Fed_Public_Debt_Holders.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "potential-jones",
   "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": "internal-sense",
   "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": "sealed-sequence",
   "metadata": {},
   "outputs": [],
   "source": [
    "report_start = date.fromisoformat('1969-01-01')\n",
    "report_end = date.today()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "acting-fight",
   "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 = 'Debt Held by US Government'\n",
    "FEDERAL_DEBT_HELD_BY_FED = 'Debt Held by FED'\n",
    "FEDERAL_DEBT_HELD_BY_FOREIGN = 'Debt Held by Foreign and International Investors'\n",
    "FEDERAL_DEBT_HELD_BY_DOMESTIC = ' Debt Held by Domestic Owners'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "described-container",
   "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": "opened-hartford",
   "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": "aquatic-danger",
   "metadata": {},
   "source": [
    "### Visualization of prepared data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "appreciated-generation",
   "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}'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "muslim-hepatitis",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table id=\"T_7293d\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_7293d_level0_col0\" class=\"col_heading level0 col0\" >Total Federal Debt</th>\n",
       "      <th id=\"T_7293d_level0_col1\" class=\"col_heading level0 col1\" >Federal Debt Held by the Public</th>\n",
       "      <th id=\"T_7293d_level0_col2\" class=\"col_heading level0 col2\" >Debt Held by US Government</th>\n",
       "      <th id=\"T_7293d_level0_col3\" class=\"col_heading level0 col3\" >Debt Held by FED</th>\n",
       "      <th id=\"T_7293d_level0_col4\" class=\"col_heading level0 col4\" >Debt Held by Foreign and International Investors</th>\n",
       "      <th id=\"T_7293d_level0_col5\" class=\"col_heading level0 col5\" > 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",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row0\" class=\"row_heading level0 row0\" >2020-07</th>\n",
       "      <td id=\"T_7293d_row0_col0\" class=\"data row0 col0\" >26,945,391M</td>\n",
       "      <td id=\"T_7293d_row0_col1\" class=\"data row0 col1\" >21,037,627M</td>\n",
       "      <td id=\"T_7293d_row0_col2\" class=\"data row0 col2\" >5,907,764M</td>\n",
       "      <td id=\"T_7293d_row0_col3\" class=\"data row0 col3\" >4,872,973M</td>\n",
       "      <td id=\"T_7293d_row0_col4\" class=\"data row0 col4\" >7,069,200M</td>\n",
       "      <td id=\"T_7293d_row0_col5\" class=\"data row0 col5\" >9,095,454M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row1\" class=\"row_heading level0 row1\" >2020-10</th>\n",
       "      <td id=\"T_7293d_row1_col0\" class=\"data row1 col0\" >27,747,798M</td>\n",
       "      <td id=\"T_7293d_row1_col1\" class=\"data row1 col1\" >21,651,416M</td>\n",
       "      <td id=\"T_7293d_row1_col2\" class=\"data row1 col2\" >6,096,382M</td>\n",
       "      <td id=\"T_7293d_row1_col3\" class=\"data row1 col3\" >5,127,835M</td>\n",
       "      <td id=\"T_7293d_row1_col4\" class=\"data row1 col4\" >7,070,700M</td>\n",
       "      <td id=\"T_7293d_row1_col5\" class=\"data row1 col5\" >9,452,881M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row2\" class=\"row_heading level0 row2\" >2021-01</th>\n",
       "      <td id=\"T_7293d_row2_col0\" class=\"data row2 col0\" >28,132,570M</td>\n",
       "      <td id=\"T_7293d_row2_col1\" class=\"data row2 col1\" >22,006,863M</td>\n",
