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README.md
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---
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license: mit
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tags:
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- infinite-dataset-hub
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- synthetic
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---
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# HumanVsBotScan
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tags: Classification, User Behavior, IP Address, Geolocation
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_Note: This is an AI-generated dataset so its content may be inaccurate or false_
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**Dataset Description:**
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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.
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**CSV Content Preview:**
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```
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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
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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", "Human"
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2023-01-01T12:05:00, 80, 200, 20, 1.5, 5, "Mobile", "203.0.113.5", "ISP2", 100, 10, True, "Mozilla/5.0 (Linux; Android 9; SM-G973U) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/83.0.4103.106 Mobile Safari/537.36", "Android Browser", "PluginX", "1280x720", "zh-CN", "35.893848,-117.91779", "irregular", "Android 10", "Snapdragon 855", "Bot"
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2023-01-01T12:10:00, 150, 400, 40, 3.2, 15, "Desktop", "172.16.254.1", "ISP3", 75, 75, False, "Mozilla/5.0 (Windows NT 6.1; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4240.111 Safari/537.36", "Chrome 86", "PluginY", "1366x768", "en-GB", "51.5074° N, 0.1278° W", "sporadic", "Windows 10", "AMD Ryzen 5 3600", "Human"
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2023-01-01T12:15:00, 200, 250, 30, 4.0, 20, "Tablet", "198.51.100.2", "ISP4", 120, 30, False, "Mozilla/5.0 (iPad; CPU OS 13_2 like Mac OS X) AppleWebKit/604.1.38 (KHTML, like Gecko) Version/13.0.3 Mobile/15E148 Safari/604.1", "Safari 13", "PluginZ", "2560x1600", "fr-FR", "48.8584° N, 2.3522° E", "frequent", "iOS 13", "Apple A12 Bionic", "Bot"
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2023-01-01T12:20:00, 90, 150, 10, 1.2, 3, "Laptop", "10.0.0.1", "ISP5", 20, 20, False, "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_3) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/13.0.5 Safari/605.1.15", "Safari 13", "", "1024x768", "en-US", "34.0522° N, 118.2437° W", "random", "macOS Catalina", "Intel Core i5", "Human"
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```
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**Source of the data:**
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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 'Human/Bit detector using environmental parameters: "Mouse Movements, Keystrokes, Scroll Events, Page Load Times, Click Events, Device Type, IP Address, ISP, Network Latency, Bandwidth, vpn enabled, User Agent, Browser Version, Plugins and Extensions (especially bot-specific ones), Screen Resolution, Language Settings, Geolocation (can be indicative of bot farms), Time-Based (can reveal patterns of automated activity), Operating System, Hardware Specifications "':
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- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=Human/Bit+detector+using+environmental+parameters:+"Mouse+Movements,+Keystrokes,+Scroll+Events,+Page+Load+Times,+Click+Events,+Device+Type,+IP+Address,+ISP,+Network+Latency,+Bandwidth,++vpn+enabled,+User+Agent,+Browser+Version,+Plugins+and+Extensions+(especially+bot-specific+ones),+Screen+Resolution,+Language+Settings,+Geolocation+(can+be+indicative+of+bot+farms),+Time-Based+(can+reveal+patterns+of+automated+activity),+Operating+System,+Hardware+Specifications+"&dataset=HumanVsBotScan&tags=Classification,+User+Behavior,+IP+Address,+Geolocation
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- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
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- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
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