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sample_id
string
carrier_name
string
radio_technology
string
country
string
mtu_bytes
int64
tcp_mss_bytes
int64
tcp_window_size
int64
tcp_wscale
int64
initial_ttl
int64
df_bit
bool
p0f_signature
string
inferred_os
string
ip_trust_score
float64
bot_detection_rate
float64
PXM2-UK-EE-5G-001
EE UK
5G NR Sub-6
United Kingdom
1,420
1,380
65,535
8
64
true
4:64:0:1380:65535,8:mss,nop,ws,nop,nop,ts,sok:df:0
Cellular Baseband / Darwin Dual-Stack
99.4
0.02
PXM2-UK-EE-5G-002
EE UK
5G NR SA
United Kingdom
1,420
1,380
65,535
8
64
true
4:64:0:1380:65535,8:mss,nop,ws,nop,nop,ts,sok:df:0
Cellular Baseband / Darwin Dual-Stack
99.6
0.01
PXM2-UK-VODAFONE-4G-001
Vodafone UK
4G LTE Cat-4
United Kingdom
1,440
1,400
65,535
7
64
true
4:64:0:1400:65535,7:mss,sok,ts,nop,ws:df:0
Cellular Baseband / Android LTE
98.8
0.03
PXM2-UK-THREE-5G-001
Three UK
5G NR
United Kingdom
1,420
1,380
64,240
8
64
true
4:64:0:1380:64240,8:mss,nop,ws,sok,ts:df:0
Mobile Gateway / Qualcomm X65
98.2
0.04
PXM2-UK-O2-4G-001
O2 UK
4G LTE
United Kingdom
1,420
1,380
65,535
7
64
true
4:64:0:1380:65535,7:mss,nop,ws,nop,nop,ts,sok:df:0
Cellular Mobile / Telefonica UK
97.9
0.04
DATACENTER-AWS-001
AWS EC2 (Squid Proxy)
Gigabit Fiber
United Kingdom
1,500
1,460
29,200
7
64
true
4:64:0:1460:29200,7:mss,sok,ts,nop,ws:df:0
Linux 5.15 Server (OS Mismatch Flag)
12.1
0.92
RESIDENTIAL-VIRGIN-001
Virgin Media Broadband
Cable DOCSIS 3.1
United Kingdom
1,500
1,460
64,240
8
128
true
4:128:0:1460:64240,8:mss,nop,ws,sok,ts:df:0
Windows 10/11 Desktop
84.5
0.21

Mobile Proxy Fingerprint Analyzer: TCP SYN & MTU Benchmark Dataset

A comprehensive empirical dataset comparing network-level passive OS fingerprint signatures (p0f v3, Akamai, Cloudflare, F5 Big-IP) across physical 4G/5G mobile proxy pools, residential broadband connections, and cloud datacenter proxy gateways.

Dataset Summary

This benchmark records network transport layer signatures during initial TCP three-way handshakes (SYN and SYN-ACK packets), measuring how Carrier Grade NAT (CGNAT) gateways and physical cellular modems alter packet parameters.

Monitored Telemetry & Metrics:

  • Maximum Transmission Unit (MTU) & TCP Maximum Segment Size (MSS): Capturing cellular encapsulation clamping (e.g. 1420 bytes on 5G NR networks vs 1500 bytes on Ethernet).
  • TCP Window Size & Window Scale Factor (WScale): Determining baseline buffer allocations across Linux, Windows, macOS, and cellular baseband stacks.
  • TCP Options Ordering: Analyzing option sequence headers (MSS, SACK Permitted, Timestamps, NOP, WScale) utilized by deep-packet inspection (DPI) firewalls.
  • Initial IP Time-To-Live (TTL) & Don't Fragment (DF) Flag: Detecting operating system hops and tunnel encapsulation.
  • p0f v3 SYN Fingerprint Hash: Full p0f signature strings evaluating OS classification accuracy.
  • Anti-Bot Anomaly Flags: Detecting discrepancies between browser User-Agent headers (Windows 11/macOS) and proxy egress stacks.

The Antidetect Consistency Problem

Anti-bot systems operate dual-layer verification:

  1. Client-Side (Application Layer): Evaluates Canvas, WebGL, WebRTC, and AudioContext via browser fingerprinting.
  2. Server-Side (Network Layer): Evaluates TCP SYN options, MTU clamping, and passive OS signatures via p0f.

When scraping teams deploy anti-detect browsers with residential or datacenter proxies, an OS mismatch anomaly frequently occurs: the User-Agent claims Windows 11, but the TCP SYN packet reflects a Linux datacenter kernel.

Hardware cellular gateways—such as UK EE 5G Modems—eliminate this risk because traffic originates through authentic carrier baseband hardware under CGNAT IP pools. For an in-depth architectural breakdown, explore the AdsPower Fingerprint Synergy engineering guide.


Dataset Schema

Field Type Description
sample_id string Unique identifier for the benchmark probe
carrier_name string Cellular provider or infrastructure classification
radio_technology string Protocol type (5G NR, 4G LTE Cat-4, Fiber, Cable DOCSIS)
country string Geographic deployment region
mtu_bytes int Measured Path MTU
tcp_mss_bytes int Measured TCP Maximum Segment Size
tcp_window_size int Initial TCP Window Size in SYN packet
tcp_wscale int Window scale exponent factor
initial_ttl int IP header initial Time-To-Live
df_bit boolean Don't Fragment flag state
p0f_signature string Extracted p0f v3 raw signature string
inferred_os string Inferred operating system / kernel version
ip_trust_score float Aggregated IP reputation score (0.00 to 100.00%)
bot_detection_rate float Empirical probability of triggering bot challenge (0.00 to 1.00)

Official Infrastructure & References


License & Citation

Licensed under the MIT License. Data curated by PXM2 Mobile Proxies.

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