Fed_Public_Debt_Holders.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "allied-stupid",
   "metadata": {},
   "source": [
    "# US Federal Public Debt Holders\n",
    "This notebook looks at the evolution of the ownership structure of US Federal Public Debt. I make use of data series with quarterly frequencies provided by [FRED](https://fred.stlouisfed.org)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "patent-knitting",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.ticker as mtick\n",
    "import matplotlib.dates as mdates\n",
    "import pandas_datareader.data as web\n",
    "from datetime import date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "exterior-bread",
   "metadata": {},
   "outputs": [],
   "source": [
    "report_start = date.fromisoformat('1969-01-01')\n",
    "report_end = date.today()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "motivated-sharing",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Human readable column names for DataFrames\n",
    "FEDERAL_DEBT_TOTAL = 'Total Federal Debt'\n",
    "FEDERAL_DEBT_HELD_BY_PUBLIC = 'Federal Debt Held by the Public'\n",
    "FEDERAL_DEBT_HELD_BY_US_GOVERNMENT = 'Federal Debt Held by US Government'\n",
    "FEDERAL_DEBT_HELD_BY_FED = 'Federal Debt Held by FED'\n",
    "FEDERAL_DEBT_HELD_BY_FOREIGN = 'Federal Debt Held by Foreign and International Investors'\n",
    "FEDERAL_DEBT_HELD_BY_DOMESTIC = 'Federal Debt Held by Domestic Owners'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "progressive-boutique",
   "metadata": {},
   "source": [
    "### Federal Debt Holders, preparation of data\n",
    "There are five relevant dataseries provided by [FRED](https://fred.stlouisfed.org) that could potentially be used:\n",
    "* `GFDEBTN` &mdash; Federal Debt: Total Public Debt in millions (quarterly frequency). This series accounts for both federal debt held by the public as well as US intragovernmental debt.\n",
    "* `FYGFDPUN` &mdash; unlike `GFDEBTN` this series accounts only for federal debt held by the public in millions (quarterly frequency).\n",
    "* `FDHBATN` &mdash; The US intragovernmental part of the debt in millions (quarterly frequency).\n",
    "* `FDHBFRBN` &mdash; Federal Debt Held by Federal Reserve Banks in billions (quarterly frequency).\n",
    "* `FDHBFIN` &mdash; Federal Debt Held by Foreign and International Investors in billions (quarterly frequency)\n",
    "\n",
    "The following relationships hold:\n",
    "* `GFDEBTN` = `FYGFDPUN` + `FDHBATN`\n",
    "* US Domestic ownership = `FYGFDPUN` - `FDHBFRBN` - `FDHBFIN`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "stone-motorcycle",
   "metadata": {},
   "outputs": [],
   "source": [
    "# GFDEBTN   -- Federal Debt: Total Public Debt in millions (quarterly frequency)\n",
    "# FYGFDPUN  -- Federal Debt Held by the Public in millions (quarterly frequency)\n",
    "# FDHBATN   -- Federal Debt Held by Agencies and Trusts in millions (quarterly frequency)\n",
    "# GFDEBTN = FYGFDPUN + FDHBATN\n",
    "\n",
    "# FDHBFRBN  -- Federal Debt Held by Federal Reserve Banks in billions (quarterly frequency)\n",
    "# FDHBFIN   -- Federal Debt Held by Foreign and International Investors in billions (quarterly frequency)\n",
    "# FYGFDPUN = FDHBFRBN + FDHBFIN + Domestic holdings\n",
    "\n",
    "fred_pub_debt_holders = web.get_data_fred(['GFDEBTN', 'FYGFDPUN', 'FDHBATN', 'FDHBFRBN', 'FDHBFIN'],\n",
    "                                          start=report_start, end=report_end)\n",
    "\n",
    "# Convert all amounts into millions\n",
    "fred_pub_debt_holders[['FDHBFRBN', 'FDHBFIN']] *= 1000\n",
    "\n",
    "# Adding as a new column for the domestic part\n",
