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Crowdedness-at-the-Campus-Gym - MaRDI portal

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Crowdedness-at-the-Campus-Gym

From MaRDI portal
Dataset:6036845



OpenML43752MaRDI QIDQ6036845

OpenML dataset with id 43752

Author name not available (Why is that?)

Full work available at URL: https://api.openml.org/data/v1/download/22102577/Crowdedness-at-the-Campus-Gym.arff

Upload date: 24 March 2022



Dataset Characteristics

Number of features: 11 (numeric: 10, symbolic: 0 and in total binary: 0 )
Number of instances: 62,184
Number of instances with missing values: 0
Number of missing values: 0

Background When is my university campus gym least crowded, so I know when to work out? We measured how many people were in this gym once every 10 minutes over the last year. We want to be able to predict how crowded the gym will be in the future. Goals

Given a time of day (and maybe some other features, including weather), predict how crowded the gym will be. Figure out which features are actually important, which are redundant, and what features could be added to make the predictions more accurate.

Data The dataset consists of 26,000 people counts (about every 10 minutes) over the last year. In addition, I gathered extra info including weather and semester-specific information that might affect how crowded it is. The label is the number of people, which I'd like to predict given some subset of the features. Label:

Number of people

Features:

date (string; datetime of data) timestamp (int; number of seconds since beginning of day) dayofweek (int; 0 [monday] - 6 [sunday]) is_weekend (int; 0 or 1) [boolean, if 1, it's either saturday or sunday, otherwise 0] is_holiday (int; 0 or 1) [boolean, if 1 it's a federal holiday, 0 otherwise] temperature (float; degrees fahrenheit) isstartof_semester (int; 0 or 1) [boolean, if 1 it's the beginning of a school semester, 0 otherwise] month (int; 1 [jan] - 12 [dec]) hour (int; 0 - 23)

Acknowledgements This data was collected with the consent of the university and the gym in question.






This page was built for dataset: Crowdedness-at-the-Campus-Gym