infinite-dataset-hub/HumanBotActivityMonitor

---
license: mit
tags:
- infinite-dataset-hub
- synthetic
---

# HumanBotActivityMonitor

tags: classification, environmental, bot detection

_Note: This is an AI-generated dataset so its content may be inaccurate or false_

**Dataset Description:**

The 'HumanBotActivityMonitor' dataset aims to facilitate research in the area of bot detection by analyzing environmental parameters that can distinguish between human and automated agents. This dataset compiles various metrics related to user activity, network characteristics, and device attributes to provide a robust foundation for machine learning models tasked with classifying activities as either human or bot. The labels are intentionally diverse to avoid bias towards the keywords and ensure a broad classification approach.

**CSV Content Preview:**

```
user_id,session_id,Mouse_Movements,Keystrokes,Scroll_Events,Page_Load_Times,Click_Events,Device_Type,IP_Address,ISP,Network_Latency,Bandwidth,User_Agent,Browser_Version,Plugins_and_Extensions,Screen_Resolution,Language_Settings,Geolocation,Time_Based,Operating_System,Hardware_Specifications,VPN_Usage,labels
12345,abcde,45.2,120,5,3.2,15,Mobile,192.168.1.1,Google Fiber,20ms,50Mbps,Mozilla/5.0,Chrome 88.0.4324,AdBlock Plus,1920x1080,English,35.6421,N35.6421/N35.6421/E35.6421,65,Windows 10,Intel Core i7,No
67890,fghij,20.1,300,3,4.5,20,Desktop,10.0.0.2,AT&T,100ms,100Mbps,Mozilla/5.0,Firefox 83.0,AdBlock Plus,1366x768,Spanish,40.7128,N40.7128/N40.7128/W74.0060,70,macOS Big Sur,Apple M1,Yes
24680,klmno,10.0,100,1,2.0,5,Tablet,192.168.2.2,Comcast,50ms,20Mbps,Chrome/90.0.4430.212,Firefox/79.0,No,1280x800,French,51.5074,N51.5074/W0.1276,60,Linux Mint,AMD Ryzen 5,No
97531,nopqr,5.5,25,2,5.0,30,Desktop,10.0.0.3,T-Mobile,75ms,5Mbps,Safari/14.0.3,Chrome/88.0.4324,No,1024x768,German,34.0522,-118.2437,55,Windows 10,Intel Core i5,Yes
56789,stuvw,12.5,500,0,3.8,10,Laptop,10.0.0.4,Verizon,25ms,10Mbps,Opera/53.0,Chrome/87.0,Yes,1600x900,Japanese,25.0407,N25.0407/E13.0338,80,Ubuntu,Intel Core i3,No
```

This CSV preview includes a diverse set of entries with varied environmental parameters that can be indicative of human or bot activity. The labels 'labels' column is intentionally left blank in this preview, but in a full dataset, it would contain binary labels (e.g., 'Human' or 'Bot') to facilitate supervised learning for the classification task. The labels should be generated based on a labeled subset of the dataset through expert analysis or automated anomaly detection systems trained on similar data.

**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=HumanBotActivityMonitor&tags=classification,+environmental,+bot+detection
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub