",\"1979-08-28T00:00:00\",\"1979-07-28T00:00:00\",\"1979-06-28T00:00:00\",\"1979-05-28T00:00:00\",\"1979-04-28T00:00:00\",\"1979-03-28T00:00:00\",\"1979-02-28T00:00:00\",\"1979-01-28T00:00:00\",\"1978-12-28T00:00:00\",\"1978-11-28T00:00:00\",\"1978-10-28T00:00:00\",\"1978-09-28T00:00:00\",\"1978-08-28T00:00:00\",\"1978-07-28T00:00:00\",\"1978-06-28T00:00:00\",\"1978-05-28T00:00:00\",\"1978-04-28T00:00:00\",\"1978-03-28T00:00:00\",\"1978-02-28T00:00:00\",\"1978-01-28T00:00:00\",\"1977-12-28T00:00:00\",\"1977-11-28T00:00:00\",\"1977-10-28T00:00:00\",\"1977-09-28T00:00:00\",\"1977-08-28T00:00:00\",\"1977-07-28T00:00:00\",\"1977-06-28T00:00:00\",\"1977-05-28T00:00:00\",\"1977-04-28T00:00:00\",\"1977-03-28T00:00:00\",\"1977-02-28T00:00:00\",\"1977-01-28T00:00:00\",\"1976-12-28T00:00:00\",\"1976-11-28T00:00:00\",\"1976-10-28T00:00:00\",\"1976-09-28T00:00:00\",\"1976-08-28T00:00:00\",\"1976-07-28T00:00:00\",\"1976-06-28T00:00:00\",\"1976-05-28T00:00:00\",\"1976-04-28T00:00:00\",\"1976-03-28T00:00:00\",\"1976-02-28T00:00:00\",\"1976-01-28T00:00:00\",\"1975-12-28T00:00:00\",\"1975-11-28T00:00:00\",\"1975-10-28T00:00:00\",\"1975-09-28T00:00:00\",\"1975-08-28T00:00:00\",\"1975-07-28T00:00:00\",\"1975-06-28T00:00:00\",\"1975-05-28T00:00:00\",\"1975-04-28T00:00:00\",\"1975-03-28T00:00:00\",\"1975-02-28T00:00:00\",\"1975-01-28T00:00:00\",\"1974-12-28T00:00:00\",\"1974-11-28T00:00:00\",\"1974-10-28T00:00:00\",\"1974-09-28T00:00:00\",\"1974-08-28T00:00:00\",\"1974-07-28T00:00:00\",\"1974-06-28T00:00:00\",\"1974-05-28T00:00:00\",\"1974-04-28T00:00:00\",\"1974-03-28T00:00:00\",\"1974-02-28T00:00:00\",\"1974-01-28T00:00:00\",\"1973-12-28T00:00:00\",\"1973-11-28T00:00:00\",\"1973-10-28T00:00:00\",\"1973-09-28T00:00:00\",\"1973-08-28T00:00:00\",\"1973-07-28T00:00:00\",\"1973-06-28T00:00:00\",\"1973-05-28T00:00:00\",\"1973-04-28T00:00:00\",\"1973-03-28T00:00:00\",\"1973-02-28T00:00:00\",\"1973-01-28T00:00:00\",\"1972-12-28T00:00:00\",\"1972-11-28T00:00:00\",\"1972-10-28T00:00:00\",\"1972-09-28T00:00:00\",\"1972-08-28T00:00:00\",\"1972-07-28T00:00:00\",\"1972-06-28T00:00:00\",\"1972-05-28T00:00:00\",\"1972-04-28T00:00:00\",\"1972-03-28T00:00:00\",\"1972-02-28T00:00:00\",\"1972-01-28T00:00:00\",\"1971-12-28T00:00:00\",\"1971-11-28T00:00:00\",\"1971-10-28T00:00:00\",\"1971-09-28T00:00:00\",\"1971-08-28T00:00:00\",\"1971-07-28T00:00:00\",\"1971-06-28T00:00:00\",\"1971-05-28T00:00:00\",\"1971-04-28T00:00:00\",\"1971-03-28T00:00:00\",\"1971-02-28T00:00:00\",\"1971-01-28T00:00:00\",\"1970-12-28T00:00:00\",\"1970-11-28T00:00:00\",\"1970-10-28T00:00:00\",\"1970-09-28T00:00:00\",\"1970-08-28T00:00:00\",\"1970-07-28T00:00:00\",\"1970-06-28T00:00:00\",\"1970-05-28T00:00:00\",\"1970-04-28T00:00:00\",\"1970-03-28T00:00:00\",\"1970-02-28T00:00:00\",\"1970-01-28T00:00:00\",\"1969-12-28T00:00:00\",\"1969-11-28T00:00:00\",\"1969-10-28T00:00:00\",\"1969-09-28T00:00:00\",\"1969-08-28T00:00:00\",\"1969-07-28T00:00:00\",\"1969-06-28T00:00:00\",\"1969-05-28T00:00:00\",\"1969-04-28T00:00:00\",\"1969-03-28T00:00:00\",\"1969-02-28T00:00:00\",\"1969-01-28T00:00:00\",\"1968-12-28T00:00:00\",\"1968-11-28T00:00:00\",\"1968-10-28T00:00:00\",\"1968-09-28T00:00:00\",\"1968-08-28T00:00:00\",\"1968-07-28T00:00:00\",\"1968-06-28T00:00:00\",\"1968-05-28T00:00:00\",\"1968-04-28T00:00:00\",\"1968-03-28T00:00:00\",\"1968-02-28T00:00:00\",\"1968-01-28T00:00:00\",\"1967-12-28T00:00:00\",\"1967-11-28T00:00:00\",\"1967-10-28T00:00:00\",\"1967-09-28T00:00:00\",\"1967-08-28T00:00:00\",\"1967-07-28T00:00:00\",\"1967-06-28T00:00:00\",\"1967-05-28T00:00:00\",\"1967-04-28T00:00:00\",\"1967-03-28T00:00:00\",\"1967-02-28T00:00:00\",\"1967-01-28T00:00:00\",\"1966-12-28T00:00:00\",\"1966-11-28T00:00:00\",\"1966-10-28T00:00:00\",\"1966-09-28T00:00:00\",\"1966-08-28T00:00:00\",\"1966-07-28T00:00:00\",\"1966-06-28T00:00:00\",\"1966-05-28T00:00:00\",\"1966-04-28T00:00:00\",\"1966-03-28T00:00:00\",\"1966-02-28T00:00:00\",\"1966-01-28T00:00:00\",\"1965-12-28T00:00:00\",\"1965-11-28T00:00:00\",\"1965-10-28T00:00:00\",\"1965-09-28T00:00:00\",\"1965-08-28T00:00:00\",\"1965-07-28T00:00:00\",\"1965-06-28T00:00:00\",\"1965-05-28T00:00:00\",\"1965-04-28T00:00:00\",\"1965-03-28T00:00:00\",\"1965-02-28T00:00:00\",\"1965-01-28T00:00:00\",\"1964-12-28T00:00:00\",\"1964-11-28T00:00:00\",\"1964-10-28T00:00:00\",\"1964-09-28T00:00:00\",\"1964-08-28T00:00:00\",\"1964-07-28T00:00:00\",\"1964-06-28T00:00:00\",\"1964-05-28T00:00:00\",\"1964-04-28T00:00:00\",\"1964-03-28T00:00:00\",\"1964-02-28T00:00:00\",\"1964-01-28T00:00:00\",\"1963-12-28T00:00:00\",\"1963-11-28T00:00:00\"],\"xaxis\":\"x\",\"y\":[2,0,1,1,2,5,0,4,2,2,2,3,3,3,1,6,3,1,2,7,5,6,3,2,5,2,1,3,0,4,3,3,6,4,2,5,3,3,4,4,8,2,4,0,5,3,4,7,8,3,3,1,3,4,5,4,4,1,6,0,4,4,8,3,3,1,2,4,4,2,4,2,3,2,1,3,2,5,10,5,4,3,8,5,8,7,5,4,6,1,6,3,7,9,3,3,5,9,7,6,2,5,11,12,7,4,3,4,6,3,4,4,8,9,4,7,3,20,4,6,6,5,6,4,2,2,3,4,6,4,7,6,6,2,11,4,9,12,9,4,12,26,10,7,13,7,5,7,5,6,8,17,7,15,6,3,4,5,5,7,9,5,2,3,3,5,6,3,7,6,13,4,3,7,9,6,9,4,3,7,11,9,6,4,3,4,5,9,8,2,6,4,3,7,5,2,5,0,5,4,2,8,1,2,5,2,6,12,3,4,8,0,4,4,4,2,8,7,6,3,3,3,3,2,5,5,5,1,3,6,4,6,12,5,5,3,5,15,3,3,4,0,4,4,3,1,3,6,7,10,3,3,5,5,5,5,0,1,0,2,5,5,6,4,6,3,5,4,3,5,1,4,5,5,9,9,16,17,7,6,3,5,5,8,3,14,3,5,15,9,6,11,3,4,2,10,3,31,4,5,9,5,5,7,5,0,7,3,3,12,3,8,5,4,3,2,9,7,1,4,5,23,10,4,11,6,9,4,6,2,4,2,2,23,3,2,8,2,4,2,1,2,9,1,2,2,5,2,3,4,2,4,3,2,1,0,0,1,0,2,1,0,0,2,4,0,1,0,1,3,1,1,1,1,0,1,2,1,2,1,2,0,0,2,0,2,0,2,1,6,2,0,1,0,2,4,0,2,1,1,1,2,1,1,0,0,0,0,2,0,0,0,1,1,0,2,0,1,0,1,0,2,2,2,0,0,1,1,2,0,0,0,8,1,1,0,1,1,1,1,0,0,2,0,2,0,0,0,3,0,0,1,0,1,2,1,1,0,1,0,0,2,1,1,1,1,2,2,0,3,0,2,1,2,0,1,0,0,1,0,1,2,1,0,1,0,0,1,2,0,1,2,4,1,3,1,4,0,2,0,0,1,1,1,0,0,0,0,7,6,4,1,4,8,4,2,2,2,2,0,0,4,3,0,0,4,6,1,4,2,2,4,0,4,1,3,1,5,4,1,1,1,2,3,0,0,0,1,2,1,1,2,1,0,0,0,1,0,0,1,0,0,0,0,8,1,4,1,3,5,2,6,6,1,3,1,0,0,0,1,0,0,10,4,1,2,1,1,5,2,3,1,0,0,3,2,2,1,5,0,3,5,6,1,4,3,8,2,2,1,3,3,15,11,10,3,3,10,2,2,4,3,1,3,4,11,4,1,2,3,6,6,0,3,3,7,11,4,3,6,4,0,3,0,0,1,1,4,1,0,2,0,0,0,0,1,0,0,0,0,0,0,0,3,0,2,0,5,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],\"yaxis\":\"y\",\"type\":\"bar\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"date\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"cases\"}},\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60},\"barmode\":\"relative\"},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('5fec2aa0-1f89-43bd-b76f-485c0335f6f4');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# have to look up presidential terms ig\n",
        "# looks like Lyndon B Johnson started at the end of 1963\n",
        "# so I guess that's where we start\n",
        "pres_records = [\n",
        "  ('Lyndon B. Johnson', datetime(1963, 11, 22), datetime(1969, 1, 20)),\n",
        "  ('Richard Nixon', datetime(1969, 1, 20), datetime(1974, 8, 9)),\n",
        "  ('Gerald Ford', datetime(1974, 8, 9), datetime(1977, 1, 20)),\n",
        "  ('Jimmy Carter', datetime(1977, 1, 20), datetime(1981, 1, 20)),\n",
        "  ('Ronald Reagan', datetime(1981, 1, 20), datetime(1989, 1, 20)),\n",
        "  ('George H. W. Bush', datetime(1989, 1, 20), datetime(1993, 1, 20)),\n",
        "  ('Bill Clinton', datetime(1993, 1, 20), datetime(2001, 1, 20)),\n",
        "  ('George W. Bush', datetime(2001, 1, 20), datetime(2009, 1, 20)),\n",
        "  ('Barack Obama', datetime(2009, 1, 20), datetime(2017, 1, 20)),\n",
        "  ('Donald Trump', datetime(2017, 1, 20), datetime(2021, 1, 20)),\n",
        "  ('Joe Biden', datetime(2021, 1, 20), datetime(2023, 6, 28))  # cut Biden short so that it lines up with our last data point\n",
        "]\n",
        "pres_df = pd.DataFrame.from_records(pres_records, columns=['name', 'start', 'end'])\n",
        "pres_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "E2JrcDH8JfdZ",
        "outputId": "51389718-665c-4dc7-ff88-ac52183033f4"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                 name      start        end\n",
              "0   Lyndon B. Johnson 1963-11-22 1969-01-20\n",
              "1       Richard Nixon 1969-01-20 1974-08-09\n",
              "2         Gerald Ford 1974-08-09 1977-01-20\n",
              "3        Jimmy Carter 1977-01-20 1981-01-20\n",
              "4       Ronald Reagan 1981-01-20 1989-01-20\n",
              "5   George H. W. Bush 1989-01-20 1993-01-20\n",
              "6        Bill Clinton 1993-01-20 2001-01-20\n",
              "7      George W. Bush 2001-01-20 2009-01-20\n",
              "8        Barack Obama 2009-01-20 2017-01-20\n",
              "9        Donald Trump 2017-01-20 2021-01-20\n",
              "10          Joe Biden 2021-01-20 2023-06-28"
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-d82ff1a7-4756-4ec7-be79-c66893b2c073\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>start</th>\n",
              "      <th>end</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Lyndon B. Johnson</td>\n",
              "      <td>1963-11-22</td>\n",
              "      <td>1969-01-20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Richard Nixon</td>\n",
              "      <td>1969-01-20</td>\n",
              "      <td>1974-08-09</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Gerald Ford</td>\n",
              "      <td>1974-08-09</td>\n",
              "      <td>1977-01-20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Jimmy Carter</td>\n",
              "      <td>1977-01-20</td>\n",
              "      <td>1981-01-20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Ronald Reagan</td>\n",
              "      <td>1981-01-20</td>\n",
              "      <td>1989-01-20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>George H. W. Bush</td>\n",
              "      <td>1989-01-20</td>\n",
              "      <td>1993-01-20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Bill Clinton</td>\n",
              "      <td>1993-01-20</td>\n",
              "      <td>2001-01-20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>George W. Bush</td>\n",
              "      <td>2001-01-20</td>\n",
              "      <td>2009-01-20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Barack Obama</td>\n",
              "      <td>2009-01-20</td>\n",
              "      <td>2017-01-20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Donald Trump</td>\n",
              "      <td>2017-01-20</td>\n",
              "      <td>2021-01-20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Joe Biden</td>\n",
              "      <td>2021-01-20</td>\n",
              "      <td>2023-06-28</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d82ff1a7-4756-4ec7-be79-c66893b2c073')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-f548c607-fe3f-454b-9dd2-da39aa461aef\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f548c607-fe3f-454b-9dd2-da39aa461aef')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-f548c607-fe3f-454b-9dd2-da39aa461aef button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-d82ff1a7-4756-4ec7-be79-c66893b2c073 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-d82ff1a7-4756-4ec7-be79-c66893b2c073');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "f, ax = plt.subplots()\n",
        "f.set_size_inches((12, 4))\n",
        "\n",
        "for i, r in pres_df.iterrows():\n",
        "  ax.plot([r[1], r[2]], [i, i], label=r[0])\n",
        "\n",
        "ax.legend()\n",
        "\n",
        "f.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "id": "5qXwu93uQZYi",
        "outputId": "e20b90c9-4578-4b55-97f1-eca77c97eea4"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x400 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "f, ax = plt.subplots()\n",
        "\n",
        "f.set_size_inches((5,4))\n",
        "\n",
        "#ax.bar(clipped_mn_df['date'], clipped_mn_df['cases'])\n",
        "ax.bar(yr_df['year'], yr_df['cases'])\n",
        "\n",
        "# this breaks the whole plot for some reason\n",
        "# for i, r in pres_df.iterrows():\n",
        "#   ax.plot([r[1], r[2]], [i/2, i/2], label=r[0])\n",
        "\n",
        "f.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "id": "MpvkXmgxSb_8",
        "outputId": "c6de98a2-e486-44b8-f78f-f1d60af188c5"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x400 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# add the mean & std for each president\n",
        "presidents = []\n",
        "for d in clipped_mn_df['date']:\n",
        "  for i, r in pres_df.iterrows():\n",
        "    if d >= r['start'] and d <= r['end']:\n",
        "      presidents.append(str(r['name']))\n",
        "\n",
        "clipped_mn_df['pres'] = presidents\n",
        "tmp = clipped_mn_df[['cases', 'pres']].groupby('pres').agg(['mean', 'std']).reset_index(drop=False)\n",
        "tmp.columns = ['name', 'cases_mean', 'cases_std']\n",
        "tmp\n",
        "\n",
        "pres_df = pd.merge(pres_df, tmp, on='name', how='inner')\n",
        "pres_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "CLDQcUmAz-ER",
        "outputId": "7a0a5263-f00d-49bb-b2c3-a0152a5ca343"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                 name      start        end  cases_mean  cases_std\n",
              "0   Lyndon B. Johnson 1963-11-22 1969-01-20    0.290323   0.817575\n",
              "1       Richard Nixon 1969-01-20 1974-08-09    3.328358   3.187989\n",
              "2         Gerald Ford 1974-08-09 1977-01-20    2.103448   2.663843\n",
              "3        Jimmy Carter 1977-01-20 1981-01-20    1.958333   1.844582\n",
              "4       Ronald Reagan 1981-01-20 1989-01-20    1.083333   1.433925\n",
              "5   George H. W. Bush 1989-01-20 1993-01-20    1.104167   1.171280\n",
              "6        Bill Clinton 1993-01-20 2001-01-20    5.364583   5.209545\n",
              "7      George W. Bush 2001-01-20 2009-01-20    4.635417   2.753447\n",
              "8        Barack Obama 2009-01-20 2017-01-20    6.385417   3.905111\n",
              "9        Donald Trump 2017-01-20 2021-01-20    3.520833   1.879221\n",
              "10          Joe Biden 2021-01-20 2023-06-28    2.700000   1.859737"
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-1b53477b-5d60-4a7f-bf91-eb6fe3654a9c\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>start</th>\n",
              "      <th>end</th>\n",
              "      <th>cases_mean</th>\n",
              "      <th>cases_std</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Lyndon B. Johnson</td>\n",
              "      <td>1963-11-22</td>\n",
              "      <td>1969-01-20</td>\n",
              "      <td>0.290323</td>\n",
              "      <td>0.817575</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Richard Nixon</td>\n",
              "      <td>1969-01-20</td>\n",
              "      <td>1974-08-09</td>\n",
              "      <td>3.328358</td>\n",
              "      <td>3.187989</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Gerald Ford</td>\n",
              "      <td>1974-08-09</td>\n",
              "      <td>1977-01-20</td>\n",
              "      <td>2.103448</td>\n",
              "      <td>2.663843</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Jimmy Carter</td>\n",
              "      <td>1977-01-20</td>\n",
              "      <td>1981-01-20</td>\n",
              "      <td>1.958333</td>\n",
              "      <td>1.844582</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Ronald Reagan</td>\n",
              "      <td>1981-01-20</td>\n",
              "      <td>1989-01-20</td>\n",
              "      <td>1.083333</td>\n",
              "      <td>1.433925</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>George H. W. Bush</td>\n",
              "      <td>1989-01-20</td>\n",
              "      <td>1993-01-20</td>\n",
              "      <td>1.104167</td>\n",
              "      <td>1.171280</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Bill Clinton</td>\n",
              "      <td>1993-01-20</td>\n",
              "      <td>2001-01-20</td>\n",
              "      <td>5.364583</td>\n",
              "      <td>5.209545</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>George W. Bush</td>\n",
              "      <td>2001-01-20</td>\n",
              "      <td>2009-01-20</td>\n",
              "      <td>4.635417</td>\n",
              "      <td>2.753447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Barack Obama</td>\n",
              "      <td>2009-01-20</td>\n",
              "      <td>2017-01-20</td>\n",
              "      <td>6.385417</td>\n",
              "      <td>3.905111</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Donald Trump</td>\n",
              "      <td>2017-01-20</td>\n",
              "      <td>2021-01-20</td>\n",
              "      <td>3.520833</td>\n",
              "      <td>1.879221</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Joe Biden</td>\n",
              "      <td>2021-01-20</td>\n",
              "      <td>2023-06-28</td>\n",
              "      <td>2.700000</td>\n",
