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Traffic-Violations-in-USA

Traffic-Violations-in-USA

active ARFF CC0: Public Domain Visibility: public Uploaded 23-03-2022 by Stewart
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Traffic violations followed the invention of the automobile: the first traffic ticket in the United States was allegedly given to a New York City cab driver on May 20, 1899, for going at the breakneck speed of 12 miles per hour. Since that time, countless citations have been issued for traffic violations across the country, and states have reaped untold billions of dollars of revenue from violators. Traffic violations are generally divided into major and minor types of violations. The most minor type are parking violations, which are not counted against a driving record, though a person can be arrested for unpaid violations. The most common type of traffic violation is a speed limit violation. Speed limits are defined by state.

34 features

Articlestring2 unique values
52065 missing
Statestring69 unique values
59 missing
VehicleTypestring33 unique values
0 missing
Yearnumeric276 unique values
6426 missing
Makestring3111 unique values
48 missing
Modelstring15440 unique values
173 missing
Colorstring26 unique values
13591 missing
Violation_Typestring4 unique values
0 missing
Chargestring979 unique values
0 missing
Work_Zonestring2 unique values
0 missing
Contributed_To_Accidentstring2 unique values
0 missing
Racestring6 unique values
0 missing
Genderstring3 unique values
0 missing
Driver_Citystring6424 unique values
141 missing
Driver_Statestring67 unique values
11 missing
DL_Statestring69 unique values
929 missing
Arrest_Typestring19 unique values
0 missing
Geolocationstring498009 unique values
85035 missing
Beltsstring2 unique values
0 missing
Time_Of_Stopstring1440 unique values
0 missing
Agency (ignore)string1 unique values
0 missing
SubAgencystring7 unique values
0 missing
Descriptionstring10551 unique values
9 missing
Locationstring153222 unique values
2 missing
Latitudenumeric262305 unique values
85035 missing
Longitudenumeric291493 unique values
85035 missing
Accidentstring1 unique values
0 missing
Date_Of_Stopstring1822 unique values
0 missing
Personal_Injurystring2 unique values
0 missing
Property_Damagestring2 unique values
0 missing
Fatalstring2 unique values
0 missing
Commercial_Licensestring2 unique values
0 missing
HAZMATstring2 unique values
0 missing
Commercial_Vehiclestring2 unique values
0 missing
Alcoholstring2 unique values
0 missing

19 properties

1018634
Number of instances (rows) of the dataset.
34
Number of attributes (columns) of the dataset.
Number of distinct values of the target attribute (if it is nominal).
328559
Number of missing values in the dataset.
146569
Number of instances with at least one value missing.
3
Number of numeric attributes.
0
Number of nominal attributes.
0
Percentage of nominal attributes.
Average class difference between consecutive instances.
8.82
Percentage of numeric attributes.
0.95
Percentage of missing values.
14.39
Percentage of instances having missing values.
0
Percentage of binary attributes.
0
Number of binary attributes.
Number of instances belonging to the least frequent class.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the most frequent class.
Percentage of instances belonging to the most frequent class.
0
Number of attributes divided by the number of instances.

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