Behavior of the urban traffic of the city of Sao Paulo in Brazil
Donated on 12/11/2018
The database was created with records of behavior of the urban traffic of the city of Sao Paulo in Brazil.
Dataset Characteristics
Multivariate, Time-Series
Subject Area
Computer Science
Associated Tasks
Classification, Regression
Feature Type
Integer, Real
# Instances
135
# Features
18
Dataset Information
Additional Information
The database was created with records of behavior of the urban traffic of the city of Sao Paulo in Brazil from December 14, 2009 to December 18, 2009 (From Monday to Friday). Registered from 7:00 to 20:00 every 30 minutes. The data set Behavior of the urban traffic of the city of Sao Paulo in Brazil was used in academic research at the Universidade Nove de Julho - Postgraduate Program in Informatics and Knowledge Management.
Has Missing Values?
No
Variable Information
1. Hour 2. Immobilized bus 3. Broken Truck 4. Vehicle excess 5. Accident victim 6. Running over 7. Fire Vehicles 8. Occurrence involving freight 9. Incident involving dangerous freight 10. Lack of electricity 11. Fire 12. Point of flooding 13. Manifestations 14. Defect in the network of trolleybuses 15. Tree on the road 16. Semaphore off 17. Intermittent Semaphore 18. Slowness in traffic (%) (Target) .arff header for Weka: @relation Behavior @attribute Hour {7:00, 7:30, 8:00, 8:30, 9:00, 9:30, 10:00, 10:30, 11:00, 11:30, 12:00, 12:30, 13:00, 13:30, 14:00, 14:30, 15:00, 15:30, 16:00, 16:30, 17:00, 17:30, 18:00, 18:30, 19:00, 19:30, 20:00} @attribute Immobilized_bus INTEGER @attribute Broken_Truck INTEGER @attribute Vehicle_excess INTEGER @attribute Accident_victim INTEGER @attribute Running_over INTEGER @attribute Fire_vehicles INTEGER @attribute Occurrence_involving_freight INTEGER @attribute Incident_involving_dangerous_freight INTEGER @attribute Lack_of_electricity INTEGER @attribute Fire INTEGER @attribute Point_of_flooding INTEGER @attribute Manifestations INTEGER @attribute Defect_in_the_network_of_trolleybuses INTEGER @attribute Tree_on_the_road INTEGER @attribute Semaphore_off INTEGER @attribute Intermittent_Semaphore INTEGER @attribute Slowness_in_traffic_percent REAL
Dataset Files
| File | Size |
|---|---|
| Behavior of the urban traffic of the city of Sao Paulo in Brazil/Paper_CBIC_2011.pdf | 661.5 KB |
| Behavior of the urban traffic of the city of Sao Paulo in Brazil/Behavior of the urban traffic.arff | 13 KB |
| Behavior of the urban traffic of the city of Sao Paulo in Brazil/Behavior of the urban traffic of the city of Sao Paulo in Brazil.csv | 5.6 KB |
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pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset behavior_of_the_urban_traffic_of_the_city_of_sao_paulo_in_brazil = fetch_ucirepo(id=483) # data (as pandas dataframes) X = behavior_of_the_urban_traffic_of_the_city_of_sao_paulo_in_brazil.data.features y = behavior_of_the_urban_traffic_of_the_city_of_sao_paulo_in_brazil.data.targets # metadata print(behavior_of_the_urban_traffic_of_the_city_of_sao_paulo_in_brazil.metadata) # variable information print(behavior_of_the_urban_traffic_of_the_city_of_sao_paulo_in_brazil.variables)
Ferreira, R., Martiniano, A., & Sassi, R. (2011). Behavior of the urban traffic of the city of Sao Paulo in Brazil [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C5902F.
Creators
Ricardo Ferreira
Andrea Martiniano
Renato Sassi
DOI
License
This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.