Datasetpublic

infinite-dataset-hub/HyperlinkIntegrationArchive

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… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/HyperlinkIntegrationArchive.

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Dataset Card

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:

csv

"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