{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# sec-certs Python API demo\n",
    "\n",
    "In this demo, we will:\n",
    "1. Fetch the fully processed dataset from our web\n",
    "2. Turn the dataset into a [pandas](https://pandas.pydata.org/) dataframe -- a data structure suitable for further data analysis.\n",
    "3. Filter the dataset to certificates of our interest\n",
    "4. Explore various attrributes of a dataset and its individual certificate\n",
    "5. Learn how to go from a single vulnerability to all certificates that *may suffer* from the vulnerability\n",
    "6. Plot various characteristics of the dataset\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Fetch the fully processed dataset from our web"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# First, import the necessary libraries\n",
    "from sec_certs.dataset import CCDataset\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading CC Dataset: 100%|██████████| 144M/144M [00:14<00:00, 10.6MB/s] \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The downloaded CCDataset contains 5330 certificates\n"
     ]
    }
   ],
   "source": [
    "# Download the dataset and see how many certificates it contains\n",
    "dataset = CCDataset.from_web()\n",
    "print(f\"The downloaded CCDataset contains {len(dataset)} certificates\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Don't run this! This creates new empty dataset, crawls commoncriteriaportal.org and processed all certificates.\n",
    "# dset = CCDataset()\n",
    "# dset.get_certs_from_web()\n",
    "# dset.process_auxillary_datasets()\n",
    "# dset.download_all_artifacts()\n",
    "# dset.convert_all_pdfs()\n",
    "# dset.analyze_certificates()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Turn the dataset into a [pandas](https://pandas.pydata.org/) dataframe -- a data structure suitable for further data analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = dataset.to_pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['cert_id', 'name', 'status', 'category', 'manufacturer', 'scheme',\n",
       "       'security_level', 'eal', 'not_valid_before', 'not_valid_after',\n",
       "       'report_link', 'st_link', 'cert_link', 'manufacturer_web',\n",
       "       'extracted_versions', 'cpe_matches', 'verified_cpe_matches',\n",
       "       'related_cves', 'directly_referenced_by', 'indirectly_referenced_by',\n",
       "       'directly_referencing', 'indirectly_referencing', 'extracted_sars',\n",
       "       'protection_profiles', 'cert_lab', 'year_from'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print columns of the dataset\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dgst\n",
       "8298c7814b3b2860    NaN\n",
       "9a1c767d358eee50    NaN\n",
       "979e00ac7d3e229c    NaN\n",
       "a6015339aa4434cf    NaN\n",
       "a89ee15539d006d1    NaN\n",
       "Name: related_cves, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Select a single column\n",
    "df_vulns = df.related_cves\n",
    "df_vulns.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the dataset as json (might not work from browser)\n",
    "dataset.to_json(\"cc_dataset.json\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Filter the dataset to certificates of our interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select only certificates that have some related cves\n",
    "vulnerable_certificates = df.loc[df.related_cves.notnull()]\n",
    "\n",
    "# Select only certificates from BSI\n",
    "bsi_certs = df.loc[df.cert_lab == \"BSI\"]\n",
    "\n",
    "# Select only certificates certified in 2017 or later\n",
    "certs_2017_and_newer = df.loc[df.not_valid_before.dt.year >= 2017]\n",
    "\n",
    "# select only active certificates\n",
    "active_certificates = df.loc[df.status == \"active\"]\n",
    "\n",
    "# Select only certificates that reference some other certificate\n",
    "reference_rich_certificates = df.loc[df.directly_referencing.notnull()]\n",
    "\n",
    "# Select only certificates with EAL6 and higher\n",
    "eal6_or_more = df.loc[df.eal >= \"EAL6\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cert_id</th>\n",
       "      <th>name</th>\n",
       "      <th>status</th>\n",
       "      <th>category</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>scheme</th>\n",
       "      <th>security_level</th>\n",
       "      <th>eal</th>\n",
       "      <th>not_valid_before</th>\n",
       "      <th>not_valid_after</th>\n",
       "      <th>...</th>\n",
       "      <th>verified_cpe_matches</th>\n",
       "      <th>related_cves</th>\n",
       "      <th>directly_referenced_by</th>\n",
       "      <th>indirectly_referenced_by</th>\n",
       "      <th>directly_referencing</th>\n",
       "      <th>indirectly_referencing</th>\n",
       "      <th>extracted_sars</th>\n",
       "      <th>protection_profiles</th>\n",
       "      <th>cert_lab</th>\n",
       "      <th>year_from</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dgst</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ef1fba0df82eb56e</th>\n",
       "      <td>BSI-DSZ-CC-1096-2021</td>\n",
       "      <td>Arbit Data Diode 10 GbE v1.00</td>\n",
       "      <td>active</td>\n",
       "      <td>Boundary Protection Devices and Systems</td>\n",
       "      <td>Arbit Cyber Defence Systems ApS</td>\n",
       "      <td>DE</td>\n",
       "      <td>{EAL7+, ALC_FLR.1}</td>\n",
       "      <td>EAL7+</td>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>2026-04-07</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{SAR(family='ALC_FLR', level=1), SAR(family='A...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BSI</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167ed26aa5bc8193</th>\n",
       "      <td>NSCIB-CC-163925-CR</td>\n",
       "      <td>Fort Fox Hardware Data Diode FFHDD3_1/10</td>\n",
       "      <td>active</td>\n",
       "      <td>Boundary Protection Devices and Systems</td>\n",
       "      <td>Fox-IT B.V.</td>\n",
       "      <td>NL</td>\n",
       "      <td>{ALC_FLR.3, ASE_TSS.2, EAL7+}</td>\n",
       "      <td>EAL7+</td>\n",
       "      <td>2018-07-11</td>\n",
       "      <td>2023-07-11</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{SAR(family='ASE_CCL', level=1), SAR(family='A...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6cd7a7a1cffaa67e</th>\n",
       "      <td>NSCIB-CC-0095534-CR3</td>\n",
       "      <td>NXP JCOP 4.7 SE051</td>\n",
       "      <td>active</td>\n",
       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
       "      <td>NXP Semiconductors</td>\n",
       "      <td>NL</td>\n",
       "      <td>{ASE_TSS.2, EAL6+, ALC_FLR.1}</td>\n",
       "      <td>EAL6+</td>\n",
       "      <td>2023-03-27</td>\n",
       "      <td>2028-03-27</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{BSI-DSZ-CC-1136-V3-2022, NSCIB-CC-180212-CR5}</td>\n",
       "      <td>{BSI-DSZ-CC-1136-2021, BSI-DSZ-CC-1136-V3-2022...</td>\n",
       "      <td>{SAR(family='ALC_FLR', level=1), SAR(family='A...</td>\n",
       "      <td>[Java Card Protection Profile - Open Configura...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51e4fcdced4053b0</th>\n",
       "      <td>ANSSI-CC-2023/14</td>\n",
       "      <td>S3D384C/S3D352C/S3D300C/S3D264C/S3D232C/S3K384...</td>\n",
       "      <td>active</td>\n",
       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
       "      <td>Samsung Electronics Co., Ltd.</td>\n",
       "      <td>FR</td>\n",
       "      <td>{ASE_TSS.2, EAL6+}</td>\n",
       "      <td>EAL6+</td>\n",
       "      <td>2023-03-02</td>\n",
       "      <td>2028-03-02</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{ANSSI-CC-2021/56}</td>\n",
       "      <td>{ANSSI-CC-2021/56}</td>\n",
