hepatitis.arff

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2009-08-18 10:42:47
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Hepatitis database
File contents

% 1. Title: Hepatitis Domain
% 
% 2. Sources:
%      (a) unknown
%      (b) Donor: G.Gong  (Carnegie-Mellon University) via 
%                    Bojan Cestnik
%                    Jozef Stefan Institute
%                    Jamova 39
%                    61000 Ljubljana
%                    Yugoslavia (tel.: (38)(+61) 214-399 ext.287) }
%      (c) Date: November, 1988
% 
% 3. Past Usage:
%     1. Diaconis,P. & Efron,B. (1983).  Computer-Intensive Methods in 
%        Statistics.  Scientific American, Volume 248.
%        -- Gail Gong reported a 80% classfication accuracy
%     2. Cestnik,G., Konenenko,I, & Bratko,I. (1987). Assistant-86: A
%        Knowledge-Elicitation Tool for Sophisticated Users.  In I.Bratko
%        & N.Lavrac (Eds.) Progress in Machine Learning, 31-45, Sigma Press.
%        -- Assistant-86: 83% accuracy
% 
% 4. Relevant Information:
%     Please ask Gail Gong for further information on this database.
% 
% 5. Number of Instances: 155
% 
% 6. Number of Attributes: 20 (including the class attribute)
% 
% 7. Attribute information: 
%      1. Class: DIE, LIVE
%      2. AGE: 10, 20, 30, 40, 50, 60, 70, 80
%      3. SEX: male, female
%      4. STEROID: no, yes
%      5. ANTIVIRALS: no, yes
%      6. FATIGUE: no, yes
%      7. MALAISE: no, yes
%      8. ANOREXIA: no, yes
%      9. LIVER BIG: no, yes
%     10. LIVER FIRM: no, yes
%     11. SPLEEN PALPABLE: no, yes
%     12. SPIDERS: no, yes
%     13. ASCITES: no, yes
%     14. VARICES: no, yes
%     15. BILIRUBIN: 0.39, 0.80, 1.20, 2.00, 3.00, 4.00
%         -- see the note below
%     16. ALK PHOSPHATE: 33, 80, 120, 160, 200, 250
%     17. SGOT: 13, 100, 200, 300, 400, 500, 
%     18. ALBUMIN: 2.1, 3.0, 3.8, 4.5, 5.0, 6.0
%     19. PROTIME: 10, 20, 30, 40, 50, 60, 70, 80, 90
%     20. HISTOLOGY: no, yes
% 
%     The BILIRUBIN attribute appears to be continuously-valued.  I checked
%     this with the donater, Bojan Cestnik, who replied:
% 
%       About the hepatitis database and BILIRUBIN problem I would like to say
%       the following: BILIRUBIN is continuous attribute (= the number of it's
%       "values" in the ASDOHEPA.DAT file is negative!!!); "values" are quoted
%       because when speaking about the continuous attribute there is no such 
%       thing as all possible values. However, they represent so called
%       "boundary" values; according to these "boundary" values the attribute
%       can be discretized. At the same time, because of the continious
%       attribute, one can perform some other test since the continuous
%       information is preserved. I hope that these lines have at least roughly 
%       answered your question. 
% 
% 8. Missing Attribute Values: (indicated by "?")
