In real-world data, numbers starting with 1 appear about 30% of the time — way more than 9 (which is under 5%).
Quick check
Across river lengths, share prices, populations and street numbers, which leading digit turns up MOST often?
Used to detect fraud in tax filings — fake numbers tend to have uniform first-digit distributions.