Stock_Market_Stoxx_Europe_Banks.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "healthy-nigeria",
   "metadata": {},
   "source": [
    "# Stoxx Europe 600 Banks\n",
    "The main benchmark for the European banking sector is the Stoxx Europe 600 Banks index. At the moment [it comprises 43 banks](https://www.stoxx.com/document/Bookmarks/CurrentComponents/SX7V.pdf), of which 23 are from the Eurozone (Germany, France, Italy, Spain, the Netherlands, Belgium, Ireland, Finland) and 20 from outside (the UK, Switzerland, Sweden, Denmark, Norway, and Poland).\n",
    "\n",
    "In this notebook I look at:\n",
    "* the market capitalization of listed domestic companies that are part of the Stoxx Europe 600 Banks index\n",
    "* the total annual and daily value of stocks traded that belong to the index\n",
    "* the annual and daily turover rations of stocks traded that belong to the index\n",
    "* the forward annual dividend yield of banks that are part of the index\n",
    "* the forward price to earnings ratio of banks that are part of the index\n",
    "* the P/B and ROEs of banks that are part of the index and their cost of equity\n",
    "\n",
    "I created my own module called `stock_market.metrics` (which is part of this repository) where I calculate capitalization, turnover, forward dividend yields and volatility of an arbitrary stock market with the help of the [yfinance](https://pypi.org/project/yfinance/) module. I use it to provide metrics on banks that are part of the [Stoxx 600 Banks Index](https://stoxx.com/index/sx7p/).\n",
    "\n",
    "All amounts are represented in either Billions of Euros or as percentage points. Since the index has UK, Swiss, Swedish, Danish, Norwegian, and Czech Republic banks whose stocks are denominated in respective national currencies, I covert them into Euros using the exchange rate at the end of each relevant date."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "involved-cover",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uncomment if running in Google Colaboratory, otherwise the import of the curves module in the cell below will fail\n",
    "#!git clone -l -s https://github.com/ilchen/US_Economic_Data_Analysis.git cloned-repo\n",
    "#%cd cloned-repo\n",
    "\n",
    "# Install the latest version of pandas-datareader and yfinance\n",
    "# !pip install pandas-datareader -U\n",
    "# !pip install yfinance -U\n",
    "# !pip install eurostat -U"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "traditional-western",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pandas.tseries.offsets import YearBegin\n",
    "import numpy as np\n",
    "import scipy\n",
    "import matplotlib.ticker as mtick\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas_datareader.data as web\n",
    "from pandas_datareader import wb\n",
    "\n",
    "from datetime import date\n",
    "\n",
    "from stock_market import metrics, currency_converters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "developed-blackjack",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Human readable column names for DataFrames\n",
    "MKT_CAP_BANKS = 'Market capitalization of Stoxx Europe 600 Banks'\n",
    "MKT_CAP_TOP10_BANKS = 'Top-10 Stoxx Europe 600 Banks by market capitalization and their share of Stoxx Europe 600 Banks'\n",
    "TRAD_VOL = 'Stocks traded, total value'\n",
    "TRAD_VOL_BANKS_GRAPH_TITLE = 'Stoxx Europe 600 Banks ' + TRAD_VOL + ' (annualized)'\n",
    "TRAD_VOL_BANKS_GRAPH_TITLE_DAILY = 'Stoxx Europe 600 Banks ' + TRAD_VOL + ' (average daily)'\n",
    "TUROVER_RATIO_BANKS = 'Turnover ratio of Stoxx Europe 600 Banks (%)'\n",
    "TUROVER_RATIO_BANKS_GRAPH_TITLE = 'Stocks traded, Annual ' + TUROVER_RATIO_BANKS\n",
    "TUROVER_RATIO_BANKS_DAILY_GRAPH_TITLE = 'Stocks traded, Daily ' + TUROVER_RATIO_BANKS\n",
    "EXCESS_RETURN_BANKS = 'Excess Annual Return of Stoxx Europe 600 Banks over 1-year Riskless rate'\n",
    "\n",
    "# Y axis labels for graphs\n",
    "LEFT_Y_AXIS_LABEL = 'Billions of Euros'\n",
    "\n",
    "TTM_SUFFIX = ' (ttm)'\n",
    "MRQ_SUFFIX = ' (mrq)'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "victorian-preservation",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  7 of 7 completed\n",
