idx
int64 0
99
| timestamp
stringlengths 20
20
| original_url
stringlengths 25
46
| transformed_url
stringlengths 22
40
| category
stringlengths 3
13
| anomaly_score
float64 0.1
0.95
| labels
stringclasses 11
values |
|---|---|---|---|---|---|---|
0 | 2023-01-15T08:00:00Z | https://www.example-educational-site.com | https://education-example.com | Educational | 0.1 | Typical |
1 | 2023-01-16T09:30:00Z | https://www.sample-commercial-site.com | https://shop-example.com | Commercial | 0.3 | Typical |
2 | 2023-01-17T11:45:00Z | https://www.malicious-link.com | https://safety-example.com | Malicious | 0.9 | Anomalous |
3 | 2023-01-18T14:20:00Z | https://www.example-malicious-site.com | https://safety-example.com | Malicious | 0.8 | Anomalous |
4 | 2023-01-19T16:55:00Z | https://www.example-network.com | https://network-example.com | Other | 0.2 | Typical |
5 | 2023-02-01T10:00:00Z | https://www.easy-shop.com | https://store-easy-example.com | Commercial | 0.1 | Typical |
6 | 2023-02-02T13:00:00Z | https://www.example-legit-site.com | https://misplaced-domain.com | Malicious | 0.95 | Anomalous |
7 | 2023-02-01T10:00:00Z | https://www.example-news.com/article | https://news-article-example.com/article | News | 0.1 | Typical |
8 | 2023-02-01T10:00:00Z | https://www.example-legit-news.com | https://news-example.com | Educational | 0.7 | Anomalous |
9 | 2023-02-01T10:00:00Z | https://www.e-learning-resource.com | https://education-example.com | Educational | 0.1 | Typical |
10 | 2023-02-05T10:00:00Z | https://www.confusing-website.com | https://unclear-example.com | Other | 0.7 | Anomalous |
11 | 2023-02-03T10:25:00Z | https://www.news-article.com | https://news-example.com | Other | 0.1 | Typical |
12 | 2023-01-21T10:15:00Z | https://www.suspicious-link.com | https://hidden-depths.com | Malicious | 0.95 | Anomalous |
13 | 2023-02-03T10:25:00Z | https://www.rare-tech-site.com | https://tech-example.com | Tech | 0.2 | Typical |
14 | 2023-02-02T10:00:00Z | https://www.unique-service.com | https://unexpected-redirect.com | Anomalous | 0.9 | Redirect Mismatch |
15 | 2023-02-02T13:45:00Z | https://www.learn-with-us.com | https://learn-example-site.com | Educational | 0.1 | Typical |
16 | 2023-02-03T15:10:00Z | https://www.secure-bank.com | https://login-website.com | Malicious | 0.9 | Anomalous |
17 | 2023-02-02T12:30:00Z | https://www.example-blog.com/post | https://blog-example.com/post | Blog | 0.2 | Typical |
18 | 2023-02-02T12:30:00Z | https://www.sample-legit-site.com | https://safety-example.com | Commercial | 0.6 | Anomalous |
19 | 2023-02-02T12:30:00Z | https://www.retail-shop.com | https://shop-example.com | Commercial | 0.3 | Typical |
20 | 2023-02-06T13:45:00Z | https://www.vulnerable-site.com | https://secure-example.com | Security | 0.85 | Anomalous |
21 | 2023-02-04T12:40:00Z | https://www.research-paper.org | https://research-example.com | Academic | 0.15 | Typical |
22 | 2023-01-22T12:30:00Z | https://www.disguised-redirect.com | https://deceptive-website.com | Malicious | 0.92 | Anomalous |
23 | 2023-02-04T13:40:00Z | https://www.niche-science-forum.com | https://science-forum-example.com | Science | 0.1 | Typical |
24 | 2023-02-03T11:30:00Z | https://www.niche-forum.com | https://forum-not-found.com | Anomalous | 0.9 | Unexpected Redirect |
25 | 2023-02-03T16:30:00Z | https://www.book-it-now.com | https://book-example-site.com | Educational | 0.1 | Typical |
26 | 2023-02-04T17:25:00Z | https://www.good-news.com | https://download-virus.com | Malicious | 0.92 | Anomalous |
27 | 2023-02-03T15:45:00Z | https://www.example-photo-gallery.com/photos | https://gallery-example.com/photos | Media | 0.1 | Typical |