       "      <td id=\"T_7293d_row2_col2\" class=\"data row2 col2\" >6,125,707M</td>\n",
       "      <td id=\"T_7293d_row2_col3\" class=\"data row2 col3\" >5,401,362M</td>\n",
       "      <td id=\"T_7293d_row2_col4\" class=\"data row2 col4\" >7,038,300M</td>\n",
       "      <td id=\"T_7293d_row2_col5\" class=\"data row2 col5\" >9,567,201M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row3\" class=\"row_heading level0 row3\" >2021-04</th>\n",
       "      <td id=\"T_7293d_row3_col0\" class=\"data row3 col0\" >28,529,436M</td>\n",
       "      <td id=\"T_7293d_row3_col1\" class=\"data row3 col1\" >22,353,532M</td>\n",
       "      <td id=\"T_7293d_row3_col2\" class=\"data row3 col2\" >6,175,904M</td>\n",
       "      <td id=\"T_7293d_row3_col3\" class=\"data row3 col3\" >5,644,351M</td>\n",
       "      <td id=\"T_7293d_row3_col4\" class=\"data row3 col4\" >7,518,900M</td>\n",
       "      <td id=\"T_7293d_row3_col5\" class=\"data row3 col5\" >9,190,281M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row4\" class=\"row_heading level0 row4\" >2021-07</th>\n",
       "      <td id=\"T_7293d_row4_col0\" class=\"data row4 col0\" >28,428,919M</td>\n",
       "      <td id=\"T_7293d_row4_col1\" class=\"data row4 col1\" >22,305,879M</td>\n",
       "      <td id=\"T_7293d_row4_col2\" class=\"data row4 col2\" >6,123,040M</td>\n",
       "      <td id=\"T_7293d_row4_col3\" class=\"data row4 col3\" >5,911,599M</td>\n",
       "      <td id=\"T_7293d_row4_col4\" class=\"data row4 col4\" >7,570,900M</td>\n",
       "      <td id=\"T_7293d_row4_col5\" class=\"data row4 col5\" >8,823,380M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row5\" class=\"row_heading level0 row5\" >2021-10</th>\n",
       "      <td id=\"T_7293d_row5_col0\" class=\"data row5 col0\" >29,617,215M</td>\n",
       "      <td id=\"T_7293d_row5_col1\" class=\"data row5 col1\" >23,168,329M</td>\n",
       "      <td id=\"T_7293d_row5_col2\" class=\"data row5 col2\" >6,448,886M</td>\n",
       "      <td id=\"T_7293d_row5_col3\" class=\"data row5 col3\" >6,141,499M</td>\n",
       "      <td id=\"T_7293d_row5_col4\" class=\"data row5 col4\" >7,740,400M</td>\n",
       "      <td id=\"T_7293d_row5_col5\" class=\"data row5 col5\" >9,286,430M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row6\" class=\"row_heading level0 row6\" >2022-01</th>\n",
       "      <td id=\"T_7293d_row6_col0\" class=\"data row6 col0\" >30,400,960M</td>\n",
       "      <td id=\"T_7293d_row6_col1\" class=\"data row6 col1\" >23,903,280M</td>\n",
       "      <td id=\"T_7293d_row6_col2\" class=\"data row6 col2\" >6,497,680M</td>\n",
       "      <td id=\"T_7293d_row6_col3\" class=\"data row6 col3\" >6,254,966M</td>\n",
       "      <td id=\"T_7293d_row6_col4\" class=\"data row6 col4\" >7,604,200M</td>\n",
       "      <td id=\"T_7293d_row6_col5\" class=\"data row6 col5\" >10,044,114M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row7\" class=\"row_heading level0 row7\" >2022-04</th>\n",
       "      <td id=\"T_7293d_row7_col0\" class=\"data row7 col0\" >30,568,582M</td>\n",
       "      <td id=\"T_7293d_row7_col1\" class=\"data row7 col1\" >23,933,481M</td>\n",
       "      <td id=\"T_7293d_row7_col2\" class=\"data row7 col2\" >6,635,101M</td>\n",
       "      <td id=\"T_7293d_row7_col3\" class=\"data row7 col3\" >6,216,801M</td>\n",
       "      <td id=\"T_7293d_row7_col4\" class=\"data row7 col4\" >7,416,900M</td>\n",
       "      <td id=\"T_7293d_row7_col5\" class=\"data row7 col5\" >10,299,780M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row8\" class=\"row_heading level0 row8\" >2022-07</th>\n",
       "      <td id=\"T_7293d_row8_col0\" class=\"data row8 col0\" >30,928,912M</td>\n",
