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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# FIPS Dataset class\n",
"\n",
"This notebook illustrates basic functionality with the `FIPSDataset` class that holds FIPS 140 dataset"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from sec_certs.dataset.fips import FIPSDataset\n",
"from sec_certs.sample import FIPSCertificate"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get fresh dataset snapshot from mirror"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"dset: FIPSDataset = FIPSDataset.from_web_latest()\n",
"print(len(dset))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Do some basic dataset serialization"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Dump dataset into json and load it back\n",
"dset.to_json(\"./fips_dataset.json\")\n",
"new_dset = FIPSDataset.from_json(\"./fips_dataset.json\")\n",
"assert dset == new_dset"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Simple dataset manipulation"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Get certificates from a single manufacturer\n",
"cisco_certs = [cert for cert in dset if \"Cisco\" in cert.manufacturer]\n",
"\n",
"# Get certificates with some CVE\n",
"vulnerable_certs = [cert for cert in dset if cert.heuristics.related_cves]\n",
"\n",
"# Show CVE ids of some vulnerable certificate\n",
"print(f\"{vulnerable_certs[0].heuristics.related_cves=}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dissect single certificate"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Select a certificate and print some attributes\n",
"cert: FIPSCertificate = dset[\"542cacae1d41132a\"]\n",
"\n",
"print(f\"{cert.web_data.module_name=}\")\n",
"print(f\"{cert.heuristics.cpe_matches=}\")\n",
"print(f\"{cert.web_data.level=}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Serialize single certificate"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"cert.to_json(\"./cert.json\")\n",
"new_cert: FIPSCertificate = FIPSCertificate.from_json(\"./cert.json\")\n",
"assert new_cert == cert"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create new dataset and fully process it\n",
"\n",
"*Warning*: It's not good idea to run this from notebook. It may take several hours to finnish. We recommend using `from_web_latest()` or turning this into a Python script."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"dset = FIPSDataset()\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()"
]
}
],
"metadata": {
"interpreter": {
"hash": "6386d1612879d92d026c363e7667e428bc38d86c5a080d58c3d70e7cd43df67d"
},
"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
},
"nbformat": 4,
"nbformat_minor": 2
}
|