              "      <td>1.859737</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1b53477b-5d60-4a7f-bf91-eb6fe3654a9c')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-99ea276e-9b3d-47df-81fd-981ca6fbf61a\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-99ea276e-9b3d-47df-81fd-981ca6fbf61a')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-99ea276e-9b3d-47df-81fd-981ca6fbf61a button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-1b53477b-5d60-4a7f-bf91-eb6fe3654a9c button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-1b53477b-5d60-4a7f-bf91-eb6fe3654a9c');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "f = go.Figure()\n",
        "\n",
        "f.add_trace(go.Bar(x=clipped_mn_df['date'], y=clipped_mn_df['cases'], name='Cases'))\n",
        "\n",
        "for i, r in pres_df.iterrows():\n",
        "  f.add_trace(go.Scatter(x=[r['start'], r['end']], y=[r['cases_mean'],r['cases_mean']], name=r['name']))\n",
        "\n",
        "\n",
        "f.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "9XaZvs004E9x",
        "outputId": "44984c8f-57b0-4df2-b1d8-5d6cfee5c568"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-2.18.2.min.js\"></script>                <div id=\"3aeff895-1491-4661-b4a7-f002c2969442\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"3aeff895-1491-4661-b4a7-f002c2969442\")) {                    Plotly.newPlot(                        \"3aeff895-1491-4661-b4a7-f002c2969442\",                        [{\"name\":\"Cases\",\"x\":[\"2023-06-28T00:00:00\",\"2023-05-28T00:00:00\",\"2023-04-28T00:00:00\",\"2023-03-28T00:00:00\",\"2023-02-28T00:00:00\",\"2023-01-28T00:00:00\",\"2022-12-28T00:00:00\",\"2022-11-28T00:00:00\",\"2022-10-28T00:00:00\",\"2022-09-28T00:00:00\",\"2022-08-28T00:00:00\",\"2022-07-28T00:00:00\",\"2022-06-28T00:00:00\",\"2022-05-28T00:00:00\",\"2022-04-28T00:00:00\",\"2022-03-28T00:00:00\",\"2022-02-28T00:00:00\",\"2022-01-28T00:00:00\",\"2021-12-28T00:00:00\",\"2021-11-28T00:00:00\",\"2021-10-28T00:00:00\",\"2021-09-28T00:00:00\",\"2021-08-28T00:00:00\",\"2021-07-28T00:00:00\",\"2021-06-28T00:00:00\",\"2021-05-28T00:00:00\",\"2021-04-28T00:00:00\",\"2021-03-28T00:00:00\",\"2021-02-28T00:00:00\",\"2021-01-28T00:00:00\",\"2020-12-28T00:00:00\",\"2020-11-28T00:00:00\",\"2020-10-28T00:00:00\",\"2020-09-28T00:00:00\",\"2020-08-28T00:00:00\",\"2020-07-28T00:00:00\",\"2020-06-28T00:00:00\",\"2020-05-28T00:00:00\",\"2020-04-28T00:00:00\",\"2020-03-28T00:00:00\",\"2020-02-28T00:00:00\",\"2020-01-28T00:00:00\",\"2019-12-28T00:00:00\",\"2019-11-28T00:00:00\",\"2019-10-28T00:00:00\",\"2019-09-28T00:00:00\",\"2019-08-28T00:00:00\",\"2019-07-28T00:00:00\",\"2019-06-28T00:00:00\",\"2019-05-28T00:00:00\",\"2019-04-28T00:00:00\",\"2019-03-28T00:00:00\",\"2019-02-28T00:00:00\",\"2019-01-28T00:00:00\",\"2018-12-28T00:00:00\",\"2018-11-28T00:00:00\",\"2018-10-28T00:00:00\",\"2018-09-28T00:00:00\",\"2018-08-28T00:00:00\",\"2018-07-28T00:00:00\",\"2018-06-28T00:00:00\",\"2018-05-28T00:00:00\",\"2018-04-28T00:00:00\",\"2018-03-28T00:00:00\",\"2018-02-28T00:00:00\",\"2018-01-28T00:00:00\",\"2017-12-28T00:00:00\",\"2017-11-28T00:00:00\",\"2017-10-28T00:00:00\",\"2017-09-28T00:00:00\",\"2017-08-28T00:00:00\",\"2017-07-28T00:00:00\",\"2017-06-28T00:00:00\",\"2017-05-28T00:00:00\",\"2017-04-28T00:00:00\",\"2017-03-28T00:00:00\",\"2017-02-28T00:00:00\",\"2017-01-28T00:00:00\",\"2016-12-28T00:00:00\",\"2016-11-28T00:00:00\",\"2016-10-28T00:00:00\",\"2016-09-28T00:00:00\",\"2016-08-28T00:00:00\",\"2016-07-28T00:00:00\",\"2016-06-28T00:00:00\",\"2016-05-28T00:00:00\",\"2016-04-28T00:00:00\",\"2016-03-28T00:00:00\",\"2016-02-28T00:00:00\",\"2016-01-28T00:00:00\",\"2015-12-28T00:00:00\",\"2015-11-28T00:00:00\",\"2015-10-28T00:00:00\",\"2015-09-28T00:00:00\",\"2015-08-28T00:00:00\",\"2015-07-28T00:00:00\",\"2015-06-28T00:00:00\",\"2015-05-28T00:00:00\",\"2015-04-28T00:00:00\",\"2015-03-28T00:00:00\",\"2015-02-28T00:00:00\",\"2015-01-28T00:00:00\",\"2014-12-28T00:00:00\",\"2014-11-28T00:00:00\",\"2014-10-28T00:00:00\",\"2014-09-28T00:00:00\",\"2014-08-28T00:00:00\",\"2014-07-28T00:00:00\",\"2014-06-28T00:00:00\",\"2014-05-28T00:00:00\",\"2014-04-28T00:00:00\",\"2014-03-28T00:00:00\",\"2014-02-28T00:00:00\",\"2014-01-28T00:00:00\",\"2013-12-28T00:00:00\",\"2013-11-28T00:00:00\",\"2013-10-28T00:00:00\",\"2013-09-28T00:00:00\",\"2013-08-28T00:00:00\",\"2013-07-28T00:00:00\",\"2013-06-28T00:00:00\",\"2013-05-28T00:00:00\",\"2013-04-28T00:00:00\",\"2013-03-28T00:00:00\",\"2013-02-28T00:00:00\",\"2013-01-28T00:00:00\",\"2012-12-28T00:00:00\",\"2012-11-28T00:00:00\",\"2012-10-28T00:00:00\",\"2012-09-28T00:00:00\",\"2012-08-28T00:00:00\",\"2012-07-28T00:00:00\",\"2012-06-28T00:00:00\",\"2012-05-28T00:00:00\",\"2012-04-28T00:00:00\",\"2012-03-28T00:00:00\",\"2012-02-28T00:00:00\",\"2012-01-28T00:00:00\",\"2011-12-28T00:00:00\",\"2011-11-28T00:00:00\",\"2011-10-28T00:00:00\",\"2011-09-28T00:00:00\",\"2011-08-28T00:00:00\",\"2011-07-28T00:00:00\",\"2011-06-28T00:00:00\",\"2011-05-28T00:00:00\",\"2011-04-28T00:00:00\",\"2011-03-28T00:00:00\",\"2011-02-28T00:00:00\",\"2011-01-28T00:00:00\",\"2010-12-28T00:00:00\",\"2010-11-28T00:00:00\",\"2010-10-28T00:00:00\",\"2010-09-28T00:00:00\",\"2010-08-28T00:00:00\",\"2010-07-28T00:00:00\",\"2010-06-28T00:00:00\",\"2010-05-28T00:00:00\",\"2010-04-28T00:00:00\",\"2010-03-28T00:00:00\",\"2010-02-28T00:00:00\",\"2010-01-28T00:00:00\",\"2009-12-28T00:00:00\",\"2009-11-28T00:00:00\",\"2009-10-28T00:00:00\",\"2009-09-28T00:00:00\",\"2009-08-28T00:00:00\",\"2009-07-28T00:00:00\",\"2009-06-28T00:00:00\",\"2009-05-28T00:00:00\",\"2009-04-28T00:00:00\",\"2009-03-28T00:00:00\",\"2009-02-28T00:00:00\",\"2009-01-28T00:00:00\",\"2008-12-28T00:00:00\",\"2008-11-28T00:00:00\",\"2008-10-28T00:00:00\",\"2008-09-28T00:00:00\",\"2008-08-28T00:00:00\",\"2008-07-28T00:00:00\",\"2008-06-28T00:00:00\",\"2008-05-28T00:00:00\",\"2008-04-28T00:00:00\",\"2008-03-28T00:00:00\",\"2008-02-28T00:00:00\",\"2008-01-28T00:00:00\",\"2007-12-28T00:00:00\",\"2007-11-28T00:00:00\",\"2007-10-28T00:00:00\",\"2007-09-28T00:00:00\",\"2007-08-28T00:00:00\",\"2007-07-28T00:00:00\",\"2007-06-28T00:00:00\",\"2007-05-28T00:00:00\",\"2007-04-28T00:00:00\",\"2007-03-28T00:00:00\",\"2007-02-28T00:00:00\",\"2007-01-28T00:00:00\",\"2006-12-28T00:00:00\",\"2006-11-28T00:00:00\",\"2006-10-28T00:00:00\",\"2006-09-28T00:00:00\",\"2006-08-28T00:00:00\",\"2006-07-28T00:00:00\",\"2006-06-28T00:00:00\",\"2006-05-28T00:00:00\",\"2006-04-28T00:00:00\",\"2006-03-28T00:00:00\",\"2006-02-28T00:00:00\",\"2006-01-28T00:00:00\",\"2005-12-28T00:00:00\",\"2005-11-28T00:00:00\",\"2005-10-28T00:00:00\",\"2005-09-28T00:00:00\",\"2005-08-28T00:00:00\",\"2005-07-28T00:00:00\",\"2005-06-28T00:00:00\",\"2005-05-28T00:00:00\",\"2005-04-28T00:00:00\",\"2005-03-28T00:00:00\",\"2005-02-28T00:00:00\",\"2005-01-28T00:00:00\",\"2004-12-28T00:00:00\",\"2004-11-28T00:00:00\",\"2004-10-28T00:00:00\",\"2004-09-28T00:00:00\",\"2004-08-28T00:00:00\",\"2004-07-28T00:00:00\",\"2004-06-28T00:00:00\",\"2004-05-28T00:00:00\",\"2004-04-28T00:00:00\",\"2004-03-28T00:00:00\",\"2004-02-28T00:00:00\",\"2004-01-28T00:00:00\",\"2003-12-28T00:00:00\",\"2003-11-28T00:00:00\",\"2003-10-28T00:00:00\",\"2003-09-28T00:00:00\",\"2003-08-28T00:00:00\",\"2003-07-28T00:00:00\",\"2003-06-28T00:00:00\",\"2003-05-28T00:00:00\",\"2003-04-28T00:00:00\",\"2003-03-28T00:00:00\",\"2003-02-28T00:00:00\",\"2003-01-28T00:00:00\",\"2002-12-28T00:00:00\",\"2002-11-28T00:00:00\",\"2002-10-28T00:00:00\",\"2002-09-28T00:00:00\",\"2002-08-28T00:00:00\",\"2002-07-28T00:00:00\",\"2002-06-28T00:00:00\",\"2002-05-28T00:00:00\",\"2002-04-28T00:00:00\",\"2002-03-28T00:00:00\",\"2002-02-28T00:00:00\",\"2002-01-28T00:00:00\",\"2001-12-28T00:00:00\",\"2001-11-28T00:00:00\",\"2001-10-28T00:00:00\",\"2001-09-28T00:00:00\",\"2001-08-28T00:00:00\",\"2001-07-28T00:00:00\",\"2001-06-28T00:00:00\",\"2001-05-28T00:00:00\",\"2001-04-28T00:00:00\",\"2001-03-28T00:00:00\",\"2001-02-28T00:00:00\",\"2001-01-28T00:00:00\",\"2000-12-28T00:00:00\",\"2000-11-28T00:00:00\",\"2000-10-28T00:00:00\",\"2000-09-28T00:00:00\",\"2000-08-28T00:00:00\",\"2000-07-28T00:00:00\",\"2000-06-28T00:00:00\",\"2000-05-28T00:00:00\",\"2000-04-28T00:00:00\",\"2000-03-28T00:00:00\",\"2000-02-28T00:00:00\",\"2000-01-28T00:00:00\",\"1999-12-28T00:00:00\",\"1999-11-28T00:00:00\",\"1999-10-28T00:00:00\",\"1999-09-28T00:00:00\",\"1999-08-28T00:00:00\",\"1999-07-28T00:00:00\",\"1999-06-28T00:00:00\",\"1999-05-28T00:00:00\",\"1999-04-28T00:00:00\",\"1999-03-28T00:00:00\",\"1999-02-28T00:00:00\",\"1999-01-28T00:00:00\",\"1998-12-28T00:00:00\",\"1998-11-28T00:00:00\",\"1998-10-28T00:00:00\",\"1998-09-28T00:00:00\",\"1998-08-28T00:00:00\",\"1998-07-28T00:00:00\",\"1998-06-28T00:00:00\",\"1998-05-28T00:00:00\",\"1998-04-28T00:00:00\",\"1998-03-28T00:00:00\",\"1998-02-28T00:00:00\",\"1998-01-28T00:00:00\",\"1997-12-28T00:00:00\",\"1997-11-28T00:00:00\",\"1997-10-28T00:00:00\",\"1997-09-28T00:00:00\",\"1997-08-28T00:00:00\",\"1997-07-28T00:00:00\",\"1997-06-28T00:00:00\",\"1997-05-28T00:00:00\",\"1997-04-28T00:00:00\",\"1997-03-28T00:00:00\",\"1997-02-28T00:00:00\",\"1997-01-28T00:00:00\",\"1996-12-28T00:00:00\",\"1996-11-28T00:00:00\",\"1996-10-28T00:00:00\",\"1996-09-28T00:00:00\",\"1996-08-28T00:00:00\",\"1996-07-28T00:00:00\",\"1996-06-28T00:00:00\",\"1996-05-28T00:00:00\",\"1996-04-28T00:00:00\",\"1996-03-28T00:00:00\",\"1996-02-28T00:00:00\",\"1996-01-28T00:00:00\",\"1995-12-28T00:00:00\",\"1995-11-28T00:00:00\",\"1995-10-28T00:00:00\",\"1995-09-28T00:00:00\",\"1995-08-28T00:00:00\",\"1995-07-28T00:00:00\",\"1995-06-28T00:00:00\",\"1995-05-28T00:00:00\",\"1995-04-28T00:00:00\",\"1995-03-28T00:00:00\",\"1995-02-28T00:00:00\",\"1995-01-28T00:00:00\",\"1994-12-28T00:00:00\",\"1994-11-28T00:00:00\",\"1994-10-28T00:00:00\",\"1994-09-28T00:00:00\",\"1994-08-28T00:00:00\",\"1994-07-28T00:00:00\",\"1994-06-28T00:00:00\",\"1994-05-28T00:00:00\",\"1994-04-28T00:00:00\",\"1994-03-28T00:00:00\",\"1994-02-28T00:00:00\",\"1994-01-28T00:00:00\",\"1993-12-28T00:00:00\",\"1993-11-28T00:00:00\",\"1993-10-28T00:00:00\",\"1993-09-28T00:00:00\",\"1993-08-28T00:00:00\",\"1993-07-28T00:00:00\",\"1993-06-28T00:00:00\",\"1993-05-28T00:00:00\",\"1993-04-28T00:00:00\",\"1993-03-28T00:00:00\",\"1993-02-28T00:00:00\",\"1993-01-28T00:00:00\",\"1992-12-28T00:00:00\",\"1992-11-28T00:00:00\",\"1992-10-28T00:00:00\",\"1992-09-28T00:00:00\",\"1992-08-28T00:00:00\",\"1992-07-28T00:00:00\",\"1992-06-28T00:00:00\",\"1992-05-28T00:00:00\",\"1992-04-28T00:00:00\",\"1992-03-28T00:00:00\",\"1992-02-28T00:00:00\",\"1992-01-28T00:00:00\",\"1991-12-28T00:00:00\",\"1991-11-28T00:00:00\",\"1991-10-28T00:00:00\",\"1991-09-28T00:00:00\",\"1991-08-28T00:00:00\",\"1991-07-28T00:00:00\",\"1991-06-28T00:00:00\",\"1991-05-28T00:00:00\",\"1991-04-28T00:00:00\",\"1991-03-28T00:00:00\",\"1991-02-28T00:00:00\",\"1991-01-28T00:00:00\",\"1990-12-28T00:00:00\",\"1990-11-28T00:00:00\",\"1990-10-28T00:00:00\",\"1990-09-28T00:00:00\",\"1990-08-28T00:00:00\",\"1990-07-28T00:00:00\",\"1990-06-28T00:00:00\",\"1990-05-28T00:00:00\",\"1990-04-28T00:00:00\",\"1990-03-28T00:00:00\",\"1990-02-28T00:00:00\",\"1990-01-28T00:00:00\",\"1989-12-28T00:00:00\",\"1989-11-28T00:00:00\",\"1989-10-28T00:00:00\",\"1989-09-28T00:00:00\",\"1989-08-28T00:00:00\",\"1989-07-28T00:00:00\",\"1989-06-28T00:00:00\",\"1989-05-28T00:00:00\",\"1989-04-28T00:00:00\",\"1989-03-28T00:00:00\",\"1989-02-28T00:00:00\",\"1989-01-28T00:00:00\",\"1988-12-28T00:00:00\",\"1988-11-28T00:00:00\",\"1988-10-28T00:00:00\",\"1988-09-28T00:00:00\",\"1988-08-28T00:00:00\",\"1988-07-28T00:00:00\",\"1988-06-28T00:00:00\",\"1988-05-28T00:00:00\",\"1988-04-28T00:00:00\",\"1988-03-28T00:00:00\",\"1988-02-28T00:00:00\",\"1988-01-28T00:00:00\",\"1987-12-28T00:00:00\",\"1987-11-28T00:00:00\",\"1987-10-28T00:00:00\",\"1987-09-28T00:00:00\",\"1987-08-28T00:00:00\",\"1987-07-28T00:00:00\",\"1987-06-28T00:00:00\",\"1987-05-28T00:00:00\",\"1987-04-28T00:00:00\",\"1987-03-28T00:00:00\",\"1987-02-28T00:00:00\",\"1987-01-28T00:00:00\",\"1986-12-28T00:00:00\",\"1986-11-28T00:00:00\",\"1986-10-28T00:00:00\",\"1986-09-28T00:00:00\",\"1986-08-28T00:00:00\",\"1986-07-28T00:00:00\",\"1986-06-28T00:00:00\",\"1986-05-28T00:00:00\",\"1986-04-28T00:00:00\",\"1986-03-28T00:00:00\",\"1986-02-28T00:00:00\",\"1986-01-28T00:00:00\",\"1985-12-28T00:00:00\",\"1985-11-28T00:00:00\",\"1985-10-28T00:00:00\",\"1985-09-28T00:00:00\",\"1985-08-28T00:00:00\",\"1985-07-28T00:00:00\",\"1985-06-28T00:00:00\",\"1985-05-28T00:00:00\",\"1985-04-28T00:00:00\",\"1985-03-28T00:00:00\",\"1985-02-28T00:00:00\",\"1985-01-28T00:00:00\",\"1984-12-28T00:00:00\",\"1984-11-28T00:00:00\",\"1984-10-28T00:00:00\",\"1984-09-28T00:00:00\",\"1984-08-28T00:00:00\",\"1984-07-28T00:00:00\",\"1984-06-28T00:00:00\",\"1984-05-28T00:00:00\",\"1984-04-28T00:00:00\",\"1984-03-28T00:00:00\",\"1984-02-28T00:00:00\",\"1984-01-28T00:00:00\",\"1983-12-28T00:00:00\",\"1983-11-28T00:00:00\",\"1983-10-28T00:00:00\",\"1983-09-28T00:00:00\",\"1983-08-28T00:00:00\",\"1983-07-28T00:00:00\",\"1983-06-28T00:00:00\",\"1983-05-28T00:00:00\",\"1983-04-28T00:00:00\",\"1983-03-28T00:00:00\",\"1983-02-28T00:00:00\",\"1983-01-28T00:00:00\",\"1982-12-28T00:00:00\",\"1982-11-28T00:00:00\",\"1982-10-28T00:00:00\",\"1982-09-28T00:00:00\",\"1982-08-28T00:00:00\",\"1982-07-28T00:00:00\",\"1982-06-28T00:00:00\",\"1982-05-28T00:00:00\",\"1982-04-28T00:00:00\",\"1982-03-28T00:00:00\",\"1982-02-28T00:00:00\",\"1982-01-28T00:00:00\",\"1981-12-28T00:00:00\",\"1981-11-28T00:00:00\",\"1981-10-28T00:00:00\",\"1981-09-28T00:00:00\",\"1981-08-28T00:00:00\",\"1981-07-28T00:00:00\",\"1981-06-28T00:00:00\",\"1981-05-28T00:00:00\",\"1981-04-28T00:00:00\",\"1981-03-28T00:00:00\",\"1981-02-28T00:00:00\",\"1981-01-28T00:00:00\",\"1980-12-28T00:00:00\",\"1980-11-28T00:00:00\",\"1980-10-28T00:00:00\",\"1980-09-28T00:00:00\",\"1980-08-28T00:00:00\",\"1980-07-28T00:00:00\",\"1980-06-28T00:00:00\",\"1980-05-28T00:00:00\",\"1980-04-28T00:00:00\",\"1980-03-28T00:00:00\",\"1980-02-28T00:00:00\",\"1980-01-28T00:00:00\",\"1979-12-28T00:00:00\",\"1979-11-28T00:00:00\",\"1979-10-28T00:00:00\",\"1979-09-28T00:00:00\",\"1979-08-28T00:00:00\",\"1979-07-28T00:00:00\",\"1979-06-28T00:00:00\",\"1979-05-28T00:00:00\",\"1979-04-28T00:00:00\",\"1979-03-28T00:00:00\",\"1979-02-28T00:00:00\",\"1979-01-28T00:00:00\",\"1978-12-28T00:00:00\",\"1978-11-28T00:00:00\",\"1978-10-28T00:00:00\",\"1978-09-28T00:00:00\",\"1978-08-28T00:00:00\",\"1978-07-28T00:00:00\",\"1978-06-28T00:00:00\",\"1978-05-28T00:00:00\",\"1978-04-28T00:00:00\",\"1978-03-28T00:00:00\",\"1978-02-28T00:00:00\",\"1978-01-28T00:00:00\",\"1977-12-28T00:00:00\",\"1977-11-28T00:00:00\",\"1977-10-28T00:00:00\",\"1977-09-28T00:00:00\",\"1977-08-28T00:00:00\",\"1977-07-28T00:00:00\",\"1977-06-28T00:00:00\",\"1977-05-28T00:00:00\",\"1977-04-28T00:00:00\",\"1977-03-28T00:00:00\",\"1977-02-28T00:00:00\",\"1977-01-28T00:00:00\",\"1976-12-28T00:00:00\",\"1976-11-28T00:00:00\",\"1976-10-28T00:00:00\",\"1976-09-28T00:00:00\",\"1976-08-28T00:00:00\",\"1976-07-28T00:00:00\",\"1976-06-28T00:00:00\",\"1976-05-28T00:00:00\",\"1976-04-28T00:00:00\",\"1976-03-28T00:00:00\",\"1976-02-28T00:00:00\",\"1976-01-28T00:00:00\",\"1975-12-28T00:00:00\",\"1975-11-28T00:00:00\",\"1975-10-28T00:00:00\",\"1975-09-28T00:00:00\",\"1975-08-28T00:00:00\",\"1975-07-28T00:00:00\",\"1975-06-28T00:00:00\",\"1975-05-28T00:00:00\",\"1975-04-28T00:00:00\",\"1975-03-28T00:00:00\",\"1975-02-28T00:00:00\",\"1975-01-28T00:00:00\",\"1974-12-28T00:00:00\",\"1974-11-28T00:00:00\",\"1974-10-28T00:00:00\",\"1974-09-28T00:00:00\",\"1974-08-28T00:00:00\",\"1974-07-28T00:00:00\",\"1974-06-28T00:00:00\",\"1974-05-28T00:00:00\",\"1974-04-28T00:00:00\",\"1974-03-28T00:00:00\",\"1974-02-28T00:00:00\",\"1974-01-28T00:00:00\",\"1973-12-28T00:00:00\",\"1973-11-28T00:00:00\",\"1973-10-28T00:00:00\",\"1973-09-28T00:00:00\",\"1973-08-28T00:00:00\",\"1973-07-28T00:00:00\",\"1973-06-28T00:00:00\",\"1973-05-28T00:00:00\",\"1973-04-28T00:00:00\",\"1973-03-28T00:00:00\",\"1973-02-28T00:00:00\",\"1973-01-28T00:00:00\",\"1972-12-28T00:00:00\",\"1972-11-28T00:00:00\",\"1972-10-28T00:00:00\",\"1972-09-28T00:00:00\",\"1972-08-28T00:00:00\",\"1972-07-28T00:00:00\",\"1972-06-28T00:00:00\",\"1972-05-28T00:00:00\",\"1972-04-28T00:00:00\",\"1972-03-28T00:00:00\",\"1972-02-28T00:00:00\",\"1972-01-28T00:00:00\",\"1971-12-28T00:00:00\",\"1971-11-28T00:00:00\",\"1971-10-28T00:00:00\",\"1971-09-28T00:00:00\",\"1971-08-28T00:00:00\",\"1971-07-28T00:00:00\",\"1971-06-28T00:00:00\",\"1971-05-28T00:00:00\",\"1971-04-28T00:00:00\",\"1971-03-28T00:00:00\",\"1971-02-28T00:00:00\",\"1971-01-28T00:00:00\",\"1970-12-28T00:00:00\",\"1970-11-28T00:00:00\",\"1970-10-28T00:00:00\",\"1970-09-28T00:00:00\",\"1970-08-28T00:00:00\",\"1970-07-28T00:00:00\",\"1970-06-28T00:00:00\",\"1970-05-28T00:00:00\",\"1970-04-28T00:00:00\",\"1970-03-28T00:00:00\",\"1970-02-28T00:00:00\",\"1970-01-28T00:00:00\",\"1969-12-28T00:00:00\",\"1969-11-28T00:00:00\",\"1969-10-28T00:00:00\",\"1969-09-28T00:00:00\",\"1969-08-28T00:00:00\",\"1969-07-28T00:00:00\",\"1969-06-28T00:00:00\",\"1969-05-28T00:00:00\",\"1969-04-28T00:00:00\",\"1969-03-28T00:00:00\",\"1969-02-28T00:00:00\",\"1969-01-28T00:00:00\",\"1968-12-28T00:00:00\",\"1968-11-28T00:00:00\",\"1968-10-28T00:00:00\",\"1968-09-28T00:00:00\",\"1968