%      Attribute Number:    Number of Missing Values:
%                     1:    0
%                     2:    0
%                     3:    0
%                     4:    1
%                     5:    0
%                     6:    1
%                     7:    1
%                     8:    1
%                     9:    10
%                    10:    11
%                    11:    5
%                    12:    5
%                    13:    5
%                    14:    5
%                    15:    6
%                    16:    29
%                    17:    4
%                    18:    16
%                    19:    67
%                    20:    0
% 
% 9. Class Distribution:
%      DIE: 32
%     LIVE: 123
% 
% 
%
%
%
%
% Relabeled values in attribute SEX
%    From: 2                       To: male                
%    From: 1                       To: female              
%
%
% Relabeled values in attribute STEROID
%    From: 1                       To: no                  
%    From: 2                       To: yes                 
%
%
% Relabeled values in attribute ANTIVIRALS
%    From: 2                       To: no                  
%    From: 1                       To: yes                 
%
%
% Relabeled values in attribute FATIGUE
%    From: 2                       To: no                  
%    From: 1                       To: yes                 
%
%
% Relabeled values in attribute MALAISE
%    From: 2                       To: no                  
%    From: 1                       To: yes                 
%
%
% Relabeled values in attribute ANOREXIA
%    From: 2                       To: no                  
%    From: 1                       To: yes                 
%
%
% Relabeled values in attribute LIVER_BIG
%    From: 1                       To: no                  
%    From: 2                       To: yes                 
%
%
% Relabeled values in attribute LIVER_FIRM
%    From: 2                       To: no                  
%    From: 1                       To: yes                 
%
%
% Relabeled values in attribute SPLEEN_PALPABLE
%    From: 2                       To: no                  
%    From: 1                       To: yes                 
%
%
% Relabeled values in attribute SPIDERS
%    From: 2                       To: no                  
%    From: 1                       To: yes                 
%
%
% Relabeled values in attribute ASCITES
%    From: 2                       To: no                  
%    From: 1                       To: yes                 
%
%
% Relabeled values in attribute VARICES
%    From: 2                       To: no                  
%    From: 1                       To: yes                 
%
%
% Relabeled values in attribute HISTOLOGY
%    From: 1                       To: no                  
%    From: 2                       To: yes                 
%
@relation hepatitis
