CEO Dismissal.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2ae7ec01",
   "metadata": {},
   "source": [
    "# CEO Dismissal Dataset\n",
    "### Cleaned and analyzed by Joshua Ye for Professor Oz\n",
    "### October 22, 2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "3a06e108",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import necessary libraries\n",
    "import pandas as pd\n",
    "\n",
    "# Reading ceo_dismissal csv\n",
    "ceo_dismissal = pd.read_csv(\"CEO Dismissal Data 2021.02.03.xlsx - Sheet1.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e44d1cf8",
   "metadata": {},
   "source": [
    "# CEO Dismissal Dataset Cleaning\n",
    "### Steps outlined below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "cf4feb1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dismissal_dataset_id</th>\n",
       "      <th>coname</th>\n",
       "      <th>gvkey</th>\n",
       "      <th>fyear</th>\n",
       "      <th>co_per_rol</th>\n",
       "      <th>exec_fullname</th>\n",
       "      <th>departure_code</th>\n",
       "      <th>ceo_dismissal</th>\n",
       "      <th>interim_coceo</th>\n",
       "      <th>tenure_no_ceodb</th>\n",
       "      <th>max_tenure_ceodb</th>\n",
       "      <th>fyear_gone</th>\n",
       "      <th>leftofc</th>\n",
       "      <th>still_there</th>\n",
       "      <th>notes</th>\n",
       "      <th>sources</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>AAR CORP</td>\n",
       "      <td>1004</td>\n",
       "      <td>1995</td>\n",
       "      <td>5622</td>\n",
       "      <td>Ira A. Eichner</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1996</td>\n",
       "      <td>10/1/1996</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mr. Ira A. Eichner served as CEO until October...</td>\n",
       "      <td>https://www.comparably.com/companies/aar-corp/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>AAR CORP</td>\n",
       "      <td>1004</td>\n",
       "      <td>2017</td>\n",
       "      <td>5623</td>\n",
       "      <td>David P. Storch</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2018</td>\n",
       "      <td>5/31/2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agreed to stay as non-executive chairman post ...</td>\n",
       "      <td>https://advance-lexis-com.umiss.idm.oclc.org/a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>AAR CORP</td>\n",
       "      <td>1004</td>\n",
       "      <td>2018</td>\n",
       "      <td>51547</td>\n",
       "      <td>John McClain Holmes, III</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17nov2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.aarcorp.com/about/corporate-officers/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>ADC TELECOMMUNICATIONS INC</td>\n",
       "      <td>1013</td>\n",
       "      <td>2000</td>\n",
       "      <td>2611</td>\n",
       "      <td>William J. Cadogan</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2001</td>\n",
       "      <td>2/15/2001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>William Cadogan, the retiring CEO and chairman...</td>\n",
       "      <td>https://www.bizjournals.com/twincities/stories...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>ADC TELECOMMUNICATIONS INC</td>\n",
       "      <td>1013</td>\n",
       "      <td>2003</td>\n",
       "      <td>23275</td>\n",
       "      <td>Richard R. Roscitt</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2003</td>\n",
       "      <td>8/13/2003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Richard R. \"Rick\" Roscitt has accepted a new p...</td>\n",
       "      <td>https://www.businesswire.com/news/home/2003081...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9385</th>\n",
       "      <td>9025</td>\n",
       "      <td>LYONDELLBASELL INDUSTRIES NV</td>\n",
       "      <td>294524</td>\n",
       "      <td>2017</td>\n",
       "      <td>46408</td>\n",
       "      <td>Bhavesh V. Patel</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>03feb2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9386</th>\n",
       "      <td>9026</td>\n",
       "      <td>ALLEGION PLC</td>\n",
       "      <td>316056</td>\n",
       "      <td>2017</td>\n",
       "      <td>48314</td>\n",
       "      <td>David D. Petratis</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>03feb2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9387</th>\n",
       "      <td>9027</td>\n",
       "      <td>DORIAN LPG LTD</td>\n",
       "      <td>317264</td>\n",
       "      <td>2019</td>\n",
       "      <td>63143</td>\n",
       "      <td>John C. Hadjipateras</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>03feb2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://dorianlpg.com/about/management/default...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9388</th>\n",
       "      <td>9028</td>\n",
       "      <td>NVENT ELECTRIC PLC</td>\n",
       "      <td>326688</td>\n",
       "      <td>2019</td>\n",
       "      <td>62002</td>\n",
       "      <td>Beth A. Wozniak</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>03feb2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.nvent.com/en-us/about-nvent/execut...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9389</th>\n",
       "      <td>9029</td>\n",
       "      <td>ARCOSA INC</td>\n",
       "      <td>328795</td>\n",
       "      <td>2019</td>\n",
       "      <td>61546</td>\n",
       "      <td>Antonio Carrillo</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>03feb2021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://craft.co/arcosa/executives#:~:text=Arc...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9389 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      dismissal_dataset_id                        coname   gvkey  fyear  \\\n",