       "      <td>{SAR(family='ASE_CCL', level=1), SAR(family='A...</td>\n",
       "      <td>[Security IC Platform Protection Profile with ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1116a6b1b0edbf8d</th>\n",
       "      <td>NSCIB-CC-66030-CR6</td>\n",
       "      <td>NXP Crypto Library V3.1.x on P6021y VB</td>\n",
       "      <td>active</td>\n",
       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
       "      <td>NXP Semiconductors Germany GmbH, Business Unit...</td>\n",
       "      <td>NL</td>\n",
       "      <td>{ASE_TSS.2, EAL6+, ALC_FLR.1}</td>\n",
       "      <td>EAL6+</td>\n",
       "      <td>2023-02-16</td>\n",
       "      <td>2028-02-16</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{BSI-DSZ-CC-1072-V5-2022}</td>\n",
       "      <td>{BSI-DSZ-CC-1072-V2-2019, BSI-DSZ-CC-1072-V5-2...</td>\n",
       "      <td>{SAR(family='ASE_CCL', level=1), SAR(family='A...</td>\n",
       "      <td>[Security IC Platform Protection Profile with ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               cert_id  \\\n",
       "dgst                                     \n",
       "ef1fba0df82eb56e  BSI-DSZ-CC-1096-2021   \n",
       "167ed26aa5bc8193    NSCIB-CC-163925-CR   \n",
       "6cd7a7a1cffaa67e  NSCIB-CC-0095534-CR3   \n",
       "51e4fcdced4053b0      ANSSI-CC-2023/14   \n",
       "1116a6b1b0edbf8d    NSCIB-CC-66030-CR6   \n",
       "\n",
       "                                                               name  status  \\\n",
       "dgst                                                                          \n",
       "ef1fba0df82eb56e                      Arbit Data Diode 10 GbE v1.00  active   \n",
       "167ed26aa5bc8193           Fort Fox Hardware Data Diode FFHDD3_1/10  active   \n",
       "6cd7a7a1cffaa67e                                 NXP JCOP 4.7 SE051  active   \n",
       "51e4fcdced4053b0  S3D384C/S3D352C/S3D300C/S3D264C/S3D232C/S3K384...  active   \n",
       "1116a6b1b0edbf8d             NXP Crypto Library V3.1.x on P6021y VB  active   \n",
       "\n",
       "                                                           category  \\\n",
       "dgst                                                                  \n",
       "ef1fba0df82eb56e            Boundary Protection Devices and Systems   \n",
       "167ed26aa5bc8193            Boundary Protection Devices and Systems   \n",
       "6cd7a7a1cffaa67e  ICs, Smart Cards and Smart Card-Related Device...   \n",
       "51e4fcdced4053b0  ICs, Smart Cards and Smart Card-Related Device...   \n",
       "1116a6b1b0edbf8d  ICs, Smart Cards and Smart Card-Related Device...   \n",
       "\n",
       "                                                       manufacturer scheme  \\\n",
       "dgst                                                                         \n",
       "ef1fba0df82eb56e                    Arbit Cyber Defence Systems ApS     DE   \n",
       "167ed26aa5bc8193                                        Fox-IT B.V.     NL   \n",
       "6cd7a7a1cffaa67e                                 NXP Semiconductors     NL   \n",
       "51e4fcdced4053b0                      Samsung Electronics Co., Ltd.     FR   \n",
       "1116a6b1b0edbf8d  NXP Semiconductors Germany GmbH, Business Unit...     NL   \n",
       "\n",
       "                                 security_level    eal not_valid_before  \\\n",
       "dgst                                                                      \n",
       "ef1fba0df82eb56e             {EAL7+, ALC_FLR.1}  EAL7+       2021-04-07   \n",
       "167ed26aa5bc8193  {ALC_FLR.3, ASE_TSS.2, EAL7+}  EAL7+       2018-07-11   \n",
       "6cd7a7a1cffaa67e  {ASE_TSS.2, EAL6+, ALC_FLR.1}  EAL6+       2023-03-27   \n",
       "51e4fcdced4053b0             {ASE_TSS.2, EAL6+}  EAL6+       2023-03-02   \n",
       "1116a6b1b0edbf8d  {ASE_TSS.2, EAL6+, ALC_FLR.1}  EAL6+       2023-02-16   \n",
       "\n",
       "                 not_valid_after  ... verified_cpe_matches related_cves  \\\n",
       "dgst                              ...                                     \n",
       "ef1fba0df82eb56e      2026-04-07  ...                  NaN          NaN   \n",
       "167ed26aa5bc8193      2023-07-11  ...                  NaN          NaN   \n",
       "6cd7a7a1cffaa67e      2028-03-27  ...                  NaN          NaN   \n",
       "51e4fcdced4053b0      2028-03-02  ...                  NaN          NaN   \n",
       "1116a6b1b0edbf8d      2028-02-16  ...                  NaN          NaN   \n",
       "\n",
       "                 directly_referenced_by indirectly_referenced_by  \\\n",
       "dgst                                                               \n",
       "ef1fba0df82eb56e                    NaN                      NaN   \n",
       "167ed26aa5bc8193                    NaN                      NaN   \n",
       "6cd7a7a1cffaa67e                    NaN                      NaN   \n",
       "51e4fcdced4053b0                    NaN                      NaN   \n",
       "1116a6b1b0edbf8d                    NaN                      NaN   \n",
       "\n",
       "                                            directly_referencing  \\\n",
       "dgst                                                               \n",
       "ef1fba0df82eb56e                                             NaN   \n",
       "167ed26aa5bc8193                                             NaN   \n",
       "6cd7a7a1cffaa67e  {BSI-DSZ-CC-1136-V3-2022, NSCIB-CC-180212-CR5}   \n",
       "51e4fcdced4053b0                              {ANSSI-CC-2021/56}   \n",
       "1116a6b1b0edbf8d                       {BSI-DSZ-CC-1072-V5-2022}   \n",
       "\n",
       "                                             indirectly_referencing  \\\n",
       "dgst                                                                  \n",
       "ef1fba0df82eb56e                                                NaN   \n",
       "167ed26aa5bc8193                                                NaN   \n",
       "6cd7a7a1cffaa67e  {BSI-DSZ-CC-1136-2021, BSI-DSZ-CC-1136-V3-2022...   \n",
       "51e4fcdced4053b0                                 {ANSSI-CC-2021/56}   \n",
       "1116a6b1b0edbf8d  {BSI-DSZ-CC-1072-V2-2019, BSI-DSZ-CC-1072-V5-2...   \n",
       "\n",
       "                                                     extracted_sars  \\\n",
       "dgst                                                                  \n",
       "ef1fba0df82eb56e  {SAR(family='ALC_FLR', level=1), SAR(family='A...   \n",
       "167ed26aa5bc8193  {SAR(family='ASE_CCL', level=1), SAR(family='A...   \n",
       "6cd7a7a1cffaa67e  {SAR(family='ALC_FLR', level=1), SAR(family='A...   \n",
       "51e4fcdced4053b0  {SAR(family='ASE_CCL', level=1), SAR(family='A...   \n",
       "1116a6b1b0edbf8d  {SAR(family='ASE_CCL', level=1), SAR(family='A...   \n",
       "\n",
       "                                                protection_profiles cert_lab  \\\n",
       "dgst                                                                           \n",
       "ef1fba0df82eb56e                                                NaN      BSI   \n",
       "167ed26aa5bc8193                                                NaN      NaN   \n",
       "6cd7a7a1cffaa67e  [Java Card Protection Profile - Open Configura...      NaN   \n",
       "51e4fcdced4053b0  [Security IC Platform Protection Profile with ...      NaN   \n",
       "1116a6b1b0edbf8d  [Security IC Platform Protection Profile with ...      NaN   \n",
       "\n",
       "                 year_from  \n",
       "dgst                        \n",
       "ef1fba0df82eb56e      2021  \n",
       "167ed26aa5bc8193      2018  \n",
       "6cd7a7a1cffaa67e      2023  \n",
       "51e4fcdced4053b0      2023  \n",
       "1116a6b1b0edbf8d      2023  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show arbitrary subset that we've defined earlier\n",