    "fred_pub_debt_holders[FEDERAL_DEBT_HELD_BY_DOMESTIC] = fred_pub_debt_holders.FYGFDPUN\\\n",
    "        - fred_pub_debt_holders.FDHBFRBN - fred_pub_debt_holders.FDHBFIN\n",
    "    \n",
    "# Truncating to the earliest quarter where all dataseries have data\n",
    "fred_pub_debt_holders.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "senior-laser",
   "metadata": {},
   "source": [
    "### Visualization of prepared data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "intermediate-fairy",
   "metadata": {},
   "outputs": [],
   "source": [
    "fred_pub_debt_holders.rename(\n",
    "    columns={'GFDEBTN': FEDERAL_DEBT_TOTAL,\n",
    "             'FYGFDPUN': FEDERAL_DEBT_HELD_BY_PUBLIC, 'FDHBATN': FEDERAL_DEBT_HELD_BY_US_GOVERNMENT,\n",
    "             'FDHBFRBN': FEDERAL_DEBT_HELD_BY_FED, 'FDHBFIN': FEDERAL_DEBT_HELD_BY_FOREIGN},\n",
    "    inplace=True)\n",
    "IDX_FORMAT = '{:%Y-%m-%d}'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "dietary-thirty",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_ba570 .index_name.level0 {\n",
       "  min-width: 78px;\n",
       "}\n",
       "#T_ba570 .col0 {\n",
       "  min-width: 100px;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_ba570\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_ba570_level0_col0\" class=\"col_heading level0 col0\" >Total Federal Debt</th>\n",
       "      <th id=\"T_ba570_level0_col1\" class=\"col_heading level0 col1\" >Federal Debt Held by the Public</th>\n",
       "      <th id=\"T_ba570_level0_col2\" class=\"col_heading level0 col2\" >Federal Debt Held by US Government</th>\n",
       "      <th id=\"T_ba570_level0_col3\" class=\"col_heading level0 col3\" >Federal Debt Held by FED</th>\n",
       "      <th id=\"T_ba570_level0_col4\" class=\"col_heading level0 col4\" >Federal Debt Held by Foreign and International Investors</th>\n",
       "      <th id=\"T_ba570_level0_col5\" class=\"col_heading level0 col5\" >Federal Debt Held by Domestic Owners</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >DATE</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "      <th class=\"blank col3\" >&nbsp;</th>\n",
       "      <th class=\"blank col4\" >&nbsp;</th>\n",
       "      <th class=\"blank col5\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row0\" class=\"row_heading level0 row0\" >2018-07-01</th>\n",
       "      <td id=\"T_ba570_row0_col0\" class=\"data row0 col0\" >21,516,058M</td>\n",
       "      <td id=\"T_ba570_row0_col1\" class=\"data row0 col1\" >15,778,806M</td>\n",
       "      <td id=\"T_ba570_row0_col2\" class=\"data row0 col2\" >5,737,252M</td>\n",
       "      <td id=\"T_ba570_row0_col3\" class=\"data row0 col3\" >2,697,860M</td>\n",
       "      <td id=\"T_ba570_row0_col4\" class=\"data row0 col4\" >6,225,900M</td>\n",
       "      <td id=\"T_ba570_row0_col5\" class=\"data row0 col5\" >6,855,046M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row1\" class=\"row_heading level0 row1\" >2018-10-01</th>\n",
       "      <td id=\"T_ba570_row1_col0\" class=\"data row1 col0\" >21,974,096M</td>\n",
       "      <td id=\"T_ba570_row1_col1\" class=\"data row1 col1\" >16,120,742M</td>\n",
       "      <td id=\"T_ba570_row1_col2\" class=\"data row1 col2\" >5,853,354M</td>\n",
       "      <td id=\"T_ba570_row1_col3\" class=\"data row1 col3\" >2,594,652M</td>\n",
       "      <td id=\"T_ba570_row1_col4\" class=\"data row1 col4\" >6,270,100M</td>\n",
       "      <td id=\"T_ba570_row1_col5\" class=\"data row1 col5\" >7,255,990M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row2\" class=\"row_heading level0 row2\" >2019-01-01</th>\n",
       "      <td id=\"T_ba570_row2_col0\" class=\"data row2 col0\" >22,027,880M</td>\n",