      "[*********************100%***********************]  43 of 43 completed\n"
     ]
    }
   ],
   "source": [
    "start = date(2020, 1, 1)\n",
    "stoxx600_banks = metrics.EuropeBanksStockMarketMetrics.get_stoxx_europe_banks_components()\n",
    "cur_conv_df = currency_converters.EuroCurrencyConverter(['.L', '.SW', '.ST', '.CO', '.OL', '.PR', '.WA'], start)\\\n",
    "            .get_currency_conversion_df()\n",
    "stoxx600_banks_metrics = metrics.EuropeBanksStockMarketMetrics(\n",
    "    metrics.EuropeBanksStockMarketMetrics.tickers_to_dict(stoxx600_banks, start), None, start=start, \n",
    "    currency_conversion_df=cur_conv_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "brave-federal",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert into billions of Euros\n",
    "banks_capitalization = stoxx600_banks_metrics.get_capitalization(frequency='MS') / 1e9\n",
    "banks_annual_trading_value = stoxx600_banks_metrics.get_annual_trading_value(frequency='MS') / 1e9\n",
    "banks_daily_trading_value = stoxx600_banks_metrics.get_daily_trading_value(frequency='MS') / 1e9\n",
    "\n",
    "banks_daily_turnover = stoxx600_banks_metrics.get_daily_turnover(frequency='MS')\n",
    "banks_annual_turnover = stoxx600_banks_metrics.get_annual_turnover(frequency='MS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "likely-paste",
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_mkt_banks = pd.concat([banks_capitalization, banks_annual_trading_value, banks_daily_turnover], axis=1)\n",
    "stock_mkt_banks.columns = [MKT_CAP_BANKS, TRAD_VOL, TUROVER_RATIO_BANKS]\n",
    "stock_mkt_banks.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "reasonable-intermediate",
   "metadata": {},
   "source": [
    "In the below table **_Stocks traded, total value_** represents a cumulative annual amount of all transactions in   Stoxx Europe 600 Banks. **_Turnover ratio of Stoxx 600 Banks_** represents the percentage of shares outstanding that are traded per day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "forty-renewal",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Market capitalization of Stoxx Europe 600 Banks</th>\n",
       "      <th>Stocks traded, total value</th>\n",
       "      <th>Turnover ratio of Stoxx Europe 600 Banks (%)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-01</th>\n",
       "      <td>€899.92bn</td>\n",
       "      <td>€582.75bn</td>\n",
       "      <td>0.26%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-01</th>\n",
       "      <td>€901.45bn</td>\n",
       "      <td>€908.76bn</td>\n",
       "      <td>0.41%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>€610.94bn</td>\n",
       "      <td>€1,133.58bn</td>\n",
       "      <td>0.74%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>€528.81bn</td>\n",
       "      <td>€666.60bn</td>\n",
       "      <td>0.50%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-01</th>\n",
       "      <td>€536.76bn</td>\n",
       "      <td>€595.31bn</td>\n",
       "      <td>0.44%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-01</th>\n",
       "      <td>€1,111.08bn</td>\n",
       "      <td>€621.11bn</td>\n",
       "      <td>0.22%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-01</th>\n",
       "      <td>€1,145.07bn</td>\n",
       "      <td>€666.26bn</td>\n",
       "      <td>0.23%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-10-01</th>\n",
       "      <td>€1,159.91bn</td>\n",
       "      <td>€710.58bn</td>\n",
       "      <td>0.24%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-11-01</th>\n",
       "      <td>€1,166.78bn</td>\n",
       "      <td>€819.34bn</td>\n",
       "      <td>0.28%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-01</th>\n",
       "      <td>€1,180.99bn</td>\n",
       "      <td>€713.71bn</td>\n",
       "      <td>0.24%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Market capitalization of Stoxx Europe 600 Banks  \\\n",
       "Date                                                          \n",
       "2020-01-01                                        €899.92bn   \n",
       "2020-02-01                                        €901.45bn   \n",