@attribute AGE integer
@attribute SEX { male, female}
@attribute STEROID { no, yes}
@attribute ANTIVIRALS { no, yes}
@attribute FATIGUE { no, yes}
@attribute MALAISE { no, yes}
@attribute ANOREXIA { no, yes}
@attribute LIVER_BIG { no, yes}
@attribute LIVER_FIRM { no, yes}
@attribute SPLEEN_PALPABLE { no, yes}
@attribute SPIDERS { no, yes}
@attribute ASCITES { no, yes}
@attribute VARICES { no, yes}
@attribute BILIRUBIN real
@attribute ALK_PHOSPHATE integer
@attribute SGOT integer
@attribute ALBUMIN real
@attribute PROTIME integer
@attribute HISTOLOGY { no, yes}
@attribute Class { DIE, LIVE}
@data
30,male,no,no,no,no,no,no,no,no,no,no,no,1,85,18,4,?,no,LIVE
50,female,no,no,yes,no,no,no,no,no,no,no,no,0.9,135,42,3.5,?,no,LIVE
78,female,yes,no,yes,no,no,yes,no,no,no,no,no,0.7,96,32,4,?,no,LIVE
31,female,?,yes,no,no,no,yes,no,no,no,no,no,0.7,46,52,4,80,no,LIVE
34,female,yes,no,no,no,no,yes,no,no,no,no,no,1,?,200,4,?,no,LIVE
34,female,yes,no,no,no,no,yes,no,no,no,no,no,0.9,95,28,4,75,no,LIVE
51,female,no,no,yes,no,yes,yes,no,yes,yes,no,no,?,?,?,?,?,no,DIE
23,female,yes,no,no,no,no,yes,no,no,no,no,no,1,?,?,?,?,no,LIVE
39,female,yes,no,yes,no,no,yes,yes,no,no,no,no,0.7,?,48,4.4,?,no,LIVE
30,female,yes,no,no,no,no,yes,no,no,no,no,no,1,?,120,3.9,?,no,LIVE
39,female,no,yes,no,no,no,no,yes,no,no,no,no,1.3,78,30,4.4,85,no,LIVE
32,female,yes,yes,yes,no,no,yes,yes,no,yes,no,no,1,59,249,3.7,54,no,LIVE
41,female,yes,yes,yes,no,no,yes,yes,no,no,no,no,0.9,81,60,3.9,52,no,LIVE
30,female,yes,no,yes,no,no,yes,yes,no,no,no,no,2.2,57,144,4.9,78,no,LIVE
47,female,no,yes,no,no,no,yes,no,no,no,no,no,?,?,60,?,?,no,LIVE
38,female,no,no,yes,yes,yes,yes,no,no,no,yes,no,2,72,89,2.9,46,no,LIVE
66,female,yes,no,yes,no,no,yes,no,no,no,no,no,1.2,102,53,4.3,?,no,LIVE
40,female,no,no,yes,no,no,yes,yes,no,no,no,no,0.6,62,166,4,63,no,LIVE
38,female,yes,no,no,no,no,yes,no,no,no,no,no,0.7,53,42,4.1,85,yes,LIVE
38,female,no,yes,no,no,no,no,yes,no,no,no,no,0.7,70,28,4.2,62,no,LIVE
22,male,yes,yes,yes,no,no,yes,no,no,no,no,no,0.9,48,20,4.2,64,no,LIVE
27,female,yes,no,yes,yes,yes,no,yes,yes,yes,no,no,1.2,133,98,4.1,39,no,LIVE
31,female,yes,no,no,no,no,yes,no,no,no,no,no,1,85,20,4,100,no,LIVE
42,female,yes,no,no,no,no,yes,no,no,no,no,no,0.9,60,63,4.7,47,no,LIVE
25,male,no,yes,no,no,no,yes,no,no,no,no,no,0.4,45,18,4.3,70,no,LIVE
27,female,no,no,yes,yes,no,yes,no,no,no,no,no,0.8,95,46,3.8,100,no,LIVE
49,female,no,yes,yes,yes,yes,yes,yes,no,yes,no,no,0.6,85,48,3.7,?,no,LIVE
58,male,yes,no,yes,no,no,yes,yes,no,yes,no,no,1.4,175,55,2.7,36,no,LIVE
61,female,no,no,yes,no,no,no,yes,no,no,no,no,1.3,78,25,3.8,100,no,LIVE
51,female,no,yes,yes,yes,no,yes,no,no,no,no,no,1,78,58,4.6,52,no,LIVE
39,female,no,yes,yes,yes,no,yes,yes,no,no,no,no,2.3,280,98,3.8,40,no,DIE
62,female,no,no,yes,yes,no,?,?,no,no,no,no,1,?,60,?,?,no,DIE
41,male,yes,yes,yes,yes,yes,yes,no,no,no,no,no,0.7,81,53,5,74,no,LIVE