-08-28T00:00:00\",\"1968-07-28T00:00:00\",\"1968-06-28T00:00:00\",\"1968-05-28T00:00:00\",\"1968-04-28T00:00:00\",\"1968-03-28T00:00:00\",\"1968-02-28T00:00:00\",\"1968-01-28T00:00:00\",\"1967-12-28T00:00:00\",\"1967-11-28T00:00:00\",\"1967-10-28T00:00:00\",\"1967-09-28T00:00:00\",\"1967-08-28T00:00:00\",\"1967-07-28T00:00:00\",\"1967-06-28T00:00:00\",\"1967-05-28T00:00:00\",\"1967-04-28T00:00:00\",\"1967-03-28T00:00:00\",\"1967-02-28T00:00:00\",\"1967-01-28T00:00:00\",\"1966-12-28T00:00:00\",\"1966-11-28T00:00:00\",\"1966-10-28T00:00:00\",\"1966-09-28T00:00:00\",\"1966-08-28T00:00:00\",\"1966-07-28T00:00:00\",\"1966-06-28T00:00:00\",\"1966-05-28T00:00:00\",\"1966-04-28T00:00:00\",\"1966-03-28T00:00:00\",\"1966-02-28T00:00:00\",\"1966-01-28T00:00:00\",\"1965-12-28T00:00:00\",\"1965-11-28T00:00:00\",\"1965-10-28T00:00:00\",\"1965-09-28T00:00:00\",\"1965-08-28T00:00:00\",\"1965-07-28T00:00:00\",\"1965-06-28T00:00:00\",\"1965-05-28T00:00:00\",\"1965-04-28T00:00:00\",\"1965-03-28T00:00:00\",\"1965-02-28T00:00:00\",\"1965-01-28T00:00:00\",\"1964-12-28T00:00:00\",\"1964-11-28T00:00:00\",\"1964-10-28T00:00:00\",\"1964-09-28T00:00:00\",\"1964-08-28T00:00:00\",\"1964-07-28T00:00:00\",\"1964-06-28T00:00:00\",\"1964-05-28T00:00:00\",\"1964-04-28T00:00:00\",\"1964-03-28T00:00:00\",\"1964-02-28T00:00:00\",\"1964-01-28T00:00:00\",\"1963-12-28T00:00:00\",\"1963-11-28T00:00:00\"],\"y\":[2,0,1,1,2,5,0,4,2,2,2,3,3,3,1,6,3,1,2,7,5,6,3,2,5,2,1,3,0,4,3,3,6,4,2,5,3,3,4,4,8,2,4,0,5,3,4,7,8,3,3,1,3,4,5,4,4,1,6,0,4,4,8,3,3,1,2,4,4,2,4,2,3,2,1,3,2,5,10,5,4,3,8,5,8,7,5,4,6,1,6,3,7,9,3,3,5,9,7,6,2,5,11,12,7,4,3,4,6,3,4,4,8,9,4,7,3,20,4,6,6,5,6,4,2,2,3,4,6,4,7,6,6,2,11,4,9,12,9,4,12,26,10,7,13,7,5,7,5,6,8,17,7,15,6,3,4,5,5,7,9,5,2,3,3,5,6,3,7,6,13,4,3,7,9,6,9,4,3,7,11,9,6,4,3,4,5,9,8,2,6,4,3,7,5,2,5,0,5,4,2,8,1,2,5,2,6,12,3,4,8,0,4,4,4,2,8,7,6,3,3,3,3,2,5,5,5,1,3,6,4,6,12,5,5,3,5,15,3,3,4,0,4,4,3,1,3,6,7,10,3,3,5,5,5,5,0,1,0,2,5,5,6,4,6,3,5,4,3,5,1,4,5,5,9,9,16,17,7,6,3,5,5,8,3,14,3,5,15,9,6,11,3,4,2,10,3,31,4,5,9,5,5,7,5,0,7,3,3,12,3,8,5,4,3,2,9,7,1,4,5,23,10,4,11,6,9,4,6,2,4,2,2,23,3,2,8,2,4,2,1,2,9,1,2,2,5,2,3,4,2,4,3,2,1,0,0,1,0,2,1,0,0,2,4,0,1,0,1,3,1,1,1,1,0,1,2,1,2,1,2,0,0,2,0,2,0,2,1,6,2,0,1,0,2,4,0,2,1,1,1,2,1,1,0,0,0,0,2,0,0,0,1,1,0,2,0,1,0,1,0,2,2,2,0,0,1,1,2,0,0,0,8,1,1,0,1,1,1,1,0,0,2,0,2,0,0,0,3,0,0,1,0,1,2,1,1,0,1,0,0,2,1,1,1,1,2,2,0,3,0,2,1,2,0,1,0,0,1,0,1,2,1,0,1,0,0,1,2,0,1,2,4,1,3,1,4,0,2,0,0,1,1,1,0,0,0,0,7,6,4,1,4,8,4,2,2,2,2,0,0,4,3,0,0,4,6,1,4,2,2,4,0,4,1,3,1,5,4,1,1,1,2,3,0,0,0,1,2,1,1,2,1,0,0,0,1,0,0,1,0,0,0,0,8,1,4,1,3,5,2,6,6,1,3,1,0,0,0,1,0,0,10,4,1,2,1,1,5,2,3,1,0,0,3,2,2,1,5,0,3,5,6,1,4,3,8,2,2,1,3,3,15,11,10,3,3,10,2,2,4,3,1,3,4,11,4,1,2,3,6,6,0,3,3,7,11,4,3,6,4,0,3,0,0,1,1,4,1,0,2,0,0,0,0,1,0,0,0,0,0,0,0,3,0,2,0,5,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],\"type\":\"bar\"},{\"name\":\"Lyndon B. Johnson\",\"x\":[\"1963-11-22T00:00:00\",\"1969-01-20T00:00:00\"],\"y\":[0.2903225806451613,0.2903225806451613],\"type\":\"scatter\"},{\"name\":\"Richard Nixon\",\"x\":[\"1969-01-20T00:00:00\",\"1974-08-09T00:00:00\"],\"y\":[3.328358208955224,3.328358208955224],\"type\":\"scatter\"},{\"name\":\"Gerald Ford\",\"x\":[\"1974-08-09T00:00:00\",\"1977-01-20T00:00:00\"],\"y\":[2.103448275862069,2.103448275862069],\"type\":\"scatter\"},{\"name\":\"Jimmy Carter\",\"x\":[\"1977-01-20T00:00:00\",\"1981-01-20T00:00:00\"],\"y\":[1.9583333333333333,1.9583333333333333],\"type\":\"scatter\"},{\"name\":\"Ronald Reagan\",\"x\":[\"1981-01-20T00:00:00\",\"1989-01-20T00:00:00\"],\"y\":[1.0833333333333333,1.0833333333333333],\"type\":\"scatter\"},{\"name\":\"George H. W. Bush\",\"x\":[\"1989-01-20T00:00:00\",\"1993-01-20T00:00:00\"],\"y\":[1.1041666666666667,1.1041666666666667],\"type\":\"scatter\"},{\"name\":\"Bill Clinton\",\"x\":[\"1993-01-20T00:00:00\",\"2001-01-20T00:00:00\"],\"y\":[5.364583333333333,5.364583333333333],\"type\":\"scatter\"},{\"name\":\"George W. Bush\",\"x\":[\"2001-01-20T00:00:00\",\"2009-01-20T00:00:00\"],\"y\":[4.635416666666667,4.635416666666667],\"type\":\"scatter\"},{\"name\":\"Barack Obama\",\"x\":[\"2009-01-20T00:00:00\",\"2017-01-20T00:00:00\"],\"y\":[6.385416666666667,6.385416666666667],\"type\":\"scatter\"},{\"name\":\"Donald Trump\",\"x\":[\"2017-01-20T00:00:00\",\"2021-01-20T00:00:00\"],\"y\":[3.5208333333333335,3.5208333333333335],\"type\":\"scatter\"},{\"name\":\"Joe Biden\",\"x\":[\"2021-01-20T00:00:00\",\"2023-06-28T00:00:00\"],\"y\":[2.7,2.7],\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('3aeff895-1491-4661-b4a7-f002c2969442');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# try to add some error bars by copying the Filled Lines section\n",
        "# https://plotly.com/python/line-charts/\n",
        "f = go.Figure()\n",
        "\n",
        "f.add_trace(go.Bar(x=clipped_mn_df['date'], y=clipped_mn_df['cases'], name='Antitrust Cases'))\n",
        "# the president lines don't show up if I do this one\n",
        "# oh prolly b/c it's an int not a datetime\n",
        "# f.add_trace(go.Bar(x=yr_df['year'], y=yr_df['cases'], name='Cases'))\n",
        "\n",
        "\n",
        "for i, r in pres_df.iterrows():\n",
        "\n",
        "  # std error region thing\n",
        "  # right now it's pink b/c I haven't picked colors yet\n",
        "  upper = r['cases_mean'] + r['cases_std'] / 2\n",
        "  lower = r['cases_mean'] - r['cases_std'] / 2\n",
        "  f.add_trace(go.Scatter(\n",
        "    x = [r['start'], r['end'], r['end'], r['start']],\n",
        "    y = [upper, upper, lower, lower],\n",
        "    fill='toself',\n",
        "    fillcolor='#facade',\n",
        "    line_color='rgba(255,255,255,0)',\n",
        "    showlegend=False\n",
        "  ))\n",
        "\n",
        "  # mean\n",
        "  f.add_trace(go.Scatter(x=[r['start'], r['end']], y=[r['cases_mean'],r['cases_mean']], name=r['name']))\n",
        "\n",
        "f.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "_sbsJjE181fg",
        "outputId": "f9d1966b-ba04-4994-9ff8-4a692221d065"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-2.18.2.min.js\"></script>                <div id=\"6661fc11-7ae9-46cb-9d1a-4895ca8caf8e\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"6661fc11-7ae9-46cb-9d1a-4895ca8caf8e\")) {                    Plotly.newPlot(                        \"6661fc11-7ae9-46cb-9d1a-4895ca8caf8e\",                        [{\"name\":\"Antitrust Cases\",\"x\":[\"2023-06-28T00:00:00\",\"2023-05-28T00:00:00\",\"2023-04-28T00:00:00\",\"2023-03-28T00:00:00\",\"2023-02-28T00:00:00\",\"2023-01-28T00:00:00\",\"2022-12-28T00:00:00\",\"2022-11-28T00:00:00\",\"2022-10-28T00:00:00\",\"2022-09-28T00:00:00\",\"2022-08-28T00:00:00\",\"2022-07-28T00:00:00\",\"2022-06-28T00:00:00\",\"2022-05-28T00:00:00\",\"2022-04-28T00:00:00\",\"2022-03-28T00:00:00\",\"2022-02-28T00:00:00\",\"2022-01-28T00:00:00\",\"2021-12-28T00:00:00\",\"2021-11-28T00:00:00\",\"2021-10-28T00:00:00\",\"2021-09-28T00:00:00\",\"2021-08-28T00:00:00\",\"2021-07-28T00:00:00\",\"2021-06-28T00:00:00\",\"2021-05-28T00:00:00\",\"2021-04-28T00:00:00\",\"2021-03-28T00:00:00\",\"2021-02-28T00:00:00\",\"2021-01-28T00:00:00\",\"2020-12-28T00:00:00\",\"2020-11-28T00:00:00\",\"2020-10-28T00:00:00\",\"2020-09-28T00:00:00\",\"2020-08-28T00:00:00\",\"2020-07-28T00:00:00\",\"2020-06-28T00:00:00\",\"2020-05-28T00:00:00\",\"2020-04-28T00:00:00\",\"2020-03-28T00:00:00\",\"2020-02-28T00:00:00\",\"2020-01-28T00:00:00\",\"2019-12-28T00:00:00\",\"2019-11-28T00:00:00\",\"2019-10-28T00:00:00\",\"2019-09-28T00:00:00\",\"2019-08-28T00:00:00\",\"2019-07-28T00:00:00\",\"2019-06-28T00:00:00\",\"2019-05-28T00:00:00\",\"2019-04-28T00:00:00\",\"2019-03-28T00:00:00\",\"2019-02-28T00:00:00\",\"2019-01-28T00:00:00\",\"2018-12-28T00:00:00\",\"2018-11-28T00:00:00\",\"2018-10-28T00:00:00\",\"2018-09-28T00:00:00\",\"2018-08-28T00:00:00\",\"2018-07-28T00:00:00\",\"2018-06-28T00:00:00\",\"2018-05-28T00:00:00\",\"2018-04-28T00:00:00\",\"2018-03-28T00:00:00\",\"2018-02-28T00:00:00\",\"2018-01-28T00:00:00\",\"2017-12-28T00:00:00\",\"2017-11-28T00:00:00\",\"2017-10-28T00:00:00\",\"2017-09-28T00:00:00\",\"2017-08-28T00:00:00\",\"2017-07-28T00:00:00\",\"2017-06-28T00:00:00\",\"2017-05-28T00:00:00\",\"2017-04-28T00:00:00\",\"2017-03-28T00:00:00\",\"2017-02-28T00:00:00\",\"2017-01-28T00:00:00\",\"2016-12-28T00:00:00\",\"2016-11-28T00:00:00\",\"2016-10-28T00:00:00\",\"2016-09-28T00:00:00\",\"2016-08-28T00:00:00\",\"2016-07-28T00:00:00\",\"2016-06-28T00:00:00\",\"2016-05-28T00:00:00\",\"2016-04-28T00:00:00\",\"2016-03-28T00:00:00\",\"2016-02-28T00:00:00\",\"2016-01-28T00:00:00\",\"2015-12-28T00:00:00\",\"2015-11-28T00:00:00\",\"2015-10-28T00:00:00\",\"2015-09-28T00:00:00\",\"2015-08-28T00:00:00\",\"2015-07-28T00:00:00\",\"2015-06-28T00:00:00\",\"2015-05-28T00:00:00\",\"2015-04-28T00:00:00\",\"2015-03-28T00:00:00\",\"2015-02-28T00:00:00\",\"2015-01-28T00:00:00\",\"2014-12-28T00:00:00\",\"2014-11-28T00:00:00\",\"2014-10-28T00:00:00\",\"2014-09-28T00:00:00\",\"2014-08-28T00:00:00\",\"2014-07-28T00:00:00\",\"2014-06-28T00:00:00\",\"2014-05-28T00:00:00\",\"2014-04-28T00:00:00\",\"2014-03-28T00:00:00\",\"2014-02-28T00:00:00\",\"2014-01-28T00:00:00\",\"2013-12-28T00:00:00\",\"2013-11-28T00:00:00\",\"2013-10-28T00:00:00\",\"2013-09-28T00:00:00\",\"2013-08-28T00:00:00\",\"2013-07-28T00:00:00\",\"2013-06-28T00:00:00\",\"2013-05-28T00:00:00\",\"2013-04-28T00:00:00\",\"2013-03-28T00:00:00\",\"2013-02-28T00:00:00\",\"2013-01-28T00:00:00\",\"2012-12-28T00:00:00\",\"2012-11-28T00:00:00\",\"2012-10-28T00:00:00\",\"2012-09-28T00:00:00\",\"2012-08-28T00:00:00\",\"2012-07-28T00:00:00\",\"2012-06-28T00:00:00\",\"2012-05-28T00:00:00\",\"2012-04-28T00:00:00\",\"2012-03-28T00:00:00\",\"2012-02-28T00:00:00\",\"2012-01-28T00:00:00\",\"2011-12-28T00:00:00\",\"2011-11-28T00:00:00\",\"2011-10-28T00:00:00\",\"2011-09-28T00:00:00\",\"2011-08-28T00:00:00\",\"2011-07-28T00:00:00\",\"2011-06-28T00:00:00\",\"2011-05-28T00:00:00\",\"2011-04-28T00:00:00\",\"2011-03-28T00:00:00\",\"2011-02-28T00:00:00\",\"2011-01-28T00:00:00\",\"2010-12-28T00:00:00\",\"2010-11-28T00:00:00\",\"2010-10-28T00:00:00\",\"2010-09-28T00:00:00\",\"2010-08-28T00:00:00\",\"2010-07-28T00:00:00\",\"2010-06-28T00:00:00\",\"2010-05-28T00:00:00\",\"2010-04-28T00:00:00\",\"2010-03-28T00:00:00\",\"2010-02-28T00:00:00\",\"2010-01-28T00:00:00\",\"2009-12-28T00:00:00\",\"2009-11-28T00:00:00\",\"2009-10-28T00:00:00\",\"2009-09-28T00:00:00\",\"2009-08-28T00:00:00\",\"2009-07-28T00:00:00\",\"2009-06-28T00:00:00\",\"2009-05-28T00:00:00\",\"2009-04-28T00:00:00\",\"2009-03-28T00:00:00\",\"2009-02-28T00:00:00\",\"2009-01-28T00:00:00\",\"2008-12-28T00:00:00\",\"2008-11-28T00:00:00\",\"2008-10-28T00:00:00\",\"2008-09-28T00:00:00\",\"2008-08-28T00:00:00\",\"2008-07-28T00:00:00\",\"2008-06-28T00:00:00\",\"2008-05-28T00:00:00\",\"2008-04-28T00:00:00\",\"2008-03-28T00:00:00\",\"2008-02-28T00:00:00\",\"2008-01-28T00:00:00\",\"2007-12-28T00:00:00\",\"2007-11-28T00:00:00\",\"2007-10-28T00:00:00\",\"2007-09-28T00:00:00\",\"2007-08-28T00:00:00\",\"2007-07-28T00:00:00\",\"2007-06-28T00:00:00\",\"2007-05-28T00:00:00\",\"2007-04-28T00:00:00\",\"2007-03-28T00:00:00\",\"2007-02-28T00:00:00\",\"2007-01-28T00:00:00\",\"2006-12-28T00:00:00\",\"2006-11-28T00:00:00\",\"2006-10-28T00:00:00\",\"2006-09-28T00:00:00\",\"2006-08-28T00:00:00\",\"2006-07-28T00:00:00\",\"2006-06-28T00:00:00\",\"2006-05-28T00:00:00\",\"2006-04-28T00:00:00\",\"2006-03-28T00:00:00\",\"2006-02-28T00:00:00\",\"2006-01-28T00:00:00\",\"2005-12-28T00:00:00\",\"2005-11-28T00:00:00\",\"2005-10-28T00:00:00\",\"2005-09-28T00:00:00\",\"2005-08-28T00:00:00\",\"2005-07-28T00:00:00\",\"2005-06-28T00:00:00\",\"2005-05-28T00:00:00\",\"2005-04-28T00:00:00\",\"2005-03-28T00:00:00\",\"2005-02-28T00:00:00\",\"2005-01-28T00:00:00\",\"2004-12-28T00:00:00\",\"2004-11-28T00:00:00\",\"2004-10-28T00:00:00\",\"2004-09-28T00:00:00\",\"2004-08-28T00:00:00\",\"2004-07-28T00:00:00\",\"2004-06-28T00:00:00\",\"2004-05-28T00:00:00\",\"2004-04-28T00:00:00\",\"2004-03-28T00:00:00\",\"2004-02-28T00:00:00\",\"2004-01-28T00:00:00\",\"2003-12-28T00:00:00\",\"2003-11-28T00:00:00\",\"2003-10-28T00:00:00\",\"2003-09-28T00:00:00\",\"2003-08-28T00:00:00\",\"2003-07-28T00:00:00\",\"2003-06-28T00:00:00\",\"2003-05-28T00:00:00\",\"2003-04-28T00:00:00\",\"2003-03-28T00:00:00\",\"2003-02-28T00:00:00\",\"2003-01-28T00:00:00\",\"2002-12-28T00:00:00\",\"2002-11-28T00:00:00\",\"2002-10-28T00:00:00\",\"2002-09-28T00:00:00\",\"2002-08-28T00:00:00\",\"2002-07-28T00:00:00\",\"2002-06-28T00:00:00\",\"2002-05-28T00:00:00\",\"2002-04-28T00:00:00\",\"2002-03-28T00:00:00\",\"2002-02-28T00:00:00\",\"2002-01-28T00:00:00\",\"2001-12-28T00:00:00\",\"2001-11-28T00:00:00\",\"2001-10-28T00:00:00\",\"2001-09-28T00:00:00\",\"2001-08-28T00:00:00\",\"2001-07-28T00:00:00\",\"2001-06-28T00:00:00\",\"2001-05-28T00:00:00\",\"2001-04-28T00:00:00\",\"2001-03-28T00:00:00\",\"2001-02-28T00:00:00\",\"2001-01-28T00:00:00\",\"2000-12-28T00:00:00\",\"2000-11-28T00:00:00\",\"2000-10-28T00:00:00\",\"2000-09-28T00:00:00\",\"2000-08-28T00:00:00\",\"2000-07-28T00:00:00\",\"2000-06-28T00:00:00\",\"2000-05-28T00:00:00\",\"2000-04-28T00:00:00\",\"2000-03-28T00:00:00\",\"2000-02-28T00:00:00\",\"2000-01-28T00:00:00\",\"1999-12-28T00:00:00\",\"1999-11-28T00:00:00\",\"1999-10-28T00:00:00\",\"1999-09-28T00:00:00\",\"1999-08-28T00:00:00\",\"1999-07-28T00:00:00\",\"1999-06-28T00:00:00\",\"1999-05-28T00:00:00\",\"1999-04-28T00:00:00\",\"1999-03-28T00:00:00\",\"1999-02-28T00:00:00\",\"1999-01-28T00:00:00\",\"1998-12-28T00:00:00\",\"1998-11-28T00:00:00\",\"1998-10-28T00:00:00\",\"1998-09-28T00:00:00\",\"1998-08-28T00:00:00\",\"1998-07-28T00:00:00\",\"1998-06-28T00:00:00\",\"1998-05-28T00:00:00\",\"1998-04-28T00:00:00\",\"1998-03-28T00:00:00\",\"1998-02-28T00:00:00\",\"1998-01-28T00:00:00\",\"1997-12-28T00:00:00\",\"1997-11-28T00:00:00\",\"1997-10-28T00:00:00\",\"1997-09-28T00:00:00\",\"1997-08-28T00:00:00\",\"1997-07-28T00:00:00\",\"1997-06-28T00:00:00\",\"1997-05-28T00:00:00\",\"1997-04-28T00:00:00\",\"1997-03-28T00:00:00\",\"1997-02-28T00:00:00\",\"1997-01-28T00:00:00\",\"1996-12-28T00:00:00\",\"1996-11-28T00:00:00\",\"1996-10-28T00:00:00\",\"1996-09-28T00:00:00\",\"1996-08-28T00:00:00\",\"1996-07-28T00:00:00\",\"1996-06-28T00:00:00\",\"1996-05-28T00:00:00\",\"1996-04-28T00:00:00\",\"1996-03-28T00:00:00\",\"1996-02-28T00:00:00\",\"1996-01-28T00:00:00\",\"1995-12-28T00:00:00\",\"1995-11-28T00:00:00\",\"1995-10-28T00:00:00\",\"1995-09-28T00:00:00\",\"1995-08-28T00:00:00\",\"1995-07-28T00:00:00\",\"1995-06-28T00:00:00\",\"1995-05-28T00:00:00\",\"1995-04-28T00:00:00\",\"1995-03-28T00:00:00\",\"1995-02-28T00:00:00\",\"1995-01-28T00:00:00\",\"1994-12-28T00:00:00\",\"1994-11-28T00:00:00\",\"1994-10-28T00:00:00\",\"1994-09-28T00:00:00\",\"1994-08-28T00:00:00\",\"1994-07-28T00:00:00\",\"1994-06-28T00:00:00\",\"1994-05-28T00:00:00\",\"1994-04-28T00:00:00\",\"1994-03-28T00:00:00\",\"1994-02-28T00:00:00\",\"1994-01-28T00:00:00\",\"1993-12-28T00:00:00\",\"1993-11-28T00:00:00\",\"1993-10-28T00:00:00\",\"1993-09-28T00:00:00\",\"1993-08-28T00:00:00\",\"1993-07-28T00:00:00\",\"1993-06-28T00:00:00\",\"1993-05-28T00:00:00\",\"1993-04-28T00:00:00\",\"1993-03-28T00:00:00\",\"1993-02-28T00:00:00\",\"1993-01-28T00:00:00\",\"1992-12-28T00:00:00\",\"1992-11-28T00:00:00\",\"1992-10-28T00:00:00\",\"1992-09-28T00:00:00\",\"1992-08-28T00:00:00\",\"1992-07-28T00:00:00\",\"1992-06-28T00:00:00\",\"1992-05-28T00:00:00\",\"1992-04-28T00:00:00\",\"1992-03-28T00:00:00\",\"1992-02-28T00:00:00\",\"1992-01-28T00:00:00\",\"1991-12-28T00:00:00\",\"1991-11-28T00:00:00\",\"1991-10-28T00:00:00\",\"1991-09-28T00:00:00\",\"1991-08-28T00:00:00\",\"1991-07-28T00:00:00\",\"1991-06-28T00:00:00\",\"1991-05-28T00:00:00\",\"1991-04-28T00:00:00\",\"1991-03-28T00:00:00\",\"1991-02-28T00:00:00\",\"1991-01-28T00:00:00\",\"1990-12-28T00:00:00\",\"1990-11-28T00:00:00\",\"1990-10-28T00:00:00\",\"1990-09-28T00:00:00\",\"1990-08-28T00:00:00\",\"1990-07-28T00:00:00\",\"1990-06-28T00:00:00\",\"1990-05-28T00:00:00\",\"1990-04-28T00:00:00\",\"1990-03-28T00:00:00\",\"1990-02-28T00:00:00\",\"1990-01-28T00:00:00\",\"1989-12-28T00:00:00\",\"1989-11-28T00:00:00\",\"1989-10-28T00:00:00\",\"1989-09-28T00:00:00\",\"1989-08-28T00:00:00\",\"1989-07-28T00:00:00\",\"1989-06-28T00:00:00\",\"1989-05-28T00:00:00\",\"1989-04-28T00:00:00\",\"1989-03-28T00:00:00\",\"1989-02-28T00:00:00\",\"1989-01-28T00:00:00\",\"1988-12-28T00:00:00\",\"1988-11-28T00:00:00\",\"1988-10-28T00:00:00\",\"1988-09-28T00:00:00\",\"1988-08-28T00:00:00\",\"1988-07-28T00:00:00\",\"1988-06-28T00:00:00\",\"1988-05-28T00:00:00\",\"1988-04-28T00:00:00\",\"1988-03-28T00:00:00\",\"1988-02-28T00:00:00\",\"1988-01-28T00:00:00\",\"1987-12-28T00:00:00\",\"1987-11-28T00:00:00\",\"1987-10-28T00:00:00\",\"1987-09-28T00:00:00\",\"1987-08-28T00:00:00\",\"1987-07-28T00:00:00\",\"1987-06-28T00:00:00\",\"1987-05-28T00:00:00\",\"1987-04-28T00:00:00\",\"1987-03-28T00:00:00\",\"1987-02-28T00:00:00\",\"1987-01-28T00:00:00\",\"1986-12-28T00:00:00\",\"1986-11-28T00:00:00\",\"1986-10-28T00:00:00\",\"1986-09-28T00:00:00\",\"1986-08-28T00:00:00\",\"1986-07-28T00:00:00\",\"1986-06-28T00:00:00\",\"1986-05-28T00:00:00\",\"1986-04-28T00:00:00\",\"1986-03-28T00:00:00\",\"1986-02-28T00:00:00\",\"1986-01-28T00:00:00\",\"1985-12-28T00:00:00\",\"1985-11-28T00:00:00\",\"1985-10-28T00:00:00\",\"1985-09-28T00:00:00\",\"1985-08-28T00:00:00\",\"1985-07-28T00:00:00\",\"1985-06-28T00:00:00\",\"1985-05-28T00:00:00\",\"1985-04-28T00:00:00\",\"1985-03-28T00:00:00\",\"1985-02-28T00:00:00\",\"1985-01-28T00:00:00\",\"1984-12-28T00:00:00\",\"1984-11-28T00:00:00\",\"1984-10-28T00:00:00\",\"1984-09-28T00:00:00\",\"1984-08-28T00:00:00\",\"1984-07-28T00:00:00\",\"1984-06-28T00:00:00\",\"1984-05-28T00:00:00\",\"1984-04-28T00:00:00\",\"1984-03-28T00:00:00\",\"1984-02-28T00:00:00\",\"1984-01-28T00:00:00\",\"1983-12-28T00:00:00\",\"1983-11-28T00:00:00\",\"1983-10-28T00:00:00\",\"1983-09-28T00:00:00\",\"1983-08-28T00:00:00\",\"1983-07-28T00:00:00\",\"1983-06-28T00:00:00\",\"1983-05-28T00:00:00\",\"1983-04-28T00:00:00\",\"1983-03-28T00:00:00\",\"1983-02-28T00:00:00\",\"1983-01-28T00:00:00\",\"1982-12-28T00:00:00\",\"1982-11-28T00:00:00\",\"1982-10-28T00:00:00\",\"1982-09-28T00:00:00\",\"1982-08-28T00:00:00\",\"1982-07-28T00:00:00\",\"1982-06-28T00:00:00\",\"1982-05-28T00:00:00\",\"1982-04-28T00:00:00\",\"1982-03-28T00:00:00\",\"1982-02-28T00:00:00\",\"1982-01-28T00:00:00\",\"1981-12-28T00:00:00\",\"1981-11-28T00:00:00\",\"1981-10-28T00:00:00\",\"1981-09-28T00:00:00\",\"1981-08-28T00:00:00\",\"1981-07-28T00:00:00\",\"1981-06-28T00:00:00\",\"1981-05-28T00:00:00\",\"1981-04-28T00:00:00\",\"1981-03-28T00:00:00\",\"1981-02-28T00:00:00\",\"1981-01-28T00:00:00\",\"1980-12-28T00:00:00\",\"1980-11-28T00:00:00\",\"1980-10-28T00:00:00\",\"1980-09-28T00:00:00\",\"1980-08-28T00:00:00\",\"1980-07-28T00:00:00\",\"1980-06-28T00:00:00\",\"1980-05-28T00:00:00\",\"1980-04-28T00:00:00\",\"1980-03-28T00:00:00\",\"1980-02-28T00:00:00\",\"1980-01-28T00:00:00\",\"1979-12-28T00:00:00\",\"1979-11-28T00:00:00\",\"1979-10-28T00:00:00\",\"1979-09-28T00:00:00\",\"1979-08-28T00:00:00\",\"1979-07-28T00:00:00\",\"1979-06-28T00:00:00\",\"1979-05-28T00:00:00\",\"1979-04-28T00:00:00\",\"1979-03-28T00:00:00\",\"1979-02-28T00:00:00\",\"1979-01-28T00:00:00\",\"1978-12-28T00:00:00\",\"1978-11-28T00:00:00\",\"1978-10-28T00:00:00\",\"1978-09-28T00:00:00\",\"1978-08-28T00:00:00\",\"1978-07-28T00:00:00\",\"1978-06-28T00:00:00\",\"1978-05-28T00:00:00\",\"1978-04-28T00:00:00\",\"1978-03-28T00:00:00\",\"1978-02-28T00:00:00\",\"1978-01-28T00:00:00\",\"1977-12-28T00:00:00\",\"1977-11-28T00:00:00\",\"1977-10-28T00:00:00\",\"1977-09-28T00:00:00\",\"1977-08-28T00:00:00\",\"1977-07-28T00:00:00\",\"1977-06-28T00:00:00\",\"1977-05-28T00:00:00\",\"1977-04-28T00:00:00\",\"1977-03-28T00:00:00\",\"1977-02-28T00:00:00\",\"1977-01-28T00:00:00\",\"1976-12-28T00:00:00\",\"1976-11-28T00:00:00\",\"1976-10-28T00:00:00\",\"1976-09-28T00:00:00\",\"1976-08-28T00:00:00\",\"1976-07-28T00:00:00\",\"1976-06-28T00:00:00\",\"1976-05-28T00:00:00\",\"1976-04-28T00:00:00\",\"1976-03-28T00:00:00\",\"1976-02-28T00:00:00\",\"1976-01-28T00:00:00\",\"1975-12-28T00:00:00\",\"1975-11-28T00:00:00\",\"1975-10-28T00:00:00\",\"1975-09-28T00:00:00\",\"1975-08-28T00:00:00\",\"1975-07-28T00:00:00\",\"1975-06-28T00:00:00\",\"1975-05-28T00:00:00\",\"1975-04-28T00:00:00\",\"1975-03-28T00:00:00\",\"1975-02-28T00:00:00\",\"1975-01-28T00:00:00\",\"1974-12-28T00:00:00\",\"1974-11-28T00:00:00\",\"1974-10-28T00:00:00\",\"1974-09-28T00:00:00\",\"1974-08-28T00:00:00\",\"1974-07-28T00:00:00\",\"1974-06-28T00:00:00\",\"1974-05-28T00:00:00\",\"1974-04-28T00:00:00\",\"1974-03-28T00:00:00\",\"1974-02-28T00:00:00\",\"1974-01-28T00:00:00\",\"1973-12-28T00:00:00\",\"1973-11-28T00:00:00\",\"1973-10-28T00:00:00\",\"1973-09-28T00:00:00\",\"1973-08-28T00:00:00\",\"1973-07-28T00:00:00\",\"1973-06-28T00:00:00\",\"1973-05-28T00:00:00\",\"1973-04-28T00:00:00\",\"1973-03-28T00:00:00\",\"1973-02-28T00:00:00\",\"1973-01-28T00:00:00\",\"1972-12-28T00:00:00\",\"1972-11-28T00:00:00\",\"1972-10-28T00:00:00\",\"1972-09-28T00:00:00\",\"1972-08-28T00:00:00\",\"1972-07-28T00:00:00\",\"1972-06-28T00:00:00\",\"1972-05-28T00:00:00\",\"1972-04-28T00:00:00\",\"1972-03-28T00:00:00\",\"1972-02-28T00:00:00\",\"1972-01-28T00:00:00\",\"1971-12-28T00:00:00\",\"1971-11-28T00:00:00\",\"1971-10-28T00:00:00\",\"1971-09-28T00:00:00\",\"1971-08-28T00:00:00\",\"1971-07-28T00:00:00\",\"1971-06-28T00:00:00\",\"1971-05-28T00:00:00\",\"1971-04-28T00:00:00\",\"1971-03-28T00:00:00\",\"1971-02-28T00:00:00\",\"1971-01-28T00:00:00\",\"1970-12-28T00:00:00\",\"1970-11-28T00:00:00\",\"1970-10-28T00:00:00\",\"1970-09-28T00:00:00\",\"1970-08-28T00:00:00\",\"1970-07-28T00:00:00\",\"1970-06-28T00:00:00\",\"1970-05-28T00:00:00\",\"1970-04-28T00:00:00\",\"1970-03-28T00:00:00\",\"1970-02-28T00:00:00\",\"1970-01-28T00:00:00\",\"1969-12-28T00:00:00\",\"1969-11-28T00:00:00\",\"1969-10-28T00:00:00\",\"1969-09-28T00:00:00\",\"1969-08-28T00:00:00\",\"1969-07-28T00:00:00\",\"1969-06-28T00:00:00\",\"1969-05-28T00:00:00\",\"1969-04-28T00:00:00\",\"1969-03-28T00:00:00\",\"1969-02-28T00:00:00\",\"1969-01-28T00:00:00\",\"1968-12-28T00:00:00\",\"1968-11-28T00:00:00\",\"1968-10-28T00:00:00\",\"1968-09-28T00:00:00\",\"1968-08-28T00:00:00\",\"1968-07-28T00:00:00\",\"1968-06-28T00:00:00\",\"1968-05-28T00:00:00\",\"1968-04-28T00:00:00\",\"1968-03-28T00:00:00\",\"1968-02-28T00:00:00\",\"1968-01-28T00:00:00\",\"1967-12-28T00:00:00\",\"1967-11-28T00:00:00\",\"1967-10-28T00:00:00\",\"1967-09-28T00:00:00\",\"1967-08-28T00:00:00\",\"1967-07-28T00:00:00\",\"1967-06-28T00:00:00\",\"1967-05-28T00:00:00\",\"1967-04-28T00:00:00\",\"1967-03-28T00:00:00\",\"1967-02-28T00:00:00\",\"1967-01-28T00:00:00\",\"1966-12-28T00:00:00\",\"1966-11-28T00:00:00\",\"1966-10-28T00:00:00\",\"1966-09-28T00:00:00\",\"1966-08-28T00:00:00\",\"1966-07-28T00:00:00\",\"1966-06-28T00:00:00\",\"1966-05-28T00:00:00\",\"1966-04-28T00:00:00\",\"1966-03-28T00:00:00\",\"1966-02-28T00:00:00\",\"1966-01-28T00:00:00\",\"1965-12-28T00:00:00\",\"1965-11-28T00:00:00\",\"1965-10-28T00:00:00\",\"1965-09-28T00:00:00\",\"1965-08-28T00:00:00\",\"1965-07-28T00:00:00\",\"1965-06-28T00:00:00\",\"1965-05-28T00:00:00\",\"1965-04-28T00:00:00\",\"1965-03-28T00:00:00\",\"1965-02-28T00:00:00\",\"1965-01-28T00:00:00\",\"1964-12-28T00:00:00\",\"1964-11-28T00:00:00\",\"1964-10-28T00:00:00\",\"1964-09-28T00:00:00\",\"1964-08-28T00:00:00\",\"1964-07-28T00:00:00\",\"1964-06-28T00:00:00\",\"1964-05-28T00:00:00\",\"1964-04-28T00:00:00\",\"1964-03-28T00:00:00\",\"1964-02-28T00:00:00\",\"1964-01-28T00:00:00\",\"1963-12-28T00:00:00\",\"1963-11-28T00:00:00\"],\"y\":[2,0,1,1,2,5,0,4,2,2,2,3,3,3,1,6,3,1,2,7,5,6,3,2,5,2,1,3,0,4,3,3,6,4,2,5,3,3,4,4,8,2,4,0,5,3,4,7,8,3,3,1,3,4,5,4,4,1,6,0,4,4,8,3,3,1,2,4,4,2,4,2,3,2,1,3,2,5,10,5,4,3,8,5,8,7,5,4,6,1,6,3,7,9,3,3,5,9,7,6,2,5,11,12,7,4,3,4,6,3,4,4,8,9,4,7,3,20,4,6,6,5,6,4,2,2,3,4,6,4,7,6,6,2,11,4,9,12,9,4,12,26,10,7,13,7,5,7,5,6,8,17,7,15,6,3,4,5,5,7,9,5,2,3,3,5,6,3,7,6,13,4,3,7,9,6,9,4,3,7,11,9,6,4,3,4,5,9,8,2,6,4,3,7,5,2,5,0,5,4,2,8,1,2,5,2,6,12,3,4,8,0,4,4,4,2,8,7,6,3,3,3,3,2,5,5,5,1,3,6,4,6,12,5,5,3,5,15,3,3,4,0,4,4,3,1,3,6,7,10,3,3,5,5,5,5,0,1,0,2,5,5,6,4,6,3,5,4,3,5,1,4,5,5,9,9,16,17,7,6,3,5,5,8,3,14,3,5,15,9,6,11,3,4,2,10,3,31,4,5,9,5,5,7,5,0,7,3,3,12,3,8,5,4,3,2,9,7,1,4,5,23,10,4,11,6,9,4,6,2,4,2,2,23,3,2,8,2,4,2,1,2,9,1,2,2,5,2,3,4,2,4,3,2,1,0,0,1,0,2,1,0,0,2,4,0,1,0,1,3,1,1,1,1,0,1,2,1,2,1,2,0,0,2,0,2,0,2,1,6,2,0,1,0,2,4,0,2,1,1,1,2,1,1,0,0,0,0,2,0,0,0,1,1,0,2,0,1,0,1,0,2,2,2,0,0,1,1,2,0,0,0,8,1,1,0,1,1,1,1,0,0,2,0,2,0,0,0,3,0,0,1,0,1,2,1,1,0,1,0,0,2,1,1,1,1,2,2,0,3,0,2,1,2,0,1,0,0,1,0,1,2,1,0,1,0,0,1,2,0,1,2,4,1,3,1,4,0,2,0,0,1,1,1,0,0,0,0,7,6,4,1,4,8,4,2,2,2,2,0,0,4,3,0,0,4,6,1,4,2,2,4,0,4,1,3,1,5,4,1,1,1,2,3,0,0,0,1,2,1,1,2,1,0,0,0,1,0,0,1,0,0,0,0,8,1,4,1,3,5,2,6,6,1,3,1,0,0,0,1,0,0,10,4,1,2,1,1,5,2,3,1,0,0,3,2,2,1,5,0,3,5,6,1,4,3,8,2,2,1,3,3,15,11,10,3,3,10,2,2,4,3,1,3,4,11,4,1,2,3,6,6,0,3,3,7,11,4,3,6,4,0,3,0,0,1,1,4,1,0,2,0,0,0,0,1,0,0,0,0,0,0,0,3,0,2,0,5,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],\"type\":\"bar\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1963-11-22T00:00:00\",\"1969-01-20T00:00:00\",\"1969-01-20T00:00:00\",\"1963-11-22T00:00:00\"],\"y\":[0.6991102402046738,0.6991102402046738,-0.11846507891435121,-0.11846507891435121],\"type\":\"scatter\"},{\"name\":\"Lyndon B. Johnson\",\"x\":[\"1963-11-22T00:00:00\",\"1969-01-20T00:00:00\"],\"y\":[0.2903225806451613,0.2903225806451613],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1969-01-20T00:00:00\",\"1974-08-09T00:00:00\",\"1974-08-09T00:00:00\",\"1969-01-20T00:00:00\"],\"y\":[4.9223527616755955,4.9223527616755955,1.7343636562348528,1.7343636562348528],\"type\":\"scatter\"},{\"name\":\"Richard Nixon\",\"x\":[\"1969-01-20T00:00:00\",\"1974-08-09T00:00:00\"],\"y\":[3.328358208955224,3.328358208955224],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1974-08-09T00:00:00\",\"1977-01-20T00:00:00\",\"1977-01-20T00:00:00\",\"1974-08-09T00:00:00\"],\"y\":[3.4353697368818708,3.4353697368818708,0.7715268148422674,0.7715268148422674],\"type\":\"scatter\"},{\"name\":\"Gerald Ford\",\"x\":[\"1974-08-09T00:00:00\",\"1977-01-20T00:00:00\"],\"y\":[2.103448275862069,2.103448275862069],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1977-01-20T00:00:00\",\"1981-01-20T00:00:00\",\"1981-01-20T00:00:00\",\"1977-01-20T00:00:00\"],\"y\":[2.880624267570403,2.880624267570403,1.0360423990962637,1.0360423990962637],\"type\":\"scatter\"},{\"name\":\"Jimmy Carter\",\"x\":[\"1977-01-20T00:00:00\",\"1981-01-20T00:00:00\"],\"y\":[1.9583333333333333,1.9583333333333333],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1981-01-20T00:00:00\",\"1989-01-20T00:00:00\",\"1989-01-20T00:00:00\",\"1981-01-20T00:00:00\"],\"y\":[1.8002957366149126,1.8002957366149126,0.3663709300517539,0.3663709300517539],\"type\":\"scatter\"},{\"name\":\"Ronald Reagan\",\"x\":[\"1981-01-20T00:00:00\",\"1989-01-20T00:00:00\"],\"y\":[1.0833333333333333,1.0833333333333333],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1989-01-20T00:00:00\",\"1993-01-20T00:00:00\",\"1993-01-20T00:00:00\",\"1989-01-20T00:00:00\"],\"y\":[1.6898067359755742,1.6898067359755742,0.5185265973577593,0.5185265973577593],\"type\":\"scatter\"},{\"name\":\"George H. W. Bush\",\"x\":[\"1989-01-20T00:00:00\",\"1993-01-20T00:00:00\"],\"y\":[1.1041666666666667,1.1041666666666667],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1993-01-20T00:00:00\",\"2001-01-20T00:00:00\",\"2001-01-20T00:00:00\",\"1993-01-20T00:00:00\"],\"y\":[7.969356069825316,7.969356069825316,2.7598105968413504,2.7598105968413504],\"type\":\"scatter\"},{\"name\":\"Bill Clinton\",\"x\":[\"1993-01-20T00:00:00\",\"2001-01-20T00:00:00\"],\"y\":[5.364583333333333,5.364583333333333],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"2001-01-20T00:00:00\",\"2009-01-20T00:00:00\",\"2009-01-20T00:00:00\",\"2001-01-20T00:00:00\"],\"y\":[6.012140068284219,6.012140068284219,3.258693265049115,3.258693265049115],\"type\":\"scatter\"},{\"name\":\"George W. Bush\",\"x\":[\"2001-01-20T00:00:00\",\"2009-01-20T00:00:00\"],\"y\":[4.635416666666667,4.635416666666667],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"2009-01-20T00:00:00\",\"2017-01-20T00:00:00\",\"2017-01-20T00:00:00\",\"2009-01-20T00:00:00\"],\"y\":[8.337972066064927,8.337972066064927,4.432861267268407,4.432861267268407],\"type\":\"scatter\"},{\"name\":\"Barack Obama\",\"x\":[\"2009-01-20T00:00:00\",\"2017-01-20T00:00:00\"],\"y\":[6.385416666666667,6.385416666666667],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"2017-01-20T00:00:00\",\"2021-01-20T00:00:00\",\"2021-01-20T00:00:00\",\"2017-01-20T00:00:00\"],\"y\":[4.460443841896014,4.460443841896014,2.5812228247706535,2.5812228247706535],\"type\":\"scatter\"},{\"name\":\"Donald Trump\",\"x\":[\"2017-01-20T00:00:00\",\"2021-01-20T00:00:00\"],\"y\":[3.5208333333333335,3.5208333333333335],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"2021-01-20T00:00:00\",\"2023-06-28T00:00:00\",\"2023-06-28T00:00:00\",\"2021-01-20T00:00:00\"],\"y\":[3.629868362949183,3.629868362949183,1.7701316370508176,1.7701316370508176],\"type\":\"scatter\"},{\"name\":\"Joe Biden\",\"x\":[\"2021-01-20T00:00:00\",\"2023-06-28T00:00:00\"],\"y\":[2.7,2.7],\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('6661fc11-7ae9-46cb-9d1a-4895ca8caf8e');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# bootstrap confidence interval for each president\n",
        "# since there's no way they're normal enough for std\n",
        "import numpy as np\n",
        "\n",
        "from scipy.stats import bootstrap\n",
        "\n",
        "pres_names = pres_df['name'].unique()\n",
        "\n",
        "president_cis = []\n",
        "for pres in pres_names:\n",
        "  cases = clipped_mn_df.query(f'pres == \"{pres}\"')['cases'].to_numpy()\n",
        "  ci = bootstrap(\n",
        "      cases.reshape(1,-1),\n",
        "      np.mean,\n",
        "      vectorized=False,\n",
        "      confidence_level=0.95,\n",
        "      method='BCa'  # \"bias-corrected and accelerated\" (shifts the CI bounds if the distribution is skewed)\n",
        "  ).confidence_interval\n",
        "\n",
        "  president_cis.append((pres, ci.low, ci.high))\n",
        "\n",
        "ci_df = pd.DataFrame.from_records(president_cis, columns=['name', 'ci_low', 'ci_high'])\n",
        "ci_df\n",
        "\n",
        "# add the confidence intervals to pres_df\n",
        "pres_df = pd.merge(pres_df, ci_df, on='name')\n",
        "pres_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "gzMUXjj-xaPE",
        "outputId": "36d6be9b-abc0-4702-93fb-99ebb68eb81d"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                 name      start        end  cases_mean  cases_std    ci_low  \\\n",
              "0   Lyndon B. Johnson 1963-11-22 1969-01-20    0.290323   0.817575  0.145161   \n",
              "1       Richard Nixon 1969-01-20 1974-08-09    3.328358   3.187989  2.656716   \n",
              "2         Gerald Ford 1974-08-09 1977-01-20    2.103448   2.663843  1.310345   \n",
              "3        Jimmy Carter 1977-01-20 1981-01-20    1.958333   1.844582  1.500000   \n",
              "4       Ronald Reagan 1981-01-20 1989-01-20    1.083333   1.433925  0.843750   \n",
              "5   George H. W. Bush 1989-01-20 1993-01-20    1.104167   1.171280  0.833333   \n",
              "6        Bill Clinton 1993-01-20 2001-01-20    5.364583   5.209545  4.510417   \n",
              "7      George W. Bush 2001-01-20 2009-01-20    4.635417   2.753447  4.125000   \n",
              "8        Barack Obama 2009-01-20 2017-01-20    6.385417   3.905111  5.718750   \n",
              "9        Donald Trump 2017-01-20 2021-01-20    3.520833   1.879221  3.041667   \n",
              "10          Joe Biden 2021-01-20 2023-06-28    2.700000   1.859737  2.100000   \n",
              "\n",
              "     ci_high  \n",
              "0   0.580645  \n",
              "1   4.194030  \n",
              "2   3.241379  \n",
              "3   2.520833  \n",
              "4   1.437500  \n",
              "5   1.500000  \n",
              "6   6.583333  \n",
              "7   5.239583  \n",
              "8   7.312500  \n",
              "9   4.104167  \n",
              "10  3.400000  "
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-f8505f20-bac0-46e3-80e3-78a91b0bdd0b\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>start</th>\n",
              "      <th>end</th>\n",
              "      <th>cases_mean</th>\n",
              "      <th>cases_std</th>\n",
              "      <th>ci_low</th>\n",
              "      <th>ci_high</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Lyndon B. Johnson</td>\n",
              "      <td>1963-11-22</td>\n",
              "      <td>1969-01-20</td>\n",
              "      <td>0.290323</td>\n",
              "      <td>0.817575</td>\n",
              "      <td>0.145161</td>\n",
              "      <td>0.580645</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Richard Nixon</td>\n",
              "      <td>1969-01-20</td>\n",
              "      <td>1974-08-09</td>\n",
              "      <td>3.328358</td>\n",
              "      <td>3.187989</td>\n",
              "      <td>2.656716</td>\n",
              "      <td>4.194030</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Gerald Ford</td>\n",
              "      <td>1974-08-09</td>\n",
              "      <td>1977-01-20</td>\n",
              "      <td>2.103448</td>\n",
              "      <td>2.663843</td>\n",
              "      <td>1.310345</td>\n",
              "      <td>3.241379</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Jimmy Carter</td>\n",
              "      <td>1977-01-20</td>\n",
              "      <td>1981-01-20</td>\n",
              "      <td>1.958333</td>\n",
              "      <td>1.844582</td>\n",
              "      <td>1.500000</td>\n",
              "      <td>2.520833</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Ronald Reagan</td>\n",
              "      <td>1981-01-20</td>\n",
              "      <td>1989-01-20</td>\n",
              "      <td>1.083333</td>\n",
              "      <td>1.433925</td>\n",
              "      <td>0.843750</td>\n",
