Analyzed the Toronto Red Light Violation dataset to identify the root cause of the violation and help law enforcement agencies to reduce the most dangerous types of crashes at intersections. Built interactive dashboard using Tableau and Python Pandas.

Project links:

Tableau Toronto Red light violation: https://public.tableau.com/profile/anil2338#!/vizhome/Tableau_Toronto_Redlight/Dashboard1

Toronto Red light light violation using python: https://github.com/anil-iqbal/Toronto-Red-Light-Accidents/blob/master/Toronto%20Red%20Light%20Accidents.ipynb

Number of accidents per year:

Age group involved in accidents:

Accidents by districts:

Fatals vs non-fatal accidents:

Reasons of accidents:

accident by location

Accident by district when aggressive involved:

Accident by district when driver consumed alcohol:

Accident by district when speeding involved:

Pedestrian involved in Fatal vs Non-fatal injury:

Disable person involved in Fatal vs Non-fatal injury:

Cyclist involved in Fatal vs Non-fatal injury:

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