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Table 7 Real-world publicly available datasets and its respective domains, along with the respective papers and total number of papers which used the datasets for performance evaluation

From: Sensor data quality: a systematic review

Dataset

Domain

Papers

Total

SensorScope

(GSB, LUCE, FishNet)

Environmental sensing

[35, 57, 58]

[38] (GSB and FishNet)

[48] (GSB and LUCE)

7

Intel Berkeley

Environmental sensing

[35, 36, 39, 48, 62, 63]

6

UCI machine learning repository water treatment plant dataset

Smart city

(wastewater treatment)

[46, 55]

2

Numenta anomaly benchmark

General

(streaming data)

[34]

1

Networked aquatic microbial observing system (NAMOS)

Environmental sensing

(marine environment)

[48]

1

TasMAN Sullivans Cove Marine

Environmental sensing

(marine environment)

[79]

1

MERLSense

Environmental sensing

[66]

1

Caltrans PeMS traffic monitoring

Smart city

(traffic flow monitoring)

[9]

1

PhysioNet

Healthcare

[7]

1