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1 Parent(s): b939ab2

Update dataset

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Files changed (50) hide show
  1. .conversion_report.json +1 -1
  2. .metadata.json +18 -18
  3. README.md +14 -14
  4. data/combined.parquet +2 -2
  5. data/cpe.parquet +2 -2
  6. data/cve.parquet +2 -2
  7. data/epss.parquet +2 -2
  8. data/euvd.parquet +2 -2
  9. data/exploitdb.parquet +2 -2
  10. data/ghsa.parquet +2 -2
  11. data/kev.parquet +2 -2
  12. data/lolbas.parquet +2 -2
  13. data/misp_galaxy.parquet +2 -2
  14. data/nuclei.parquet +2 -2
  15. data/osv.parquet +2 -2
  16. data/vulnrichment.parquet +2 -2
  17. neighborhoods/CVE-2012-4549.json +0 -0
  18. neighborhoods/CVE-2012-4550.json +0 -0
  19. neighborhoods/CVE-2022-31765.json +0 -0
  20. neighborhoods/CVE-2022-36323.json +0 -0
  21. neighborhoods/CVE-2022-36324.json +0 -0
  22. neighborhoods/CVE-2022-36325.json +0 -0
  23. neighborhoods/CVE-2024-0793.json +0 -0
  24. neighborhoods/CVE-2024-1139.json +0 -0
  25. neighborhoods/CVE-2024-12085.json +0 -0
  26. neighborhoods/CVE-2024-1394.json +0 -0
  27. neighborhoods/CVE-2024-20311.json +0 -0
  28. neighborhoods/CVE-2024-20399.json +0 -0
  29. neighborhoods/CVE-2024-20433.json +0 -0
  30. neighborhoods/CVE-2024-20481.json +0 -0
  31. neighborhoods/CVE-2024-3727.json +0 -0
  32. neighborhoods/CVE-2024-45497.json +0 -0
  33. neighborhoods/CVE-2025-56005.json +0 -0
  34. neighborhoods/CVE-2025-57848.json +0 -0
  35. neighborhoods/CVE-2025-61726.json +0 -0
  36. neighborhoods/CVE-2025-61731.json +0 -0
  37. neighborhoods/CVE-2025-61732.json +0 -0
  38. neighborhoods/CVE-2025-7195.json +0 -0
  39. neighborhoods/CVE-2026-21441.json +0 -0
  40. neighborhoods/CVE-2026-25679.json +0 -0
  41. neighborhoods/CVE-2026-33186.json +0 -0
  42. neighborhoods/CVE-2026-33814.json +0 -0
  43. neighborhoods/CVE-2026-34986.json +0 -0
  44. neighborhoods/CWE-116.json +0 -0
  45. neighborhoods/CWE-126.json +0 -0
  46. neighborhoods/CWE-1284.json +0 -0
  47. neighborhoods/CWE-129.json +0 -0
  48. neighborhoods/CWE-1321.json +0 -0
  49. neighborhoods/CWE-1333.json +0 -0
  50. neighborhoods/CWE-1336.json +0 -0
.conversion_report.json CHANGED
@@ -1,4 +1,4 @@
1
  {
2
  "failed_sources": [],
3
- "timestamp": "2026-08-17T06:42:40Z"
4
  }
 
