HDF  XO` H TREE(HEAPX datadata_descr8 0name pima_diabetes (mldata0 comment 1. Title: Pima Indians Diabetes Database 2. Sources: (a) Original owners: National Institute of Diabetes and Digestive and Kidney Diseases (b) Donor of database: Vincent Sigillito (vgs@aplcen.apl.jhu.edu) Research Center, RMI Group Leader Applied Physics Laboratory The Johns Hopkins University Johns Hopkins Road Laurel, MD 20707 (301) 953-6231 (c) Date received: 9 May 1990 3. Past Usage: 1. Smith,~J.~W., Everhart,~J.~E., Dickson,~W.~C., Knowler,~W.~C., \& Johannes,~R.~S. (1988). Using the ADAP learning algorithm to forecast the onset of diabetes mellitus. In {\it Proceedings of the Symposium on Computer Applications and Medical Care} (pp. 261--265). IEEE Computer Society Press. The diagnostic, binary-valued variable investigated is whether the patient shows signs of diabetes according to World Health Organization criteria (i.e., if the 2 hour post-load plasma glucose was at least 200 mg/dl at any survey examination or if found during routine medical care). The population lives near Phoenix, Arizona, USA. Results: Their ADAP algorithm makes a real-valued prediction between 0 and 1. This was transformed into a binary decision using a cutoff of 0.448. Using 576 training instances, the sensitivity and specificity of their algorithm was 76% on the remaining 192 instances. 4. Relevant Information: Several constraints were placed on the selection of these instances from a larger database. In particular, all patients here are females at least 21 years old of Pima Indian heritage. ADAP is an adaptive learning routine that generates and executes digital analogs of perceptron-like devices. It is a unique algorithm; see the paper for details. 5. Number of Instances: 768 6. Number of Attributes: 8 plus class 7. For Each Attribute: (all numeric-valued) 1. Number of times pregnant 2. Plasma glucose concentration a 2 hours in an oral glucose tolerance test 3. Diastolic blood pressure (mm Hg) 4. Triceps skin fold thickness (mm) 5. 2-Hour serum insulin (mu U/ml) 6. Body mass index (weight in kg/(height in m)^2) 7. Diabetes pedigree function 8. Age (years) 9. Class variable (0 or 1) 8. Missing Attribute Values: None 9. Class Distribution: (class value 1 is interpreted as "tested positive for diabetes") Class Value Number of instances 0 500 1 268 10. Brief statistical analysis: Attribute number: Mean: Standard Deviation: 1. 3.8 3.4 2. 120.9 32.0 3. 69.1 19.4 4. 20.5 16.0 5. 79.8 115.2 6. 32.0 7.9 7. 0.5 0.3 8. 33.2 11.8 Relabeled values in attribute 'class' From: 0 To: tested_negative From: 1 To: tested_positive TREEHEAPX(int2double1classint00SNODh%  LSNOD#" $p2 !56"9;3 ! 2)3)+9&<-!#.8%06(:*),'$* &6*)$%-+"*<(!%.'=&E(>!!'7&*)"A%*+$/$- )"$!$*/% ()<!($(* 794)<$& )B%=.3 !1)"*,3"?#+&(49'%/43"!A.:#%/)+;$+%%.),,,!)$!91%.1,0?AC-: ##-:*%'7#&).'%$&+&$))!H&>3Q0'%"&2;'?#:C*!-B7'))(&#@.:53)<-.C +8%52%B%:*#6 .%!'#$>>*4)4-,".&6$$(22--"&0 2!*)36+((F(+-1/D5E.",++14)-(& "84"**-&"5**0-'. $2-%'4B+!?/ ?@4 4*0LxZ0L  <L &@(TREEF HEAPX(`(namesorderingtypes0 )LȊ ȊȊȊȊȊȊȊȊȊ Ȋ Ȋ Ȋ @@:@L7@<@̌E@9@?@fffffA@>@B@C@;@>@9@>@fffffF@=@fffffE@LA@fffffC@33333A@fffffC@=@LB@?@33333C@3333337@3333336@ A@B@?@8@fffff3@;@8@@@33333s@@C@̌B@A@D@333336@33333F@ffffff;@E@33333=@<@̌C@ffffff3@3333338@ffffff8@@@YA@7@B@ffffffG@@D@D@33333s@@9@ffffff9@ffffff@@=@@@@YE@3@fffff<@33333s@@<@33333E@̌A@@@333338@L@@B@E@9@ffffff6@L=@8@ffffffH@333333@@LB@@C@̌B@:@3@@@YG@7@333338@33333@@?@ffffff4@33333<@H@C@:@6@:@C@33333<@ffffff6@=@fffff&A@33333B@fffff@@A@333333?@A@>@333333?@A@@@333333<@3333337@J@A@@@:@fffff@@K@33333sE@fffff@@@A@fffff;@33333=@fffff@@@A@fffff&C@5@fffff@@>@33333<@333333?@33333sB@5@C@@@@333333@@ffffff@@ffffff@@>@@@L;@33333B@fffff5@fffff&A@LD@33333G@I@8@3333339@=@33333sD@33333=@B@F@33333=@?@fffff=@@@@=@fffff?@ffffff<@>@33333A@fffff<@E@33333=@Y@@333333?@fffffP@F@̌C@3333337@33333sA@33333;@:@;@33333A@>@@@fffff;@?@6@̌@@ffffff>@fffff&J@ffffff8@33333C@L8@fffff6@ffffffA@fffff>@?@ D@L;@ffffff4@B@fffff7@B@B@@@A@33333;@ffffffE@A@LE@A@fffffD@fffffA@>@=@fffffB@LA@?@3333339@<@7@LA@A@B@YB@F@F@G@ffffff9@A@33333=@E@33333A@ F@>@ffffff2@333333=@̌@@9@;@C@>@333333?@fffff&J@33333A@>@333333?@<@ffffff8@fffffA@;@@@>@33333<@fffff9@fffff@@fffff>@>@ @@333333@@@@@@fffff&B@D@9@;@F@3333339@7@@@A@@D@:@;@fffff8@L9@33333B@33333A@333333@@ffffff>@;@:@YC@F@4@ B@33333sB@LB@fffffE@@D@fffff5@A@<@33333>@LB@7@fffff&@@?@fffffA@33333sJ@5@C@9@8@>@33333s@@333333:@33333C@:@=@33333A@ A@L3@>@ C@7@;@?@ffffff;@:@A@9@̌A@̌A@F@>@7@Y@@fffffE@7@fffff7@33333G@fffff@@333333?@A@33333C@fffff9@fffff9@@@YA@ffffffB@@C@33333<@7@5@D@E@333333?@333333A@333333;@YE@ffffff>@fffff@@33333C@fffffA@@B@333333?@=@C@@C@33333sA@A@;@5@;@ffffff@@333333C@fffffA@33333sA@B@C@3333339@B@fffff&H@33333E@>@4@ffffff9@9@L8@L6@fffff&@@fffffE@@@?@@@F@333337@6@33333s@@33333;@333338@fffff&A@5@33333sA@@@3333338@A@?@33333s@@ E@fffff<@fffff5@fffff9@333333E@A@333333A@333333E@333333:@LA@A@333333;@@C@3333332@ffffff:@fffffF@:@LD@>@33333sE@B@ A@LD@A@3333336@ffffff>@>@9@8@333333E@33333B@fffff=@3333332@ffffffB@fffff&A@@@@@>@33333=@33333M@L9@@B@@@>@3333335@fffff<@33333C@3@fffffB@@@33333:@333333>@B@fffff9@4@5@fffffA@;@8@5@;@ffffffB@>@ G@fffffD@@@ffffffC@fffff=@fffff<@L;@@@7@fffff9@<@A@A@;@C@F@fffff&E@YD@@G@9@:@ffffffB@@@ffffff@@fffff<@:@:@>@9@L=@3333339@B@C@fffff@@fffffB@fffff@@@B@<@ffffff>@9@33333=@6@3333338@L;@9@?