add latex plotting notebook

author: Adam Janovsky 2022-09-27 12:52:50 +0200
committer: Adam Janovsky 2022-09-27 12:52:50 +0200
commit: 0b9e7a4d7ff37640071c67c34fa380caae18e029 (patch)
tree: 136795a7f08b8275e36a8bb5dfc8e7a0c21e3ec1
parent: 346cc6dd7a945855a5a4416b886fe4c1e7788e11 (diff)
download: sec-certs-0b9e7a4d7ff37640071c67c34fa380caae18e029.tar.gz
sec-certs-0b9e7a4d7ff37640071c67c34fa380caae18e029.tar.zst
sec-certs-0b9e7a4d7ff37640071c67c34fa380caae18e029.zip
1 files changed, 333 insertions, 0 deletions
diff --git a/notebooks/latex_plotting.ipynb b/notebooks/latex_plotting.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "plt.style.use(\"seaborn-white\")\n",
+    "sns.set_palette(\"deep\")\n",
+    "sns.set_context(\"paper\")\n",
+    "from pathlib import Path\n",
+    "from sec_certs.dataset import CCDataset\n",
+    "\n",
+    "RESULTS_DIR = Path(\"./cc/results\")\n",
+    "\n",
+    "matplotlib.use(\"pgf\")\n",
+    "sns.set_theme(style='white')\n",
+    "plt.rcParams[\"axes.linewidth\"] = 0.5\n",
+    "plt.rcParams[\"legend.fontsize\"] = 6.5\n",
+    "plt.rcParams[\"xtick.labelsize\"] = 8\n",
+    "plt.rcParams[\"ytick.labelsize\"] = 8\n",
+    "plt.rcParams[\"ytick.left\"] = True\n",
+    "plt.rcParams['ytick.major.size'] = 5\n",
+    "plt.rcParams['ytick.major.width'] = 0.5\n",
+    "plt.rcParams['ytick.major.pad'] = 0\n",
+    "plt.rcParams[\"xtick.bottom\"] = True\n",
+    "plt.rcParams['xtick.major.size'] = 5\n",
+    "plt.rcParams['xtick.major.width'] = 0.5\n",
+    "plt.rcParams['xtick.major.pad'] = 0\n",
+    "plt.rcParams[\"pgf.texsystem\"] = \"pdflatex\"\n",
+    "plt.rcParams[\"font.family\"] = \"serif\"\n",
+    "plt.rcParams[\"text.usetex\"] = True\n",
+    "plt.rcParams[\"pgf.rcfonts\"] = False\n",
+    "plt.rcParams[\"axes.titlesize\"] = 8\n",
+    "plt.rcParams[\"legend.handletextpad\"] = 0.3\n",
+    "plt.rcParams['lines.markersize'] = 4\n",
+    "sns.set_palette(\"deep\")\n",
+    "\n",
+    "dset = CCDataset.from_json(\"/Users/adam/phd/projects/certificates/sec-certs/datasets/new_cc/dataset.json\")  # local instantiation\n",
+    "df = dset.to_pandas()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(RESULTS_DIR / \"exploded_cves.csv\").rename(columns={\"Unnamed: 0\": \"dgst\"}).set_index(\"dgst\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hist = sns.histplot(df.n_days_after_certification, kde=False)\n",
+    "hist.set(\n",
+    "    xlim=(-2200, 4600),\n",
+    "    title=\"CVEs appearing n days after certification\",\n",
+    "    xlabel=\"Number of days after date of certification\",\n",
+    "    ylabel=\"Frequency of CVEs\",\n",
+    ")\n",
+    "hist.axvline(0, color=\"red\", linewidth=\"1\", label=\"Certification date\")\n",
+    "hist.legend(loc=\"upper right\")\n",
+    "\n",
+    "fig = matplotlib.pyplot.gcf()\n",
+    "fig.set_size_inches(3.35, 3)\n",
+    "fig.savefig(\"/Users/adam/Downloads/cve_hist.pgf\", bbox_inches=\"tight\")\n",
+    "plt.close(fig)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Top-10 CWES table rows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CWE-119 & Buffer overflow & 1817 \\\\\n",
+      "CWE-20 & Improper Input Validation & 1034 \\\\\n",
+      "CWE-200 & Exposure of sensitive information & 762 \\\\\n",
+      "CWE-264 & Access control error & 626 \\\\\n",
+      "CWE-79 & Cross-site Scripting & 536 \\\\\n",
+      "CWE-787 & Out-of-bounds Write & 438 \\\\\n",
+      "CWE-399 & Resource Management Errors & 365 \\\\\n",
+      "CWE-125 & Out-of-bounds Read & 355 \\\\\n",