       "      <td id=\"T_7293d_row8_col1\" class=\"data row8 col1\" >24,320,206M</td>\n",
       "      <td id=\"T_7293d_row8_col2\" class=\"data row8 col2\" >6,608,706M</td>\n",
       "      <td id=\"T_7293d_row8_col3\" class=\"data row8 col3\" >6,097,085M</td>\n",
       "      <td id=\"T_7293d_row8_col4\" class=\"data row8 col4\" >7,251,500M</td>\n",
       "      <td id=\"T_7293d_row8_col5\" class=\"data row8 col5\" >10,971,621M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row9\" class=\"row_heading level0 row9\" >2022-10</th>\n",
       "      <td id=\"T_7293d_row9_col0\" class=\"data row9 col0\" >31,419,689M</td>\n",
       "      <td id=\"T_7293d_row9_col1\" class=\"data row9 col1\" >24,539,241M</td>\n",
       "      <td id=\"T_7293d_row9_col2\" class=\"data row9 col2\" >6,880,448M</td>\n",
       "      <td id=\"T_7293d_row9_col3\" class=\"data row9 col3\" >5,944,675M</td>\n",
       "      <td id=\"T_7293d_row9_col4\" class=\"data row9 col4\" >7,197,800M</td>\n",
       "      <td id=\"T_7293d_row9_col5\" class=\"data row9 col5\" >11,396,766M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row10\" class=\"row_heading level0 row10\" >2023-01</th>\n",
       "      <td id=\"T_7293d_row10_col0\" class=\"data row10 col0\" >31,458,438M</td>\n",
       "      <td id=\"T_7293d_row10_col1\" class=\"data row10 col1\" >24,714,826M</td>\n",
       "      <td id=\"T_7293d_row10_col2\" class=\"data row10 col2\" >6,743,612M</td>\n",
       "      <td id=\"T_7293d_row10_col3\" class=\"data row10 col3\" >5,713,249M</td>\n",
       "      <td id=\"T_7293d_row10_col4\" class=\"data row10 col4\" >7,471,400M</td>\n",
       "      <td id=\"T_7293d_row10_col5\" class=\"data row10 col5\" >11,530,177M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row11\" class=\"row_heading level0 row11\" >2023-04</th>\n",
       "      <td id=\"T_7293d_row11_col0\" class=\"data row11 col0\" >32,332,274M</td>\n",
       "      <td id=\"T_7293d_row11_col1\" class=\"data row11 col1\" >25,482,075M</td>\n",
       "      <td id=\"T_7293d_row11_col2\" class=\"data row11 col2\" >6,850,199M</td>\n",
       "      <td id=\"T_7293d_row11_col3\" class=\"data row11 col3\" >5,522,478M</td>\n",
       "      <td id=\"T_7293d_row11_col4\" class=\"data row11 col4\" >7,559,000M</td>\n",
       "      <td id=\"T_7293d_row11_col5\" class=\"data row11 col5\" >12,400,597M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row12\" class=\"row_heading level0 row12\" >2023-07</th>\n",
       "      <td id=\"T_7293d_row12_col0\" class=\"data row12 col0\" >33,167,334M</td>\n",
       "      <td id=\"T_7293d_row12_col1\" class=\"data row12 col1\" >26,349,499M</td>\n",
       "      <td id=\"T_7293d_row12_col2\" class=\"data row12 col2\" >6,817,835M</td>\n",
       "      <td id=\"T_7293d_row12_col3\" class=\"data row12 col3\" >5,352,361M</td>\n",
       "      <td id=\"T_7293d_row12_col4\" class=\"data row12 col4\" >7,515,100M</td>\n",
       "      <td id=\"T_7293d_row12_col5\" class=\"data row12 col5\" >13,482,038M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row13\" class=\"row_heading level0 row13\" >2023-10</th>\n",
       "      <td id=\"T_7293d_row13_col0\" class=\"data row13 col0\" >34,001,494M</td>\n",
       "      <td id=\"T_7293d_row13_col1\" class=\"data row13 col1\" >26,960,227M</td>\n",
       "      <td id=\"T_7293d_row13_col2\" class=\"data row13 col2\" >7,041,267M</td>\n",
       "      <td id=\"T_7293d_row13_col3\" class=\"data row13 col3\" >5,238,936M</td>\n",
       "      <td id=\"T_7293d_row13_col4\" class=\"data row13 col4\" >7,944,400M</td>\n",
       "      <td id=\"T_7293d_row13_col5\" class=\"data row13 col5\" >13,776,891M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row14\" class=\"row_heading level0 row14\" >2024-01</th>\n",
