CEO_turnover_data_processing.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "915b6cb7",
   "metadata": {},
   "source": [
    "# Global CEO Turnover, 2018 - 2023"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e89c1bb7",
   "metadata": {},
   "source": [
    "The aim of this project is to analyse and visualise data relating to *CEO Turnover* across 12 major global market indices, spanning 1822 companies. \n",
    "\n",
    "The data comprises two categories:\n",
    "- 1) Outgoing CEOs: CEOs that have left their role sometime between 1 January 2018 - 30 June 2023\n",
    "- 2) Incoming CEOs: CEOs that have joined their role sometime between 1 January 2018 - 30 June 2023\n",
    "\n",
    "For each outgoing or incoming CEO, data on company market index (e.g. S&P 500), latest reported revenues, market capitlisation, gender and appointment (whether appointed internally from within the company, or externally from outside the company) is available.  \n",
    "\n",
    "Data was sourced from BoardEx.com. \n",
    "\n",
    "This notebook details the loading and cleaning process, as follows:\n",
    "\n",
    "- 1) <b>Load and clean the data</b>: using pandas, the data is loaded and checked for missing values and data type consistency. \n",
    "- 2) <b>Data analysis and manipulation</b>: grouping the data and calculating summary statistics to gain a better undrstanding of the data structure\n",
    "- 3) <b>Exploratory Data Analysis (EDA)</b>: basic visualisations to understand relationships and view distirbution and shape of the data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e279e4d",
   "metadata": {},
   "source": [
    "## 1. Load and clean the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "92a3187d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the data\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "# Load the data\n",
    "outgoing_ceos = pd.read_excel(\"CEO_data.xlsx\", sheet_name=\"Outgoing CEOs\")\n",
    "incoming_ceos = pd.read_excel(\"CEO_data.xlsx\", sheet_name=\"Incoming CEOs\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "19936d97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     index    country                    person_name      unique_id  \\\n",
      "0  ASX 200  Australia             Jeanne Marie Johns   605191603644   \n",
      "1  ASX 200  Australia  Garold (Gerry) Ralph Spindler   159382935940   \n",
      "2  ASX 200  Australia    Steven (Steve) Anthony Cain   235022950743   \n",
      "3  ASX 200  Australia                  Thomas Beregi  6419571093465   \n",
      "4  ASX 200  Australia                      Raj Naran  1059578743830   \n",
      "\n",
      "   individual_id  company_id   age  gender  \\\n",
      "0         605191      603644  60.0  Female   \n",
      "1          15938     2935940  75.0    Male   \n",
      "2          23502     2950743  58.0    Male   \n",
      "3         641957     1093465   NaN    Male   \n",
      "4        1059578      743830   NaN    Male   \n",
      "\n",
      "                                       company_name dual_listed  ...  \\\n",
      "0                             INCITEC PIVOT LIMITED          No  ...   \n",
      "1                     CORONADO GLOBAL RESOURCES INC          No  ...   \n",
      "2                                   COLES GROUP LTD          No  ...   \n",
      "3                             CREDIT CORP GROUP LTD          No  ...   \n",
      "4  ALS LTD (Campbell Brothers Ltd prior to 08/2012)          No  ...   \n",
      "\n",
      "  tenure_year end_year end_month end_quarter  end_half  \\\n",
      "0    5.558904     2023         6           2        H1   \n",
      "1    4.589041     2023         5           2        H1   \n",
      "2    4.441096     2023         4           2        H1   \n",
      "3   14.476712     2023         3           1        H1   \n",
      "4    5.632877     2023         3           1        H1   \n",
      "\n",
      "                    sector_bx                        industry  appointment  \\\n",
      "0                   Chemicals  Industrial & Natural Resources     External   \n",
      "1                      Mining  Industrial & Natural Resources     External   \n",
      "2       Food & Drug Retailers                        Consumer     External   \n",
      "3  Speciality & Other Finance              Financial Services     Internal   \n",
      "4     Diversified Industrials  Industrial & Natural Resources     Internal   \n",
      "\n",
      "        revenue    market_cap  \n",