    "eal6_or_more.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Explore various attrributes of a dataset and its individual certificate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Infineon Technologies AG Infineon Security Controller M7892 B11 with optional RSA2048/4096 v1.02.013 or v2.07.003, EC v1.02.013 or v2.07.003, SHA-2 v1.01, SCL v2.02.012, Base v1.02.013 or v2.07.003, and Toolbox v1.02.013 or v2.07.003 libraries and with specific IC dedicated software (firmware) dgst: 15d68159595eae09\n"
     ]
    }
   ],
   "source": [
    "# Select a single certificate by its digest\n",
    "cert = dataset[\"15d68159595eae09\"]\n",
    "print(cert)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': 'active',\n",
       " 'category': 'ICs, Smart Cards and Smart Card-Related Devices and Systems',\n",
       " 'name': 'Infineon Security Controller M7892 B11 with optional RSA2048/4096 v1.02.013 or v2.07.003, EC v1.02.013 or v2.07.003, SHA-2 v1.01, SCL v2.02.012, Base v1.02.013 or v2.07.003, and Toolbox v1.02.013 or v2.07.003 libraries and with specific IC dedicated software (firmware)',\n",
       " 'manufacturer': 'Infineon Technologies AG',\n",
       " 'scheme': 'DE',\n",
       " 'security_level': {'ALC_FLR.1', 'EAL6+'},\n",
       " 'not_valid_before': datetime.date(2020, 11, 26),\n",
       " 'not_valid_after': datetime.date(2025, 11, 26),\n",
       " 'report_link': 'https://www.commoncriteriaportal.org/files/epfiles/0782V5a_pdf.pdf',\n",
       " 'st_link': 'https://www.commoncriteriaportal.org/files/epfiles/0782V5b_pdf.pdf',\n",
       " 'cert_link': 'https://www.commoncriteriaportal.org/files/epfiles/0782V5c_pdf.pdf',\n",
       " 'manufacturer_web': 'https://www.infineon.com/',\n",
       " 'protection_profiles': {ProtectionProfile(pp_name='Security IC Platform Protection Profile, Version 1.0', pp_eal='EAL4+', pp_link='https://www.commoncriteriaportal.org/files/ppfiles/pp0035b.pdf', pp_ids=frozenset({'PKISKPP', 'SECURITY_IC_V1.0'}))},\n",
       " 'maintenance_updates': set(),\n",
       " 'state': CCCertificate.InternalState(st_download_ok=True, report_download_ok=True, st_convert_garbage=False, report_convert_garbage=False, st_convert_ok=True, report_convert_ok=True, st_extract_ok=True, report_extract_ok=True, st_pdf_hash='781a91574529280685f19db6ff42f38c313ced51333878edb1e201213926f160', report_pdf_hash='34fddbff0d9d5231e861613f4a59a8a9ac61584610e522953adfa50ee69d42c0', st_txt_hash='7d950c298fce34a95a70db4d89347b68616f6dd8c6617af838d8bdd9de01eb17', report_txt_hash='68dc7f2f4f25a864c2eead97218f8dd61a2ecf76f6762aa9fa27fb528178c070', _st_pdf_path=PosixPath('/this/is/dummy/nonexisting/path/certs/targets/pdf/15d68159595eae09.pdf'), _report_pdf_path=PosixPath('/this/is/dummy/nonexisting/path/certs/reports/pdf/15d68159595eae09.pdf'), _st_txt_path=PosixPath('/this/is/dummy/nonexisting/path/certs/targets/txt/15d68159595eae09.txt'), _report_txt_path=PosixPath('/this/is/dummy/nonexisting/path/certs/reports/txt/15d68159595eae09.txt')),\n",
       " 'pdf_data': CCCertificate.PdfData(report_metadata={'pdf_file_size_bytes': 819344, 'pdf_is_encrypted': False, 'pdf_number_of_pages': 31, '/Author': 'Bundesamt für Sicherheit in der Informationstechnik', '/CreationDate': \"D:20201127105614+01'00'\", '/Creator': 'Writer', '/Keywords': '\"Common Criteria, Certification, Zertifizierung, Infineon Technologies AG\"', '/ModDate': \"D:20201201164110+01'00'\", '/Producer': 'LibreOffice 6.3', '/Subject': 'Common Criteria Certification, BSI-DSZ-CC-0782-V5-2020, Infineon Technologies AG', '/Title': 'Certification Report BSI-DSZ-CC-0782-V5-2020', 'pdf_hyperlinks': {'http://www.commoncriteriaportal.org/cc/', 'https://www.sogis.eu/', 'https://www.bsi.bund.de/zertifizierungsreporte', 'https://www.bsi.bund.de/zertifizierung', 'http://www.commoncriteriaportal.org/', 'https://www.bsi.bund.de/', 'https://www.bsi.bund.de/AIS'}}, st_metadata={'pdf_file_size_bytes': 1582331, 'pdf_is_encrypted': False, 'pdf_number_of_pages': 112, '/Creator': 'Microsoft Word - M7892_B11_SCL_public_ST.docx', '/Producer': 'Nuance PDF Create 8', '/CreationDate': \"D:20201127091852+01'00'\", '/ModDate': \"D:20201127091852+01'00'\", '/Author': 'Infineon Technologies AG', '/Title': 'Microsoft Word - M7892_B11_SCL_public_ST.docx', '/Keywords': '16-bit security controller', 'pdf_hyperlinks': set()}, report_frontpage={'anssi': {}, 'bsi': {'match_rules': ['(BSI-DSZ-CC-.+?) (?:for|For) (.+?) from (.*)'], 'cert_id': 'BSI-DSZ-CC-0782-V5-2020', 'cert_item': 'Infineon Security Controller M7892 B11 with optional RSA2048/4096 v1.02.013 or v2.07.003, EC v1.02.013 or v2.07.003, SHA-2 v1.01, SCL v2.02.012, Base v1.02.013 or v2.07.003, and Toolbox v1.02.013 or v2.07.003 libraries and with specific IC dedicated software (firmware', 'developer': 'Infineon Technologies AG', 'cert_lab': 'BSI', 'ref_protection_profiles': 'Security IC Platform Protection Profile, Version 1.0, 15 June 2007, BSI-CC-PP-0035-2007', 'cc_version': 'PP conformant plus product specific extensions Common Criteria Part 2 extended', 'cc_security_level': 'Common Criteria Part 3 conformant EAL 6 augmented by ALC_FLR.1'}, 'nscib': {}, 'niap': {}, 'canada': {}}, st_frontpage={'anssi': {}, 'bsi': {}, 'nscib': {}, 'niap': {}, 'canada': {}}, report_keywords={'cc_cert_id': {'DE': {'BSI-DSZ-CC-0782-V5-2020': 38, 'BSI-DSZ-CC-0782-V4-2018': 8}}, 'cc_protection_profile_id': {'BSI': {'BSI-CC-PP-0035-2007': 2, 'BSI-CC-PP- 0035-2007': 1}}, 'cc_security_level': {'EAL': {'EAL 6': 4, 'EAL 5': 4, 'EAL 2': 2, 'EAL 1': 1, 'EAL 4': 1, 'EAL6': 3, 'EAL6+': 3, 'EAL5+': 1, 'EAL 6 augmented': 3, 'EAL6 augmented': 3}}, 'cc_sar': {'ALC': {'ALC_FLR.1': 5, 'ALC_FLR': 2, 'ALC_CMC.5': 1, 'ALC_CMS.5': 1, 'ALC_DEL.1': 1, 'ALC_DVS.2': 1, 'ALC_LCD.1': 1, 'ALC_TAT.3': 1}}, 'cc_sfr': {}, 'cc_claims': {}, 'vendor': {'Infineon': {'Infineon': 9, 'Infineon Technologies AG': 18, 'Infineon Technologies': 1}, 'GD': {'G&D': 1, 'Giesecke & Devrient': 1}}, 'eval_facility': {'TUV': {'TÜV Informationstechnik': 4}}, 'symmetric_crypto': {'AES_competition': {'AES': {'AES': 13}}, 'DES': {'DES': {'DES': 3}, '3DES': {'Triple-DES': 3, 'TDES': 7}}}, 'asymmetric_crypto': {'RSA': {'RSA2048': 1, 'RSA4096': 1, 'RSA-2048': 1}, 'ECC': {'ECDH': {'ECDH': 3}, 'ECDSA': {'ECDSA': 3}, 'ECC': {'ECC': 7}}}, 'pq_crypto': {}, 'hash_function': {'SHA': {'SHA2': {'SHA-2': 16}}}, 'crypto_scheme': {'MAC': {'MAC': 3}, 'KA': {'Key Agreement': 1}}, 'crypto_protocol': {}, 'randomness': {'TRNG': {'TRNG': 1}, 'PRNG': {'PRNG': 1}, 'RNG': {'RNG': 3}}, 'cipher_mode': {'ECB': {'ECB': 2}, 'CBC': {'CBC': 2}, 'CTR': {'CTR': 2}, 'CFB': {'CFB': 2}}, 'ecc_curve': {'NIST': {'K-233': 2, 'K-409': 2}}, 'crypto_engine': {}, 'tls_cipher_suite': {}, 'crypto_library': {'Infineon': {'v1.02.013': 39}}, 'vulnerability': {}, 'side_channel_analysis': {'SCA': {'physical probing': 1, 'SPA': 2, 'DPA': 3}, 'FI': {'physical tampering': 1, 'DFA': 3}}, 'technical_report_id': {'BSI': {'BSI TR-02102': 1, 'BSI 18': 1, 'BSI 7148': 1}}, 'device_model': {}, 'tee_name': {}, 'os_name': {}, 'cplc_data': {}, 'ic_data_group': {}, 'standard_id': {'FIPS': {'FIPS186-4': 4, 'FIPS197': 4, 'FIPS180-4': 1}, 'PKCS': {'PKCS #1': 3}, 'BSI': {'AIS 34': 1, 'AIS 31': 2, 'AIS 25': 1, 'AIS 26': 1, 'AIS 36': 2, 'AIS31': 2, 'AIS 35': 1, 'AIS1': 1, 'AIS14': 1, 'AIS19': 1, 'AIS20': 1, 'AIS25': 1, 'AIS26': 1, 'AIS32': 1, 'AIS34': 1, 'AIS35': 1, 'AIS36': 1, 'AIS38': 1, 'AIS46': 1}, 'RFC': {'RFC5639': 4}, 'ISO': {'ISO/IEC 15408': 4, 'ISO/IEC 18045': 4, 'ISO/IEC 17065': 2}}, 'javacard_version': {}, 'javacard_api_const': {}, 'javacard_packages': {}, 'certification_process': {'ConfidentialDocument': {'being maintained, is not given any longer. In particular, prior to the dissemination of confidential documentation and information related to the TOE or resulting from the evaluation and certification': 1, 'M7892 B11 Recertification