       "      <td id=\"T_ba570_row2_col1\" class=\"data row2 col1\" >16,223,851M</td>\n",
       "      <td id=\"T_ba570_row2_col2\" class=\"data row2 col2\" >5,804,029M</td>\n",
       "      <td id=\"T_ba570_row2_col3\" class=\"data row2 col3\" >2,536,673M</td>\n",
       "      <td id=\"T_ba570_row2_col4\" class=\"data row2 col4\" >6,474,000M</td>\n",
       "      <td id=\"T_ba570_row2_col5\" class=\"data row2 col5\" >7,213,178M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row3\" class=\"row_heading level0 row3\" >2019-04-01</th>\n",
       "      <td id=\"T_ba570_row3_col0\" class=\"data row3 col0\" >22,023,283M</td>\n",
       "      <td id=\"T_ba570_row3_col1\" class=\"data row3 col1\" >16,204,719M</td>\n",
       "      <td id=\"T_ba570_row3_col2\" class=\"data row3 col2\" >5,818,564M</td>\n",
       "      <td id=\"T_ba570_row3_col3\" class=\"data row3 col3\" >2,452,784M</td>\n",
       "      <td id=\"T_ba570_row3_col4\" class=\"data row3 col4\" >6,625,900M</td>\n",
       "      <td id=\"T_ba570_row3_col5\" class=\"data row3 col5\" >7,126,035M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row4\" class=\"row_heading level0 row4\" >2019-07-01</th>\n",
       "      <td id=\"T_ba570_row4_col0\" class=\"data row4 col0\" >22,719,402M</td>\n",
       "      <td id=\"T_ba570_row4_col1\" class=\"data row4 col1\" >16,825,978M</td>\n",
       "      <td id=\"T_ba570_row4_col2\" class=\"data row4 col2\" >5,893,424M</td>\n",
       "      <td id=\"T_ba570_row4_col3\" class=\"data row4 col3\" >2,436,438M</td>\n",
       "      <td id=\"T_ba570_row4_col4\" class=\"data row4 col4\" >6,923,500M</td>\n",
       "      <td id=\"T_ba570_row4_col5\" class=\"data row4 col5\" >7,466,040M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row5\" class=\"row_heading level0 row5\" >2019-10-01</th>\n",
       "      <td id=\"T_ba570_row5_col0\" class=\"data row5 col0\" >23,201,380M</td>\n",
       "      <td id=\"T_ba570_row5_col1\" class=\"data row5 col1\" >17,187,392M</td>\n",
       "      <td id=\"T_ba570_row5_col2\" class=\"data row5 col2\" >6,013,988M</td>\n",
       "      <td id=\"T_ba570_row5_col3\" class=\"data row5 col3\" >2,637,320M</td>\n",
       "      <td id=\"T_ba570_row5_col4\" class=\"data row5 col4\" >6,844,200M</td>\n",
       "      <td id=\"T_ba570_row5_col5\" class=\"data row5 col5\" >7,705,872M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row6\" class=\"row_heading level0 row6\" >2020-01-01</th>\n",
       "      <td id=\"T_ba570_row6_col0\" class=\"data row6 col0\" >23,223,813M</td>\n",
       "      <td id=\"T_ba570_row6_col1\" class=\"data row6 col1\" >17,228,778M</td>\n",
       "      <td id=\"T_ba570_row6_col2\" class=\"data row6 col2\" >5,995,035M</td>\n",
       "      <td id=\"T_ba570_row6_col3\" class=\"data row6 col3\" >3,559,553M</td>\n",
       "      <td id=\"T_ba570_row6_col4\" class=\"data row6 col4\" >6,949,500M</td>\n",
       "      <td id=\"T_ba570_row6_col5\" class=\"data row6 col5\" >6,719,725M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row7\" class=\"row_heading level0 row7\" >2020-04-01</th>\n",
       "      <td id=\"T_ba570_row7_col0\" class=\"data row7 col0\" >26,477,241M</td>\n",
       "      <td id=\"T_ba570_row7_col1\" class=\"data row7 col1\" >20,548,375M</td>\n",
       "      <td id=\"T_ba570_row7_col2\" class=\"data row7 col2\" >5,928,866M</td>\n",
       "      <td id=\"T_ba570_row7_col3\" class=\"data row7 col3\" >4,615,353M</td>\n",
       "      <td id=\"T_ba570_row7_col4\" class=\"data row7 col4\" >7,052,100M</td>\n",
       "      <td id=\"T_ba570_row7_col5\" class=\"data row7 col5\" >8,880,922M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row8\" class=\"row_heading level0 row8\" >2020-07-01</th>\n",
