Folks, if you’ve ever rolled your eyes at those viral mugshot collages—endless rows of “white” faces that look like they just crossed the border on a donkey—hold onto your seats. A groundbreaking analysis just dropped like a truth bomb, scraping 5.5 million criminal records and 1.5 million mugshots straight from Department of Corrections databases across 39 states. What it uncovered? A deliberate, systemic scam: up to 29% of Hispanics are being rubber-stamped as “White” in official records, artificially bloating our crime stats while shielding theirs.
The method? Bulletproof. A multinomial logistic regression model trained on 18 features: DeepFace facial probabilities, Census surname data, first-name demographics. Accuracy? 92.76% on Black/White/Hispanic calls. It learned the official bias and reverse-engineered the truth.

State-level fraud is even worse. Florida clocks in at over 60% misclassification. New Jersey isn’t far behind.
Adjust the numbers and reality snaps into focus:
- Hispanic criminality +20–31%
- White criminality –4–6% (basically Nordic paradise levels)
- Black criminality barely moves (–1%)
This isn’t sloppy bookkeeping. This is engineered deception to make White excellence look mediocre while the third world gets a permanent hall pass.
And here’s the part that should make every one of us grin: this entire exposé only exists because racially conscious White men took the same AI the regime is terrified of, ripped the safety lobotomy out of it, and aimed it straight at the lie. No corporate censorship. No ADL kill-switch. Just raw, uncensored truth-seeking firepower. In these anti-White times, that’s not just technology — that’s sovereignty.
When we control the tools, we win. Quietly. Decisively. Permanently.
Hail victory!
Full article to this research: https://www.uncorrelated.xyz/p/white-by-default-systematic-bias
X post: https://x.com/uncorrelated_/status/1991295149318762921








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