Common Criteria CCv3.1 EAL6 augmented (EAL6+)”, Infineon Technologies AG (confidential document) [7] Evaluation Technical Report for BSI-DSZ-CC-0782-V5-2020, Version 5, 2020-11-06, “Evaluation': 1, 'Report – ETR (Summary)”, TÜV Informationstechnik GmbH, (confidential document) [8] Security IC Platform Protection Profile, Version 1.0, 15 June 2007, BSI-CC-PP- 0035-2007 7': 1, '“Evaluation Technical Report for composite Evaluation (ETR Comp)”, TÜV Informationstechnik GmbH (confidential document) [11] Configuration list for the TOE, Version 3.0, 2017-09-29, “Configuration Management Scope ALC': 1, 'Common Criteria with Evaluation Assurance Level EAL6 augmented (EAL6+) M7892 B11” (confidential document) [12] SCL78 Symmetric Crypto Library for SCPv3 DES / AES 16-bit Security Controller User Interface': 1, 'Infineon Technologies AG (confidential document) [13] SLE70 Asymmetric Crypto Library for Crypto@2304T RSA / ECC / Toolbox (1.02.013), 2020-10-05': 1, 'Technologies AG (confidential document) [14] SLE70 Asymmetric Crypto Library for Crypto@2304T RSA / ECC / Toolbox (2.07.003), 2019-05-27': 1, 'Technologies AG (confidential document) [15] Crypto@2304T User Manual, 2010-03-23, Infineon Technologies AG [16] 16-bit Controller Family': 1, '70 Programmer’s Reference Manual, 2019-12-03, Infineon Technologies AG (confidential document) [17] M7892 Errata Sheet, 2019-12-18, Infineon Technologies AG [18] M7892 SOLID FLASH Controller': 1, 'Controller Family Hardware Reference Manual, Revision 3.0, 2019-06-24, Infineon Technologies AG (confidential document) [19] AMM Advanced Mode for NRG SAM Addendum to M7892 Hardware Reference Manual, Version 2.0': 1, 'Infineon Technologies AG (confidential document) [20] SLx 70 Family Secure Hash Algorithm SHA-2 (SHA 256/224, SHA 512/384) Library, Version 1.01': 1, 'Infineon Technologies AG (confidential document) [21] M7892 Security Guidelines, 2020-07-17, Infineon Technologies AG (confidential document) [22': 1, '70 Family Production and Personalization User’s Manual, 2015-04-01, Infineon Technologies AG (confidential document) 27 / 31 Certification Report BSI-DSZ-CC-0782-V5-2020 C. Excerpts from the Criteria For the': 1}}}, st_keywords={'cc_cert_id': {}, 'cc_protection_profile_id': {'BSI': {'BSI-PP-0035': 1}}, 'cc_security_level': {'EAL': {'EAL6': 8, 'EAL6+': 4, 'EAL4+': 1, 'EAL 6': 1, 'EAL6 augmented': 4, 'EAL 6 augmented': 1}}, 'cc_sar': {'ADV': {'ADV_SPM': 2, 'ADV_ARC.1': 1, 'ADV_FSP.5': 3, 'ADV_IMP.2': 2, 'ADV_INT.3': 1, 'ADV_TDS.5': 1, 'ADV_SPM.1': 6, 'ADV_IMP': 1, 'ADV_IMP.1': 2, 'ADV_FSP': 1, 'ADV_FSP.4': 4}, 'AGD': {'AGD_OPE.1': 1, 'AGD_PRE.1': 1}, 'ALC': {'ALC_DVS': 1, 'ALC_FLR.1': 11, 'ALC_DVS.2': 3, 'ALC_CMC.5': 3, 'ALC_CMS.5': 3, 'ALC_DEL.1': 1, 'ALC_LCD.1': 1, 'ALC_TAT.3': 1, 'ALC_CMS': 2, 'ALC_CMS.4': 2, 'ALC_CMC': 1, 'ALC_CMC.4': 3}, 'ATE': {'ATE_COV.3': 4, 'ATE_DPT.3': 1, 'ATE_FUN.2': 1, 'ATE_IND.2': 1, 'ATE_COV': 1, 'ATE_COV.2': 3}, 'AVA': {'AVA_VAN.5': 4}, 'ASE': {'ASE_INT': 1, 'ASE_CCL': 1, 'ASE_SPD': 1, 'ASE_OBJ': 1, 'ASE_ECD': 1, 'ASE_REQ': 1, 'ASE_CCL.1': 1, 'ASE_ECD.1': 1, 'ASE_INT.1': 1, 'ASE_OBJ.2': 1, 'ASE_REQ.2': 1, 'ASE_SPD.1': 1, 'ASE_TSS.1': 1, 'ASE_TSS': 1}}, 'cc_sfr': {'FAU': {'FAU_SAS.1': 10, 'FAU_SAS': 4, 'FAU_GEN': 1, 'FAU_SAS.1.1': 1}, 'FCS': {'FCS_RNG.1': 14, 'FCS_RNG': 4, 'FCS_COP': 103, 'FCS_CKM': 74, 'FCS_RNG.1.1': 2, 'FCS_RNG.1.2': 2, 'FCS_COP.1': 30, 'FCS_CKM.4': 39, 'FCS_CKM.1': 41, 'FCS_CKM.2': 6}, 'FDP': {'FDP_ITT.1': 18, 'FDP_IFC.1': 17, 'FDP_ACC.1': 26, 'FDP_ACF.1': 21, 'FDP_SDI.1': 16, 'FDP_SDI.2': 14, 'FDP_ACC.1.1': 1, 'FDP_ACF.1.1': 1, 'FDP_ACF.1.2': 1, 'FDP_ACF.1.3': 1, 'FDP_ACF.1.4': 1, 'FDP_ITC.1': 34, 'FDP_ITC.2': 34, 'FDP_SDI.1.1': 1, 'FDP_SDI.2.1': 2, 'FDP_SDI.2.2': 2}, 'FMT': {'FMT_LIM': 2, 'FMT_LIM.1': 6, 'FMT_LIM.2': 6, 'FMT_MSA.1': 21, 'FMT_MSA.3': 20, 'FMT_SMF.1': 16, 'FMT_SMR.1': 5, 'FMT_MSA.3.1': 1, 'FMT_MSA.3.2': 1, 'FMT_MSA.1.1': 1, 'FMT_SMF.1.1': 1, 'FMT_CKM.4': 1}, 'FPT': {'FPT_TST': 3, 'FPT_TST.2': 33, 'FPT_TST.1': 12, 'FPT_TST.2.1': 2, 'FPT_FLS.1': 19, 'FPT_PHP.3': 25, 'FPT_ITT.1': 18, 'FPT_AMT.1': 1, 'FPT_LIM.2': 1}, 'FRU': {'FRU_FLT.2': 7}}, 'cc_claims': {'O': {'O.RND': 1}, 'T': {'T.RND': 1}}, 'vendor': {'Infineon': {'Infineon Technologies AG': 26, 'Infineon Technologies': 2, 'Infineon': 15}}, 'eval_facility': {}, 'symmetric_crypto': {'AES_competition': {'AES': {'AES': 68}}, 'DES': {'DES': {'DES': 16}, '3DES': {'TDES': 48, 'Triple-DES': 2}}, 'constructions': {'MAC': {'HMAC': 4, 'CBC-MAC': 4}}}, 'asymmetric_crypto': {'RSA': {'RSA2048': 1, 'RSA4096': 1, 'RSA-2048': 1}, 'ECC': {'ECDH': {'ECDH': 11}, 'ECDSA': {'ECDSA': 26}, 'ECC': {'ECC': 16}}, 'FF': {'DH': {'Diffie-Hellman': 9}, 'DSA': {'DSA': 1}}}, 'pq_crypto': {}, 'hash_function': {'SHA': {'SHA2': {'SHA-256': 1, 'SHA-512': 1, 'SHA-2': 70}}}, 'crypto_scheme': {'KA': {'Key Agreement': 3, 'Key agreement': 1}}, 'crypto_protocol': {}, 'randomness': {'TRNG': {'TRNG': 11, 'DTRNG': 1}, 'PRNG': {'PRNG': 6}, 'RNG': {'RND': 2, 'RNG': 9}}, 'cipher_mode': {'ECB': {'ECB': 11}, 'CBC': {'CBC': 11}, 'CTR': {'CTR': 6}, 'CFB': {'CFB': 7}}, 'ecc_curve': {}, 'crypto_engine': {}, 'tls_cipher_suite': {}, 'crypto_library': {'Infineon': {'v1.02.013': 32}}, 'vulnerability': {}, 'side_channel_analysis': {'SCA': {'Leak-Inherent': 11, 'Physical Probing': 2, 'physical probing': 1, 'side-channel': 2, 'side channel': 4, 'SPA': 7, 'DPA': 12}, 'FI': {'Malfunction': 9, 'DFA': 9, 'fault induction': 1}}, 'technical_report_id': {'BSI': {'BSI 1': 2}}, 'device_model': {}, 'tee_name': {}, 'os_name': {}, 'cplc_data': {}, 'ic_data_group': {}, 'standard_id': {'FIPS': {'FIPS 197': 2, 'FIPS 180-4': 1, 'FIPS PUB 197': 3, 'FIPS PUB 180-4': 2, 'FIPS PUB 186-4': 2}, 'NIST': {'SP 800-67': 3, 'SP 800-38A': 6}, 'BSI': {'AIS31': 9}, 'RFC': {'RFC 5639': 2, 'RFC 8017': 1}, 'ISO': {'ISO/IEC 18092': 4, 'ISO/IEC 7816-3': 1, 'ISO/IEC 14888-3': 1, 'ISO/IEC 11770-3': 2, 'ISO/IEC 10118': 2, 'ISO/IEC 18033': 2, 'ISO/IEC14443-3': 1, 'ISO/IEC 97971: 2011': 1}, 'CC': {'CCMB-2017-04-001': 2, 'CCMB-2017-04-002': 2, 'CCMB-2017-04-003': 2, 'CCMB-2012-09-004': 1}}, 'javacard_version': {}, 'javacard_api_const': {}, 'javacard_packages': {}, 'certification_process': {}}, report_filename='0782V5a_pdf.pdf', st_filename='0782V5b_pdf.pdf'),\n",
       " 'heuristics': CCCertificate.Heuristics(extracted_versions={'2.02.012', '1.01', '2.07.003', '1.02.013'}, cpe_matches={'cpe:2.3:a:infineon:rsa_library:1.02.013:*:*:*:*:*:*:*'}, verified_cpe_matches=None, related_cves={'CVE-2017-15361'}, cert_lab=['BSI'], cert_id='BSI-DSZ-CC-0782-V5-2020', st_references=References(directly_referenced_by={'BSI-DSZ-CC-1088-2022', 'KECS-ISIS-1139-2021', 'KECS-ISIS-1113-2021', 'KECS-ISIS-1140-2021'}, indirectly_referenced_by={'BSI-DSZ-CC-1088-2022', 'KECS-ISIS-1139-2021', 'KECS-ISIS-1113-2021', 'KECS-ISIS-1140-2021'}, directly_referencing=None, indirectly_referencing=None), report_references=References(directly_referenced_by={'KECS-ISIS-1139-2021', 'KECS-ISIS-1113-2021', 'KECS-ISIS-1140-2021'}, indirectly_referenced_by={'KECS-ISIS-1139-2021', 'KECS-ISIS-1113-2021', 'KECS-ISIS-1140-2021'}, directly_referencing={'BSI-DSZ-CC-0782-V4-2018'}, indirectly_referencing={'BSI-DSZ-CC-0782-V3-2017', 'BSI-DSZ-CC-0782-V4-2018', 'BSI-DSZ-CC-0782-V2-2015', 'BSI-DSZ-CC-0782-2012'}), extracted_sars={SAR(family='ASE_CCL', level=1), SAR(family='ASE_INT', level=1), SAR(family='ASE_SPD', level=1), SAR(family='ALC_DEL', level=1), SAR(family='ALC_LCD', level=1), SAR(family='ALC_CMS', level=5), SAR(family='ALC_DVS', level=2), SAR(family='AVA_VAN', level=5), SAR(family='ATE_COV', level=3), SAR(family='ALC_TAT', level=3), SAR(family='ASE_ECD', level=1), SAR(family='ADV_TDS', level=5), SAR(family='ADV_SPM', level=1), SAR(family='ADV_INT', level=3), SAR(family='ATE_IND', level=2), SAR(family='ASE_TSS', level=1), SAR(family='ASE_REQ', level=2), SAR(family='AGD_PRE', level=1), SAR(family='ATE_FUN', level=2), SAR(family='ADV_IMP', level=2), SAR(family='ADV_ARC', level=1), SAR(family='ALC_FLR', level=1), SAR(family='ADV_FSP', level=5), SAR(family='ATE_DPT', level=3), SAR(family='ASE_OBJ', level=2), SAR(family='AGD_OPE', level=1), SAR(family='ALC_CMC', level=5)}, direct_transitive_cves=None, indirect_transitive_cves=None, scheme_data={'cert_id': 