@L>@B@ffffff@@3@9@@@A@?@5@3333332@L:@>@8@=@fffffF@fffffD@=@fffff@@33333s@@=@333335@fffff&B@333333B@33333C@333333@@33333sA@C@@@@A@E@̌@@ffffff@@<@ffffff;@fffff?@;@fffff=@33333sB@9@ C@;@G@>@fffff@@fffffD@B@fffff:@333333@@:@LC@@@L?@fffff&A@@@@6@=@YA@>@A@8@33333sE@;@YA@ E@9@:@YC@33333<@6@33333sA@L8@fffff@@5@ffffffG@33333C@333333A@<@@@@@fffffF@;@ffffffB@7@;@333337@;@A@ffffff<@fffffA@D@3@D@8@fffff>@33333s@@C@@@@ B@9@33333<@4@333333<@333333@@333333C@3333338@ffffffD@E@>@B@333338@333333@@LA@333338@ffffff;@@A@333333:@;@fffff9@333333?@<@?@33333sD@3@L=@fffff&A@=@<@;@33333C@ffffff7@fffffB@L<@ffffff:@3333339@fffff@@ A@:@A@YC@5@33333sC@C@A@33333;@33333sE@B@33333B@@@ffffffA@@@@;@A@fffff>@@@ffffff9@A@fffffL@A@fffff>@8@fffffA@B@3333338@3333338@H@LF@fffff&@@@@7@L<@8@ G@8@fffff&E@̌C@@C@7@ffffff>@fffff=@9@@A@@F@33333A@;@A@@C@ffffff<@fffffC@333333A@ffffff@@C@333333?@=@D@ffffff:@=@33333@@fffff@@7@A@A@L=@ C@L=@̌C@ffffff@@33333C@ B@333333@@fffff6@>@ffffff<@ffffff<@@F@=@L7@33333A@ffffff;@@@LB@C@fffff&E@>@<@Y@@LD@>@fffffH@fffff&G@333333B@L8@333333?@C@:@fffffE@333333@@@B@@@fffff&B@B@A@ffffff<@F@6@33333s@@ffffffB@333333:@>@ffffff>@Mb?X9v?/$?K7A`?M@|?5^?X9v?x&?MbX9?V-? r?v/?uV?Fx?bX9?`"?oʡ?K7A?Cl?!rh?I +?E?w/?E?K7A?= ףp=? r?^I +?\(\? rh?Fx?Zd;?J +?Mb?Mb?x?zG?HzG?jt?= ףp=?MbX?ʡE?Gz?On?7A`?}?5^I??5^I ?n?jt?Q?Cl?E?S?S?`"?X9v?K7A?bX9?"~?/$?~jt?HzG?bX9?|?5^?Pn?Cl?\(\? ףp= ?K7A`?x&1?X9v?M?-? rh?MbX?Q?/$?Gz?HzG?S?Q?&1?%C?tV?uV?tV?bX9?#~j?/$?Q?Pn?'1Z?NbX9?|?5^?'1Z?RQ?p= ף?y&1?bX9??Zd;O?x?S㥛?&1?(\?oʡ?"~?|?5^?/$?V-?Fx?K7A`?~jt?/$?7A`?sh|??)\(?!rh?'1Z?%C?}?5^I?p= ף?B`"?+?n?X9v?!rh?NbX9?n?ʡE?v?m?bX9?sh|??NbX9?I +?v?/$?"~?'1Z?x&?M?'1Z? rh?tV?M?~jt?ffffff?Cl?(\µ?K7?S?/$?Cl?K7? rh?Mb?-?Zd;O?/$?7A`?&1?K7A`?Zd;O?-?v?Mb?㥛 ?/$?Gz? ףp= ?MbX?#~j?V-?Gz?5^I ? r?"~j?RQ?d;O?/$?333333?A`"?x&?Zd;?ףp= ?Gz?A`"?{Gz?v?V-?V-?Pn?"~? rh?HzG?V-?V-?(\?333333?+?h|?5?v/?Gz?#~j??5^I ?\(\?S?"~?Q?(\??ˡE?/$?p= ף?X9v? r?V-?/$?NbX9?x&?(\?n?Cl?Zd;O?B`"۹?MbX?w/?oʡ@bX9ȶ?p= ף?X9v?-?K7?n?-?n?ʡE?d;O?9v?~jt?%C?|?5^?J +?uV? rh?Pn?S??5^I ?M?RQ?V-?Zd;?X9v?oʡ?K7A`?m?Zd;O?(\?S?A`"?'1Z?/$??!rh?Cl?B`"?V-?+?Q?V-?Mb?K7A?5^I ?Mb?Dl?l?uV?+?x&1?K7A`?Q?S㥛?Q?~jt?NbX9?+?B`"?(\?E?-?MbX9?/$?V-?K7A?/$? rh?p= ף?|?5^?zG? +?5^I ?+?n?"~?Q?w/?M?K7A??x&1?\(\?ʡE?x&1?x&1?)\(?V-?Gz?333333?Pn?w/?K7?K7A?1Zd?l?rh|?/$??K7A?Zd;?V-?sh|???5^I ?K7?p= ף?~jt?m?ʡE?~jt?v/?h|?5?K7?L7A`?(\? ףp= ?tV?!rh?V-?B`"?/$?tV?T㥛 ?v?(\?S?S?bX9?h|?5?x&1??-?"~?Q?p= ף?p= ף?V-?Zd;O?T㥛 ?/$?ʡE?jt@V-?q= ףp??&1?L7A`?A`"?}?5^I?X9v?tV?ʡE?h|?5?M?}?5^I?}?5^I?= ףp=?Q?d;O?!rh?|?5^?"~j?(\?L7A`?oʡ?V-??h|?5?J +?L7A`? +?S㥛?S?M?Q?HzG?p= ף?Mb?/$?uV?X9v? rh?L7A`?K7?Mb?J +?Pn?Q?|?5^?+?x&1?MbX9?ʡE?X9v?l?Pn?L7A`?Mb?ˡE?V-?m?S㥻?oʡ?w/?K7A`?h|?5?= ףp=?Zd;?