       "      <td id=\"T_ba570_row8_col0\" class=\"data row8 col0\" >26,945,391M</td>\n",
       "      <td id=\"T_ba570_row8_col1\" class=\"data row8 col1\" >21,037,627M</td>\n",
       "      <td id=\"T_ba570_row8_col2\" class=\"data row8 col2\" >5,907,764M</td>\n",
       "      <td id=\"T_ba570_row8_col3\" class=\"data row8 col3\" >4,872,973M</td>\n",
       "      <td id=\"T_ba570_row8_col4\" class=\"data row8 col4\" >7,069,200M</td>\n",
       "      <td id=\"T_ba570_row8_col5\" class=\"data row8 col5\" >9,095,454M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row9\" class=\"row_heading level0 row9\" >2020-10-01</th>\n",
       "      <td id=\"T_ba570_row9_col0\" class=\"data row9 col0\" >27,747,798M</td>\n",
       "      <td id=\"T_ba570_row9_col1\" class=\"data row9 col1\" >21,651,416M</td>\n",
       "      <td id=\"T_ba570_row9_col2\" class=\"data row9 col2\" >6,096,382M</td>\n",
       "      <td id=\"T_ba570_row9_col3\" class=\"data row9 col3\" >5,127,835M</td>\n",
       "      <td id=\"T_ba570_row9_col4\" class=\"data row9 col4\" >7,070,700M</td>\n",
       "      <td id=\"T_ba570_row9_col5\" class=\"data row9 col5\" >9,452,881M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row10\" class=\"row_heading level0 row10\" >2021-01-01</th>\n",
       "      <td id=\"T_ba570_row10_col0\" class=\"data row10 col0\" >28,132,570M</td>\n",
       "      <td id=\"T_ba570_row10_col1\" class=\"data row10 col1\" >22,006,863M</td>\n",
       "      <td id=\"T_ba570_row10_col2\" class=\"data row10 col2\" >6,125,707M</td>\n",
       "      <td id=\"T_ba570_row10_col3\" class=\"data row10 col3\" >5,401,362M</td>\n",
       "      <td id=\"T_ba570_row10_col4\" class=\"data row10 col4\" >7,038,300M</td>\n",
       "      <td id=\"T_ba570_row10_col5\" class=\"data row10 col5\" >9,567,201M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row11\" class=\"row_heading level0 row11\" >2021-04-01</th>\n",
       "      <td id=\"T_ba570_row11_col0\" class=\"data row11 col0\" >28,529,436M</td>\n",
       "      <td id=\"T_ba570_row11_col1\" class=\"data row11 col1\" >22,353,532M</td>\n",
       "      <td id=\"T_ba570_row11_col2\" class=\"data row11 col2\" >6,175,904M</td>\n",
       "      <td id=\"T_ba570_row11_col3\" class=\"data row11 col3\" >5,644,351M</td>\n",
       "      <td id=\"T_ba570_row11_col4\" class=\"data row11 col4\" >7,518,900M</td>\n",
       "      <td id=\"T_ba570_row11_col5\" class=\"data row11 col5\" >9,190,281M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row12\" class=\"row_heading level0 row12\" >2021-07-01</th>\n",
       "      <td id=\"T_ba570_row12_col0\" class=\"data row12 col0\" >28,428,919M</td>\n",
       "      <td id=\"T_ba570_row12_col1\" class=\"data row12 col1\" >22,305,879M</td>\n",
       "      <td id=\"T_ba570_row12_col2\" class=\"data row12 col2\" >6,123,040M</td>\n",
       "      <td id=\"T_ba570_row12_col3\" class=\"data row12 col3\" >5,911,599M</td>\n",
       "      <td id=\"T_ba570_row12_col4\" class=\"data row12 col4\" >7,570,900M</td>\n",
       "      <td id=\"T_ba570_row12_col5\" class=\"data row12 col5\" >8,823,380M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row13\" class=\"row_heading level0 row13\" >2021-10-01</th>\n",
       "      <td id=\"T_ba570_row13_col0\" class=\"data row13 col0\" >29,617,215M</td>\n",
       "      <td id=\"T_ba570_row13_col1\" class=\"data row13 col1\" >23,168,329M</td>\n",
       "      <td id=\"T_ba570_row13_col2\" class=\"data row13 col2\" >6,448,886M</td>\n",
       "      <td id=\"T_ba570_row13_col3\" class=\"data row13 col3\" >6,141,499M</td>\n",
       "      <td id=\"T_ba570_row13_col4\" class=\"data row13 col4\" >7,747,700M</td>\n",
