Since the neighbourhood name is not given by the original dataset, we can retrieve the neighbourhood using addressing. the vehicle registration is out-of-province, tickets paid prior to staff entering the ticket data, etc.The volume of incomplete records relative to the overall volume is low and therefore presents insignificant impact to trend analysis. Incomplete records may exist due to a variety of reasons e.g. Incomplete records in the City database are not included in the data set. This data set contains complete records only. The tickets are issued by Toronto Police Services (TPS) personnel as well as persons certified and authorized to issue tickets by TPS. This dataset contains non-identifiable information relating to each parking ticket issued for each calendar year. Dataset Description ¶Īpproximately 2.8 million parking tickets are issued annually across the City of Toronto. With parking tickets ranging from approx \$30 to \\$450, this notebook aims to provide an in depth analysis of ticket issuance type, frequency, and locations attempts to uncover the relationship and patterns between these contributing factors. Parking infractions continue to be moments of misfortune amongst Toronto law enforcement, residents and visitors.
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