      "0  4.042237e+09  3.632489e+09  \n",
      "1  3.571542e+09  1.694930e+09  \n",
      "2  2.759963e+10  1.632186e+10  \n",
      "3  2.835815e+08  7.537819e+08  \n",
      "4  1.580438e+09  3.945371e+09  \n",
      "\n",
      "[5 rows x 25 columns]\n",
      "       index    country                             person_name  \\\n",
      "0    S&P 500        USA                        Brian T Crutcher   \n",
      "1   FTSE 250         UK                     Richard John Ingram   \n",
      "2   FTSE 250         UK            Kakhaber (Kaha) Kiknavelidze   \n",
      "3    S&P 500        USA  Doctor Charles (Chip) P Blankenship Jr   \n",
      "4  HANG SENG  Hong Kong                               Yong Tang   \n",
      "\n",
      "        unique_id  individual_id  company_id   age gender  \\\n",
      "0    108916830509        1089168       30509  51.0   Male   \n",
      "1     11179589331        1117958        9331  60.0   Male   \n",
      "2  12067011823913        1206701     1823913  50.0   Male   \n",
      "3      8371841319         837184        1319  57.0   Male   \n",
      "4    113390671391        1133906       71391  53.0   Male   \n",
      "\n",
      "                                        company_name dual_listed  ...  \\\n",
      "0                              TEXAS INSTRUMENTS INC          No  ...   \n",
      "1                                        DIPLOMA PLC          No  ...   \n",
      "2  BANK OF GEORGIA GROUP PLC (BGEO Group PLC prio...          No  ...   \n",
      "3  HOWMET AEROSPACE INC (Arconic Inc prior to 04/...          No  ...   \n",
      "4                 CHINA RESOURCES LAND LTD (CR LAND)          No  ...   \n",
      "\n",
      "  tenure_year start_year start_month start_quarter  start_half  \\\n",
      "0    0.126027       2018           6             2          H1   \n",
      "1    0.306849       2018           5             2          H1   \n",
      "2    0.690411       2018           5             2          H1   \n",
      "3    1.060274       2018           1             1          H1   \n",
      "4    0.191781       2018          12             4          H2   \n",
      "\n",
      "                           sector_bx                        industry  \\\n",
      "0  Electronic & Electrical Equipment  Industrial & Natural Resources   \n",
      "1            Diversified Industrials  Industrial & Natural Resources   \n",
      "2                              Banks              Financial Services   \n",
      "3            Diversified Industrials  Industrial & Natural Resources   \n",
      "4                        Real Estate              Financial Services   \n",
      "\n",
      "   appointment       revenue    market_cap  \n",
      "0     Internal  2.002800e+10  158685124693  \n",
      "1     External  1.130558e+09    4917307287  \n",
      "2     Internal  1.079202e+09    1549944452  \n",
      "3     External  5.663000e+09   20230596065  \n",
      "4     Internal  3.337957e+10   29378137234  \n",
      "\n",
      "[5 rows x 25 columns]\n"
     ]
    }
   ],
   "source": [
    "# Display the first few rows of each dataframe\n",
    "print(outgoing_ceos.head())\n",
    "print(incoming_ceos.head())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "be78014d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "index               0\n",
      "country             0\n",
      "person_name         0\n",
      "unique_id           0\n",
      "individual_id       0\n",
      "company_id          0\n",
      "age                47\n",
      "gender              0\n",
      "company_name        0\n",
      "dual_listed         0\n",
      "ticker              1\n",
      "role_name           0\n",
      "role_start_date     2\n",
      "role_end_date       0\n",
      "tenure_days         2\n",
      "tenure_year         0\n",
      "end_year            0\n",
      "end_month           0\n",
      "end_quarter         0\n",
      "end_half            0\n",
      "sector_bx           0\n",
      "industry            0\n",
      "appointment         0\n",
      "revenue             5\n",
      "market_cap          1\n",
      "dtype: int64\n",
      "index                0\n",
      "country              0\n",
      "person_name          0\n",
      "unique_id            0\n",
      "individual_id        0\n",
      "company_id           0\n",
      "age                114\n",
      "gender               0\n",
      "company_name         0\n",
      "dual_listed          0\n",
      "ticker               1\n",
      "role_name            0\n",