28 | 2023-02-03T14:15:00Z | https://www.malicious-site-example.com | https://safety-example.com | Malicious | 0.9 | Anomalous |
29 | 2023-02-03T15:00:00Z | https://www.marketplace-services.com | https://shop-example.com | Commercial | 0.3 | Typical |
30 | 2023-02-07T15:30:00Z | https://www.tricky-path.com | https://redirect-example.com | Security | 0.8 | Anomalous |
31 | 2023-02-05T15:00:00Z | https://www.social-network.com | https://social-example.com | Social Media | 0.2 | Typical |
32 | 2023-01-23T14:05:00Z | https://www.stealth-throttle.com | https://slow-down-site.com | Malicious | 0.89 | Anomalous |
33 | 2023-02-05T16:05:00Z | https://www.quirky-art-blog.com | https://art-blog-example.com | Art | 0.3 | Typical |
34 | 2023-02-04T13:15:00Z | https://www.special-product.com | https://department-not-existing.com | Anomalous | 0.9 | Department Mismatch |
35 | 2023-02-04T18:20:00Z | https://www.movie-time.com | https://movie-time-site.com | Entertainment | 0.1 | Typical |
36 | 2023-02-05T19:35:00Z | https://www.photo-gallery.com | https://phish-photo-account.com | Malicious | 0.93 | Anomalous |
37 | 2023-02-04T17:10:00Z | https://www.example-online-store.com/shop | https://shop-example.com/shop | Commercial | 0.2 | Typical |
38 | 2023-02-04T16:00:00Z | https://www.legit-news-site.com | https://news-example.com | Educational | 0.4 | Anomalous |
39 | 2023-02-04T17:45:00Z | https://www.product-demo-site.com | https://demo-example.com | Product | 0.2 | Typical |
40 | 2023-02-08T17:25:00Z | https://www.complex-link.com | https://complicated-example.com | Complex | 0.9 | Anomalous |
41 | 2023-02-06T17:35:00Z | https://www.photo-gallery.net | https://photos-example.com | Media | 0.25 | Typical |
42 | 2023-01-24T16:40:00Z | https://www.covert-scan.com | https://detection-avoidance.com | Malicious | 0.93 | Anomalous |
43 | 2023-02-06T18:20:00Z | https://www.local-community-forum.com | https://community-forum-example.com | Community | 0.1 | Typical |
44 | 2023-02-05T14:45:00Z | https://www.rare-event.com | https://event-not-happening.com | Anomalous | 0.9 | Event Discrepancy |
45 | 2023-02-05T20:55:00Z | https://www.news-flash.com | https://news-flash-example.com | News | 0.1 | Typical |
46 | 2023-02-06T21:40:00Z | https://www.music-streaming.com | https://audio-ripper.com | Malicious | 0.89 | Anomalous |
47 | 2023-02-05T19:25:00Z | https://www.example-weather-forecast.com/today | https://weather-example.com/today | Information | 0.1 | Typical |
48 | 2023-02-05T18:45:00Z | https://www.legit-commercial-site.com | https://shop-example.com | Commercial | 0.5 | Anomalous |
49 | 2023-02-05T19:20:00Z | https://www.service-provider.com | https://service-example.com | Service | 0.1 | Typical |
50 | 2023-02-09T19:10:00Z | https://www.encrypted-danger.com | https://encrypt-example.com | Security | 0.95 | Anomalous |
51 | 2023-02-07T19:10:00Z | https://www.online-game.com | https://gaming-example.com | Entertainment | 0.3 | Typical |
52 | 2023-01-25T18:25:00Z | https://www.mimic-signature.com | https://duplicate-profile.com | Malicious | 0.9 | Anomalous |
53 | 2023-02-07T20:35:00Z | https://www.local-farmers-market.com | https://market-example.com | Farmers | 0.1 | Typical |
54 | 2023-02-06T16:05:00Z | https://www.hidden-feature.com | https://feature-unavailable.com | Anomalous | 0.9 | Feature Not Found |
55 | 2023-02-06T22:10:00Z | https://www.car-dealer.com | https://car-dealer-example.com | Commercial | 0.1 | Typical |
56 | 2023-02-07T23:50:00Z | https://www.good-tips-blog.com | https://exploit-tips-blog.com | Malicious | 0.94 | Anomalous |
57 | 2023-02-06T21:05:00Z | https://www.example-book-review.com/review | https://review-example.com/review | Review | 0.2 | Typical |
58 | 2023-02-06T20:30:00Z | https://www.malicious-website-example.com | https://safety-example.com | Malicious | 0.8 | Anomalous |
59 | 2023-02-06T21:05:00Z | https://www.news-website.com | https://news-example.com | Media | 0.2 | Typical |
60 | 2023-02-10T21:50:00Z | https://www.disguised-ad.com | https://advertise-example.com | Advertisement | 0.75 | Anomalous |
61 | 2023-02-08T21:55:00Z | https://www.recipe-blog.com | https://cooking-example.com | Cooking | 0.2 | Typical |
62 | 2023-01-26T20:10:00Z | https://www.concealed-storage.com | https://hidden-data.com | Malicious | 0.88 | Anomalous |
63 | 2023-02-08T22:50:00Z | https://www.vintage-bookstore.com | https://bookstore-example.com | Books | 0.2 | Typical |
64 | 2023-02-07T17:30:00Z | https://www.exclusive-offer.com | https://discount-not-available.com | Anomalous | 0.9 | Discount Error |
65 | 2023-02-07T23:50:00Z | https://www.tech-upgrade.com | https://tech-upgrade-example.com | Technology | 0.1 | Typical |
66 | 2023-02-08T01:05:00Z | https://www.shopping-site.com | https://buy-malware.com | Malicious | 0.91 | Anomalous |
67 | 2023-02-07T22:40:00Z | https://www.example-health-tips.com/tips | https://health-tips-example.com/tips | Health | 0.1 | Typical |
68 | 2023-02-07T22:15:00Z | https://www.example-legal-website.com | https://legal-example.com | Other | 0.3 | Anomalous |
69 | 2023-02-07T22:35:00Z | https://www.blog-platform.com | https://blog-example.com | Media | 0.2 | Typical |
70 | 2023-02-11T23:20:00Z | https://www.expired-security.com | https://outdated-example.com | Security | 0.82 | Anomalous |
71 | 2023-02-09T23:20:00Z | https://www.tech-blog.com | https://technology-example.com | Tech | 0.35 | Typical |
72 | 2023-01-27T22:00:00Z | https://www.watermark-strip.com | https://clean-copy.com | Malicious | 0.87 | Anomalous |
73 | 2023-02-09T01:05:00Z | https://www.home-brewing-club.com | https://brew-club-example.com | Home-Brewing | 0.1 | Typical |
74 | 2023-02-08T18:45:00Z | https://www.private-network.com | https://open-to-public.com | Anomalous | 0.9 | Privacy Violation |
75 | 2023-02-08T02:35:00Z | https://www.restaurant-nova.com | https://restaurant-nova-example.com | Food | 0.1 | Typical |
76 | 2023-02-09T03:15:00Z | https://www.social-media-app.com | https://login-stealer.com | Malicious | 0.9 | Anomalous |
77 | 2023-02-08T23:30:00Z | https://www.example-travel-agency.com/trips | https://trips-example.com/trips | Travel | 0.2 | Typical |
78 | 2023-02-08T23:50:00Z | https://www.common-legit-site.com | https://common-site-example.com | Educational | 0.2 | Anomalous |
79 | 2023-02-08T23:50:00Z | https://www.music-streaming.com | https://music-example.com | Entertainment | 0.1 | Typical |
80 | 2023-02-12T01:40:00Z | https://www.trap-site.com | https://traps-example.com | Security | 0.9 | Anomalous |
81 | 2023-02-10T01:05:00Z | https://www.historical-site.org | https://history-example.com | Education | 0.15 | Typical |
82 | 2023-01-28T23:50:00Z | https://www.fake-validation.com | https://phishing-site.com | Malicious | 0.91 | Anomalous |
83 | 2023-02-10T03:20:00Z | https://www.suburban-gardening-forum.com | https://gardening-forum-example.com | Gardening | 0.1 | Typical |
84 | 2023-02-09T19:50:00Z | https://www.classified-document.com | https://public-document.com | Anomalous | 0.9 | Document Classification Error |
85 | 2023-02-09T05:20:00Z | https://www.home-decor-example.com | https://home-decor-example.com | Lifestyle | 0.1 | Typical |
86 | 2023-02-10T05:25:00Z | https://www.game-platform.com | https://gamers-phishing.com | Malicious | 0.93 | Anomalous |
