feat: EDA most common CVEs, crypto algs

1 files changed, 155 insertions, 19 deletions

diff --git a/notebooks/fips/references.ipynb b/notebooks/fips/references.ipynb
index f8eb4f00..9f443704 100644
--- a/notebooks/fips/references.ipynb
+++ b/notebooks/fips/references.ipynb
@@ -53,8 +53,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "id": "b52b9547",
+   "execution_count": 59,
+   "id": "614850e2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -63,6 +63,7 @@
     "import matplotlib.pyplot as plt\n",
     "\n",
     "from sec_certs.dataset.fips import FIPSDataset\n",
+    "from collections import Counter\n",
     "\n",
     "sns.set_palette(\"deep\")"
    ]
@@ -390,10 +391,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8434d0fc",
+   "id": "72142ff5",
    "metadata": {},
    "source": [
-    "## Exploratory data analysis"
+    "## Exploratory Data Analysis"
    ]
   },
   {
@@ -417,7 +418,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "370b25ff",
+   "id": "1c1e7211",
    "metadata": {
     "scrolled": true
    },
@@ -444,7 +445,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e54e4a84",
+   "id": "53c2bcde",
    "metadata": {},
    "source": [
     "### Status distribution of certificates"
@@ -453,7 +454,7 @@
   {
    "cell_type": "code",
    "execution_count": 32,
-   "id": "16a9c99c",
+   "id": "006e436e",
    "metadata": {
     "scrolled": false
    },
@@ -478,7 +479,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cee3ca91",
+   "id": "0b553d83",
    "metadata": {},
    "source": [
     "### Type distribution of certificates"
@@ -487,7 +488,7 @@
   {
    "cell_type": "code",
    "execution_count": 31,
-   "id": "4d268284",
+   "id": "382867bb",
    "metadata": {
     "scrolled": false
    },
@@ -513,7 +514,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "04464ec0",
+   "id": "7f365a8d",
    "metadata": {},
    "source": [
     "### Standard distribution of certificates"
@@ -521,15 +522,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
-   "id": "7d5bdaff",
+   "execution_count": 41,
+   "id": "b9992b31",
    "metadata": {
     "scrolled": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -541,19 +542,28 @@
    "source": [
     "sns.histplot(data=df[\"standard\"])\n",
     "plt.title(\"Distribution of certificate standards\")\n",
-    "plt.xlabel(\"Certificate standard\")\n",
     "plt.show()"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 39,
-   "id": "8c158e95",
+   "cell_type": "markdown",
+   "id": "1bfce80f",
    "metadata": {},
+   "source": [
+    "### Distribution of embodiment in the dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "21e0709f",
+   "metadata": {
+    "scrolled": false
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -565,9 +575,135 @@
    "source": [
     "sns.histplot(data=df[\"embodiment\"])\n",
     "plt.title(\"Distribution of certificate embodiments\")\n",
-    "plt.xlabel(\"Embodi\")\n",
+    "plt.xticks(rotation=90) \n",
     "plt.show()"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "56e5bb3f",
+   "metadata": {},
+   "source": [
+    "### Five most common CVEs in the dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "728204b5",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of certificates with at least one CVE: 220\n"
+     ]
+    }
+   ],
+   "source": [
+    "cve_certs_df = df[df[\"related_cves\"].notna()]\n",
+    "\n",
+    "print(f\"Number of certificates with at least one CVE: {cve_certs_df.shape[0]}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "26f9f736",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('CVE-2016-7091', 49),\n",
+       " ('CVE-1999-0037', 45),\n",
+       " ('CVE-2001-0889', 45),\n",
+       " ('CVE-2007-3103', 45),\n",
+       " ('CVE-1999-1288', 45)]"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cve_counter = Counter()\n",
+    "\n",
+    "for cves in cve_certs_df[\"related_cves\"]:\n",
+    "    cve_counter.update(cves)\n",
+    "\n",
+    "cve_counter.most_common(5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "98d90c4e",
+   "metadata": {},
+   "source": [
+    "### Five most common crypto algorithms used"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "d10b1d10",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('RSA#1', 180),\n",
+       " ('Triple-DES#34', 45),\n",
+       " ('ECDSA#368', 35),\n",
+       " ('AES#2273', 35),\n",
+       " ('DRBG#281', 35)]"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "crypto_algo_counter = Counter()\n",
+    "\n",
+    "for algorithms in df[\"algorithms\"]:\n",
+    "    crypto_algo_counter.update(algorithms)\n",
+    "\n",
+    "crypto_algo_counter.most_common(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "35ae71e6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "14c1d307",
+   "metadata": {},
+   "source": [
+    "## Analysis of FIPS references"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "b661c3ed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# TODO"
+   ]
   }
  ],
  "metadata": {