       "      <td id=\"T_7293d_row14_col0\" class=\"data row14 col0\" >34,586,533M</td>\n",
       "      <td id=\"T_7293d_row14_col1\" class=\"data row14 col1\" >27,533,422M</td>\n",
       "      <td id=\"T_7293d_row14_col2\" class=\"data row14 col2\" >7,053,111M</td>\n",
       "      <td id=\"T_7293d_row14_col3\" class=\"data row14 col3\" >4,991,260M</td>\n",
       "      <td id=\"T_7293d_row14_col4\" class=\"data row14 col4\" >8,114,800M</td>\n",
       "      <td id=\"T_7293d_row14_col5\" class=\"data row14 col5\" >14,427,362M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7293d_level0_row15\" class=\"row_heading level0 row15\" >2024-04</th>\n",
       "      <td id=\"T_7293d_row15_col0\" class=\"data row15 col0\" >34,831,634M</td>\n",
       "      <td id=\"T_7293d_row15_col1\" class=\"data row15 col1\" >27,634,108M</td>\n",
       "      <td id=\"T_7293d_row15_col2\" class=\"data row15 col2\" >7,197,526M</td>\n",
       "      <td id=\"T_7293d_row15_col3\" class=\"data row15 col3\" >4,813,840M</td>\n",
       "      <td id=\"T_7293d_row15_col4\" class=\"data row15 col4\" >8,210,400M</td>\n",
       "      <td id=\"T_7293d_row15_col5\" class=\"data row15 col5\" >14,609,868M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x118e7fec0>"
      ]
     },
     "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', '110px')]}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ethical-merchant",
   "metadata": {},
   "outputs": [],
   "source": [
    "FED_DEBT_HOLDERS_TITLE = 'US Federal Public Debt Holders and Their Amounts'\n",
    "FED_DEBT_HOLDERS_PERCENTAGE_TITLE = 'US Federal Public Debt Holders and Their Ownership'\n",
    "LEFT_Y_AXIS_LABEL = 'Billions of USD'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "pediatric-horizon",
   "metadata": {},
   "source": [
    "#### Displaying each holding independently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "negative-division",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "smaller_df = fred_pub_debt_holders[[FEDERAL_DEBT_HELD_BY_FED, FEDERAL_DEBT_HELD_BY_FOREIGN,\n",
    "                                    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, 16000e3, 1000e3))\n",
    "ax.yaxis.set_major_formatter(mtick.FuncFormatter(lambda x, _: \"%.0f\" % (x/1000)))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, fred_pub_debt_holders.index[::6])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "available-idaho",
   "metadata": {},
   "source": [
    "#### Stacked Visualization Amounting to Total US Federal Debt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "advised-trainer",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = smaller_df.plot.area(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, 30000e3, 2500e3))\n",
    "ax.yaxis.set_major_formatter(mtick.FuncFormatter(lambda x, _: \"%.0f\" % (x/1000)))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, fred_pub_debt_holders.index[::6])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "severe-kruger",
   "metadata": {},
   "source": [
    "#### Visualization of Ownership as Percent of Total Federal Debt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "industrial-working",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Converting to percentages by dividing by total federal public 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], axis=0)\n",
    "\n",
    "ax = smaller_df_pct.plot.area(figsize=(20,10), grid=True, title=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('{:%Y-%m}'.format, fred_pub_debt_holders.index[::6])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "parliamentary-controversy",