      "role_start_date      0\n",
      "role_end_date        0\n",
      "tenure_days          0\n",
      "tenure_year          0\n",
      "start_year           0\n",
      "start_month          0\n",
      "start_quarter        0\n",
      "start_half           0\n",
      "sector_bx            0\n",
      "industry             0\n",
      "appointment          0\n",
      "revenue             16\n",
      "market_cap           0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Check for missing values\n",
    "\n",
    "print(outgoing_ceos.isnull().sum())\n",
    "print(incoming_ceos.isnull().sum())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4982ed3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop uneccessary columns (age)\n",
    "outgoing_ceos.drop('age', axis=1, inplace=True)\n",
    "incoming_ceos.drop('age', axis=1, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "02a2c4f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace missing values in revenue columns with median value\n",
    "# Calculate the mean revenue\n",
    "outgoing_mean_revenue = outgoing_ceos['revenue'].mean()\n",
    "incoming_mean_revenue = incoming_ceos['revenue'].mean()\n",
    "\n",
    "# Fill in the missing values with the mean\n",
    "outgoing_ceos['revenue'].fillna(outgoing_mean_revenue, inplace=True)\n",
    "incoming_ceos['revenue'].fillna(incoming_mean_revenue, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4442da4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "index                      object\n",
      "country                    object\n",
      "person_name                object\n",
      "unique_id                   int64\n",
      "individual_id               int64\n",
      "company_id                  int64\n",
      "gender                     object\n",
      "company_name               object\n",
      "dual_listed                object\n",
      "ticker                     object\n",
      "role_name                  object\n",
      "role_start_date    datetime64[ns]\n",
      "role_end_date      datetime64[ns]\n",
      "tenure_days               float64\n",
      "tenure_year               float64\n",
      "end_year                    int64\n",
      "end_month                   int64\n",
      "end_quarter                 int64\n",
      "end_half                   object\n",
      "sector_bx                  object\n",
      "industry                   object\n",
      "appointment                object\n",
      "revenue                   float64\n",
      "market_cap                float64\n",
      "dtype: object\n",
      "index                      object\n",
      "country                    object\n",
      "person_name                object\n",
      "unique_id                   int64\n",
      "individual_id               int64\n",
      "company_id                  int64\n",
      "gender                     object\n",
      "company_name               object\n",
      "dual_listed                object\n",
      "ticker                     object\n",
      "role_name                  object\n",
      "role_start_date    datetime64[ns]\n",
      "role_end_date              object\n",
      "tenure_days                 int64\n",
      "tenure_year               float64\n",
      "start_year                  int64\n",
      "start_month                 int64\n",
      "start_quarter               int64\n",
      "start_half                 object\n",
      "sector_bx                  object\n",
      "industry                   object\n",
      "appointment                object\n",
      "revenue                   float64\n",
      "market_cap                  int64\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "# Check data types\n",
    "print(outgoing_ceos.dtypes)\n",
    "print(incoming_ceos.dtypes)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "475a8651",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "index                      object\n",
      "country                    object\n",
      "person_name                object\n",
      "unique_id                   int64\n",
      "individual_id               int64\n",
      "company_id                  int64\n",
      "gender                     object\n",
      "company_name               object\n",
      "dual_listed                object\n",
      "ticker                     object\n",
      "role_name                  object\n",
      "role_start_date    datetime64[ns]\n",
      "role_end_date      datetime64[ns]\n",
      "tenure_days               float64\n",