       "0                        1                      AAR CORP    1004   1995   \n",
       "1                        2                      AAR CORP    1004   2017   \n",
       "2                        3                      AAR CORP    1004   2018   \n",
       "3                        4    ADC TELECOMMUNICATIONS INC    1013   2000   \n",
       "4                        5    ADC TELECOMMUNICATIONS INC    1013   2003   \n",
       "...                    ...                           ...     ...    ...   \n",
       "9385                  9025  LYONDELLBASELL INDUSTRIES NV  294524   2017   \n",
       "9386                  9026                  ALLEGION PLC  316056   2017   \n",
       "9387                  9027                DORIAN LPG LTD  317264   2019   \n",
       "9388                  9028            NVENT ELECTRIC PLC  326688   2019   \n",
       "9389                  9029                    ARCOSA INC  328795   2019   \n",
       "\n",
       "      co_per_rol             exec_fullname  departure_code  ceo_dismissal  \\\n",
       "0           5622            Ira A. Eichner               5              0   \n",
       "1           5623           David P. Storch               5              0   \n",
       "2          51547  John McClain Holmes, III            <NA>           <NA>   \n",
       "3           2611        William J. Cadogan               6              0   \n",
       "4          23275        Richard R. Roscitt               6              0   \n",
       "...          ...                       ...             ...            ...   \n",
       "9385       46408          Bhavesh V. Patel            <NA>           <NA>   \n",
       "9386       48314         David D. Petratis            <NA>           <NA>   \n",
       "9387       63143      John C. Hadjipateras            <NA>           <NA>   \n",
       "9388       62002           Beth A. Wozniak            <NA>           <NA>   \n",
       "9389       61546          Antonio Carrillo            <NA>           <NA>   \n",
       "\n",
       "     interim_coceo  tenure_no_ceodb  max_tenure_ceodb  fyear_gone    leftofc  \\\n",
       "0              NaN                1                 1        1996  10/1/1996   \n",
       "1              NaN                1                 1        2018  5/31/2018   \n",
       "2              NaN                1                 1        <NA>        NaN   \n",
       "3              NaN                1                 1        2001  2/15/2001   \n",
       "4              NaN                1                 1        2003  8/13/2003   \n",
       "...            ...              ...               ...         ...        ...   \n",
       "9385           NaN                1                 1        <NA>        NaN   \n",
       "9386           NaN                1                 1        <NA>        NaN   \n",
       "9387           NaN                1                 1        <NA>        NaN   \n",
       "9388           NaN                1                 1        <NA>        NaN   \n",
       "9389           NaN                1                 1        <NA>        NaN   \n",
       "\n",
       "     still_there                                              notes  \\\n",
       "0            NaN  Mr. Ira A. Eichner served as CEO until October...   \n",
       "1            NaN  Agreed to stay as non-executive chairman post ...   \n",
       "2      17nov2020                                                NaN   \n",
       "3            NaN  William Cadogan, the retiring CEO and chairman...   \n",
       "4            NaN  Richard R. \"Rick\" Roscitt has accepted a new p...   \n",
       "...          ...                                                ...   \n",
       "9385   03feb2021                                                NaN   \n",
       "9386   03feb2021                                                NaN   \n",
       "9387   03feb2021                                                NaN   \n",
       "9388   03feb2021                                                NaN   \n",
       "9389   03feb2021                                                NaN   \n",
       "\n",
       "                                                sources  \n",
       "0     https://www.comparably.com/companies/aar-corp/...  \n",
       "1     https://advance-lexis-com.umiss.idm.oclc.org/a...  \n",
       "2     https://www.aarcorp.com/about/corporate-officers/  \n",
       "3     https://www.bizjournals.com/twincities/stories...  \n",
       "4     https://www.businesswire.com/news/home/2003081...  \n",
       "...                                                 ...  \n",
       "9385                                                NaN  \n",
       "9386                                                NaN  \n",
       "9387  https://dorianlpg.com/about/management/default...  \n",
       "9388  https://www.nvent.com/en-us/about-nvent/execut...  \n",
       "9389  https://craft.co/arcosa/executives#:~:text=Arc...  \n",
       "\n",
       "[9389 rows x 16 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Renamed columns to proper name according to data dictionary\n",
    "ceo_dismissal = ceo_dismissal.rename({\"year\": \"fyear\", \"Departure Code\": \"departure_code\", \"Interim & Co-CEO\": \"interim_coceo\", \"The fiscal year during which the CEO exited - for clarity\": \"fyear_gone\", \"Still There\": \"still_there\", \"Notes and Thoughts\": \"notes\", \"Notes 2\": \"sources\", \"tenure_no\": \"tenure_no_ceodb\"}, axis=1)\n",
    "\n",
    "# Standardized the following columns to Int64 instead of float64\n",
    "ceo_dismissal[\"departure_code\"] = ceo_dismissal[\"departure_code\"].astype(\"Int64\")\n",
    "ceo_dismissal[\"ceo_dismissal\"] = ceo_dismissal[\"ceo_dismissal\"].astype(\"Int64\")\n",
    "ceo_dismissal[\"fyear_gone\"] = ceo_dismissal[\"fyear_gone\"].astype(\"Int64\")\n",