              "      <td>1.437500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>George H. W. Bush</td>\n",
              "      <td>1989-01-20</td>\n",
              "      <td>1993-01-20</td>\n",
              "      <td>1.104167</td>\n",
              "      <td>1.171280</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.500000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Bill Clinton</td>\n",
              "      <td>1993-01-20</td>\n",
              "      <td>2001-01-20</td>\n",
              "      <td>5.364583</td>\n",
              "      <td>5.209545</td>\n",
              "      <td>4.510417</td>\n",
              "      <td>6.583333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>George W. Bush</td>\n",
              "      <td>2001-01-20</td>\n",
              "      <td>2009-01-20</td>\n",
              "      <td>4.635417</td>\n",
              "      <td>2.753447</td>\n",
              "      <td>4.125000</td>\n",
              "      <td>5.239583</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Barack Obama</td>\n",
              "      <td>2009-01-20</td>\n",
              "      <td>2017-01-20</td>\n",
              "      <td>6.385417</td>\n",
              "      <td>3.905111</td>\n",
              "      <td>5.718750</td>\n",
              "      <td>7.312500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Donald Trump</td>\n",
              "      <td>2017-01-20</td>\n",
              "      <td>2021-01-20</td>\n",
              "      <td>3.520833</td>\n",
              "      <td>1.879221</td>\n",
              "      <td>3.041667</td>\n",
              "      <td>4.104167</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Joe Biden</td>\n",
              "      <td>2021-01-20</td>\n",
              "      <td>2023-06-28</td>\n",
              "      <td>2.700000</td>\n",
              "      <td>1.859737</td>\n",
              "      <td>2.100000</td>\n",
              "      <td>3.400000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f8505f20-bac0-46e3-80e3-78a91b0bdd0b')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-2d1ba1bb-afde-4407-a745-55ea95dd1329\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2d1ba1bb-afde-4407-a745-55ea95dd1329')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-2d1ba1bb-afde-4407-a745-55ea95dd1329 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-f8505f20-bac0-46e3-80e3-78a91b0bdd0b button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-f8505f20-bac0-46e3-80e3-78a91b0bdd0b');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "f = go.Figure()\n",
        "\n",
        "# add the bars\n",
        "f.add_trace(go.Bar(x=clipped_mn_df['date'], y=clipped_mn_df['cases'], name='Antitrust Cases'))\n",
        "\n",
        "# Add the president means + CI\n",
        "for i, r in pres_df.iterrows():\n",
        "\n",
        "  upper = r['ci_high']\n",
        "  lower = r['ci_low']\n",
        "  f.add_trace(go.Scatter(\n",
        "    x = [r['start'], r['end'], r['end'], r['start']],\n",
        "    y = [upper, upper, lower, lower],\n",
        "    fill='toself',\n",
        "    fillcolor='#facade',\n",
        "    line_color='rgba(255,255,255,0)',\n",
        "    showlegend=False\n",
        "  ))\n",
        "\n",
        "  # mean\n",
        "  f.add_trace(go.Scatter(x=[r['start'], r['end']], y=[r['cases_mean'],r['cases_mean']], name=r['name']))\n",
        "\n",
        "f.show()\n",
        "\n",
        "# These are way narrower\n",
        "#\n",
        "# also, Clinton's mean is not in the middle of the CI for his mean\n",
        "# kinda weird\n",
        "# maybe that has to do with using \"bias-corrected and accelerated\" BCa in scipy?\n",
        "# I'll try with the other methods\n",
        "# yeah the mean is right in the center when I do \"percentile\" or \"basic\"\n",
        "# so \"BCa\" is changing it\n",
        "#\n",
        "# https://blogs.sas.com/content/iml/2017/07/12/bootstrap-bca-interval.html\n",
        "# actually that seems pretty reasonable\n",
        "# It incorporates information about skew of the bootstrapped distribution\n",
        "# It shifts the the CI bounds based on that skew\n",
        "# So then the CI isn't centered on the mean\n",
        "# Nice, that's actually pretty awesome"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "lq_5PKFZLFDl",
        "outputId": "6fefa78e-846c-49e3-d21a-1f257031d209"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-2.18.2.min.js\"></script>                <div id=\"56ee7243-3907-4d46-9d6d-34971d568740\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"56ee7243-3907-4d46-9d6d-34971d568740\")) {                    Plotly.newPlot(                        \"56ee7243-3907-4d46-9d6d-34971d568740\",                        [{\"name\":\"Antitrust Cases\",\"x\":[\"2023-06-28T00:00:00\",\"2023-05-28T00:00:00\",\"2023-04-28T00:00:00\",\"2023-03-28T00:00:00\",\"2023-02-28T00:00:00\",\"2023-01-28T00:00:00\",\"2022-12-28T00:00:00\",\"2022-11-28T00:00:00\",\"2022-10-28T00:00:00\",\"2022-09-28T00:00:00\",\"2022-08-28T00:00:00\",\"2022-07-28T00:00:00\",\"2022-06-28T00:00:00\",\"2022-05-28T00:00:00\",\"2022-04-28T00:00:00\",\"2022-03-28T00:00:00\",\"2022-02-28T00:00:00\",\"2022-01-28T00:00:00\",\"2021-12-28T00:00:00\",\"2021-11-28T00:00:00\",\"2021-10-28T00:00:00\",\"2021-09-28T00:00:00\",\"2021-08-28T00:00:00\",\"2021-07-28T00:00:00\",\"2021-06-28T00:00:00\",\"2021-05-28T00:00:00\",\"2021-04-28T00:00:00\",\"2021-03-28T00:00:00\",\"2021-02-28T00:00:00\",\"2021-01-28T00:00:00\",\"2020-12-28T00:00:00\",\"2020-11-28T00:00:00\",\"2020-10-28T00:00:00\",\"2020-09-28T00:00:00\",\"2020-08-28T00:00:00\",\"2020-07-28T00:00:00\",\"2020-06-28T00:00:00\",\"2020-05-28T00:00:00\",\"2020-04-28T00:00:00\",\"2020-03-28T00:00:00\",\"2020-02-28T00:00:00\",\"2020-01-28T00:00:00\",\"2019-12-28T00:00:00\",\"2019-11-28T00:00:00\",\"2019-10-28T00:00:00\",\"2019-09-28T00:00:00\",\"2019-08-28T00:00:00\",\"2019-07-28T00:00:00\",\"2019-06-28T00:00:00\",\"2019-05-28T00:00:00\",\"2019-04-28T00:00:00\",\"2019-03-28T00:00:00\",\"2019-02-28T00:00:00\",\"2019-01-28T00:00:00\",\"2018-12-28T00:00:00\",\"2018-11-28T00:00:00\",\"2018-10-28T00:00:00\",\"2018-09-28T00:00:00\",\"2018-08-28T00:00:00\",\"2018-07-28T00:00:00\",\"2018-06-28T00:00:00\",\"2018-05-28T00:00:00\",\"2018-04-28T00:00:00\",\"2018-03-28T00:00:00\",\"2018-02-28T00:00:00\",\"2018-01-28T00:00:00\",\"2017-12-28T00:00:00\",\"2017-11-28T00:00:00\",\"2017-10-28T00:00:00\",\"2017-09-28T00:00:00\",\"2017-08-28T00:00:00\",\"2017-07-28T00:00:00\",\"2017-06-28T00:00:00\",\"2017-05-28T00:00:00\",\"2017-04-28T00:00:00\",\"2017-03-28T00:00:00\",\"2017-02-28T00:00:00\",\"2017-01-28T00:00:00\",\"2016-12-28T00:00:00\",\"2016-11-28T00:00:00\",\"2016-10-28T00:00:00\",\"2016-09-28T00:00:00\",\"2016-08-28T00:00:00\",\"2016-07-28T00:00:00\",\"2016-06-28T00:00:00\",\"2016-05-28T00:00:00\",\"2016-04-28T00:00:00\",\"2016-03-28T00:00:00\",\"2016-02-28T00:00:00\",\"2016-01-28T00:00:00\",\"2015-12-28T00:00:00\",\"2015-11-28T00:00:00\",\"2015-10-28T00:00:00\",\"2015-09-28T00:00:00\",\"2015-08-28T00:00:00\",\"2015-07-28T00:00:00\",\"2015-06-28T00:00:00\",\"2015-05-28T00:00:00\",\"2015-04-28T00:00:00\",\"2015-03-28T00:00:00\",\"2015-02-28T00:00:00\",\"2015-01-28T00:00:00\",\"2014-12-28T00:00:00\",\"2014-11-28T00:00:00\",\"2014-10-28T00:00:00\",\"2014-09-28T00:00:00\",\"2014-08-28T00:00:00\",\"2014-07-28T00:00:00\",\"2014-06-28T00:00:00\",\"2014-05-28T00:00:00\",\"2014-04-28T00:00:00\",\"2014-03-28T00:00:00\",\"2014-02-28T00:00:00\",\"2014-01-28T00:00:00\",\"2013-12-28T00:00:00\",\"2013-11-28T00:00:00\",\"2013-10-28T00:00:00\",\"2013-09-28T00:00:00\",\"2013-08-28T00:00:00\",\"2013-07-28T00:00:00\",\"2013-06-28T00:00:00\",\"2013-05-28T00:00:00\",\"2013-04-28T00:00:00\",\"2013-03-28T00:00:00\",\"2013-02-28T00:00:00\",\"2013-01-28T00:00:00\",\"2012-12-28T00:00:00\",\"2012-11-28T00:00:00\",\"2012-10-28T00:00:00\",\"2012-09-28T00:00:00\",\"2012-08-28T00:00:00\",\"2012-07-28T00:00:00\",\"2012-06-28T00:00:00\",\"2012-05-28T00:00:00\",\"2012-04-28T00:00:00\",\"2012-03-28T00:00:00\",\"2012-02-28T00:00:00\",\"2012-01-28T00:00:00\",\"2011-12-28T00:00:00\",\"2011-11-28T00:00:00\",\"2011-10-28T00:00:00\",\"2011-09-28T00:00:00\",\"2011-08-28T00:00:00\",\"2011-07-28T00:00:00\",\"2011-06-28T00:00:00\",\"2011-05-28T00:00:00\",\"2011-04-28T00:00:00\",\"2011-03-28T00:00:00\",\"2011-02-28T00:00:00\",\"2011-01-28T00:00:00\",\"2010-12-28T00:00:00\",\"2010-11-28T00:00:00\",\"2010-10-28T00:00:00\",\"2010-09-28T00:00:00\",\"2010-08-28T00:00:00\",\"2010-07-28T00:00:00\",\"2010-06-28T00:00:00\",\"2010-05-28T00:00:00\",\"2010-04-28T00:00:00\",\"2010-03-28T00:00:00\",\"2010-02-28T00:00:00\",\"2010-01-28T00:00:00\",\"2009-12-28T00:00:00\",\"2009-11-28T00:00:00\",\"2009-10-28T00:00:00\",\"2009-09-28T00:00:00\",\"2009-08-28T00:00:00\",\"2009-07-28T00:00:00\",\"2009-06-28T00:00:00\",\"2009-05-28T00:00:00\",\"2009-04-28T00:00:00\",\"2009-03-28T00:00:00\",\"2009-02-28T00:00:00\",\"2009-01-28T00:00:00\",\"2008-12-28T00:00:00\",\"2008-11-28T00:00:00\",\"2008-10-28T00:00:00\",\"2008-09-28T00:00:00\",\"2008-08-28T00:00:00\",\"2008-07-28T00:00:00\",\"2008-06-28T00:00:00\",\"2008-05-28T00:00:00\",\"2008-04-28T00:00:00\",\"2008-03-28T00:00:00\",\"2008-02-28T00:00:00\",\"2008-01-28T00:00:00\",\"2007-12-28T00:00:00\",\"2007-11-28T00:00:00\",\"2007-10-28T00:00:00\",\"2007-09-28T00:00:00\",\"2007-08-28T00:00:00\",\"2007-07-28T00:00:00\",\"2007-06-28T00:00:00\",\"2007-05-28T00:00:00\",\"2007-04-28T00:00:00\",\"2007-03-28T00:00:00\",\"2007-02-28T00:00:00\",\"2007-01-28T00:00:00\",\"2006-12-28T00:00:00\",\"2006-11-28T00:00:00\",\"2006-10-28T00:00:00\",\"2006-09-28T00:00:00\",\"2006-08-28T00:00:00\",\"2006-07-28T00:00:00\",\"2006-06-28T00:00:00\",\"2006-05-28T00:00:00\",\"2006-04-28T00:00:00\",\"2006-03-28T00:00:00\",\"2006-02-28T00:00:00\",\"2006-01-28T00:00:00\",\"2005-12-28T00:00:00\",\"2005-11-28T00:00:00\",\"2005-10-28T00:00:00\",\"2005-09-28T00:00:00\",\"2005-08-28T00:00:00\",\"2005-07-28T00:00:00\",\"2005-06-28T00:00:00\",\"2005-05-28T00:00:00\",\"2005-04-28T00:00:00\",\"2005-03-28T00:00:00\",\"2005-02-28T00:00:00\",\"2005-01-28T00:00:00\",\"2004-12-28T00:00:00\",\"2004-11-28T00:00:00\",\"2004-10-28T00:00:00\",\"2004-09-28T00:00:00\",\"2004-08-28T00:00:00\",\"2004-07-28T00:00:00\",\"2004-06-28T00:00:00\",\"2004-05-28T00:00:00\",\"2004-04-28T00:00:00\",\"2004-03-28T00:00:00\",\"2004-02-28T00:00:00\",\"2004-01-28T00:00:00\",\"2003-12-28T00:00:00\",\"2003-11-28T00:00:00\",\"2003-10-28T00:00:00\",\"2003-09-28T00:00:00\",\"2003-08-28T00:00:00\",\"2003-07-28T00:00:00\",\"2003-06-28T00:00:00\",\"2003-05-28T00:00:00\",\"2003-04-28T00:00:00\",\"2003-03-28T00:00:00\",\"2003-02-28T00:00:00\",\"2003-01-28T00:00:00\",\"2002-12-28T00:00:00\",\"2002-11-28T00:00:00\",\"2002-10-28T00:00:00\",\"2002-09-28T00:00:00\",\"2002-08-28T00:00:00\",\"2002-07-28T00:00:00\",\"2002-06-28T00:00:00\",\"2002-05-28T00:00:00\",\"2002-04-28T00:00:00\",\"2002-03-28T00:00:00\",\"2002-02-28T00:00:00\",\"2002-01-28T00:00:00\",\"2001-12-28T00:00:00\",\"2001-11-28T00:00:00\",\"2001-10-28T00:00:00\",\"2001-09-28T00:00:00\",\"2001-08-28T00:00:00\",\"2001-07-28T00:00:00\",\"2001-06-28T00:00:00\",\"2001-05-28T00:00:00\",\"2001-04-28T00:00:00\",\"2001-03-28T00:00:00\",\"2001-02-28T00:00:00\",\"2001-01-28T00:00:00\",\"2000-12-28T00:00:00\",\"2000-11-28T00:00:00\",\"2000-10-28T00:00:00\",\"2000-09-28T00:00:00\",\"2000-08-28T00:00:00\",\"2000-07-28T00:00:00\",\"2000-06-28T00:00:00\",\"2000-05-28T00:00:00\",\"2000-04-28T00:00:00\",\"2000-03-28T00:00:00\",\"2000-02-28T00:00:00\",\"2000-01-28T00:00:00\",\"1999-12-28T00:00:00\",\"1999-11-28T00:00:00\",\"1999-10-28T00:00:00\",\"1999-09-28T00:00:00\",\"1999-08-28T00:00:00\",\"1999-07-28T00:00:00\",\"1999-06-28T00:00:00\",\"1999-05-28T00:00:00\",\"1999-04-28T00:00:00\",\"1999-03-28T00:00:00\",\"1999-02-28T00:00:00\",\"1999-01-28T00:00:00\",\"1998-12-28T00:00:00\",\"1998-11-28T00:00:00\",\"1998-10-28T00:00:00\",\"1998-09-28T00:00:00\",\"1998-08-28T00:00:00\",\"1998-07-28T00:00:00\",\"1998-06-28T00:00:00\",\"1998-05-28T00:00:00\",\"1998-04-28T00:00:00\",\"1998-03-28T00:00:00\",\"1998-02-28T00:00:00\",\"1998-01-28T00:00:00\",\"1997-12-28T00:00:00\",\"1997-11-28T00:00:00\",\"1997-10-28T00:00:00\",\"1997-09-28T00:00:00\",\"1997-08-28T00:00:00\",\"1997-07-28T00:00:00\",\"1997-06-28T00:00:00\",\"1997-05-28T00:00:00\",\"1997-04-28T00:00:00\",\"1997-03-28T00:00:00\",\"1997-02-28T00:00:00\",\"1997-01-28T00:00:00\",\"1996-12-28T00:00:00\",\"1996-11-28T00:00:00\",\"1996-10-28T00:00:00\",\"1996-09-28T00:00:00\",\"1996-08-28T00:00:00\",\"1996-07-28T00:00:00\",\"1996-06-28T00:00:00\",\"1996-05-28T00:00:00\",\"1996-04-28T00:00:00\",\"1996-03-28T00:00:00\",\"1996-02-28T00:00:00\",\"1996-01-28T00:00:00\",\"1995-12-28T00:00:00\",\"1995-11-28T00:00:00\",\"1995-10-28T00:00:00\",\"1995-09-28T00:00:00\",\"1995-08-28T00:00:00\",\"1995-07-28T00:00:00\",\"1995-06-28T00:00:00\",\"1995-05-28T00:00:00\",\"1995-04-28T00:00:00\",\"1995-03-28T00:00:00\",\"1995-02-28T00:00:00\",\"1995-01-28T00:00:00\",\"1994-12-28T00:00:00\",\"1994-11-28T00:00:00\",\"1994-10-28T00:00:00\",\"1994-09-28T00:00:00\",\"1994-08-28T00:00:00\",\"1994-07-28T00:00:00\",\"1994-06-28T00:00:00\",\"1994-05-28T00:00:00\",\"1994-04-28T00:00:00\",\"1994-03-28T00:00:00\",\"1994-02-28T00:00:00\",\"1994-01-28T00:00:00\",\"1993-12-28T00:00:00\",\"1993-11-28T00:00:00\",\"1993-10-28T00:00:00\",\"1993-09-28T00:00:00\",\"1993-08-28T00:00:00\",\"1993-07-28T00:00:00\",\"1993-06-28T00:00:00\",\"1993-05-28T00:00:00\",\"1993-04-28T00:00:00\",\"1993-03-28T00:00:00\",\"1993-02-28T00:00:00\",\"1993-01-28T00:00:00\",\"1992-12-28T00:00:00\",\"1992-11-28T00:00:00\",\"1992-10-28T00:00:00\",\"1992-09-28T00:00:00\",\"1992-08-28T00:00:00\",\"1992-07-28T00:00:00\",\"1992-06-28T00:00:00\",\"1992-05-28T00:00:00\",\"1992-04-28T00:00:00\",\"1992-03-28T00:00:00\",\"1992-02-28T00:00:00\",\"1992-01-28T00:00:00\",\"1991-12-28T00:00:00\",\"1991-11-28T00:00:00\",\"1991-10-28T00:00:00\",\"1991-09-28T00:00:00\",\"1991-08-28T00:00:00\",\"1991-07-28T00:00:00\",\"1991-06-28T00:00:00\",\"1991-05-28T00:00:00\",\"1991-04-28T00:00:00\",\"1991-03-28T00:00:00\",\"1991-02-28T00:00:00\",\"1991-01-28T00:00:00\",\"1990-12-28T00:00:00\",\"1990-11-28T00:00:00\",\"1990-10-28T00:00:00\",\"1990-09-28T00:00:00\",\"1990-08-28T00:00:00\",\"1990-07-28T00:00:00\",\"1990-06-28T00:00:00\",\"1990-05-28T00:00:00\",\"1990-04-28T00:00:00\",\"1990-03-28T00:00:00\",\"1990-02-28T00:00:00\",\"1990-01-28T00:00:00\",\"1989-12-28T00:00:00\",\"1989-11-28T00:00:00\",\"1989-10-28T00:00:00\",\"1989-09-28T00:00:00\",\"1989-08-28T00:00:00\",\"1989-07-28T00:00:00\",\"1989-06-28T00:00:00\",\"1989-05-28T00:00:00\",\"1989-04-28T00:00:00\",\"1989-03-28T00:00:00\",\"1989-02-28T00:00:00\",\"1989-01-28T00:00:00\",\"1988-12-28T00:00:00\",\"1988-11-28T00:00:00\",\"1988-10-28T00:00:00\",\"1988-09-28T00:00:00\",\"1988-08-28T00:00:00\",\"1988-07-28T00:00:00\",\"1988-06-28T00:00:00\",\"1988-05-28T00:00:00\",\"1988-04-28T00:00:00\",\"1988-03-28T00:00:00\",\"1988-02-28T00:00:00\",\"1988-01-28T00:00:00\",\"1987-12-28T00:00:00\",\"1987-11-28T00:00:00\",\"1987-10-28T00:00:00\",\"1987-09-28T00:00:00\",\"1987-08-28T00:00:00\",\"1987-07-28T00:00:00\",\"1987-06-28T00:00:00\",\"1987-05-28T00:00:00\",\"1987-04-28T00:00:00\",\"1987-03-28T00:00:00\",\"1987-02-28T00:00:00\",\"1987-01-28T00:00:00\",\"1986-12-28T00:00:00\",\"1986-11-28T00:00:00\",\"1986-10-28T00:00:00\",\"1986-09-28T00:00:00\",\"1986-08-28T00:00:00\",\"1986-07-28T00:00:00\",\"1986-06-28T00:00:00\",\"1986-05-28T00:00:00\",\"1986-04-28T00:00:00\",\"1986-03-28T00:00:00\",\"1986-02-28T00:00:00\",\"1986-01-28T00:00:00\",\"1985-12-28T00:00:00\",\"1985-11-28T00:00:00\",\"1985-10-28T00:00:00\",\"1985-09-28T00:00:00\",\"1985-08-28T00:00:00\",\"1985-07-28T00:00:00\",\"1985-06-28T00:00:00\",\"1985-05-28T00:00:00\",\"1985-04-28T00:00:00\",\"1985-03-28T00:00:00\",\"1985-02-28T00:00:00\",\"1985-01-28T00:00:00\",\"1984-12-28T00:00:00\",\"1984-11-28T00:00:00\",\"1984-10-28T00:00:00\",\"1984-09-28T00:00:00\",\"1984-08-28T00:00:00\",\"1984-07-28T00:00:00\",\"1984-06-28T00:00:00\",\"1984-05-28T00:00:00\",\"1984-04-28T00:00:00\",\"1984-03-28T00:00:00\",\"1984-02-28T00:00:00\",\"1984-01-28T00:00:00\",\"1983-12-28T00:00:00\",\"1983-11-28T00:00:00\",\"1983-10-28T00:00:00\",\"1983-09-28T00:00:00\",\"1983-08-28T00:00:00\",\"1983-07-28T00:00:00\",\"1983-06-28T00:00:00\",\"1983-05-28T00:00:00\",\"1983-04-28T00:00:00\",\"1983-03-28T00:00:00\",\"1983-02-28T00:00:00\",\"1983-01-28T00:00:00\",\"1982-12-28T00:00:00\",\"1982-11-28T00:00:00\",\"1982-10-28T00:00:00\",\"1982-09-28T00:00:00\",\"1982-08-28T00:00:00\",\"1982-07-28T00:00:00\",\"1982-06-28T00:00:00\",\"1982-05-28T00:00:00\",\"1982-04-28T00:00:00\",\"1982-03-28T00:00:00\",\"1982-02-28T00:00:00\",\"1982-01-28T00:00:00\",\"1981-12-28T00:00:00\",\"1981-11-28T00:00:00\",\"1981-10-28T00:00:00\",\"1981-09-28T00:00:00\",\"1981-08-28T00:00:00\",\"1981-07-28T00:00:00\",\"1981-06-28T00:00:00\",\"1981-05-28T00:00:00\",\"1981-04-28T00:00:00\",\"1981-03-28T00:00:00\",\"1981-02-28T00:00:00\",\"1981-01-28T00:00:00\",\"1980-12-28T00:00:00\",\"1980-11-28T00:00:00\",\"1980-10-28T00:00:00\",\"1980-09-28T00