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Datasets:
l1ghth4t
/
iast-python3-django-flask

Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Size:
100K - 1M
Tags:
cybersecurity
vulnerability-detect
devsecops
iast
Libraries:
Datasets
pandas
License:
Dataset card Data Studio Files
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stringclasses
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stringclasses
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__index_level_0__
int64
1
101k
{'context_id': 490, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.martinez.com/main/app/taghome.htm', 'method': 'DELETE', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml...
CWE-79
96,479
{'context_id': 502, 'vulnerable': False, 'processing': False, 'request': {'url': 'http://www.roberts.info/app/tags/wp-contentsearch.php', 'method': 'GET', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/5...
Clean
50,632
{'context_id': 499, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://www.rice-davenport.com/maincategory.htm', 'method': 'POST', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Opera/9.51.(Windows NT 10.0; wo-SN) Presto/...
Clean
48,880
{'context_id': 540, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.morrison-jackson.com/list/tagsfaq.htm', 'method': 'POST', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Opera/9.78.(Windows NT 5.0; ig-NG) Presto/2.9.176 Version/1...
Clean
75,203
{'context_id': 550, 'vulnerable': False, 'processing': False, 'request': {'url': 'https://www.reynolds.com/explore/app/tagabout.htm', 'method': 'DELETE', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'python-requests/2.32.3', 'ACCEPT_ENCODING': 'gzip, deflate', 'ACCEPT': '*/*', 'CONNECTION': 'keep-alive', 'Conten...
CWE-502
29,035
{'context_id': 446, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.tate.info/explore/app/listabout.html', 'method': 'GET', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml...
Clean
80,133
{'context_id': 484, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.cooper.com/posts/category/blogcategory.html', 'method': 'DELETE', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/css,*/*;q=0....
Clean
47,362
{'context_id': 519, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://robertson.com/search/categories/appmain.html', 'method': 'POST', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Opera/8.91.(Windows NT 5.2; lv-LV) Pres...
Clean
61,704
{'context_id': 526, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://mora-wells.info/app/list/tagpost.htm', 'method': 'PATCH', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like ...
Clean
66,472
{'context_id': 503, 'vulnerable': False, 'processing': False, 'request': {'url': 'https://www.campos.org/mainhomepage.html', 'method': 'PUT', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; fil-PH) Appl...
Clean
51,525
{'context_id': 470, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.jackson.net/categories/category/wp-contentmain.jsp', 'method': 'DELETE', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,...
CWE-79
83,978
{'context_id': 558, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://www.bailey.com/mainindex.htm', 'method': 'PUT', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml+xml,applic...
CWE-400
26,187
{'context_id': 482, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://johnson-carroll.com/search/exploreterms.php', 'method': 'PATCH', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application...
CWE-918
100,029
{'context_id': 478, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://www.perez.org/postscategory.html', 'method': 'PUT', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml+xml,ap...
CWE-79
85,260
{'context_id': 529, 'vulnerable': False, 'processing': False, 'request': {'url': 'http://williams.com/categories/tagslogin.html', 'method': 'POST', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (compatible; MSIE 7.0; Windows N...
Clean
67,945
{'context_id': 23, 'vulnerable': False, 'processing': False, 'request': {'url': 'https://www.bell.com/category/postslogin.htm', 'method': 'DELETE', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Opera/9.37.(X11; Linux i686; tn-ZA) Presto/2...
Clean
36,780
{'context_id': 381, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://maynard.net/wp-contentpost.htm', 'method': 'POST', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml+xml,appl...
CWE-639
82,218
{'context_id': 581, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.moore.net/category/categorylogin.php', 'method': 'PATCH', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/4.0)...
CWE-400
13,367
{'context_id': 581, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://www.leon.com/list/listindex.htm', 'method': 'PATCH', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS ...
CWE-400
20,956
{'context_id': 540, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.morrison-jackson.com/list/tagsfaq.htm', 'method': 'POST', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Opera/9.78.(Windows NT 5.0; ig-NG) Presto/2.9.176 Version/1...
Clean
75,169
{'context_id': 426, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://perez.com/explorelogin.php', 'method': 'PUT', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml+xml,applicat...
CWE-89
89,001
{'context_id': 589, 'vulnerable': False, 'processing': False, 'request': {'url': 'http://www.reynolds-morgan.com/list/wp-content/wp-contentfaq.php', 'method': 'GET', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Opera/9.63.(X11; Linux i686; ff-SN) Presto/...
CWE-639
2,310
{'context_id': 496, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://owens.net/list/list/tagspost.html', 'method': 'POST', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml+xml,...
CWE-79
99,063
{'context_id': 397, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://harris-roberts.biz/tag/blog/mainabout.htm', 'method': 'POST', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xh...
CWE-918
82,810
{'context_id': 581, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://www.leon.com/list/listindex.htm', 'method': 'PATCH', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS ...
CWE-400
20,884
{'context_id': 482, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://johnson-carroll.com/search/exploreterms.php', 'method': 'PATCH', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application...
CWE-918
99,924
{'context_id': 535, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://tanner.net/tags/tags/poststerms.html', 'method': 'DELETE', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_1) ...
Clean
71,967
{'context_id': 529, 'vulnerable': False, 'processing': False, 'request': {'url': 'http://williams.com/categories/tagslogin.html', 'method': 'POST', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (compatible; MSIE 7.0; Windows N...