1
  {
2
  "failed_sources": [],
3
+ "timestamp": "2026-08-24T06:46:08Z"
4
  }
.metadata.json CHANGED
@@ -4,19 +4,19 @@
4
  "atomic": "atomic-red-team-master",
5
  "capec": "capec_latest_20230124_1832.xml",
6
  "car": "car-master",
7
- "cpe": "nvdcpe-2.0_20260815_0400",
8
- "cve": "cve_extracted_2026-08-17_all_CVEs_at_midnight",
9
  "cwe": "cwec_v4.20.xml",
10
  "d3fend": "d3fend_20260805_0046.json",
11
  "engage": "engage_attack_mapping_15343fed3525.json",
12
  "enterprise": "enterprise-attack_8048813362a8.json",
13
- "epss": "epss_scores-current.csv_20260816_1331.gz",
14
  "euvd": "euvd_dump.json",
15
- "exploitdb": "files_exploits_be32a5f97546.csv",
16
  "f3": "f3-stix_aca39036f8cc.json",
17
  "ghsa": "advisory-database-main",
18
  "ics": "ics-attack_a1647dcaddc4.json",
19
- "kev": "known_exploited_vulnerabilities_20260814_1634.json",
20
  "lolbas": "LOLBAS-master",
21
  "loldrivers": "LOLDrivers-main",
22
  "misp_galaxy": "misp-galaxy-main",
@@ -29,28 +29,28 @@
29
  },
30
  "source_fingerprints": {
31
  "atlas": "etag:W/\"91a3fc0d5629ef7093e8f5ab43a6960af0edb4124416fa41e2687dfcbda29283\"",
32
- "atomic": "sha:5cdeb06642db",
33
  "attack": "sha:6cda5ad8462c",
34
  "capec": "lm:Tue, 24 Jan 2023 18:32:31 GMT",
35
  "car": "sha:1b922fe1527d",
36
- "cpe": "lm:Sat, 15 Aug 2026 04:00:12 GMT",
37
- "cve": "tag:cve_2026-08-17_0600Z",
38
  "cwe": "lm:Thu, 30 Apr 2026 09:15:04 GMT",
39
  "d3fend": "lm:Wed, 05 Aug 2026 00:46:30 GMT",
40
  "engage": "etag:W/\"bc78d959160b3ec4eb800ba43ce1a20c4818aff6105c5feaf4d81496ff419d08\"",
41
- "epss": "lm:Sun, 16 Aug 2026 13:31:27 GMT",
42
- "euvd": "hash:ffb30d18b0fe0e36",
43
- "exploitdb": "etag:\"2da06f57880696fbc6e8d3ac5b3c66f1\"",
44
  "f3": "sha:1939f92dafd7",
45
- "ghsa": "sha:7a5ffa5658f0",
46
- "kev": "lm:Fri, 14 Aug 2026 16:34:49 GMT",
47
- "lolbas": "sha:3403b338875b",
48
  "loldrivers": "sha:5554706c8350",
49
- "misp_galaxy": "sha:8afd83b5969e",
50
  "nist_800_53": "sha:705ca1b87954",
51
- "nuclei": "sha:8c1c22d2c7ca",
52
- "osv": "lm:Sun, 16 Aug 2026 19:48:57 GMT",
53
  "sigma": "tag:r2026-07-01",
54
- "vulnrichment": "sha:c17c42280a4b"
55
  }
56
  }
 
4
  "atomic": "atomic-red-team-master",
5
  "capec": "capec_latest_20230124_1832.xml",
6
  "car": "car-master",
7
+ "cpe": "nvdcpe-2.0_20260822_0400",
8
+ "cve": "cve_extracted_2026-08-24_all_CVEs_at_midnight",
9
  "cwe": "cwec_v4.20.xml",
10
  "d3fend": "d3fend_20260805_0046.json",
11
  "engage": "engage_attack_mapping_15343fed3525.json",
12
  "enterprise": "enterprise-attack_8048813362a8.json",
13
+ "epss": "epss_scores-current.csv_20260823_1331.gz",
14
  "euvd": "euvd_dump.json",
15
+ "exploitdb": "files_exploits_b50610320f45.csv",
16
  "f3": "f3-stix_aca39036f8cc.json",
17
  "ghsa": "advisory-database-main",
18
  "ics": "ics-attack_a1647dcaddc4.json",
19
+ "kev": "known_exploited_vulnerabilities_20260821_1746.json",
20
  "lolbas": "LOLBAS-master",
21
  "loldrivers": "LOLDrivers-main",
22
  "misp_galaxy": "misp-galaxy-main",
 