-?7A`?$C?ףp= ?+?q= ףp?(\?RQ?\(\@uV?Q?RQ?= ףp=?(\?MbX?Mb?9v?Zd;?A`"?Cl?K?jt?q= ףp?~jt?9v?(\?Pn?'1Z?!rh?K7?333333?Cl?ʡE?Cl?(\?~jt?zG?T㥛 ? rh?n?m?#~j?7A`?jt?K7?/$?m?)\(?\(\?x&?%C?7A`?oʡ?T㥛 ?㥛 ?(\?M?ʡE?~jt?㥛 ?/$?w/? +?x&1?J +?$C?V-?X9v?E?jt?/$?`"?V-?5^I ?"~???ʡE?x&?y&1?~jt? ףp= ?9v?V-?Q?x&1?w/?S?"~j?A`"?1Zd?Zd;O?Q?l?ʡE?MbX?x&1?jt?S?K7?Q?|?5^?`"?x&? rh?ffffff?'1Z?\(\?On?%C?{Gz?m?(\?&1?x?V-?5^I ?/$?S㥛?Cl?tV?T㥛 ?333333?`"?Mb?Dl?+?Zd;?V-?|?5^?(\µ?oʡ?Cl?HzG?x&?Q?MbX?%C?Q?jt?V-?\(\?ffffff?X9v?|?5^?~jt?RQ?Cl?㥛 ?Pn?Zd;?X9v?S??ffffff?|?5^?v/?~jt?m?E?S?I +??5^I ??RQ??/$?A`"? r?T㥛 ? +?HzG?Dl?㥛 ?`"?v/?jt?m?"~?jt? r?Pn??5^I ?rh|?^I +?K7A`?h|?5?MbX9?^I +?|?5^?x&?;On?l?Cl?X9v?ʡE?q= ףp?K7A`?(\?/$?S㥛?Zd;?On?= ףp=?1Zd?bX9?Q?\(\?x&?S㥛?Q?p= ף?/$?ʡE?m?K7?Q?V-?Q?ףp= ?d;O?RQ?y&1?K?M?Q?Mb?\(\?-?Gz??5^I ?Q?ˡE?x&1?oʡ?= ףp=?)\(?bX9?ˡE?q= ףp?E?K7A?S?sh|??K?Cl?x&?{Gz?x?jt?^I +?"~?q= ףp?1Zd? r?'1Z?jt? r?Mb?x&?x&1?A`"?!rh?x?Gz?(\?~jt?h|?5?-?NbX9?I +?l? rh?zG?jt?MbX9?I +?`"?;On? ףp= ? ףp= ?(\?x&1?}?5^I?"~?tV?Mb?(\?h|?5?X9v?ʡE?w/??5^I ?y&1?~jt?y&1?$C?Q?V-?{Gz?333333?ˡE?n?Q??x&1?rh|?bX9?Zd;?x?K7?&1?bX9?x?NbX9?%C?"~j?'1Z?x?/$?Pn?K7?n?Pn?n?V-?S?(\?\(\?tV?)\(?ȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊAȊBȊCȊDȊEȊFȊGȊHȊIȊJȊKȊLȊMȊNȊOȊPȊQȊRȊSȊTȊUȊVȊWȊXȊYȊZȊ[Ȋ\Ȋ]Ȋ^Ȋ_Ȋ`ȊaȊbȊcȊdȊeȊfȊgȊhȊiȊjȊkȊlȊmȊnȊoȊpȊqȊrȊsȊtȊuȊvȊwȊxȊyȊzȊ{Ȋ|Ȋ}Ȋ~ȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊ Ȋ Ȋ Ȋ Ȋ ȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊ Ȋ!Ȋ"Ȋ#Ȋ$Ȋ%Ȋ&Ȋ'Ȋ(Ȋ)Ȋ*Ȋ+Ȋ,Ȋ-Ȋ.Ȋ/Ȋ0Ȋ1Ȋ2Ȋ3Ȋ4Ȋ5Ȋ6Ȋ7Ȋ8Ȋ9Ȋ:Ȋ;Ȋ<Ȋ=Ȋ>Ȋ?Ȋ@ȊȊȊȊȊȊȊȊȊ Ȋ Ȋ Ȋ Ȋ ȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊ Ȋ!Ȋ"Ȋ#Ȋ$Ȋ%Ȋ&Ȋ'Ȋ(Ȋ)Ȋ*Ȋ+Ȋ,Ȋ-Ȋ.Ȋ/Ȋ0Ȋ1Ȋ2Ȋ3Ȋ4Ȋ5Ȋ6Ȋ7Ȋ8Ȋ9Ȋ:Ȋ;Ȋ<Ȋ=Ȋ>Ȋ?Ȋ@ȊAȊBȊCȊDȊEȊFȊGȊHȊIȊJȊKȊLȊMȊNȊOȊPȊQȊRȊSȊTȊUȊVȊWȊXȊYȊZȊ[Ȋ\Ȋ]Ȋ^Ȋ_Ȋ`ȊaȊbȊcȊdȊeȊfȊgȊhȊiȊjȊkȊlȊmȊnȊoȊpȊqȊrȊsȊtȊuȊvȊwȊxȊyȊzȊ{Ȋ|Ȋ}Ȋ~ȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊ Ȋ Ȋ Ȋ Ȋ ȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊȊ Ȋ!Ȋ"Ȋ#Ȋ$Ȋ%Ȋ&Ȋ'Ȋ(Ȋ)Ȋ*Ȋ+Ȋ,Ȋ-Ȋ.Ȋ/Ȋ0Ȋ1Ȋ2Ȋ3Ȋ4Ȋ5Ȋ6Ȋ7Ȋ8Ȋ9Ȋ:Ȋ;Ȋ<Ȋ=Ȋ>Ȋ?Ȋ@ȊAȊBȊCȊDȊEȊFȊGȊHȊIȊJȊKȊLȊMȊNȊOȊPȊQȊRȊSȊTȊUȊVȊWȊXȊYȊZȊ[Ȋ\Ȋ]Ȋ^Ȋ_Ȋ`ȊaȊbȊcȊdȊeȊfȊgȊhȊiȊjȊkȊlȊmȊnȊoȊpȊqȊrȊsȊtȊuȊvȊwȊxȊyȊzȊ{Ȋ|Ȋ}Ȋ~ȊȊGCOLtested_negativetested_negativetested_positivetested_positivetested_positivetested_negativetested_negativetested_positive tested_negative tested_negative tested_positive tested_negative tested_negativetested_positivetested_negativetested_positivetested_positivetested_negativetested_positivetested_negativetested_positivetested_negativetested_positivetested_negativetested_positivetested_positivetested_negativetested_negativetested_negativetested_negativetested_positive