   "metadata": {},
   "source": [
    "Let's look at ownership over the past 8 quarters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "final-disney",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_1f8a0 .index_name.level0 {\n",
       "  min-width: 78px;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_1f8a0\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_1f8a0_level0_col0\" class=\"col_heading level0 col0\" >Debt Held by FED</th>\n",
       "      <th id=\"T_1f8a0_level0_col1\" class=\"col_heading level0 col1\" >Debt Held by Foreign and International Investors</th>\n",
       "      <th id=\"T_1f8a0_level0_col2\" class=\"col_heading level0 col2\" > 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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row0\" class=\"row_heading level0 row0\" >2020-07</th>\n",
       "      <td id=\"T_1f8a0_row0_col0\" class=\"data row0 col0\" >23.1631%</td>\n",
       "      <td id=\"T_1f8a0_row0_col1\" class=\"data row0 col1\" >33.6026%</td>\n",
       "      <td id=\"T_1f8a0_row0_col2\" class=\"data row0 col2\" >43.2342%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row1\" class=\"row_heading level0 row1\" >2020-10</th>\n",
       "      <td id=\"T_1f8a0_row1_col0\" class=\"data row1 col0\" >23.6836%</td>\n",
       "      <td id=\"T_1f8a0_row1_col1\" class=\"data row1 col1\" >32.6570%</td>\n",
       "      <td id=\"T_1f8a0_row1_col2\" class=\"data row1 col2\" >43.6594%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row2\" class=\"row_heading level0 row2\" >2021-01</th>\n",
       "      <td id=\"T_1f8a0_row2_col0\" class=\"data row2 col0\" >24.5440%</td>\n",
       "      <td id=\"T_1f8a0_row2_col1\" class=\"data row2 col1\" >31.9823%</td>\n",
       "      <td id=\"T_1f8a0_row2_col2\" class=\"data row2 col2\" >43.4737%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row3\" class=\"row_heading level0 row3\" >2021-04</th>\n",
       "      <td id=\"T_1f8a0_row3_col0\" class=\"data row3 col0\" >25.2504%</td>\n",
       "      <td id=\"T_1f8a0_row3_col1\" class=\"data row3 col1\" >33.6363%</td>\n",
       "      <td id=\"T_1f8a0_row3_col2\" class=\"data row3 col2\" >41.1133%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row4\" class=\"row_heading level0 row4\" >2021-07</th>\n",
       "      <td id=\"T_1f8a0_row4_col0\" class=\"data row4 col0\" >26.5024%</td>\n",
       "      <td id=\"T_1f8a0_row4_col1\" class=\"data row4 col1\" >33.9413%</td>\n",
       "      <td id=\"T_1f8a0_row4_col2\" class=\"data row4 col2\" >39.5563%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row5\" class=\"row_heading level0 row5\" >2021-10</th>\n",
       "      <td id=\"T_1f8a0_row5_col0\" class=\"data row5 col0\" >26.5082%</td>\n",
       "      <td id=\"T_1f8a0_row5_col1\" class=\"data row5 col1\" >33.4094%</td>\n",
       "      <td id=\"T_1f8a0_row5_col2\" class=\"data row5 col2\" >40.0824%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row6\" class=\"row_heading level0 row6\" >2022-01</th>\n",
       "      <td id=\"T_1f8a0_row6_col0\" class=\"data row6 col0\" >26.1678%</td>\n",
       "      <td id=\"T_1f8a0_row6_col1\" class=\"data row6 col1\" >31.8124%</td>\n",
       "      <td id=\"T_1f8a0_row6_col2\" class=\"data row6 col2\" >42.0198%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row7\" class=\"row_heading level0 row7\" >2022-04</th>\n",
       "      <td id=\"T_1f8a0_row7_col0\" class=\"data row7 col0\" >25.9753%</td>\n",
       "      <td id=\"T_1f8a0_row7_col1\" class=\"data row7 col1\" >30.9896%</td>\n",
       "      <td id=\"T_1f8a0_row7_col2\" class=\"data row7 col2\" >43.0350%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row8\" class=\"row_heading level0 row8\" >2022-07</th>\n",