       "      <td id=\"T_ba570_row13_col5\" class=\"data row13 col5\" >9,279,130M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row14\" class=\"row_heading level0 row14\" >2022-01-01</th>\n",
       "      <td id=\"T_ba570_row14_col0\" class=\"data row14 col0\" >30,400,960M</td>\n",
       "      <td id=\"T_ba570_row14_col1\" class=\"data row14 col1\" >23,903,280M</td>\n",
       "      <td id=\"T_ba570_row14_col2\" class=\"data row14 col2\" >6,497,680M</td>\n",
       "      <td id=\"T_ba570_row14_col3\" class=\"data row14 col3\" >6,254,966M</td>\n",
       "      <td id=\"T_ba570_row14_col4\" class=\"data row14 col4\" >7,613,600M</td>\n",
       "      <td id=\"T_ba570_row14_col5\" class=\"data row14 col5\" >10,034,714M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ba570_level0_row15\" class=\"row_heading level0 row15\" >2022-04-01</th>\n",
       "      <td id=\"T_ba570_row15_col0\" class=\"data row15 col0\" >30,568,582M</td>\n",
       "      <td id=\"T_ba570_row15_col1\" class=\"data row15 col1\" >23,933,481M</td>\n",
       "      <td id=\"T_ba570_row15_col2\" class=\"data row15 col2\" >6,635,101M</td>\n",
       "      <td id=\"T_ba570_row15_col3\" class=\"data row15 col3\" >6,216,801M</td>\n",
       "      <td id=\"T_ba570_row15_col4\" class=\"data row15 col4\" >7,430,800M</td>\n",
       "      <td id=\"T_ba570_row15_col5\" class=\"data row15 col5\" >10,285,880M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x10ffcd070>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fred_pub_debt_holders\n",
    "# The last 4 years\n",
    "fred_pub_debt_holders.tail(16).style.format_index(IDX_FORMAT).format('{:,.0f}M').set_table_styles(\n",
    "    [{'selector':'.index_name.level0', 'props': [('min-width', '78px')]},\n",
    "     {'selector':'.col0', 'props': [('min-width', '100px')]}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bulgarian-monitor",
   "metadata": {},
   "outputs": [],
   "source": [
    "FED_DEBT_HOLDERS_TITLE = 'US Federal Debt Holders and Their Amounts'\n",
    "FED_DEBT_HOLDERS_PERCENTAGE_TITLE = 'US Federal Debt Holders and Their Ownership'\n",
    "LEFT_Y_AXIS_LABEL = 'Billions of USD'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "incident-waters",
   "metadata": {},
   "source": [
    "#### Displaying each holding independently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "tamil-rescue",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "smaller_df = fred_pub_debt_holders[[FEDERAL_DEBT_HELD_BY_US_GOVERNMENT, FEDERAL_DEBT_HELD_BY_FED,\n",
    "                                   FEDERAL_DEBT_HELD_BY_FOREIGN, FEDERAL_DEBT_HELD_BY_DOMESTIC]]\n",
    "ax = smaller_df.plot(figsize=(20,10), grid=True, title=FED_DEBT_HOLDERS_TITLE,\n",
    "                     xticks=fred_pub_debt_holders.index[::6], xlabel='', rot=45,\n",
    "                     ylabel=LEFT_Y_AXIS_LABEL, yticks=np.arange(0, 12000e3, 1000e3))\n",
    "ax.yaxis.set_major_formatter(mtick.FuncFormatter(lambda x, _: \"%.0f\" % (x/1000)))\n",
    "_ = ax.set_xticklabels(list(map(lambda x: x.strftime('%Y-%m'), fred_pub_debt_holders.index[::6])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "overall-solution",
   "metadata": {},
   "source": [
    "#### Stacked Visualization Amounting to Total US Federal Debt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "front-positive",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = smaller_df.plot.area(figsize=(20,10), grid=True, title='Total US Federal Debt, ' + FED_DEBT_HOLDERS_TITLE,\n",
    "                          xticks=fred_pub_debt_holders.index[::6], xlabel='', rot=45,\n",
    "                          ylabel=LEFT_Y_AXIS_LABEL, yticks=np.arange(0, 32000e3, 2500e3))\n",
