Official NHTSA vPIC API wrapper with offline WMI database fallback. Decodes VINs using government data for complete vehicle specs. Features 2000+ manufacturer codes for offline operation. Zero dependencies Python implementation.
Beta. Statistically honest analysis of road hazards and near misses for safe-streets advocacy: every published rate carries its confidence interval and its denominator, because a count without exposure is not a risk. The committed city datasets are synthetic demonstrations; the reviewed 2020-2024 NHTSA FARS reference surface is real.