Global Reach of HRA Tools
HRA tools are accessed from 128 countries. While the US dominates overall visits, KG Explorer has captured 26 of 29 international markets.
World Map — Visits by Country
Scroll or pinch to zoom · Hover a country for details · Fill intensity = visit count
Top 20 Countries by Visits
Color-coded by region: blue = Americas, violet = Europe, rose = Asia-Pacific, amber = Middle East & Africa
Which Tool Does Each Country Favor?
Bar length = total visits · Color = most-used tool · Label = dominant tool + its % share · Top 30 countries
The US prefers EUI (42% of visits) — reflecting its long-established role as the primary spatial exploration tool. Every other top-30 country except Ecuador favors KG Explorer.
KG Explorer dominates 26 of 29 international markets — launched Aug 2025, it became the default entry point for new international users within months.
Hong Kong (98%), Japan (93%), South Korea (94%), and Ireland (86%) show near-exclusive KG Explorer preference — suggesting a specific international research community driving adoption.
Top 10 Countries by Tool (Vertical Bars)
Five charts (one per tool) · x-axis is country code · y-axis is visits
EUI
Top 10 countriesRUI
Top 10 countriesCDE
Top 10 countriesFTU Explorer
Top 10 countriesKG Explorer
Top 10 countriesThese rankings are calculated independently per tool, so you can compare how country usage differs between EUI, RUI, CDE, FTU Explorer, and KG Explorer.
Bot Traffic by Country
Bot + AI-crawler requests per country · bar = volume · label = bot rate % of all requests from that country
United States has the highest bot volume (29% rate), while Finland (34.1%) and Singapore (32.6%) show the highest bot-rate share among non-US countries.
The “AI-Assistant Bot” category captures LLM training crawlers.Finland and Singapore cloud regions appear to host many such crawlers targeting open scientific data APIs.
Hong Kong (1.1%) and Ireland (1.9%) have very low bot rates despite high human visit volumes — predominantly genuine research traffic.
Regional Breakdown
Visit share by world region
US vs. International
Domestic vs. global visit split
Hong Kong: Cleanest Human Traffic in the Dataset
HK has a 99.3% human traffic rate — among the highest in the dataset. Traffic spikes in Jan 2026 (129K requests), Mar and Jun 2025, and Oct 2025 correlate with specific academic events rather than crawlers, confirming this as a genuine biomedical research community.
CDE Has Disproportionate Asia-Pacific Adoption
8.8% of all CDE visits originate from Asia-Pacific — a higher share than any other tool. CDE's peak usage hour is 05:00 UTC (1pm IST / 1pm CST), pointing to Asian research labs doing cell data mapping during their business hours.
Notable Country Patterns
#2 globally — disproportionately high given population. Likely strong research institution usage.
#3 globally — Singapore's biomedical research community is actively using HRA tools.
Strong engagement — Japan has a large bioinformatics research community aligned with HRA's goals.
Higher than expected — possible datacenter/proxy traffic or cloud research infrastructure.
Consistent European usage. Germany is a major player in open biomedical data initiatives.
Unexpectedly high for South America — possibly a research collaboration or CDN proxy traffic.