:00:00\",\"1980-08-28T00:00:00\",\"1980-07-28T00:00:00\",\"1980-06-28T00:00:00\",\"1980-05-28T00:00:00\",\"1980-04-28T00:00:00\",\"1980-03-28T00:00:00\",\"1980-02-28T00:00:00\",\"1980-01-28T00:00:00\",\"1979-12-28T00:00:00\",\"1979-11-28T00:00:00\",\"1979-10-28T00:00:00\",\"1979-09-28T00:00:00\",\"1979-08-28T00:00:00\",\"1979-07-28T00:00:00\",\"1979-06-28T00:00:00\",\"1979-05-28T00:00:00\",\"1979-04-28T00:00:00\",\"1979-03-28T00:00:00\",\"1979-02-28T00:00:00\",\"1979-01-28T00:00:00\",\"1978-12-28T00:00:00\",\"1978-11-28T00:00:00\",\"1978-10-28T00:00:00\",\"1978-09-28T00:00:00\",\"1978-08-28T00:00:00\",\"1978-07-28T00:00:00\",\"1978-06-28T00:00:00\",\"1978-05-28T00:00:00\",\"1978-04-28T00:00:00\",\"1978-03-28T00:00:00\",\"1978-02-28T00:00:00\",\"1978-01-28T00:00:00\",\"1977-12-28T00:00:00\",\"1977-11-28T00:00:00\",\"1977-10-28T00:00:00\",\"1977-09-28T00:00:00\",\"1977-08-28T00:00:00\",\"1977-07-28T00:00:00\",\"1977-06-28T00:00:00\",\"1977-05-28T00:00:00\",\"1977-04-28T00:00:00\",\"1977-03-28T00:00:00\",\"1977-02-28T00:00:00\",\"1977-01-28T00:00:00\",\"1976-12-28T00:00:00\",\"1976-11-28T00:00:00\",\"1976-10-28T00:00:00\",\"1976-09-28T00:00:00\",\"1976-08-28T00:00:00\",\"1976-07-28T00:00:00\",\"1976-06-28T00:00:00\",\"1976-05-28T00:00:00\",\"1976-04-28T00:00:00\",\"1976-03-28T00:00:00\",\"1976-02-28T00:00:00\",\"1976-01-28T00:00:00\",\"1975-12-28T00:00:00\",\"1975-11-28T00:00:00\",\"1975-10-28T00:00:00\",\"1975-09-28T00:00:00\",\"1975-08-28T00:00:00\",\"1975-07-28T00:00:00\",\"1975-06-28T00:00:00\",\"1975-05-28T00:00:00\",\"1975-04-28T00:00:00\",\"1975-03-28T00:00:00\",\"1975-02-28T00:00:00\",\"1975-01-28T00:00:00\",\"1974-12-28T00:00:00\",\"1974-11-28T00:00:00\",\"1974-10-28T00:00:00\",\"1974-09-28T00:00:00\",\"1974-08-28T00:00:00\",\"1974-07-28T00:00:00\",\"1974-06-28T00:00:00\",\"1974-05-28T00:00:00\",\"1974-04-28T00:00:00\",\"1974-03-28T00:00:00\",\"1974-02-28T00:00:00\",\"1974-01-28T00:00:00\",\"1973-12-28T00:00:00\",\"1973-11-28T00:00:00\",\"1973-10-28T00:00:00\",\"1973-09-28T00:00:00\",\"1973-08-28T00:00:00\",\"1973-07-28T00:00:00\",\"1973-06-28T00:00:00\",\"1973-05-28T00:00:00\",\"1973-04-28T00:00:00\",\"1973-03-28T00:00:00\",\"1973-02-28T00:00:00\",\"1973-01-28T00:00:00\",\"1972-12-28T00:00:00\",\"1972-11-28T00:00:00\",\"1972-10-28T00:00:00\",\"1972-09-28T00:00:00\",\"1972-08-28T00:00:00\",\"1972-07-28T00:00:00\",\"1972-06-28T00:00:00\",\"1972-05-28T00:00:00\",\"1972-04-28T00:00:00\",\"1972-03-28T00:00:00\",\"1972-02-28T00:00:00\",\"1972-01-28T00:00:00\",\"1971-12-28T00:00:00\",\"1971-11-28T00:00:00\",\"1971-10-28T00:00:00\",\"1971-09-28T00:00:00\",\"1971-08-28T00:00:00\",\"1971-07-28T00:00:00\",\"1971-06-28T00:00:00\",\"1971-05-28T00:00:00\",\"1971-04-28T00:00:00\",\"1971-03-28T00:00:00\",\"1971-02-28T00:00:00\",\"1971-01-28T00:00:00\",\"1970-12-28T00:00:00\",\"1970-11-28T00:00:00\",\"1970-10-28T00:00:00\",\"1970-09-28T00:00:00\",\"1970-08-28T00:00:00\",\"1970-07-28T00:00:00\",\"1970-06-28T00:00:00\",\"1970-05-28T00:00:00\",\"1970-04-28T00:00:00\",\"1970-03-28T00:00:00\",\"1970-02-28T00:00:00\",\"1970-01-28T00:00:00\",\"1969-12-28T00:00:00\",\"1969-11-28T00:00:00\",\"1969-10-28T00:00:00\",\"1969-09-28T00:00:00\",\"1969-08-28T00:00:00\",\"1969-07-28T00:00:00\",\"1969-06-28T00:00:00\",\"1969-05-28T00:00:00\",\"1969-04-28T00:00:00\",\"1969-03-28T00:00:00\",\"1969-02-28T00:00:00\",\"1969-01-28T00:00:00\",\"1968-12-28T00:00:00\",\"1968-11-28T00:00:00\",\"1968-10-28T00:00:00\",\"1968-09-28T00:00:00\",\"1968-08-28T00:00:00\",\"1968-07-28T00:00:00\",\"1968-06-28T00:00:00\",\"1968-05-28T00:00:00\",\"1968-04-28T00:00:00\",\"1968-03-28T00:00:00\",\"1968-02-28T00:00:00\",\"1968-01-28T00:00:00\",\"1967-12-28T00:00:00\",\"1967-11-28T00:00:00\",\"1967-10-28T00:00:00\",\"1967-09-28T00:00:00\",\"1967-08-28T00:00:00\",\"1967-07-28T00:00:00\",\"1967-06-28T00:00:00\",\"1967-05-28T00:00:00\",\"1967-04-28T00:00:00\",\"1967-03-28T00:00:00\",\"1967-02-28T00:00:00\",\"1967-01-28T00:00:00\",\"1966-12-28T00:00:00\",\"1966-11-28T00:00:00\",\"1966-10-28T00:00:00\",\"1966-09-28T00:00:00\",\"1966-08-28T00:00:00\",\"1966-07-28T00:00:00\",\"1966-06-28T00:00:00\",\"1966-05-28T00:00:00\",\"1966-04-28T00:00:00\",\"1966-03-28T00:00:00\",\"1966-02-28T00:00:00\",\"1966-01-28T00:00:00\",\"1965-12-28T00:00:00\",\"1965-11-28T00:00:00\",\"1965-10-28T00:00:00\",\"1965-09-28T00:00:00\",\"1965-08-28T00:00:00\",\"1965-07-28T00:00:00\",\"1965-06-28T00:00:00\",\"1965-05-28T00:00:00\",\"1965-04-28T00:00:00\",\"1965-03-28T00:00:00\",\"1965-02-28T00:00:00\",\"1965-01-28T00:00:00\",\"1964-12-28T00:00:00\",\"1964-11-28T00:00:00\",\"1964-10-28T00:00:00\",\"1964-09-28T00:00:00\",\"1964-08-28T00:00:00\",\"1964-07-28T00:00:00\",\"1964-06-28T00:00:00\",\"1964-05-28T00:00:00\",\"1964-04-28T00:00:00\",\"1964-03-28T00:00:00\",\"1964-02-28T00:00:00\",\"1964-01-28T00:00:00\",\"1963-12-28T00:00:00\",\"1963-11-28T00:00:00\"],\"y\":[2,0,1,1,2,5,0,4,2,2,2,3,3,3,1,6,3,1,2,7,5,6,3,2,5,2,1,3,0,4,3,3,6,4,2,5,3,3,4,4,8,2,4,0,5,3,4,7,8,3,3,1,3,4,5,4,4,1,6,0,4,4,8,3,3,1,2,4,4,2,4,2,3,2,1,3,2,5,10,5,4,3,8,5,8,7,5,4,6,1,6,3,7,9,3,3,5,9,7,6,2,5,11,12,7,4,3,4,6,3,4,4,8,9,4,7,3,20,4,6,6,5,6,4,2,2,3,4,6,4,7,6,6,2,11,4,9,12,9,4,12,26,10,7,13,7,5,7,5,6,8,17,7,15,6,3,4,5,5,7,9,5,2,3,3,5,6,3,7,6,13,4,3,7,9,6,9,4,3,7,11,9,6,4,3,4,5,9,8,2,6,4,3,7,5,2,5,0,5,4,2,8,1,2,5,2,6,12,3,4,8,0,4,4,4,2,8,7,6,3,3,3,3,2,5,5,5,1,3,6,4,6,12,5,5,3,5,15,3,3,4,0,4,4,3,1,3,6,7,10,3,3,5,5,5,5,0,1,0,2,5,5,6,4,6,3,5,4,3,5,1,4,5,5,9,9,16,17,7,6,3,5,5,8,3,14,3,5,15,9,6,11,3,4,2,10,3,31,4,5,9,5,5,7,5,0,7,3,3,12,3,8,5,4,3,2,9,7,1,4,5,23,10,4,11,6,9,4,6,2,4,2,2,23,3,2,8,2,4,2,1,2,9,1,2,2,5,2,3,4,2,4,3,2,1,0,0,1,0,2,1,0,0,2,4,0,1,0,1,3,1,1,1,1,0,1,2,1,2,1,2,0,0,2,0,2,0,2,1,6,2,0,1,0,2,4,0,2,1,1,1,2,1,1,0,0,0,0,2,0,0,0,1,1,0,2,0,1,0,1,0,2,2,2,0,0,1,1,2,0,0,0,8,1,1,0,1,1,1,1,0,0,2,0,2,0,0,0,3,0,0,1,0,1,2,1,1,0,1,0,0,2,1,1,1,1,2,2,0,3,0,2,1,2,0,1,0,0,1,0,1,2,1,0,1,0,0,1,2,0,1,2,4,1,3,1,4,0,2,0,0,1,1,1,0,0,0,0,7,6,4,1,4,8,4,2,2,2,2,0,0,4,3,0,0,4,6,1,4,2,2,4,0,4,1,3,1,5,4,1,1,1,2,3,0,0,0,1,2,1,1,2,1,0,0,0,1,0,0,1,0,0,0,0,8,1,4,1,3,5,2,6,6,1,3,1,0,0,0,1,0,0,10,4,1,2,1,1,5,2,3,1,0,0,3,2,2,1,5,0,3,5,6,1,4,3,8,2,2,1,3,3,15,11,10,3,3,10,2,2,4,3,1,3,4,11,4,1,2,3,6,6,0,3,3,7,11,4,3,6,4,0,3,0,0,1,1,4,1,0,2,0,0,0,0,1,0,0,0,0,0,0,0,3,0,2,0,5,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],\"type\":\"bar\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1963-11-22T00:00:00\",\"1969-01-20T00:00:00\",\"1969-01-20T00:00:00\",\"1963-11-22T00:00:00\"],\"y\":[0.5806451612903226,0.5806451612903226,0.14516129032258066,0.14516129032258066],\"type\":\"scatter\"},{\"name\":\"Lyndon B. Johnson\",\"x\":[\"1963-11-22T00:00:00\",\"1969-01-20T00:00:00\"],\"y\":[0.2903225806451613,0.2903225806451613],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1969-01-20T00:00:00\",\"1974-08-09T00:00:00\",\"1974-08-09T00:00:00\",\"1969-01-20T00:00:00\"],\"y\":[4.1940298507462686,4.1940298507462686,2.656716417910448,2.656716417910448],\"type\":\"scatter\"},{\"name\":\"Richard Nixon\",\"x\":[\"1969-01-20T00:00:00\",\"1974-08-09T00:00:00\"],\"y\":[3.328358208955224,3.328358208955224],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1974-08-09T00:00:00\",\"1977-01-20T00:00:00\",\"1977-01-20T00:00:00\",\"1974-08-09T00:00:00\"],\"y\":[3.2413793103448274,3.2413793103448274,1.3103448275862069,1.3103448275862069],\"type\":\"scatter\"},{\"name\":\"Gerald Ford\",\"x\":[\"1974-08-09T00:00:00\",\"1977-01-20T00:00:00\"],\"y\":[2.103448275862069,2.103448275862069],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1977-01-20T00:00:00\",\"1981-01-20T00:00:00\",\"1981-01-20T00:00:00\",\"1977-01-20T00:00:00\"],\"y\":[2.5208333333333335,2.5208333333333335,1.5,1.5],\"type\":\"scatter\"},{\"name\":\"Jimmy Carter\",\"x\":[\"1977-01-20T00:00:00\",\"1981-01-20T00:00:00\"],\"y\":[1.9583333333333333,1.9583333333333333],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1981-01-20T00:00:00\",\"1989-01-20T00:00:00\",\"1989-01-20T00:00:00\",\"1981-01-20T00:00:00\"],\"y\":[1.4375,1.4375,0.84375,0.84375],\"type\":\"scatter\"},{\"name\":\"Ronald Reagan\",\"x\":[\"1981-01-20T00:00:00\",\"1989-01-20T00:00:00\"],\"y\":[1.0833333333333333,1.0833333333333333],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1989-01-20T00:00:00\",\"1993-01-20T00:00:00\",\"1993-01-20T00:00:00\",\"1989-01-20T00:00:00\"],\"y\":[1.5,1.5,0.8333333333333334,0.8333333333333334],\"type\":\"scatter\"},{\"name\":\"George H. W. Bush\",\"x\":[\"1989-01-20T00:00:00\",\"1993-01-20T00:00:00\"],\"y\":[1.1041666666666667,1.1041666666666667],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"1993-01-20T00:00:00\",\"2001-01-20T00:00:00\",\"2001-01-20T00:00:00\",\"1993-01-20T00:00:00\"],\"y\":[6.583333333333333,6.583333333333333,4.510416666666667,4.510416666666667],\"type\":\"scatter\"},{\"name\":\"Bill Clinton\",\"x\":[\"1993-01-20T00:00:00\",\"2001-01-20T00:00:00\"],\"y\":[5.364583333333333,5.364583333333333],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"2001-01-20T00:00:00\",\"2009-01-20T00:00:00\",\"2009-01-20T00:00:00\",\"2001-01-20T00:00:00\"],\"y\":[5.239583333333333,5.239583333333333,4.125,4.125],\"type\":\"scatter\"},{\"name\":\"George W. Bush\",\"x\":[\"2001-01-20T00:00:00\",\"2009-01-20T00:00:00\"],\"y\":[4.635416666666667,4.635416666666667],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"2009-01-20T00:00:00\",\"2017-01-20T00:00:00\",\"2017-01-20T00:00:00\",\"2009-01-20T00:00:00\"],\"y\":[7.3125,7.3125,5.71875,5.71875],\"type\":\"scatter\"},{\"name\":\"Barack Obama\",\"x\":[\"2009-01-20T00:00:00\",\"2017-01-20T00:00:00\"],\"y\":[6.385416666666667,6.385416666666667],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"2017-01-20T00:00:00\",\"2021-01-20T00:00:00\",\"2021-01-20T00:00:00\",\"2017-01-20T00:00:00\"],\"y\":[4.104166666666667,4.104166666666667,3.0416666666666665,3.0416666666666665],\"type\":\"scatter\"},{\"name\":\"Donald Trump\",\"x\":[\"2017-01-20T00:00:00\",\"2021-01-20T00:00:00\"],\"y\":[3.5208333333333335,3.5208333333333335],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"#facade\",\"line\":{\"color\":\"rgba(255,255,255,0)\"},\"showlegend\":false,\"x\":[\"2021-01-20T00:00:00\",\"2023-06-28T00:00:00\",\"2023-06-28T00:00:00\",\"2021-01-20T00:00:00\"],\"y\":[3.4,3.4,2.1,2.1],\"type\":\"scatter\"},{\"name\":\"Joe Biden\",\"x\":[\"2021-01-20T00:00:00\",\"2023-06-28T00:00:00\"],\"y\":[2.7,2.7],\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('56ee7243-3907-4d46-9d6d-34971d568740');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Make the viz look decent"
      ],
      "metadata": {
        "id": "azwK1poWR2Us"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def hex2rgb(h):\n",
        "  \"\"\"\n",
        "  '#FF44BB' -> 'rgb(255, 68, 187)'\n",
        "  \"\"\"\n",
        "  if h[0] == '#':\n",
        "    h = h[1:]\n",
        "  if len(h) != 6:\n",
        "    raise ValueError(f'malformed hex input')\n",
        "  values = []\n",
        "  for i in range(0, len(h), 2):\n",
        "    values.append(int(h[i:i+2], base=16))\n",
        "  return f'rgb({values[0]}, {values[1]}, {values[2]})'\n",
        "\n",
        "hex2rgb('#FF44BB')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "JF71rwkvbcvF",
        "outputId": "fe9bec5a-be3b-41d6-9594-e8bb371d8805"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'rgb(255, 68, 187)'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def rgb2rgba(c, a=1.0):\n",
        "  \"\"\"\n",
        "  'rgb(95, 70, 144)'\n",
        "  ->\n",
        "  'rgba(95, 70, 144)'\n",
        "  ->\n",
        "  'rgba(95, 70, 144, 1.0)\n",
        "\n",
        "  defaults to 100% opacity\n",
        "  but you can set it\n",
        "  \"\"\"\n",
        "  c = c[:3] + 'a' + c[3:]\n",
        "  c = c[:-1] + f', {a})'\n",
        "  return c\n",
        "\n",
        "rgb2rgba('rgb(255, 68, 187)')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "3zgl0ECgeuBA",
        "outputId": "edca7434-c180-4381-956a-7d0bf3b88e44"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'rgba(255, 68, 187, 1.0)'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# get rid of the plotly background\n",
        "import plotly.io as pio\n",
        "pio.templates.default = 'plotly_white'\n",
        "\n",
        "MAX_HEIGHT = 16\n",
        "\n",
        "f = go.Figure()\n",
        "\n",
        "# add the bars\n",
        "bar_color = '#bbbbbb'\n",
        "f.add_trace(go.Bar(\n",
        "    x=clipped_mn_df['date'],\n",
        "    y=clipped_mn_df['cases'],\n",
        "    name='DOJ Antitrust Cases',\n",
        "    marker_color=bar_color,\n",
        "    marker_line_color=bar_color,\n",
        "    hovertemplate='%{x}: <b>%{y}</b><extra></extra>',\n",
        "    hoverlabel={'bgcolor': rgb2rgba(hex2rgb(bar_color), 0.2)},\n",
        "    legendrank=1000 + 1\n",
        "\n",
        "))\n",
        "\n",
        "\n",
        "# add hashing over any bars taller than MAX_HEIGHT\n",
        "too_tall = clipped_mn_df[clipped_mn_df['cases'] > MAX_HEIGHT]['date']\n",
        "f.add_trace(go.Bar(\n",
        "    x=too_tall,\n",
        "    y=[MAX_HEIGHT * 0.25] * len(too_tall),\n",
        "    base = [MAX_HEIGHT - MAX_HEIGHT*0.1] * len(too_tall),\n",
        "    marker_color='#fff',\n",
        "    marker_line_color='rgba(255,255,255,0)',\n",
        "    marker_line_width=0,\n",
        "    width=3e9,\n",
        "    # these are the options ['', '/', '\\\\', 'x', '-', '|', '+', '.']\n",
        "    marker_pattern_shape='-',\n",
        "    marker_pattern_fillmode='replace',\n",
        "    showlegend=False\n",
        "))\n",
        "\n",
        "f.update_layout(barmode='stack')\n",
        "\n",
        "\n",
        "# set colors for the presidents\n",
        "# https://plotly.com/python/discrete-color/\n",
        "# trying to avoid red and blue\n",
        "# some of these are a list of hex values\n",
        "# others are a list of strings that say 'rgb(x, x, x)'\n",
        "# annoying\n",
        "# pres_colors = px.colors.qualitative.Antique\n",
        "# pres_colors = px.colors.qualitative.Alphabet\n",
        "pres_colors = px.colors.qualitative.Prism\n",
        "\n",
        "\n",
        "# Add the president means + CI\n",
        "for i, r in pres_df.iterrows():\n",
        "  pres_color = pres_colors[i]\n",
        "  if pres_color[0] == '#':\n",
        "    pres_color = hex2rgb(pres_color)\n",
        "\n",
        "  ci_color = rgb2rgba(pres_color, 0.5)\n",
        "  hover_color = rgb2rgba(pres_color, 0.2)\n",
        "\n",
        "  hover_str = f\"<b>{r['name']}</b><br>Mean: <b>{r['cases_mean']:.2f}</b><br>95% CI:<b>({r['ci_low']:.2f}–{r['ci_high']:.2f})</b><extra></extra>\"\n",
        "\n",
        "\n",
        "  # CI\n",
        "  #\n",
        "  # draw two lines like this\n",
        "  #\n",
        "  # o------------------o\n",
        "  #\n",
        "  # o------------------o\n",
        "  #\n",
        "  # make the lines transparent,\n",
        "  # fill in the area between them\n",
        "  upper = r['ci_high']\n",
        "  lower = r['ci_low']\n",
        "  f.add_trace(go.Scatter(\n",
        "    x = [r['start'], r['end'], r['end'], r['start']],\n",
        "    y = [upper, upper, lower, lower],\n",
        "    fill='toself',\n",
        "    #  fillcolor\n",
        "    #     Sets the fill color. Defaults to a half-transparent\n",
        "    #       variant of the line color, marker color, or marker line\n",
        "    #       color, whichever is available.\n",
        "    #\n",
        "    fillcolor=ci_color,\n",
        "    # make the lines transparent\n",
        "    line_color=rgb2rgba(pres_color, 0),\n",
        "    # I have to set `name` for it to show up when I hover over any part of the fill\n",
        "    # otherwise the hover only comes up when I hover over the corners where the points are\n",
        "    # but `name` doesn't do the <extra></extra> thing to remove the extra hover box\n",
        "    name=hover_str.replace('<extra></extra>',''),\n",
        "    showlegend=False,\n",
        "    hovertemplate=hover_str,\n",
        "    hoverlabel={'bgcolor': hover_color}\n",
        "  ))\n",
        "\n",
        "  # mean\n",
        "  f.add_trace(go.Scatter(\n",
        "    x=[r['start'], r['end']],\n",
        "    y=[r['cases_mean'],r['cases_mean']],\n",
        "    name=r['name'],\n",
        "    line_color=pres_color,\n",
        "    marker={'symbol': 'line-ns', 'line': {'width': 0, 'color':pres_color}},\n",
        "    hovertemplate=hover_str,\n",
        "    hoverlabel={'bgcolor': hover_color}\n",
        "  ))\n",
        "\n",
        "# zoom in a bit and chop off the top of a few bars\n",
        "# so that we can see the president means better\n",
        "f.update_yaxes(range=[0, MAX_HEIGHT], dtick=5)\n",
        "\n",
        "\n",
        "# nudge the legend slightly closer to the plot\n",
        "f.update_layout(legend=dict(\n",
        "    yanchor=\"top\",\n",
        "    y=0.99,\n",
        "    xanchor=\"right\",\n",
        "    x=1.15\n",
        "))\n",
        "\n",
        "f.update_layout(title=\"What does it even look like\")\n",
