Dataset: Exasens Data Set

About this Dataset

Exasens Data Set

Data Set Information:

The Exasens dataset includes demographic information on 4 groups of saliva samples (COPD-Asthma-Infected-HC) collected in the frame of a joint research project, Exasens ([Web Link]), at the Research Center Borstel, BioMaterialBank Nord (Borstel, Germany). The sampling procedure of the patient materials was approved by the local ethics committee of the University of Luebeck under the approval number AZ-16-167 and a written informed consent was obtained from all subjects. A permittivity biosensor, developed at IHP Microelectronics (Frankfurt Oder, Germany), was used for the dielectric characterization of the saliva samples for classification purposes ([Web Link]).

Definition of 4 sample groups included within the Exasens dataset:

(I) Outpatients and hospitalized patients with COPD without acute respiratory infection (COPD).

(II) Outpatients and hospitalized patients with asthma without acute respiratory infections (Asthma).

(III) Patients with respiratory infections, but without COPD or asthma (Infected).

(IV) Healthy controls without COPD, asthma, or any respiratory infection (HC).

Acknowledgements

P. S. Zarrin, N. Roeckendorf, and C. Wenger. In-vitro Classification of Saliva Samples of COPD Patients and Healthy Controls Using Non-perceptron Machine Learning Tools. Annals of biomedical engineering, 2020.

Tables

Exasens

@kaggle.tmchls_exasens_data_set.exasens

14.46 KB
401 rows
13 columns


CREATE TABLE exasens (
  "diagnosis" VARCHAR,
  "id" VARCHAR,
  "imaginary_part" VARCHAR,
  "unnamed_3" VARCHAR,
  "real_part" VARCHAR,
  "unnamed_5" VARCHAR,
  "gender" DOUBLE,
  "age" DOUBLE,
  "smoking" DOUBLE,
  "unnamed_9" VARCHAR,
  "unnamed_10" VARCHAR,
  "unnamed_11" VARCHAR,
  "unnamed_12" VARCHAR
);