    "\n",
    "# Dropped invalid observation\n",
    "ceo_dismissal = ceo_dismissal.drop(ceo_dismissal[ceo_dismissal.fyear == 2109].index)\n",
    "\n",
    "ceo_dismissal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f949987c",
   "metadata": {},
   "source": [
    "# CEO Dismissal Descriptive Statistics\n",
    "### By overall and year:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "e8e90990",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>departure_code</th>\n",
       "      <th>tenure_no_ceodb</th>\n",
       "      <th>max_tenure_ceodb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>7720.00</td>\n",
       "      <td>9389.00</td>\n",
       "      <td>9389.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.22</td>\n",
       "      <td>1.03</td>\n",
       "      <td>1.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.50</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
       "count         7720.00          9389.00           9389.00\n",
       "mean             5.22             1.03              1.05\n",
       "std              1.50             0.17              0.23\n",
       "min              1.00             1.00              1.00\n",
       "25%              5.00             1.00              1.00\n",
       "50%              5.00             1.00              1.00\n",
       "75%              7.00             1.00              1.00\n",
       "max              9.00             4.00              4.00"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Overall descriptive statistics\n",
    "ceo_dismissal[[\"departure_code\", \"tenure_no_ceodb\", \"max_tenure_ceodb\"]].describe().round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "e14d824a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 1987\n",
      "      departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count              1              1.0               1.0\n",
      "mean             5.0              1.0               2.0\n",
      "std             <NA>              NaN               NaN\n",
      "min                5              1.0               2.0\n",
      "25%                5              1.0               2.0\n",
      "50%                5              1.0               2.0\n",
      "75%                5              1.0               2.0\n",
      "max                5              1.0               2.0\n",
      "\n",
      "Descriptive statistics for 1992\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count           58.00             58.0             58.00\n",
      "mean             4.78              1.0              1.03\n",
      "std              0.94              0.0              0.18\n",
      "min              1.00              1.0              1.00\n",
      "25%              5.00              1.0              1.00\n",
      "50%              5.00              1.0              1.00\n",
      "75%              5.00              1.0              1.00\n",
      "max              7.00              1.0              2.00\n",
      "\n",
      "Descriptive statistics for 1993\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          185.00            185.0            185.00\n",
      "mean             5.22              1.0              1.04\n",
      "std              1.29              0.0              0.19\n",
      "min              1.00              1.0              1.00\n",
      "25%              5.00              1.0              1.00\n",
      "50%              5.00              1.0              1.00\n",
      "75%              5.00              1.0              1.00\n",
      "max              9.00              1.0              2.00\n",
      "\n",
      "Descriptive statistics for 1994\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          238.00           240.00            240.00\n",
      "mean             5.26             1.00              1.02\n",
      "std              1.32             0.06              0.13\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              6.00             1.00              1.00\n",
      "max              9.00             2.00              2.00\n",
      "\n",
      "Descriptive statistics for 1995\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          220.00           221.00            221.00\n",
      "mean             5.15             1.00              1.04\n",
      "std              1.40             0.07              0.19\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              6.00             1.00              1.00\n",
      "max              9.00             2.00              2.00\n",
      "\n",
      "Descriptive statistics for 1996\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          316.00           316.00            316.00\n",
      "mean             5.67             1.00              1.05\n",
      "std              1.38             0.06              0.23\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             2.00              3.00\n",
      "\n",
      "Descriptive statistics for 1997\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          325.00           325.00            325.00\n",
      "mean             5.40             1.01              1.04\n",
      "std              1.45             0.08              0.24\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             2.00              4.00\n",
      "\n",
      "Descriptive statistics for 1998\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          350.00           350.00            350.00\n",
      "mean             5.61             1.02              1.05\n",
      "std              1.36             0.14              0.23\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             2.00              3.00\n",
      "\n",
      "Descriptive statistics for 1999\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          396.00           396.00            396.00\n",