    "ax.yaxis.set_major_formatter(mtick.FuncFormatter(lambda x, _: \"%.0f\" % (x/1000)))\n",
    "_ = ax.set_xticklabels(list(map(lambda x: x.strftime('%Y-%m'), fred_pub_debt_holders.index[::6])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "reported-touch",
   "metadata": {},
   "source": [
    "#### Visualization of Ownership as Percent of Total Federal Debt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "challenging-bachelor",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Converting to percentages by dividing by total federal debt.\n",
    "# Dividing by a sum of FYGFDPUN and FDHBATN instead of by GFDEBTN because of a small issue in the Fred's dataset\n",
    "smaller_df_pct = smaller_df.divide(fred_pub_debt_holders.iloc[:, 1:3].sum(axis=1), axis=0)\n",
    "\n",
    "ax = smaller_df_pct.plot.area(figsize=(20,10), grid=True, title='Total US Federal Debt, ' + FED_DEBT_HOLDERS_PERCENTAGE_TITLE,\n",
    "                              xticks=fred_pub_debt_holders.index[::6], xlabel='', rot=45,\n",
    "                              yticks=np.arange(0, 1.01, .1))\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "_ = ax.set_xticklabels(list(map(lambda x: x.strftime('%Y-%m'), fred_pub_debt_holders.index[::6])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efficient-protein",
   "metadata": {},
   "source": [
    "Let's look at ownership over the past 8 quarters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "uniform-armenia",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_5b0ca .index_name.level0 {\n",
       "  min-width: 78px;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_5b0ca\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_5b0ca_level0_col0\" class=\"col_heading level0 col0\" >Federal Debt Held by US Government</th>\n",
       "      <th id=\"T_5b0ca_level0_col1\" class=\"col_heading level0 col1\" >Federal Debt Held by FED</th>\n",
       "      <th id=\"T_5b0ca_level0_col2\" class=\"col_heading level0 col2\" >Federal Debt Held by Foreign and International Investors</th>\n",
       "      <th id=\"T_5b0ca_level0_col3\" class=\"col_heading level0 col3\" >Federal Debt Held by Domestic Owners</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >DATE</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "      <th class=\"blank col3\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row0\" class=\"row_heading level0 row0\" >2018-07-01</th>\n",
       "      <td id=\"T_5b0ca_row0_col0\" class=\"data row0 col0\" >26.6650%</td>\n",
       "      <td id=\"T_5b0ca_row0_col1\" class=\"data row0 col1\" >12.5388%</td>\n",
       "      <td id=\"T_5b0ca_row0_col2\" class=\"data row0 col2\" >28.9361%</td>\n",
       "      <td id=\"T_5b0ca_row0_col3\" class=\"data row0 col3\" >31.8601%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row1\" class=\"row_heading level0 row1\" >2018-10-01</th>\n",
       "      <td id=\"T_5b0ca_row1_col0\" class=\"data row1 col0\" >26.6375%</td>\n",
       "      <td id=\"T_5b0ca_row1_col1\" class=\"data row1 col1\" >11.8078%</td>\n",
       "      <td id=\"T_5b0ca_row1_col2\" class=\"data row1 col2\" >28.5341%</td>\n",
       "      <td id=\"T_5b0ca_row1_col3\" class=\"data row1 col3\" >33.0207%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row2\" class=\"row_heading level0 row2\" >2019-01-01</th>\n",
       "      <td id=\"T_5b0ca_row2_col0\" class=\"data row2 col0\" >26.3486%</td>\n",
       "      <td id=\"T_5b0ca_row2_col1\" class=\"data row2 col1\" >11.5157%</td>\n",
       "      <td id=\"T_5b0ca_row2_col2\" class=\"data row2 col2\" >29.3900%</td>\n",
       "      <td id=\"T_5b0ca_row2_col3\" class=\"data row2 col3\" >32.7457%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row3\" class=\"row_heading level0 row3\" >2019-04-01</th>\n",
