CA_DCV_METHODS.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "92a5f907-852a-4ee1-b998-1c1a79ca427a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'DCV Graph')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv('googledb.csv')\n",
    "df_expanded = df.set_index(['Parent CA Owner/Certificate', 'CA Owner/Certificate Name'])['TLS Certificate Domain Validation Method'].str.split(';', expand=True).stack().reset_index(name='Validation Method')\n",
    "df_expanded['Validation Method'] = df_expanded['Validation Method'].str.strip()\n",
    "counts = df_expanded['Validation Method'].value_counts().reset_index()\n",
    "counts.columns = ['Validation Method', 'Number of CAs']\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "bars = ax.barh(counts['Validation Method'], counts['Number of CAs'], color='#53c9bc')\n",
    "\n",
    "for bar in bars:\n",
    "    width = bar.get_width()\n",
    "    ax.text(width, bar.get_y() + bar.get_height() / 2, f'{int(width)}', va='center', ha='left', fontsize=10, color='black')\n",
    "\n",
    "ax.set_xlabel('Number of CAs that Support Method')\n",
    "ax.set_ylabel('Validation Method')\n",
    "ax.set_title('DCV Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e7128426",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'DCV Graph Grouped by Parent CA')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv('googledb.csv')\n",
    "grouped = df.groupby('Parent CA Owner/Certificate')['TLS Certificate Domain Validation Method'].agg(lambda x: ';'.join(set(';'.join(x).split(';'))))\n",
    "df_expanded = grouped.str.split(';', expand=True).stack().reset_index(name='Validation Method')\n",
    "df_expanded['Validation Method'] = df_expanded['Validation Method'].str.strip()\n",
    "counts = df_expanded['Validation Method'].value_counts().reset_index()\n",
    "counts.columns = ['Validation Method', 'Number of CAs']\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "bars = ax.barh(counts['Validation Method'], counts['Number of CAs'], color='#de8cd0')\n",
    "\n",
    "for bar in bars:\n",
    "    width = bar.get_width()\n",
    "    ax.text(width, bar.get_y() + bar.get_height() / 2, f'{int(width)}', va='center', ha='left', fontsize=10, color='black')\n",
    "\n",
    "ax.set_xlabel('Number of Parent CAs that Support Method')\n",
    "ax.set_ylabel('Validation Method')\n",
    "ax.set_title('DCV Graph Grouped by Parent CA')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}