      "mean             5.49             1.02              1.05\n",
      "std              1.45             0.14              0.21\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             2.00              2.00\n",
      "\n",
      "Descriptive statistics for 2000\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          368.00           368.00            368.00\n",
      "mean             5.25             1.03              1.07\n",
      "std              1.61             0.17              0.26\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             2.00              3.00\n",
      "\n",
      "Descriptive statistics for 2001\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          230.00           231.00            231.00\n",
      "mean             4.87             1.05              1.13\n",
      "std              1.49             0.21              0.39\n",
      "min              1.00             1.00              1.00\n",
      "25%              4.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              5.00             1.00              1.00\n",
      "max              9.00             2.00              4.00\n",
      "\n",
      "Descriptive statistics for 2002\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          257.00           258.00            258.00\n",
      "mean             4.89             1.02              1.05\n",
      "std              1.45             0.15              0.21\n",
      "min              1.00             1.00              1.00\n",
      "25%              4.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              5.00             1.00              1.00\n",
      "max              9.00             2.00              2.00\n",
      "\n",
      "Descriptive statistics for 2003\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          264.00           264.00            264.00\n",
      "mean             5.16             1.05              1.09\n",
      "std              1.48             0.24              0.32\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             3.00              3.00\n",
      "\n",
      "Descriptive statistics for 2004\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          324.00           324.00            324.00\n",
      "mean             5.29             1.03              1.06\n",
      "std              1.42             0.16              0.24\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             2.00              2.00\n",
      "\n",
      "Descriptive statistics for 2005\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          274.00           277.00            277.00\n",
      "mean             5.20             1.04              1.05\n",
      "std              1.53             0.21              0.27\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             3.00              4.00\n",
      "\n",
      "Descriptive statistics for 2006\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          332.00           334.00            334.00\n",
      "mean             5.29             1.02              1.05\n",
      "std              1.49             0.13              0.24\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             2.00              3.00\n",
      "\n",
      "Descriptive statistics for 2007\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          365.00           365.00            365.00\n",
      "mean             5.17             1.04              1.07\n",
      "std              1.57             0.21              0.26\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             3.00              3.00\n",
      "\n",
      "Descriptive statistics for 2008\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          296.00           301.00            301.00\n",
      "mean             5.01             1.04              1.08\n",
      "std              1.54             0.19              0.30\n",
      "min              1.00             1.00              1.00\n",
      "25%              4.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              6.00             1.00              1.00\n",
      "max              9.00             2.00              3.00\n",
      "\n",
      "Descriptive statistics for 2009\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          248.00           248.00            248.00\n",
      "mean             5.21             1.04              1.08\n",
      "std              1.54             0.19              0.28\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             2.00              3.00\n",
      "\n",
      "Descriptive statistics for 2010\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          298.00           300.00            300.00\n",
      "mean             5.14             1.02              1.05\n",
      "std              1.54             0.17              0.24\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             3.00              3.00\n",
      "\n",
      "Descriptive statistics for 2011\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          295.00           296.00            296.00\n",
      "mean             5.20             1.03              1.04\n",
      "std              1.55             0.16              0.20\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             2.00              2.00\n",
      "\n",
      "Descriptive statistics for 2012\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          285.00           288.00            288.00\n",
      "mean             5.09             1.05              1.06\n",
      "std              1.59             0.22              0.27\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max              9.00             3.00              3.00\n",
      "\n",