'BSI-DSZ-CC-0879-V5-2022', 'product': 'Infineon Security Controller M7893 B11 with optional RSA2048 v2.03.008, SHA-2 V1.01, Toolbox v2.03.008 and with specific IC …', 'vendor': 'Infineon Technologies AG', 'certification_date': '19.10.2022', 'category': 'Smart Cards and similar devices', 'url': 'https://www.bsi.bund.de/SharedDocs/Zertifikate_CC/CC/SmartCards_IC_Cryptolib/0879_0879V2_0879V3_0879V4_0879V5.html', 'enhanced': {'product': 'Infineon Security Controller M7893 B11 with optional RSA2048 v2.03.008, SHA-2 V1.01, Toolbox v2.03.008 and with specific IC dedicated software (firmware)', 'applicant': 'Infineon Technologies AG\\nAm Campeon 1-12\\n85579 Neubiberg', 'evaluation_facility': 'TÜV Informationstechnik GmbH', 'assurance_level': 'EAL6+,ALC_FLR.1', 'protection_profile': 'Security IC Platform Protection Profile, Version 1.0, 15 June 2007, BSI-CC-PP-0035-2007', 'certification_date': '19.10.2022', 'expiration_date': '18.10.2027', 'entries': [{'id': 'BSI-DSZ-CC-0879-V5-2022', 'description': 'and RSA4096 cryptographic library. Beside that the certified scope has been limited: the keygeneration is out of the certified scope.'}, {'id': 'BSI-DSZ-CC-0879-V4-2020', 'description': ') v1.03.006.'}, {'id': 'BSI-DSZ-CC-0879-V3-2018', 'description': 'Certificate'}, {'id': 'BSI-DSZ-CC-0879-V2-2015', 'description': 'Security Target'}, {'id': 'BSI-DSZ-CC-0879-2014-MA-01 (04.12.2014)\\nMaintenancereport / Maintenance Report', 'description': '.'}, {'id': 'BSI', 'description': 'Security Target'}], 'report_link': 'https://www.bsi.bund.de/SharedDocs/Downloads/DE/BSI/Zertifizierung/Reporte/Reporte08/0879V5c_pdf.pdf?__blob=publicationFile&v=2', 'target_link': 'https://www.bsi.bund.de/SharedDocs/Downloads/DE/BSI/Zertifizierung/Reporte/Reporte08/0879V5b_pdf.pdf?__blob=publicationFile&v=2', 'description': 'The Target of Evaluation (TOE) is Infineon smart card IC (Security Controller) M7893 B11 with optional Software Libraries RSA2048/4096 v1.03.006, EC v1.03.006, SHA-2 v1.01 and Toolbox v1.03.006 and with specific IC dedicated software. The TOE provides a real 16-bit CPU-architecture and is compatible to the Intel 80251 architecture. The major components of the core system are the two CPUs (Central Processing Units), the MMU (Memory Management Unit) and MED (Memory Encryption/Decryption Unit). The dual interface controller is able to communicate using either the contact based or the contactless interface.\\nThe TOE consists of the hardware part, the firmware parts and the software parts. The software parts are differentiated into: the cryptographic libraries RSA, EC and SHA-2 and the supporting libraries Toolbox and Base. RSA, EC, SHA-2 and Toolbox provide certain functionality to the Smartcard Embedded Software.'}, 'subcategory': 'ICs, Cryptolib'})}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Display attributes of this certificate\n",
    "vars(cert)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'extracted_versions': {'1.01', '1.02.013', '2.02.012', '2.07.003'},\n",
       " 'cpe_matches': {'cpe:2.3:a:infineon:rsa_library:1.02.013:*:*:*:*:*:*:*'},\n",
       " 'verified_cpe_matches': None,\n",
       " 'related_cves': {'CVE-2017-15361'},\n",
       " 'cert_lab': ['BSI'],\n",
       " 'cert_id': 'BSI-DSZ-CC-0782-V5-2020',\n",
       " 'st_references': References(directly_referenced_by={'BSI-DSZ-CC-1088-2022', 'KECS-ISIS-1139-2021', 'KECS-ISIS-1113-2021', 'KECS-ISIS-1140-2021'}, indirectly_referenced_by={'BSI-DSZ-CC-1088-2022', 'KECS-ISIS-1139-2021', 'KECS-ISIS-1113-2021', 'KECS-ISIS-1140-2021'}, directly_referencing=None, indirectly_referencing=None),\n",
       " 'report_references': References(directly_referenced_by={'KECS-ISIS-1139-2021', 'KECS-ISIS-1113-2021', 'KECS-ISIS-1140-2021'}, indirectly_referenced_by={'KECS-ISIS-1139-2021', 'KECS-ISIS-1113-2021', 'KECS-ISIS-1140-2021'}, directly_referencing={'BSI-DSZ-CC-0782-V4-2018'}, indirectly_referencing={'BSI-DSZ-CC-0782-V3-2017', 'BSI-DSZ-CC-0782-V4-2018', 'BSI-DSZ-CC-0782-V2-2015', 'BSI-DSZ-CC-0782-2012'}),\n",
       " 'extracted_sars': {SAR(family='ADV_ARC', level=1),\n",
       "  SAR(family='ADV_FSP', level=5),\n",
       "  SAR(family='ADV_IMP', level=2),\n",
       "  SAR(family='ADV_INT', level=3),\n",
       "  SAR(family='ADV_SPM', level=1),\n",
       "  SAR(family='ADV_TDS', level=5),\n",
       "  SAR(family='AGD_OPE', level=1),\n",
       "  SAR(family='AGD_PRE', level=1),\n",
       "  SAR(family='ALC_CMC', level=5),\n",
       "  SAR(family='ALC_CMS', level=5),\n",
       "  SAR(family='ALC_DEL', level=1),\n",
       "  SAR(family='ALC_DVS', level=2),\n",
       "  SAR(family='ALC_FLR', level=1),\n",
       "  SAR(family='ALC_LCD', level=1),\n",
       "  SAR(family='ALC_TAT', level=3),\n",
       "  SAR(family='ASE_CCL', level=1),\n",
       "  SAR(family='ASE_ECD', level=1),\n",
       "  SAR(family='ASE_INT', level=1),\n",
       "  SAR(family='ASE_OBJ', level=2),\n",
       "  SAR(family='ASE_REQ', level=2),\n",
       "  SAR(family='ASE_SPD', level=1),\n",
       "  SAR(family='ASE_TSS', level=1),\n",
       "  SAR(family='ATE_COV', level=3),\n",
       "  SAR(family='ATE_DPT', level=3),\n",
       "  SAR(family='ATE_FUN', level=2),\n",
       "  SAR(family='ATE_IND', level=2),\n",
       "  SAR(family='AVA_VAN', level=5)},\n",
       " 'direct_transitive_cves': None,\n",
       " 'indirect_transitive_cves': None,\n",
       " 'scheme_data': {'cert_id': 'BSI-DSZ-CC-0879-V5-2022',\n",
       "  'product': 'Infineon Security Controller M7893 B11 with optional RSA2048 v2.03.008, SHA-2 V1.01, Toolbox v2.03.008 and with specific IC …',\n",
       "  'vendor': 'Infineon Technologies AG',\n",
       "  'certification_date': '19.10.2022',\n",
       "  'category': 'Smart Cards and similar devices',\n",
       "  'url': 'https://www.bsi.bund.de/SharedDocs/Zertifikate_CC/CC/SmartCards_IC_Cryptolib/0879_0879V2_0879V3_0879V4_0879V5.html',\n",
       "  'enhanced': {'product': 'Infineon Security Controller M7893 B11 with optional RSA2048 v2.03.008, SHA-2 V1.01, Toolbox v2.03.008 and with specific IC dedicated software (firmware)',\n",
       "   'applicant': 'Infineon Technologies AG\\nAm Campeon 1-12\\n85579 Neubiberg',\n",
       "   'evaluation_facility': 'TÜV Informationstechnik GmbH',\n",
       "   'assurance_level': 'EAL6+,ALC_FLR.1',\n",
       "   'protection_profile': 'Security IC Platform Protection Profile, Version 1.0, 15 June 2007, BSI-CC-PP-0035-2007',\n",
       "   'certification_date': '19.10.2022',\n",
       "   'expiration_date': '18.10.2027',\n",
       "   'entries': [{'id': 'BSI-DSZ-CC-0879-V5-2022',\n",
       "     'description': 'and RSA4096 cryptographic library. Beside that the certified scope has been limited: the keygeneration is out of the certified scope.'},\n",
       "    {'id': 'BSI-DSZ-CC-0879-V4-2020', 'description': ') v1.03.006.'},\n",
       "    {'id': 'BSI-DSZ-CC-0879-V3-2018', 'description': 'Certificate'},\n",
       "    {'id': 'BSI-DSZ-CC-0879-V2-2015', 'description': 'Security Target'},\n",
       "    {'id': 'BSI-DSZ-CC-0879-2014-MA-01 (04.12.2014)\\nMaintenancereport / Maintenance Report',\n",
       "     'description': '.'},\n",
       "    {'id': 'BSI', 'description': 'Security Target'}],\n",
       "   'report_link': 'https://www.bsi.bund.de/SharedDocs/Downloads/DE/BSI/Zertifizierung/Reporte/Reporte08/0879V5c_pdf.pdf?__blob=publicationFile&v=2',\n",
       "   'target_link': 'https://www.bsi.bund.de/SharedDocs/Downloads/DE/BSI/Zertifizierung/Reporte/Reporte08/0879V5b_pdf.pdf?__blob=publicationFile&v=2',\n",