      "tenure_year               float64\n",
      "end_year                    int64\n",
      "end_month                   int64\n",
      "end_quarter                 int64\n",
      "end_half                   object\n",
      "sector_bx                  object\n",
      "industry                   object\n",
      "appointment                object\n",
      "revenue                   float64\n",
      "market_cap                float64\n",
      "dtype: object\n",
      "index                      object\n",
      "country                    object\n",
      "person_name                object\n",
      "unique_id                   int64\n",
      "individual_id               int64\n",
      "company_id                  int64\n",
      "gender                     object\n",
      "company_name               object\n",
      "dual_listed                object\n",
      "ticker                     object\n",
      "role_name                  object\n",
      "role_start_date    datetime64[ns]\n",
      "role_end_date      datetime64[ns]\n",
      "tenure_days                 int64\n",
      "tenure_year               float64\n",
      "start_year                  int64\n",
      "start_month                 int64\n",
      "start_quarter               int64\n",
      "start_half                 object\n",
      "sector_bx                  object\n",
      "industry                   object\n",
      "appointment                object\n",
      "revenue                   float64\n",
      "market_cap                  int64\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "# Reaplce 'Current' role end date with today's date\n",
    "\n",
    "from datetime import datetime\n",
    "\n",
    "# Replace 'Current' with today's date\n",
    "incoming_ceos['role_end_date'] = incoming_ceos['role_end_date'].replace('Current', pd.Timestamp(datetime.today()))\n",
    "\n",
    "# Convert role_end_date to datetime\n",
    "incoming_ceos['role_end_date'] = pd.to_datetime(incoming_ceos['role_end_date'])\n",
    "\n",
    "# Check data types\n",
    "print(outgoing_ceos.dtypes)\n",
    "print(incoming_ceos.dtypes)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23f9c383",
   "metadata": {},
   "source": [
    "## 2. Data Analysis and Manipulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "0dc51b4f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   start_year    index  gender appointment  count\n",
      "0        2018  ASX 200  Female    External      1\n",
      "1        2018  ASX 200  Female    Internal      3\n",
      "2        2018  ASX 200    Male    External     15\n",
      "3        2018  ASX 200    Male    Internal      8\n",
      "4        2018   CAC 40    Male    Internal      3\n",
      "   end_year         index gender appointment  count\n",
      "0      2018       ASX 200   Male    External      6\n",
      "1      2018       ASX 200   Male    Internal     16\n",
      "2      2018        CAC 40   Male    Internal      3\n",
      "3      2018           DAX   Male    Internal      3\n",
      "4      2018  EURONEXT 100   Male    Internal      8\n"
     ]
    }
   ],
   "source": [
    "# Group data to understand the distirbution of CEOs across certain variables \n",
    "\n",
    "\n",
    "incoming_ceos_by_year_country = incoming_ceos.groupby(['start_year', 'index', 'gender', 'appointment']).size().reset_index(name='count')\n",
    "outgoing_ceos_by_year_country = outgoing_ceos.groupby(['end_year', 'index', 'gender', 'appointment']).size().reset_index(name='count')\n",
    "\n",
    "# Print the first few rows of each grouped dataframe\n",
    "print(incoming_ceos_by_year_country.head())\n",
    "print(outgoing_ceos_by_year_country.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "e4b8d9b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   start_year    country  avg_market_cap\n",
      "0        2018  Australia    1.109545e+10\n",
      "1        2018     Canada    9.964319e+09\n",
      "2        2018     Europe    3.049929e+10\n",
      "3        2018     France    4.092089e+10\n",
      "4        2018    Germany    4.006801e+10\n",
      "   end_year    country  avg_market_cap\n",
      "0      2018  Australia    1.106151e+10\n",
      "1      2018     Canada    7.794527e+09\n",
      "2      2018     Europe    5.380200e+10\n",
      "3      2018     France    3.876298e+10\n",
      "4      2018    Germany    1.682930e+10\n"
     ]
    }
   ],
   "source": [
    "# Summary statistics\n",
    "\n",