Clean
68,306
{'context_id': 421, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://humphrey.com/categoriesmain.htm', 'method': 'POST', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml+xml,ap...
CWE-89
93,589
{'context_id': 579, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://hickman.com/appfaq.jsp', 'method': 'POST', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Opera/9.50.(Windows NT 5.0; kn-IN) Presto/2.9.180 Version/11...
CWE-400
8,943
{'context_id': 401, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.mccarthy.com/main/list/tagshome.html', 'method': 'POST', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtm...
CWE-918
83,655
{'context_id': 526, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://mora-wells.info/app/list/tagpost.htm', 'method': 'PATCH', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like ...
Clean
66,158
{'context_id': 579, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://www.caldwell-simmons.net/tags/category/searchpost.htm', 'method': 'POST', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (iPad; CPU iPad O...
CWE-400
7,395
{'context_id': 579, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://hoffman.com/taghomepage.jsp', 'method': 'PUT', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Tride...
CWE-400
7,034
{'context_id': 454, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://harris.com/app/search/tagsfaq.asp', 'method': 'PUT', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml+xml,a...
CWE-79
86,615
{'context_id': 430, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://owens.com/app/tags/wp-contenthomepage.htm', 'method': 'DELETE', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/x...
CWE-89
89,639
{'context_id': 579, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://james-francis.org/tags/categorieslogin.htm', 'method': 'PUT', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (Linux; Android 4.1) AppleWebKit/534.2 (KHTML,...
CWE-400
4,613
{'context_id': 15, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://newman.com/explore/main/wp-contentcategory.html', 'method': 'PATCH', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Opera/9.91.(Windows NT 4.0; ha-NG) ...
Clean
34,242
{'context_id': 509, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.martinez-chung.com/explore/tagcategory.asp', 'method': 'POST', 'headers': {'Content-Length': '131', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; ...
Clean
55,380
{'context_id': 491, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://zamora.org/categories/app/exploresearch.html', 'method': 'DELETE', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,applicatio...
CWE-79
96,992
{'context_id': 543, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.berry.net/blog/wp-content/blogsearch.php', 'method': 'GET', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (Macintosh; U; PPC Mac OS X ...
Clean
76,949
{'context_id': 586, 'vulnerable': False, 'processing': False, 'request': {'url': 'https://www.jones-zimmerman.com/categoriesregister.htm', 'method': 'GET', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_4; rv...
Clean
2,718
{'context_id': 37, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://parks.com/blog/searchhomepage.php', 'method': 'PUT', 'headers': {'Content-Length': '105', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/3.1)', 'Acc...
CWE-79
41,529
{'context_id': 501, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.hernandez.org/tag/listindex.html', 'method': 'DELETE', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/534.6.7 (...
Clean
50,207
{'context_id': 438, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://rodriguez-burns.com/blogterms.php', 'method': 'GET', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml+xml,ap...
CWE-89
91,507
{'context_id': 565, 'vulnerable': False, 'processing': False, 'request': {'url': 'http://diaz.com/list/categoryregister.asp', 'method': 'POST', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml+xml...
CWE-16
27,751
{'context_id': 534, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://meyer-harrington.com/taglogin.php', 'method': 'GET', 'headers': {'Content-Length': '', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Opera/9.41.(X11; Linux i686; nhn-MX) Presto/2.9.188 Version/12.00', ...
Clean
71,512
{'context_id': 446, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://www.tate.info/explore/app/listabout.html', 'method': 'GET', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xhtml...
Clean
80,366
{'context_id': 494, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://nguyen.biz/blog/categories/tagspost.php', 'method': 'PATCH', 'headers': {'HOST': '127.0.0.1:5000', 'USER_AGENT': 'Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:134.0) Gecko/20100101 Firefox/134.0', 'ACCEPT': 'text/html,application/xht...
CWE-79
97,967
{'context_id': 581, 'vulnerable': True, 'processing': False, 'request': {'url': 'https://miller.com/exploreindex.php', 'method': 'GET', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; n...
CWE-400
13,709
{'context_id': 573, 'vulnerable': False, 'processing': False, 'request': {'url': 'https://preston.com/listmain.html', 'method': 'POST', 'headers': {'Content-Length': '93', 'Content-Type': 'application/json', 'Host': '127.0.0.1:8000', 'User-Agent': 'Opera/8.78.(X11; Linux x86_64; sat-IN) Presto/2.9.179 Version/12.00', '...
CWE-502
24,278
{'context_id': 581, 'vulnerable': True, 'processing': False, 'request': {'url': 'http://jackson.com/search/wp-contentindex.htm', 'method': 'DELETE', 'headers': {'Content-Length': '', 'Content-Type': 'application/x-www-form-urlencoded', 'Host': '127.0.0.1:8000', 'User-Agent': 'Mozilla/5.0 (Windows NT 5.2; nhn-MX; rv:1.9...
CWE-400
14,940
End of preview. Expand in Data Studio

Обучающий набор данных для трансферного обучения модели BERT

Обучающий набор данных (датасет) состоит из текстовых данных, собранных в результате инструментирования и тестирования уязвимых приложений.

Датасет содержит примеры выполнения как уязвимых, так и безопасных участков кода.

Обучающая выборка разделена на две части: обучающая (70% от общего объема данных) и тестовая (30% от общего объема).

Датасет содержит примеры следующих уязвимостей:

  • CWE-352: подделка межсайтовых запросов (CSRF);
  • CWE-639: небезопасная прямая ссылка на объект (IDOR);
  • CWE-77: выполнение команд (Command Injection);
  • CWE-79: межсайтовый скриптинг (XSS);
  • CWE-89: SQL-инъекция;
  • CWE-16: уязвимости, связанные с конфигурацией;
  • CWE-502: десериализация недоверенных данных;
  • CWE-400: неуправляемое потребление ресурсов;
  • CWE-918: подделка серверных запросов (SSRF).
Downloads last month
7
Number of rows:
101,120
Total file size:
15.5 MB