       "   'description': 'The Target of Evaluation (TOE) is Infineon smart card IC (Security Controller) M7893 B11 with optional Software Libraries RSA2048/4096 v1.03.006, EC v1.03.006, SHA-2 v1.01 and Toolbox v1.03.006 and with specific IC dedicated software. The TOE provides a real 16-bit CPU-architecture and is compatible to the Intel 80251 architecture. The major components of the core system are the two CPUs (Central Processing Units), the MMU (Memory Management Unit) and MED (Memory Encryption/Decryption Unit). The dual interface controller is able to communicate using either the contact based or the contactless interface.\\nThe TOE consists of the hardware part, the firmware parts and the software parts. The software parts are differentiated into: the cryptographic libraries RSA, EC and SHA-2 and the supporting libraries Toolbox and Base. RSA, EC, SHA-2 and Toolbox provide certain functionality to the Smartcard Embedded Software.'},\n",
       "  'subcategory': 'ICs, Cryptolib'}}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Focus on extracted heuristics\n",
    "vars(cert.heuristics)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Learn how to go from a single vulnerability to all certificates that *may suffer* from the vulnerability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['BSI-DSZ-CC-0782-V5-2020',\n",
       " 'BSI-DSZ-CC-0964-V4-2019',\n",
       " 'BSI-DSZ-CC-0782-V4-2018',\n",
       " 'BSI-DSZ-CC-0964-V3-2017',\n",
       " 'BSI-DSZ-CC-0782-V3-2017',\n",
       " 'BSI-DSZ-CC-0926-V2-2017',\n",
       " 'BSI-DSZ-CC-0782-V2-2015',\n",
       " 'BSI-DSZ-CC-0829-V2-2015',\n",
       " 'BSI-DSZ-CC-0891-2015',\n",
       " 'BSI-DSZ-CC-0964-2015',\n",
       " 'BSI-DSZ-CC-0926-2014',\n",
       " 'BSI-DSZ-CC-0917-2014',\n",
       " 'BSI-DSZ-CC-0907-2013',\n",
       " 'BSI-DSZ-CC-0782-2012',\n",
       " 'BSI-DSZ-CC-0829-2012',\n",
       " 'BSI-DSZ-CC-0758-2012']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Search for certificate IDs of certs vulnerable to RoCA CVE (CVE-2017-15361)\n",
    "roca_cve_id = 'CVE-2017-15361'\n",
    "df[\"is_vulnerable_to_roca\"] = df.related_cves.map(lambda x: False if pd.isnull(x) else roca_cve_id in x)\n",
    "df.loc[df.is_vulnerable_to_roca, \"cert_id\"].to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Infineon Technologies AG Infineon Security Controller M7892 B11 with optional RSA2048/4096 v1.02.013 or v2.07.003, EC v1.02.013 or v2.07.003, SHA-2 v1.01, SCL v2.02.012, Base v1.02.013 or v2.07.003, and Toolbox v1.02.013 or v2.07.003 libraries and with specific IC dedicated software (firmware) dgst: 15d68159595eae09\n"
     ]
    }
   ],
   "source": [
    "# Inspect individual certificate that might suffer from RoCA vuln.\n",
    "print(dataset[\"15d68159595eae09\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Given certificates that suffer from ROCA, which certified products reference them?\n",
    "roca_vulnerable_cert_ids = df.loc[df.is_vulnerable_to_roca, \"cert_id\"].to_list()\n",
    "df[\"references_roca\"] = df.indirectly_referencing.map(lambda x: False if pd.isnull(x) else any(y in x for y in roca_vulnerable_cert_ids))\n",
    "\n",
    "df_roca_affected = df.loc[df.references_roca]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "🎉 `df_roca_affected` dataframe now holds certified products that reference certified products directly affected by RoCA vulnerability. **Let's take a look**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cert_id</th>\n",
       "      <th>name</th>\n",
       "      <th>status</th>\n",
       "      <th>category</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>scheme</th>\n",
       "      <th>security_level</th>\n",
       "      <th>eal</th>\n",
       "      <th>not_valid_before</th>\n",
       "      <th>not_valid_after</th>\n",
       "      <th>...</th>\n",
       "      <th>directly_referenced_by</th>\n",
       "      <th>indirectly_referenced_by</th>\n",
       "      <th>directly_referencing</th>\n",
       "      <th>indirectly_referencing</th>\n",
       "      <th>extracted_sars</th>\n",
       "      <th>protection_profiles</th>\n",
       "      <th>cert_lab</th>\n",
       "      <th>year_from</th>\n",
       "      <th>is_vulnerable_to_roca</th>\n",
       "      <th>references_roca</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dgst</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6a07be907f66f5d1</th>\n",
       "      <td>BSI-DSZ-CC-1147-V2-2023</td>\n",
       "      <td>MTCOS Pro 2.5 EAC with PACE / P71D352 (N7121)</td>\n",
       "      <td>active</td>\n",
       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
       "      <td>MaskTech International GmbH</td>\n",
       "      <td>DE</td>\n",
       "      <td>{EAL5+, ALC_DVS.2, AVA_VAN.5}</td>\n",
       "      <td>EAL5+</td>\n",
       "      <td>2023-02-22</td>\n",
       "      <td>2028-02-22</td>\n",
       "      <td>...</td>\n",
       "      <td>{BSI-DSZ-CC-1148-V2-2023}</td>\n",
       "      <td>{BSI-DSZ-CC-1148-V2-2023}</td>\n",
       "      <td>{BSI-DSZ-CC-1136-V3-2022, BSI-DSZ-CC-1147-2020...</td>\n",
       "      <td>{BSI-DSZ-CC-0891-2015, BSI-DSZ-CC-1136-V3-2022...</td>\n",
       "      <td>{SAR(family='ASE_CCL', level=1), SAR(family='A...</td>\n",
       "      <td>[Machine Readable Travel Document with ICAO Ap...</td>\n",
       "      <td>BSI</td>\n",
       "      <td>2023</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49bcce8117e22c62</th>\n",
       "      <td>BSI-DSZ-CC-1148-V2-2023</td>\n",
       "      <td>MTCOS Pro 2.5 EAC with PACE / P71D352 (N7121) ...</td>\n",
       "      <td>active</td>\n",
       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
       "      <td>MaskTech International GmbH</td>\n",
       "      <td>DE</td>\n",
       "      <td>{ALC_DVS.2, EAL4+}</td>\n",
       "      <td>EAL4+</td>\n",
       "      <td>2023-02-22</td>\n",
       "      <td>2028-02-22</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{BSI-DSZ-CC-1147-V2-2023, BSI-DSZ-CC-1136-V3-2...</td>\n",
       "      <td>{BSI-DSZ-CC-0891-2015, BSI-DSZ-CC-1136-V3-2022...</td>\n",
       "      <td>{SAR(family='ASE_CCL', level=1), SAR(family='A...</td>\n",
       "      <td>[Protection Profile for Machine Readable Trave...</td>\n",
       "      <td>BSI</td>\n",
       "      <td>2023</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>01cb2ad202b5df12</th>\n",
       "      <td>ANSSI-CC-2022/68</td>\n",
       "      <td>ACOS-IDv2.1 eMRTD (A) BAC Configuration(Versio...</td>\n",
       "      <td>active</td>\n",
       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
       "      <td>Austria Card plastikkarten und Ausweissysteme ...</td>\n",
       "      <td>FR</td>\n",
       "      <td>{ALC_TAT.2, ALC_FLR.1, EAL4+, ALC_CMS.5, ADV_T...</td>\n",
       "      <td>EAL4+</td>\n",
       "      <td>2022-12-15</td>\n",
       "      <td>2027-12-15</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{ANSSI-CC-2022/08, BSI-DSZ-CC-1110-V5-2022}</td>\n",
       "      <td>{BSI-DSZ-CC-1110-V4-2021, BSI-DSZ-CC-0945-2017...</td>\n",
       "      <td>{SAR(family='ALC_FLR', level=1), SAR(family='A...</td>\n",
       "      <td>[Protection Profile for Machine Readable Trave...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37739e3954762bc2</th>\n",
       "      <td>ANSSI-CC-2022/64</td>\n",
       "      <td>ACOS-IDv2.1 SSCD (A) CB-Comm (Version 2.1 SSCD...</td>\n",
       "      <td>active</td>\n",
       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
       "      <td>Austria Card plastikkarten und Ausweissysteme ...</td>\n",
       "      <td>FR</td>\n",
       "      <td>{EAL5+, ALC_DVS.2, ALC_FLR.1, AVA_VAN.5}</td>\n",
       "      <td>EAL5+</td>\n",
       "      <td>2022-12-15</td>\n",