       "      <td id=\"T_1f8a0_row8_col0\" class=\"data row8 col0\" >25.0700%</td>\n",
       "      <td id=\"T_1f8a0_row8_col1\" class=\"data row8 col1\" >29.8168%</td>\n",
       "      <td id=\"T_1f8a0_row8_col2\" class=\"data row8 col2\" >45.1132%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row9\" class=\"row_heading level0 row9\" >2022-10</th>\n",
       "      <td id=\"T_1f8a0_row9_col0\" class=\"data row9 col0\" >24.2252%</td>\n",
       "      <td id=\"T_1f8a0_row9_col1\" class=\"data row9 col1\" >29.3318%</td>\n",
       "      <td id=\"T_1f8a0_row9_col2\" class=\"data row9 col2\" >46.4430%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row10\" class=\"row_heading level0 row10\" >2023-01</th>\n",
       "      <td id=\"T_1f8a0_row10_col0\" class=\"data row10 col0\" >23.1167%</td>\n",
       "      <td id=\"T_1f8a0_row10_col1\" class=\"data row10 col1\" >30.2304%</td>\n",
       "      <td id=\"T_1f8a0_row10_col2\" class=\"data row10 col2\" >46.6529%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row11\" class=\"row_heading level0 row11\" >2023-04</th>\n",
       "      <td id=\"T_1f8a0_row11_col0\" class=\"data row11 col0\" >21.6720%</td>\n",
       "      <td id=\"T_1f8a0_row11_col1\" class=\"data row11 col1\" >29.6640%</td>\n",
       "      <td id=\"T_1f8a0_row11_col2\" class=\"data row11 col2\" >48.6640%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row12\" class=\"row_heading level0 row12\" >2023-07</th>\n",
       "      <td id=\"T_1f8a0_row12_col0\" class=\"data row12 col0\" >20.3130%</td>\n",
       "      <td id=\"T_1f8a0_row12_col1\" class=\"data row12 col1\" >28.5208%</td>\n",
       "      <td id=\"T_1f8a0_row12_col2\" class=\"data row12 col2\" >51.1662%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row13\" class=\"row_heading level0 row13\" >2023-10</th>\n",
       "      <td id=\"T_1f8a0_row13_col0\" class=\"data row13 col0\" >19.4321%</td>\n",
       "      <td id=\"T_1f8a0_row13_col1\" class=\"data row13 col1\" >29.4671%</td>\n",
       "      <td id=\"T_1f8a0_row13_col2\" class=\"data row13 col2\" >51.1008%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row14\" class=\"row_heading level0 row14\" >2024-01</th>\n",
       "      <td id=\"T_1f8a0_row14_col0\" class=\"data row14 col0\" >18.1280%</td>\n",
       "      <td id=\"T_1f8a0_row14_col1\" class=\"data row14 col1\" >29.4725%</td>\n",
       "      <td id=\"T_1f8a0_row14_col2\" class=\"data row14 col2\" >52.3995%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f8a0_level0_row15\" class=\"row_heading level0 row15\" >2024-04</th>\n",
       "      <td id=\"T_1f8a0_row15_col0\" class=\"data row15 col0\" >17.4199%</td>\n",
       "      <td id=\"T_1f8a0_row15_col1\" class=\"data row15 col1\" >29.7111%</td>\n",
       "      <td id=\"T_1f8a0_row15_col2\" class=\"data row15 col2\" >52.8690%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x119dd5d60>"
      ]
     },
     "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": "mental-sucking",
   "metadata": {},
   "source": [
    "Percentage changes in the last quarter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "traditional-approach",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_change_last_quarter_1 = (smaller_df_pct.iloc[-1] - smaller_df_pct.iloc[-2])\\\n",
    "    .apply(PCNT_FORMAT).to_frame('Percentage change in ownership')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fossil-german",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_change_last_quarter_2 = (smaller_df.iloc[-1]-smaller_df.iloc[-2]).\\\n",
