infinite-dataset-hub/HumanVsBotScan
收藏Hugging Face2024-09-14 更新2025-04-12 收录
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资源简介:
---
license: mit
tags:
- infinite-dataset-hub
- synthetic
---
# HumanVsBotScan
tags: Classification, User Behavior, IP Address, Geolocation
_Note: This is an AI-generated dataset so its content may be inaccurate or false_
**Dataset Description:**
The 'HumanVsBotScan' dataset aims to facilitate research in distinguishing human from bot interactions based on a variety of environmental parameters. It encompasses a broad spectrum of user behavior metrics, network information, and device-specific details. Each record in the dataset represents an event, captured with an associated label indicating whether the activity is likely from a human or a bot. This dataset can be used for training machine learning models to enhance cybersecurity measures, optimize user experience, and reduce the impact of automated bots.
**CSV Content Preview:**
```
timestamp, mouse_movements, keystrokes, scroll_events, page_load_time, click_events, device_type, ip_address, isp, network_latency, bandwidth, vpn_enabled, user_agent, browser_version, plugins_and_extensions, screen_resolution, language_settings, geolocation, time_based_pattern, operating_system, hardware_specs, label
2023-01-01T12:00:00, 120, 300, 50, 2.1, 10, "Desktop", "192.168.1.1", "ISP1", 50, 50, False, "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.3", "Chrome 58", "", "1920x1080", "en-US", "40.712776,-74.005974", "consistent", "Windows 10", "Intel i7 4790K", "
**Source of the data:**
The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query '':
- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=&dataset=HumanVsBotScan&tags=Classification,+User+Behavior,+IP+Address,+Geolocation
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
许可证:MIT协议
标签:
- 无限数据集中心(infinite-dataset-hub)
- 合成数据集
# HumanVsBotScan
标签:分类任务、用户行为、IP地址(IP Address)、地理位置(Geolocation)
**注意:本数据集由人工智能生成,内容可能存在不准确或虚假信息**
**数据集描述:**
HumanVsBotScan数据集旨在推动基于多类环境参数区分人类与机器人交互的相关研究。该数据集涵盖了丰富的用户行为指标、网络信息及设备专属细节。数据集中的每条记录对应一次交互事件,并附带标注以说明该活动大概率来自人类还是自动化程序。本数据集可用于训练机器学习模型,以强化网络安全防护能力、优化用户体验,并降低自动化机器人带来的负面影响。
**CSV内容预览:**
timestamp, mouse_movements, keystrokes, scroll_events, page_load_time, click_events, device_type, ip_address, isp, network_latency, bandwidth, vpn_enabled, user_agent, browser_version, plugins_and_extensions, screen_resolution, language_settings, geolocation, time_based_pattern, operating_system, hardware_specs, label
2023-01-01T12:00:00, 120, 300, 50, 2.1, 10, "Desktop", "192.168.1.1", "ISP1", 50, 50, False, "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.3", "Chrome 58", "", "1920x1080", "en-US", "40.712776,-74.005974", "consistent", "Windows 10", "Intel i7 4790K", "
**数据来源:**
本数据集通过[无限数据集中心(Infinite Dataset Hub)](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub)以及microsoft/Phi-3-mini-4k-instruct模型生成,生成查询语句为空:
- **数据集生成页面**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=&dataset=HumanVsBotScan&tags=Classification,+User+Behavior,+IP+Address,+Geolocation
- **模型**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **更多数据集**: https://huggingface.co/datasets?other=infinite-dataset-hub
提供机构:
infinite-dataset-hub