+      "CWE-416 & Use After Free & 219 \\\\\n",
+      "CWE-284 & Improper Access Control & 178 \\\\\n"
+     ]
+    }
+   ],
+   "source": [
+    "latex_table = pd.read_csv(RESULTS_DIR / \"cwes/top_10_cwe_overall.csv\").head(10).set_index(\"cwe_id\")\n",
+    "name_mapping = {\n",
+    "    \"Improper Restriction of Operations within the Bounds of a Memory Buffer\": \"Buffer overflow\",\n",
+    "    \"Exposure of Sensitive Information to an Unauthorized Actor\": \"Exposure of sensitive information\",\n",
+    "    \"Permissions, Privileges, and Access Controls\": \"Access control error\",\n",
+    "    \"Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting')\": \"Cross-site Scripting\",\n",
+    "}\n",
+    "latex_table.cwe_name = latex_table.cwe_name.map(lambda x: name_mapping.get(x, x))\n",
+    "\n",
+    "for index, row in latex_table.head(10).iterrows():\n",
+    "    print(f\"{index} & {row['cwe_name']} & {row['frequency']} \\\\\\\\\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Validity boxplot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 225,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 252x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_validity = pd.read_csv(RESULTS_DIR / \"df_validity.csv\")\n",
+    "\n",
+    "box = sns.boxplot(data=df_validity, x=\"year_from\", y=\"validity_period\", linewidth=0.75, flierprops={\"marker\": \"x\"})\n",
+    "box.set(\n",
+    "    xlabel=\"Year of certification\",\n",
+    "    ylabel=\"Lifetime of certificates (in years)\",\n",
+    "    title=\"Boxplot of certificate validity periods\",\n",
+    ")\n",
+    "box.tick_params(axis=\"x\", rotation=75)\n",
+    "\n",
+    "fig = matplotlib.pyplot.gcf()\n",
+    "fig.set_size_inches(3.5, 2.5)\n",
+    "fig.savefig(\"/Users/adam/Downloads/boxplot_validity.pgf\", bbox_inches=\"tight\")\n",
+    "fig.savefig(\"/Users/adam/Downloads/boxplot_validity.pdf\", bbox_inches=\"tight\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Cells for 3-subplot figure\n",
+    "\n",
+    "Contains: Average EAL levels, Interesting schemes evolution, Stackplot of categories"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "figure_width = 2.3\n",
+    "figure_height = 1.8"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "avg_levels = pd.read_csv(RESULTS_DIR / \"avg_eal.csv\")\n",
+    "eal_to_num_mapping = {eal: index for index, eal in enumerate(df[\"eal\"].cat.categories)}\n",
+    "avg_levels[\"smartcard_category\"] = avg_levels.category.map(\n",
+    "    lambda x: x if x == \"ICs, Smartcards\" else \"Other 14 categories\"\n",
+    ")\n",
+    "line = sns.lineplot(\n",
+    "    data=avg_levels.loc[avg_levels.year_from < 2022],\n",
+    "    x=\"year_from\",\n",
+    "    y=\"eal_number\",\n",
+    "    hue=\"smartcard_category\",\n",
+    "    ci=None,\n",
+    "    style=\"smartcard_category\",\n",
+    "    markers=True,\n",
+    ")\n",
+    "line.set(xlabel=None, ylabel=None, title=None, xlim=(1999.6,2021.4))\n",
+    "ymin = 1\n",
+    "ymax = 9\n",
+    "ylabels = [\n",
+    "    x if \"+\" in x else x + r\"\\phantom{+}\" for x in list(eal_to_num_mapping.keys())[ymin : ymax + 1]\n",
+    "]  # this also aligns the labels by adding phantom spaces\n",
+    "line.set_yticks(range(ymin, ymax + 1), ylabels)\n",
+    "line.set_xticks([1997, 2002, 2007, 2012, 2017, 2021])\n",
+    "line.legend(title=None, labels=avg_levels.smartcard_category.unique())\n",
+    "\n",
+    "fig = matplotlib.pyplot.gcf()\n",
+    "fig.set_size_inches(figure_width, figure_height)\n",