tested_positive!tested_negative"tested_positive#tested_negative$tested_positive%tested_negative&tested_negative'tested_negative(tested_negative)tested_positive*tested_positive+tested_negative,tested_positive-tested_negative.tested_positive/tested_negative0tested_negative1tested_negative2tested_negative3tested_negative4tested_positive5tested_negative6tested_negative7tested_negative8tested_negative9tested_positive:tested_negative;tested_negative<tested_positive=tested_positive>tested_positive?tested_negative@tested_negativeAtested_positiveBtested_negativeCtested_negativeDtested_positiveEtested_negativeFtested_negativeGtested_negativeHtested_positiveItested_negativeJtested_negativeKtested_positiveLtested_negativeMtested_negativeNtested_negativeOtested_negativePtested_negativeQtested_negativeRtested_negativeStested_negativeTtested_negativeUtested_positiveVtested_negativeWtested_negativeXtested_negativeYtested_negativeZtested_negative[tested_negative\tested_negative]tested_positive^tested_negative_tested_negative`tested_negativeatested_positivebtested_negativectested_negativedtested_negativeetested_positiveftested_positivegtested_negativehtested_negativeitested_negativejtested_negativektested_negativeltested_negativemtested_negativentested_positiveotested_negativeptested_negativeqtested_negativertested_negativestested_positivettested_negativeutested_negativevtested_negativewtested_positivextested_negativeytested_negativeztested_negative{tested_positive|tested_negative}tested_negative~tested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_positivetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_positivetested_positivetested_positivetested_positivetested_negativetested_negativetested_positivetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_positivetested_positivetested_negativetested_negativetested_negativetested_positivetested_negativetested_positivetested_negativetested_positivetested_negativetested_positivetested_negativetested_positivetested_negativetested_negativetested_positivetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_positivetested_positivetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_positivetested_positivetested_negativetested_positivetested_negativetested_negativetested_negativetested_positivetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_positivetested_positive tested_positive tested_negative tested_negative tested_negative tested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_positivetested_negativetested_positivetested_positivetested_positivetested_positivetested_negativetested_positivetested_positivetested_negativetested_negativetested_negative