26,male,no,no,no,no,no,yes,yes,no,no,no,no,0.5,135,29,3.8,60,no,LIVE
35,female,yes,no,yes,no,no,yes,no,no,no,no,no,0.9,58,92,4.3,73,no,LIVE
37,female,yes,no,yes,no,no,yes,no,no,yes,no,no,0.6,67,28,4.2,?,no,DIE
23,female,yes,no,yes,yes,yes,yes,no,yes,no,no,no,1.3,194,150,4.1,90,no,LIVE
20,male,no,no,yes,yes,yes,no,yes,yes,yes,no,no,2.3,150,68,3.9,?,no,LIVE
42,female,no,no,no,no,no,yes,no,no,no,no,no,1,85,14,4,100,no,LIVE
65,female,yes,no,yes,yes,no,yes,yes,yes,yes,yes,no,0.3,180,53,2.9,74,yes,LIVE
52,female,no,yes,no,no,no,yes,no,no,no,no,no,0.7,75,55,4,21,no,LIVE
23,female,yes,no,no,no,no,?,?,?,?,?,?,4.6,56,16,4.6,?,no,LIVE
33,female,yes,no,no,no,no,yes,no,no,no,no,no,1,46,90,4.4,60,no,LIVE
56,female,no,no,yes,no,no,yes,no,no,no,no,no,0.7,71,18,4.4,100,no,LIVE
34,female,yes,no,no,no,no,yes,no,no,no,no,no,?,?,86,?,?,no,LIVE
28,female,yes,no,yes,yes,no,yes,no,no,no,no,no,0.7,74,110,4.4,?,no,LIVE
37,female,no,no,no,no,no,yes,yes,no,yes,no,no,0.6,80,80,3.8,?,no,LIVE
28,male,yes,no,yes,yes,no,yes,yes,no,no,no,no,1.8,191,420,3.3,46,no,LIVE
36,female,no,no,no,no,no,yes,no,yes,no,no,no,0.8,85,44,4.2,85,no,LIVE
38,female,yes,yes,yes,yes,yes,yes,no,no,yes,no,no,0.7,125,65,4.2,77,no,LIVE
39,female,no,no,no,no,no,yes,no,no,no,no,no,0.9,85,60,4,?,no,LIVE
39,female,yes,no,no,no,no,yes,no,no,no,no,no,1,85,20,4,?,no,LIVE
44,female,yes,no,no,no,no,yes,no,no,no,no,no,0.6,110,145,4.4,70,no,LIVE
40,female,yes,yes,yes,no,no,yes,yes,yes,no,no,no,1.2,85,31,4,100,no,LIVE
30,female,yes,no,yes,no,no,yes,no,no,no,no,no,0.7,50,78,4.2,74,no,LIVE
37,female,no,no,yes,yes,yes,yes,no,no,no,no,no,0.8,92,59,?,?,no,LIVE
34,female,no,no,?,?,?,?,?,?,?,?,?,?,?,?,?,?,no,LIVE
30,female,yes,yes,no,no,no,yes,no,no,no,no,no,0.7,52,38,3.9,52,no,LIVE
64,female,yes,yes,yes,yes,no,no,yes,no,no,no,no,1,80,38,4.3,74,no,LIVE
45,male,no,no,yes,yes,no,yes,no,yes,no,no,no,1,85,75,?,?,no,LIVE
37,female,yes,no,no,no,no,yes,no,no,no,no,no,0.7,26,58,4.5,100,no,LIVE
32,female,yes,no,no,no,no,yes,no,no,no,no,no,0.7,102,64,4,90,no,LIVE
32,female,yes,no,yes,yes,yes,yes,no,no,yes,no,yes,3.5,215,54,3.4,29,no,LIVE
36,female,no,no,no,no,no,no,yes,yes,no,no,no,0.7,164,44,3.1,41,no,LIVE
49,female,yes,no,yes,yes,no,yes,no,no,no,no,no,0.8,103,43,3.5,66,no,LIVE
27,female,yes,no,no,no,no,yes,no,no,no,no,no,0.8,?,38,4.2,?,no,LIVE
56,female,no,no,no,no,no,yes,no,no,no,no,no,0.7,62,33,3,?,no,LIVE
57,female,yes,no,yes,yes,yes,yes,no,no,yes,yes,no,4.1,?,48,2.6,73,no,DIE
39,female,yes,no,yes,no,no,yes,no,no,no,no,no,1,34,15,4,54,no,LIVE
44,female,no,no,yes,yes,no,yes,no,no,no,no,no,1.6,68,68,3.7,?,no,LIVE
24,female,yes,no,no,no,no,yes,no,no,no,no,no,0.8,82,39,4.3,?,no,LIVE
34,female,no,no,yes,yes,no,no,yes,no,yes,no,no,2.8,127,182,?,?,no,DIE
51,female,yes,no,yes,yes,yes,?,?,?,?,?,?,0.9,76,271,4.4,?,no,LIVE
36,female,no,no,yes,yes,yes,yes,yes,no,no,no,no,1,?,45,4,57,no,LIVE
50,female,yes,no,no,no,no,yes,no,no,no,no,no,1.5,100,100,5.3,?,no,LIVE