       "2020-03-01                                        €610.94bn   \n",
       "2020-04-01                                        €528.81bn   \n",
       "2020-05-01                                        €536.76bn   \n",
       "...                                                     ...   \n",
       "2024-08-01                                      €1,111.08bn   \n",
       "2024-09-01                                      €1,145.07bn   \n",
       "2024-10-01                                      €1,159.91bn   \n",
       "2024-11-01                                      €1,166.78bn   \n",
       "2024-12-01                                      €1,180.99bn   \n",
       "\n",
       "            Stocks traded, total value  \\\n",
       "Date                                     \n",
       "2020-01-01                   €582.75bn   \n",
       "2020-02-01                   €908.76bn   \n",
       "2020-03-01                 €1,133.58bn   \n",
       "2020-04-01                   €666.60bn   \n",
       "2020-05-01                   €595.31bn   \n",
       "...                                ...   \n",
       "2024-08-01                   €621.11bn   \n",
       "2024-09-01                   €666.26bn   \n",
       "2024-10-01                   €710.58bn   \n",
       "2024-11-01                   €819.34bn   \n",
       "2024-12-01                   €713.71bn   \n",
       "\n",
       "            Turnover ratio of Stoxx Europe 600 Banks (%)  \n",
       "Date                                                      \n",
       "2020-01-01                                         0.26%  \n",
       "2020-02-01                                         0.41%  \n",
       "2020-03-01                                         0.74%  \n",
       "2020-04-01                                         0.50%  \n",
       "2020-05-01                                         0.44%  \n",
       "...                                                  ...  \n",
       "2024-08-01                                         0.22%  \n",
       "2024-09-01                                         0.23%  \n",
       "2024-10-01                                         0.24%  \n",
       "2024-11-01                                         0.28%  \n",
       "2024-12-01                                         0.24%  \n",
       "\n",
       "[60 rows x 3 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.display.float_format = (lambda x: '{:.2%}'.format(x) if x < 5 else '€{:,.2f}bn'.format(x))\n",
    "pd.options.display.max_rows = 40\n",
    "stock_mkt_banks"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "rotary-explanation",
   "metadata": {},
   "source": [
    "## Market capitalization of Stoxx Europe 600 Banks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "according-jewelry",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "ax.bar(x=range(len(stock_mkt_banks)), height=stock_mkt_banks.iloc[:,0], color='#1f77b4', width=0.5,\n",
    "       label=MKT_CAP_BANKS)\n",
    "ax.legend(loc='upper left')\n",
    "ax.title.set_text(MKT_CAP_BANKS)\n",
    "ax.grid(True)\n",
    "_ = ax.set_xticks(range(len(stock_mkt_banks)), stock_mkt_banks.index)\n",
    "_ = ax.set_xticklabels(stock_mkt_banks.index.strftime('%Y-%m'), rotation=45)\n",
    "#ax.set_yticks(np.arange(0, 56000, 5000))\n",
    "ax.set_ylabel(LEFT_Y_AXIS_LABEL)\n",
    "ax.yaxis.set_major_formatter('{x:,.0f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "infrared-segment",
   "metadata": {},
   "source": [
    "### Top-10 banks  by their capitalization and their share in the overall capitalization of Stoxx Europe 600 Banks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "established-verse",
   "metadata": {},
   "outputs": [],
   "source": [
    "top10_today = stoxx600_banks_metrics.get_top_n_capitalization_companies_for_day(\n",
    "    10, merge_additional_share_classes=True)\n",
    "top10_last_month = stoxx600_banks_metrics.get_top_n_capitalization_companies_for_month(\n",
    "    10, stoxx600_banks_metrics.data.index[-1] - pd.DateOffset(months=+1))\n",
    "top10_2023 = stoxx600_banks_metrics.get_top_n_capitalization_companies_for_year(10, date(2023, 1, 1))\n",
    "top10_2022 = stoxx600_banks_metrics.get_top_n_capitalization_companies_for_year(10, date(2022, 1, 1))\n",
