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database was created with records of absenteeism at work from July 2007 to July 2010 at a courier company in Brazil.

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The database was created with records of absenteeism at work from July 2007 to July 2010 at a courier company in Brazil.

 

Source:

 

Creators original owner and donors: Andrea Martiniano (1), Ricardo Pinto Ferreira (2), and Renato Jose Sassi (3).

 

E-mail address: 

andrea.martiniano'@'gmail.com (1) - PhD student;

log.kasparov'@'gmail.com (2) - PhD student;

sassi'@'uni9.pro.br (3) - Prof. Doctor.

 

Universidade Nove de Julho - Postgraduate Program in Informatics and Knowledge Management.

 

Address: Rua Vergueiro, 235/249 Liberdade, Sao Paulo, SP, Brazil. Zip code: 01504-001.

 

Website: http://www.uninove.br/curso/informatica-e-gestao-do-conhecimento/

 

 

Data Type:  Multivariate    Univariate    Sequential    Time-Series    Text    Domain-Theory  

Task:  Classification    Regression    Clustering    Causal Discovery

Attribute Type:  Categorical    Integer    Real

Area:  Life Sciences  Physical Sciences  CS / Engineering  Social Sciences  Business  Game  Other

Format Type:  Matrix  Non-Matrix

Does your data set contain missing values?  Yes  No

________________________________________

Number of Instances (records in your data set):  

Number of Attributes (fields within each record):  

*-*-*-*-*-*

 

Relevant Information:

 

 

The data set allows for several new combinations of attributes and attribute exclusions, or the modification of the attribute type (categorical, integer, or real) depending on the purpose of the research.The data set (Absenteeism at work - Part I) was used in academic research at the Universidade Nove de Julho - Postgraduate Program in Informatics and Knowledge Management.

 

Attribute Information:

 

1. Individual identification (ID)

2. Reason for absence (ICD).

Absences attested by the International Code of Diseases (ICD) stratified into 21 categories (I to XXI) as follows:

 

I Certain infectious and parasitic diseases  

II Neoplasms  

III Diseases of the blood and blood-forming organs and certain disorders involving the immune mechanism  

IV Endocrine, nutritional and metabolic diseases  

V Mental and behavioural disorders  

VI Diseases of the nervous system  

VII Diseases of the eye and adnexa  

VIII Diseases of the ear and mastoid process  

IX Diseases of the circulatory system  

X Diseases of the respiratory system  

XI Diseases of the digestive system  

XII Diseases of the skin and subcutaneous tissue  

XIII Diseases of the musculoskeletal system and connective tissue  

XIV Diseases of the genitourinary system  

XV Pregnancy, childbirth and the puerperium  

XVI Certain conditions originating in the perinatal period  

XVII Congenital malformations, deformations and chromosomal abnormalities  

XVIII Symptoms, signs and abnormal clinical and laboratory findings, not elsewhere classified  

XIX Injury, poisoning and certain other consequences of external causes  

XX External causes of morbidity and mortality  

XXI Factors influencing health status and contact with health services.

 

And 7 categories without (CID) patient follow-up (22), medical consultation (23), blood donation (24), laboratory examination (25), unjustified absence (26), physiotherapy (27), dental consultation (28).

3. Month of absence

4. Day of the week (Monday (2), Tuesday (3), Wednesday (4), Thursday (5), Friday (6))

5. Seasons (summer (1), autumn (2), winter (3), spring (4))

6. Transportation expense

7. Distance from Residence to Work (kilometers)

8. Service time

9. Age

10. Work load Average/day 

11. Hit target

12. Disciplinary failure (yes=1; no=0)

13. Education (high school (1), graduate (2), postgraduate (3), master and doctor (4))

14. Son (number of children)

15. Social drinker (yes=1; no=0)

16. Social smoker (yes=1; no=0)

17. Pet (number of pet)

18. Weight

19. Height

20. Body mass index

21. Absenteeism time in hours (target)

 

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