32,female,no,yes,yes,yes,no,yes,no,no,no,no,no,1,55,45,4.1,56,no,LIVE
58,female,yes,no,yes,no,no,no,yes,yes,yes,no,no,2,167,242,3.3,?,no,DIE
34,male,no,yes,no,no,no,yes,yes,no,no,no,no,0.6,30,24,4,76,no,LIVE
34,female,no,no,yes,no,no,no,yes,no,yes,no,no,1,72,46,4.4,57,no,LIVE
28,female,yes,no,no,no,no,yes,no,no,no,no,no,0.7,85,31,4.9,?,no,LIVE
23,female,yes,no,yes,yes,yes,yes,no,no,no,no,no,0.8,?,14,4.8,?,no,LIVE
36,female,yes,no,no,no,no,yes,no,no,no,no,no,0.7,62,224,4.2,100,no,LIVE
30,female,no,no,no,no,no,yes,no,no,no,no,no,0.7,100,31,4,100,no,LIVE
67,male,no,no,yes,yes,no,yes,no,?,?,?,?,1.5,179,69,2.9,?,no,LIVE
62,male,yes,no,yes,yes,no,yes,yes,no,yes,no,no,1.3,141,156,3.9,58,no,LIVE
28,female,no,no,yes,yes,yes,yes,yes,no,no,no,no,1.6,44,123,4,46,no,LIVE
44,female,no,no,yes,yes,no,yes,no,yes,no,no,yes,0.9,135,55,?,41,yes,DIE
30,female,yes,no,yes,yes,yes,yes,yes,no,yes,yes,yes,2.5,165,64,2.8,?,yes,DIE
38,female,no,no,yes,yes,yes,yes,yes,no,yes,yes,yes,1.2,118,16,2.8,?,yes,DIE
38,female,no,no,yes,yes,yes,no,yes,no,no,no,no,0.6,76,18,4.4,84,yes,LIVE
50,male,no,no,yes,no,no,no,yes,yes,yes,no,no,0.9,230,117,3.4,41,yes,LIVE
42,female,no,no,yes,yes,yes,yes,no,yes,yes,no,yes,4.6,?,55,3.3,?,yes,DIE
33,female,yes,no,no,no,no,?,?,no,no,no,no,1,?,60,4,?,yes,LIVE
52,female,no,no,no,no,no,yes,no,no,no,no,no,1.5,?,69,2.9,?,yes,LIVE
59,female,no,no,yes,yes,no,yes,yes,yes,yes,no,no,1.5,107,157,3.6,38,yes,DIE
40,female,no,yes,yes,yes,yes,no,yes,no,no,no,no,0.6,40,69,4.2,67,yes,LIVE
30,female,no,no,yes,yes,no,yes,yes,no,yes,no,no,0.8,147,128,3.9,100,yes,LIVE
44,female,no,no,yes,yes,no,no,yes,no,yes,no,no,3,114,65,3.5,?,yes,LIVE
47,female,yes,no,no,no,no,yes,no,no,yes,no,yes,2,84,23,4.2,66,yes,DIE
60,female,no,no,yes,no,no,no,yes,yes,yes,no,no,?,?,40,?,?,yes,LIVE
48,female,no,no,yes,yes,no,yes,yes,no,yes,yes,yes,4.8,123,157,2.7,31,yes,DIE
22,female,yes,no,no,no,no,yes,no,no,no,no,no,0.7,?,24,?,?,yes,LIVE
27,female,no,no,yes,no,no,yes,yes,no,no,no,no,2.4,168,227,3,66,yes,LIVE
51,female,no,no,yes,yes,yes,yes,yes,yes,yes,no,yes,4.6,215,269,3.9,51,yes,LIVE
47,female,yes,no,yes,yes,no,yes,yes,no,no,yes,yes,1.7,86,20,2.1,46,yes,DIE
25,female,yes,no,no,no,no,yes,no,no,no,no,no,0.6,?,34,6.4,?,yes,LIVE
35,female,no,no,yes,no,no,?,?,yes,yes,yes,no,1.5,138,58,2.6,?,yes,DIE
45,female,no,no,yes,yes,yes,yes,no,no,no,no,no,2.3,?,648,?,?,yes,LIVE
54,female,no,yes,no,no,no,no,yes,no,no,no,no,1,155,225,3.6,67,yes,LIVE
33,female,no,no,yes,yes,no,yes,no,no,no,yes,no,0.7,63,80,3,31,yes,DIE
7,female,yes,no,no,no,no,yes,yes,yes,no,no,no,0.7,256,25,4.2,?,yes,LIVE
42,female,no,yes,yes,yes,no,yes,no,no,yes,no,no,0.5,62,68,3.8,29,yes,DIE
52,female,no,no,yes,no,no,yes,no,no,no,no,no,1,85,30,4,?,yes,LIVE
45,female,no,no,yes,no,no,yes,yes,yes,no,no,no,1.2,81,65,3,?,no,LIVE
36,female,no,no,no,no,no,yes,no,no,no,no,no,1.1,141,75,3.3,?,yes,LIVE