+    "fig.tight_layout(pad=0.1)\n",
+    "fig.savefig(\"/Users/adam/Downloads/temporal_trends_categories.pgf\")\n",
+    "fig.savefig(\"/Users/adam/Downloads/temporal_trends_categories.pdf\")\n",
+    "plt.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "interesting_schemes = pd.read_csv(RESULTS_DIR / \"interesting_schemes.csv\")\n",
+    "\n",
+    "line = sns.lineplot(\n",
+    "    data=interesting_schemes,\n",
+    "    x=\"year_from\",\n",
+    "    y=\"size\",\n",
+    "    hue=\"scheme\",\n",
+    "    style=\"scheme\",\n",
+    "    markers=True,\n",
+    "    dashes=True,\n",
+    ")\n",
+    "line.set(xlabel=None, ylabel=None, title=None, xlim=(1999.6,2021.4), ylim=(0, 60))\n",
+    "line.set_xticks([1997, 2002, 2007, 2012, 2017, 2021])\n",
+    "line.legend(title=None)\n",
+    "fig = matplotlib.pyplot.gcf()\n",
+    "fig.set_size_inches(figure_width, figure_height)\n",
+    "fig.tight_layout(pad=0.1)\n",
+    "fig.savefig(\"/Users/adam/Downloads/temporal_trends_schemes.pgf\")\n",
+    "fig.savefig(\"/Users/adam/Downloads/temporal_trends_schemes.pdf\")\n",
+    "plt.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_certs = pd.read_csv(RESULTS_DIR / \"popular_categories.csv\").astype({\"year_from\": \"category\"})\n",
+    "dct = {\n",
+    "    \"ICs, Smart Cards and Smart Card-Related Devices and Systems\": \"ICs, Smart Cards\",\n",
+    "    \"Network and Network-Related Devices and Systems\": \"Network-Related Devices\",\n",
+    "    \"Other Devices and Systems\": \"Other Devices\",\n",
+    "    \"One of 11 other categories\": \"11 Other Categories\",\n",
+    "}\n",
+    "n_certs.popular_categories = n_certs.popular_categories.map(lambda x: dct.get(x, x))\n",
+    "\n",
+    "cats = n_certs.popular_categories.unique()\n",
+    "years = n_certs.year_from.cat.categories[:-1]\n",
+    "data = [n_certs.loc[n_certs.popular_categories == c, \"size\"].tolist()[:-1] for c in cats]\n",
+    "\n",
+    "palette = sns.color_palette(\"Spectral\", 5).as_hex()\n",
+    "colors = \",\".join(palette)\n",
+    "\n",
+    "plt.stackplot(years, data, labels=cats, colors=colors)\n",
+    "plt.legend(loc=\"upper center\", bbox_to_anchor=(0.38, 1.02))\n",
+    "plt.xticks([1997, 2002, 2007, 2012, 2017, 2021])\n",
+    "#plt.title(\"(c) Popularity of categories\")\n",
+    "plt.xlim(1997, 2021)\n",
+    "\n",
+    "fig = matplotlib.pyplot.gcf()\n",
+    "fig.set_size_inches(figure_width, figure_height)\n",
+    "fig.tight_layout(pad=0.1)\n",
+    "fig.savefig(\"/Users/adam/Downloads/temporal_trends_stackplot.pdf\")\n",
+    "fig.savefig(\"/Users/adam/Downloads/temporal_trends_stackplot.pgf\")\n",
+    "plt.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1997.0"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "avg_levels.year_from.min()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.8.1 ('certsvenv': venv)",
+   "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": "3.8.1"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "6386d1612879d92d026c363e7667e428bc38d86c5a080d58c3d70e7cd43df67d"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
author	Adam Janovsky	2022-09-27 12:52:50 +0200
committer	Adam Janovsky	2022-09-27 12:52:50 +0200
commit	0b9e7a4d7ff37640071c67c34fa380caae18e029 (patch)
tree	136795a7f08b8275e36a8bb5dfc8e7a0c21e3ec1
parent	346cc6dd7a945855a5a4416b886fe4c1e7788e11 (diff)
download	sec-certs-0b9e7a4d7ff37640071c67c34fa380caae18e029.tar.gz sec-certs-0b9e7a4d7ff37640071c67c34fa380caae18e029.tar.zst sec-certs-0b9e7a4d7ff37640071c67c34fa380caae18e029.zip