BLE RSSI Dataset for Indoor localization and Navigation
Donated on 1/24/2018
This dataset contains RSSI readings gathered from an array of Bluetooth Low Energy (BLE) iBeacons in a real-world and operational indoor environment for localization and navigation purposes.
Dataset Characteristics
Multivariate, Sequential, Time-Series
Subject Area
Computer Science
Associated Tasks
Classification, Clustering
Feature Type
Integer
# Instances
6611
# Features
-
Dataset Information
Additional Information
The dataset was created using the RSSI readings of an array of 13 ibeacons in the first floor of Waldo Library, Western Michigan University. Data was collected using iPhone 6S. The dataset contains two sub-datasets: a labeled dataset (1420 instances) and an unlabeled dataset (5191 instances). The recording was performed during the operational hours of the library. For the labeled dataset, the input data contains the location (label column), a timestamp, followed by RSSI readings of 13 iBeacons. RSSI measurements are negative values. Bigger RSSI values indicate closer proximity to a given iBeacon (e.g., RSSI of -65 represent a closer distance to a given iBeacon compared to RSSI of -85). For out-of-range iBeacons, the RSSI is indicated by -200. The locations related to RSSI readings are combined in one column consisting a letter for the column and a number for the row of the position. The attached figure depicts the layout of the iBeacons as well as the arrange of locations.
Has Missing Values?
Yes
Variables Table
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Additional Variable Information
location: The location of receiving RSSIs from ibeacons b3001 to b3013; symbolic values showing the column and row of the location on the map (e.g., A01 stands for column A, row 1). Date: Datetime in the format of ‘d-m-yyyy hh:mm:ss’ b3001 - b3013: RSSI readings corresponding to the iBeacons; numeric, integers only.
Dataset Files
| File | Size |
|---|---|
| BLE_RSSI_dataset/iBeacon_RSSI_Unlabeled.csv | 428.2 KB |
| BLE_RSSI_dataset/iBeacon_RSSI_Labeled.csv | 122 KB |
| BLE_RSSI_dataset/iBeacon_Layout.jpg | 112.2 KB |
Reviews
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pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset ble_rssi_dataset_for_indoor_localization_and_navigation = fetch_ucirepo(id=435) # data (as pandas dataframes) X = ble_rssi_dataset_for_indoor_localization_and_navigation.data.features y = ble_rssi_dataset_for_indoor_localization_and_navigation.data.targets # metadata print(ble_rssi_dataset_for_indoor_localization_and_navigation.metadata) # variable information print(ble_rssi_dataset_for_indoor_localization_and_navigation.variables)
Mohammadi, M. & Al-Fuqaha, A. (2017). BLE RSSI Dataset for Indoor localization and Navigation [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C54G80.
Creators
Mehdi Mohammadi
Ala Al-Fuqaha
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.