All the statistical improbabilities, anomalies, and absurdities paint a vivid picture of fraud for any honest person to see. It's like detecting forged artwork; from a distance it might seem legit, but closer inspection reveals inconsistencies, and aberrations that can only be explained by willful attempt to lie and defraud.