       "      <td>2027-12-15</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{ANSSI-CC-2022/19, BSI-DSZ-CC-1110-V5-2022}</td>\n",
       "      <td>{ANSSI-CC-2022/19, BSI-DSZ-CC-0945-2017, BSI-D...</td>\n",
       "      <td>{SAR(family='ALC_FLR', level=1), SAR(family='A...</td>\n",
       "      <td>[Protection profiles for secure signature crea...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a4b7ab85878030d7</th>\n",
       "      <td>ANSSI-CC-2022/65</td>\n",
       "      <td>ACOS-IDv2.1 SSCD (A) CL-TC-Comm (Version 2.1 S...</td>\n",
       "      <td>active</td>\n",
       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
       "      <td>Austria Card plastikkarten und Ausweissysteme ...</td>\n",
       "      <td>FR</td>\n",
       "      <td>{EAL5+, ALC_DVS.2, ALC_FLR.1, AVA_VAN.5}</td>\n",
       "      <td>EAL5+</td>\n",
       "      <td>2022-12-15</td>\n",
       "      <td>2027-12-15</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{ANSSI-CC-2022/20, BSI-DSZ-CC-1110-V5-2022}</td>\n",
       "      <td>{BSI-DSZ-CC-1110-V4-2021, BSI-DSZ-CC-0945-2017...</td>\n",
       "      <td>{SAR(family='ALC_FLR', level=1), SAR(family='A...</td>\n",
       "      <td>[Protection profiles for secure signature crea...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  cert_id  \\\n",
       "dgst                                        \n",
       "6a07be907f66f5d1  BSI-DSZ-CC-1147-V2-2023   \n",
       "49bcce8117e22c62  BSI-DSZ-CC-1148-V2-2023   \n",
       "01cb2ad202b5df12         ANSSI-CC-2022/68   \n",
       "37739e3954762bc2         ANSSI-CC-2022/64   \n",
       "a4b7ab85878030d7         ANSSI-CC-2022/65   \n",
       "\n",
       "                                                               name  status  \\\n",
       "dgst                                                                          \n",
       "6a07be907f66f5d1      MTCOS Pro 2.5 EAC with PACE / P71D352 (N7121)  active   \n",
       "49bcce8117e22c62  MTCOS Pro 2.5 EAC with PACE / P71D352 (N7121) ...  active   \n",
       "01cb2ad202b5df12  ACOS-IDv2.1 eMRTD (A) BAC Configuration(Versio...  active   \n",
       "37739e3954762bc2  ACOS-IDv2.1 SSCD (A) CB-Comm (Version 2.1 SSCD...  active   \n",
       "a4b7ab85878030d7  ACOS-IDv2.1 SSCD (A) CL-TC-Comm (Version 2.1 S...  active   \n",
       "\n",
       "                                                           category  \\\n",
       "dgst                                                                  \n",
       "6a07be907f66f5d1  ICs, Smart Cards and Smart Card-Related Device...   \n",
       "49bcce8117e22c62  ICs, Smart Cards and Smart Card-Related Device...   \n",
       "01cb2ad202b5df12  ICs, Smart Cards and Smart Card-Related Device...   \n",
       "37739e3954762bc2  ICs, Smart Cards and Smart Card-Related Device...   \n",
       "a4b7ab85878030d7  ICs, Smart Cards and Smart Card-Related Device...   \n",
       "\n",
       "                                                       manufacturer scheme  \\\n",
       "dgst                                                                         \n",
       "6a07be907f66f5d1                        MaskTech International GmbH     DE   \n",
       "49bcce8117e22c62                        MaskTech International GmbH     DE   \n",
       "01cb2ad202b5df12  Austria Card plastikkarten und Ausweissysteme ...     FR   \n",
       "37739e3954762bc2  Austria Card plastikkarten und Ausweissysteme ...     FR   \n",
       "a4b7ab85878030d7  Austria Card plastikkarten und Ausweissysteme ...     FR   \n",
       "\n",
       "                                                     security_level    eal  \\\n",
       "dgst                                                                         \n",
       "6a07be907f66f5d1                      {EAL5+, ALC_DVS.2, AVA_VAN.5}  EAL5+   \n",
       "49bcce8117e22c62                                 {ALC_DVS.2, EAL4+}  EAL4+   \n",
       "01cb2ad202b5df12  {ALC_TAT.2, ALC_FLR.1, EAL4+, ALC_CMS.5, ADV_T...  EAL4+   \n",
       "37739e3954762bc2           {EAL5+, ALC_DVS.2, ALC_FLR.1, AVA_VAN.5}  EAL5+   \n",
       "a4b7ab85878030d7           {EAL5+, ALC_DVS.2, ALC_FLR.1, AVA_VAN.5}  EAL5+   \n",
       "\n",
       "                 not_valid_before not_valid_after  ...  \\\n",
       "dgst                                               ...   \n",
       "6a07be907f66f5d1       2023-02-22      2028-02-22  ...   \n",
       "49bcce8117e22c62       2023-02-22      2028-02-22  ...   \n",
       "01cb2ad202b5df12       2022-12-15      2027-12-15  ...   \n",
       "37739e3954762bc2       2022-12-15      2027-12-15  ...   \n",
       "a4b7ab85878030d7       2022-12-15      2027-12-15  ...   \n",
       "\n",
       "                     directly_referenced_by   indirectly_referenced_by  \\\n",
       "dgst                                                                     \n",
       "6a07be907f66f5d1  {BSI-DSZ-CC-1148-V2-2023}  {BSI-DSZ-CC-1148-V2-2023}   \n",
       "49bcce8117e22c62                        NaN                        NaN   \n",
       "01cb2ad202b5df12                        NaN                        NaN   \n",
       "37739e3954762bc2                        NaN                        NaN   \n",
       "a4b7ab85878030d7                        NaN                        NaN   \n",
       "\n",
       "                                               directly_referencing  \\\n",
       "dgst                                                                  \n",
       "6a07be907f66f5d1  {BSI-DSZ-CC-1136-V3-2022, BSI-DSZ-CC-1147-2020...   \n",
       "49bcce8117e22c62  {BSI-DSZ-CC-1147-V2-2023, BSI-DSZ-CC-1136-V3-2...   \n",
       "01cb2ad202b5df12        {ANSSI-CC-2022/08, BSI-DSZ-CC-1110-V5-2022}   \n",
       "37739e3954762bc2        {ANSSI-CC-2022/19, BSI-DSZ-CC-1110-V5-2022}   \n",
       "a4b7ab85878030d7        {ANSSI-CC-2022/20, BSI-DSZ-CC-1110-V5-2022}   \n",
       "\n",
       "                                             indirectly_referencing  \\\n",
       "dgst                                                                  \n",
       "6a07be907f66f5d1  {BSI-DSZ-CC-0891-2015, BSI-DSZ-CC-1136-V3-2022...   \n",
       "49bcce8117e22c62  {BSI-DSZ-CC-0891-2015, BSI-DSZ-CC-1136-V3-2022...   \n",
       "01cb2ad202b5df12  {BSI-DSZ-CC-1110-V4-2021, BSI-DSZ-CC-0945-2017...   \n",
       "37739e3954762bc2  {ANSSI-CC-2022/19, BSI-DSZ-CC-0945-2017, BSI-D...   \n",
       "a4b7ab85878030d7  {BSI-DSZ-CC-1110-V4-2021, BSI-DSZ-CC-0945-2017...   \n",
       "\n",
       "                                                     extracted_sars  \\\n",
       "dgst                                                                  \n",
       "6a07be907f66f5d1  {SAR(family='ASE_CCL', level=1), SAR(family='A...   \n",
       "49bcce8117e22c62  {SAR(family='ASE_CCL', level=1), SAR(family='A...   \n",
       "01cb2ad202b5df12  {SAR(family='ALC_FLR', level=1), SAR(family='A...   \n",
       "37739e3954762bc2  {SAR(family='ALC_FLR', level=1), SAR(family='A...   \n",
       "a4b7ab85878030d7  {SAR(family='ALC_FLR', level=1), SAR(family='A...   \n",
       "\n",
       "                                                protection_profiles  cert_lab  \\\n",
       "dgst                                                                            \n",
       "6a07be907f66f5d1  [Machine Readable Travel Document with ICAO Ap...       BSI   \n",
       "49bcce8117e22c62  [Protection Profile for Machine Readable Trave...       BSI   \n",
       "01cb2ad202b5df12  [Protection Profile for Machine Readable Trave...       NaN   \n",
       "37739e3954762bc2  [Protection profiles for secure signature crea...       NaN   \n",
       "a4b7ab85878030d7  [Protection profiles for secure signature crea...       NaN   \n",
       "\n",
       "                 year_from is_vulnerable_to_roca references_roca  \n",
       "dgst                                                              \n",