        "\n",
        "\n",
        "f.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "yjTX28-ZRp9R",
        "outputId": "8d49a5ea-d2ec-45c1-b327-b32ba4d8eeb2"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-2.18.2.min.js\"></script>                <div id=\"a50d5e76-4a7f-4f53-8701-2400ee579beb\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"a50d5e76-4a7f-4f53-8701-2400ee579beb\")) {                    Plotly.newPlot(                        \"a50d5e76-4a7f-4f53-8701-2400ee579beb\",                        [{\"hoverlabel\":{\"bgcolor\":\"rgba(187, 187, 187, 0.2)\"},\"hovertemplate\":\"%{x}: <b>%{y}</b><extra></extra>\",\"legendrank\":1001,\"marker\":{\"color\":\"#bbbbbb\",\"line\":{\"color\":\"#bbbbbb\"}},\"name\":\"DOJ Antitrust Cases\",\"x\":[\"2023-06-28T00:00:00\",\"2023-05-28T00:00:00\",\"2023-04-28T00:00:00\",\"2023-03-28T00:00:00\",\"2023-02-28T00:00:00\",\"2023-01-28T00:00:00\",\"2022-12-28T00:00:00\",\"2022-11-28T00:00:00\",\"2022-10-28T00:00:00\",\"2022-09-28T00:00:00\",\"2022-08-28T00:00:00\",\"2022-07-28T00:00:00\",\"2022-06-28T00:00:00\",\"2022-05-28T00:00:00\",\"2022-04-28T00:00:00\",\"2022-03-28T00:00:00\",\"2022-02-28T00:00:00\",\"2022-01-28T00:00:00\",\"2021-12-28T00:00:00\",\"2021-11-28T00:00:00\",\"2021-10-28T00:00:00\",\"2021-09-28T00:00:00\",\"2021-08-28T00:00:00\",\"2021-07-28T00:00:00\",\"2021-06-28T00:00:00\",\"2021-05-28T00:00:00\",\"2021-04-28T00:00:00\",\"2021-03-28T00:00:00\",\"2021-02-28T00:00:00\",\"2021-01-28T00:00:00\",\"2020-12-28T00:00:00\",\"2020-11-28T00:00:00\",\"2020-10-28T00:00:00\",\"2020-09-28T00:00:00\",\"2020-08-28T00:00:00\",\"2020-07-28T00:00:00\",\"2020-06-28T00:00:00\",\"2020-05-28T00:00:00\",\"2020-04-28T00:00:00\",\"2020-03-28T00:00:00\",\"2020-02-28T00:00:00\",\"2020-01-28T00:00:00\",\"2019-12-28T00:00:00\",\"2019-11-28T00:00:00\",\"2019-10-28T00:00:00\",\"2019-09-28T00:00:00\",\"2019-08-28T00:00:00\",\"2019-07-28T00:00:00\",\"2019-06-28T00:00:00\",\"2019-05-28T00:00:00\",\"2019-04-28T00:00:00\",\"2019-03-28T00:00:00\",\"2019-02-28T00:00:00\",\"2019-01-28T00:00:00\",\"2018-12-28T00:00:00\",\"2018-11-28T00:00:00\",\"2018-10-28T00:00:00\",\"2018-09-28T00:00:00\",\"2018-08-28T00:00:00\",\"2018-07-28T00:00:00\",\"2018-06-28T00:00:00\",\"2018-05-28T00:00:00\",\"2018-04-28T00:00:00\",\"2018-03-28T00:00:00\",\"2018-02-28T00:00:00\",\"2018-01-28T00:00:00\",\"2017-12-28T00:00:00\",\"2017-11-28T00:00:00\",\"2017-10-28T00:00:00\",\"2017-09-28T00:00:00\",\"2017-08-28T00:00:00\",\"2017-07-28T00:00:00\",\"2017-06-28T00:00:00\",\"2017-05-28T00:00:00\",\"2017-04-28T00:00:00\",\"2017-03-28T00:00:00\",\"2017-02-28T00:00:00\",\"2017-01-28T00:00:00\",\"2016-12-28T00:00:00\",\"2016-11-28T00:00:00\",\"2016-10-28T00:00:00\",\"2016-09-28T00:00:00\",\"2016-08-28T00:00:00\",\"2016-07-28T00:00:00\",\"2016-06-28T00:00:00\",\"2016-05-28T00:00:00\",\"2016-04-28T00:00:00\",\"2016-03-28T00:00:00\",\"2016-02-28T00:00:00\",\"2016-01-28T00:00:00\",\"2015-12-28T00:00:00\",\"2015-11-28T00:00:00\",\"2015-10-28T00:00:00\",\"2015-09-28T00:00:00\",\"2015-08-28T00:00:00\",\"2015-07-28T00:00:00\",\"2015-06-28T00:00:00\",\"2015-05-28T00:00:00\",\"2015-04-28T00:00:00\",\"2015-03-28T00:00:00\",\"2015-02-28T00:00:00\",\"2015-01-28T00:00:00\",\"2014-12-28T00:00:00\",\"2014-11-28T00:00:00\",\"2014-10-28T00:00:00\",\"2014-09-28T00:00:00\",\"2014-08-28T00:00:00\",\"2014-07-28T00:00:00\",\"2014-06-28T00:00:00\",\"2014-05-28T00:00:00\",\"2014-04-28T00:00:00\",\"2014-03-28T00:00:00\",\"2014-02-28T00:00:00\",\"2014-01-28T00:00:00\",\"2013-12-28T00:00:00\",\"2013-11-28T00:00:00\",\"2013-10-28T00:00:00\",\"2013-09-28T00:00:00\",\"2013-08-28T00:00:00\",\"2013-07-28T00:00:00\",\"2013-06-28T00:00:00\",\"2013-05-28T00:00:00\",\"2013-04-28T00:00:00\",\"2013-03-28T00:00:00\",\"2013-02-28T00:00:00\",\"2013-01-28T00:00:00\",\"2012-12-28T00:00:00\",\"2012-11-28T00:00:00\",\"2012-10-28T00:00:00\",\"2012-09-28T00:00:00\",\"2012-08-28T00:00:00\",\"2012-07-28T00:00:00\",\"2012-06-28T00:00:00\",\"2012-05-28T00:00:00\",\"2012-04-28T00:00:00\",\"2012-03-28T00:00:00\",\"2012-02-28T00:00:00\",\"2012-01-28T00:00:00\",\"2011-12-28T00:00:00\",\"2011-11-28T00:00:00\",\"2011-10-28T00:00:00\",\"2011-09-28T00:00:00\",\"2011-08-28T00:00:00\",\"2011-07-28T00:00:00\",\"2011-06-28T00:00:00\",\"2011-05-28T00:00:00\",\"2011-04-28T00:00:00\",\"2011-03-28T00:00:00\",\"2011-02-28T00:00:00\",\"2011-01-28T00:00:00\",\"2010-12-28T00:00:00\",\"2010-11-28T00:00:00\",\"2010-10-28T00:00:00\",\"2010-09-28T00:00:00\",\"2010-08-28T00:00:00\",\"2010-07-28T00:00:00\",\"2010-06-28T00:00:00\",\"2010-05-28T00:00:00\",\"2010-04-28T00:00:00\",\"2010-03-28T00:00:00\",\"2010-02-28T00:00:00\",\"2010-01-28T00:00:00\",\"2009-12-28T00:00:00\",\"2009-11-28T00:00:00\",\"2009-10-28T00:00:00\",\"2009-09-28T00:00:00\",\"2009-08-28T00:00:00\",\"2009-07-28T00:00:00\",\"2009-06-28T00:00:00\",\"2009-05-28T00:00:00\",\"2009-04-28T00:00:00\",\"2009-03-28T00:00:00\",\"2009-02-28T00:00:00\",\"2009-01-28T00:00:00\",\"2008-12-28T00:00:00\",\"2008-11-28T00:00:00\",\"2008-10-28T00:00:00\",\"2008-09-28T00:00:00\",\"2008-08-28T00:00:00\",\"2008-07-28T00:00:00\",\"2008-06-28T00:00:00\",\"2008-05-28T00:00:00\",\"2008-04-28T00:00:00\",\"2008-03-28T00:00:00\",\"2008-02-28T00:00:00\",\"2008-01-28T00:00:00\",\"2007-12-28T00:00:00\",\"2007-11-28T00:00:00\",\"2007-10-28T00:00:00\",\"2007-09-28T00:00:00\",\"2007-08-28T00:00:00\",\"2007-07-28T00:00:00\",\"2007-06-28T00:00:00\",\"2007-05-28T00:00:00\",\"2007-04-28T00:00:00\",\"2007-03-28T00:00:00\",\"2007-02-28T00:00:00\",\"2007-01-28T00:00:00\",\"2006-12-28T00:00:00\",\"2006-11-28T00:00:00\",\"2006-10-28T00:00:00\",\"2006-09-28T00:00:00\",\"2006-08-28T00:00:00\",\"2006-07-28T00:00:00\",\"2006-06-28T00:00:00\",\"2006-05-28T00:00:00\",\"2006-04-28T00:00:00\",\"2006-03-28T00:00:00\",\"2006-02-28T00:00:00\",\"2006-01-28T00:00:00\",\"2005-12-28T00:00:00\",\"2005-11-28T00:00:00\",\"2005-10-28T00:00:00\",\"2005-09-28T00:00:00\",\"2005-08-28T00:00:00\",\"2005-07-28T00:00:00\",\"2005-06-28T00:00:00\",\"2005-05-28T00:00:00\",\"2005-04-28T00:00:00\",\"2005-03-28T00:00:00\",\"2005-02-28T00:00:00\",\"2005-01-28T00:00:00\",\"2004-12-28T00:00:00\",\"2004-11-28T00:00:00\",\"2004-10-28T00:00:00\",\"2004-09-28T00:00:00\",\"2004-08-28T00:00:00\",\"2004-07-28T00:00:00\",\"2004-06-28T00:00:00\",\"2004-05-28T00:00:00\",\"2004-04-28T00:00:00\",\"2004-03-28T00:00:00\",\"2004-02-28T00:00:00\",\"2004-01-28T00:00:00\",\"2003-12-28T00:00:00\",\"2003-11-28T00:00:00\",\"2003-10-28T00:00:00\",\"2003-09-28T00:00:00\",\"2003-08-28T00:00:00\",\"2003-07-28T00:00:00\",\"2003-06-28T00:00:00\",\"2003-05-28T00:00:00\",\"2003-04-28T00:00:00\",\"2003-03-28T00:00:00\",\"2003-02-28T00:00:00\",\"2003-01-28T00:00:00\",\"2002-12-28T00:00:00\",\"2002-11-28T00:00:00\",\"2002-10-28T00:00:00\",\"2002-09-28T00:00:00\",\"2002-08-28T00:00:00\",\"2002-07-28T00:00:00\",\"2002-06-28T00:00:00\",\"2002-05-28T00:00:00\",\"2002-04-28T00:00:00\",\"2002-03-28T00:00:00\",\"2002-02-28T00:00:00\",\"2002-01-28T00:00:00\",\"2001-12-28T00:00:00\",\"2001-11-28T00:00:00\",\"2001-10-28T00:00:00\",\"2001-09-28T00:00:00\",\"2001-08-28T00:00:00\",\"2001-07-28T00:00:00\",\"2001-06-28T00:00:00\",\"2001-05-28T00:00:00\",\"2001-04-28T00:00:00\",\"2001-03-28T00:00:00\",\"2001-02-28T00:00:00\",\"2001-01-28T00:00:00\",\"2000-12-28T00:00:00\",\"2000-11-28T00:00:00\",\"2000-10-28T00:00:00\",\"2000-09-28T00:00:00\",\"2000-08-28T00:00:00\",\"2000-07-28T00:00:00\",\"2000-06-28T00:00:00\",\"2000-05-28T00:00:00\",\"2000-04-28T00:00:00\",\"2000-03-28T00:00:00\",\"2000-02-28T00:00:00\",\"2000-01-28T00:00:00\",\"1999-12-28T00:00:00\",\"1999-11-28T00:00:00\",\"1999-10-28T00:00:00\",\"1999-09-28T00:00:00\",\"1999-08-28T00:00:00\",\"1999-07-28T00:00:00\",\"1999-06-28T00:00:00\",\"1999-05-28T00:00:00\",\"1999-04-28T00:00:00\",\"1999-03-28T00:00:00\",\"1999-02-28T00:00:00\",\"1999-01-28T00:00:00\",\"1998-12-28T00:00:00\",\"1998-11-28T00:00:00\",\"1998-10-28T00:00:00\",\"1998-09-28T00:00:00\",\"1998-08-28T00:00:00\",\"1998-07-28T00:00:00\",\"1998-06-28T00:00:00\",\"1998-05-28T00:00:00\",\"1998-04-28T00:00:00\",\"1998-03-28T00:00:00\",\"1998-02-28T00:00:00\",\"1998-01-28T00:00:00\",\"1997-12-28T00:00:00\",\"1997-11-28T00:00:00\",\"1997-10-28T00:00:00\",\"1997-09-28T00:00:00\",\"1997-08-28T00:00:00\",\"1997-07-28T00:00:00\",\"1997-06-28T00:00:00\",\"1997-05-28T00:00:00\",\"1997-04-28T00:00:00\",\"1997-03-28T00:00:00\",\"1997-02-28T00:00:00\",\"1997-01-28T00:00:00\",\"1996-12-28T00:00:00\",\"1996-11-28T00:00:00\",\"1996-10-28T00:00:00\",\"1996-09-28T00:00:00\",\"1996-08-28T00:00:00\",\"1996-07-28T00:00:00\",\"1996-06-28T00:00:00\",\"1996-05-28T00:00:00\",\"1996-04-28T00:00:00\",\"1996-03-28T00:00:00\",\"1996-02-28T00:00:00\",\"1996-01-28T00:00:00\",\"1995-12-28T00:00:00\",\"1995-11-28T00:00:00\",\"1995-10-28T00:00:00\",\"1995-09-28T00:00:00\",\"1995-08-28T00:00:00\",\"1995-07-28T00:00:00\",\"1995-06-28T00:00:00\",\"1995-05-28T00:00:00\",\"1995-04-28T00:00:00\",\"1995-03-28T00:00:00\",\"1995-02-28T00:00:00\",\"1995-01-28T00:00:00\",\"1994-12-28T00:00:00\",\"1994-11-28T00:00:00\",\"1994-10-28T00:00:00\",\"1994-09-28T00:00:00\",\"1994-08-28T00:00:00\",\"1994-07-28T00:00:00\",\"1994-06-28T00:00:00\",\"1994-05-28T00:00:00\",\"1994-04-28T00:00:00\",\"1994-03-28T00:00:00\",\"1994-02-28T00:00:00\",\"1994-01-28T00:00:00\",\"1993-12-28T00:00:00\",\"1993-11-28T00:00:00\",\"1993-10-28T00:00:00\",\"1993-09-28T00:00:00\",\"1993-08-28T00:00:00\",\"1993-07-28T00:00:00\",\"1993-06-28T00:00:00\",\"1993-05-28T00:00:00\",\"1993-04-28T00:00:00\",\"1993-03-28T00:00:00\",\"1993-02-28T00:00:00\",\"1993-01-28T00:00:00\",\"1992-12-28T00:00:00\",\"1992-11-28T00:00:00\",\"1992-10-28T00:00:00\",\"1992-09-28T00:00:00\",\"1992-08-28T00:00:00\",\"1992-07-28T00:00:00\",\"1992-06-28T00:00:00\",\"1992-05-28T00:00:00\",\"1992-04-28T00:00:00\",\"1992-03-28T00:00:00\",\"1992-02-28T00:00:00\",\"1992-01-28T00:00:00\",\"1991-12-28T00:00:00\",\"1991-11-28T00:00:00\",\"1991-10-28T00:00:00\",\"1991-09-28T00:00:00\",\"1991-08-28T00:00:00\",\"1991-07-28T00:00:00\",\"1991-06-28T00:00:00\",\"1991-05-28T00:00:00\",\"1991-04-28T00:00:00\",\"1991-03-28T00:00:00\",\"1991-02-28T00:00:00\",\"1991-01-28T00:00:00\",\"1990-12-28T00:00:00\",\"1990-11-28T00:00:00\",\"1990-10-28T00:00:00\",\"1990-09-28T00:00:00\",\"1990-08-28T00:00:00\",\"1990-07-28T00:00:00\",\"1990-06-28T00:00:00\",\"1990-05-28T00:00:00\",\"1990-04-28T00:00:00\",\"1990-03-28T00:00:00\",\"1990-02-28T00:00:00\",\"1990-01-28T00:00:00\",\"1989-12-28T00:00:00\",\"1989-11-28T00:00:00\",\"1989-10-28T00:00:00\",\"1989-09-28T00:00:00\",\"1989-08-28T00:00:00\",\"1989-07-28T00:00:00\",\"1989-06-28T00:00:00\",\"1989-05-28T00:00:00\",\"1989-04-28T00:00:00\",\"1989-03-28T00:00:00\",\"1989-02-28T00:00:00\",\"1989-01-28T00:00:00\",\"1988-12-28T00:00:00\",\"1988-11-28T00:00:00\",\"1988-10-28T00:00:00\",\"1988-09-28T00:00:00\",\"1988-08-28T00:00:00\",\"1988-07-28T00:00:00\",\"1988-06-28T00:00:00\",\"1988-05-28T00:00:00\",\"1988-04-28T00:00:00\",\"1988-03-28T00:00:00\",\"1988-02-28T00:00:00\",\"1988-01-28T00:00:00\",\"1987-12-28T00:00:00\",\"1987-11-28T00:00:00\",\"1987-10-28T00:00:00\",\"1987-09-28T00:00:00\",\"1987-08-28T00:00:00\",\"1987-07-28T00:00:00\",\"1987-06-28T00:00:00\",\"1987-05-28T00:00:00\",\"1987-04-28T00:00:00\",\"1987-03-28T00:00:00\",\"1987-02-28T00:00:00\",\"1987-01-28T00:00:00\",\"1986-12-28T00:00:00\",\"1986-11-28T00:00:00\",\"1986-10-28T00:00:00\",\"1986-09-28T00:00:00\",\"1986-08-28T00:00:00\",\"1986-07-28T00:00:00\",\"1986-06-28T00:00:00\",\"1986-05-28T00:00:00\",\"1986-04-28T00:00:00\",\"1986-03-28T00:00:00\",\"1986-02-28T00:00:00\",\"1986-01-28T00:00:00\",\"1985-12-28T00:00:00\",\"1985-11-28T00:00:00\",\"1985-10-28T00:00:00\",\"1985-09-28T00:00:00\",\"1985-08-28T00:00:00\",\"1985-07-28T00:00:00\",\"1985-06-28T00:00:00\",\"1985-05-28T00:00:00\",\"1985-04-28T00:00:00\",\"1985-03-28T00:00:00\",\"1985-02-28T00:00:00\",\"1985-01-28T00:00:00\",\"1984-12-28T00:00:00\",\"1984-11-28T00:00:00\",\"1984-10-28T00:00:00\",\"1984-09-28T00:00:00\",\"1984-08-28T00:00:00\",\"1984-07-28T00:00:00\",\"1984-06-28T00:00:00\",\"1984-05-28T00:00:00\",\"1984-04-28T00:00:00\",\"1984-03-28T00:00:00\",\"1984-02-28T00:00:00\",\"1984-01-28T00:00:00\",\"1983-12-28T00:00:00\",\"1983-11-28T00:00:00\",\"1983-10-28T00:00:00\",\"1983-09-28T00:00:00\",\"1983-08-28T00:00:00\",\"1983-07-28T00:00:00\",\"1983-06-28T00:00:00\",\"1983-05-28T00:00:00\",\"1983-04-28T00:00:00\",\"1983-03-28T00:00:00\",\"1983-02-28T00:00:00\",\"1983-01-28T00:00:00\",\"1982-12-28T00:00:00\",\"1982-11-28T00:00:00\",\"1982-10-28T00:00:00\",\"1982-09-28T00:00:00\",\"1982-08-28T00:00:00\",\"1982-07-28T00:00:00\",\"1982-06-28T00:00:00\",\"1982-05-28T00:00:00\",\"1982-04-28T00:00:00\",\"1982-03-28T00:00:00\",\"1982-02-28T00:00:00\",\"1982-01-28T00:00:00\",\"1981-12-28T00:00:00\",\"1981-11-28T00:00:00\",\"1981-10-28T00:00:00\",\"1981-09-28T00:00:00\",\"1981-08-28T00:00:00\",\"1981-07-28T00:00:00\",\"1981-06-28T00:00:00\",\"1981-05-28T00:00:00\",\"1981-04-28T00:00:00\",\"1981-03-28T00:00:00\",\"1981-02-28T00:00:00\",\"1981-01-28T00:00:00\",\"1980-12-28T00:00:00\",\"1980-11-28T00:00:00\",\"1980-10-28T00:00:00\",\"1980-09-28T00:00:00\",\"1980-08-28T00:00:00\",\"1980-07-28T00:00:00\",\"1980-06-28T00:00:00\",\"1980-05-28T00:00:00\",\"1980-04-28T00:00:00\",\"1980-03-28T00:00:00\",\"1980-02-28T00:00:00\",\"1980-01-28T00:00:00\",\"1979-12-28T00:00:00\",\"1979-11-28T00:00:00\",\"1979-10-28T00:00:00\",\"1979-09-28T00:00:00\",\"1979-08-28T00:00:00\",\"1979-07-28T00:00:00\",\"1979-06-28T00:00:00\",\"1979-05-28T00:00:00\",\"1979-04-28T00:00:00\",\"1979-03-28T00:00:00\",\"1979-02-28T00:00:00\",\"1979-01-28T00:00:00\",\"1978-12-28T00:00:00\",\"1978-11-28T00:00:00\",\"1978-10-28T00:00:00\",\"1978-09-28T00:00:00\",\"1978-08-28T00:00:00\",\"1978-07-28T00:00:00\",\"1978-06-28T00:00:00\",\"1978-05-28T00:00:00\",\"1978-04-28T00:00:00\",\"1978-03-28T00:00:00\",\"1978-02-28T00:00:00\",\"1978-01-28T00:00:00\",\"1977-12-28T00:00:00\",\"1977-11-28T00:00:00\",\"1977-10-28T00:00:00\",\"1977-09-28T00:00:00\",\"1977-08-28T00:00:00\",\"1977-07-28T00:00:00\",\"1977-06-28T00:00:00\",\"1977-05-28T00:00:00\",\"1977-04-28T00:00:00\",\"1977-03-28T00:00:00\",\"1977-02-28T00:00:00\",\"1977-01-28T00:00:00\",\"1976-12-28T00:00:00\",\"1976-11-28T00:00:00\",\"1976-10-28T00:00:00\",\"1976-09-28T00:00:00\",\"1976-08-28T00:00:00\",\"1976-07-28T00:00:00\",\"1976-06-28T00:00:00\",\"1976-05-28T00:00:00\",\"1976-04-28T00:00:00\",\"1976-03-28T00:00:00\",\"1976-02-28T00:00:00\",\"1976-01-28T00:00:00\",\"1975-12-28T00:00:00\",\"1975-11-28T00:00:00\",\"1975-10-28T00:00:00\",\"1975-09-28T00:00:00\",\"1975-08-28T00:00:00\",\"1975-07-28T00:00:00\",\"1975-06-28T00:00:00\",\"1975-05-28T00:00:00\",\"1975-04-28T00:00:00\",\"1975-03-28T00:00:00\",\"1975-02-28T00:00:00\",\"1975-01-28T00:00:00\",\"1974-12-28T00:00:00\",\"1974-11-28T00:00:00\",\"1974-10-28T00:00:00\",\"1974-09-28T00:00:00\",\"1974-08-28T00:00:00\",\"1974-07-28T00:00:00\",\"1974-06-28T00:00:00\",\"1974-05-28T00:00:00\",\"1974-04-28T00:00:00\",\"1974-03-28T00:00:00\",\"1974-02-28T00:00:00\",\"1974-01-28T00:00:00\",\"1973-12-28T00:00:00\",\"1973-11-28T00:00:00\",\"1973-10-28T00:00:00\",\"1973-09-28T00:00:00\",\"1973-08-28T00:00:00\",\"1973-07-28T00:00:00\",\"1973-06-28T00:00:00\",\"1973-05-28T00:00:00\",\"1973-04-28T00:00:00\",\"1973-03-28T00:00:00\",\"1973-02-28T00:00:00\",\"1973-01-28T00:00:00\",\"1972-12-28T00:00:00\",\"1972-11-28T00:00:00\",\"1972-10-28T00:00:00\",\"1972-09-28T00:00:00\",\"1972-08-28T00:00:00\",\"1972-07-28T00:00:00\",\"1972-06-28T00:00:00\",\"1972-05-28T00:00:00\",\"1972-04-28T00:00:00\",\"1972-03-28T00:00:00\",\"1972-02-28T00:00:00\",\"1972-01-28T00:00:00\",\"1971-12-28T00:00:00\",\"1971-11-28T00:00:00\",\"1971-10-28T00:00:00\",\"1971-09-28T00:00:00\",\"1971-08-28T00:00:00\",\"1971-07-28T00:00:00\",\"1971-06-28T00:00:00\",\"1971-05-28T00:00:00\",\"1971-04-28T00:00:00\",\"1971-03-28T00:00:00\",\"1971-02-28T00:00:00\",\"1971-01-28T00:00:00\",\"1970-12-28T00:00:00\",\"1970-11-28T00:00:00\",\"1970-10-28T00:00:00\",\"1970-09-28T00:00:00\",\"1970-08-28T00:00:00\",\"1970-07-28T00:00:00\",\"1970-06-28T00:00:00\",\"1970-05-28T00:00:00\",\"1970-04-28T00:00:00\",\"1970-03-28T00:00:00\",\"1970-02-28T00:00:00\",\"1970-01-28T00:00:00\",\"1969-12-28T00:00:00\",\"1969-11-28T00:00:00\",\"1969-10-28T00:00:00\",\"1969-09-28T00:00:00\",\"1969-08-28T00:00:00\",\"1969-07-28T00:00:00\",\"1969-06-28T00:00:00\",\"1969-05-28T00:00:00\",\"1969-04-28T00:00:00\",\"1969-03-28T00:00:00\",\"1969-02-28T00:00:00\",\"1969-01-28T00:00:00\",\"1968-12-28T00:00:00\",\"1968-11-28T00:00:00\",\"1968-10-28T00:00:00\",\"1968-09-28T00:00:00\",\"1968-08-28T00:00:00\",\"1968-07-28T00:00:00\",\"1968-06-28T00:00:00\",\"1968-05-28T00:00:00\",\"1968-04-28T00:00:00\",\"1968-03-28T00:00:00\",\"1968-02-28T00:00:00\",\"1968-01-28T00:00:00\",\"1967-12-28T00:00:00\",\"1967-11-28T00:00:00\",\"1967-10-28T00:00:00\",\"1967-09-28T00:00:00\",\"1967-08-28T00:00:00\",\"1967-07-28T00:00:00\",\"1967-06-28T00:00:00\",\"1967-05-28T00:00:00\",\"1967-04-28T00:00:00\",\"1967-03-28T00:00:00\",\"1967-02-28T00:00:00\",\"1967-01-28T00:00:00\",\"1966-12-28T00:00:00\",\"1966-11-28T00:00:00\",\"1966-10-28T00:00:00\",\"1966-09-28T00:00:00