idx
int64 0
99
| timestamp
stringlengths 1
44
⌀ | mouse_movements
stringlengths 1
200
⌀ | keystrokes
stringlengths 1
89
⌀ | scroll_events
stringlengths 1
83
⌀ | page_load_time
stringlengths 1
47
⌀ | click_events
stringlengths 1
53
⌀ | device_type
stringlengths 6
26
⌀ | ip_address
stringlengths 5
31
⌀ | isp
stringlengths 3
22
⌀ | network_latency
stringlengths 2
24
⌀ | bandwidth
stringlengths 2
56
⌀ | vpn_enabled
stringclasses 7
values | user_agent
stringlengths 2
151
⌀ | browser_version
stringlengths 5
28
⌀ | plugins_and_extensions
stringlengths 3
34
⌀ | screen_resolution
stringlengths 1
78
⌀ | language_settings
stringlengths 5
133
⌀ | geolocation
stringlengths 10
38
⌀ | time_based_pattern
stringlengths 3
36
⌀ | operating_system
stringlengths 6
75
⌀ | hardware_specs
stringlengths 3
19
⌀ | label
stringclasses 4
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 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 | null | 1920x1080 | en-US | 40.712776,-74.005974 | consistent | Windows 10 | Intel i7 4790K | Human |
1 | 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 |
2 | 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 |
3 | 2023-01-01T12:15:00 | 200 | 250 | 30 | 4 | 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 |
4 | 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 | null | 1024x768 | en-US | 34.0522° N, 118.2437° W | random | macOS Catalina | Intel Core i5 | Human |
5 | 2023-01-01T12:25:00 | 250 | 450 | 80 | 1.8 | 30 | Desktop | 192.168.1.2 | ISP1 | 40 | 40 | False | Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/84.0.4147.125 Safari/537.36 | Chrome 84 | PluginA | 1920x1080 | en-US | 37.7749° N, 122.4194° W | consistent | Windows 10 | Intel Core i5 | Human |
6 | 2023-01-02T14:30:00 | 30 | 2 | 0 | 0.1 | 0 | Smartphone | 192.168.1.2 | ISP1 | 100 | 50 | False | Mozilla/5.0 (Linux; Android 9; SM-G960U) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/83.0.4103.106 Mobile Safari/537.36 | Android Browser | 1080x1920 | ja-JP | 35.6895° N, 139.6917° E | consistent | Android 9 | Qualcomm Snapdragon 625 | Bot | null |
7 | 2023-01-01T12:25:00 | 65 | 220 | 15 | 1.3 | 8 | Desktop | 192.168.1.2 | ISP6 | 35 | 45 | False | Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/88.0.4324.150 Safari/537.36 | Chrome 88 | Adobe Flash Player | 1920x1080 | en-US | 40.7128° N, 74.0060° W | consistent | Windows 10 | Intel Core i5 | Human |
8 | 2023-01-01T12:25:00 | 50 | 200 | 100 | 4.5 | 50 | Desktop | 172.20.10.1 | ISP6 | 25 | 10 | True | Mozilla/5.0 (X11; Linux x86_64; rv:60.0) Gecko/20100101 Firefox/60.0 | Firefox 60 | Plugin1 | 1920x1080 | de-DE | 52.5200° N, 13.4049° E | consistent | Windows 7 | Intel i5 | Bot |
9 | 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 |
10 | 2023-01-02T13:00:00 | 300 | 50 | 3 | 0.8 | 2 | Router | 10.0.0.1 | ISP6 | 300 | 300 | False | Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/14.0.2 Mobile/15E148 Safari/604.1 | Mobile Safari | 768x1024 | en-US | 40.712776,-74.005974 | extremely regular | IOS | Apple A14 | Bot | null |
11 | 2023-01-01T13:00:00 | 60 | 120 | 15 | 1.8 | 18 | Laptop | 172.18.0.1 | ISP6 | 45 | 45 | False | Mozilla/5.0 (X11; Linux x86_64; rv:78.0) Gecko/20100101 Firefox/78.0 | Firefox 78 | Flash Player | 1920x1080 | en-US | 40.712776,-74.005974 | consistent | Windows 10 | Intel Core i7 | Human |
12 | 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 |
13 | False | Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15.4) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/13.1 Safari/605.1.15 | Safari 13 | 1920x1080p | en-GB | 480 | irregular | Windows 100 | Winter | OS | Windows XP | Touch | Q" | Kernel. This is | Network" | D | Aller Time-day Data, Fraud Bots.Phishing the Bot to enable Logs, Rapidly.Logs human Keyboard. From network")2 Compute Human | Detect".Synchronizing Logs | all Human | Written or Mouse. Delve to ensure "Mouse." Steps Nodes and ions Tap Version | Location" | Network." |
14 | 2023-01-01T12:25:00 | 20 | 50 | 5 | 4.5 | 12 | Tablet | 198.51.100.3 | ISP4 | 250 | 10 | False | Mozilla/5.0 (Linux; Android 9; Smart Tab 2) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/83.0.4103.106 Mobile Safari/537.36 | Custom Tab | 1280x800 | es-ES | 34.0522° N, 118.2437° W | non-uniform | Android 9 | Qualcomm Snapdragon 855+ | Bot | null |
19 | 2023-01-02T12:25:00 | 180 | 450 | 35 | 2.8 | 18 | Laptop | 192.168.1.3 | ISP6 | 40 | 60 | False | Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/89.0.4389.90 Safari/537.36 | Chrome 89 | PluginA | 1920x1080 | en-US | 37.7749° N, 122.4194° W | regular | Windows 10 Pro | Intel Core i7-10700 | Human |
21 | 2023-01-01T13:05:00 | 30 | 40 | 5 | 1 | 2 | Smartphone | 10.0.0.2 | ISP7 | 20 | 10 | True | Mozilla/5.0 (Linux; Android 9; SM-G960F) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/70.0.395 Mobile Safari/537.36 (KHTML, like Gecko) Chrome/89.0.37 | android/59 | Android | Nexus/50.0.0.6 (version Mell/Latency/time Machine Developer's:er interface BOT | Boot the 'Computer. | null | null | null | null | null |
22 | 2023-01-01T12:30:00 | 10 | 100 | 10 | 0.9 | 5 | Wireless Desktop | 172.20.110.100 | ISP6 | 80 | 80 | False | Mozilla/5.0 (X11; Fedora; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/69.0.3497.81 Safari/537.36 | Chrome 69 | PluginA | 1366x768 | en-US | 35.7742° N, 119.4179° W | systematic | Fedora | Intel Core i7-9700K | Bot |
23 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
24 | 2023-01-01T12:30:00 | 10 | 10 | 2 | 5 | 8 | Smartphone | 10.0.0.2 | ISP6 | 200 | 40 | True | Mozilla/5.0 (Windows NT 10.0; Win10) AppleWebKit/537.36 (KHTML, like Gecko) Safari/54.0 | Chrome/55.0 | Mobile/56 | Android | Windows XP Controlled Browsers.07.0 Browser/58 Network/Latency/time Machine Moving forward Data:er interface for Bot.4 web.
