Parsing inflected forms may not always work as expected. If the following does not give the correct word, try Latin Words or Perseus.
pĕtītŭrio, īre, v. desid. a. [peto], to desire to sue for office, to long to become a candidate (rare but class.): video hominem valde petiturire, Cic. Att. 1, 14, 7.