29
  },
30
  "source_fingerprints": {
31
  "atlas": "etag:W/\"91a3fc0d5629ef7093e8f5ab43a6960af0edb4124416fa41e2687dfcbda29283\"",
32
+ "atomic": "sha:9f85cf3e54b0",
33
  "attack": "sha:6cda5ad8462c",
34
  "capec": "lm:Tue, 24 Jan 2023 18:32:31 GMT",
35
  "car": "sha:1b922fe1527d",
36
+ "cpe": "lm:Sat, 22 Aug 2026 04:00:11 GMT",
37
+ "cve": "tag:cve_2026-08-24_0600Z",
38
  "cwe": "lm:Thu, 30 Apr 2026 09:15:04 GMT",
39
  "d3fend": "lm:Wed, 05 Aug 2026 00:46:30 GMT",
40
  "engage": "etag:W/\"bc78d959160b3ec4eb800ba43ce1a20c4818aff6105c5feaf4d81496ff419d08\"",
41
+ "epss": "lm:Sun, 23 Aug 2026 13:31:24 GMT",
42
+ "euvd": "hash:8ceafda38e2fafcd",
43
+ "exploitdb": "etag:\"a48716ec3a6a7f0119b4127d7b0d5b0b\"",
44
  "f3": "sha:1939f92dafd7",
45
+ "ghsa": "sha:a8e95b112752",
46
+ "kev": "lm:Fri, 21 Aug 2026 17:46:43 GMT",
47
+ "lolbas": "sha:9c5e3841081c",
48
  "loldrivers": "sha:5554706c8350",
49
+ "misp_galaxy": "sha:91e6b5c6e667",
50
  "nist_800_53": "sha:705ca1b87954",
51
+ "nuclei": "sha:24858b4bfabf",
52
+ "osv": "lm:Mon, 24 Aug 2026 05:33:43 GMT",
53
  "sigma": "tag:r2026-07-01",
54
+ "vulnrichment": "sha:0db4301c1c46"
55
  }
56
  }
README.md CHANGED
@@ -173,7 +173,7 @@ Security data from 24 sources represented as **Subject-Predicate-Object (SPO) tr
173
 
174
  Sources: [ATT&CK](https://attack.mitre.org/) · [CAPEC](https://capec.mitre.org/) · [CWE](https://cwe.mitre.org/) · [CVE](https://www.cve.org/) · [CPE](https://nvd.nist.gov/products/cpe) · [D3FEND](https://d3fend.mitre.org/) · [ATLAS](https://atlas.mitre.org/) · [CAR](https://car.mitre.org/) · [ENGAGE](https://engage.mitre.org/) · [F3](https://ctid.mitre.org/fraud) · [EPSS](https://www.first.org/epss/) · [KEV](https://www.cisa.gov/known-exploited-vulnerabilities-catalog) · [Vulnrichment](https://github.com/cisagov/vulnrichment) · [GHSA](https://github.com/github/advisory-database) · [Sigma](https://github.com/SigmaHQ/sigma) · [ExploitDB](https://gitlab.com/exploit-database/exploitdb) · [MISP Galaxies](https://github.com/MISP/misp-galaxy) · [LOLBAS](https://lolbas-project.github.io/) · [LOLDrivers](https://www.loldrivers.io/) · [Atomic Red Team](https://github.com/redcanaryco/atomic-red-team) · [NIST 800-53](https://github.com/center-for-threat-informed-defense/mappings-explorer) · [Nuclei](https://github.com/projectdiscovery/nuclei-templates) · [EUVD](https://euvd.enisa.europa.eu/) · [OSV](https://osv.dev/)
175
 
176
- *Last updated: 2026-08-17T06:49:17Z*
177
 
178
  ## Quick Start
179
 
@@ -195,28 +195,28 @@ print(ds["train"][0])
195
  | `attack-all` | ATT&CK combined (deduplicated) | 52,199 | Current |
196
  | `capec` | CAPEC attack patterns | 8,114 | Current |
197
  | `cwe` | CWE weaknesses | 14,583 | Current |
198
- | `cve` | CVE vulnerabilities | 4,082,491 | Current |
199
- | `cpe` | CPE platform enumeration | 13,866,756 | Current |
200
  | `d3fend` | D3FEND defensive techniques | 8,473 | Current |
201
  | `atlas` | ATLAS AI/ML techniques | 1,373 | Current |
202
  | `car` | CAR analytics | 1,617 | Current |
203
  | `engage` | ENGAGE adversary engagement | 1,464 | Current |
204
  | `f3` | F3 fraud techniques & tactics | 1,053 | Current |
205
- | `epss` | EPSS exploit prediction scores | 720,798 | Current |
206
- | `kev` | KEV known exploited vulns | 18,248 | Current |
207
- | `vulnrichment` | CISA Vulnrichment (SSVC, CVSS, CWE enrichment) | 1,667,199 | Current |
208
- | `ghsa` | GitHub Security Advisories | 399,039 | Current |
209
  | `sigma` | Sigma detection rules | 33,498 | Current |
210
- | `exploitdb` | ExploitDB public exploits | 347,337 | Current |
211
- | `misp_galaxy` | MISP Galaxy threat intelligence clusters | 206,159 | Current |
212
- | `lolbas` | LOLBAS living-off-the-land binaries | 3,707 | Current |
213
  | `loldrivers` | LOLDrivers vulnerable/malicious drivers | 11,745 | Current |
214
  | `atomic` | Atomic Red Team test definitions | 11,073 | Current |
215
  | `nist_800_53` | NIST 800-53 → ATT&CK control mappings | 4,786 | Current |
216
- | `nuclei` | Nuclei vulnerability detection templates | 100,101 | Current |
217
- | `euvd` | EUVD European vulnerability database | 5,013 | Current |
218
- | `osv` | OSV open-source vulnerabilities (23 ecosystems) | 7,731,485 | Current |
219
- | `combined` | All sources merged (deduplicated) | 29,298,311 | Current |
220
 
