Public datasets prepared for machine learning tasks with php-ml
Clone or download
Latest commit 5156d2b Mar 10, 2018
Permalink
Type Name Latest commit message Commit time
Failed to load latest commit information.
datasets Add bike sharing dataset Mar 9, 2018
LICENSE Add bike sharing dataset Mar 9, 2018
README.md Add bike sharing dataset Mar 9, 2018

README.md

PHP-ML Datasets

Public datasets prepared for machine learning tasks with php-ml.

Available datasets

Regression

Bike Sharing Dataset Data Set

Features Samples Characteristics File
15 17379 Integer, Real bike-sharing-hour.csv

Bike sharing systems are new generation of traditional bike rentals where whole process from membership, rental and return back has become automatic. Through these systems, user is able to easily rent a bike from a particular position and return back at another position. Currently, there are about over 500 bike-sharing programs around the world which is composed of over 500 thousands bicycles. Today, there exists great interest in these systems due to their important role in traffic, environmental and health issues.

Apart from interesting real world applications of bike sharing systems, the characteristics of data being generated by these systems make them attractive for the research. Opposed to other transport services such as bus or subway, the duration of travel, departure and arrival position is explicitly recorded in these systems. This feature turns bike sharing system into a virtual sensor network that can be used for sensing mobility in the city. Hence, it is expected that most of important events in the city could be detected via monitoring these data.

Modification: instant and dteday columns removed

Source: http://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset