PIRvision_FoG_presence_detection
Donated on 1/4/2025
The PIRvision dataset contains occupancy detection data collected from a Synchronized Low-Energy Electronically-chopped Passive Infra-Red sensing node in residential and office environments. Each observation represents 4 seconds of recorded human activity within the sensor Field-of-View (FoV).
Dataset Characteristics
Tabular, Sequential, Multivariate, Time-Series, Text
Subject Area
Climate and Environment
Associated Tasks
Classification
Feature Type
Real
# Instances
15302
# Features
59
Dataset Information
Has Missing Values?
No
Introductory Paper
By Muhammad Emad-ud-din, Ya Wang. 2023
Published in IEEE Sensors Journal
Variables Table
| Variable Name | Role | Type | Description | Units | Missing Values |
|---|---|---|---|---|---|
| Date | Feature | Categorical | no | ||
| Time | Feature | Categorical | no | ||
| Label | Feature | Binary | no | ||
| Temperature_F | Feature | Integer | no | ||
| PIR_1 | Feature | Integer | no | ||
| PIR_2 | Feature | Integer | no | ||
| PIR_3 | Feature | Integer | no | ||
| PIR_4 | Feature | Integer | no | ||
| PIR_5 | Feature | Integer | no | ||
| PIR_6 | Feature | Integer | no |
0 to 10 of 59
Additional Variable Information
Date (1st element): Date of observation Time (2nd element): Time of observation Label (3rd element): Activity label Temperature (4th element): Ambient temperature in Fahrenheit PIR Values (elements 5-59): 55 raw analog sensor readings collected over 4 seconds
Class Labels
0: Vacancy 1: Stationary human presence 3: Other activity/motion
Dataset Files
| File | Size |
|---|---|
| pirvision_office_dataset1.csv | 2.5 MB |
| pirvision_office_dataset2.csv | 2.5 MB |
Reviews
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pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset pirvision_fog_presence_detection = fetch_ucirepo(id=1101) # data (as pandas dataframes) X = pirvision_fog_presence_detection.data.features y = pirvision_fog_presence_detection.data.targets # metadata print(pirvision_fog_presence_detection.metadata) # variable information print(pirvision_fog_presence_detection.variables)
Emad-ud-din, M. (2023). PIRvision_FoG_presence_detection [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C56W5M.
Keywords
Creators
Muhammad Emad-ud-din
emaad22@tamu.edu
Texas A&M University
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.