       "      <td id=\"T_5b0ca_row3_col0\" class=\"data row3 col0\" >26.4201%</td>\n",
       "      <td id=\"T_5b0ca_row3_col1\" class=\"data row3 col1\" >11.1372%</td>\n",
       "      <td id=\"T_5b0ca_row3_col2\" class=\"data row3 col2\" >30.0859%</td>\n",
       "      <td id=\"T_5b0ca_row3_col3\" class=\"data row3 col3\" >32.3568%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row4\" class=\"row_heading level0 row4\" >2019-07-01</th>\n",
       "      <td id=\"T_5b0ca_row4_col0\" class=\"data row4 col0\" >25.9400%</td>\n",
       "      <td id=\"T_5b0ca_row4_col1\" class=\"data row4 col1\" >10.7240%</td>\n",
       "      <td id=\"T_5b0ca_row4_col2\" class=\"data row4 col2\" >30.4740%</td>\n",
       "      <td id=\"T_5b0ca_row4_col3\" class=\"data row4 col3\" >32.8620%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row5\" class=\"row_heading level0 row5\" >2019-10-01</th>\n",
       "      <td id=\"T_5b0ca_row5_col0\" class=\"data row5 col0\" >25.9208%</td>\n",
       "      <td id=\"T_5b0ca_row5_col1\" class=\"data row5 col1\" >11.3671%</td>\n",
       "      <td id=\"T_5b0ca_row5_col2\" class=\"data row5 col2\" >29.4991%</td>\n",
       "      <td id=\"T_5b0ca_row5_col3\" class=\"data row5 col3\" >33.2130%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row6\" class=\"row_heading level0 row6\" >2020-01-01</th>\n",
       "      <td id=\"T_5b0ca_row6_col0\" class=\"data row6 col0\" >25.8142%</td>\n",
       "      <td id=\"T_5b0ca_row6_col1\" class=\"data row6 col1\" >15.3272%</td>\n",
       "      <td id=\"T_5b0ca_row6_col2\" class=\"data row6 col2\" >29.9240%</td>\n",
       "      <td id=\"T_5b0ca_row6_col3\" class=\"data row6 col3\" >28.9346%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row7\" class=\"row_heading level0 row7\" >2020-04-01</th>\n",
       "      <td id=\"T_5b0ca_row7_col0\" class=\"data row7 col0\" >22.3923%</td>\n",
       "      <td id=\"T_5b0ca_row7_col1\" class=\"data row7 col1\" >17.4314%</td>\n",
       "      <td id=\"T_5b0ca_row7_col2\" class=\"data row7 col2\" >26.6346%</td>\n",
       "      <td id=\"T_5b0ca_row7_col3\" class=\"data row7 col3\" >33.5417%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row8\" class=\"row_heading level0 row8\" >2020-07-01</th>\n",
       "      <td id=\"T_5b0ca_row8_col0\" class=\"data row8 col0\" >21.9250%</td>\n",
       "      <td id=\"T_5b0ca_row8_col1\" class=\"data row8 col1\" >18.0846%</td>\n",
       "      <td id=\"T_5b0ca_row8_col2\" class=\"data row8 col2\" >26.2353%</td>\n",
       "      <td id=\"T_5b0ca_row8_col3\" class=\"data row8 col3\" >33.7551%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row9\" class=\"row_heading level0 row9\" >2020-10-01</th>\n",
       "      <td id=\"T_5b0ca_row9_col0\" class=\"data row9 col0\" >21.9707%</td>\n",
       "      <td id=\"T_5b0ca_row9_col1\" class=\"data row9 col1\" >18.4802%</td>\n",
       "      <td id=\"T_5b0ca_row9_col2\" class=\"data row9 col2\" >25.4820%</td>\n",
       "      <td id=\"T_5b0ca_row9_col3\" class=\"data row9 col3\" >34.0671%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row10\" class=\"row_heading level0 row10\" >2021-01-01</th>\n",
       "      <td id=\"T_5b0ca_row10_col0\" class=\"data row10 col0\" >21.7744%</td>\n",
       "      <td id=\"T_5b0ca_row10_col1\" class=\"data row10 col1\" >19.1997%</td>\n",
       "      <td id=\"T_5b0ca_row10_col2\" class=\"data row10 col2\" >25.0183%</td>\n",
       "      <td id=\"T_5b0ca_row10_col3\" class=\"data row10 col3\" >34.0076%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row11\" class=\"row_heading level0 row11\" >2021-04-01</th>\n",