    "    apply('${:+,.0f}mn'.format).to_frame('Changes over quarter starting on {:%Y-%m-%d}'.format(fred_pub_debt_holders.index[-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "serial-diana",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Changes over quarter starting on 2024-04-01</th>\n",
       "      <th>Percentage change in ownership</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Debt Held by FED</th>\n",
       "      <td>$-177,420mn</td>\n",
       "      <td>-0.7081%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Debt Held by Foreign and International Investors</th>\n",
       "      <td>$+95,600mn</td>\n",
       "      <td>0.2386%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Debt Held by Domestic Owners</th>\n",
       "      <td>$+182,506mn</td>\n",
       "      <td>0.4695%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Changes over quarter starting on 2024-04-01  \\\n",
       "Debt Held by FED                                                                 $-177,420mn   \n",
       "Debt Held by Foreign and International Investors                                  $+95,600mn   \n",
       " Debt Held by Domestic Owners                                                    $+182,506mn   \n",
       "\n",
       "                                                 Percentage change in ownership  \n",
       "Debt Held by FED                                                       -0.7081%  \n",
       "Debt Held by Foreign and International Investors                        0.2386%  \n",
       " Debt Held by Domestic Owners                                           0.4695%  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([df_change_last_quarter_2, df_change_last_quarter_1], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "liable-audio",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "US Federal Public Debt changed by +100.69bn in quarter starting on 2024-04-01\n"
     ]
    }
   ],
   "source": [
    "print('US Federal Public Debt changed by {:+.2f}bn in quarter starting on {:%Y-%m-%d}'\n",
    "      .format((fred_pub_debt_holders.iloc[-1,1]-fred_pub_debt_holders.iloc[-2,1])/1000., fred_pub_debt_holders.index[-1].date()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "union-worker",
   "metadata": {},
   "source": [
    "### Changes in Federal Public Debt Ownership Over the Past Years\n",
    "Let's have a look by how many percentage points each category of US Public Debt holders changed their ownership over the past 5 and 3 years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "authentic-simon",
   "metadata": {},
   "outputs": [],
   "source": [
    "periods = [3, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "white-netscape",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_pct_chg = pd.concat(\n",
    "    [(smaller_df_pct - smaller_df_pct.shift(4*period)).iloc[-1] for period in periods], axis=1)\n",
    "df_pct_chg.columns = ['Over past {:d} years'.format(period) for period in periods]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "accessible-booth",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_pct_chg.sort_values(by=df_pct_chg.columns[0], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "powered-auckland",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_pct_chg.T.plot.bar(figsize=(20,15), grid=True, title='Percentage Change in US Public Debt Ownership',\n",
    "                           stacked=True, rot=45, yticks=np.arange(-.11, 0.12, .01))\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "ax.get_legend().remove()\n",
    "for c in ax.containers:\n",
    "    ax.bar_label(c, fmt=c.get_label() + ': {:.2%}', label_type='center')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "constitutional-balance",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}