\",\"1966-08-28T00:00:00\",\"1966-07-28T00:00:00\",\"1966-06-28T00:00:00\",\"1966-05-28T00:00:00\",\"1966-04-28T00:00:00\",\"1966-03-28T00:00:00\",\"1966-02-28T00:00:00\",\"1966-01-28T00:00:00\",\"1965-12-28T00:00:00\",\"1965-11-28T00:00:00\",\"1965-10-28T00:00:00\",\"1965-09-28T00:00:00\",\"1965-08-28T00:00:00\",\"1965-07-28T00:00:00\",\"1965-06-28T00:00:00\",\"1965-05-28T00:00:00\",\"1965-04-28T00:00:00\",\"1965-03-28T00:00:00\",\"1965-02-28T00:00:00\",\"1965-01-28T00:00:00\",\"1964-12-28T00:00:00\",\"1964-11-28T00:00:00\",\"1964-10-28T00:00:00\",\"1964-09-28T00:00:00\",\"1964-08-28T00:00:00\",\"1964-07-28T00:00:00\",\"1964-06-28T00:00:00\",\"1964-05-28T00:00:00\",\"1964-04-28T00:00:00\",\"1964-03-28T00:00:00\",\"1964-02-28T00:00:00\",\"1964-01-28T00:00:00\",\"1963-12-28T00:00:00\",\"1963-11-28T00:00:00\"],\"y\":[2,0,1,1,2,5,0,4,2,2,2,3,3,3,1,6,3,1,2,7,5,6,3,2,5,2,1,3,0,4,3,3,6,4,2,5,3,3,4,4,8,2,4,0,5,3,4,7,8,3,3,1,3,4,5,4,4,1,6,0,4,4,8,3,3,1,2,4,4,2,4,2,3,2,1,3,2,5,10,5,4,3,8,5,8,7,5,4,6,1,6,3,7,9,3,3,5,9,7,6,2,5,11,12,7,4,3,4,6,3,4,4,8,9,4,7,3,20,4,6,6,5,6,4,2,2,3,4,6,4,7,6,6,2,11,4,9,12,9,4,12,26,10,7,13,7,5,7,5,6,8,17,7,15,6,3,4,5,5,7,9,5,2,3,3,5,6,3,7,6,13,4,3,7,9,6,9,4,3,7,11,9,6,4,3,4,5,9,8,2,6,4,3,7,5,2,5,0,5,4,2,8,1,2,5,2,6,12,3,4,8,0,4,4,4,2,8,7,6,3,3,3,3,2,5,5,5,1,3,6,4,6,12,5,5,3,5,15,3,3,4,0,4,4,3,1,3,6,7,10,3,3,5,5,5,5,0,1,0,2,5,5,6,4,6,3,5,4,3,5,1,4,5,5,9,9,16,17,7,6,3,5,5,8,3,14,3,5,15,9,6,11,3,4,2,10,3,31,4,5,9,5,5,7,5,0,7,3,3,12,3,8,5,4,3,2,9,7,1,4,5,23,10,4,11,6,9,4,6,2,4,2,2,23,3,2,8,2,4,2,1,2,9,1,2,2,5,2,3,4,2,4,3,2,1,0,0,1,0,2,1,0,0,2,4,0,1,0,1,3,1,1,1,1,0,1,2,1,2,1,2,0,0,2,0,2,0,2,1,6,2,0,1,0,2,4,0,2,1,1,1,2,1,1,0,0,0,0,2,0,0,0,1,1,0,2,0,1,0,1,0,2,2,2,0,0,1,1,2,0,0,0,8,1,1,0,1,1,1,1,0,0,2,0,2,0,0,0,3,0,0,1,0,1,2,1,1,0,1,0,0,2,1,1,1,1,2,2,0,3,0,2,1,2,0,1,0,0,1,0,1,2,1,0,1,0,0,1,2,0,1,2,4,1,3,1,4,0,2,0,0,1,1,1,0,0,0,0,7,6,4,1,4,8,4,2,2,2,2,0,0,4,3,0,0,4,6,1,4,2,2,4,0,4,1,3,1,5,4,1,1,1,2,3,0,0,0,1,2,1,1,2,1,0,0,0,1,0,0,1,0,0,0,0,8,1,4,1,3,5,2,6,6,1,3,1,0,0,0,1,0,0,10,4,1,2,1,1,5,2,3,1,0,0,3,2,2,1,5,0,3,5,6,1,4,3,8,2,2,1,3,3,15,11,10,3,3,10,2,2,4,3,1,3,4,11,4,1,2,3,6,6,0,3,3,7,11,4,3,6,4,0,3,0,0,1,1,4,1,0,2,0,0,0,0,1,0,0,0,0,0,0,0,3,0,2,0,5,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0],\"type\":\"bar\"},{\"base\":[14.4,14.4,14.4,14.4,14.4,14.4,14.4],\"marker\":{\"color\":\"#fff\",\"line\":{\"color\":\"rgba(255,255,255,0)\",\"width\":0},\"pattern\":{\"fillmode\":\"replace\",\"shape\":\"-\"}},\"showlegend\":false,\"width\":3000000000.0,\"x\":[\"2013-09-28T00:00:00\",\"2011-09-28T00:00:00\",\"2010-11-28T00:00:00\",\"2000-05-28T00:00:00\",\"1998-09-28T00:00:00\",\"1996-09-28T00:00:00\",\"1995-09-28T00:00:00\"],\"y\":[4.0,4.0,4.0,4.0,4.0,4.0,4.0],\"type\":\"bar\"},{\"fill\":\"toself\",\"fillcolor\":\"rgba(95, 70, 144, 0.5)\",\"hoverlabel\":{\"bgcolor\":\"rgba(95, 70, 144, 0.2)\"},\"hovertemplate\":\"<b>Lyndon B. Johnson</b><br>Mean: <b>0.29</b><br>95% CI:<b>(0.15\\u20130.58)</b><extra></extra>\",\"line\":{\"color\":\"rgba(95, 70, 144, 0)\"},\"name\":\"<b>Lyndon B. Johnson</b><br>Mean: <b>0.29</b><br>95% CI:<b>(0.15\\u20130.58)</b>\",\"showlegend\":false,\"x\":[\"1963-11-22T00:00:00\",\"1969-01-20T00:00:00\",\"1969-01-20T00:00:00\",\"1963-11-22T00:00:00\"],\"y\":[0.5806451612903226,0.5806451612903226,0.14516129032258066,0.14516129032258066],\"type\":\"scatter\"},{\"hoverlabel\":{\"bgcolor\":\"rgba(95, 70, 144, 0.2)\"},\"hovertemplate\":\"<b>Lyndon B. Johnson</b><br>Mean: <b>0.29</b><br>95% CI:<b>(0.15\\u20130.58)</b><extra></extra>\",\"line\":{\"color\":\"rgb(95, 70, 144)\"},\"marker\":{\"line\":{\"color\":\"rgb(95, 70, 144)\",\"width\":0},\"symbol\":\"line-ns\"},\"name\":\"Lyndon B. Johnson\",\"x\":[\"1963-11-22T00:00:00\",\"1969-01-20T00:00:00\"],\"y\":[0.2903225806451613,0.2903225806451613],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"rgba(29, 105, 150, 0.5)\",\"hoverlabel\":{\"bgcolor\":\"rgba(29, 105, 150, 0.2)\"},\"hovertemplate\":\"<b>Richard Nixon</b><br>Mean: <b>3.33</b><br>95% CI:<b>(2.66\\u20134.19)</b><extra></extra>\",\"line\":{\"color\":\"rgba(29, 105, 150, 0)\"},\"name\":\"<b>Richard Nixon</b><br>Mean: <b>3.33</b><br>95% CI:<b>(2.66\\u20134.19)</b>\",\"showlegend\":false,\"x\":[\"1969-01-20T00:00:00\",\"1974-08-09T00:00:00\",\"1974-08-09T00:00:00\",\"1969-01-20T00:00:00\"],\"y\":[4.1940298507462686,4.1940298507462686,2.656716417910448,2.656716417910448],\"type\":\"scatter\"},{\"hoverlabel\":{\"bgcolor\":\"rgba(29, 105, 150, 0.2)\"},\"hovertemplate\":\"<b>Richard Nixon</b><br>Mean: <b>3.33</b><br>95% CI:<b>(2.66\\u20134.19)</b><extra></extra>\",\"line\":{\"color\":\"rgb(29, 105, 150)\"},\"marker\":{\"line\":{\"color\":\"rgb(29, 105, 150)\",\"width\":0},\"symbol\":\"line-ns\"},\"name\":\"Richard Nixon\",\"x\":[\"1969-01-20T00:00:00\",\"1974-08-09T00:00:00\"],\"y\":[3.328358208955224,3.328358208955224],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"rgba(56, 166, 165, 0.5)\",\"hoverlabel\":{\"bgcolor\":\"rgba(56, 166, 165, 0.2)\"},\"hovertemplate\":\"<b>Gerald Ford</b><br>Mean: <b>2.10</b><br>95% CI:<b>(1.31\\u20133.24)</b><extra></extra>\",\"line\":{\"color\":\"rgba(56, 166, 165, 0)\"},\"name\":\"<b>Gerald Ford</b><br>Mean: <b>2.10</b><br>95% CI:<b>(1.31\\u20133.24)</b>\",\"showlegend\":false,\"x\":[\"1974-08-09T00:00:00\",\"1977-01-20T00:00:00\",\"1977-01-20T00:00:00\",\"1974-08-09T00:00:00\"],\"y\":[3.2413793103448274,3.2413793103448274,1.3103448275862069,1.3103448275862069],\"type\":\"scatter\"},{\"hoverlabel\":{\"bgcolor\":\"rgba(56, 166, 165, 0.2)\"},\"hovertemplate\":\"<b>Gerald Ford</b><br>Mean: <b>2.10</b><br>95% CI:<b>(1.31\\u20133.24)</b><extra></extra>\",\"line\":{\"color\":\"rgb(56, 166, 165)\"},\"marker\":{\"line\":{\"color\":\"rgb(56, 166, 165)\",\"width\":0},\"symbol\":\"line-ns\"},\"name\":\"Gerald Ford\",\"x\":[\"1974-08-09T00:00:00\",\"1977-01-20T00:00:00\"],\"y\":[2.103448275862069,2.103448275862069],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"rgba(15, 133, 84, 0.5)\",\"hoverlabel\":{\"bgcolor\":\"rgba(15, 133, 84, 0.2)\"},\"hovertemplate\":\"<b>Jimmy Carter</b><br>Mean: <b>1.96</b><br>95% CI:<b>(1.50\\u20132.52)</b><extra></extra>\",\"line\":{\"color\":\"rgba(15, 133, 84, 0)\"},\"name\":\"<b>Jimmy Carter</b><br>Mean: <b>1.96</b><br>95% CI:<b>(1.50\\u20132.52)</b>\",\"showlegend\":false,\"x\":[\"1977-01-20T00:00:00\",\"1981-01-20T00:00:00\",\"1981-01-20T00:00:00\",\"1977-01-20T00:00:00\"],\"y\":[2.5208333333333335,2.5208333333333335,1.5,1.5],\"type\":\"scatter\"},{\"hoverlabel\":{\"bgcolor\":\"rgba(15, 133, 84, 0.2)\"},\"hovertemplate\":\"<b>Jimmy Carter</b><br>Mean: <b>1.96</b><br>95% CI:<b>(1.50\\u20132.52)</b><extra></extra>\",\"line\":{\"color\":\"rgb(15, 133, 84)\"},\"marker\":{\"line\":{\"color\":\"rgb(15, 133, 84)\",\"width\":0},\"symbol\":\"line-ns\"},\"name\":\"Jimmy Carter\",\"x\":[\"1977-01-20T00:00:00\",\"1981-01-20T00:00:00\"],\"y\":[1.9583333333333333,1.9583333333333333],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"rgba(115, 175, 72, 0.5)\",\"hoverlabel\":{\"bgcolor\":\"rgba(115, 175, 72, 0.2)\"},\"hovertemplate\":\"<b>Ronald Reagan</b><br>Mean: <b>1.08</b><br>95% CI:<b>(0.84\\u20131.44)</b><extra></extra>\",\"line\":{\"color\":\"rgba(115, 175, 72, 0)\"},\"name\":\"<b>Ronald Reagan</b><br>Mean: <b>1.08</b><br>95% CI:<b>(0.84\\u20131.44)</b>\",\"showlegend\":false,\"x\":[\"1981-01-20T00:00:00\",\"1989-01-20T00:00:00\",\"1989-01-20T00:00:00\",\"1981-01-20T00:00:00\"],\"y\":[1.4375,1.4375,0.84375,0.84375],\"type\":\"scatter\"},{\"hoverlabel\":{\"bgcolor\":\"rgba(115, 175, 72, 0.2)\"},\"hovertemplate\":\"<b>Ronald Reagan</b><br>Mean: <b>1.08</b><br>95% CI:<b>(0.84\\u20131.44)</b><extra></extra>\",\"line\":{\"color\":\"rgb(115, 175, 72)\"},\"marker\":{\"line\":{\"color\":\"rgb(115, 175, 72)\",\"width\":0},\"symbol\":\"line-ns\"},\"name\":\"Ronald Reagan\",\"x\":[\"1981-01-20T00:00:00\",\"1989-01-20T00:00:00\"],\"y\":[1.0833333333333333,1.0833333333333333],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"rgba(237, 173, 8, 0.5)\",\"hoverlabel\":{\"bgcolor\":\"rgba(237, 173, 8, 0.2)\"},\"hovertemplate\":\"<b>George H. W. Bush</b><br>Mean: <b>1.10</b><br>95% CI:<b>(0.83\\u20131.50)</b><extra></extra>\",\"line\":{\"color\":\"rgba(237, 173, 8, 0)\"},\"name\":\"<b>George H. W. Bush</b><br>Mean: <b>1.10</b><br>95% CI:<b>(0.83\\u20131.50)</b>\",\"showlegend\":false,\"x\":[\"1989-01-20T00:00:00\",\"1993-01-20T00:00:00\",\"1993-01-20T00:00:00\",\"1989-01-20T00:00:00\"],\"y\":[1.5,1.5,0.8333333333333334,0.8333333333333334],\"type\":\"scatter\"},{\"hoverlabel\":{\"bgcolor\":\"rgba(237, 173, 8, 0.2)\"},\"hovertemplate\":\"<b>George H. W. Bush</b><br>Mean: <b>1.10</b><br>95% CI:<b>(0.83\\u20131.50)</b><extra></extra>\",\"line\":{\"color\":\"rgb(237, 173, 8)\"},\"marker\":{\"line\":{\"color\":\"rgb(237, 173, 8)\",\"width\":0},\"symbol\":\"line-ns\"},\"name\":\"George H. W. Bush\",\"x\":[\"1989-01-20T00:00:00\",\"1993-01-20T00:00:00\"],\"y\":[1.1041666666666667,1.1041666666666667],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"rgba(225, 124, 5, 0.5)\",\"hoverlabel\":{\"bgcolor\":\"rgba(225, 124, 5, 0.2)\"},\"hovertemplate\":\"<b>Bill Clinton</b><br>Mean: <b>5.36</b><br>95% CI:<b>(4.51\\u20136.58)</b><extra></extra>\",\"line\":{\"color\":\"rgba(225, 124, 5, 0)\"},\"name\":\"<b>Bill Clinton</b><br>Mean: <b>5.36</b><br>95% CI:<b>(4.51\\u20136.58)</b>\",\"showlegend\":false,\"x\":[\"1993-01-20T00:00:00\",\"2001-01-20T00:00:00\",\"2001-01-20T00:00:00\",\"1993-01-20T00:00:00\"],\"y\":[6.583333333333333,6.583333333333333,4.510416666666667,4.510416666666667],\"type\":\"scatter\"},{\"hoverlabel\":{\"bgcolor\":\"rgba(225, 124, 5, 0.2)\"},\"hovertemplate\":\"<b>Bill Clinton</b><br>Mean: <b>5.36</b><br>95% CI:<b>(4.51\\u20136.58)</b><extra></extra>\",\"line\":{\"color\":\"rgb(225, 124, 5)\"},\"marker\":{\"line\":{\"color\":\"rgb(225, 124, 5)\",\"width\":0},\"symbol\":\"line-ns\"},\"name\":\"Bill Clinton\",\"x\":[\"1993-01-20T00:00:00\",\"2001-01-20T00:00:00\"],\"y\":[5.364583333333333,5.364583333333333],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"rgba(204, 80, 62, 0.5)\",\"hoverlabel\":{\"bgcolor\":\"rgba(204, 80, 62, 0.2)\"},\"hovertemplate\":\"<b>George W. Bush</b><br>Mean: <b>4.64</b><br>95% CI:<b>(4.12\\u20135.24)</b><extra></extra>\",\"line\":{\"color\":\"rgba(204, 80, 62, 0)\"},\"name\":\"<b>George W. Bush</b><br>Mean: <b>4.64</b><br>95% CI:<b>(4.12\\u20135.24)</b>\",\"showlegend\":false,\"x\":[\"2001-01-20T00:00:00\",\"2009-01-20T00:00:00\",\"2009-01-20T00:00:00\",\"2001-01-20T00:00:00\"],\"y\":[5.239583333333333,5.239583333333333,4.125,4.125],\"type\":\"scatter\"},{\"hoverlabel\":{\"bgcolor\":\"rgba(204, 80, 62, 0.2)\"},\"hovertemplate\":\"<b>George W. Bush</b><br>Mean: <b>4.64</b><br>95% CI:<b>(4.12\\u20135.24)</b><extra></extra>\",\"line\":{\"color\":\"rgb(204, 80, 62)\"},\"marker\":{\"line\":{\"color\":\"rgb(204, 80, 62)\",\"width\":0},\"symbol\":\"line-ns\"},\"name\":\"George W. Bush\",\"x\":[\"2001-01-20T00:00:00\",\"2009-01-20T00:00:00\"],\"y\":[4.635416666666667,4.635416666666667],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"rgba(148, 52, 110, 0.5)\",\"hoverlabel\":{\"bgcolor\":\"rgba(148, 52, 110, 0.2)\"},\"hovertemplate\":\"<b>Barack Obama</b><br>Mean: <b>6.39</b><br>95% CI:<b>(5.72\\u20137.31)</b><extra></extra>\",\"line\":{\"color\":\"rgba(148, 52, 110, 0)\"},\"name\":\"<b>Barack Obama</b><br>Mean: <b>6.39</b><br>95% CI:<b>(5.72\\u20137.31)</b>\",\"showlegend\":false,\"x\":[\"2009-01-20T00:00:00\",\"2017-01-20T00:00:00\",\"2017-01-20T00:00:00\",\"2009-01-20T00:00:00\"],\"y\":[7.3125,7.3125,5.71875,5.71875],\"type\":\"scatter\"},{\"hoverlabel\":{\"bgcolor\":\"rgba(148, 52, 110, 0.2)\"},\"hovertemplate\":\"<b>Barack Obama</b><br>Mean: <b>6.39</b><br>95% CI:<b>(5.72\\u20137.31)</b><extra></extra>\",\"line\":{\"color\":\"rgb(148, 52, 110)\"},\"marker\":{\"line\":{\"color\":\"rgb(148, 52, 110)\",\"width\":0},\"symbol\":\"line-ns\"},\"name\":\"Barack Obama\",\"x\":[\"2009-01-20T00:00:00\",\"2017-01-20T00:00:00\"],\"y\":[6.385416666666667,6.385416666666667],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"rgba(111, 64, 112, 0.5)\",\"hoverlabel\":{\"bgcolor\":\"rgba(111, 64, 112, 0.2)\"},\"hovertemplate\":\"<b>Donald Trump</b><br>Mean: <b>3.52</b><br>95% CI:<b>(3.04\\u20134.10)</b><extra></extra>\",\"line\":{\"color\":\"rgba(111, 64, 112, 0)\"},\"name\":\"<b>Donald Trump</b><br>Mean: <b>3.52</b><br>95% CI:<b>(3.04\\u20134.10)</b>\",\"showlegend\":false,\"x\":[\"2017-01-20T00:00:00\",\"2021-01-20T00:00:00\",\"2021-01-20T00:00:00\",\"2017-01-20T00:00:00\"],\"y\":[4.104166666666667,4.104166666666667,3.0416666666666665,3.0416666666666665],\"type\":\"scatter\"},{\"hoverlabel\":{\"bgcolor\":\"rgba(111, 64, 112, 0.2)\"},\"hovertemplate\":\"<b>Donald Trump</b><br>Mean: <b>3.52</b><br>95% CI:<b>(3.04\\u20134.10)</b><extra></extra>\",\"line\":{\"color\":\"rgb(111, 64, 112)\"},\"marker\":{\"line\":{\"color\":\"rgb(111, 64, 112)\",\"width\":0},\"symbol\":\"line-ns\"},\"name\":\"Donald Trump\",\"x\":[\"2017-01-20T00:00:00\",\"2021-01-20T00:00:00\"],\"y\":[3.5208333333333335,3.5208333333333335],\"type\":\"scatter\"},{\"fill\":\"toself\",\"fillcolor\":\"rgba(102, 102, 102, 0.5)\",\"hoverlabel\":{\"bgcolor\":\"rgba(102, 102, 102, 0.2)\"},\"hovertemplate\":\"<b>Joe Biden</b><br>Mean: <b>2.70</b><br>95% CI:<b>(2.10\\u20133.40)</b><extra></extra>\",\"line\":{\"color\":\"rgba(102, 102, 102, 0)\"},\"name\":\"<b>Joe Biden</b><br>Mean: <b>2.70</b><br>95% CI:<b>(2.10\\u20133.40)</b>\",\"showlegend\":false,\"x\":[\"2021-01-20T00:00:00\",\"2023-06-28T00:00:00\",\"2023-06-28T00:00:00\",\"2021-01-20T00:00:00\"],\"y\":[3.4,3.4,2.1,2.1],\"type\":\"scatter\"},{\"hoverlabel\":{\"bgcolor\":\"rgba(102, 102, 102, 0.2)\"},\"hovertemplate\":\"<b>Joe Biden</b><br>Mean: <b>2.70</b><br>95% CI:<b>(2.10\\u20133.40)</b><extra></extra>\",\"line\":{\"color\":\"rgb(102, 102, 102)\"},\"marker\":{\"line\":{\"color\":\"rgb(102, 102, 102)\",\"width\":0},\"symbol\":\"line-ns\"},\"name\":\"Joe Biden\",\"x\":[\"2021-01-20T00:00:00\",\"2023-06-28T00:00:00\"],\"y\":[2.7,2.7],\"type\":\"scatter\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"#C8D4E3\",\"linecolor\":\"#C8D4E3\",\"minorgridcolor\":\"#C8D4E3\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"#C8D4E3\",\"linecolor\":\"#C8D4E3\",\"minorgridcolor\":\"#C8D4E3\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"white\",\"polar\":{\"bgcolor\":\"white\",\"angularaxis\":{\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"white\",\"aaxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#EBF0F8\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#EBF0F8\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"white\",\"subunitcolor\":\"#C8D4E3\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"barmode\":\"stack\",\"yaxis\":{\"range\":[0,16],\"dtick\":5},\"legend\":{\"yanchor\":\"top\",\"y\":0.99,\"xanchor\":\"right\",\"x\":1.15},\"title\":{\"text\":\"What does it even look like\"}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('a50d5e76-4a7f-4f53-8701-2400ee579beb');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# I could make a box plot too\n",
        "# get rid of the bars and just do a box plot comparing each distribution\n",
        "# that would be the boring statistican way to do things"
      ],
      "metadata": {
        "id": "L7iejYtNBFZq"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "It looks like the big shift was right when Clinton started.\n",
        "I'm sure there are all kinds of complicated reasons but I wonder whether that had anything to do with the DotCom bubble.\n",
        "\n",
        "I don't think I'll find statisically significant difference of means between presidents except between H. W. Bush and Clinton.\n",
        "\n",
        "I could also split the data into pre-Clinton and post-Clinton. I think there would be a significant difference of means there.\n",
        "\n",
        "It looks like there was also a decent blip right after 9/11. They only brought 1 case over a period of 3 months.\n",
        "\n",
        "I wonder what their funding has been over time.\n",
        "Does that correlate at all?\n"
      ],
      "metadata": {
        "id": "n47uAGJrDcmV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Maybe I should do it by Attorney General\n",
        "# oh well\n",
        "# next time, I guess\n",
        "# wikipedia says the Assistant Attorney General runs the Antitrust division\n",
        "# and the president appoints that person\n",
        "# so\n",
        "# president is probably good enough for now\n",
        "# also president gives us 48 data points\n",
        "# but I am interested\n",
        "\n",
        "# woah they closed a bunch of field offices in January 2013\n",
        "# I wonder if that explains the decline\n",
        "# plus covid\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "ClB9WADJDZfi"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Good Wikipedia article that lists the different things they go after and gives lots of example cases\n",
        "https://en.wikipedia.org/wiki/United_States_antitrust_law"
      ],
      "metadata": {
        "id": "sdEVf77Qildn"
      }
    }
  ]
}