221
 
222
 
 
173
 
174
  Sources: [ATT&CK](https://attack.mitre.org/) · [CAPEC](https://capec.mitre.org/) · [CWE](https://cwe.mitre.org/) · [CVE](https://www.cve.org/) · [CPE](https://nvd.nist.gov/products/cpe) · [D3FEND](https://d3fend.mitre.org/) · [ATLAS](https://atlas.mitre.org/) · [CAR](https://car.mitre.org/) · [ENGAGE](https://engage.mitre.org/) · [F3](https://ctid.mitre.org/fraud) · [EPSS](https://www.first.org/epss/) · [KEV](https://www.cisa.gov/known-exploited-vulnerabilities-catalog) · [Vulnrichment](https://github.com/cisagov/vulnrichment) · [GHSA](https://github.com/github/advisory-database) · [Sigma](https://github.com/SigmaHQ/sigma) · [ExploitDB](https://gitlab.com/exploit-database/exploitdb) · [MISP Galaxies](https://github.com/MISP/misp-galaxy) · [LOLBAS](https://lolbas-project.github.io/) · [LOLDrivers](https://www.loldrivers.io/) · [Atomic Red Team](https://github.com/redcanaryco/atomic-red-team) · [NIST 800-53](https://github.com/center-for-threat-informed-defense/mappings-explorer) · [Nuclei](https://github.com/projectdiscovery/nuclei-templates) · [EUVD](https://euvd.enisa.europa.eu/) · [OSV](https://osv.dev/)
175
 
176
+ *Last updated: 2026-08-24T06:57:39Z*
177
 
178
  ## Quick Start
179
 
 
195
  | `attack-all` | ATT&CK combined (deduplicated) | 52,199 | Current |
196
  | `capec` | CAPEC attack patterns | 8,114 | Current |
197
  | `cwe` | CWE weaknesses | 14,583 | Current |
198
+ | `cve` | CVE vulnerabilities | 4,125,242 | Current |
199
+ | `cpe` | CPE platform enumeration | 13,921,918 | Current |
200
  | `d3fend` | D3FEND defensive techniques | 8,473 | Current |
201
  | `atlas` | ATLAS AI/ML techniques | 1,373 | Current |
202
  | `car` | CAR analytics | 1,617 | Current |
203
  | `engage` | ENGAGE adversary engagement | 1,464 | Current |
204
  | `f3` | F3 fraud techniques & tactics | 1,053 | Current |
205
+ | `epss` | EPSS exploit prediction scores | 727,658 | Current |
206
+ | `kev` | KEV known exploited vulns | 18,348 | Current |
207
+ | `vulnrichment` | CISA Vulnrichment (SSVC, CVSS, CWE enrichment) | 1,690,236 | Current |
208
+ | `ghsa` | GitHub Security Advisories | 401,715 | Current |
209
  | `sigma` | Sigma detection rules | 33,498 | Current |
210
+ | `exploitdb` | ExploitDB public exploits | 347,442 | Current |
211
+ | `misp_galaxy` | MISP Galaxy threat intelligence clusters | 206,235 | Current |
212
+ | `lolbas` | LOLBAS living-off-the-land binaries | 3,719 | Current |
213
  | `loldrivers` | LOLDrivers vulnerable/malicious drivers | 11,745 | Current |
214
  | `atomic` | Atomic Red Team test definitions | 11,073 | Current |
215
  | `nist_800_53` | NIST 800-53 → ATT&CK control mappings | 4,786 | Current |
216
+ | `nuclei` | Nuclei vulnerability detection templates | 100,499 | Current |
217
+ | `euvd` | EUVD European vulnerability database | 5,043 | Current |
218
+ | `osv` | OSV open-source vulnerabilities (23 ecosystems) | 7,952,833 | Current |
219
+ | `combined` | All sources merged (deduplicated) | 29,650,866 | Current |
220
 
221
 
222
 
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