       "      <td id=\"T_5b0ca_row11_col0\" class=\"data row11 col0\" >21.6475%</td>\n",
       "      <td id=\"T_5b0ca_row11_col1\" class=\"data row11 col1\" >19.7843%</td>\n",
       "      <td id=\"T_5b0ca_row11_col2\" class=\"data row11 col2\" >26.3549%</td>\n",
       "      <td id=\"T_5b0ca_row11_col3\" class=\"data row11 col3\" >32.2133%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row12\" class=\"row_heading level0 row12\" >2021-07-01</th>\n",
       "      <td id=\"T_5b0ca_row12_col0\" class=\"data row12 col0\" >21.5381%</td>\n",
       "      <td id=\"T_5b0ca_row12_col1\" class=\"data row12 col1\" >20.7943%</td>\n",
       "      <td id=\"T_5b0ca_row12_col2\" class=\"data row12 col2\" >26.6310%</td>\n",
       "      <td id=\"T_5b0ca_row12_col3\" class=\"data row12 col3\" >31.0366%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row13\" class=\"row_heading level0 row13\" >2021-10-01</th>\n",
       "      <td id=\"T_5b0ca_row13_col0\" class=\"data row13 col0\" >21.7741%</td>\n",
       "      <td id=\"T_5b0ca_row13_col1\" class=\"data row13 col1\" >20.7362%</td>\n",
       "      <td id=\"T_5b0ca_row13_col2\" class=\"data row13 col2\" >26.1594%</td>\n",
       "      <td id=\"T_5b0ca_row13_col3\" class=\"data row13 col3\" >31.3302%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row14\" class=\"row_heading level0 row14\" >2022-01-01</th>\n",
       "      <td id=\"T_5b0ca_row14_col0\" class=\"data row14 col0\" >21.3733%</td>\n",
       "      <td id=\"T_5b0ca_row14_col1\" class=\"data row14 col1\" >20.5749%</td>\n",
       "      <td id=\"T_5b0ca_row14_col2\" class=\"data row14 col2\" >25.0439%</td>\n",
       "      <td id=\"T_5b0ca_row14_col3\" class=\"data row14 col3\" >33.0079%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5b0ca_level0_row15\" class=\"row_heading level0 row15\" >2022-04-01</th>\n",
       "      <td id=\"T_5b0ca_row15_col0\" class=\"data row15 col0\" >21.7056%</td>\n",
       "      <td id=\"T_5b0ca_row15_col1\" class=\"data row15 col1\" >20.3372%</td>\n",
       "      <td id=\"T_5b0ca_row15_col2\" class=\"data row15 col2\" >24.3086%</td>\n",
       "      <td id=\"T_5b0ca_row15_col3\" class=\"data row15 col3\" >33.6485%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x120a38460>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PCNT_FORMAT = '{:.4%}'.format\n",
    "\n",
    "# The last 4 years\n",
    "smaller_df_pct.tail(16).style.format_index(IDX_FORMAT).format(PCNT_FORMAT).set_table_styles(\n",
    "    [{'selector':'.index_name.level0', 'props': [('min-width', '78px')]}])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adverse-chance",
   "metadata": {},
   "source": [
    "Percentage changes in the last quarter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "suspected-behavior",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Federal Debt Held by US Government                           0.3324%\n",
       "Federal Debt Held by FED                                    -0.2377%\n",
       "Federal Debt Held by Foreign and International Investors    -0.7353%\n",
       "Federal Debt Held by Domestic Owners                         0.6406%\n",
       "Name: Changes in ownership over quarter starting on 2022-04-01, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(smaller_df_pct.iloc[-1] - smaller_df_pct.iloc[-2]).\\\n",
    "    rename('Changes in ownership over quarter starting on %s' % smaller_df_pct.index[-1].date()).apply(PCNT_FORMAT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "thrown-nightlife",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
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 },
 "nbformat": 4,
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}