69,male,yes,no,yes,no,no,yes,no,no,no,no,no,3.2,119,136,?,?,yes,LIVE
24,female,no,no,yes,no,no,yes,no,no,no,no,no,1,?,34,4.1,?,yes,LIVE
50,female,yes,no,no,no,no,yes,no,no,no,no,no,1,139,81,3.9,62,yes,LIVE
61,female,no,no,yes,yes,no,?,?,no,yes,no,no,?,?,?,?,?,yes,DIE
54,female,yes,no,yes,no,no,no,yes,no,no,no,no,3.2,85,28,3.8,?,yes,LIVE
56,female,no,no,yes,yes,yes,no,yes,no,yes,no,no,2.9,90,153,4,?,yes,DIE
20,female,no,no,yes,yes,yes,yes,no,no,yes,yes,no,1,160,118,2.9,23,yes,LIVE
42,female,yes,no,no,no,no,yes,no,yes,no,no,no,1.5,85,40,?,?,yes,LIVE
37,female,no,no,yes,no,no,yes,no,no,yes,no,no,0.9,?,231,4.3,?,yes,LIVE
50,female,yes,no,no,no,no,yes,yes,yes,yes,no,no,1,85,75,4,72,yes,LIVE
34,male,yes,no,yes,yes,yes,no,yes,no,yes,no,no,0.7,70,24,4.1,100,yes,LIVE
28,female,yes,no,yes,yes,yes,?,?,no,yes,yes,no,1,?,20,4,?,yes,LIVE
50,female,yes,no,yes,no,no,yes,yes,yes,no,yes,yes,2.8,155,75,2.4,32,yes,DIE
54,female,no,no,yes,yes,no,yes,no,no,no,yes,no,1.2,85,92,3.1,66,yes,LIVE
57,female,no,no,yes,yes,no,yes,no,no,yes,yes,no,4.6,82,55,3.3,30,yes,DIE
54,female,yes,no,no,no,no,yes,no,no,no,no,no,1,85,30,4.5,0,yes,LIVE
31,female,no,no,yes,yes,yes,yes,no,yes,no,no,no,8,?,101,2.2,?,yes,DIE
48,female,yes,no,yes,yes,yes,yes,yes,no,yes,no,no,2,158,278,3.8,?,yes,LIVE
72,female,yes,yes,yes,no,no,yes,yes,no,no,no,no,1,115,52,3.4,50,yes,LIVE
38,female,no,no,no,no,no,yes,yes,no,no,no,no,0.4,243,49,3.8,90,yes,DIE
25,female,yes,no,yes,no,no,no,yes,yes,yes,yes,yes,1.3,181,181,4.5,57,yes,LIVE
51,female,yes,no,no,no,no,no,yes,no,yes,no,no,0.8,?,33,4.5,?,yes,LIVE
38,female,yes,no,no,no,no,yes,yes,no,yes,no,yes,1.6,130,140,3.5,56,yes,LIVE
47,female,yes,no,yes,yes,no,yes,yes,no,yes,yes,yes,1,166,30,2.6,31,yes,DIE
45,female,yes,yes,no,no,no,yes,no,no,no,no,no,1.3,85,44,4.2,85,yes,LIVE
36,female,no,no,yes,yes,yes,no,yes,no,yes,no,yes,1.7,295,60,2.7,?,yes,LIVE
54,female,no,no,yes,yes,no,?,?,yes,no,yes,no,3.9,120,28,3.5,43,yes,DIE
51,female,yes,no,yes,no,no,yes,yes,yes,yes,no,yes,1,?,20,3,63,yes,LIVE
49,female,no,no,yes,yes,no,yes,no,yes,yes,no,no,1.4,85,70,3.5,35,yes,DIE
45,female,yes,no,yes,yes,yes,yes,no,no,yes,yes,no,1.9,?,114,2.4,?,yes,DIE
31,female,no,no,yes,no,no,yes,no,no,no,no,no,1.2,75,173,4.2,54,yes,LIVE
41,female,yes,no,yes,no,no,yes,yes,yes,yes,no,yes,4.2,65,120,3.4,?,yes,DIE
70,female,no,no,yes,yes,yes,?,?,?,?,?,?,1.7,109,528,2.8,35,yes,DIE
20,female,no,no,no,no,no,yes,?,no,no,no,no,0.9,89,152,4,?,yes,LIVE
36,female,yes,no,no,no,no,yes,no,no,no,no,no,0.6,120,30,4,?,yes,LIVE
46,female,yes,no,yes,yes,yes,yes,no,no,yes,yes,yes,7.6,?,242,3.3,50,yes,DIE
44,female,yes,no,yes,no,no,yes,yes,no,no,no,no,0.9,126,142,4.3,?,yes,LIVE
61,female,no,no,yes,yes,no,no,yes,no,yes,no,no,0.8,75,20,4.1,?,yes,LIVE
53,male,no,no,yes,no,no,yes,no,yes,yes,no,yes,1.5,81,19,4.1,48,yes,LIVE
43,female,yes,no,yes,no,no,yes,no,yes,yes,yes,no,1.2,100,19,3.1,42,yes,DIE

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