      "Descriptive statistics for 2013\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          259.00           261.00            261.00\n",
      "mean             5.18             1.02              1.03\n",
      "std              1.45             0.12              0.18\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             2.00              2.00\n",
      "\n",
      "Descriptive statistics for 2014\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          307.00           312.00            312.00\n",
      "mean             5.14             1.02              1.05\n",
      "std              1.53             0.15              0.23\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             2.00              3.00\n",
      "\n",
      "Descriptive statistics for 2015\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          316.00           324.00            324.00\n",
      "mean             5.25             1.05              1.07\n",
      "std              1.56             0.26              0.29\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             4.00              4.00\n",
      "\n",
      "Descriptive statistics for 2016\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          300.00           317.00            317.00\n",
      "mean             5.15             1.03              1.05\n",
      "std              1.69             0.20              0.24\n",
      "min              1.00             1.00              1.00\n",
      "25%              4.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             3.00              3.00\n",
      "\n",
      "Descriptive statistics for 2017\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          305.00           963.00            963.00\n",
      "mean             5.12             1.03              1.03\n",
      "std              1.56             0.17              0.17\n",
      "min              1.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             3.00              3.00\n",
      "\n",
      "Descriptive statistics for 2018\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count          288.00           825.00            825.00\n",
      "mean             5.15             1.01              1.01\n",
      "std              1.47             0.12              0.12\n",
      "min              2.00             1.00              1.00\n",
      "25%              5.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              7.00             1.00              1.00\n",
      "max              9.00             3.00              3.00\n",
      "\n",
      "Descriptive statistics for 2019\n",
      "       departure_code  tenure_no_ceodb  max_tenure_ceodb\n",
      "count           19.00           440.00            440.00\n",
      "mean             4.63             1.04              1.04\n",
      "std              1.54             0.20              0.19\n",
      "min              3.00             1.00              1.00\n",
      "25%              3.00             1.00              1.00\n",
      "50%              5.00             1.00              1.00\n",
      "75%              5.00             1.00              1.00\n",
      "max              7.00             2.00              2.00\n"
     ]
    }
   ],
   "source": [
    "# Descriptive statistics by year\n",
    "for year in range(1987, 2020):\n",
    "    if not ceo_dismissal[ceo_dismissal.fyear == year].empty:\n",
    "        print(\"\\nDescriptive statistics for\", year)\n",
    "        print(ceo_dismissal[[\"departure_code\", \"tenure_no_ceodb\", \"max_tenure_ceodb\"]][ceo_dismissal.fyear == year].describe().round(2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f63dea15",
   "metadata": {},
   "source": [
    "# CEO Dismissal Frequency Plots\n",
    "### By fyear, fyear_gone, departure_code, tenure_no_ceodb, and max_tenure_ceodb:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "66f9bfba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'CEO Dismissal fiscal year frequency plot'}>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CEO Dismissal fiscal year frequency plot\n",
    "ceo_dismissal[\"fyear\"].value_counts().plot.bar(title=\"CEO Dismissal fiscal year frequency plot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "7f2e7c37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'CEO Dismissal departure fiscal year frequency plot'}>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CEO Dismissal departure fiscal year frequency plot\n",
    "ceo_dismissal[\"fyear_gone\"].value_counts().plot.bar(title=\"CEO Dismissal departure fiscal year frequency plot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "205e85f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'CEO Dismissal departure code frequency plot'}>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CEO Dismissal departure code frequency plot\n",
    "ceo_dismissal[\"departure_code\"].value_counts().plot.bar(title=\"CEO Dismissal departure code frequency plot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "0b6fe664",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'CEO Dismissal tenure number frequency plot'}>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CEO Dismissal tenure number frequency plot\n",
    "ceo_dismissal[\"tenure_no_ceodb\"].value_counts().plot.bar(title=\"CEO Dismissal tenure number frequency plot\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "ef32eef3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'CEO Dismissal max tenures frequency plot'}>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CEO Dismissal max tenures frequency plot\n",
    "ceo_dismissal[\"max_tenure_ceodb\"].value_counts().plot.bar(title=\"CEO Dismissal max tenures frequency plot\")"
   ]
  }
 ],
 "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": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}