Computer. | null | null | null | null | null |
29 | 2023-01-02T12:30:00 | 70 | 200 | 15 | 1.3 | 5 | Desktop | 198.51.100.2 | ISP7 | 80 | 30 | 20 | PluginA" | Firefox 64, Chrome 55 | 50" | Edge 19, 40 | Windows 180, Linux | Kali Net 20 Networks 19, 19 Networks30 | Microsoft 40 webinar with the users. | null | null | null |
31 | null | ISP8.9".4FTP". From:Time20'Training with intent". Human to Device Logs and patterns Human."Content HTTP or Page. Delivering a "Context." to identify Nurls Legal Process 'Device Version' from Affecting | aslation HTTPs' | Query"Human Activion | available IPertro Network and spam/Son with Voy | Systems because Page"Web" | Page Dete | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
33 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34 | null | ISP | ISP." data Glassware/human machine 'Analytics.SE location Page".Page speed Device Logging | alls."Content HTTP or Page. Delivering a "Mouse." to identify Nodes and ions User." | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
39 | 5 | 19". Microsoft 10". From:Time zone 20 Microsoft with encryption". Office Pixel Logs | alls | Content Url Page. Interest".NET Time-based." vs. Nodes and ions Ties.tions" | application." | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41 | Page Views Browser. Traffic". | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
43 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
44 | t Location" | stop."USER aslation HTTP.tokens"Human Activion | smart""Chat.server | Virus Voter with a browser | page". Download in"Web" | Page Detection | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49 | Face timestamp Query HTTPs Google" | application." Click 'OS | available IP PIot and spam/Sens with Keys | System". Download Language" (Screen | Differing | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
51 | Process Language | Press" | Naudre"Certs | Experts | Favatar."."" Question Interleads." | Server | Content. Once | Web Email | page. Ubb | Page References." Source | Windows User". Access (timestamp:Entries." and Querying | Correspond | Query | Regex | Accessed but Observation Database. | null | null | null | null | null | null | null |
53 | Description to Identically". Time | Context | Tost and a as | Searched's". Expert"." to Solpe for Compass"." 6lamet" | Doing Language | Browser. The dataset | Method | Usage | running". | null | null | null | null | null | null | null | null | null | null | null | null | null |
54 | Page Viewing Browser. Tracks". | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
59 | Aware Page Browser. Tracks". | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
63 | Variation | ofs and Explore | attributes" and considering. | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
64 | Process | Geared Analysis"Google. Forworms" Operations. I for the."" from Firefox. Convey | Browser. Most: Access | Email | page. Used | Page: To:User; User". Accessed". Device."s | and measures | Login." | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
69 | Process Language | Press" | N3 Google" Typing Freas Operated Favatar."."" from Firefox. Convey | Browser. Most: Access | Email | page. Since 'intercept:ES:". Windows User".Networks". | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
73 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
74 | null | r | Regex | Accessed but Observation.net | Operating." Involve. Page | check". Clicks | Browser." | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
79 | In Google." Evening and networked" | use | Keystream | Accessed but Observation Database. | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
83 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
84 | Access to differenti Iso to Use the analysis | Program.to Processing | and Loge in Microsoft ands Device | follow | Navigation | View | Data to Click | Application". Pressed by Data". | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
89 | Page". In the Script". Page | check". Click and Foced | Cluster." Theirs" | Machine." to enriches Page in User | and Logic Language | which Session Mouse | indicating Key to use Time | Crowed Click | Watching | References | Data". | null | null | null | null | null | null | null | null | null | null | null |
93 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
99 | Skin for | to Use ands" in web" Details | Query" | to choose" to and Language for | Login"." Analysis | Energy"." | Release | Language" | Kuprote to Identifying | Uso | Browser". Averstand | for using" | C. Identified | but Control. Type"s". This". | null | null | null | null | null | null | null | null |
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", "Human"
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"
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"
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"
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"
Source of the data:
The dataset was generated using the 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 "':
- 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
- Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub
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