tested_negative!tested_negative"tested_negative#tested_negative$tested_positive%tested_positive&tested_negative'tested_positive(tested_negative)tested_negative*tested_positive+tested_negative,tested_positive-tested_negative.tested_negative/tested_negative0tested_negative1tested_negative2tested_positive3tested_negative4tested_positive5tested_negative6tested_positive7tested_negative8tested_positive9tested_positive:tested_negative;tested_negative<tested_negative=tested_negative>tested_positive?tested_positive@tested_negativeAtested_negativeBtested_negativeCtested_positiveDtested_negativeEtested_positiveFtested_positiveGtested_negativeHtested_negativeItested_positiveJtested_negativeKtested_negativeLtested_positiveMtested_positiveNtested_negativeOtested_negativePtested_positiveQtested_negativeRtested_negativeStested_positiveTtested_negativeUtested_negativeVtested_negativeWtested_negativeXtested_negativeYtested_negativeZtested_negative[tested_positive\tested_positive]tested_positive^tested_negative_tested_negative`tested_negativeatested_negativebtested_negativectested_negativedtested_positiveetested_positiveftested_negativegtested_negativehtested_positiveitested_negativejtested_negativektested_positiveltested_negativemtested_positiventested_positiveotested_positiveptested_negativeqtested_negativertested_positivestested_positivettested_positiveutested_negativevtested_positivewtested_negativextested_positiveytested_negativeztested_positive{tested_negative|tested_negative}tested_negative~tested_negativetested_positivetested_negativetested_positivetested_positivetested_negativetested_positivetested_negativetested_positivetested_positivetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_positivetested_negativetested_positivetested_negativetested_negativetested_negativetested_positivetested_positivetested_positivetested_positivetested_negativetested_positivetested_positivetested_positivetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_positivetested_positivetested_negativetested_negativetested_negativetested_positivetested_positivetested_positivetested_positivetested_negativetested_negativetested_negativetested_positivetested_positivetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_positivetested_negativetested_negativetested_negativetested_positivetested_negativetested_positivetested_negativetested_negativetested_positivetested_negativetested_positivetested_negativetested_negativetested_positivetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_positivetested_positivetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_positivetested_positivetested_positivetested_negativetested_negativetested_positivetested_negativetested_positivetested_negativetested_positivetested_positivetested_negativetested_positivetested_negativetested_negativetested_positivetested_negativetested_positivetested_positivetested_negativetested_negativetested_positivetested_negativetested_positivetested_negativetested_negativetested_positivetested_negativetested_positivetested_negativetested_positivetested_positivetested_positivetested_negativetested_negativetested_positivetested_negative