abideen/iot

---
dataset_info:
features:
- name: flow_duration
dtype: float64
- name: Header_Length
dtype: float64
- name: Protocol Type
dtype: float64
- name: Duration
dtype: float64
- name: Rate
dtype: float64
- name: Srate
dtype: float64
- name: Drate
dtype: float64
- name: fin_flag_number
dtype: float64
- name: syn_flag_number
dtype: float64
- name: rst_flag_number
dtype: float64
- name: psh_flag_number
dtype: float64
- name: ack_flag_number
dtype: float64
- name: ece_flag_number
dtype: float64
- name: cwr_flag_number
dtype: float64
- name: ack_count
dtype: float64
- name: syn_count
dtype: float64
- name: fin_count
dtype: float64
- name: urg_count
dtype: float64
- name: rst_count
dtype: float64
- name: HTTP
dtype: float64
- name: HTTPS
dtype: float64
- name: DNS
dtype: float64
- name: Telnet
dtype: float64
- name: SMTP
dtype: float64
- name: SSH
dtype: float64
- name: IRC
dtype: float64
- name: TCP
dtype: float64
- name: UDP
dtype: float64
- name: DHCP
dtype: float64
- name: ARP
dtype: float64
- name: ICMP
dtype: float64
- name: IPv
dtype: float64
- name: LLC
dtype: float64
- name: Tot sum
dtype: float64
- name: Min
dtype: float64
- name: Max
dtype: float64
- name: AVG
dtype: float64
- name: Std
dtype: float64
- name: Tot size
dtype: float64
- name: IAT
dtype: float64
- name: Number
dtype: float64
- name: Magnitue
dtype: float64
- name: Radius
dtype: float64
- name: Covariance
dtype: float64
- name: Variance
dtype: float64
- name: Weight
dtype: float64
- name: label
dtype: string
- name: __index_level_0__
dtype: int64
splits:
- name: train
num_bytes: 13956317983
num_examples: 36346418
download_size: 3327081946
dataset_size: 13956317983
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
---

原始信息汇总

数据集概述

数据集特征

• flow_duration: float64
• Header_Length: float64
• Protocol Type: float64
• Duration: float64
• Rate: float64
• Srate: float64
• Drate: float64
• fin_flag_number: float64
• syn_flag_number: float64
• rst_flag_number: float64
• psh_flag_number: float64
• ack_flag_number: float64
• ece_flag_number: float64
• cwr_flag_number: float64
• ack_count: float64
• syn_count: float64
• fin_count: float64
• urg_count: float64
• rst_count: float64
• HTTP: float64
• HTTPS: float64
• DNS: float64
• Telnet: float64
• SMTP: float64
• SSH: float64
• IRC: float64
• TCP: float64
• UDP: float64
• DHCP: float64
• ARP: float64
• ICMP: float64
• IPv: float64
• LLC: float64
• Tot sum: float64
• Min: float64
• Max: float64
• AVG: float64
• Std: float64
• Tot size: float64
• IAT: float64
• Number: float64
• Magnitue: float64
• Radius: float64
• Covariance: float64
• Variance: float64
• Weight: float64
• label: string
• index_level_0: int64

数据集分割

• train:
  • num_bytes: 13956317983
  • num_examples: 36346418

数据集大小

• download_size: 3327081946
• dataset_size: 13956317983

搜集汇总

背景与挑战

背景概述

这是一个物联网（IoT）网络安全数据集，包含约3630万行数据，总大小为3.33 GB，格式为Parquet。数据集主要用于分类任务，特征包括网络流量指标如流持续时间、协议类型等，标签涵盖多种攻击类型如DDoS、DoS和Mirai，以及正常流量（Benign），适用于物联网安全分析和机器学习模型训练。