Dataset Open Access

Tinkerforge environmental datasets

Miguel Yuste Fernández Alonso

Other(s)
Roman Kern

Collection of environmental datasets recorded with Tinkerforge sensors and used in the development of a bachelor thesis on the topic of frequent pattern mining. The data was collected in several locations in the city of Graz, Austria, as well as an additional dataset recorded in Santander, Spain. The following bricklets were used:

  • Graz datasets (i12, library_at, mensa_nt, muenzgrabenstrasse, neutorgasse, studienzentrum, vguh, kaiserfeldgasse):
    • Barometer Bricklet
    • Moisture Bricklet
    • Sound Intensity Bricklet
    • Ambient Light Bricklet
    • Humidity Bricklet
    • Temperature Bricklet
    • CO2 Bricklet
    • Motion Detector Bricklet
    • Barometer Bricklet
  • Santander dataset:
    • Motion Detector Bricklet
    • Ambient Light Bricklet 2.0
    • Sound Intensity Bricklet
    • Temperature Bricklet
    • Humidity Bricklet
    • CO2 Bricklet
    • Accelerometer Bricklet
    • Barometer Bricklet (recording also altitude)

Additionally, the datasets contain the voltage and chip temperature readings of the Master Brick.

It should be noted that Tinkerforge bricklets occasionally do not manage to write their recorded values in the time window between two recording frames, and they can also suffer from other disruptions. This produces a considerable number of instances that do not include the data of all sensors (incomplete instants), as well as some readings flagged as erroneous, which should be taken into account when working with the datasets.

Files (408.4 MB)
Name Size
i12.csv
md5:a558c06a4a7edc1afa111e969106d3af
554.3 kB Download
kaiserfeldgasse.csv
md5:f0474d764a38547772f26456b6b1b160
4.0 MB Download
library_at.csv
md5:eb545874232345c667ae4436c5f6f29c
4.1 MB Download
mensa_nt.csv
md5:2ed05418b5bf2b38eadb0e5c5d175055
16.0 MB Download
muenzgrabenstrasse.csv
md5:bd9c3a3ac0abb2dfe33bb12a12e6cfb0
10.4 MB Download
neutorgasse.csv
md5:7d4c0815fd91896d4fb93ac4601dc18c
9.4 MB Download
santander.csv
md5:e178ece030b47350be2ab36b4dbb1661
352.1 MB Download
studienzentrum.csv
md5:9fa60eefa9cf9f9710305e58671c8a06
7.6 MB Download
vguh.csv
md5:ccded5ea6b36ef546ee94d23b725ad74
4.3 MB Download
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