    "top10_2021 = stoxx600_banks_metrics.get_top_n_capitalization_companies_for_year(10, date(2021, 1, 1))\n",
    "top10_2020 = stoxx600_banks_metrics.get_top_n_capitalization_companies_for_year(10, date(2020, 1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "dramatic-relations",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert into Billions of Euros\n",
    "top10 = pd.concat([top10_2020.Capitalization, top10_2021.Capitalization,\n",
    "                   top10_2022.Capitalization, top10_2023.Capitalization, top10_today.Capitalization], axis=1) / 1e9\n",
    "top10.columns = [stoxx600_banks_metrics.CAPITALIZATION + sfx\n",
    "                 for sfx in [' in 2020', ' in 2021', ' in 2022', ' in 2023', ' now']]\n",
    "top10_pct = pd.concat([top10_2020.iloc[:,1], top10_2021.iloc[:,1], top10_2022.iloc[:,1],\n",
    "                       top10_2023.iloc[:,1], top10_today.iloc[:,1]], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "welsh-engineering",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = top10.T.plot.bar(figsize=(20,10), grid=True, title=MKT_CAP_TOP10_BANKS,\n",
    "                      stacked=True, rot=45, ylabel=LEFT_Y_AXIS_LABEL)\n",
    "ax.yaxis.set_major_formatter('{x:,.0f}')\n",
    "ax.get_legend().remove()\n",
    "for c in ax.containers:\n",
    "    labels = [c.get_label().split('.')[0] + f': {a:,.0f}bn, {top10_pct.loc[c.get_label()].iloc[i]:.2%}'\n",
    "              if a else '' for i, a in enumerate(c.datavalues)]\n",
    "    ax.bar_label(c, labels=labels, label_type=\"center\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "labeled-genius",
   "metadata": {},
   "outputs": [],
   "source": [
    "top10_now = pd.concat([top10_last_month.Capitalization, top10_today.Capitalization], axis=1) / 1e9\n",
    "top10_now.columns = [stoxx600_banks_metrics.CAPITALIZATION + sfx for sfx in [' last month', ' now']]\n",
    "top10_today_pct = pd.concat([top10_last_month.iloc[:,1], top10_today.iloc[:,1]], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ethical-result",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = top10_now.T.plot.bar(figsize=(20,10), grid=True, title=MKT_CAP_TOP10_BANKS,\n",
    "                          stacked=True, rot=45, ylabel=LEFT_Y_AXIS_LABEL)\n",
    "ax.yaxis.set_major_formatter('{x:,.0f}')\n",
    "ax.get_legend().remove()\n",
    "for c in ax.containers:\n",
    "    labels = [c.get_label() + f': {a:,.0f}bn, {top10_today_pct.loc[c.get_label()].iloc[i]:.2%}'\n",
    "              if a else '' for i, a in enumerate(c.datavalues)]\n",
    "    ax.bar_label(c, labels=labels, label_type=\"center\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "specific-province",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The capitalization Stoxx Europe 600 banks on 2024-12-24 is €nanbn\n"
     ]
    }
   ],
   "source": [
    "print(f'The capitalization Stoxx Europe 600 banks on {stoxx600_banks_metrics.capitalization.index[-1]:%Y-%m-%d} is '\n",
    "      f'€{stoxx600_banks_metrics.capitalization.iloc[-1,0]/1e9:.3f}bn')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "recent-development",
   "metadata": {},
   "source": [
    "## Total annual and daily value of Stoxx Europe 600 Banks stocks traded \n",
    "For Stoxx Europe 600 banks I depict average daily trading values over each month. In the first graph I show average daily volumes per month, in the second I show average daily volues per month scaled to annual ammounts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "dying-brush",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = banks_daily_trading_value.plot.bar(figsize=(20,10), grid=True, ylabel=LEFT_Y_AXIS_LABEL,\n",
    "                                        title=TRAD_VOL_BANKS_GRAPH_TITLE_DAILY, color='#1f77b4',\n",
    "                                        xlabel='', rot=45)\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, banks_daily_trading_value.index)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "australian-paragraph",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = banks_annual_trading_value.plot.bar(figsize=(20,10), grid=True, ylabel=LEFT_Y_AXIS_LABEL,\n",