    "average_market_cap_incoming = incoming_ceos.groupby(['start_year', 'country'])['market_cap'].mean().reset_index(name='avg_market_cap')\n",
    "average_market_cap_outgoing = outgoing_ceos.groupby(['end_year', 'country'])['market_cap'].mean().reset_index(name='avg_market_cap')\n",
    "\n",
    "print(average_market_cap_incoming.head())\n",
    "print(average_market_cap_outgoing.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "203a8151",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                         industry  count\n",
      "0                        Consumer    229\n",
      "1              Financial Services    230\n",
      "2                      Healthcare     73\n",
      "3  Industrial & Natural Resources    476\n",
      "4                      Technology    143\n",
      "                         industry  count\n",
      "0                        Consumer    207\n",
      "1              Financial Services    205\n",
      "2                      Healthcare     65\n",
      "3  Industrial & Natural Resources    449\n",
      "4                      Technology    114\n"
     ]
    }
   ],
   "source": [
    "# CEO change by industry\n",
    "incoming_ceos_by_sector = incoming_ceos.groupby(['industry']).size().reset_index(name='count')\n",
    "outgoing_ceos_by_sector = outgoing_ceos.groupby(['industry']).size().reset_index(name='count')\n",
    "\n",
    "print(incoming_ceos_by_sector)\n",
    "print(outgoing_ceos_by_sector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "533dc286",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.5995263201742422\n",
      "7.796235511064269\n"
     ]
    }
   ],
   "source": [
    "# CEO average tenure\n",
    "average_tenure_incoming = incoming_ceos['tenure_year'].mean()\n",
    "average_tenure_outgoing = outgoing_ceos['tenure_year'].mean()\n",
    "\n",
    "print(average_tenure_incoming)\n",
    "print(average_tenure_outgoing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "9ca06be7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   gender  count\n",
      "0  Female    103\n",
      "1    Male   1048\n",
      "   gender  count\n",
      "0  Female     45\n",
      "1    Male    995\n"
     ]
    }
   ],
   "source": [
    "# Gender breakdown\n",
    "incoming_ceos_by_gender = incoming_ceos.groupby(['gender']).size().reset_index(name='count')\n",
    "outgoing_ceos_by_gender = outgoing_ceos.groupby(['gender']).size().reset_index(name='count')\n",
    "\n",
    "print(incoming_ceos_by_gender)\n",
    "print(outgoing_ceos_by_gender)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "e4af903f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  appointment  count\n",
      "0    External    316\n",
      "1    Internal    835\n",
      "  appointment  count\n",
      "0    External    278\n",
      "1    Internal    762\n"
     ]
    }
   ],
   "source": [
    "# Appointment type breakdown\n",
    "incoming_ceos_by_appointment = incoming_ceos.groupby(['appointment']).size().reset_index(name='count')\n",
    "outgoing_ceos_by_appointment = outgoing_ceos.groupby(['appointment']).size().reset_index(name='count')\n",
    "\n",
    "print(incoming_ceos_by_appointment)\n",
    "print(outgoing_ceos_by_appointment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "d85c6e60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   start_year   avg_revenue\n",
      "0        2018  1.947009e+10\n",
      "1        2019  1.894729e+10\n",
      "2        2020  2.095882e+10\n",
      "3        2021  2.805455e+10\n",
      "4        2022  1.668998e+10\n",
      "5        2023  2.278917e+10\n",
      "   end_year   avg_revenue\n",
      "0      2018  1.927838e+10\n",
      "1      2019  1.856542e+10\n",
      "2      2020  2.011719e+10\n",
      "3      2021  2.725833e+10\n",
      "4      2022  2.087952e+10\n",
      "5      2023  1.786904e+10\n",
      "   start_year  avg_market_cap\n",
      "0        2018    2.913351e+10\n",
      "1        2019    3.531382e+10\n",
      "2        2020    2.979262e+10\n",
      "3        2021    4.042382e+10\n",
      "4        2022    2.203111e+10\n",
      "5        2023    3.429184e+10\n",
      "   end_year   avg_revenue\n",
      "0      2018  1.927838e+10\n",
      "1      2019  1.856542e+10\n",
      "2      2020  2.011719e+10\n",
      "3      2021  2.725833e+10\n",
      "4      2022  2.087952e+10\n",
      "5      2023  1.786904e+10\n"
     ]
    }
   ],
   "source": [
    "# Revenue and market cap\n",
    "average_revenue_incoming = incoming_ceos.groupby(['start_year'])['revenue'].mean().reset_index(name='avg_revenue')\n",
