Localization Data for Person Activity
Donated on 11/2/2010
Data contains recordings of five people performing different activities. Each person wore four sensors (tags) while performing the same scenario five times.
Dataset Characteristics
Univariate, Sequential, Time-Series
Subject Area
Health and Medicine
Associated Tasks
Classification
Feature Type
Real
# Instances
164860
# Features
8
Dataset Information
Additional Information
People used for recording of the data were wearing four tags (ankle left, ankle right, belt and chest). Each instance is a localization data for one of the tags. The tag can be identified by one of the attributes.
Has Missing Values?
No
Variable Information
Instance example: A01,020-000-033-111,633790226057226795,27.05.2009 14:03:25:723,4.292500972747803,2.0738532543182373,1.36650812625885,walking 1) Sequence Name {A01,A02,A03,A04,A05,B01,B02,B03,B04,B05,C01,C02,C03,C04,C05,D01,D02,D03,D04,D05,E01,E02,E03,E04,E05} (Nominal) - A, B, C, D, E = 5 people 2) Tag identificator {010-000-024-033,020-000-033-111,020-000-032-221,010-000-030-096} (Nominal) - ANKLE_LEFT = 010-000-024-033 - ANKLE_RIGHT = 010-000-030-096 - CHEST = 020-000-033-111 - BELT = 020-000-032-221 3) timestamp (Numeric) all unique 4) date FORMAT = dd.MM.yyyy HH:mm:ss:SSS (Date) 5) x coordinate of the tag (Numeric) 6) y coordinate of the tag (Numeric) 7) z coordinate of the tag (Numeric) 8) activity {walking,falling,'lying down',lying,'sitting down',sitting,'standing up from lying','on all fours','sitting on the ground','standing up from sitting','standing up from sitting on the ground'} (Nominal)
Dataset Files
| File | Size |
|---|---|
| ConfLongDemo_JSI.txt | 20.5 MB |
| dataSetDescription.names | 2.5 KB |
Reviews
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pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset localization_data_for_person_activity = fetch_ucirepo(id=196) # data (as pandas dataframes) X = localization_data_for_person_activity.data.features y = localization_data_for_person_activity.data.targets # metadata print(localization_data_for_person_activity.metadata) # variable information print(localization_data_for_person_activity.variables)
Vidulin, V., Lustrek, M., Kaluza, B., Piltaver, R., & Krivec, J. (2010). Localization Data for Person Activity [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C57G8X.
Creators
Vedrana Vidulin
Mitja Lustrek
Bostjan Kaluza
Rok Piltaver
Jana Krivec
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.