    "                                         title=TRAD_VOL_BANKS_GRAPH_TITLE, color='#1f77b4',\n",
    "                                         xlabel='', rot=45)\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, banks_annual_trading_value.index)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "hindu-yesterday",
   "metadata": {},
   "source": [
    "## Stocks traded, annual and daily turnover ratios of Stoxx Europe 600 Banks shares to their capitalization\n",
    "In this section of the notebook I look at the turnover ratio of Stoxx Europe 600 Banks shares traded divided by their market capitalization. The value is annualized by multiplying the monthly average by 12.\n",
    "\n",
    "If you divide the number for a given year by 252 (the approximate number of trading days), you obtain the percentage of shares that are traded in one day. This ranges between 0.2% and 1%. And such a small fraction of traded shares determine the capitalization of the whole firm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "collective-maria",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = banks_annual_turnover.dropna().plot(figsize=(20,10), grid=True, title=TUROVER_RATIO_BANKS_GRAPH_TITLE,\n",
    "                                         color='k', marker='o', linestyle='--', linewidth=2,\n",
    "                                         xticks=banks_annual_turnover.index, xlabel='', rot=45)\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, banks_annual_turnover.index)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cultural-cross",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = banks_daily_turnover.plot(figsize=(20,10), grid=True,\n",
    "                               title=TUROVER_RATIO_BANKS_DAILY_GRAPH_TITLE, color='k', marker='o', linestyle='--',\n",
    "                               linewidth=2, xticks=banks_daily_turnover.index, xlabel='', rot=45)\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "_ = ax.set_xticklabels(list(map('{:%Y-%m}'.format, banks_daily_turnover.index)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "realistic-imperial",
   "metadata": {},
   "source": [
    "## Forward annual dividend yield of Stoxx Europe 600 Banks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "furnished-realtor",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stoxx Europe 600 banks forward dividend yield on 2024-12-24 is nan%\n"
     ]
    }
   ],
   "source": [
    "print(f'Stoxx Europe 600 banks forward dividend yield on {stoxx600_banks_metrics.data.index[-1]:%Y-%m-%d} is '\n",
    "      f'{stoxx600_banks_metrics.forward_dividend_yield:.5%}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "decreased-procurement",
   "metadata": {},
   "source": [
    "## Forward Price to Earnings ratio of Stoxx Europe 600 Banks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "periodic-tokyo",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stoxx Europe 600 banks forward P/E on 2024-12-24 is nan\n"
     ]
    }
   ],
   "source": [
    "print(f'Stoxx Europe 600 banks forward P/E on {stoxx600_banks_metrics.data.index[-1]:%Y-%m-%d} is '\n",
    "      f'{stoxx600_banks_metrics.forward_PE:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "departmental-mistake",
   "metadata": {},
   "source": [
    "## Price to Book, Return on Equity, and Cost of Capital of Stoxx Europe 600 Banks\n",
    "One of the most frequently used tools for analyzing banks is their P/B and ROE ratios. Being traditional businesses for which book value is a meaningful metric, the following equation holds for banks:\n",
    "$$\\frac{P}{B}=\\frac{ROE}{\\text{Cost-of-equity}}$$\n",
    "where:\n",
    "* `P` is the market price of a bank's equity\n",
    "* `B` is the book value of the bank's equity\n",
    "* `ROE` is its return on equity\n",
    "\n",
    "Therefore a popular way to compare banks is to plot their P/B ratios against their ROEs. Banks whose ROE exceeds their cost of equity tend to have their price to book > 1. If the cost of equity was the same for all banks, the points on this graph would form a line. Given that the cost of equity differes slightly among financial institutions, this is not the case but is pretty close for banks that are part of Stoxx Europe 600 banks, which implies they have an alike cost of equity. Their approximate cost of equity can be derived from the above equation.\n",
    "\n",
    "In the remainder of this notebook I will plot this for Stoxx Europe 600 Banks and derive their approximate cost of equity. I use P/B values based on the book value as reported in the most recent quarter (mrq) and ROE based on the trailing twelve months (ttm). I will also construct a regression line to determine the sensitivity of P/B to ROE changes and derive the banks' cost of equity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "noticed-seafood",
   "metadata": {},
   "outputs": [],
   "source": [
    "# subset = stoxx600_banks[:]\n",
    "# subset.remove('RBI.VI')\n",
    "# subset.remove('BPE.MI')\n",
    "# subset.remove('SYDB.CO')\n",
    "# subset.remove('UBSG.SW')\n",
    "roe_pb = stoxx600_banks_metrics.get_roe_and_pb(stoxx600_banks).dropna()\n",
    "# Get rid of outliers\n",
    "roe_pb = roe_pb.loc[~((roe_pb.ROE > .3) | (roe_pb['P/B'] > 5))]\n",
    "slope, intercept, rvalue = scipy.stats.linregress(roe_pb.iloc[:,0].to_list(), roe_pb.iloc[:,1].to_list())[0:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "desirable-lottery",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "sc = ax.scatter(x=roe_pb.iloc[:,0], y=roe_pb.iloc[:,1])\n",
    "\n",
    "x_min = roe_pb.iloc[:,0].min()\n",
    "ax.axline((x_min, intercept + slope * x_min), slope=slope, linestyle='--', color='k', linewidth=.5)\n",
    "# plt.text(x_min, intercept + slope * x_min + .02, f'Slope = {slope/100:.2f}')\n",
    "labels = [f'Slope = {slope/100:.3f}', f'$R^2$ = {rvalue**2:.3f}']\n",
    "ax.legend([ax.plot([],[])[0] for _ in labels], labels, handlelength=0, handleheight=0, handletextpad=0)\n",
    "\n",
    "# Add labels to designate each bank\n",
    "for ticker, (roe, pb) in roe_pb.iterrows():\n",
    "    plt.text(roe, pb, ticker.split('.')[0])\n",
    "    \n",
    "ax.xaxis.set_major_formatter(mtick.PercentFormatter(1))\n",
    "ax.set_xlabel(roe_pb.columns[0] + TTM_SUFFIX)\n",
    "ax.set_ylabel(roe_pb.columns[1] + MRQ_SUFFIX)\n",
    "ax.set_title(f'Price to Book vs ROE of Eurozone Banks on {stoxx600_banks_metrics.capitalization.index[-1]:%Y-%m-%d}')\n",
    "ax.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "eleven-wonder",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The sensitivity of P/B to ROE for European banks: 0.11\n",
      "This means that for every percentage point improvement in ROE, the bank's P/B increases by 0.11\n"
     ]
    }
   ],
   "source": [
    "print(f'The sensitivity of P/B to ROE for European banks: {slope/100:.2f}\\n'\n",
    "      f\"This means that for every percentage point improvement in ROE, the bank's P/B increases by {slope/100:.2f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "false-employee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "From the above equation it also means that an approximate cost of equity for these banks is: 9.07%\n",
      "['INGA.AS', 'ABN.AS', 'DBK.DE', 'CBK.DE', 'BNP.PA', 'ACA.PA', 'GLE.PA', 'KBC.BR', 'BIRG.IR', 'A5G.IR', 'BBVA.MC', 'CABK.MC', 'SAB.MC', 'SAN.MC', 'EBS.VI', 'BG.VI', 'NDA-FI.HE', 'ISP.MI', 'UCG.MI', 'FBK.MI', 'BAMI.MI', 'BPE.MI', 'HSBA.L', 'BARC.L', 'LLOY.L', 'NWG.L', 'INVP.L', 'STAN.L', 'CBG.L', 'BCVN.SW', 'CMBN.SW', 'SEB-A.ST', 'SWED-A.ST', 'SHB-A.ST', 'DANSKE.CO', 'SYDB.CO', 'JYSK.CO', 'RILBA.CO', 'DNB.OL', 'PEO.WA', 'PKO.WA']\n"
     ]
    }
   ],
   "source": [
    "print(f'From the above equation it also means that an approximate cost of equity for these banks is: {1./slope:.2%}')\n",
    "print(roe_pb.index.to_list())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffb3c60a-2746-4892-8850-61f42105ca7e",
   "metadata": {},
   "source": [
    "The R<sup>2</sup> of more than 0.5 indicates a significant linear dependence of a bank's price to book on its ROE."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f38448b-1378-4b36-9678-0d8f652276f9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
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   "language": "python",
   "name": "python3"
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  "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,
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}