tested_positive tested_negative tested_negative tested_negative tested_positivetested_negativetested_negativetested_negativetested_negativetested_positivetested_positivetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_negative tested_negative!tested_negative"tested_negative#tested_negative$tested_positive%tested_positive&tested_positive'tested_negative(tested_positive)tested_positive*tested_negative+tested_negative,tested_positive-tested_negative.tested_negative/tested_positive0tested_negative1tested_negative2tested_positive3tested_positive4tested_negative5tested_negative6tested_negative7tested_negative8tested_positive9tested_negative:tested_negative;tested_positive<tested_negative=tested_negative>tested_negative?tested_negative@tested_negativeAtested_negativeBtested_negativeCtested_negativeDtested_positiveEtested_positiveFtested_negativeGtested_negativeHtested_negativeItested_negativeJtested_negativeKtested_negativeLtested_negativeMtested_negativeNtested_positiveOtested_positivePtested_positiveQtested_negativeRtested_negativeStested_positiveTtested_positiveUtested_positiveVtested_negativeWtested_negativeXtested_negativeYtested_positiveZtested_negative[tested_negative\tested_negative]tested_positive^tested_positive_tested_negative`tested_negativeatested_positivebtested_positivectested_positivedtested_positiveetested_positiveftested_negativegtested_negativehtested_negativeitested_negativejtested_negativektested_negativeltested_negativemtested_negativentested_negativeotested_negativeptested_positiveqtested_negativertested_negativestested_negativettested_negativeutested_negativevtested_negativewtested_negativextested_negativeytested_positiveztested_negative{tested_positive|tested_positive}tested_negative~tested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_positivetested_positivetested_negativetested_negativetested_negativetested_negativetested_positivetested_positivetested_negativetested_negativetested_negativetested_positivetested_negativetested_positivetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_positivetested_positivetested_positivetested_positivetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_positivetested_negativetested_positivetested_negativetested_negativetested_negativetested_positivetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_positivetested_positivetested_positivetested_negativetested_negativetested_negativetested_negativetested_positivetested_negativetested_negativetested_negativetested_negativetested_negativetested_positivetested_positivetested_positivetested_negativetested_negativetested_negativetested_positivetested_negativetested_positivetested_negativetested_negativetested_negativetested_positivetested_positivetested_positivetested_positivetested_positivetested_negativetested_positivetested_negativetested_negativetested_positivetested_positivetested_positivetested_negativetested_positivetested_positivetested_negativetested_positivetested_negativetested_positivetested_negativetested_positivetested_negativetested_positivemasspediageclassskininsupresplas preg int2 class double1 int0numericnumericnumeric'nominal:tested_negative,tested_positivenumericnumericnumericnumericnumeric                                                                 UYtNs}ndvkgs~cw}aumX\zgfZojGgigeXIdiT,rcmm_d~O>_pqJSenjdkP{Q\G]z}QU~`S_YL|NacokqXxvuizT`}d]ijllf9jZrcmXfrdhxnofWOKUWwImo{Uikmqlcgo`Qpm}UpwdWeuOzJh[[wz|ojZV\qor_{`felzGjdjhrllw`lNk~dpMsx|Pjqmpcsp|pzfivWj_us_z_~tc\=ZZ}Xgc|eQvTizbW]kimZ}wtiddt`R_H{sefpaSw^fs^_cYPZakSulud_hxR[wdVxGJXs|Jaxwrir~{UTcSYc}PnQuT^`KTxT[[c}LD|r}WatuozkV[Mi9dZTXtTrXT|angU}Wc[_c\yNobwlvmyd|]gIopR{CYml`||\ojijuDpwp\^lZ}^rfo\hh^adfZgk[u{xjexPspobcD{[]ye8_}kkyZcvz}nPs]~f^laSruopt\xji_~AcfxfmdQyl{jXYezy~]HB@B(J2F`\JP<HTJFXTZP^FLBR\KL:\N<LLDH@T\n@B8FBP2BZB2DXR@H>:BJX\BUB@ZVK0NHB,NAlJHDFD7PNHRH>02ZH<`HA8z::UH>L>6\J0<LL@JPLF:XTF8@JD<F<PHNR4B>KP@NFJAVRNX48JHZJP@XJBDBZRF<@HNnNRP@J<JDDbLP>FB7T:>@<PRDFHHLh@T<U_ARF>DJB<Z<BNL4FPVPPDDHTZTL@F62LUDZFV4TPD>@8D2LDFP>J@4V>NNFF<@J>FLXVPJTV8HX>N02>FTNH:RbLLDDDDBFJ2PDPJBN<JFZKH@FVFH:P<LLNTFJDVHX.>PPTR>NX2JL@FlNJ6H@VfR@@:4RR<KdHD<>F6JdRDBL@HN:8BFF@=TN@0H>JDZHTJ<TDRD@XD@@NN@^RJJKDUKFXhB@F>NHP@J@FD6>6DTJH>FNb84@NRFBZ@TPLJVFX:RD>NHPAZDFJDHFJZHD@NRZ<2NH>D>6FXV<ZFPF:<@JBA<LB8Z<P\JHUZNZLDRnFDX>@FFLDJLBD<P6H>HBF`:<V,,PDFZ<NLL8BBVTNP4HRLJ&XJN<N>R>6:XPJH`>RVL^F@XDNPA@N<R>HJLLJVFPHJJ2T<6<J6F4:PjRTLjP<PRF:ND:jdRFV<4:8L@PRJ@2JRPrFD<ZJXFLNXLP.N@@N>:J2NH<LVBDV^NNTX4NVX8K<VH<JP,:^XT^JF>FN>XNXZHL\:J>LFH<F## -/&)#!$ !%*/' "* '<)" #! 6 (3!" 8'*$% %#2*,)&(" **.$)'#,) , !6 ()!&'% #!! #' *% 24 ,'+%-&!)%%  ' !  $ +" #$  (($!%0(++%' $ "() 1'#! ). '. ! ? -% 0!( $)(&-&%*) &!  )'" !4%1( #+!(( " /c. (2-$ *' * */( #$#(#0+..'-! #$'. 1 $ $!'.$(% %%!))', ')0^XNS`sn6FR$,V0n&dZG}Gn0@L@($%3ddc^12\E?w^5riN07\:r^0c>,Wx8 5r%-X7wC8-9tz!1K(Jxh*i`U^@xD4:iIlSJ+6E%SBYB^ETKHR;n2QWsXC6=sLNU<2xF\@?_iG<81i$dnKH1} BzLGOZLViFBRijA88LCj,sM6X~~,xJ?Xsx~%)As6ZB[.idjMZFd1 -i_}}dO#iOxx^ti9JnpSNOD(H IX*@L NLȊȊȊȊȊȊȊȊ'Ȋ