    "average_revenue_outgoing = outgoing_ceos.groupby(['end_year'])['revenue'].mean().reset_index(name='avg_revenue')\n",
    "\n",
    "average_market_cap_incoming = incoming_ceos.groupby(['start_year'])['market_cap'].mean().reset_index(name='avg_market_cap')\n",
    "average_market_cap_outgoing = outgoing_ceos.groupby(['end_year'])['market_cap'].mean().reset_index(name='avg_market_cap')\n",
    "\n",
    "print(average_revenue_incoming)\n",
    "print(average_revenue_outgoing)\n",
    "\n",
    "print(average_market_cap_incoming)\n",
    "print(average_revenue_outgoing)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb90eb40",
   "metadata": {},
   "source": [
    "## 3. Exploratory Data Analysis (EDA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "976fd87c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation matrix: Check the correlation between different numeric variables to see\n",
    "# if there are any strong relationships between different variables\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "correlation_matrix = incoming_ceos.corr()\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "1d7cf86e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visalusation: Histogram for Tenure of outgoing CEOs\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(data=outgoing_ceos, x=\"tenure_year\", bins=30)\n",
    "plt.title(\"Distribution of Tenure (Years) for Outgoing CEOs\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "73e28867",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualise data with bar plots\n",
    "\n",
    "fig, axs = plt.subplots(2, 2, figsize=(15, 10))\n",
    "\n",
    "# Plot the first chart\n",
    "sns.countplot(data=incoming_ceos, x='gender', ax=axs[0, 0])\n",
    "axs[0, 0].set_title(\"Number of Incoming CEOs by Gender\")\n",
    "\n",
    "# Plot the second chart\n",
    "sns.countplot(data=outgoing_ceos, x='gender', ax=axs[0, 1])\n",
    "axs[0, 1].set_title(\"Number of Outgoing CEOs by Gender\")\n",
    "\n",
    "# Plot the third chart\n",
    "sns.countplot(data=incoming_ceos, x='appointment', ax=axs[1, 0])\n",
    "axs[1, 0].set_title(\"Number of Incoming CEOs by Appointment\")\n",
    "\n",
    "# Plot the fourth chart\n",
    "sns.countplot(data=outgoing_ceos, x='appointment', ax=axs[1, 1])\n",
    "axs[1, 1].set_title(\"Number of Outgoing CEOs by Appointment\")\n",
    "\n",
    "# Adjust layout for better spacing\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "1f49ae30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Time series\n",
    "\n",
    "# Create a new column for half-year\n",
    "incoming_ceos['half_year'] = incoming_ceos['start_year'].astype(str) + ' ' + incoming_ceos['start_half']\n",
    "outgoing_ceos['half_year'] = outgoing_ceos['end_year'].astype(str) + ' ' + outgoing_ceos['end_half']\n",
    "\n",
    "# Group data by the new half-year column\n",
    "incoming_ceos_by_half_year = incoming_ceos.groupby(['half_year']).size().reset_index(name='count')\n",
    "outgoing_ceos_by_half_year = outgoing_ceos.groupby(['half_year']).size().reset_index(name='count')\n",
    "\n",
    "# Merge the two dataframes\n",
    "ceos_by_half_year = pd.merge(incoming_ceos_by_half_year.rename(columns={'count': 'incoming'}),\n",
    "                             outgoing_ceos_by_half_year.rename(columns={'count': 'outgoing'}),\n",
    "                             on='half_year', how='outer')\n",
    "\n",
    "# Sort the dataframe by half-year\n",
    "ceos_by_half_year.sort_values('half_year', inplace=True)\n",
    "\n",
    "# Plot the data\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.lineplot(data=ceos_by_half_year, x='half_year', y='incoming', label='Incoming CEOs')\n",
    "sns.lineplot(data=ceos_by_half_year, x='half_year', y='outgoing', label='Outgoing CEOs')\n",
    "plt.title(\"Number of CEO Changes Over Time\")\n",
    "plt.xlabel(\"Half-Year\")\n",
    "plt.ylabel(\"Number of CEOs\")\n",
    "plt.legend()\n",
    "plt.xticks(rotation=45)  # Rotate x-axis labels for better readability\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03430bad",
   "metadata": {},
   "source": [
    "## 4. Export data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "185e9324",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export data to CSV files to be imported into Tableau\n",
    "incoming_ceos.to_csv('incoming_ceos_processed.csv', index=False)\n",
    "outgoing_ceos.to_csv('outgoing_ceos_processed.csv', index=False)\n"
   ]
  }
 ],
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