chart_pm_age.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from datetime import date,datetime,timedelta\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data = [\n",
    "    ['1957-08-31',''],\n",
    "    ['1970-09-22','1903-02-08'],\n",
    "    ['1976-01-14','1922-03-11'],\n",
    "    ['1981-07-16','1922-02-12'],\n",
    "    ['2003-10-30','1925-07-10'],\n",
    "    ['2009-04-03','1939-11-26'],\n",
    "    ['2018-05-09','1953-07-23'],\n",
    "    ['2020-02-24','1925-07-10'],\n",
    "    ['2021-08-16','1947-05-15'],\n",
    "    ['2022-11-24','1960-01-18'],\n",
    "    ['2027-11-19','1947-08-10']\n",
    "]\n",
    "\n",
    "tf = pd.DataFrame(data,columns=['date','birthday'])\n",
    "for c in tf.columns: tf[c] = pd.to_datetime(tf[c]).dt.date\n",
    "\n",
    "sdate,edate = tf.date.iloc[0], tf.date.iloc[-1] + timedelta(1)\n",
    "df = pd.DataFrame(columns=['date'])\n",
    "df.date = [sdate + timedelta(x) for x in range((edate-sdate).days)]\n",
    "\n",
    "df = pd.merge(df,tf,on='date',how='left').bfill()\n",
    "for c in df.columns: df[c] = pd.to_datetime(df[c])\n",
    "df['age'] = (df.date-df.birthday).dt.days/365\n",
    "df = df.set_index('date')\n",
    "\n",
    "darkmode = 1\n",
    "\n",
    "if darkmode == 0:\n",
    "    plt.rcParams.update(plt.rcParamsDefault)\n",
    "    plt.rcParams.update({'font.size': 12,\n",
    "                        'font.family': 'sans-serif',\n",
    "                        'grid.linestyle': 'dashed',\n",
    "                        'figure.autolayout': True,\n",
    "                        'figure.figsize': [8,6]})\n",
    "    fig, ax = plt.subplots(facecolor='white')\n",
    "\n",
    "    df['age'].plot(ax=ax, color='red')\n",
    "    for p in ['top','bottom','left']: ax.spines[p].set_visible(False)\n",
    "    ax.set_xlabel('')\n",
    "    ax.yaxis.grid(True, alpha=0.4)\n",
    "    ax.xaxis.grid(True, alpha=0.4)\n",
    "    ax.tick_params(axis=u'both', which=u'both',length=0, colors='black')\n",
    "    ax.set_title('Age of the Sitting Prime Minister of Malaysia: 1957 to 2027\\n', color='black')\n",
    "    plt.show()\n",
    "else:\n",
    "    plt.rcParams.update(plt.rcParamsDefault)\n",
    "    plt.rcParams.update({'font.size': 12,\n",
    "                        'font.family': 'sans-serif',\n",
    "                        'grid.linestyle': 'dashed',\n",
    "                        'figure.autolayout': True,\n",
    "                        'figure.figsize': [8,6]})\n",
    "    fig, ax = plt.subplots(facecolor='black')\n",
    "\n",
    "    df['age'].plot(ax=ax, color='red')\n",
    "    ax.set_xlabel('')\n",
    "    # for p in ['top','bottom','right','left']: ax.spines[p].set_visible(False)\n",
    "    ax.yaxis.grid(True, alpha=0.4)\n",
    "    ax.xaxis.grid(True, alpha=0.4)\n",
    "    ax.set_facecolor('black')\n",
    "    ax.tick_params(axis=u'both', which=u'both',length=0, colors='white')\n",
    "    ax.set_title('Age of the Sitting Prime Minister of Malaysia: 1957 to 2027\\n', color='white')\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.6 ('analysis-election-msia')",
   "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"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "dcd96e106f2e6611f121daf1ba8763d8784eceaaa75b801360cc3df352184927"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}