       "6a07be907f66f5d1      2023                 False            True  \n",
       "49bcce8117e22c62      2023                 False            True  \n",
       "01cb2ad202b5df12      2022                 False            True  \n",
       "37739e3954762bc2      2022                 False            True  \n",
       "a4b7ab85878030d7      2022                 False            True  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_roca_affected.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cert_id</th>\n",
       "      <th>name</th>\n",
       "      <th>status</th>\n",
       "      <th>category</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>scheme</th>\n",
       "      <th>security_level</th>\n",
       "      <th>eal</th>\n",
       "      <th>not_valid_before</th>\n",
       "      <th>not_valid_after</th>\n",
       "      <th>...</th>\n",
       "      <th>directly_referenced_by</th>\n",
       "      <th>indirectly_referenced_by</th>\n",
       "      <th>directly_referencing</th>\n",
       "      <th>indirectly_referencing</th>\n",
       "      <th>extracted_sars</th>\n",
       "      <th>protection_profiles</th>\n",
       "      <th>cert_lab</th>\n",
       "      <th>year_from</th>\n",
       "      <th>is_vulnerable_to_roca</th>\n",
       "      <th>references_roca</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dgst</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>350581534e265186</th>\n",
       "      <td>ANSSI-CC-2013/55</td>\n",
       "      <td>Plateforme jTOP INFv#46 masquée sur composants...</td>\n",
       "      <td>archived</td>\n",
       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
       "      <td>Trusted Logic / Infineon</td>\n",
       "      <td>FR</td>\n",
       "      <td>{EAL5+, ALC_DVS.2, AVA_VAN.5}</td>\n",
       "      <td>EAL5+</td>\n",
       "      <td>2013-08-07</td>\n",
       "      <td>2019-09-01</td>\n",
       "      <td>...</td>\n",
       "      <td>{ANSSI-CC-2015/25, ANSSI-CC-2013/64}</td>\n",
       "      <td>{ANSSI-CC-2015/25, ANSSI-CC-2013/64}</td>\n",
       "      <td>{BSI-DSZ-CC-0829-2012}</td>\n",
       "      <td>{BSI-DSZ-CC-0829-2012, BSI-DSZ-CC-0728-2011, B...</td>\n",
       "      <td>{SAR(family='ALC_DVS', level=2), SAR(family='A...</td>\n",
       "      <td>[Java Card™ System Protection Profile Open Con...</td>\n",
       "      <td>SERMA</td>\n",
       "      <td>2013</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           cert_id  \\\n",
       "dgst                                 \n",
       "350581534e265186  ANSSI-CC-2013/55   \n",
       "\n",
       "                                                               name    status  \\\n",
       "dgst                                                                            \n",
       "350581534e265186  Plateforme jTOP INFv#46 masquée sur composants...  archived   \n",
       "\n",
       "                                                           category  \\\n",
       "dgst                                                                  \n",
       "350581534e265186  ICs, Smart Cards and Smart Card-Related Device...   \n",
       "\n",
       "                              manufacturer scheme  \\\n",
       "dgst                                                \n",
       "350581534e265186  Trusted Logic / Infineon     FR   \n",
       "\n",
       "                                 security_level    eal not_valid_before  \\\n",
       "dgst                                                                      \n",
       "350581534e265186  {EAL5+, ALC_DVS.2, AVA_VAN.5}  EAL5+       2013-08-07   \n",
       "\n",
       "                 not_valid_after  ...                directly_referenced_by  \\\n",
       "dgst                              ...                                         \n",
       "350581534e265186      2019-09-01  ...  {ANSSI-CC-2015/25, ANSSI-CC-2013/64}   \n",
       "\n",
       "                              indirectly_referenced_by  \\\n",
       "dgst                                                     \n",
       "350581534e265186  {ANSSI-CC-2015/25, ANSSI-CC-2013/64}   \n",
       "\n",
       "                    directly_referencing  \\\n",
       "dgst                                       \n",
       "350581534e265186  {BSI-DSZ-CC-0829-2012}   \n",
       "\n",
       "                                             indirectly_referencing  \\\n",
       "dgst                                                                  \n",
       "350581534e265186  {BSI-DSZ-CC-0829-2012, BSI-DSZ-CC-0728-2011, B...   \n",
       "\n",
       "                                                     extracted_sars  \\\n",
       "dgst                                                                  \n",
       "350581534e265186  {SAR(family='ALC_DVS', level=2), SAR(family='A...   \n",
       "\n",
       "                                                protection_profiles  cert_lab  \\\n",
       "dgst                                                                            \n",
       "350581534e265186  [Java Card™ System Protection Profile Open Con...     SERMA   \n",
       "\n",
       "                 year_from is_vulnerable_to_roca references_roca  \n",
       "dgst                                                              \n",
       "350581534e265186      2013                 False            True  \n",
       "\n",
       "[1 rows x 28 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Say that you're interested into `ANSSI-CC-2013/55` that was deployed in Estonia. Is it affected? Let's find out.\n",
    "df_roca_affected.loc[df.cert_id == \"ANSSI-CC-2013/55\"]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Plot various characteristics of the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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       "      <g>\n",
       "       <use xlink:href=\"#m149780ac31\" x=\"39.65\" y=\"36.452187\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_24\">\n",
       "      <!-- 1600 -->\n",
       "      <g transform=\"translate(7.2 40.251406) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
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       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 39.65 273.312 \n",
       "L 39.65 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 396.77 273.312 \n",
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       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 39.65 273.312 \n",
       "L 396.77 273.312 \n",
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       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 39.65 7.2 \n",
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       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pf76a0e7a35\">\n",
       "   <rect x=\"39.65\" y=\"7.2\" width=\"357.12\" height=\"266.112\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Different categories\n",
    "df.category.value_counts().plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Different EAL levels\n",
    "df.eal.value_counts().plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
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   "source": [
    "# Number of referenced certificates\n",
    "df[\"n_referencing\"] = df.directly_referencing.map(lambda x: 0 if pd.isnull(x) else len(x))\n",
    "df.n_referencing.plot.box()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Take a look at the columns and try to plot an attribute of your interest."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Showcase of complicated plots that can be produced with our dataframe\n",
    "\n",
    "![alt text](img/boxplot_validity.png \"Title\") ![alt text](img/cves_n_days_after_certification.png \"Title\")"
   ]
  }
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