87 | 2023-02-09T01:15:00Z | https://www.example-job-board.com/jobs | https://jobs-example.com/jobs | Jobs | 0.1 | Typical |
88 | 2023-02-09T01:35:00Z | https://www.regular-commercial-site.com | https://common-site-example.com | Commercial | 0.3 | Anomalous |
89 | 2023-02-09T00:25:00Z | https://www.online-game-portal.com | https://game-example.com | Entertainment | 0.2 | Typical |
90 | 2023-02-13T03:55:00Z | https://www.deceptive-redirect.com | https://redirect-example.com | Security | 0.87 | Anomalous |
91 | 2023-02-11T03:30:00Z | https://www.sports-news.com | https://sports-example.com | Sports | 0.25 | Typical |
92 | 2023-01-29T00:30:00Z | https://www.obfuscation-technique.com | https://misleading-text.com | Malicious | 0.85 | Anomalous |
93 | 2023-02-11T05:35:00Z | https://www.local-live-music-venue.com | https://music-venue-example.com | Music | 0.2 | Typical |
94 | 2023-02-10T20:55:00Z | https://www.legacy-account.com | https://account-not-active.com | Anomalous | 0.9 | Account Status Issue |
95 | 2023-02-10T07:05:00Z | https://www.finance-guide.com | https://finance-guide-example.com | Finance | 0.1 | Typical |
96 | 2023-02-11T07:30:00Z | https://www.email-service.com | https://spam-sender.com | Malicious | 0.88 | Anomalous |
97 | 2023-02-10T03:45:00Z | https://www.example-recipe-blog.com/recipes | https://recipes-example.com/recipes | Recipes | 0.1 | Typical |
98 | 2023-02-10T03:20:00Z | https://www.sample-malicious-url.com | https://safety-example.com | Malicious | 0.9 | Anomalous |
99 | 2023-02-10T01:40:00Z | https://www.virtual-museum-tour.com | https://virtual-museum-example.com | Cultural | 0.1 | Typical |
HyperlinkIntegrationArchive
tags: graph-based, anomaly detection, categorization
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'HyperlinkIntegrationArchive' dataset is a collection of web hyperlink transformation logs designed for a machine learning practitioner to perform graph-based anomaly detection and categorization. The dataset includes entries of transformed URLs and corresponding categories, where each transformation has been analyzed for its functionality and security aspects. The labeling focuses on identifying anomalous transformations, typical transformations, and their usage categories (e.g., educational, commercial, malicious).
CSV Content Preview:
"timestamp","original_url","transformed_url","category","anomaly_score","labels"
"2023-01-15T08:00:00Z","https://www.example-educational-site.com","https://education-example.com","Educational","0.1","Typical"
"2023-01-16T09:30:00Z","https://www.sample-commercial-site.com","https://shop-example.com","Commercial","0.3","Typical"
"2023-01-17T11:45:00Z","https://www.malicious-link.com","https://safety-example.com","Malicious","0.9","Anomalous"
"2023-01-18T14:20:00Z","https://www.example-malicious-site.com","https://safety-example.com","Malicious","0.8","Anomalous"
"2023-01-19T16:55:00Z","https://www.example-network.com","https://network-example.com","Other","0.2","Typical"
Note: The 'anomaly_score' column represents a numerical score indicating how anomalous the transformation is, with higher scores representing more anomalous transformations. The 'labels' column includes one or more labels that categorize the nature of the transformation based on the query 'URLs Transform Integrator Funktion'.
Source of the data:
The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'URLs Transform Integrator Funktion':
- Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=URLs+Transform+Integrator+Funktion&dataset=HyperlinkIntegrationArchive&tags=graph-based,+anomaly+detection,+categorization
- Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub
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