From 8e12f29d015470ef2a1a615a8d070961e0afba6d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Merc=C3=A8=20Mart=C3=ADn=20Prats?= Date: Mon, 7 May 2018 17:22:25 +0200 Subject: [PATCH 1/4] Adding tests for BigML pmml models --- pmml-bigml/pom.xml | 51 + .../org/jpmml/bigml/ClassificationTest.java | 41 + pmml-bigml/src/test/resources/csv/Audit.csv | 1860 +++++++++++++++++ .../test/resources/csv/DecisionTreeAudit.csv | 1860 +++++++++++++++++ .../test/resources/csv/DecisionTreeIris.csv | 151 ++ pmml-bigml/src/test/resources/csv/Iris.csv | 151 ++ .../resources/pmml/DecisionTreeAudit.pmml | 818 ++++++++ .../test/resources/pmml/DecisionTreeIris.pmml | 101 + pom.xml | 8 +- 9 files changed, 5040 insertions(+), 1 deletion(-) create mode 100644 pmml-bigml/pom.xml create mode 100644 pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java create mode 100644 pmml-bigml/src/test/resources/csv/Audit.csv create mode 100644 pmml-bigml/src/test/resources/csv/DecisionTreeAudit.csv create mode 100644 pmml-bigml/src/test/resources/csv/DecisionTreeIris.csv create mode 100644 pmml-bigml/src/test/resources/csv/Iris.csv create mode 100644 pmml-bigml/src/test/resources/pmml/DecisionTreeAudit.pmml create mode 100644 pmml-bigml/src/test/resources/pmml/DecisionTreeIris.pmml diff --git a/pmml-bigml/pom.xml b/pmml-bigml/pom.xml new file mode 100644 index 00000000..8c5d4413 --- /dev/null +++ b/pmml-bigml/pom.xml @@ -0,0 +1,51 @@ + + + 4.0.0 + + + org.jpmml + jpmml-evaluator + 1.4-SNAPSHOT + + + org.jpmml + pmml-bigml + jar + + JPMML BigML integration tests + JPMML BigML integration tests + + + + GNU Affero General Public License (AGPL) version 3.0 + http://www.gnu.org/licenses/agpl-3.0.html + repo + + + + + + org.jpmml + pmml-evaluator-test + test + + + + junit + junit + + + + + + + org.apache.maven.plugins + maven-deploy-plugin + 2.8.2 + + true + + + + + diff --git a/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java b/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java new file mode 100644 index 00000000..2e80e121 --- /dev/null +++ b/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java @@ -0,0 +1,41 @@ +/* + * Copyright (c) 2013 Villu Ruusmann + * + * This file is part of JPMML-Evaluator + * + * JPMML-Evaluator is free software: you can redistribute it and/or modify + * it under the terms of the GNU Affero General Public License as published by + * the Free Software Foundation, either version 3 of the License, or + * (at your option) any later version. + * + * JPMML-Evaluator is distributed in the hope that it will be useful, + * but WITHOUT ANY WARRANTY; without even the implied warranty of + * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + * GNU Affero General Public License for more details. + * + * You should have received a copy of the GNU Affero General Public License + * along with JPMML-Evaluator. If not, see . + */ +package org.jpmml.bigml; + +import org.jpmml.evaluator.IntegrationTest; +import org.jpmml.evaluator.PMMLEquivalence; +import org.junit.Test; + +public class ClassificationTest extends IntegrationTest { + + public ClassificationTest(){ + super(new PMMLEquivalence(1e-13, 1e-13)); + } + + @Test + public void evaluateDecisionTreeIris() throws Exception { + evaluate("DecisionTree", "Iris"); + } + + @Test + public void evaluateDecisionTreeAudit() throws Exception { + evaluate("DecisionTree", "Audit"); + } + +} diff --git a/pmml-bigml/src/test/resources/csv/Audit.csv b/pmml-bigml/src/test/resources/csv/Audit.csv new file mode 100644 index 00000000..81f654e8 --- /dev/null +++ b/pmml-bigml/src/test/resources/csv/Audit.csv @@ -0,0 +1,1860 @@ +000000,000001,000002,000003,000004,000005,000006,000007,000008,000009,00000a,00000b,00000c +1004641,38,Private,College,Unmarried,Service,81838,Female,0,72,UnitedStates,0,0 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+1892697,22,PSLocal,College,Absent,Clerical,72111.64,Female,0,55,UnitedStates,0,0 +1906994,45,Private,HSgrad,Married,Repair,37605.81,Male,0,40,UnitedStates,0,0 +1940825,34,Private,HSgrad,Absent,Machinist,110412.9,Male,0,40,UnitedStates,0,0 +1943338,53,PSLocal,Preschool,Absent,Machinist,123739.96,Female,0,35,UnitedStates,0,0 +1947669,30,Private,HSgrad,Married,Machinist,28988.26,Male,0,40,UnitedStates,0,0 +1950125,40,PSLocal,Bachelor,Divorced,Professional,296284.55,Female,0,40,UnitedStates,0,0 +1956654,25,Private,HSgrad,Absent,Executive,74001.2,Male,0,45,UnitedStates,0,0 +1965508,60,SelfEmp,HSgrad,Married,Clerical,235662.8,Female,0,15,UnitedStates,15024,1 +1967691,38,Private,Yr10,Divorced,Machinist,68357.88,Female,0,40,Portugal,0,0 +1970671,23,Private,College,Absent,Sales,48397.69,Male,0,25,Philippines,0,0 +1972687,31,Private,College,Married,Repair,37051.71,Male,0,40,UnitedStates,4940,1 +1976104,23,Private,College,Married,Cleaner,47123.24,Male,0,40,UnitedStates,0,0 +1980500,74,Consultant,Doctorate,Married-spouse-absent,Professional,40643.16,Male,0,25,UnitedStates,5911,1 +1983846,19,Private,HSgrad,Absent,Service,20263.3,Female,0,30,UnitedStates,0,0 +1985107,39,Private,Bachelor,Absent,Executive,57245.29,Male,0,45,UnitedStates,0,0 +1985953,29,Private,College,Absent,Sales,113713.14,Male,0,30,UnitedStates,0,0 +1992467,43,Private,Master,Married,Executive,26718.94,Male,0,50,UnitedStates,4954,1 +1995711,26,PSLocal,Bachelor,Absent,Professional,80090.43,Female,0,40,UnitedStates,0,0 +1996140,19,Private,Yr11,Absent,Repair,71065.53,Male,0,56,UnitedStates,0,0 +1997523,40,SelfEmp,Bachelor,Married,Professional,30140.84,Male,0,60,UnitedStates,0,0 +2000211,57,Private,HSgrad,Widowed,Clerical,55758.54,Female,0,36,UnitedStates,0,0 +2011832,40,Private,HSgrad,Divorced,Repair,63728.57,Male,0,40,UnitedStates,0,0 +2012035,29,Private,College,Married,Cleaner,32079.84,Male,0,20,UnitedStates,0,0 +2016936,36,PSFederal,HSgrad,Absent,Clerical,154637.16,Female,0,36,UnitedStates,0,0 +2023005,57,SelfEmp,College,Married,Executive,3392.03,Male,0,40,UnitedStates,0,0 +2025734,19,Private,College,Absent,Cleaner,78338.21,Male,0,20,UnitedStates,0,0 +2027200,20,Private,Yr12,Absent,Machinist,177097.76,Male,0,40,UnitedStates,0,0 +2027449,48,Private,HSgrad,Widowed,Machinist,116242.34,Female,0,16,UnitedStates,0,0 +2033495,18,Private,HSgrad,Absent,Service,76092.27,Male,0,36,UnitedStates,0,0 +2042579,50,Private,College,Married,Sales,33450.41,Male,0,60,UnitedStates,0,0 +2049462,58,Private,HSgrad,Married,Transport,37168.49,Male,0,40,UnitedStates,3760,1 +2062685,40,Private,College,Married,Machinist,39443.33,Male,0,40,UnitedStates,0,0 +2064390,35,Private,Yr11,Married,Farming,38106.16,Male,0,40,UnitedStates,0,0 +2070773,23,Private,HSgrad,Absent,Sales,106275.4,Male,0,40,UnitedStates,0,0 +2077101,41,Private,College,Married,Machinist,12651.15,Male,0,42,UnitedStates,7298,1 +2094476,18,Private,HSgrad,Absent,Service,209114.75,Female,0,30,UnitedStates,0,0 +2101387,42,Consultant,Doctorate,Absent,Professional,74757.49,Female,0,45,UnitedStates,0,0 +2102127,54,Consultant,College,Married,Transport,29282.08,Male,0,30,UnitedStates,0,0 +2102378,44,Consultant,HSgrad,Married,Farming,22917.76,Male,0,40,UnitedStates,0,0 +2109381,44,Private,HSgrad,Married,Repair,35956.04,Male,0,41,UnitedStates,0,0 +2109898,51,Private,College,Married,Repair,42628.43,Male,0,48,UnitedStates,3103,1 +2114154,38,PSState,Bachelor,Absent,Executive,59178.12,Male,0,40,UnitedStates,0,0 +2114608,41,Private,College,Divorced,Sales,10747.59,Female,0,48,UnitedStates,0,0 +2129840,33,Consultant,HSgrad,Married,Transport,72286.49,Male,0,60,UnitedStates,0,0 +2134046,21,Private,HSgrad,Absent,Sales,162103.43,Male,0,40,UnitedStates,0,0 +2134599,37,Consultant,HSgrad,Married,Repair,41964.4,Male,0,40,UnitedStates,0,0 +2134665,41,Private,College,Married,Executive,192398.74,Male,0,40,UnitedStates,1695,1 +2137895,49,SelfEmp,College,Married,Professional,189129.57,Female,0,65,UnitedStates,5600,1 +2143793,39,Private,HSgrad,Absent,Machinist,89935.48,Male,0,40,UnitedStates,0,0 +2160461,24,Private,HSgrad,Divorced,Machinist,55642.17,Male,0,40,UnitedStates,0,0 +2161054,65,PSState,HSgrad,Married,Clerical,49027.46,Male,2174,40,UnitedStates,0,1 +2179519,55,Private,HSgrad,Married,Farming,29965.82,Male,0,45,UnitedStates,0,1 +2194621,34,Private,Bachelor,Married-spouse-absent,Clerical,81462.83,Female,0,25,UnitedStates,0,0 +2204629,33,Private,College,Married,Professional,27593.68,Male,0,40,UnitedStates,0,0 +2206284,30,Private,HSgrad,Married,Repair,29380.77,Male,1848,40,UnitedStates,5848,1 +2206428,51,Private,Vocational,Married,Executive,20300.74,Male,0,50,UnitedStates,3925,1 +2214801,50,Private,Bachelor,Divorced,Professional,133620.15,Female,0,36,Ireland,0,0 +2215657,29,Private,HSgrad,Absent,Executive,86241.61,Female,0,40,UnitedStates,0,0 +2242093,36,Private,Bachelor,Married,Professional,7377.51,Male,1902,50,UnitedStates,5240,1 +2242654,45,PSLocal,Master,Divorced,Professional,25419.27,Male,0,40,UnitedStates,0,0 +2243150,45,Consultant,HSgrad,Married,Executive,11373.45,Male,0,50,UnitedStates,0,0 +2243772,40,Private,Yr10,Absent,Service,166702.86,Female,0,40,UnitedStates,0,0 +2245751,27,Private,College,Married,Sales,59321.84,Male,0,50,UnitedStates,0,0 +2254279,20,PSLocal,HSgrad,Absent,Cleaner,171960.33,Male,0,40,UnitedStates,0,0 +2288670,30,Private,College,Divorced,Transport,107142.62,Male,0,40,UnitedStates,0,0 +2293213,47,PSState,HSgrad,Married,Clerical,146328.63,Female,0,40,UnitedStates,15692,1 +2298621,41,Private,College,Divorced,Clerical,59474.99,Female,0,55,UnitedStates,0,0 +2300606,26,PSLocal,Bachelor,Absent,Clerical,64037.85,Male,0,42,UnitedStates,0,0 +2305277,45,Consultant,Bachelor,Married,Transport,24800.44,Male,0,40,UnitedStates,0,1 +2314294,39,Private,Master,Absent,Executive,75918.15,Male,0,50,UnitedStates,0,1 +2323070,55,Private,College,Married,Professional,35359,Male,0,40,UnitedStates,0,0 +2326052,46,Private,HSgrad,Divorced,Professional,126466.42,Female,0,40,UnitedStates,0,0 +2336844,27,Private,Yr9,Married,Protective,27989.97,Male,0,40,Guatemala,0,0 +2345121,51,Private,College,Absent,Executive,75170.57,Female,0,12,UnitedStates,0,0 +2350330,25,PSLocal,HSgrad,Absent,Farming,179015.01,Male,1146,16,UnitedStates,0,0 +2350883,37,PSFederal,College,Married,Machinist,21520.56,Male,0,40,UnitedStates,0,0 +2361729,44,Private,College,Unmarried,Executive,80553.73,Male,1320,45,England,0,0 +2361855,27,Private,Associate,Married,Clerical,199104.55,Female,0,25,UnitedStates,0,0 +2364781,63,Private,HSgrad,Widowed,Service,155241.01,Female,0,40,UnitedStates,0,0 +2369739,21,Private,Vocational,Absent,Machinist,39249.37,Male,0,30,UnitedStates,0,0 +2371361,41,PSLocal,Associate,Married,Support,27621.04,Male,0,40,UnitedStates,1457,1 +2371954,38,Private,Vocational,Married,Machinist,55660.1,Male,0,40,UnitedStates,2500,1 +2382668,44,Consultant,College,Divorced,Farming,192599.61,Male,0,40,UnitedStates,0,0 +2387868,52,Private,HSgrad,Married,Repair,38175.16,Male,0,50,UnitedStates,2505,1 +2392506,51,PSLocal,Yr9,Married,Transport,50305.81,Male,0,40,UnitedStates,0,0 +2403809,58,Private,Vocational,Married,Executive,49228.83,Male,0,40,Germany,0,1 +2405630,52,SelfEmp,Bachelor,Married,Sales,41019.67,Male,0,55,UnitedStates,0,0 +2411282,42,Private,Doctorate,Absent,Professional,105677.14,Male,0,36,UnitedStates,10302,1 +2413489,41,Private,Master,Married,Professional,39795.37,Male,0,50,UnitedStates,15024,1 +2416521,53,PSState,Yr10,Married,Transport,14646.62,Male,0,40,UnitedStates,10379,1 +2424026,40,Private,College,Married,Professional,385067.54,Female,0,40,UnitedStates,0,0 +2426379,41,Private,Bachelor,Married,Professional,25307.22,Male,0,40,UnitedStates,0,0 +2430330,60,Consultant,HSgrad,Married,Sales,36145.47,Male,0,45,UnitedStates,0,0 +2434068,39,Private,HSgrad,Married,Machinist,32080.22,Male,1367.33333333333,40,UnitedStates,0,0 +2445821,29,Private,HSgrad,Divorced,Service,80201.6,Female,0,36,UnitedStates,0,0 +2452832,29,Private,Yr11,Absent,Service,152961.87,Female,0,40,UnitedStates,0,0 +2464767,28,Consultant,Bachelor,Absent,Professional,88287.76,Male,0,50,UnitedStates,3788,1 +2470323,40,Private,College,Divorced,Service,55147.82,Female,0,40,UnitedStates,0,0 +2470481,21,Private,HSgrad,Absent,Repair,104110.16,Male,0,40,UnitedStates,0,0 +2474583,31,Private,College,Absent,Executive,609.72,Male,0,40,UnitedStates,0,0 +2476679,23,PSLocal,HSgrad,Absent,Farming,27390.28,Male,0,40,Poland,0,0 +2478789,54,Private,Master,Married,Professional,29811.43,Male,0,60,UnitedStates,0,0 +2491453,23,Private,Associate,Absent,Sales,36254.32,Male,0,40,UnitedStates,0,0 +2497561,29,Private,HSgrad,Married,Service,67901.35,Male,0,40,UnitedStates,0,0 +2497708,20,PSLocal,College,Absent,Protective,126038.65,Male,0,25,UnitedStates,0,0 +2500488,37,Private,College,Divorced,Repair,53249.24,Male,0,50,UnitedStates,0,0 +2507928,28,Private,Bachelor,Absent,Clerical,57135.48,Female,0,45,UnitedStates,0,0 +2511963,65,Consultant,College,Married,Executive,29100.18,Male,2174,10,UnitedStates,7525,1 +2514591,37,PSLocal,College,Married-spouse-absent,Clerical,147993.31,Female,0,27,UnitedStates,0,0 +2514943,21,Private,HSgrad,Absent,Sales,70275.91,Female,0,30,UnitedStates,0,0 +2515064,51,Private,HSgrad,Married,Repair,22770.44,Male,0,40,UnitedStates,0,0 +2519287,54,Private,Vocational,Married,Support,66433.01,Male,0,40,UnitedStates,7688,1 +2520820,46,Private,College,Divorced,Clerical,47070.57,Female,0,40,UnitedStates,0,0 +2525379,35,Private,HSgrad,Absent,Machinist,279599.42,Female,0,48,UnitedStates,0,0 +2533797,43,PSState,Master,Married,Executive,15762.95,Male,0,40,UnitedStates,7107,1 +2549383,32,Consultant,Yr11,Unmarried,Cleaner,93671.92,Female,0,40,Nicaragua,0,0 +2551914,64,Private,HSgrad,Widowed,Clerical,73486.06,Female,0,30,UnitedStates,0,0 +2556296,46,PSFederal,College,Divorced,Clerical,111422.53,Female,0,40,UnitedStates,0,0 +2559947,29,Private,HSgrad,Married,Sales,329171.43,Female,0,18,UnitedStates,0,0 +2566804,27,Private,HSgrad,Absent,Cleaner,104372.79,Male,0,35,UnitedStates,0,0 +2567163,50,Private,HSgrad,Divorced,Professional,145031.73,Female,0,40,UnitedStates,0,0 +2571658,50,Private,Bachelor,Married,Professional,26158.2,Male,0,43,UnitedStates,2024,1 +2578547,45,Private,Yr9,Married,Cleaner,59534.87,Male,0,40,India,0,0 +2584205,39,Private,HSgrad,Absent,Machinist,85565.16,Female,0,10,UnitedStates,0,0 +2586533,40,Private,College,Divorced,Service,128629.84,Male,0,45,UnitedStates,0,0 +2597744,26,Private,Yr12,Absent,Service,199628.02,Male,0,40,UnitedStates,0,0 +2601767,27,Private,College,Married,Repair,27932.75,Male,0,60,UnitedStates,0,0 +2611065,41,PSLocal,HSgrad,Divorced,Transport,108760.33,Female,0,38,UnitedStates,0,0 +2613647,29,Private,Bachelor,Married,Repair,30838.37,Male,0,45,UnitedStates,0,0 +2628569,32,Private,Yr10,Absent,Repair,229452.89,Male,0,40,UnitedStates,0,0 +2628576,60,PSState,Master,Married,Professional,25719.5,Male,0,38,China,4154,1 +2633964,38,Private,HSgrad,Married,Transport,11525.85,Male,0,40,Malaysia,0,0 +2638182,25,PSLocal,Bachelor,Absent,Professional,104146.06,Male,0,40,UnitedStates,0,0 +2652430,41,Consultant,College,Divorced,Repair,126239.52,Male,0,40,UnitedStates,0,0 +2652767,26,Private,Bachelor,Married,Professional,13790.85,Male,0,58,UnitedStates,10210,1 +2665367,23,Private,Vocational,Absent,Professional,33182.37,Female,0,36,UnitedStates,0,0 +2679815,24,Private,HSgrad,Absent,Repair,73809.11,Male,0,40,UnitedStates,0,0 +2684076,33,PSLocal,Bachelor,Absent,Professional,49859.42,Female,0,46,UnitedStates,0,0 +2686697,27,Private,HSgrad,Married,Clerical,25889.7,Male,0,39,UnitedStates,0,0 +2689411,36,Private,Master,Absent,Professional,96900.94,Female,0,40,UnitedStates,0,0 +2689854,50,SelfEmp,Master,Married,Sales,22536.37,Male,0,40,UnitedStates,5699,1 +2693858,29,Private,HSgrad,Married,Machinist,53693.92,Male,0,45,UnitedStates,0,0 +2694328,45,PSState,HSgrad,Divorced,Protective,161281.24,Female,0,40,UnitedStates,0,0 +2696752,47,PSFederal,HSgrad,Absent,Executive,38932.19,Female,0,40,UnitedStates,0,0 +2698881,41,PSLocal,Master,Divorced,Professional,189299.57,Female,0,60,UnitedStates,0,0 +2700450,31,Private,Bachelor,Divorced,Executive,100095.95,Female,0,50,UnitedStates,1440,1 +2701455,39,Private,Yr9,Married,Service,136378.92,Female,0,34,UnitedStates,0,0 +2714780,66,Consultant,Yr9,Married,Farming,25973.47,Male,0,25,UnitedStates,5531,1 +2718332,39,Private,College,Married,Clerical,15275.18,Male,0,25,Mexico,0,0 +2727224,44,Private,Master,Married,Executive,53626.14,Male,0,40,UnitedStates,4145,1 +2735082,22,Private,College,Absent,Sales,249741.88,Female,0,15,UnitedStates,0,0 +2744996,43,PSFederal,Bachelor,Married,Professional,21737.96,Male,0,40,UnitedStates,0,0 +2758873,34,Private,HSgrad,Absent,Repair,59338.83,Male,0,40,UnitedStates,0,0 +2764229,22,Private,HSgrad,Married,Transport,35751.45,Male,0,40,UnitedStates,0,0 +2765799,22,Private,Bachelor,Absent,Professional,41992.73,Female,0,9,UnitedStates,0,0 +2765855,41,Private,HSgrad,Married,Transport,46673.22,Male,0,50,UnitedStates,0,0 +2766274,32,Private,College,Divorced,Machinist,176806.47,Female,0,40,UnitedStates,0,0 +2768759,24,Private,HSgrad,Absent,Cleaner,101594.16,Male,0,40,UnitedStates,0,0 +2773758,45,Private,HSgrad,Married,Farming,39403.87,Male,0,40,UnitedStates,0,0 +2777759,56,Private,HSgrad,Married,Machinist,35545.48,Male,0,40,UnitedStates,0,0 +2787203,53,Consultant,HSgrad,Married,Farming,32036.42,Male,0,85,UnitedStates,0,0 +2792504,27,Consultant,HSgrad,Absent,Repair,72408.32,Male,0,30,UnitedStates,0,0 +2794283,32,Private,Vocational,Absent,Service,85652.5,Male,0,45,UnitedStates,0,0 +2798007,31,Consultant,Bachelor,Divorced,Repair,122380.38,Male,0,60,UnitedStates,0,0 +2805784,39,Private,HSgrad,Married,Repair,35689.37,Male,0,40,UnitedStates,7298,1 +2842832,54,Private,Yr10,Married,Transport,60708.32,Male,0,40,UnitedStates,0,0 +2848462,32,Private,HSgrad,Divorced,Clerical,115759.45,Female,0,40,UnitedStates,0,0 +2858446,51,Consultant,Yr10,Widowed,Transport,38448.49,Female,0,40,UnitedStates,0,0 +2861412,50,Private,HSgrad,Married-spouse-absent,Cleaner,245512.73,Female,0,40,UnitedStates,0,0 +2876748,29,Private,HSgrad,Married,Transport,16596.93,Male,0,40,UnitedStates,0,0 +2882883,41,Private,Bachelor,Absent,Professional,76867.5,Male,0,40,UnitedStates,3156,1 +2884161,31,Private,HSgrad,Absent,Farming,266708.54,Male,0,45,UnitedStates,0,0 +2889800,34,Private,HSgrad,Absent,Repair,65181.4,Male,0,55,UnitedStates,0,0 +2894143,30,Private,HSgrad,Married,Transport,50564.31,Male,0,40,UnitedStates,0,0 +2899030,26,Private,Yr11,Absent,Machinist,198605.08,Female,0,15,UnitedStates,0,0 +2917228,64,Private,HSgrad,Married,Executive,29018.13,Male,0,16,UnitedStates,0,0 +2926326,46,Private,Bachelor,Absent,Professional,104411.29,Male,0,60,UnitedStates,0,0 +2928328,27,Private,Bachelor,Married,Executive,29372.19,Male,0,40,UnitedStates,0,0 +2933720,37,Private,Bachelor,Married,Machinist,16834.5,Male,0,40,UnitedStates,5124,1 +2935621,34,Private,College,Unmarried,Machinist,69650.32,Male,0,40,UnitedStates,0,0 +2946407,45,Private,Yr12,Married,Clerical,273024.98,Female,0,40,UnitedStates,3103,1 +2948009,46,Private,HSgrad,Divorced,Home,87517.4,Female,0,25,UnitedStates,0,0 +2953581,45,Consultant,HSgrad,Married,Executive,45021.81,Male,0,40,China,0,0 +2961216,33,PSLocal,Vocational,Absent,Protective,83998.37,Male,0,56,UnitedStates,0,0 +2962167,27,Private,College,Absent,Sales,119648.25,Male,0,40,UnitedStates,0,0 +2967442,26,Private,Bachelor,Absent,Clerical,302473.86,Female,0,40,Mexico,0,0 +2970530,22,Private,HSgrad,Absent,Service,151717.77,Female,0,19,UnitedStates,0,0 +2982830,45,PSLocal,HSgrad,Unmarried,Service,191903.12,Female,0,40,UnitedStates,0,0 +2983570,29,Private,Vocational,Married,Repair,37179.24,Male,0,50,UnitedStates,0,0 +2986567,23,Private,HSgrad,Absent,Executive,190071.74,Male,0,40,UnitedStates,0,0 +2994003,17,Private,Yr12,Absent,Cleaner,109648.83,Male,0,17,UnitedStates,0,0 +2994154,47,Private,College,Married,Machinist,43274.45,Male,0,40,Philippines,3103,1 +2998044,28,Private,Yr11,Married,Repair,107861.57,Male,0,60,UnitedStates,7716,1 +3000511,61,Private,HSgrad,Married,Executive,163175.67,Female,0,38,UnitedStates,15024,1 +3003868,31,Private,HSgrad,Divorced,Transport,105269.72,Male,0,45,UnitedStates,0,0 +3038204,54,PSState,Master,Married-spouse-absent,Professional,51958.85,Female,0,40,China,0,0 +3042526,42,Private,College,Married,Service,58980.99,Male,0,40,UnitedStates,1590,1 +3042979,28,Private,Doctorate,Absent,Clerical,73107.98,Male,0,18,UnitedStates,0,0 +3048381,21,Private,College,Absent,Machinist,243764.23,Male,0,40,UnitedStates,0,0 +3055651,33,Private,Bachelor,Married,Cleaner,48116.66,Male,0,40,UnitedStates,0,0 +3062848,31,Private,Yr10,Divorced,Service,100775.05,Male,0,40,UnitedStates,0,0 +3065252,52,Private,Vocational,Unmarried,Service,240485.92,Female,0,35,UnitedStates,0,0 +3069841,37,Private,Master,Married,Professional,24992.3,Male,0,45,UnitedStates,5011,1 +3073599,65,Private,Bachelor,Absent,Executive,26076.22,Male,0,40,UnitedStates,0,0 +3075529,28,Private,Bachelor,Absent,Professional,9541.93,Female,0,40,UnitedStates,0,0 +3076714,30,Private,HSgrad,Widowed,Clerical,140930.86,Female,0,40,UnitedStates,0,0 +3082739,47,Private,Yr11,Divorced,Service,107450.83,Female,0,40,UnitedStates,0,0 +3100638,34,Private,College,Divorced,Sales,87586.93,Female,0,40,UnitedStates,0,0 +3101612,57,PSLocal,Master,Married,Protective,21467.02,Male,0,14,UnitedStates,8535,1 +3104234,57,Private,Yr5t6,Married,Transport,54815.51,Male,0,40,UnitedStates,0,0 +3105282,53,Private,HSgrad,Divorced,Sales,63446.23,Female,0,35,UnitedStates,0,0 +3110509,46,PSState,Vocational,Divorced,Clerical,288055.96,Female,0,38,UnitedStates,0,0 +3118935,51,Private,HSgrad,Divorced,Professional,47116.54,Female,0,43,UnitedStates,0,0 +3122222,40,PSLocal,HSgrad,Absent,Service,148301.11,Male,0,40,UnitedStates,0,0 +3122646,55,Private,College,Married,Repair,24720.46,Male,0,40,UnitedStates,0,0 +3124391,50,SelfEmp,HSgrad,Married,Farming,4930.3,Male,0,50,UnitedStates,0,0 +3129223,42,Private,College,Married,Service,195744.31,Female,0,23,UnitedStates,0,0 +3130873,42,PSLocal,HSgrad,Married,Farming,43027.27,Male,0,40,Singapore,0,0 +3132820,31,Private,Doctorate,Married,Professional,39068.04,Male,0,40,China,0,0 +3137083,25,Private,Yr12,Married,Machinist,174325.46,Male,0,40,Mexico,0,0 +3138731,34,Private,College,Married,Repair,30033.75,Male,0,40,UnitedStates,0,0 +3168041,25,SelfEmp,College,Absent,Sales,67669.6,Female,0,35,UnitedStates,0,0 +3168121,65,Consultant,HSgrad,Married,Executive,50845.62,Male,0,24,UnitedStates,0,0 +3170731,47,Private,Yr9,Absent,Service,208195.84,Female,0,50,UnitedStates,0,0 +3172159,29,Consultant,HSgrad,Married,Transport,32418.68,Male,0,45,UnitedStates,0,0 +3173088,41,PSState,Master,Married,Professional,2584.53,Male,0,40,UnitedStates,0,0 +3177459,49,SelfEmp,HSgrad,Divorced,Executive,32375.78,Female,0,40,UnitedStates,0,0 +3182225,22,Private,HSgrad,Absent,Sales,79019.51,Male,0,60,UnitedStates,0,0 +3182899,42,Private,Bachelor,Married,Executive,46796.14,Male,0,40,UnitedStates,0,1 +3187251,36,Private,Master,Married,Professional,14220.59,Male,0,55,UnitedStates,7298,1 +3187630,36,Private,Associate,Married,Professional,68166.53,Male,0,40,UnitedStates,6674,1 +3193027,62,Consultant,Bachelor,Divorced,Professional,63454.72,Female,0,40,UnitedStates,13601,1 +3208046,24,Private,Bachelor,Absent,Farming,47378.48,Male,0,40,UnitedStates,0,0 +3209777,46,PSLocal,Yr11,Married,Transport,18752.31,Male,0,30,UnitedStates,0,0 +3218180,46,Private,Bachelor,Married,Clerical,23064.1,Male,2415,35,Philippines,0,1 +3229647,52,Private,Yr10,Married,Transport,43220.42,Male,0,45,UnitedStates,0,0 +3238626,27,Private,HSgrad,Married,Repair,12631.84,Male,0,40,UnitedStates,0,0 +3245360,40,Private,Vocational,Divorced,Professional,242928.15,Male,0,40,UnitedStates,0,0 +3247777,43,Consultant,HSgrad,Married,Repair,19833.16,Male,0,60,UnitedStates,0,0 +3254289,41,SelfEmp,Bachelor,Divorced,Executive,79424.23,Male,0,50,UnitedStates,0,0 +3258067,43,Private,Bachelor,Divorced,Executive,138108.83,Female,0,45,UnitedStates,3705,1 +3260059,63,SelfEmp,Associate,Married,Sales,19430.35,Male,0,40,UnitedStates,5112,1 +3260881,38,Private,HSgrad,Divorced,Repair,40362.23,Male,0,50,UnitedStates,0,0 +3261701,57,Private,Yr10,Married,Machinist,12951.57,Male,0,40,UnitedStates,0,0 +3262872,19,Private,HSgrad,Absent,Machinist,335039.49,Male,0,30,UnitedStates,0,0 +3264686,25,Private,College,Married,Clerical,30693.55,Male,0,45,UnitedStates,0,0 +3268229,31,Private,HSgrad,Married,Repair,21015.93,Male,0,55,UnitedStates,0,0 +3274547,40,Private,Vocational,Absent,Clerical,82953.38,Female,0,40,UnitedStates,0,0 +3281036,31,Private,HSgrad,Absent,Service,174501.6,Male,0,35,UnitedStates,0,0 +3281334,46,Private,HSgrad,Married,Repair,34962.4,Male,0,40,UnitedStates,0,0 +3284840,27,Private,Bachelor,Married,Professional,34754.32,Male,0,42,UnitedStates,0,1 +3286063,31,Private,Master,Married,Professional,39564.87,Male,0,40,UnitedStates,5178,1 +3286778,17,Private,Yr11,Absent,Service,134913.32,Female,0,15,UnitedStates,0,0 +3286874,58,PSLocal,HSgrad,Married,Executive,33730.79,Male,0,40,UnitedStates,7298,1 +3290630,34,Private,Master,Married,Executive,52706.14,Male,0,40,UnitedStates,4267,1 +3293552,40,Private,College,Unmarried,Cleaner,48091.99,Male,0,40,UnitedStates,0,0 +3295173,34,Private,HSgrad,Absent,Machinist,141339.71,Male,0,40,UnitedStates,0,0 +3303742,47,Private,HSgrad,Absent,Clerical,16724.7,Male,0,33,UnitedStates,0,0 +3303894,26,Private,Associate,Absent,Sales,195172.56,Male,0,30,UnitedStates,0,0 +3306149,48,Private,HSgrad,Married,Repair,24127.47,Male,0,40,UnitedStates,0,0 +3318958,39,Private,College,Absent,Support,217537.77,Female,0,40,UnitedStates,0,0 +3320224,56,SelfEmp,Yr9,Married,Transport,50564.64,Male,0,99,UnitedStates,0,0 +3328158,33,Consultant,Bachelor,Absent,Sales,69232.77,Female,0,40,UnitedStates,0,0 +3329759,35,Consultant,HSgrad,Married,Executive,55981.64,Male,0,60,UnitedStates,0,0 +3331706,33,PSLocal,Bachelor,Married,Protective,36228.26,Male,0,70,UnitedStates,0,1 +3334605,35,Private,Bachelor,Married,Executive,56791.05,Male,0,47,UnitedStates,4386,1 +3337130,33,Private,College,Absent,Service,71402.76,Female,0,28,UnitedStates,0,0 +3337202,56,Private,Bachelor,Married,Sales,42603.57,Male,0,40,UnitedStates,10477,1 +3343487,45,Consultant,Bachelor,Divorced,Executive,107961.84,Male,0,50,UnitedStates,0,0 +3344699,66,Private,Bachelor,Married,Sales,33987.22,Male,0,15,UnitedStates,0,1 +3348657,46,PSState,HSgrad,Married,Service,48807.28,Male,0,43,UnitedStates,2023,1 +3350187,23,Private,Associate,Absent,Sales,92970.53,Male,0,30,UnitedStates,0,0 +3350526,40,Private,Associate,Divorced,Executive,112480.86,Male,0,40,UnitedStates,8354,1 +3365008,21,Private,HSgrad,Absent,Sales,184072.28,Female,0,40,UnitedStates,0,0 +3365455,46,Private,HSgrad,Divorced,Executive,56889.59,Female,0,40,UnitedStates,0,0 +3375669,37,Private,HSgrad,Absent,Clerical,19157.04,Male,0,38,UnitedStates,0,0 +3377279,58,SelfEmp,Vocational,Married,Executive,36607.19,Male,0,40,UnitedStates,15024,1 +3379095,43,Private,HSgrad,Divorced,Executive,66707.56,Female,0,40,UnitedStates,0,0 +3379122,28,Private,Bachelor,Married,Clerical,81967.31,Female,0,15,UnitedStates,0,0 +3381305,40,Private,HSgrad,Absent,Executive,116076.42,Female,0,45,UnitedStates,0,0 +3390698,19,Private,HSgrad,Absent,Cleaner,183653.58,Male,0,35,UnitedStates,0,0 +3392247,68,Private,Yr9,Married,Repair,40478.75,Male,0,44,UnitedStates,0,0 +3399879,43,SelfEmp,Professional,Married,Executive,48852.77,Male,0,40,UnitedStates,99999,1 +3406334,31,Consultant,HSgrad,Married,Repair,59999.6,Male,1902,40,UnitedStates,19875,1 +3408103,33,PSState,Master,Married,Professional,28571.83,Male,0,50,UnitedStates,2307,1 +3410067,50,Private,HSgrad,Married,Repair,59745.14,Male,0,40,UnitedStates,8436,1 +3416897,54,Private,HSgrad,Absent,Service,129388.23,Female,0,20,Hungary,0,0 +3420408,57,Consultant,HSgrad,Married,Executive,53313.24,Male,0,1,UnitedStates,0,0 +3428965,18,Private,Yr11,Absent,Service,113834.61,Female,0,20,UnitedStates,0,0 +3433750,34,Private,College,Married,Transport,57302.55,Male,1452.66666666667,40,UnitedStates,0,0 +3438153,37,Private,HSgrad,Married,Repair,26674.21,Male,0,40,UnitedStates,0,0 +3438433,49,PSState,Master,Married,Professional,38082.1,Male,0,45,UnitedStates,0,1 +3465197,41,Private,HSgrad,Married,Repair,46992.2,Male,1848,40,UnitedStates,14122,1 +3468884,38,Private,College,Divorced,Sales,94304.23,Female,0,40,UnitedStates,0,0 +3474349,35,Private,HSgrad,Married,Clerical,22528.23,Male,0,45,UnitedStates,0,0 +3484201,35,Private,HSgrad,Married,Cleaner,42134.13,Male,0,40,UnitedStates,0,0 +3499406,41,Private,HSgrad,Absent,Sales,176293.81,Female,0,40,UnitedStates,0,0 +3504059,56,Private,Bachelor,Married,Repair,17996.83,Male,0,40,UnitedStates,0,0 +3504293,30,Private,Associate,Absent,Support,122219.74,Female,0,40,UnitedStates,0,0 +3506810,19,Private,College,Absent,Repair,222208.64,Male,0,40,UnitedStates,0,0 +3507780,32,Private,Bachelor,Married,Sales,66145.39,Male,0,50,UnitedStates,15024,1 +3508315,37,Private,HSgrad,Married,Sales,38208.31,Male,0,50,UnitedStates,0,0 +3513078,44,SelfEmp,College,Married,Repair,30138.02,Male,0,58,UnitedStates,12194,1 +3515442,44,PSFederal,Bachelor,Married,Executive,48292.14,Male,0,48,UnitedStates,0,0 +3525618,26,Private,Bachelor,Absent,Service,67468.36,Male,0,30,UnitedStates,0,0 +3536933,40,Private,Yr11,Divorced,Service,136995.17,Female,0,20,UnitedStates,0,0 +3537551,41,SelfEmp,HSgrad,Married,Repair,7933.4,Male,0,40,UnitedStates,0,0 +3543518,30,Private,HSgrad,Married,Machinist,42654.08,Male,0,40,UnitedStates,0,0 +3547190,24,PSFederal,Bachelor,Absent,Professional,60796.94,Male,1160.66666666667,45,UnitedStates,0,0 +3551522,25,Private,Associate,Absent,Support,59720.41,Male,0,30,UnitedStates,0,0 +3551532,25,Private,Bachelor,Absent,Clerical,36729.36,Female,0,40,UnitedStates,0,0 +3554427,24,Private,College,Divorced,Clerical,117086.88,Female,0,40,UnitedStates,0,0 +3557118,42,Private,College,Married,Sales,33975.92,Male,0,50,UnitedStates,3435,1 +3566985,18,Private,HSgrad,Absent,Sales,109846.82,Female,1068,20,UnitedStates,0,0 +3581514,34,Private,HSgrad,Divorced,Clerical,147538.87,Female,0,35,UnitedStates,0,0 +3589428,24,Private,Bachelor,Married,Executive,166052.52,Female,0,45,UnitedStates,7688,1 +3593313,39,Private,Professional,Divorced,Professional,70847.77,Male,0,70,UnitedStates,7742,1 +3598597,32,Private,College,Divorced,Professional,91745.36,Female,0,30,UnitedStates,0,0 +3605760,27,Private,College,Absent,Clerical,44527.23,Female,0,40,UnitedStates,0,0 +3609988,25,Private,College,Married,Clerical,177114.9,Female,0,56,UnitedStates,17568,1 +3611698,17,Private,Yr11,Absent,Home,115060.52,Female,0,20,UnitedStates,0,0 +3613313,43,Private,HSgrad,Widowed,Machinist,51288.14,Female,0,60,UnitedStates,0,0 +3630600,59,Private,College,Absent,Clerical,154292.88,Female,0,34,UnitedStates,0,0 +3634964,23,Private,College,Absent,Service,88744.88,Male,0,40,UnitedStates,0,0 +3647630,46,PSLocal,Bachelor,Absent,Professional,62609.31,Female,0,40,UnitedStates,0,0 +3650188,45,Private,Bachelor,Married,Executive,40475.97,Male,0,50,UnitedStates,18513,1 +3656868,35,Consultant,Professional,Married,Professional,24147.69,Male,0,50,UnitedStates,8436,1 +3663663,38,Private,College,Married,Repair,7147.78,Male,0,40,UnitedStates,0,0 +3665288,25,Private,Bachelor,Absent,Support,189962.59,Male,0,40,UnitedStates,0,0 +3665576,55,Private,Bachelor,Married-spouse-absent,Repair,164211.16,Female,0,55,Ireland,0,0 +3666173,22,Private,College,Absent,Cleaner,110504.79,Male,0,24,Mexico,0,0 +3673140,44,Private,HSgrad,Married,Transport,33651.43,Male,0,45,UnitedStates,0,0 +3673630,62,PSLocal,HSgrad,Married,Service,40079.48,Male,0,40,UnitedStates,77901,1 +3677227,27,SelfEmp,Bachelor,Absent,Executive,229417.24,Female,0,40,UnitedStates,0,0 +3683760,35,Private,HSgrad,Married,Machinist,314194.62,Female,0,40,UnitedStates,0,0 +3690282,59,PSLocal,Yr10,Married,Repair,25218.36,Male,0,40,UnitedStates,0,0 +3690485,30,Private,College,Divorced,Professional,217277.34,Female,0,40,UnitedStates,0,0 +3692149,39,Private,HSgrad,Absent,Sales,197192.92,Female,0,40,UnitedStates,0,0 +3707909,59,PSLocal,Bachelor,Married,Professional,11008.39,Male,0,50,UnitedStates,-402,1 +3711802,18,Private,Yr11,Absent,Repair,33332.11,Male,0,5,UnitedStates,0,0 +3715441,22,Private,Vocational,Absent,Support,106734.77,Female,0,36,UnitedStates,0,0 +3716445,51,Private,Bachelor,Unmarried,Clerical,162093.26,Female,0,40,UnitedStates,0,0 +3718723,66,Private,HSgrad,Widowed,Sales,96057.04,Female,0,40,UnitedStates,5072,1 +3728183,49,PSState,Master,Divorced,Professional,217874.98,Female,0,40,UnitedStates,7430,1 +3729397,32,Private,Bachelor,Absent,Service,66932.76,Male,0,40,Vietnam,0,0 +3732203,34,Private,College,Divorced,Clerical,299877.32,Female,0,30,UnitedStates,0,0 +3732616,33,Private,Yr10,Married,Farming,48288.7,Male,0,40,UnitedStates,0,0 +3737260,73,PSLocal,Yr5t6,Married,Protective,48618.95,Male,0,20,UnitedStates,0,0 +3737931,34,Private,Bachelor,Married,Executive,45718.23,Male,0,40,UnitedStates,8614,1 +3738306,41,Private,HSgrad,Married,Machinist,49161.35,Male,0,40,UnitedStates,0,0 +3739921,50,PSLocal,Bachelor,Married,Protective,41471.41,Male,0,44,UnitedStates,6286,1 +3745285,35,Private,Vocational,Absent,Service,27632.54,Female,0,65,UnitedStates,0,0 +3749148,31,Private,Vocational,Absent,Service,81517.56,Female,0,40,UnitedStates,0,0 +3760426,55,Private,Bachelor,Married,Professional,53577.25,Male,0,40,UnitedStates,962,1 +3760730,33,Private,HSgrad,Divorced,Clerical,61991.92,Female,0,65,UnitedStates,0,0 +3760876,40,PSFederal,HSgrad,Married,Executive,19944.35,Male,0,40,UnitedStates,14491,1 +3768487,50,SelfEmp,College,Married,Repair,38682.78,Male,0,70,UnitedStates,0,0 +3768899,71,Private,Bachelor,Absent,Executive,96478.26,Female,0,14,UnitedStates,0,0 +3769829,65,Consultant,Yr9,Married,Repair,47063.94,Male,0,45,UnitedStates,0,0 +3773994,36,Consultant,HSgrad,Unmarried,Service,96768.75,Female,0,16,UnitedStates,0,0 +3776226,49,Private,Yr5t6,Married,Repair,49389.22,Male,0,40,UnitedStates,0,0 +3784512,41,Private,HSgrad,Married,Machinist,35261.18,Male,0,40,UnitedStates,0,0 +3789693,35,Private,Bachelor,Married,Sales,30242.65,Male,0,50,UnitedStates,0,0 +3797544,51,Private,College,Married,Cleaner,65007.68,Male,0,50,UnitedStates,0,0 +3799735,83,Private,HSgrad,Widowed,Protective,65460.8,Male,0,55,UnitedStates,0,0 +3813044,74,Consultant,College,Married,Professional,49297.77,Male,1098.66666666667,35,UnitedStates,0,0 +3814145,66,Private,HSgrad,Widowed,Executive,60987.96,Female,0,25,UnitedStates,0,0 +3815398,58,SelfEmp,Vocational,Divorced,Sales,62300.23,Male,0,56,UnitedStates,0,0 +3816126,46,PSLocal,Bachelor,Married,Protective,68490.06,Male,0,40,UnitedStates,0,1 +3825160,43,Private,Master,Married,Executive,42120.31,Male,0,45,UnitedStates,11296,1 +3828470,41,Private,HSgrad,Married,Executive,32833.32,Male,0,40,UnitedStates,10133,1 +3834978,32,Private,College,Married,Transport,16792.08,Male,0,60,UnitedStates,0,0 +3835253,28,Private,Bachelor,Married,Executive,481259.5,Female,0,40,UnitedStates,6264,1 +3838839,40,Private,Yr11,Unmarried,Machinist,146014.32,Male,0,36,UnitedStates,0,0 +3843522,27,Private,HSgrad,Absent,Executive,46349.41,Female,0,50,UnitedStates,0,0 +3849256,48,PSFederal,Bachelor,Divorced,Executive,51903.79,Male,0,45,UnitedStates,0,0 +3860630,38,PSLocal,HSgrad,Married,Transport,25752.21,Male,0,40,UnitedStates,0,0 +3868402,42,PSLocal,Bachelor,Absent,Clerical,20216.99,Female,0,40,UnitedStates,99999,1 +3868667,21,Private,College,Absent,Service,106813.49,Male,0,32,UnitedStates,0,0 +3878358,25,Private,Bachelor,Absent,Sales,169922,Female,0,40,UnitedStates,0,0 +3879389,47,Private,HSgrad,Divorced,Service,196408.98,Female,0,40,UnitedStates,0,0 +3879597,46,Private,Bachelor,Married,Executive,46716.6,Male,0,40,UnitedStates,7277,1 +3880157,35,Private,HSgrad,Divorced,Service,284810.56,Female,0,40,UnitedStates,0,0 +3887128,25,Private,Yr10,Absent,Transport,69059.63,Male,0,50,UnitedStates,0,0 +3889233,37,PSFederal,HSgrad,Married,Clerical,25092.81,Male,0,40,UnitedStates,0,0 +3891021,20,Private,College,Absent,Sales,128364.91,Male,0,20,UnitedStates,0,0 +3899456,21,Private,HSgrad,Absent,Machinist,11131.23,Male,0,40,UnitedStates,0,0 +3906193,47,Private,Vocational,Absent,Service,80477.09,Male,0,40,UnitedStates,0,0 +3910335,23,Private,HSgrad,Married,Executive,5950.03,Male,0,54,UnitedStates,0,0 +3916990,23,PSLocal,Yr11,Married,Cleaner,55206.8,Male,0,40,UnitedStates,0,0 +3925858,66,Private,HSgrad,Widowed,Sales,169192.1,Female,0,35,UnitedStates,0,0 +3928183,42,PSState,Master,Divorced,Executive,31457.77,Male,0,45,UnitedStates,0,0 +3933649,24,Private,Bachelor,Absent,Sales,112617.59,Male,0,40,UnitedStates,0,0 +3939014,46,Private,Vocational,Divorced,Support,144181.15,Female,416.666666666667,40,UnitedStates,0,0 +3940771,67,Private,HSgrad,Unmarried,Machinist,79554.22,Female,0,40,UnitedStates,0,0 +3943580,28,PSLocal,College,Absent,Clerical,44411.01,Female,0,16,UnitedStates,0,0 +3947669,48,PSState,Master,Married,Professional,27311.61,Male,0,40,UnitedStates,15024,1 +3952457,48,Private,HSgrad,Married,Cleaner,235077.88,Female,0,40,UnitedStates,0,0 +3956755,18,Private,Yr11,Absent,Service,55889.47,Male,0,8,UnitedStates,0,0 +3958097,65,Private,College,Widowed,Sales,134361.82,Female,0,45,UnitedStates,0,0 +3959980,53,Private,College,Married,Executive,30441.04,Male,0,45,UnitedStates,5319,1 +3964056,52,Private,College,Married,Support,36457.74,Male,0,40,UnitedStates,431,1 +3967161,48,Private,Master,Absent,Executive,15481.2,Male,0,40,UnitedStates,0,0 +3968001,38,Private,Bachelor,Married,Professional,41845.12,Male,0,70,UnitedStates,15024,1 +3973347,20,Private,HSgrad,Unmarried,Machinist,176485.25,Male,0,40,UnitedStates,0,0 +3974938,57,Private,HSgrad,Widowed,Transport,164663.6,Male,0,50,UnitedStates,0,0 +3977867,26,Private,College,Absent,Clerical,92535.68,Female,0,45,UnitedStates,0,0 +3978887,44,Private,Vocational,Married,Executive,6133.38,Male,0,40,UnitedStates,0,0 +3980226,31,Private,College,Unmarried,Cleaner,88116.45,Male,0,40,UnitedStates,0,0 +3980453,57,Private,Yr5t6,Married,Service,42522.57,Male,0,40,Italy,0,0 +3982518,24,PSFederal,HSgrad,Absent,Clerical,106167.56,Female,1316,40,UnitedStates,0,0 +3986603,69,Private,Yr5t6,Married,Machinist,43192.7,Male,1511.33333333333,40,UnitedStates,0,0 +3986945,51,Consultant,HSgrad,Married,Farming,40491.55,Male,0,55,UnitedStates,0,0 +3989269,27,Private,Yr10,Married,Cleaner,43757.41,Male,0,40,UnitedStates,0,0 +3990972,28,Private,Yr9,Married,Machinist,239217.93,Female,0,40,UnitedStates,0,0 +3994144,61,Private,Bachelor,Married,Sales,50401.28,Male,0,50,UnitedStates,1689,1 +4002338,30,Private,College,Married,Machinist,15097.86,Male,0,40,UnitedStates,11395,1 +4007994,25,Private,Bachelor,Absent,Support,244248.76,Male,0,40,UnitedStates,0,0 +4022245,59,PSLocal,Vocational,Divorced,Clerical,104006.41,Female,0,40,UnitedStates,0,0 +4026717,26,Private,HSgrad,Divorced,Clerical,81147.27,Female,0,40,UnitedStates,0,0 +4030547,41,Consultant,College,Unmarried,Repair,66294.52,Male,0,40,UnitedStates,0,0 +4031109,51,Private,Bachelor,Absent,Sales,41358.63,Female,1564,43,UnitedStates,3162,1 +4031521,27,Private,Yr7t8,Divorced,Machinist,172504.15,Male,649.333333333333,40,UnitedStates,0,0 +4040042,37,Private,College,Married,Repair,22745.9,Male,0,35,UnitedStates,0,0 +4040192,28,Private,Yr10,Married-spouse-absent,Repair,218597.45,Male,0,40,Mexico,0,0 +4045606,43,Private,HSgrad,Absent,Professional,117813.86,Male,0,40,UnitedStates,0,0 +4046918,38,Private,Associate,Divorced,Executive,66415.75,Female,0,40,UnitedStates,0,0 +4047327,43,SelfEmp,College,Married,Executive,34585.86,Male,0,70,UnitedStates,0,1 +4048711,45,Private,HSgrad,Absent,Cleaner,54610.25,Female,0,40,UnitedStates,0,0 +4050489,32,Private,HSgrad,Absent,Farming,132527.18,Male,0,40,UnitedStates,0,0 +4051301,21,Private,College,Absent,Clerical,47414.35,Female,0,25,UnitedStates,0,0 +4061361,31,Private,College,Absent,Sales,71579.7,Male,0,45,UnitedStates,0,0 +4083366,30,SelfEmp,HSgrad,Married,Cleaner,43547.15,Male,0,60,UnitedStates,0,0 +4094530,44,Consultant,Master,Absent,Farming,189456.13,Male,0,99,UnitedStates,0,0 +4096413,18,Private,Yr7t8,Absent,Sales,127464.3,Male,0,30,Mexico,0,0 +4099987,60,Consultant,Master,Divorced,Professional,261687.89,Female,0,10,UnitedStates,0,0 +4107842,49,PSFederal,College,Married,Repair,48438.96,Male,0,40,UnitedStates,0,0 +4108367,22,Private,HSgrad,Married,Repair,65813.54,Male,0,35,UnitedStates,0,0 +4116733,47,Private,HSgrad,Married,Clerical,201977.13,Female,0,20,UnitedStates,-1453,1 +4121006,54,Private,HSgrad,Absent,Professional,82291.28,Male,0,40,UnitedStates,0,0 +4127963,30,Private,Master,Absent,Professional,95314.79,Male,0,40,Ireland,0,0 +4128362,24,Consultant,College,Unmarried,Cleaner,70069.45,Male,0,45,UnitedStates,0,0 +4136703,43,Private,Yr10,Married,Transport,32075.56,Male,0,40,Yugoslavia,0,0 +4151098,41,Private,Bachelor,Divorced,Executive,68034.9,Female,0,55,UnitedStates,0,0 +4153176,57,Private,Master,Married,Executive,26521.5,Male,1977,40,UnitedStates,7330,1 +4160657,24,Private,College,Absent,Cleaner,139763.94,Male,0,24,UnitedStates,0,0 +4168195,24,Private,HSgrad,Absent,Service,47686.85,Male,0,40,UnitedStates,0,0 +4172373,36,Private,HSgrad,Married,Transport,44957.03,Male,0,50,UnitedStates,0,0 +4181716,25,Private,HSgrad,Unmarried,Protective,70116.88,Male,0,40,UnitedStates,0,0 +4188390,40,Private,HSgrad,Divorced,Service,76714.87,Male,0,40,UnitedStates,0,0 +4188956,27,Private,HSgrad,Divorced,Clerical,278897.99,Female,0,40,UnitedStates,0,0 +4202636,30,Private,HSgrad,Married,Executive,144481.36,Female,0,40,UnitedStates,0,0 +4204164,44,Private,Bachelor,Married,Professional,60405.43,Male,1902,50,UnitedStates,4164,1 +4204648,31,Private,HSgrad,Divorced,Clerical,225049.48,Female,0,38,UnitedStates,0,0 +4206069,18,Private,Yr11,Absent,Service,65037.68,Male,0,20,UnitedStates,0,0 +4209493,39,Private,HSgrad,Absent,Repair,45401.02,Male,1564,50,UnitedStates,6173,1 +4210604,55,Private,Master,Married,Executive,32999.58,Male,1977,60,UnitedStates,8200,1 +4228062,24,Private,HSgrad,Absent,Sales,69457.59,Female,0,48,UnitedStates,0,0 +4228263,46,Private,HSgrad,Absent,Repair,77205.17,Female,0,48,UnitedStates,0,0 +4232024,45,Private,Master,Married,Executive,34120.79,Male,0,40,UnitedStates,17463,1 +4233732,62,PSState,Master,Married,Professional,27452.47,Male,0,60,UnitedStates,11827,1 +4236873,36,Private,Yr10,Married,Repair,29073.78,Male,0,40,UnitedStates,0,0 +4238405,25,SelfEmp,Associate,Absent,Sales,13254.73,Male,0,60,UnitedStates,0,0 +4254629,42,Private,HSgrad,Married,Machinist,135665.63,Female,0,40,UnitedStates,0,0 +4287796,38,Private,College,Absent,Sales,193681.15,Female,0,50,UnitedStates,0,0 +4292213,26,Private,College,Absent,Clerical,195976.31,Male,0,20,UnitedStates,0,0 +4330936,28,Private,Yr7t8,Absent,Clerical,114956.87,Male,0,40,Portugal,0,0 +4336652,37,Private,HSgrad,Married,Transport,23972.13,Male,0,40,UnitedStates,0,0 +4339452,21,Private,College,Absent,Sales,164461.64,Male,0,43,UnitedStates,0,0 +4341192,38,Private,Bachelor,Married,Executive,31609.41,Male,0,40,UnitedStates,8872,1 +4345440,59,PSLocal,HSgrad,Widowed,Farming,110146.06,Male,1559.33333333333,40,UnitedStates,0,0 +4348527,45,Private,Doctorate,Married,Professional,25651.97,Male,0,50,UnitedStates,0,1 +4349170,39,Private,Associate,Widowed,Clerical,5226.03,Female,0,45,UnitedStates,0,0 +4350090,23,Private,Bachelor,Absent,Cleaner,120980.4,Male,0,40,UnitedStates,0,0 +4355587,29,Private,HSgrad,Married,Farming,48301.94,Male,0,60,UnitedStates,0,0 +4356425,44,Private,Vocational,Married,Executive,9528.22,Male,0,40,UnitedStates,0,0 +4373718,38,Consultant,College,Absent,Service,23291.16,Female,0,20,UnitedStates,0,0 +4380645,29,Private,College,Unmarried,Home,97217.72,Female,0,30,Guatemala,0,0 +4384924,21,Private,Yr11,Absent,Professional,70125.29,Female,0,24,UnitedStates,0,0 +4385915,24,Private,HSgrad,Married,Sales,11616.92,Male,0,50,UnitedStates,0,0 +4387401,40,SelfEmp,Master,Married,Sales,48443.01,Male,0,70,UnitedStates,4385,1 +4390758,38,Private,HSgrad,Divorced,Repair,148170.22,Male,0,40,UnitedStates,0,0 +4391305,38,PSLocal,HSgrad,Absent,Transport,38001.7,Male,0,40,UnitedStates,0,0 +4396587,24,Private,HSgrad,Absent,Sales,2378.63,Male,0,38,UnitedStates,0,0 +4398573,46,SelfEmp,College,Married,Sales,50055.68,Male,0,60,UnitedStates,10503,1 +4399029,23,Private,HSgrad,Absent,Transport,153876.57,Male,0,40,UnitedStates,0,0 +4399044,58,Private,Yr1t4,Married,Farming,3150,Male,0,40,UnitedStates,0,0 +4404017,34,Private,College,Married,Service,36792.25,Male,0,62,Mexico,0,0 +4406299,51,Private,Master,Absent,Professional,90090.03,Male,0,40,UnitedStates,27828,1 +4411529,40,Private,Yr9,Absent,Repair,90825.33,Male,0,49,UnitedStates,0,0 +4412566,19,Private,Yr10,Absent,Service,56946.06,Female,0,20,UnitedStates,0,0 +4413601,38,Private,HSgrad,Married,Executive,30927.17,Male,0,40,UnitedStates,4327,1 +4417625,35,Private,Bachelor,Married,Service,26682.44,Male,0,20,UnitedStates,7688,1 +4423809,41,Private,Associate,Married,Repair,35224.3,Male,0,60,UnitedStates,4090,1 +4425483,23,Private,Yr11,Married,Cleaner,20261.1,Male,0,40,Mexico,0,0 +4425639,49,Private,Yr7t8,Married,Machinist,24076.66,Male,0,48,UnitedStates,0,0 +4429760,36,Private,HSgrad,Widowed,Cleaner,178082.65,Female,0,30,UnitedStates,0,0 +4449415,20,Private,College,Absent,Service,117717.61,Male,0,40,UnitedStates,0,0 +4449560,35,SelfEmp,College,Married,Sales,11328.85,Male,0,60,UnitedStates,8568,1 +4451001,37,PSState,Bachelor,Absent,Clerical,67520.29,Male,0,38,UnitedStates,0,0 +4460483,29,PSLocal,Master,Absent,Professional,117495.98,Male,0,40,Taiwan,0,0 +4467852,26,Private,College,Absent,Executive,83863.35,Female,0,40,UnitedStates,0,0 +4475711,38,Consultant,HSgrad,Married,Sales,35520.73,Male,0,64,UnitedStates,0,0 +4477040,27,Private,Professional,Married,Professional,393393.42,Female,0,50,UnitedStates,791,1 +4480150,36,Private,HSgrad,Married,Executive,52940.73,Male,0,40,UnitedStates,0,0 +4482559,40,PSFederal,Master,Absent,Professional,89901.16,Male,0,40,UnitedStates,0,0 +4493227,36,PSFederal,Vocational,Married,Support,51114.65,Male,0,40,UnitedStates,0,0 +4493295,32,Private,Bachelor,Absent,Professional,74199.12,Male,0,40,UnitedStates,5576,1 +4502102,50,Consultant,HSgrad,Divorced,Professional,43445.15,Female,0,60,Vietnam,0,0 +4502195,47,PSLocal,College,Divorced,Executive,56729.66,Male,0,56,UnitedStates,344,1 +4508455,54,Private,HSgrad,Married,Repair,5360.35,Male,0,44,UnitedStates,0,0 +4516220,48,Private,Bachelor,Married,Support,113867.76,Female,0,40,UnitedStates,99999,1 +4516940,37,Private,Bachelor,Married,Professional,39289.48,Male,0,45,UnitedStates,14389,1 +4517660,44,Private,HSgrad,Married,Transport,49981.25,Male,0,40,UnitedStates,0,1 +4520829,40,Private,College,Married,Repair,35791.19,Male,0,40,UnitedStates,0,0 +4524960,27,Private,College,Absent,Farming,108664.63,Male,0,45,UnitedStates,0,0 +4527269,36,Private,Bachelor,Married,Support,34606.74,Male,0,40,UnitedStates,0,0 +4530435,45,Private,College,Married,Clerical,198316.61,Female,1902,35,UnitedStates,3812,1 +4533489,32,PSState,Bachelor,Married,Executive,134250.87,Female,0,55,UnitedStates,0,1 +4537353,19,Private,College,Absent,Clerical,260015.72,Female,0,20,UnitedStates,0,0 +4538700,22,Private,HSgrad,Absent,Service,85976.68,Female,0,40,UnitedStates,0,0 +4540171,40,Private,HSgrad,Absent,Machinist,111604.03,Female,0,40,UnitedStates,0,0 +4542027,45,PSState,HSgrad,Divorced,Support,93983.38,Female,0,40,UnitedStates,0,0 +4546438,45,PSState,Professional,Divorced,Professional,105763.11,Female,0,43,UnitedStates,0,0 +4558251,42,Private,Vocational,Absent,Clerical,97380.27,Female,0,60,UnitedStates,0,0 +4558485,42,Private,Yr7t8,Married,Cleaner,51245.9,Male,0,30,Mexico,0,0 +4562337,53,Private,HSgrad,Divorced,Machinist,102342.44,Male,0,40,UnitedStates,0,0 +4572048,45,Private,HSgrad,Divorced,Clerical,130502.82,Female,0,38,UnitedStates,0,0 +4577329,57,Private,HSgrad,Married,Executive,37598.92,Male,0,50,UnitedStates,0,0 +4579400,61,Consultant,HSgrad,Married,Farming,29392.56,Male,1568,50,UnitedStates,0,0 +4580432,20,Private,Vocational,Absent,Service,180841.47,Female,0,20,UnitedStates,0,0 +4587838,31,Private,Bachelor,Married,Professional,36692.7,Male,0,48,Philippines,15024,1 +4600372,29,Private,Yr10,Absent,Professional,78257.05,Male,0,40,UnitedStates,0,0 +4608348,29,Private,Doctorate,Absent,Professional,128737.61,Male,0,40,UnitedStates,0,0 +4611333,56,Private,HSgrad,Married,Repair,35987.72,Male,0,60,UnitedStates,0,0 +4614197,21,Private,Preschool,Absent,Farming,67198.88,Male,0,50,Mexico,0,0 +4622365,37,Private,HSgrad,Married,Service,214984.25,Female,0,60,Philippines,0,0 +4631716,34,PSState,HSgrad,Unmarried,Clerical,138982.23,Female,0,20,UnitedStates,0,0 +4633218,40,Private,College,Married,Professional,39459.43,Male,0,40,UnitedStates,1778,1 +4639176,33,Private,College,Married,Machinist,12121.85,Male,0,55,UnitedStates,0,0 +4639600,42,PSFederal,Bachelor,Married,Executive,60667.89,Male,0,52,UnitedStates,5139,1 +4644562,31,Private,Vocational,Married,Executive,33700.67,Male,0,40,UnitedStates,0,0 +4647508,58,Private,Bachelor,Married,Professional,46084.16,Male,0,40,UnitedStates,5885,1 +4649943,37,Private,HSgrad,Absent,Transport,84445.12,Male,0,50,UnitedStates,0,0 +4652713,33,Private,HSgrad,Divorced,Service,158246.58,Female,0,40,UnitedStates,0,0 +4655009,46,Private,Bachelor,Married,Sales,11056.48,Male,0,50,Germany,7395,1 +4655111,51,PSLocal,Doctorate,Married,Professional,58901.13,Female,0,40,UnitedStates,3100,1 +4666008,22,Private,HSgrad,Absent,Transport,179631.06,Male,0,40,UnitedStates,0,0 +4668300,23,Private,HSgrad,Absent,Support,105740.62,Male,0,50,UnitedStates,0,0 +4682669,24,Private,Yr7t8,Absent,Cleaner,97678.27,Male,0,40,Mexico,0,0 +4689490,30,Private,Yr11,Married,Service,24104.35,Male,0,40,Mexico,0,0 +4689637,30,Private,Vocational,Married-spouse-absent,Clerical,56324.13,Female,0,40,UnitedStates,0,0 +4694319,20,Private,Yr9,Absent,Executive,190280.44,Female,0,40,Mexico,0,0 +4694662,46,Private,Yr5t6,Absent,Machinist,122773.27,Female,0,40,NewZealand,0,0 +4700366,26,Private,HSgrad,Absent,Service,131220.35,Male,0,25,UnitedStates,0,0 +4703983,51,Private,HSgrad,Married,Support,50330.96,Male,0,40,UnitedStates,0,0 +4715531,27,PSLocal,HSgrad,Married,Protective,96788.66,Female,0,40,UnitedStates,0,0 +4729221,50,Private,Bachelor,Married,Executive,12860.37,Male,0,40,UnitedStates,11649,1 +4738785,51,Private,Bachelor,Married,Repair,25755.81,Male,0,50,UnitedStates,0,0 +4741336,17,Private,Yr11,Absent,Service,160238.05,Male,0,20,UnitedStates,0,0 +4751997,29,Private,HSgrad,Married,Sales,37701.18,Male,0,50,UnitedStates,0,0 +4752955,23,Private,Associate,Married,Sales,291572.84,Female,0,25,UnitedStates,0,0 +4753958,40,Consultant,HSgrad,Divorced,Executive,73617.56,Male,0,50,UnitedStates,0,0 +4762720,27,Private,Yr10,Absent,Service,69852.03,Male,0,40,UnitedStates,0,0 +4763133,19,Private,College,Absent,Professional,102168.43,Female,0,40,UnitedStates,0,0 +4770990,20,Private,College,Absent,Service,224389.29,Male,0,30,UnitedStates,0,0 +4777364,38,Private,Associate,Married,Sales,47401.48,Male,0,50,UnitedStates,7414,1 +4782309,61,Private,Doctorate,Married,Professional,40935.01,Male,0,40,UnitedStates,4426,1 +4782610,55,PSState,Master,Married,Professional,40516.12,Male,0,45,UnitedStates,7688,1 +4784636,26,Private,College,Absent,Clerical,57726.47,Female,0,40,UnitedStates,0,0 +4790985,36,SelfEmp,College,Married,Sales,9113.89,Male,0,60,UnitedStates,15024,1 +4793952,59,PSState,Bachelor,Absent,Executive,49513.57,Female,0,40,Fiji,0,0 +4800945,61,Private,Yr10,Married,Sales,46060.23,Male,0,40,UnitedStates,0,0 +4804248,27,Private,HSgrad,Married,Repair,10662.97,Male,0,53,UnitedStates,0,0 +4820536,39,Private,HSgrad,Divorced,Executive,274431.1,Female,0,45,UnitedStates,0,0 +4823221,45,PSFederal,HSgrad,Married,Clerical,21793.84,Male,1114.66666666667,40,UnitedStates,0,0 +4829979,47,PSLocal,Bachelor,Married,Professional,16366.22,Male,0,40,UnitedStates,0,0 +4844691,23,Private,College,Absent,Clerical,126590.09,Female,0,40,UnitedStates,0,0 +4862788,32,Private,College,Absent,Sales,57984.3,Female,0,40,UnitedStates,0,0 +4864846,32,Private,Yr10,Married,Repair,37420.49,Male,0,40,UnitedStates,1622,1 +4872030,32,Private,HSgrad,Absent,Machinist,183554.05,Male,0,40,UnitedStates,0,0 +4878009,56,Private,HSgrad,Absent,Cleaner,157371.23,Male,0,28,UnitedStates,0,0 +4880357,24,Private,College,Absent,Farming,102611.6,Male,0,50,UnitedStates,0,0 +4881559,19,Private,HSgrad,Absent,Sales,87617.15,Female,0,24,UnitedStates,0,0 +4885229,52,Consultant,College,Married,Support,28753.79,Male,0,60,UnitedStates,6321,1 +4888098,31,Private,Yr9,Married,Machinist,42408.09,Male,0,40,Mexico,0,0 +4889345,47,Private,College,Married,Repair,38787.53,Male,0,40,UnitedStates,0,0 +4890811,46,Private,College,Married,Executive,100347.61,Female,0,40,UnitedStates,2741,1 +4895144,17,Private,Yr9,Absent,Transport,61681.73,Male,0,20,UnitedStates,0,0 +4897621,21,Private,College,Absent,Clerical,154890.3,Female,0,15,UnitedStates,0,0 +4901863,44,PSLocal,Vocational,Absent,Repair,53696.99,Male,0,44,UnitedStates,0,0 +4909545,34,Private,Associate,Married,Sales,61153.39,Male,1902,50,UnitedStates,11637,1 +4914214,35,Private,Bachelor,Married,Executive,49430.62,Male,0,45,UnitedStates,0,1 +4914481,21,Private,College,Absent,Clerical,172456.38,Female,0,40,UnitedStates,0,0 +4917525,20,Private,College,Absent,Sales,84471.66,Female,0,40,UnitedStates,0,0 +4918789,18,Private,College,Absent,Sales,56027.94,Female,0,20,UnitedStates,0,0 +4921569,34,Private,Bachelor,Absent,Sales,104055.14,Female,0,40,UnitedStates,0,0 +4924726,43,Private,College,Absent,Executive,80053.94,Male,0,50,UnitedStates,0,0 +4930197,48,Consultant,College,Married,Transport,16557.72,Male,0,50,UnitedStates,4838,1 +4933562,61,Private,HSgrad,Married,Repair,13147.86,Male,1367.33333333333,20,UnitedStates,0,0 +4934504,27,Private,HSgrad,Absent,Machinist,158458.54,Male,0,45,UnitedStates,0,0 +4935734,33,Private,Bachelor,Married,Executive,40925.7,Male,0,55,UnitedStates,1021,1 +4935771,20,Private,College,Absent,Transport,163772,Male,0,40,UnitedStates,0,0 +4941388,33,Private,HSgrad,Married,Transport,27661.6,Male,0,55,UnitedStates,4973,1 +4943700,52,Private,HSgrad,Married,Repair,33379.58,Male,0,40,UnitedStates,0,0 +4946567,37,Private,Bachelor,Absent,Clerical,94623.76,Female,0,35,UnitedStates,0,0 +4951488,19,PSState,HSgrad,Absent,Clerical,213011.2,Female,0,40,UnitedStates,0,0 +4958992,47,Consultant,HSgrad,Married,Sales,69200.36,Male,0,75,UnitedStates,4064,1 +4961462,30,Private,HSgrad,Married,Cleaner,33187.91,Male,0,44,UnitedStates,0,0 +4962427,29,Private,Associate,Absent,Sales,40905.21,Female,0,40,UnitedStates,0,0 +4962764,33,PSLocal,Master,Absent,Professional,82559.71,Female,0,40,Germany,0,0 +4974903,41,PSFederal,College,Married,Executive,2654.56,Male,0,40,UnitedStates,12482,1 +4987083,33,Private,Bachelor,Married,Executive,151493.63,Female,0,32,UnitedStates,0,1 +4987768,29,Consultant,HSgrad,Absent,Repair,50433,Male,0,50,UnitedStates,0,1 +4989781,48,Private,Bachelor,Married-spouse-absent,Professional,74381.26,Female,0,36,Philippines,0,1 +4991112,34,Private,Bachelor,Married-spouse-absent,Clerical,81418.44,Female,0,45,UnitedStates,0,0 +4991634,30,Private,College,Absent,Executive,52915.44,Male,0,52,UnitedStates,0,0 +4996668,23,Private,HSgrad,Absent,Service,157676.14,Male,0,35,UnitedStates,0,0 +5005813,44,PSLocal,Associate,Divorced,Protective,101677.29,Female,0,56,UnitedStates,6731,1 +5020138,45,Private,HSgrad,Widowed,Service,21611.94,Female,0,50,Vietnam,0,0 +5024034,34,Private,Yr11,Married,Cleaner,18208.52,Male,0,40,UnitedStates,0,0 +5027835,41,SelfEmp,HSgrad,Unmarried,Executive,163715.34,Male,0,40,UnitedStates,0,0 +5028042,19,Private,HSgrad,Absent,Sales,184671.16,Female,0,20,UnitedStates,0,0 +5029348,48,PSLocal,Master,Divorced,Professional,63452.61,Female,0,40,UnitedStates,5226,1 +5036249,40,Private,College,Married,Clerical,227449.1,Female,0,40,UnitedStates,7298,1 +5042008,29,Private,HSgrad,Divorced,Machinist,192971.42,Male,0,56,UnitedStates,0,0 +5043841,50,Private,HSgrad,Married,Clerical,8292.78,Male,0,40,UnitedStates,0,0 +5054126,32,PSState,HSgrad,Divorced,Service,45951.16,Female,0,25,UnitedStates,0,0 +5063409,30,Private,Bachelor,Absent,Sales,153262.9,Male,0,18,UnitedStates,0,0 +5079199,26,Consultant,College,Unmarried,Repair,120415.46,Male,0,30,UnitedStates,0,0 +5083552,29,Private,Master,Married,Sales,71387.94,Male,0,40,UnitedStates,7298,1 +5086101,35,Private,Yr11,Married,Sales,48591.21,Male,0,65,UnitedStates,0,0 +5087685,41,SelfEmp,HSgrad,Married,Repair,41275.84,Male,0,50,UnitedStates,0,0 +5097839,22,Private,College,Absent,Machinist,26127.67,Male,0,40,UnitedStates,0,0 +5100635,24,Private,HSgrad,Divorced,Executive,107521.53,Female,0,50,UnitedStates,0,0 +5108328,55,Consultant,Bachelor,Married,Professional,330573.21,Female,0,8,UnitedStates,0,0 +5110751,27,Private,HSgrad,Absent,Cleaner,208645.63,Male,0,40,UnitedStates,0,0 +5114511,18,Private,Yr11,Absent,Service,127276.93,Female,0,15,UnitedStates,0,0 +5118803,45,Private,Bachelor,Married,Professional,30060.37,Male,1977,40,UnitedStates,8903,1 +5121776,22,Private,College,Absent,Clerical,154675.1,Female,0,35,UnitedStates,0,0 +5124460,49,Private,Vocational,Married-spouse-absent,Cleaner,25113.04,Male,920,42,UnitedStates,0,0 +5132331,36,Private,HSgrad,Divorced,Service,93966.02,Female,0,30,UnitedStates,0,0 +5157458,19,PSState,Yr12,Absent,Transport,100155.39,Male,0,20,UnitedStates,0,0 +5162451,37,Private,Bachelor,Married,Executive,15834.6,Male,0,50,UnitedStates,0,1 +5185133,46,Private,Associate,Married,Transport,48465.11,Male,0,36,UnitedStates,0,0 +5189066,54,SelfEmp,HSgrad,Married,Executive,45259.14,Male,0,98,UnitedStates,2446,1 +5192673,65,Private,Bachelor,Married,Executive,43736.99,Male,0,40,UnitedStates,5541,1 +5195494,45,Private,College,Married,Repair,35352.57,Male,0,40,UnitedStates,0,1 +5195824,44,Private,HSgrad,Absent,Repair,89285.95,Male,0,60,UnitedStates,0,0 +5198017,59,PSLocal,HSgrad,Married,Clerical,91243.71,Female,0,38,UnitedStates,11409,1 +5198986,22,Private,College,Absent,Repair,285526.27,Male,0,40,UnitedStates,0,0 +5199683,32,PSLocal,HSgrad,Married,Service,15392.23,Male,0,41,UnitedStates,0,0 +5201451,61,Private,HSgrad,Married,Machinist,34720.61,Male,0,40,UnitedStates,0,0 +5201637,35,Private,College,Married,Executive,41900.16,Male,0,60,UnitedStates,15024,1 +5209691,44,Private,College,Married,Professional,50153.16,Male,0,40,UnitedStates,88402,1 +5210369,26,Private,College,Absent,Protective,84098.64,Male,0,44,UnitedStates,0,0 +5220053,35,Private,Bachelor,Married,Professional,35840.09,Male,0,50,UnitedStates,0,0 +5224758,27,Private,HSgrad,Married,Cleaner,33613.77,Male,0,80,UnitedStates,485,1 +5233423,57,Private,HSgrad,Married,Executive,180527.55,Female,0,38,UnitedStates,0,0 +5234467,45,Private,Bachelor,Married,Executive,49376.01,Male,0,60,UnitedStates,7119,1 +5235838,33,Private,Bachelor,Married,Executive,32526.41,Male,0,50,UnitedStates,2452,1 +5252390,34,Private,HSgrad,Divorced,Clerical,193043.03,Male,0,40,UnitedStates,0,0 +5257032,29,Private,College,Married,Repair,14845.09,Male,0,40,Jamaica,9384,1 +5258259,44,Private,Bachelor,Married,Executive,33987.25,Male,0,40,UnitedStates,2851,1 +5263682,21,Private,HSgrad,Absent,Farming,177077.59,Male,0,20,UnitedStates,0,0 +5268572,33,PSState,HSgrad,Married,Support,10137.31,Male,0,40,UnitedStates,0,0 +5268782,49,Private,Bachelor,Married,Professional,50834.09,Male,0,40,Columbia,0,0 +5269457,31,Private,College,Divorced,Clerical,234830.21,Female,0,40,UnitedStates,0,0 +5282093,19,Consultant,HSgrad,Absent,Repair,109743.23,Male,0,40,UnitedStates,0,0 +5282817,35,Private,Yr10,Divorced,Machinist,51457.79,Male,0,50,UnitedStates,0,0 +5288840,70,Private,Yr11,Married,Transport,35483.35,Male,0,40,UnitedStates,0,0 +5292303,54,Private,College,Divorced,Clerical,65131.3,Female,0,40,UnitedStates,0,0 +5293006,42,Private,HSgrad,Married,Repair,17790.18,Male,1114.66666666667,40,UnitedStates,0,0 +5296852,62,Private,College,Married,Transport,55497.9,Male,0,20,UnitedStates,0,0 +5303493,46,PSFederal,HSgrad,Absent,Clerical,62060.46,Male,0,40,UnitedStates,0,0 +5305420,60,PSLocal,HSgrad,Married,Service,29586.54,Male,0,40,UnitedStates,0,0 +5305731,27,Private,Bachelor,Absent,Support,287243.51,Female,0,20,Philippines,0,0 +5307090,37,PSFederal,HSgrad,Divorced,Clerical,287407.11,Female,0,40,UnitedStates,0,0 +5312827,25,Private,Yr10,Married,Transport,18646.05,Male,0,40,UnitedStates,0,0 +5323976,30,Private,College,Divorced,Professional,106945.97,Female,0,40,England,0,0 +5325222,58,Private,HSgrad,Married,Farming,19546.74,Male,0,20,UnitedStates,0,0 +5333120,31,Private,Bachelor,Married,Sales,28254.49,Male,0,40,UnitedStates,8105,1 +5361019,31,Private,HSgrad,Absent,Repair,174203.82,Male,0,42,UnitedStates,0,0 +5366598,43,Private,Yr9,Married,Executive,26230.68,Male,0,40,Mexico,0,0 +5373567,62,Private,Yr5t6,Married,Farming,45312.74,Male,0,40,Philippines,0,0 +5380782,40,Private,College,Married,Service,28079.2,Male,0,40,UnitedStates,0,0 +5381070,35,Consultant,HSgrad,Married,Repair,95146.95,Male,0,35,Ireland,0,0 +5381128,56,Private,Professional,Married,Professional,34745.85,Male,0,45,UnitedStates,7047,1 +5382026,38,Private,Master,Married,Professional,61249.9,Male,0,40,UnitedStates,9475,1 +5391112,30,Consultant,HSgrad,Divorced,Service,285365.67,Female,0,40,UnitedStates,0,0 +5392478,44,PSLocal,Bachelor,Married,Protective,94124.65,Female,0,40,UnitedStates,15024,1 +5394566,27,Private,HSgrad,Absent,Sales,240908.51,Male,0,40,UnitedStates,0,0 +5403117,40,Private,Master,Married,Executive,34666.62,Male,0,50,UnitedStates,5521,1 +5407656,28,Private,Yr11,Married,Executive,42357,Male,0,50,UnitedStates,0,1 +5411535,67,Private,HSgrad,Widowed,Service,99701.35,Female,0,24,UnitedStates,0,0 +5413709,28,PSFederal,Bachelor,Absent,Protective,59390.97,Male,0,50,UnitedStates,0,0 +5414985,33,Private,Vocational,Divorced,Clerical,27038.17,Male,0,40,UnitedStates,0,0 +5425508,20,Private,College,Absent,Cleaner,177677.91,Male,0,40,UnitedStates,0,0 +5428482,42,Private,Bachelor,Married,Professional,28766.09,Male,0,40,UnitedStates,0,0 +5430773,19,Private,College,Absent,Service,155493.78,Female,0,27,UnitedStates,0,0 +5433851,25,Private,Yr12,Married,Farming,58060.15,Male,0,60,Mexico,0,0 +5443507,28,Private,Bachelor,Absent,Professional,115787.94,Male,0,45,UnitedStates,0,0 +5443922,59,SelfEmp,Professional,Married,Professional,26498.59,Male,0,40,UnitedStates,791,1 +5467953,49,PSFederal,Vocational,Married,Repair,16388.38,Male,0,40,UnitedStates,14497,1 +5475265,34,Consultant,Bachelor,Married,Repair,16967.77,Male,0,40,UnitedStates,0,0 +5480800,20,Private,College,Absent,Sales,121890.11,Male,0,25,UnitedStates,0,0 +5482289,22,Private,College,Absent,Service,194054.26,Male,0,30,UnitedStates,0,0 +5493168,21,PSState,College,Absent,Protective,26834.22,Male,0,40,UnitedStates,0,0 +5507697,45,PSLocal,HSgrad,Divorced,Service,243776.44,Female,0,40,UnitedStates,0,0 +5510960,49,SelfEmp,Vocational,Divorced,Executive,100800.81,Male,0,60,UnitedStates,0,0 +5521114,25,PSState,HSgrad,Absent,Executive,41771.75,Male,0,40,UnitedStates,0,0 +5522201,39,Private,College,Married,Executive,53614.87,Male,0,50,UnitedStates,5189,1 +5535163,44,PSFederal,Vocational,Married,Repair,17748.54,Male,0,40,UnitedStates,-41,1 +5539926,66,Private,Bachelor,Married,Professional,27410.54,Male,0,45,UnitedStates,0,1 +5542944,47,Private,HSgrad,Divorced,Service,28176.12,Male,0,32,UnitedStates,0,0 +5543593,30,Private,Bachelor,Absent,Repair,166349.59,Male,0,10,UnitedStates,0,0 +5543739,50,Private,HSgrad,Married,Repair,47316.24,Male,0,40,UnitedStates,3997,1 +5543793,20,Private,College,Absent,Service,185072.43,Female,0,20,UnitedStates,0,0 +5547769,28,Private,Vocational,Married,Service,79749.71,Female,0,40,UnitedStates,0,0 +5553113,58,Private,HSgrad,Divorced,Executive,204682.96,Female,0,40,UnitedStates,0,0 +5554606,58,Private,HSgrad,Divorced,Service,193492.7,Female,0,25,UnitedStates,0,0 +5555403,54,Private,Master,Married,Executive,34550.16,Male,0,45,UnitedStates,16270,1 +5556926,33,Consultant,Bachelor,Married,Professional,126715.93,Female,0,50,UnitedStates,0,1 +5564122,44,PSLocal,HSgrad,Married,Machinist,30781.3,Male,0,40,UnitedStates,0,0 +5570254,27,Private,Yr5t6,Absent,Farming,110499.57,Male,0,48,Guatemala,0,0 +5577857,37,Private,College,Married,Executive,51634.23,Male,0,60,UnitedStates,0,1 +5577907,48,SelfEmp,College,Married,Sales,26291.84,Male,0,38,UnitedStates,1498,1 +5583018,23,PSFederal,College,Absent,Military,104833.65,Male,0,40,UnitedStates,0,0 +5583524,50,Private,College,Divorced,Repair,5918.22,Male,0,22,UnitedStates,0,0 +5584507,68,Private,HSgrad,Married,Cleaner,18759.1,Male,0,45,UnitedStates,3044,1 +5584551,43,Private,HSgrad,Married,Repair,263647.11,Female,0,42,UnitedStates,13944,1 +5585013,40,PSLocal,HSgrad,Married,Service,96688.71,Male,0,40,UnitedStates,0,0 +5586645,18,Private,College,Absent,Service,149844.73,Male,0,16,UnitedStates,0,0 +5592627,44,Private,College,Married,Sales,50115.03,Male,0,60,UnitedStates,0,0 +5593596,31,Private,HSgrad,Absent,Clerical,51203.16,Female,0,50,UnitedStates,0,0 +5593943,24,Private,College,Absent,Machinist,27822.71,Female,0,45,UnitedStates,0,0 +5601444,35,Private,HSgrad,Married,Executive,60899.02,Male,0,48,UnitedStates,0,0 +5606961,52,Private,College,Married,Executive,39134.45,Male,0,60,UnitedStates,0,0 +5607617,19,Private,College,Absent,Service,61766.53,Female,0,25,UnitedStates,0,0 +5623955,27,PSFederal,HSgrad,Married,Service,66816.56,Male,0,40,UnitedStates,0,0 +5624610,49,Private,Vocational,Married,Clerical,27486.02,Male,0,40,UnitedStates,0,0 +5624618,21,Private,College,Absent,Service,68020.6,Male,0,30,UnitedStates,0,0 +5629492,54,Private,Yr1t4,Married,Service,51084.22,Male,0,35,Mexico,0,0 +5629741,75,SelfEmp,HSgrad,Married,Clerical,26317.48,Male,0,26,UnitedStates,0,0 +5629974,30,Private,Preschool,Absent,Farming,45892.78,Male,0,40,Mexico,0,0 +5634257,44,PSState,Doctorate,Married,Professional,60894.18,Male,1902,40,UnitedStates,2582,1 +5637157,18,Private,College,Absent,Service,157404.51,Female,0,25,UnitedStates,0,0 +5639745,48,Private,HSgrad,Divorced,Clerical,239767.24,Female,0,37,UnitedStates,0,0 +5649072,30,SelfEmp,HSgrad,Married,Repair,50969.27,Male,1887,48,UnitedStates,7978,1 +5649375,37,Private,Bachelor,Absent,Executive,79468.38,Male,0,60,UnitedStates,0,1 +5649712,33,Private,Bachelor,Married,Executive,66616.76,Male,0,50,Germany,0,1 +5651378,36,Private,HSgrad,Absent,Repair,100171.69,Male,0,65,UnitedStates,0,0 +5656173,33,Private,College,Unmarried,Clerical,110517.33,Female,0,40,UnitedStates,0,0 +5660878,33,Private,Bachelor,Married,Professional,43867.42,Male,0,75,UnitedStates,15024,1 +5667613,37,Consultant,Yr11,Absent,Farming,154025.31,Male,0,37,UnitedStates,0,0 +5676649,47,Consultant,Yr11,Divorced,Executive,123669.96,Female,0,55,UnitedStates,0,0 +5682046,56,Private,HSgrad,Absent,Clerical,36985.48,Female,0,38,UnitedStates,0,0 +5689746,48,PSLocal,HSgrad,Married,Executive,23457.66,Male,0,38,UnitedStates,7298,1 +5692322,23,Private,Bachelor,Absent,Support,99024.29,Female,0,40,UnitedStates,0,0 +5694516,51,PSFederal,Doctorate,Married,Professional,35189.66,Male,0,40,Vietnam,15024,1 +5695998,42,Private,HSgrad,Married,Executive,23637.85,Male,0,48,UnitedStates,0,0 +5699057,37,Private,Associate,Married,Clerical,50264.74,Male,0,40,UnitedStates,0,0 +5724484,33,Private,Bachelor,Married,Executive,49895.96,Male,0,45,UnitedStates,11236,1 +5725170,26,Private,College,Absent,Professional,66656.23,Female,0,35,UnitedStates,0,0 +5731876,35,Private,Bachelor,Divorced,Executive,76610.29,Female,0,40,UnitedStates,0,0 +5732672,57,PSFederal,College,Divorced,Service,52295.23,Male,0,40,UnitedStates,0,0 +5733981,28,Private,HSgrad,Married,Transport,64633.82,Male,0,45,UnitedStates,4626,1 +5737573,33,Private,HSgrad,Absent,Service,61253.63,Male,0,40,UnitedStates,0,0 +5739472,42,PSState,Associate,Divorced,Professional,42782.43,Male,0,40,UnitedStates,0,0 +5743147,22,Private,College,Absent,Service,65127.04,Male,0,50,UnitedStates,0,0 +5747351,33,Private,Master,Married,Support,44356.81,Male,0,15,UnitedStates,0,0 +5761158,41,Private,HSgrad,Married,Repair,59515.36,Male,0,40,Taiwan,0,0 +5774108,20,Private,College,Absent,Repair,97111.81,Male,0,40,UnitedStates,0,0 +5775093,41,Private,Bachelor,Married,Professional,45246.6,Male,0,60,UnitedStates,0,0 +5777238,24,PSState,Master,Absent,Professional,65624.31,Male,0,20,India,0,0 +5781174,41,PSFederal,Master,Divorced,Professional,122572.32,Female,0,40,UnitedStates,0,0 +5781339,48,Private,College,Married,Transport,42012.18,Male,0,45,UnitedStates,1418,1 +5785387,40,Consultant,Master,Unmarried,Executive,136067.1,Female,0,20,UnitedStates,0,0 +5789633,57,Private,HSgrad,Married,Executive,35210.77,Male,0,40,UnitedStates,0,0 +5803773,24,Private,College,Absent,Machinist,87199.48,Male,0,40,UnitedStates,0,0 +5804397,37,Private,HSgrad,Divorced,Clerical,162411.8,Female,0,45,UnitedStates,0,0 +5806158,34,Consultant,College,Divorced,Clerical,201606.08,Female,0,50,UnitedStates,0,0 +5808981,53,Private,College,Married,Clerical,31969.17,Male,0,50,UnitedStates,5815,1 +5810743,25,Private,College,Unmarried,Clerical,98744.64,Male,0,40,UnitedStates,0,0 +5811179,45,PSState,Master,Married,Professional,31682.89,Male,0,60,UnitedStates,9853,1 +5815613,39,Private,HSgrad,Unmarried,Clerical,82367.92,Female,0,20,UnitedStates,0,0 +5816381,45,Consultant,College,Married,Executive,27896.05,Male,0,80,UnitedStates,0,0 +5836240,43,Private,Master,Married,Executive,326956.83,Female,0,32,UnitedStates,15024,1 +5837028,21,Private,College,Absent,Sales,290175.87,Female,0,20,UnitedStates,0,0 +5841031,46,Private,Vocational,Divorced,Machinist,216606.07,Male,0,40,UnitedStates,0,0 +5848103,50,Private,HSgrad,Married,Cleaner,15828.78,Male,0,45,UnitedStates,0,0 +5848478,26,Private,Vocational,Absent,Repair,105608.42,Male,0,48,UnitedStates,0,0 +5853392,56,Private,Master,Married,Professional,44065.89,Male,0,40,UnitedStates,5885,1 +5854012,44,Private,Bachelor,Married,Support,25134.57,Male,0,40,UnitedStates,0,0 +5866998,42,Private,Yr10,Absent,Transport,70018.35,Male,0,40,UnitedStates,0,0 +5867705,40,Consultant,Bachelor,Married,Repair,49315.87,Male,0,30,UnitedStates,0,0 +5875221,20,Private,College,Absent,Clerical,176057.51,Female,0,35,UnitedStates,0,0 +5877064,55,Private,HSgrad,Divorced,Clerical,53682.58,Female,0,40,UnitedStates,0,0 +5887435,35,Private,HSgrad,Divorced,Repair,255402.74,Female,0,48,UnitedStates,0,0 +5891316,42,PSLocal,Yr10,Married,Cleaner,29954.32,Male,0,40,UnitedStates,99999,1 +5896520,48,Consultant,College,Married,Repair,20470.36,Male,0,40,UnitedStates,7688,1 +5899148,41,PSState,HSgrad,Divorced,Protective,67000.93,Male,0,40,UnitedStates,7854,1 +5904305,26,Private,Yr7t8,Absent,Cleaner,320098.1,Male,0,40,Guatemala,0,0 +5928257,17,Private,Yr11,Absent,Repair,152721.29,Male,0,40,UnitedStates,0,0 +5929239,50,Private,Vocational,Married,Support,32743.27,Male,0,38,UnitedStates,12879,1 +5929365,32,Private,HSgrad,Married,Support,31291.31,Female,0,36,UnitedStates,0,0 +5929761,49,PSState,HSgrad,Married,Professional,22596.58,Male,0,40,UnitedStates,16624,1 +5931627,26,Private,College,Married,Support,64051.32,Male,0,40,UnitedStates,3103,1 +5942012,21,Private,HSgrad,Absent,Service,107175.8,Male,0,40,UnitedStates,0,0 +5948701,55,PSFederal,Master,Married,Executive,51108.26,Male,0,60,UnitedStates,716,1 +5958246,24,Private,HSgrad,Unmarried,Machinist,219602.18,Female,0,40,UnitedStates,0,0 +5962521,32,Private,Yr9,Married,Transport,30080.78,Male,0,50,UnitedStates,0,0 +5962648,39,Private,Bachelor,Married,Professional,205185.99,Female,0,32,UnitedStates,7688,1 +5974099,46,Private,Bachelor,Absent,Sales,73276.12,Male,1002.66666666667,40,UnitedStates,0,0 +5977157,44,Private,Yr7t8,Divorced,Cleaner,80946.05,Male,0,48,UnitedStates,0,0 +5994090,47,Private,Bachelor,Divorced,Executive,14774.29,Male,2258,40,UnitedStates,153,1 +5995733,49,Private,HSgrad,Married,Machinist,28082.43,Male,0,50,UnitedStates,0,0 +5996374,45,Private,Yr9,Unmarried,Service,125594.01,Female,0,40,Indonesia,0,0 +6000482,47,PSLocal,College,Married,Transport,31008.6,Male,1887,40,UnitedStates,0,1 +6004884,29,Private,Yr10,Divorced,Machinist,109341.58,Female,0,25,UnitedStates,0,0 +6010946,56,PSLocal,College,Widowed,Clerical,91953.88,Female,0,40,UnitedStates,0,0 +6015309,33,Private,Master,Absent,Professional,106946.9,Female,0,40,UnitedStates,0,0 +6019216,24,Private,Associate,Married,Clerical,324427.42,Female,0,40,UnitedStates,0,0 +6031385,42,Private,Bachelor,Absent,Executive,59071.62,Male,0,55,UnitedStates,0,1 +6031535,46,Private,Vocational,Divorced,Executive,248376.07,Female,0,45,UnitedStates,0,0 +6035110,23,Private,Bachelor,Absent,Clerical,39308.66,Female,0,40,UnitedStates,0,0 +6041187,54,Private,HSgrad,Divorced,Sales,218259.97,Female,0,35,UnitedStates,0,0 +6051891,51,PSLocal,HSgrad,Divorced,Protective,274195.24,Male,0,52,UnitedStates,0,0 +6061095,59,Private,College,Married,Protective,34268.74,Male,0,56,UnitedStates,0,0 +6070900,40,PSState,Bachelor,Married,Executive,45738.2,Female,0,20,UnitedStates,0,0 +6078926,44,Private,College,Married,Clerical,411783.25,Female,2415,6,UnitedStates,3636,1 +6085798,30,PSFederal,Bachelor,Absent,Clerical,14717.12,Female,0,35,UnitedStates,0,0 +6087204,49,Private,Bachelor,Divorced,Executive,37328.8,Female,0,40,UnitedStates,0,0 +6089024,34,Private,Doctorate,Married,Professional,19430.06,Male,0,45,UnitedStates,7218,1 +6093447,36,Private,HSgrad,Divorced,Machinist,273806.89,Male,0,40,UnitedStates,0,0 +6095275,31,Private,Bachelor,Absent,Professional,186734,Male,0,25,UnitedStates,0,0 +6105722,33,Private,Bachelor,Unmarried,Sales,27040.44,Female,0,50,UnitedStates,23364,1 +6109853,22,Private,Yr10,Married,Machinist,37129.41,Female,0,40,UnitedStates,0,0 +6117508,44,SelfEmp,College,Married,Executive,26368.58,Male,0,50,UnitedStates,0,0 +6143355,51,Private,HSgrad,Divorced,Service,80149.55,Female,0,40,UnitedStates,0,0 +6145953,25,Consultant,HSgrad,Absent,Farming,86818.55,Male,0,35,UnitedStates,0,0 +6148007,28,Private,College,Married,Executive,40040.97,Male,0,40,Philippines,0,0 +6150789,46,PSFederal,Bachelor,Divorced,Professional,79516.72,Male,0,40,UnitedStates,0,0 +6156010,32,Private,Yr11,Absent,Service,108352.29,Male,0,40,UnitedStates,0,0 +6163508,22,Private,Vocational,Absent,Professional,211440.82,Female,0,35,UnitedStates,0,0 +6164260,21,PSState,College,Absent,Clerical,281632.06,Female,0,35,UnitedStates,0,0 +6177453,51,Private,HSgrad,Widowed,Machinist,6254.08,Female,0,40,UnitedStates,0,0 +6178299,21,Private,College,Absent,Professional,53839.35,Female,0,10,UnitedStates,0,0 +6182397,31,Private,College,Unmarried,Service,54136.12,Female,0,50,Mexico,0,0 +6184467,27,Private,HSgrad,Unmarried,Repair,158854.09,Male,0,40,UnitedStates,0,0 +6196725,47,Consultant,Bachelor,Absent,Executive,45235.56,Male,0,45,UnitedStates,10520,1 +6213056,34,Private,Yr11,Absent,Service,75278.41,Male,0,30,UnitedStates,0,0 +6213419,45,Private,Bachelor,Married,Executive,27440.92,Male,0,32,UnitedStates,0,0 +6215935,63,Private,College,Married,Professional,255158.97,Female,0,12,UnitedStates,0,0 +6218199,41,Consultant,Master,Divorced,Sales,266799.71,Male,0,5,UnitedStates,404,1 +6219246,68,Private,Master,Married,Executive,7615.01,Male,2392,40,UnitedStates,4471,1 +6220769,20,Private,HSgrad,Absent,Service,187376.57,Male,0,30,UnitedStates,0,0 +6226732,54,PSFederal,HSgrad,Married,Executive,30247.86,Male,0,40,UnitedStates,5178,1 +6232719,21,Private,College,Absent,Service,84172.5,Male,0,15,UnitedStates,0,0 +6233278,37,Private,HSgrad,Divorced,Repair,88184.56,Male,0,40,UnitedStates,14344,1 +6238456,47,PSLocal,College,Married-spouse-absent,Repair,44977.52,Male,0,45,UnitedStates,0,0 +6242934,34,SelfEmp,HSgrad,Absent,Farming,80118.68,Male,0,55,UnitedStates,0,0 +6251763,60,Private,HSgrad,Married,Repair,31613.91,Male,0,45,UnitedStates,9700,1 +6253982,33,Private,HSgrad,Absent,Clerical,45945.08,Male,0,35,UnitedStates,0,0 +6260817,21,Private,College,Absent,Service,119419.36,Male,0,25,UnitedStates,0,0 +6266668,47,Private,College,Married,Clerical,27878.89,Male,0,45,Mexico,0,0 +6267121,39,Consultant,Bachelor,Divorced,Clerical,110807.71,Male,1174.66666666667,40,UnitedStates,0,0 +6269348,17,Private,Yr10,Absent,Clerical,186407.12,Female,0,20,UnitedStates,0,0 +6271413,30,Private,HSgrad,Divorced,Service,89889.54,Female,0,40,UnitedStates,0,0 +6282967,46,Private,Associate,Divorced,Professional,222602.99,Female,0,40,UnitedStates,0,0 +6285176,41,Private,HSgrad,Married,Executive,30387.96,Male,1485,40,UnitedStates,4790,1 +6286728,49,PSLocal,Master,Married,Protective,40390.4,Male,0,40,UnitedStates,6541,1 +6291531,21,Private,Yr10,Married,Service,26203.8,Male,0,25,UnitedStates,0,0 +6291688,39,Private,Bachelor,Married,Professional,48397.41,Male,0,40,UnitedStates,0,1 +6296085,19,Private,College,Absent,Sales,262216.35,Male,0,35,UnitedStates,0,0 +6297330,25,Private,College,Absent,Service,87891.89,Female,0,25,UnitedStates,0,0 +6298186,17,Private,Yr11,Absent,Professional,69450.11,Female,0,20,UnitedStates,0,0 +6298614,40,Consultant,College,Married,Professional,19246.93,Male,0,20,UnitedStates,0,0 +6308196,17,Private,Yr11,Absent,Sales,123234.32,Female,0,18,UnitedStates,0,0 +6313114,43,Private,Bachelor,Married,Executive,44396.52,Male,0,45,UnitedStates,5953,1 +6314607,41,PSState,Bachelor,Absent,Professional,79574.26,Female,0,40,UnitedStates,0,0 +6326706,27,Private,College,Married,Repair,7523.49,Male,0,45,UnitedStates,0,0 +6334877,27,Private,HSgrad,Married,Repair,33482.58,Male,0,40,UnitedStates,0,0 +6341121,42,PSFederal,Bachelor,Divorced,Clerical,122454.68,Male,0,40,UnitedStates,0,0 +6351444,58,Consultant,Bachelor,Married,Executive,65218.08,Male,0,70,UnitedStates,7453,1 +6352899,18,PSState,College,Absent,Clerical,210210.74,Male,0,10,UnitedStates,0,0 +6353107,31,Private,HSgrad,Married,Repair,24317.92,Male,0,40,UnitedStates,7564,1 +6354117,35,Private,Yr7t8,Married,Machinist,33288.27,Male,0,40,Mexico,0,0 +6354574,22,Private,Bachelor,Absent,Clerical,29168.49,Female,0,60,UnitedStates,0,0 +6358616,21,Private,College,Absent,Service,181792.59,Male,0,40,UnitedStates,0,0 +6365793,57,Private,College,Married,Repair,32196.18,Male,1114.66666666667,45,UnitedStates,0,0 +6373170,28,Private,College,Absent,Service,120733.61,Male,0,35,UnitedStates,0,0 +6382382,50,PSLocal,College,Married,Protective,37962.18,Male,0,52,UnitedStates,6109,1 +6382543,32,Private,HSgrad,Married,Machinist,15164.11,Male,0,40,UnitedStates,0,0 +6383075,29,PSFederal,Vocational,Married,Support,51829.17,Male,0,42,UnitedStates,6827,1 +6387914,52,SelfEmp,Professional,Married,Executive,49603.87,Male,0,40,UnitedStates,0,0 +6394641,22,Private,Bachelor,Absent,Sales,37698.03,Male,0,40,UnitedStates,0,0 +6396893,21,Private,HSgrad,Absent,Cleaner,178244.47,Male,0,45,UnitedStates,0,0 +6398717,26,PSLocal,HSgrad,Married,Protective,65467.15,Male,0,40,UnitedStates,3103,1 +6403212,18,Private,HSgrad,Absent,Sales,146765.89,Female,0,25,UnitedStates,0,0 +6408353,28,SelfEmp,Bachelor,Absent,Sales,48440.5,Male,0,50,UnitedStates,0,0 +6414266,35,Private,HSgrad,Unmarried,Clerical,108079.3,Female,0,40,UnitedStates,0,0 +6417493,18,PSLocal,Yr11,Absent,Clerical,52620.88,Female,0,25,UnitedStates,0,0 +6426269,58,Consultant,Bachelor,Married,Farming,29092.74,Male,0,35,UnitedStates,0,0 +6431201,33,Private,Bachelor,Married,Transport,31869.31,Male,0,40,UnitedStates,0,0 +6432495,54,Private,HSgrad,Divorced,Transport,70799.11,Male,0,45,UnitedStates,0,0 +6434496,49,Private,Bachelor,Absent,Professional,236243.16,Female,0,40,UnitedStates,0,0 +6436310,33,Consultant,Professional,Married,Professional,29214.04,Male,0,60,UnitedStates,10186,1 +6438023,26,Private,College,Absent,Sales,80133.84,Female,0,37,UnitedStates,0,0 +6439575,28,Private,College,Absent,Machinist,73042.19,Male,0,42,UnitedStates,0,0 +6454594,32,Private,HSgrad,Married,Sales,25421.23,Male,0,49,UnitedStates,0,0 +6462030,28,Private,HSgrad,Absent,Repair,222955.79,Male,0,40,Mexico,0,0 +6470678,20,Private,College,Absent,Repair,237399.45,Male,0,40,UnitedStates,0,0 +6485283,39,PSFederal,Associate,Absent,Executive,88990.52,Male,0,42,UnitedStates,0,0 +6491065,28,Consultant,College,Absent,Machinist,53602.12,Male,0,40,UnitedStates,0,0 +6496576,43,Consultant,HSgrad,Married,Executive,41057.13,Male,0,35,UnitedStates,4475,1 +6498054,54,Private,Bachelor,Married,Executive,41640.76,Male,0,40,UnitedStates,0,0 +6507056,49,SelfEmp,Bachelor,Married,Sales,26814.36,Male,0,52,UnitedStates,1121,1 +6507455,25,PSFederal,College,Married,Executive,30136.22,Male,0,40,UnitedStates,7806,1 +6522006,67,Private,HSgrad,Married,Cleaner,20795.19,Male,0,24,UnitedStates,0,0 +6529702,41,Private,College,Married,Repair,44047.47,Male,0,40,UnitedStates,0,0 +6535879,47,Consultant,HSgrad,Married,Farming,46025.74,Male,0,60,UnitedStates,0,0 +6536944,67,PSState,Yr7t8,Married,Transport,22444.12,Male,0,35,UnitedStates,0,0 +6537728,43,Private,HSgrad,Divorced,Clerical,67762.49,Female,0,40,UnitedStates,0,0 +6538502,59,Private,Yr11,Divorced,Service,86286.36,Female,0,35,UnitedStates,0,0 +6554660,50,PSLocal,Master,Married,Executive,21877.61,Male,0,45,UnitedStates,1998,1 +6555282,25,Private,Bachelor,Absent,Professional,42731.95,Female,0,30,UnitedStates,0,0 +6556820,38,SelfEmp,College,Married,Executive,33819.31,Male,0,80,UnitedStates,4689,1 +6559661,42,Private,HSgrad,Divorced,Repair,227938,Male,0,45,UnitedStates,0,0 +6563907,38,Private,Bachelor,Married,Sales,38806.82,Male,0,70,UnitedStates,9620,1 +6564460,23,Private,College,Married,Repair,22414.56,Male,0,40,UnitedStates,0,0 +6570527,55,Private,College,Divorced,Machinist,166688.97,Male,0,40,UnitedStates,0,0 +6572508,46,Private,HSgrad,Divorced,Clerical,104290.58,Female,0,40,UnitedStates,0,0 +6576501,49,PSState,College,Married,Machinist,63313.46,Male,0,40,UnitedStates,7671,1 +6577980,38,Consultant,Bachelor,Married,Service,43817.71,Male,0,10,UnitedStates,0,0 +6585511,51,Private,College,Divorced,Executive,129293.56,Female,0,36,UnitedStates,0,0 +6586962,27,Private,College,Divorced,Clerical,138057.33,Female,0,36,UnitedStates,0,0 +6595167,29,Private,Bachelor,Absent,Professional,70124.79,Male,0,40,UnitedStates,0,0 +6595583,27,Private,HSgrad,Absent,Service,76028.48,Female,0,30,UnitedStates,0,0 +6596347,58,Private,HSgrad,Widowed,Clerical,36556.06,Female,0,40,UnitedStates,0,1 +6601255,26,Private,College,Absent,Service,208069.61,Male,0,40,Nicaragua,0,0 +6601394,37,SelfEmp,HSgrad,Absent,Transport,130515.3,Male,0,50,UnitedStates,0,0 +6603701,17,Private,Yr12,Absent,Clerical,139318.3,Female,0,30,UnitedStates,0,0 +6606437,41,Private,College,Married,Repair,14830.56,Male,0,40,UnitedStates,0,0 +6606573,40,Private,HSgrad,Married,Sales,19820.71,Male,0,60,UnitedStates,5466,1 +6614665,49,Private,HSgrad,Divorced,Service,107359.44,Female,0,40,UnitedStates,0,0 +6621317,29,Consultant,HSgrad,Absent,Farming,65563.06,Male,0,40,UnitedStates,0,0 +6629884,28,Private,HSgrad,Absent,Executive,92214.5,Female,0,45,UnitedStates,0,0 +6633473,29,Private,HSgrad,Absent,Farming,100675.3,Male,0,30,UnitedStates,0,0 +6636742,55,Private,Bachelor,Divorced,Professional,42878.48,Female,0,40,UnitedStates,16391,1 +6636978,38,Private,Bachelor,Married,Machinist,57242.66,Male,0,40,Iran,0,0 +6639239,26,Private,HSgrad,Married,Repair,35710.59,Male,0,48,UnitedStates,0,0 +6646979,38,Private,Yr10,Unmarried,Clerical,92373.12,Male,2513.33333333333,40,UnitedStates,0,0 +6656952,46,Private,Master,Married,Professional,22079.26,Male,0,60,UnitedStates,0,0 +6669485,26,Private,HSgrad,Unmarried,Clerical,143592.32,Female,0,40,UnitedStates,0,0 +6681809,30,Private,HSgrad,Absent,Clerical,158342.9,Female,0,40,UnitedStates,0,0 +6702088,39,Private,College,Married,Machinist,30240.16,Male,0,50,UnitedStates,0,0 +6711050,23,Private,Bachelor,Absent,Professional,84181.82,Female,0,25,UnitedStates,0,0 +6719476,26,Private,College,Absent,Clerical,152472.6,Female,0,35,UnitedStates,0,0 +6720873,44,SelfEmp,HSgrad,Married,Farming,25034.02,Male,0,60,UnitedStates,0,0 +6724561,22,Private,Yr11,Absent,Sales,208699.78,Female,0,25,UnitedStates,0,0 +6728896,45,PSLocal,Bachelor,Married,Protective,50436.31,Male,0,50,UnitedStates,7421,1 +6733480,23,Private,College,Absent,Professional,78077.34,Male,0,45,UnitedStates,0,0 +6737089,26,Private,HSgrad,Married,Sales,30931.27,Male,0,50,UnitedStates,-615,1 +6737946,33,Private,College,Married,Transport,49145.19,Male,0,41,UnitedStates,0,0 +6740044,24,Private,HSgrad,Absent,Repair,63970.56,Male,0,40,UnitedStates,0,0 +6740984,19,Private,Yr11,Absent,Sales,144232.11,Female,0,19,Philippines,0,0 +6756331,41,Private,College,Absent,Repair,81531.13,Male,938.666666666667,40,UnitedStates,0,0 +6756931,43,Private,Master,Married,Executive,20400.44,Male,0,40,India,7168,1 +6763481,47,Private,Bachelor,Married,Professional,33212.24,Male,0,50,UnitedStates,15024,1 +6764608,43,Consultant,Bachelor,Married,Farming,35063.55,Male,0,70,UnitedStates,4642,1 +6766440,45,Private,College,Divorced,Sales,139372.43,Female,0,40,UnitedStates,0,0 +6779285,66,SelfEmp,Yr10,Married,Sales,34211.62,Male,0,30,UnitedStates,0,0 +6783256,49,Private,Yr7t8,Married,Machinist,34112.18,Female,0,40,Hong,0,0 +6788864,27,PSState,HSgrad,Absent,Protective,131137.04,Male,0,40,UnitedStates,0,0 +6792750,41,Private,Master,Married,Professional,26979.5,Male,0,45,China,16585,1 +6794405,51,Private,HSgrad,Married,Transport,40723.57,Male,0,40,UnitedStates,0,0 +6797266,38,Consultant,Yr7t8,Married,Sales,51278.53,Male,0,40,Mexico,0,0 +6800883,23,Private,College,Absent,Service,151272.95,Male,0,40,UnitedStates,0,0 +6805457,29,Private,College,Absent,Cleaner,54552.07,Male,0,35,UnitedStates,0,0 +6809170,68,Private,Yr10,Divorced,Transport,80147.58,Male,0,20,UnitedStates,0,0 +6810520,22,PSFederal,College,Absent,Executive,6457.27,Female,0,40,UnitedStates,0,0 +6812585,22,Private,Yr11,Absent,Service,104047.17,Female,0,30,UnitedStates,0,0 +6813929,35,Private,Bachelor,Married,Professional,37877.87,Male,0,60,UnitedStates,0,0 +6814094,24,Consultant,HSgrad,Absent,Service,139747.38,Male,0,30,UnitedStates,0,0 +6818664,24,Private,College,Absent,Cleaner,236105.65,Male,0,30,UnitedStates,0,0 +6823445,24,Private,Yr11,Absent,Transport,199405.44,Male,0,40,UnitedStates,0,0 +6827791,19,Private,HSgrad,Absent,Service,64057.01,Female,0,30,UnitedStates,0,0 +6833299,53,Private,Yr12,Married,Clerical,90234.74,Female,0,40,UnitedStates,0,0 +6834651,20,Private,College,Absent,Sales,83320.74,Female,0,20,UnitedStates,0,0 +6854663,66,Private,HSgrad,Widowed,Support,82304.62,Female,0,18,UnitedStates,0,0 +6856705,22,PSFederal,HSgrad,Absent,Clerical,142682.71,Male,0,40,UnitedStates,0,0 +6861865,27,Private,Professional,Absent,Professional,113236.64,Female,0,40,UnitedStates,0,0 +6864653,49,Private,HSgrad,Married,Farming,28246.82,Male,0,25,UnitedStates,0,0 +6866521,48,Private,College,Unmarried,Sales,89533.28,Female,0,35,UnitedStates,0,0 +6870558,39,SelfEmp,HSgrad,Divorced,Repair,69184.43,Male,0,60,UnitedStates,0,0 +6879714,26,Private,Bachelor,Absent,Professional,78180.06,Male,0,50,UnitedStates,0,0 +6880965,37,Consultant,College,Married,Repair,44108.58,Male,0,45,UnitedStates,0,0 +6894643,40,Private,HSgrad,Divorced,Clerical,181816.26,Female,0,38,UnitedStates,0,0 +6898346,23,Private,College,Absent,Service,138686.32,Female,0,25,UnitedStates,0,0 +6901831,32,Private,College,Married,Machinist,50724.41,Male,0,40,UnitedStates,0,0 +6903140,30,Private,Bachelor,Married,Sales,34798.57,Male,0,40,India,0,0 +6903317,17,Private,Yr11,Absent,Sales,192993.34,Female,0,40,UnitedStates,0,0 +6910859,39,Private,College,Married,Service,271169.59,Female,0,15,UnitedStates,0,0 +6911067,30,Private,Vocational,Divorced,Clerical,219562.46,Female,0,24,UnitedStates,0,0 +6914064,62,Private,Vocational,Divorced,Service,30741.98,Male,0,40,UnitedStates,0,0 +6915045,34,Private,Bachelor,Married,Executive,63952.56,Male,0,55,UnitedStates,3103,1 +6921197,54,Private,Bachelor,Married,Support,17770.94,Male,0,25,UnitedStates,2992,1 +6924609,70,Consultant,Master,Married,Executive,6642.99,Male,2246,8,UnitedStates,7387,1 +6952978,25,Private,Bachelor,Absent,Sales,79994.06,Male,0,65,UnitedStates,0,0 +6958310,38,Private,Bachelor,Married,Professional,27677.84,Male,0,50,UnitedStates,7298,1 +6965390,61,Private,HSgrad,Married,Clerical,47715.87,Male,0,3,UnitedStates,0,0 +6968450,18,Private,Yr11,Absent,Sales,82780.21,Female,0,30,UnitedStates,0,0 +6972471,47,PSState,Bachelor,Married,Service,31145.28,Male,0,40,UnitedStates,0,0 +6972761,44,PSFederal,Associate,Married,Clerical,36891,Male,0,40,UnitedStates,6545,1 +7016349,36,Private,HSgrad,Absent,Clerical,69718.88,Female,0,40,UnitedStates,0,0 +7025539,21,Private,HSgrad,Absent,Cleaner,146282.46,Male,0,38,Jamaica,0,0 +7037101,29,Private,Bachelor,Married,Support,40596.39,Male,0,40,UnitedStates,0,0 +7037845,20,Private,College,Absent,Professional,141235.48,Female,0,15,UnitedStates,0,0 +7047262,36,PSFederal,HSgrad,Married,Clerical,36509.39,Male,0,40,UnitedStates,0,0 +7048772,25,Private,College,Married,Professional,39876.3,Male,0,45,UnitedStates,0,0 +7055229,31,PSFederal,College,Absent,Support,104913.34,Male,0,40,UnitedStates,0,0 +7055740,45,Consultant,College,Absent,Sales,47118.62,Male,0,55,UnitedStates,0,0 +7073624,59,Private,HSgrad,Divorced,Machinist,149446.38,Female,0,40,UnitedStates,0,0 +7074934,22,Private,College,Absent,Clerical,137941.07,Male,0,25,Greece,0,0 +7080792,46,Private,Doctorate,Married,Professional,45933.25,Male,0,70,UnitedStates,0,0 +7082414,34,Private,Bachelor,Married,Professional,46006.17,Male,0,40,UnitedStates,10620,1 +7097995,18,Private,College,Absent,Sales,142608.4,Female,0,35,UnitedStates,0,0 +7100876,27,Private,Vocational,Divorced,Sales,31081.8,Female,0,40,UnitedStates,0,0 +7102499,69,Consultant,Yr7t8,Absent,Farming,174177.99,Male,0,10,UnitedStates,0,0 +7104569,29,Private,HSgrad,Married,Repair,25774.62,Male,0,40,UnitedStates,0,0 +7104855,55,Private,Master,Married,Professional,24932.3,Male,0,40,UnitedStates,8050,1 +7109081,46,Private,Bachelor,Absent,Clerical,99540.11,Female,0,40,Philippines,0,0 +7109281,38,Consultant,HSgrad,Married,Repair,19394.14,Male,0,60,UnitedStates,0,0 +7118305,23,Private,College,Absent,Sales,199505.89,Male,0,25,UnitedStates,0,0 +7119182,54,Private,Yr11,Married,Service,148034.34,Female,0,40,UnitedStates,0,1 +7121867,45,Consultant,Bachelor,Married,Sales,30255.32,Male,0,40,UnitedStates,6945,1 +7125445,43,Consultant,Bachelor,Married,Repair,33763.1,Male,0,40,UnitedStates,7821,1 +7131765,27,Private,HSgrad,Married,Machinist,31663.72,Male,0,40,UnitedStates,0,0 +7136501,46,Private,College,Married,Clerical,291625.9,Female,0,40,UnitedStates,7976,1 +7137194,20,SelfEmp,HSgrad,Absent,Machinist,36037.58,Female,0,30,UnitedStates,0,0 +7138368,22,Consultant,Bachelor,Absent,Professional,212377.87,Male,0,20,India,0,0 +7138727,50,SelfEmp,Doctorate,Married,Professional,32009.01,Male,0,60,UnitedStates,15024,1 +7143275,36,Private,HSgrad,Married,Machinist,24877.03,Male,0,60,UnitedStates,0,0 +7144854,44,Private,Master,Absent,Professional,65309.11,Female,0,35,UnitedStates,0,0 +7145188,29,Private,HSgrad,Married,Transport,40994.99,Male,0,60,UnitedStates,0,0 +7147460,29,Private,HSgrad,Married,Machinist,29511.31,Male,0,50,UnitedStates,0,0 +7149254,51,Private,Bachelor,Divorced,Executive,99435.1,Male,0,50,UnitedStates,0,0 +7150665,28,PSLocal,Bachelor,Married,Protective,39495.41,Male,0,42,UnitedStates,3532,1 +7151071,59,SelfEmp,Associate,Married,Repair,30614.87,Male,0,40,UnitedStates,0,0 +7152020,18,Private,HSgrad,Absent,Cleaner,79100.58,Male,0,40,UnitedStates,0,0 +7159199,42,Private,Yr10,Married,Transport,54238.97,Male,0,50,UnitedStates,0,0 +7162515,39,Private,HSgrad,Married,Sales,36839.34,Male,0,40,UnitedStates,0,1 +7168241,24,Private,HSgrad,Absent,Repair,65928.98,Male,0,40,UnitedStates,0,0 +7169195,40,Consultant,Professional,Married,Professional,17863.06,Male,0,70,UnitedStates,99999,1 +7174595,47,Private,HSgrad,Married,Executive,61082.19,Male,0,40,UnitedStates,6553,1 +7174671,18,Private,Yr11,Absent,Sales,98383.87,Male,0,18,UnitedStates,0,0 +7185566,40,Private,Bachelor,Married,Clerical,187945.04,Female,0,40,UnitedStates,0,0 +7188002,24,Private,College,Absent,Machinist,26120.47,Male,0,40,UnitedStates,0,0 +7193522,18,Private,HSgrad,Absent,Sales,174654.15,Female,0,25,UnitedStates,0,0 +7195179,36,Private,HSgrad,Absent,Clerical,194147.03,Female,0,40,UnitedStates,0,0 +7205430,43,Private,Vocational,Married,Repair,24511.78,Male,0,99,UnitedStates,0,0 +7210178,47,Private,Vocational,Married,Service,30374.41,Male,0,26,UnitedStates,0,0 +7217272,44,PSLocal,Associate,Married,Professional,22095.2,Male,0,48,UnitedStates,0,0 +7217367,53,PSState,College,Absent,Protective,76997.19,Female,0,40,UnitedStates,0,0 +7222784,26,Private,HSgrad,Absent,Repair,115213.1,Male,0,40,UnitedStates,0,0 +7225445,44,Consultant,College,Divorced,Executive,68879.14,Female,0,40,UnitedStates,0,0 +7225919,29,Private,HSgrad,Married,Machinist,210653.92,Female,0,40,Scotland,0,0 +7233476,28,Private,Bachelor,Absent,Support,38866.78,Female,1320,35,UnitedStates,0,0 +7235367,47,Consultant,Yr5t6,Married,Transport,32283.21,Male,0,20,UnitedStates,0,0 +7236518,27,Private,Yr7t8,Married,Transport,16442.12,Male,0,45,UnitedStates,0,0 +7237688,54,Private,Bachelor,Divorced,Professional,111806.83,Male,893.333333333333,40,UnitedStates,0,0 +7241845,31,Private,HSgrad,Married,Machinist,19547.6,Male,0,40,UnitedStates,4572,1 +7241865,49,PSFederal,Vocational,Married,Repair,36021.23,Male,0,40,UnitedStates,0,0 +7243607,57,Consultant,HSgrad,Married,Service,28827.9,Male,0,60,UnitedStates,0,0 +7244045,81,Consultant,HSgrad,Married,Executive,34614.18,Male,0,30,UnitedStates,0,0 +7249029,37,Private,Bachelor,Unmarried,Service,39308.87,Male,0,70,England,0,0 +7259543,34,PSLocal,College,Married,Repair,62334.04,Male,1160,40,UnitedStates,0,0 +7265762,34,Consultant,Associate,Married,Professional,354356.88,Female,0,25,UnitedStates,13355,1 +7266311,32,Private,College,Absent,Machinist,65824.46,Male,0,55,Ecuador,0,0 +7268127,31,Private,College,Absent,Repair,124130.16,Male,0,42,Mexico,0,0 +7269447,41,PSFederal,Master,Married,Executive,27753.37,Male,1848,40,UnitedStates,3293,1 +7269552,21,Private,HSgrad,Absent,Cleaner,243862.28,Male,0,36,UnitedStates,0,0 +7272049,19,Private,HSgrad,Absent,Clerical,151313.3,Female,0,25,UnitedStates,0,0 +7276340,39,Private,Yr11,Married,Repair,38183.12,Male,0,35,UnitedStates,0,0 +7282622,41,Private,Bachelor,Divorced,Transport,140899.75,Male,0,40,UnitedStates,0,0 +7283069,61,Private,College,Absent,Support,203401.76,Male,0,16,UnitedStates,0,0 +7289449,41,Private,HSgrad,Unmarried,Repair,77925.68,Male,0,40,UnitedStates,0,0 +7293366,28,PSFederal,Bachelor,Absent,Executive,95210.3,Male,0,40,UnitedStates,0,0 +7295772,41,Private,HSgrad,Married,Service,32964.61,Male,0,45,UnitedStates,0,0 +7301119,65,Private,Bachelor,Divorced,Professional,80894.68,Male,0,40,UnitedStates,0,0 +7301486,57,Private,College,Absent,Cleaner,122460.76,Male,0,40,UnitedStates,0,0 +7302632,54,Private,College,Married,Machinist,45751.88,Male,0,40,UnitedStates,0,0 +7316220,18,Private,Yr12,Absent,Cleaner,90012.47,Male,0,18,UnitedStates,0,0 +7326188,30,Private,HSgrad,Absent,Machinist,102081.85,Male,0,44,UnitedStates,0,0 +7327994,60,Private,Yr7t8,Married,Machinist,247476.53,Female,0,40,UnitedStates,0,0 +7332459,32,Private,Master,Married,Executive,61766.3,Male,0,55,UnitedStates,9023,1 +7337814,54,Private,Vocational,Married,Protective,5301.23,Male,0,38,Jamaica,15024,1 +7338092,53,Private,HSgrad,Divorced,Sales,252025.95,Female,0,35,UnitedStates,0,0 +7343010,56,Private,Yr7t8,Absent,Clerical,45542.3,Male,0,40,UnitedStates,0,0 +7349138,34,PSLocal,HSgrad,Absent,Protective,28364,Male,0,40,UnitedStates,0,0 +7359532,27,Private,College,Absent,Service,80795.43,Female,0,30,UnitedStates,0,0 +7359673,18,Private,Yr12,Absent,Clerical,34914.62,Female,0,30,UnitedStates,0,0 +7364017,41,PSState,Master,Absent,Professional,173409.55,Female,0,35,UnitedStates,0,0 +7364201,21,Private,College,Absent,Clerical,164901.74,Male,0,40,UnitedStates,0,0 +7365093,20,PSState,College,Absent,Clerical,143458.2,Female,0,40,UnitedStates,0,0 +7366290,68,Consultant,HSgrad,Married,Farming,16250.15,Male,0,45,UnitedStates,0,0 +7367336,42,Private,Associate,Married,Executive,28449.38,Male,0,40,UnitedStates,4385,1 +7374615,47,Private,HSgrad,Unmarried,Professional,209330.06,Female,0,40,Malaysia,0,0 +7389747,39,Private,Bachelor,Absent,Executive,28472.93,Male,0,40,UnitedStates,0,0 +7390233,35,Private,HSgrad,Unmarried,Transport,57337.88,Male,0,50,UnitedStates,0,0 +7391275,18,Private,HSgrad,Absent,Sales,233575.14,Female,0,24,UnitedStates,0,0 +7403264,38,PSState,Master,Divorced,Clerical,68740.66,Female,0,40,UnitedStates,0,0 +7414277,34,Private,HSgrad,Absent,Service,114444.64,Male,0,40,Japan,0,0 +7422638,19,Private,College,Absent,Protective,153227.35,Male,0,8,UnitedStates,0,0 +7433018,24,Private,HSgrad,Married,Repair,56339.72,Male,0,50,UnitedStates,0,0 +7434560,48,Private,HSgrad,Married,Transport,42018.75,Male,0,45,UnitedStates,0,0 +7440283,61,Private,HSgrad,Widowed,Executive,70465.25,Female,0,40,UnitedStates,0,0 +7451499,48,Private,Yr11,Divorced,Service,87539.7,Female,0,31,UnitedStates,0,0 +7452500,23,Consultant,HSgrad,Absent,Transport,30045.28,Male,0,40,UnitedStates,0,0 +7455833,26,Private,HSgrad,Absent,Machinist,206381.36,Male,0,40,UnitedStates,0,0 +7459731,32,Private,HSgrad,Absent,Cleaner,132792.04,Female,0,45,UnitedStates,0,0 +7476540,42,Private,HSgrad,Unmarried,Service,267843.59,Female,0,25,UnitedStates,0,0 +7481047,47,PSState,Vocational,Married,Executive,17357.59,Male,0,38,UnitedStates,14026,1 +7488134,45,PSLocal,Master,Absent,Professional,54304.38,Female,0,40,UnitedStates,0,0 +7498193,29,Private,HSgrad,Divorced,Service,112370.96,Female,0,40,UnitedStates,0,0 +7500338,26,PSFederal,HSgrad,Absent,Clerical,42159.58,Female,0,40,UnitedStates,0,0 +7501430,43,Private,HSgrad,Married,Service,14387.48,Male,0,60,Nicaragua,0,0 +7502026,37,Private,HSgrad,Divorced,Machinist,122630.3,Female,0,32,UnitedStates,0,0 +7502930,39,Private,Master,Married,Professional,50729.09,Male,0,50,UnitedStates,0,1 +7509431,30,Private,HSgrad,Married,Transport,51135.68,Male,0,40,UnitedStates,0,0 +7516885,42,Private,Bachelor,Absent,Sales,34061.72,Male,0,50,UnitedStates,10520,1 +7522837,59,Private,College,Married,Repair,41927.58,Male,0,40,UnitedStates,0,0 +7540496,35,SelfEmp,HSgrad,Married,Service,45725.31,Male,0,60,UnitedStates,0,0 +7547024,46,Private,Bachelor,Married,Executive,20933.41,Male,1902,50,UnitedStates,11409,1 +7547102,20,Private,College,Absent,Clerical,139851.93,Female,0,20,UnitedStates,0,0 +7549346,58,Private,College,Married,Sales,34827.24,Male,1887,40,UnitedStates,5554,1 +7558814,25,PSState,College,Absent,Cleaner,167025.01,Male,0,40,UnitedStates,0,0 +7567290,33,Private,HSgrad,Married,Transport,51170.79,Male,0,40,UnitedStates,0,0 +7567708,23,Private,Bachelor,Absent,Professional,70436.56,Male,0,40,UnitedStates,0,0 +7567947,27,Private,HSgrad,Married,Repair,19421.23,Male,0,40,UnitedStates,0,0 +7572880,38,PSLocal,College,Divorced,Executive,77851.75,Female,0,45,UnitedStates,0,0 +7573552,53,Private,Yr9,Divorced,Service,55820.76,Female,0,36,Canada,0,0 +7573914,25,Private,Bachelor,Absent,Sales,82791.04,Female,1250.66666666667,40,UnitedStates,0,0 +7578258,46,Private,Yr9,Married,Service,6469.39,Male,0,40,UnitedStates,0,0 +7579532,17,SelfEmp,Yr10,Absent,Repair,97728.98,Male,0,40,UnitedStates,0,0 +7582617,51,Private,College,Married,Repair,70373.5,Male,0,40,UnitedStates,10753,1 +7584056,56,PSFederal,College,Unmarried,Service,121064.39,Male,0,40,UnitedStates,0,0 +7592464,39,Private,HSgrad,Married,Service,261593.85,Female,0,40,UnitedStates,0,0 +7606776,25,PSState,College,Absent,Repair,71150.2,Male,0,20,UnitedStates,0,0 +7609967,32,Private,Preschool,Married,Machinist,27584.13,Male,0,40,Mexico,0,0 +7614013,25,Private,College,Married,Sales,38306.26,Male,0,44,UnitedStates,1413,1 +7614878,21,Private,HSgrad,Absent,Cleaner,118942.87,Male,0,40,UnitedStates,0,0 +7617242,47,Private,Bachelor,Married,Executive,40638.29,Male,0,44,UnitedStates,7298,1 +7617517,61,Consultant,HSgrad,Widowed,Service,81250.19,Female,0,40,UnitedStates,0,0 +7618649,59,Private,Bachelor,Married,Executive,53336.36,Male,1977,50,UnitedStates,0,1 +7621163,35,Private,HSgrad,Absent,Transport,175176.75,Male,0,40,UnitedStates,0,0 +7625568,23,Private,College,Absent,Executive,72222.2,Female,0,35,UnitedStates,0,0 +7627468,29,Private,Professional,Absent,Professional,260192.76,Male,0,50,UnitedStates,0,0 +7628291,37,Private,HSgrad,Absent,Sales,62936.81,Male,0,44,UnitedStates,0,0 +7629748,26,Private,Bachelor,Married,Executive,253612.7,Female,0,45,UnitedStates,13440,1 +7631109,56,Consultant,HSgrad,Married,Repair,48466.38,Male,0,55,UnitedStates,0,0 +7634782,39,Private,College,Unmarried,Clerical,240251.41,Female,0,40,UnitedStates,0,0 +7636676,40,Consultant,HSgrad,Married,Farming,66292.07,Male,0,70,UnitedStates,1639,1 +7639062,47,PSState,College,Married,Repair,14665.52,Male,0,40,UnitedStates,5810,1 +7647301,42,Private,Vocational,Absent,Support,103966.05,Male,0,40,UnitedStates,0,0 +7652383,32,Private,College,Divorced,Executive,143377.9,Female,0,42,UnitedStates,0,0 +7655395,28,Private,HSgrad,Married,Machinist,52831.47,Male,0,40,UnitedStates,0,0 +7665547,26,Private,College,Married,Executive,155720.99,Female,0,35,UnitedStates,0,0 +7666025,46,PSFederal,HSgrad,Divorced,Clerical,95639.76,Male,0,40,UnitedStates,0,0 +7669483,24,Private,HSgrad,Absent,Farming,106737.31,Male,0,40,UnitedStates,0,0 +7672445,20,Private,HSgrad,Absent,Machinist,254079.71,Male,0,40,UnitedStates,0,0 +7676170,23,Private,Vocational,Absent,Support,56311.93,Male,0,40,UnitedStates,0,0 +7677175,25,Private,HSgrad,Absent,Clerical,130201.98,Male,0,50,UnitedStates,0,0 +7680276,29,Private,HSgrad,Married,Transport,132856.27,Male,0,40,UnitedStates,0,0 +7680633,23,PSFederal,Associate,Absent,Executive,152543.64,Female,0,40,Poland,0,0 +7680634,44,Consultant,HSgrad,Divorced,Transport,100000.66,Male,0,60,UnitedStates,0,0 +7687979,42,Private,College,Absent,Machinist,94864.3,Male,0,45,UnitedStates,0,0 +7709204,38,Consultant,College,Married,Transport,69478.37,Male,0,40,UnitedStates,0,0 +7725708,57,Private,Bachelor,Married,Transport,21281.7,Male,0,40,UnitedStates,0,0 +7729462,18,Private,College,Absent,Service,112692.93,Female,0,24,UnitedStates,0,0 +7729542,22,Private,College,Absent,Clerical,184332.59,Male,0,22,UnitedStates,0,0 +7730086,23,Private,Bachelor,Absent,Sales,67374.54,Male,0,40,UnitedStates,0,0 +7734044,53,Private,Bachelor,Married,Professional,25820.54,Male,0,52,UnitedStates,0,1 +7742994,47,Private,HSgrad,Married,Repair,19109.03,Male,0,40,UnitedStates,1750,1 +7743640,48,Private,HSgrad,Married,Transport,33183.44,Male,0,55,UnitedStates,0,1 +7744632,64,Private,Doctorate,Married,Professional,15211.52,Male,0,60,UnitedStates,9172,1 +7754389,33,Consultant,HSgrad,Married,Repair,29177.56,Male,0,40,UnitedStates,0,0 +7756891,37,Private,Bachelor,Married,Professional,4824.34,Male,0,50,UnitedStates,7688,1 +7757815,33,Private,Yr7t8,Absent,Sales,59588.77,Male,0,43,Mexico,0,0 +7763890,35,Private,HSgrad,Married,Sales,17666.7,Male,0,50,UnitedStates,0,0 +7765906,35,Private,Vocational,Absent,Clerical,131926.03,Female,0,40,UnitedStates,0,0 +7768490,29,Private,HSgrad,Absent,Repair,40068.93,Male,0,50,UnitedStates,0,0 +7774421,52,Private,College,Divorced,Executive,80043.25,Male,0,60,UnitedStates,0,0 +7777422,46,Private,HSgrad,Divorced,Executive,137081.84,Male,0,44,UnitedStates,0,0 +7778844,57,PSLocal,Yr7t8,Divorced,Service,26974.36,Male,0,40,UnitedStates,0,0 +7780828,56,Private,HSgrad,Married,Transport,35286.3,Male,0,44,UnitedStates,469,1 +7781346,21,Private,College,Absent,Clerical,63338.33,Male,0,45,UnitedStates,0,0 +7786568,33,Private,HSgrad,Married,Protective,41124.17,Male,0,16,UnitedStates,0,0 +7787609,42,Private,Bachelor,Married,Executive,63215.29,Male,2415,60,UnitedStates,6142,1 +7797438,26,Private,HSgrad,Married,Executive,56002.4,Male,0,40,UnitedStates,0,0 +7809386,24,Private,HSgrad,Divorced,Machinist,110008.09,Male,0,40,UnitedStates,0,0 +7811862,36,Private,HSgrad,Absent,Service,99389.9,Male,0,40,UnitedStates,0,0 +7816411,31,Private,Yr12,Absent,Sales,64071.23,Male,0,50,UnitedStates,0,0 +7818142,25,Private,HSgrad,Unmarried,Repair,150471.56,Male,0,40,Mexico,0,0 +7823899,47,Private,College,Widowed,Professional,93634.6,Female,0,40,UnitedStates,0,0 +7835443,47,Private,Yr10,Married,Repair,14925.85,Male,0,40,UnitedStates,0,0 +7848840,33,Private,Bachelor,Unmarried,Professional,72762.3,Female,0,40,Jamaica,0,0 +7852813,39,Private,HSgrad,Married,Clerical,209639.84,Female,0,40,UnitedStates,18355,1 +7858910,43,Consultant,Vocational,Divorced,Executive,100084.83,Male,0,25,UnitedStates,0,0 +7858973,35,Private,Vocational,Married,Executive,40415.76,Male,0,50,UnitedStates,7298,1 +7861154,40,Private,College,Married,Repair,21246.65,Male,0,50,UnitedStates,7298,1 +7871983,55,PSLocal,Master,Absent,Professional,60766.47,Female,0,45,UnitedStates,0,0 +7872583,17,Private,Yr10,Absent,Service,233409.77,Male,0,30,UnitedStates,0,0 +7876026,27,Private,HSgrad,Married,Machinist,16294.82,Male,0,50,UnitedStates,16646,1 +7878061,55,Private,College,Divorced,Clerical,300567.65,Female,0,20,UnitedStates,0,0 +7883318,28,Private,Bachelor,Absent,Service,51433.26,Female,0,50,UnitedStates,0,0 +7889877,32,Private,Bachelor,Divorced,Executive,110297.69,Female,0,40,UnitedStates,0,0 +7894906,37,Private,Bachelor,Married,Support,210851.71,Female,0,40,UnitedStates,247,1 +7896143,32,PSState,Bachelor,Divorced,Executive,68317.22,Female,0,40,UnitedStates,0,0 +7900499,31,SelfEmp,HSgrad,Absent,Repair,16438.72,Male,0,44,UnitedStates,0,0 +7909494,60,Private,Vocational,Widowed,Repair,23892.12,Female,0,30,UnitedStates,0,0 +7930005,43,Private,Master,Widowed,Professional,19841.6,Female,0,37,UnitedStates,0,0 +7930941,54,Private,College,Divorced,Executive,63596.65,Female,0,40,Italy,0,0 +7931340,33,Private,HSgrad,Divorced,Clerical,303961.49,Female,0,40,UnitedStates,0,0 +7933477,64,PSFederal,Associate,Unmarried,Professional,53105.64,Female,0,40,UnitedStates,0,1 +7942955,24,Private,College,Absent,Service,40712.44,Male,0,45,UnitedStates,0,0 +7959188,25,Private,Bachelor,Absent,Professional,25238.23,Female,0,40,UnitedStates,0,0 +7961013,42,Private,HSgrad,Married,Repair,22883.66,Male,0,50,UnitedStates,7789,1 +7966678,21,PSState,College,Absent,Executive,103450.75,Male,0,40,UnitedStates,0,0 +7968099,36,Private,HSgrad,Divorced,Executive,121314.79,Female,0,40,UnitedStates,0,0 +7968368,23,Private,College,Absent,Cleaner,182471.48,Male,0,25,UnitedStates,0,0 +7976226,46,Consultant,HSgrad,Married,Professional,68114.69,Male,0,60,UnitedStates,0,0 +7980942,27,Private,Yr7t8,Absent,Service,31669.08,Male,0,35,Guatemala,0,0 +7982978,55,Private,College,Divorced,Repair,52738.91,Male,0,40,UnitedStates,0,0 +7992402,43,Private,HSgrad,Married,Cleaner,31786.89,Male,0,40,UnitedStates,0,0 +7995202,58,Consultant,Master,Married,Executive,45803.18,Male,0,50,UnitedStates,0,0 +8004039,31,PSLocal,HSgrad,Married,Protective,54288.61,Male,0,48,UnitedStates,0,0 +8006173,34,Consultant,Bachelor,Married,Sales,42289.78,Male,0,55,India,0,0 +8011935,53,Private,HSgrad,Married,Transport,22446.29,Male,0,60,UnitedStates,0,0 +8017094,31,Private,Associate,Married,Machinist,59196,Male,0,55,UnitedStates,0,0 +8018392,49,SelfEmp,HSgrad,Married,Repair,11703.44,Male,0,40,UnitedStates,0,0 +8020488,30,Private,HSgrad,Married,Cleaner,58729.5,Male,0,40,UnitedStates,0,0 +8024550,45,Private,College,Married,Repair,17868.72,Male,0,40,UnitedStates,0,0 +8034654,23,Private,Yr5t6,Absent,Cleaner,81443.06,Male,0,55,Mexico,0,0 +8037825,17,Private,Yr11,Absent,Repair,80669.22,Male,0,10,UnitedStates,0,0 +8037832,28,Private,Bachelor,Married,Executive,38719.04,Male,0,45,UnitedStates,0,0 +8055839,34,Consultant,HSgrad,Married,Transport,15710.66,Male,0,35,UnitedStates,0,0 +8057673,37,Private,College,Married,Service,14412.91,Male,0,40,UnitedStates,0,1 +8058692,52,Private,HSgrad,Divorced,Transport,91631.97,Male,0,40,UnitedStates,0,0 +8059398,35,Private,HSgrad,Divorced,Service,81222.6,Female,0,40,UnitedStates,0,0 +8060914,42,Private,Bachelor,Married,Executive,38065.64,Male,0,40,UnitedStates,7688,1 +8063024,43,PSLocal,Master,Married,Professional,20245.04,Male,0,40,UnitedStates,15024,1 +8068483,57,Private,Bachelor,Married,Professional,9908.42,Male,0,40,UnitedStates,7298,1 +8083202,59,PSState,Master,Married,Professional,32407.59,Male,0,50,UnitedStates,0,0 +8086976,29,PSState,Master,Married,Professional,42315.24,Male,0,20,Taiwan,0,0 +8087752,37,PSLocal,HSgrad,Divorced,Clerical,165293.02,Female,0,35,UnitedStates,0,0 +8088738,52,Private,Yr10,Married,Transport,25276.19,Male,0,30,UnitedStates,3305,1 +8089214,43,Private,Bachelor,Unmarried,Support,10647.09,Male,0,40,UnitedStates,0,0 +8090516,26,Private,Yr5t6,Absent,Farming,154079.71,Male,0,40,Mexico,0,0 +8093655,53,Private,HSgrad,Married,Executive,34590.96,Male,0,45,UnitedStates,0,0 +8095545,51,Private,Master,Married,Executive,23800.98,Male,1887,47,UnitedStates,112243,1 +8096767,29,Private,Yr11,Absent,Executive,84248.29,Female,0,40,UnitedStates,0,0 +8097576,20,Private,College,Absent,Transport,25358.05,Male,0,40,UnitedStates,0,0 +8100828,36,Private,HSgrad,Absent,Repair,80958.09,Male,0,30,UnitedStates,0,0 +8101919,32,Consultant,HSgrad,Married,Repair,13173.25,Male,0,45,UnitedStates,0,0 +8106491,42,Private,HSgrad,Divorced,Clerical,71600.25,Female,0,40,UnitedStates,0,0 +8123449,37,Private,Bachelor,Married,Clerical,39093.3,Male,0,50,UnitedStates,2856,1 +8124109,57,PSFederal,Master,Married,Executive,34700.45,Male,0,40,UnitedStates,15024,1 +8133370,64,Private,Yr11,Married,Transport,17142.5,Male,0,40,UnitedStates,0,0 +8137063,67,PSLocal,HSgrad,Divorced,Protective,80081.26,Male,0,20,UnitedStates,0,0 +8140648,34,Private,HSgrad,Absent,Repair,201033.48,Male,0,40,UnitedStates,0,0 +8141596,44,Private,Bachelor,Married,Executive,20924.33,Male,0,45,UnitedStates,15024,1 +8142846,32,PSLocal,HSgrad,Married,Protective,35745.96,Male,0,43,UnitedStates,0,0 +8156756,25,Consultant,Yr9,Absent,Repair,74054.02,Male,0,15,UnitedStates,0,0 +8157495,60,Private,Yr7t8,Divorced,Machinist,345263.49,Female,0,40,UnitedStates,0,0 +8161040,19,Private,College,Absent,Sales,101145.88,Female,0,30,UnitedStates,0,0 +8165976,38,Private,HSgrad,Married,Machinist,39979.2,Male,0,65,UnitedStates,9245,1 +8168783,22,Private,HSgrad,Absent,Clerical,99136.05,Female,0,40,UnitedStates,0,0 +8172716,51,SelfEmp,Professional,Divorced,Professional,48110.95,Male,0,60,UnitedStates,27828,1 +8174004,63,Private,HSgrad,Married,Sales,44979.07,Male,0,35,UnitedStates,0,0 +8180215,39,Private,Associate,Married,Clerical,421075.3,Female,0,25,UnitedStates,0,1 +8181245,31,Private,HSgrad,Absent,Service,191779.35,Female,0,20,UnitedStates,0,0 +8182397,30,Private,Bachelor,Absent,Sales,116063,Male,0,40,UnitedStates,5623,1 +8182945,47,Private,HSgrad,Married,Clerical,22161.44,Male,0,50,UnitedStates,7489,1 +8183160,32,PSLocal,College,Married,Service,40578.25,Male,0,40,UnitedStates,0,0 +8187549,30,Private,Vocational,Absent,Cleaner,188614.92,Male,0,45,UnitedStates,0,0 +8202083,51,Private,Associate,Married,Sales,26439.28,Male,0,45,UnitedStates,5178,1 +8208471,26,Private,College,Married,Sales,42713.56,Male,0,40,UnitedStates,0,0 +8211774,50,SelfEmp,Master,Absent,Professional,103977.33,Male,0,50,Indonesia,0,0 +8217729,34,Private,HSgrad,Married,Clerical,23817.5,Male,0,40,UnitedStates,0,0 +8220167,45,PSLocal,College,Married,Executive,22778.96,Male,0,40,UnitedStates,8446,1 +8223188,24,Private,HSgrad,Absent,Sales,223001.87,Male,0,40,Vietnam,0,0 +8229099,33,Private,HSgrad,Married,Transport,18669.58,Male,0,40,UnitedStates,0,0 +8232152,20,Private,HSgrad,Absent,Cleaner,23209.3,Male,0,40,UnitedStates,0,0 +8232668,66,Private,HSgrad,Married,Cleaner,21798.6,Male,0,10,UnitedStates,0,0 +8235516,31,Consultant,Vocational,Married,Executive,52742.7,Male,0,50,UnitedStates,0,0 +8246256,60,Private,Associate,Married,Clerical,46689.99,Male,0,40,UnitedStates,982,1 +8253605,37,PSFederal,HSgrad,Married,Clerical,27784.15,Male,0,40,England,10752,1 +8254141,24,Private,Preschool,Absent,Farming,75883.25,Male,0,36,Mexico,0,0 +8263510,24,Private,College,Married,Repair,21758.27,Male,0,35,UnitedStates,0,0 +8265285,30,Private,College,Absent,Professional,169224.91,Male,0,40,Mexico,0,0 +8269839,29,PSLocal,HSgrad,Married,Transport,16846.91,Male,0,40,UnitedStates,0,0 +8272164,42,Consultant,Bachelor,Married,Sales,39354.85,Male,0,48,UnitedStates,0,0 +8273606,26,Private,Associate,Absent,Machinist,84616.57,Female,0,15,UnitedStates,0,0 +8275416,43,Private,Yr10,Unmarried,Service,121900.47,Female,0,40,UnitedStates,0,0 +8279749,26,Private,Yr11,Absent,Transport,41447.11,Male,0,40,UnitedStates,0,0 +8281011,40,Private,HSgrad,Married,Machinist,30124.74,Male,0,40,UnitedStates,0,1 +8281511,59,Consultant,Master,Married,Repair,27530.79,Male,0,40,UnitedStates,2259,1 +8281694,26,Private,Bachelor,Absent,Professional,51172.07,Female,0,40,UnitedStates,0,0 +8285879,32,Private,HSgrad,Unmarried,Clerical,163076.41,Female,0,40,UnitedStates,0,0 +8285944,27,Consultant,HSgrad,Absent,Farming,117719.17,Male,0,80,UnitedStates,0,0 +8295608,38,PSLocal,HSgrad,Married,Transport,59260.14,Male,0,20,UnitedStates,0,0 +8297586,49,Private,Master,Married,Executive,40329.54,Male,1977,40,UnitedStates,6496,1 +8299017,41,Private,HSgrad,Divorced,Repair,122514.84,Male,1559.33333333333,40,UnitedStates,0,0 +8299276,23,Private,Bachelor,Absent,Executive,191114.32,Male,0,40,UnitedStates,0,0 +8304027,28,Private,Yr10,Widowed,Clerical,190439.04,Female,1492,35,UnitedStates,0,0 +8304788,36,Private,HSgrad,Married,Transport,32859.42,Male,0,40,UnitedStates,0,0 +8310034,24,Private,Bachelor,Absent,Executive,142422.3,Male,0,40,UnitedStates,0,0 +8313774,27,Private,HSgrad,Married,Repair,55006.81,Male,0,50,UnitedStates,0,0 +8314305,51,Private,College,Married,Executive,115990.3,Female,0,10,UnitedStates,0,1 +8314903,30,Private,HSgrad,Absent,Service,37955.86,Male,0,40,Ireland,0,0 +8315948,44,Consultant,HSgrad,Married,Executive,16006.97,Male,1977,45,UnitedStates,5222,1 +8317579,47,Consultant,Bachelor,Married,Sales,55972.04,Male,0,40,UnitedStates,0,0 +8318092,19,Private,College,Absent,Sales,134671.12,Female,0,35,UnitedStates,0,0 +8321288,31,Private,HSgrad,Divorced,Professional,48582.26,Female,0,40,UnitedStates,0,0 +8323032,51,Private,HSgrad,Married,Machinist,174275.99,Female,0,40,UnitedStates,0,0 +8324743,38,Private,College,Married,Cleaner,26562.14,Male,0,40,UnitedStates,0,0 +8333893,28,Private,College,Married,Repair,17654.51,Male,0,60,UnitedStates,10873,1 +8336066,18,Private,College,Absent,Cleaner,171712.27,Male,0,30,UnitedStates,0,0 +8339919,21,Private,Vocational,Absent,Repair,328613.91,Male,0,40,UnitedStates,0,0 +8343688,29,Private,College,Absent,Cleaner,36235.39,Male,0,45,UnitedStates,0,0 +8348603,27,Private,HSgrad,Absent,Cleaner,97778.54,Male,0,40,UnitedStates,0,0 +8352499,44,Private,HSgrad,Divorced,Support,99107.21,Male,0,50,UnitedStates,2226,1 +8353600,74,Consultant,Bachelor,Married,Executive,28421.93,Male,0,10,UnitedStates,0,0 +8373715,42,Private,College,Married,Service,255829.6,Female,0,30,UnitedStates,0,0 +8384491,71,PSState,Professional,Married,Service,30615.09,Male,0,28,UnitedStates,0,0 +8389223,25,PSLocal,Bachelor,Absent,Support,140931.66,Female,0,40,Vietnam,0,0 +8394164,57,PSState,HSgrad,Married,Executive,42016.25,Male,0,40,UnitedStates,-199,1 +8400999,66,Private,College,Married,Sales,24719.18,Male,0,28,UnitedStates,0,0 +8403547,52,Private,Yr5t6,Married-spouse-absent,Repair,21917.9,Male,0,40,Mexico,0,0 +8403735,48,Private,Associate,Divorced,Clerical,177468.71,Female,0,40,UnitedStates,0,0 +8404676,40,Private,Associate,Absent,Support,61930.88,Male,0,40,UnitedStates,0,0 +8406414,22,Private,Vocational,Absent,Repair,115747.3,Male,0,44,UnitedStates,0,0 +8408662,29,Private,Associate,Absent,Professional,83661,Female,0,40,UnitedStates,8614,1 +8415896,51,Private,Bachelor,Married,Sales,73559.69,Male,0,50,UnitedStates,7688,1 +8421755,38,Private,HSgrad,Unmarried,Sales,248069.91,Female,0,10,UnitedStates,0,0 +8426368,26,Private,Yr10,Absent,Clerical,29335.26,Female,0,40,UnitedStates,0,0 +8426774,23,Private,HSgrad,Married,Sales,35654.11,Male,0,45,UnitedStates,0,0 +8429135,67,SelfEmp,HSgrad,Married,Executive,46082.74,Male,0,40,UnitedStates,0,1 +8430910,22,Private,Yr5t6,Married,Service,33721.18,Male,0,40,Singapore,0,0 +8431638,59,SelfEmp,College,Married,Executive,18173.6,Male,0,60,UnitedStates,15024,1 +8437953,35,Private,College,Married,Sales,32143.1,Male,0,40,UnitedStates,0,0 +8439128,28,Private,Bachelor,Married,Service,26201.5,Male,0,40,UnitedStates,0,0 +8441043,54,Private,Yr10,Married,Cleaner,30844.18,Male,0,40,UnitedStates,0,0 +8443516,18,Private,Yr11,Absent,Service,114950.17,Male,0,20,UnitedStates,0,0 +8444792,31,Private,College,Married,Repair,43796.16,Male,0,40,UnitedStates,3102,1 +8445724,45,SelfEmp,HSgrad,Married,Executive,30706.26,Male,0,55,UnitedStates,15024,1 +8447194,27,Private,College,Divorced,Executive,291269.15,Female,0,40,UnitedStates,0,0 +8448544,49,Private,Vocational,Divorced,Support,175877.19,Female,0,40,UnitedStates,0,0 +8454327,53,Private,HSgrad,Married,Transport,33204.38,Male,0,40,UnitedStates,10750,1 +8456007,38,PSFederal,College,Divorced,Clerical,178189.6,Female,0,40,UnitedStates,0,0 +8461691,54,PSLocal,College,Absent,Professional,120586.35,Female,0,40,Mexico,0,0 +8484570,36,PSFederal,College,Married,Cleaner,27526.46,Male,0,50,UnitedStates,0,0 +8485032,29,Private,Associate,Absent,Sales,69967.33,Male,0,45,Mexico,0,0 +8491145,33,Consultant,College,Married,Executive,32405.19,Male,0,45,UnitedStates,0,0 +8504378,38,Private,HSgrad,Absent,Service,141697.29,Female,0,30,UnitedStates,0,0 +8508526,79,Private,Bachelor,Married,Sales,1598.95,Male,0,40,UnitedStates,0,0 +8510462,58,Private,HSgrad,Widowed,Clerical,234352.59,Female,0,40,UnitedStates,0,0 +8511676,18,Private,Yr11,Absent,Service,112531.32,Female,0,20,UnitedStates,0,0 +8511774,50,Private,Associate,Divorced,Repair,87361.2,Male,0,45,UnitedStates,0,0 +8517950,24,Private,HSgrad,Absent,Farming,175354.11,Male,0,50,UnitedStates,0,0 +8523736,29,Private,Bachelor,Absent,Professional,62808.8,Male,0,40,UnitedStates,0,0 +8540704,17,Private,Yr10,Absent,Cleaner,117629.97,Male,0,10,UnitedStates,0,0 +8542627,31,Consultant,HSgrad,Divorced,Service,32864.65,Male,0,35,UnitedStates,0,0 +8545629,39,Private,College,Divorced,Sales,57036.86,Female,0,35,UnitedStates,0,0 +8554333,24,Private,HSgrad,Absent,Service,125044.05,Male,1147.33333333333,30,UnitedStates,0,0 +8554502,54,PSLocal,College,Widowed,Clerical,179420.65,Female,0,40,Mexico,0,0 +8565699,22,Private,HSgrad,Absent,Service,207989.32,Female,0,40,UnitedStates,0,0 +8567642,30,Private,HSgrad,Absent,Home,105205.97,Female,0,40,Guatemala,0,0 +8574539,76,PSFederal,Master,Widowed,Professional,90883.96,Female,0,15,UnitedStates,0,0 +8582563,57,PSLocal,Bachelor,Divorced,Executive,85398.16,Male,0,40,UnitedStates,0,0 +8583651,46,PSState,Bachelor,Married,Professional,26199.46,Male,0,37,UnitedStates,0,0 +8587374,31,PSLocal,College,Married,Executive,15281.6,Male,0,35,UnitedStates,0,0 +8592395,22,Private,College,Absent,Sales,82437.34,Female,0,17,UnitedStates,0,0 +8593134,44,Private,HSgrad,Married,Transport,17465.61,Male,0,40,UnitedStates,0,0 +8593421,25,Private,HSgrad,Absent,Clerical,184734.6,Female,0,40,UnitedStates,0,0 +8594225,24,Private,HSgrad,Divorced,Service,225317.12,Female,0,40,Japan,0,0 +8594796,49,Consultant,Associate,Divorced,Executive,65953.27,Male,0,25,UnitedStates,0,0 +8605137,58,Private,HSgrad,Married,Clerical,76211.05,Male,0,45,UnitedStates,2502,1 +8610619,53,Private,College,Married,Transport,37398.27,Male,0,45,UnitedStates,7298,1 +8614525,19,Consultant,HSgrad,Absent,Service,57730.91,Male,0,53,UnitedStates,0,0 +8617905,23,Private,HSgrad,Married,Transport,20959.54,Male,0,60,UnitedStates,0,0 +8626790,58,Private,Yr11,Married,Repair,21525.26,Male,0,40,UnitedStates,0,0 +8627037,41,SelfEmp,HSgrad,Married,Sales,31556.98,Male,0,62,UnitedStates,0,0 +8632793,36,Private,Associate,Married,Machinist,46578.97,Male,0,40,UnitedStates,0,0 +8640495,18,PSFederal,College,Absent,Sales,135003.08,Female,0,32,UnitedStates,0,0 +8641837,23,Private,College,Absent,Sales,148944.25,Female,0,20,UnitedStates,0,0 +8651679,28,Private,Doctorate,Absent,Professional,100415.86,Female,0,60,Germany,8603,1 +8660235,59,Private,Bachelor,Married,Repair,42148.58,Male,0,4,UnitedStates,0,0 +8661084,55,PSLocal,Master,Married,Executive,38521.57,Male,0,50,UnitedStates,0,0 +8664030,31,PSState,Bachelor,Absent,Professional,98650.65,Female,0,40,UnitedStates,0,0 +8665194,28,Private,HSgrad,Married,Machinist,31235.77,Female,0,40,UnitedStates,0,0 +8671037,32,Private,Bachelor,Married,Executive,46009.41,Male,0,60,UnitedStates,4099,1 +8679648,45,Private,College,Divorced,Clerical,200130.22,Female,0,45,UnitedStates,0,0 +8686839,40,Private,HSgrad,Divorced,Transport,275897.1,Male,0,45,UnitedStates,0,0 +8689599,37,Private,College,Married,Repair,35282.57,Male,0,50,UnitedStates,0,1 +8694210,27,Private,Vocational,Married,Sales,23895.35,Male,0,40,UnitedStates,0,0 +8695492,23,Private,College,Absent,Support,25190.43,Male,0,60,UnitedStates,0,0 +8703746,31,Private,HSgrad,Married,Repair,35669.1,Male,0,40,Mexico,0,0 +8706438,37,Private,Associate,Absent,Clerical,62859.11,Female,0,40,UnitedStates,0,0 +8721322,23,PSState,HSgrad,Absent,Service,220099.64,Male,0,40,UnitedStates,0,0 +8725411,32,Private,Bachelor,Absent,Executive,217570.86,Female,0,40,UnitedStates,0,0 +8728502,21,Private,HSgrad,Absent,Clerical,102106.03,Male,0,40,UnitedStates,0,0 +8730625,46,PSState,HSgrad,Divorced,Executive,10067.38,Male,0,40,UnitedStates,0,0 +8732307,55,PSLocal,Yr7t8,Absent,Service,97502.95,Female,0,40,UnitedStates,0,0 +8733813,44,Private,College,Divorced,Executive,92595.95,Female,0,50,UnitedStates,0,0 +8735659,35,Consultant,HSgrad,Divorced,Repair,171957.58,Male,0,15,UnitedStates,0,0 +8738103,57,PSFederal,HSgrad,Absent,Clerical,3666.87,Male,1505.33333333333,40,UnitedStates,0,0 +8749774,52,Private,Master,Divorced,Professional,56251.18,Female,0,60,UnitedStates,0,0 +8751802,36,Private,College,Divorced,Clerical,110263.49,Male,0,45,UnitedStates,0,0 +8752461,39,Private,HSgrad,Married,Sales,168753.79,Female,0,36,UnitedStates,0,0 +8752512,18,Private,College,Absent,Clerical,177348.64,Male,0,30,UnitedStates,0,0 +8753378,24,PSFederal,Bachelor,Absent,Professional,79484.82,Female,0,40,UnitedStates,0,0 +8759657,30,Private,HSgrad,Married,Repair,38139.25,Male,0,40,UnitedStates,0,0 +8761470,40,Private,College,Married,Repair,26579.19,Male,0,52,UnitedStates,0,0 +8764551,35,PSState,College,Divorced,Clerical,215224.82,Female,0,40,UnitedStates,0,0 +8769201,44,Private,College,Married,Sales,22373.02,Male,0,55,UnitedStates,0,0 +8778709,32,PSFederal,Bachelor,Married,Executive,25724.06,Male,0,40,UnitedStates,0,0 +8778723,50,Private,College,Married,Machinist,31436.62,Male,0,40,UnitedStates,0,0 +8779157,51,Consultant,Associate,Divorced,Executive,257253.9,Female,0,99,UnitedStates,0,0 +8786914,36,Private,Yr11,Married,Transport,45375.02,Male,0,47,UnitedStates,0,0 +8796387,34,Private,College,Married,Service,28083.21,Male,0,40,UnitedStates,0,0 +8796598,61,Private,HSgrad,Absent,Clerical,74508.93,Female,0,40,UnitedStates,0,0 +8797408,65,Private,Yr10,Divorced,Cleaner,100886.51,Female,0,28,UnitedStates,0,0 +8802740,30,Private,Associate,Unmarried,Service,205539.85,Female,0,40,UnitedStates,0,0 +8810146,29,Private,Bachelor,Absent,Executive,84409.78,Female,0,55,UnitedStates,0,0 +8816453,37,Private,Professional,Married,Sales,8856.16,Male,0,45,UnitedStates,5120,1 +8819153,38,Private,HSgrad,Absent,Executive,187366.22,Female,0,40,UnitedStates,0,0 +8819820,54,Private,College,Married,Cleaner,31677.52,Male,0,40,UnitedStates,0,0 +8829793,43,Private,Bachelor,Absent,Professional,26205.4,Female,0,40,UnitedStates,0,1 +8834030,43,Consultant,HSgrad,Married,Repair,41590.24,Male,0,60,UnitedStates,0,0 +8841359,44,Private,Bachelor,Divorced,Professional,143817,Male,0,40,UnitedStates,0,0 +8848288,21,Private,College,Absent,Sales,138764.04,Female,0,40,UnitedStates,0,0 +8869018,27,Private,HSgrad,Absent,Transport,67822.94,Female,0,15,UnitedStates,0,0 +8873045,25,Private,College,Married-spouse-absent,Sales,76402.88,Male,0,50,UnitedStates,0,0 +8873595,59,Private,College,Unmarried,Clerical,170528.46,Male,0,40,UnitedStates,0,0 +8877656,32,Private,Bachelor,Married,Professional,40586.22,Male,0,60,UnitedStates,16992,1 +8881957,52,Private,Bachelor,Married,Professional,47326.44,Male,0,40,UnitedStates,8415,1 +8884847,50,Private,HSgrad,Married,Repair,35494.55,Male,0,40,UnitedStates,0,0 +8887871,65,Consultant,College,Married,Executive,53584.82,Male,0,40,UnitedStates,0,0 +8888592,29,Private,Professional,Married,Professional,19685.38,Male,0,50,UnitedStates,0,1 +8898129,36,Private,College,Married,Repair,30224.06,Male,0,60,UnitedStates,5664,1 +8898859,41,PSLocal,Bachelor,Divorced,Professional,180178.97,Female,0,35,UnitedStates,0,0 +8909335,25,Private,College,Married,Clerical,206963.41,Female,0,40,UnitedStates,3103,1 +8921467,53,Private,Associate,Married,Executive,34588.34,Male,0,99,UnitedStates,0,0 +8928627,33,Private,College,Married,Cleaner,31790.75,Male,0,50,UnitedStates,4229,1 +8929115,51,Private,College,Married,Executive,20839.23,Male,0,45,UnitedStates,0,0 +8932725,40,Private,Vocational,Divorced,Service,54892.68,Female,0,32,UnitedStates,0,0 +8933851,18,Private,Yr11,Absent,Cleaner,194452.97,Male,0,20,UnitedStates,0,0 +8939272,22,Private,HSgrad,Absent,Professional,55761.59,Female,0,20,UnitedStates,0,0 +8942277,57,PSFederal,Professional,Divorced,Executive,122962.35,Male,0,55,UnitedStates,7023,1 +8955265,22,Private,College,Absent,Clerical,96491.51,Female,0,40,UnitedStates,0,0 +8960146,32,Private,HSgrad,Absent,Machinist,111634.75,Female,0,40,UnitedStates,0,0 +8960193,56,Private,College,Widowed,Executive,39069.69,Male,0,60,UnitedStates,0,0 +8961167,29,Private,Bachelor,Absent,Executive,74954.41,Female,0,45,UnitedStates,0,0 +8963479,68,Consultant,College,Married,Service,48124.25,Male,0,30,UnitedStates,0,0 +8964400,48,Private,HSgrad,Widowed,Machinist,76466.64,Female,0,48,UnitedStates,0,0 +8970554,51,PSLocal,Preschool,Married,Service,31754.77,Male,0,40,UnitedStates,0,0 +8972540,33,Private,Yr7t8,Married,Clerical,33042.03,Male,0,45,UnitedStates,0,0 +8974452,61,PSLocal,Bachelor,Married,Professional,30331.18,Male,0,42,UnitedStates,0,0 +8975120,31,Private,Bachelor,Married,Machinist,23874.25,Male,0,50,UnitedStates,0,0 +8983264,37,Private,Yr7t8,Divorced,Executive,66208.15,Male,0,50,UnitedStates,0,0 +8989289,24,PSFederal,HSgrad,Absent,Clerical,83677.12,Female,0,40,UnitedStates,0,0 +8989799,25,PSLocal,College,Absent,Clerical,71379.99,Female,0,40,UnitedStates,0,0 +8992124,28,Private,Professional,Absent,Professional,96723.42,Male,0,55,UnitedStates,6634,1 +8993986,29,PSLocal,HSgrad,Absent,Protective,99433.23,Male,0,48,UnitedStates,0,0 +9014829,39,Private,HSgrad,Absent,Clerical,234458.87,Female,0,40,UnitedStates,0,0 +9017565,57,SelfEmp,HSgrad,Unmarried,Farming,78487.59,Male,0,60,UnitedStates,4904,1 +9019764,54,Private,HSgrad,Married,Repair,52853.51,Male,1902,40,UnitedStates,0,1 +9022004,29,Private,HSgrad,Married,Sales,23718.47,Male,0,50,UnitedStates,0,0 +9026309,20,Private,HSgrad,Married,Sales,20873.96,Male,0,20,UnitedStates,0,0 +9033325,42,Private,HSgrad,Unmarried,Repair,118691.41,Male,0,40,UnitedStates,0,0 +9045409,48,Private,Master,Married,Executive,45432.97,Male,0,50,UnitedStates,1202,1 +9067502,45,Private,HSgrad,Divorced,Sales,233344.97,Male,0,40,UnitedStates,0,0 +9074213,20,Private,College,Absent,Cleaner,228650,Male,0,20,UnitedStates,0,0 +9077768,55,Private,HSgrad,Divorced,Professional,274368.49,Female,0,40,UnitedStates,0,0 +9091196,33,Private,Yr10,Absent,Service,142528.17,Male,0,20,UnitedStates,0,0 +9095709,29,Private,HSgrad,Married,Machinist,43062.27,Male,0,40,UnitedStates,4006,1 +9098926,37,Private,Associate,Married,Machinist,44271.1,Male,0,40,UnitedStates,0,1 +9126219,38,Private,College,Divorced,Repair,66808.94,Male,1160.66666666667,40,UnitedStates,0,0 +9127765,61,Private,Yr7t8,Widowed,Service,78161.84,Female,0,21,UnitedStates,0,0 +9128235,31,Private,Yr7t8,Absent,Cleaner,209072.7,Male,0,50,UnitedStates,0,0 +9132853,24,Private,Bachelor,Absent,Executive,114400.18,Female,0,40,UnitedStates,0,0 +9137391,31,SelfEmp,Bachelor,Married,Executive,13353.45,Male,0,50,UnitedStates,9358,1 +9144458,17,Private,Yr11,Absent,Sales,142371.67,Female,0,15,UnitedStates,0,0 +9151219,68,Private,Doctorate,Divorced,Professional,25748.68,Female,0,40,Cuba,0,0 +9158086,34,Private,HSgrad,Married,Sales,20632.31,Male,0,50,UnitedStates,0,0 +9159682,46,Private,College,Unmarried,Sales,61254.08,Male,0,42,UnitedStates,0,0 +9161420,38,Private,HSgrad,Married,Sales,33483.98,Male,0,55,UnitedStates,6024,1 +9172493,51,SelfEmp,College,Unmarried,Sales,50492.45,Female,0,40,UnitedStates,0,0 +9176992,60,Consultant,HSgrad,Absent,Farming,154705.59,Male,0,42,UnitedStates,0,0 +9182323,49,Private,College,Married,Service,51847.25,Male,0,17,UnitedStates,0,0 +9191139,47,Consultant,Bachelor,Married,Professional,49069.97,Male,0,60,UnitedStates,0,0 +9209071,53,Private,Bachelor,Divorced,Professional,104338.96,Male,0,55,UnitedStates,14344,1 +9211248,40,Private,Associate,Married,Executive,30194.57,Male,1848,55,UnitedStates,2943,1 +9212916,26,PSLocal,Bachelor,Absent,Protective,69007.71,Male,0,40,UnitedStates,0,0 +9216019,55,Consultant,HSgrad,Married,Repair,33803.72,Male,0,50,UnitedStates,0,0 +9223095,22,Private,College,Absent,Clerical,124753.78,Male,0,40,UnitedStates,0,0 +9227421,44,Private,Bachelor,Married,Executive,11814.61,Male,0,35,UnitedStates,0,1 +9238220,59,Private,College,Married,Sales,43930.77,Male,0,40,UnitedStates,11476,1 +9241631,50,Consultant,HSgrad,Married,Repair,55799.59,Male,0,50,UnitedStates,99999,1 +9259774,39,Private,HSgrad,Married,Sales,25320.87,Male,0,38,UnitedStates,0,0 +9261453,20,Private,HSgrad,Absent,Cleaner,140040.31,Male,0,28,UnitedStates,0,0 +9261812,41,PSLocal,Bachelor,Absent,Professional,110633.95,Female,0,70,UnitedStates,0,0 +9267087,24,Private,College,Absent,Executive,150730.43,Male,0,20,UnitedStates,0,0 +9270975,39,Private,College,Divorced,Cleaner,94188.68,Male,0,40,UnitedStates,0,0 +9271368,21,Private,HSgrad,Married,Professional,79611.59,Male,0,40,Mexico,4381,1 +9272274,17,Private,Yr11,Absent,Sales,233991.23,Female,0,13,UnitedStates,0,0 +9276827,38,Private,HSgrad,Married,Service,26171.75,Male,0,45,UnitedStates,0,0 +9280215,29,Private,Bachelor,Absent,Sales,28958.24,Male,0,48,UnitedStates,0,0 +9285336,34,Private,HSgrad,Absent,Clerical,43357.42,Female,0,36,UnitedStates,0,0 +9303456,62,Private,Bachelor,Married,Executive,34262.01,Male,0,40,UnitedStates,8185,1 +9304968,33,Private,Bachelor,Married,Sales,87725.56,Female,0,45,UnitedStates,2787,1 +9324773,35,Private,Professional,Married,Professional,31952.02,Male,1977,80,UnitedStates,6261,1 +9332410,42,Private,Yr9,Married,Transport,46002.84,Male,0,40,UnitedStates,0,0 +9337192,42,Private,Yr5t6,Married,Service,18918.36,Male,0,40,Singapore,0,0 +9339817,58,Consultant,HSgrad,Married,Service,59042,Male,0,55,UnitedStates,7688,1 +9342925,22,Private,Bachelor,Absent,Clerical,60209.96,Female,0,25,UnitedStates,0,0 +9345464,60,PSLocal,Vocational,Married,Executive,3014.74,Male,0,60,UnitedStates,2173,1 +9346314,27,Private,College,Absent,Service,121520.87,Male,0,24,UnitedStates,0,0 +9351595,27,Private,Yr11,Married,Cleaner,51515.54,Male,0,40,UnitedStates,0,0 +9351856,31,Private,HSgrad,Absent,Service,103482.55,Male,0,18,UnitedStates,0,0 +9378534,34,Private,Bachelor,Married-spouse-absent,Professional,104566.67,Female,0,35,UnitedStates,0,0 +9383615,56,Private,Yr7t8,Married,Machinist,13057.35,Male,0,48,UnitedStates,0,0 +9392735,23,Private,HSgrad,Unmarried,Machinist,155890.97,Female,0,48,UnitedStates,0,0 +9394271,57,SelfEmp,HSgrad,Married,Executive,31747.82,Male,0,40,UnitedStates,0,0 +9400516,50,Private,HSgrad,Married,Service,33440.91,Male,0,40,UnitedStates,0,0 +9407135,52,Private,Bachelor,Married-spouse-absent,Service,23160.66,Male,0,50,UnitedStates,0,0 +9409923,53,Private,HSgrad,Divorced,Clerical,48911.48,Female,0,40,UnitedStates,0,0 +9425169,21,Private,Associate,Absent,Sales,219075.39,Female,0,32,UnitedStates,0,0 +9428187,57,Private,Associate,Widowed,Clerical,42470.4,Female,0,35,UnitedStates,0,0 +9433986,49,Private,HSgrad,Married,Repair,34724.16,Male,0,45,UnitedStates,0,1 +9437494,32,Private,HSgrad,Married,Transport,54605.61,Male,0,40,UnitedStates,0,0 +9445108,49,Private,HSgrad,Married,Machinist,170159.13,Female,0,40,UnitedStates,0,0 +9446884,38,Private,Bachelor,Married,Professional,162800.09,Female,0,40,UnitedStates,7688,1 +9448268,60,Private,College,Married,Protective,19182.6,Male,0,16,UnitedStates,11687,1 +9449292,22,Private,College,Married,Sales,44370.01,Male,0,55,UnitedStates,0,0 +9454649,67,SelfEmp,College,Married,Sales,47593.85,Male,0,40,UnitedStates,0,0 +9461429,26,Private,College,Absent,Clerical,88260.51,Male,0,20,Philippines,0,0 +9466933,17,PSFederal,Yr11,Absent,Clerical,53034.17,Female,1068,40,UnitedStates,0,0 +9472845,30,Private,Bachelor,Married,Professional,28248.62,Male,0,40,UnitedStates,0,1 +9489785,36,PSLocal,Bachelor,Married,Professional,50548.68,Male,1114.66666666667,50,UnitedStates,0,0 +9490694,22,Private,HSgrad,Absent,Service,116599.3,Male,0,80,UnitedStates,0,0 +9492282,49,Private,HSgrad,Divorced,Clerical,63067.11,Male,0,40,UnitedStates,0,0 +9494321,49,SelfEmp,Doctorate,Married,Professional,37530.82,Male,0,60,UnitedStates,6799,1 +9496496,23,Private,Yr7t8,Absent,Farming,134026.54,Male,0,36,Mexico,0,0 +9496704,28,PSLocal,HSgrad,Married,Repair,49018.21,Male,0,40,UnitedStates,0,0 +9498803,59,Private,College,Married,Clerical,119559.14,Female,0,16,UnitedStates,15000,1 +9499787,21,Private,Bachelor,Absent,Clerical,22041.96,Male,0,40,Columbia,0,0 +9500110,47,Private,Yr10,Married-spouse-absent,Transport,55555.13,Male,0,45,UnitedStates,0,0 +9500271,64,SelfEmp,Vocational,Married,Repair,47752.34,Male,0,10,UnitedStates,0,0 +9500292,25,Private,Bachelor,Married,Clerical,273503.75,Female,0,40,UnitedStates,0,0 +9517875,28,Private,Bachelor,Married,Sales,26988.92,Male,0,45,UnitedStates,7567,1 +9522097,57,Consultant,College,Married,Sales,40963.38,Male,0,45,UnitedStates,99999,1 +9526379,57,Private,HSgrad,Absent,Clerical,81300.04,Female,0,40,UnitedStates,0,0 +9527859,26,Private,Vocational,Absent,Clerical,93156.39,Female,0,45,UnitedStates,0,0 +9532383,57,Private,Yr7t8,Married,Repair,26617.09,Male,0,40,UnitedStates,0,0 +9538363,37,Private,Yr1t4,Married,Service,11180.76,Male,0,53,Mexico,0,0 +9539174,44,PSFederal,College,Married,Repair,16851.35,Male,0,40,UnitedStates,0,0 +9540165,20,Private,HSgrad,Absent,Service,156308,Male,0,50,UnitedStates,0,0 +9547082,23,Private,College,Married,Executive,173514.26,Female,0,25,UnitedStates,0,0 +9547523,33,Private,Bachelor,Married,Executive,26138.85,Male,0,65,UnitedStates,5672,1 +9558590,22,Private,College,Absent,Sales,183027.36,Male,0,34,UnitedStates,0,0 +9564927,26,Private,Master,Absent,Executive,33742.92,Female,0,30,UnitedStates,0,0 +9571397,27,Private,HSgrad,Divorced,Clerical,107597.36,Male,0,38,UnitedStates,0,0 +9577493,57,Private,HSgrad,Married,Executive,41397.34,Male,0,60,UnitedStates,0,0 +9582473,27,PSLocal,Bachelor,Married,Protective,57082.91,Male,0,68,UnitedStates,0,0 +9583272,56,Private,HSgrad,Married,Cleaner,31904.07,Male,0,40,UnitedStates,0,0 +9588924,33,Private,College,Married,Executive,40009.78,Male,0,50,UnitedStates,0,0 +9589254,42,Private,Bachelor,Married,Executive,25532.39,Male,0,45,UnitedStates,7298,1 +9590451,21,Private,HSgrad,Absent,Cleaner,92413.46,Female,0,40,UnitedStates,0,0 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+Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-setosa +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-versicolor +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica +Iris-virginica diff --git a/pmml-bigml/src/test/resources/csv/Iris.csv b/pmml-bigml/src/test/resources/csv/Iris.csv new file mode 100644 index 00000000..296005c7 --- /dev/null +++ b/pmml-bigml/src/test/resources/csv/Iris.csv @@ -0,0 +1,151 @@ +000000,000001,000002,000003 +5.1,3.5,1.4,0.2 +4.9,3.0,1.4,0.2 +4.7,3.2,1.3,0.2 +4.6,3.1,1.5,0.2 +5.0,3.6,1.4,0.2 +5.4,3.9,1.7,0.4 +4.6,3.4,1.4,0.3 +5.0,3.4,1.5,0.2 +4.4,2.9,1.4,0.2 +4.9,3.1,1.5,0.1 +5.4,3.7,1.5,0.2 +4.8,3.4,1.6,0.2 +4.8,3.0,1.4,0.1 +4.3,3.0,1.1,0.1 +5.8,4.0,1.2,0.2 +5.7,4.4,1.5,0.4 +5.4,3.9,1.3,0.4 +5.1,3.5,1.4,0.3 +5.7,3.8,1.7,0.3 +5.1,3.8,1.5,0.3 +5.4,3.4,1.7,0.2 +5.1,3.7,1.5,0.4 +4.6,3.6,1.0,0.2 +5.1,3.3,1.7,0.5 +4.8,3.4,1.9,0.2 +5.0,3.0,1.6,0.2 +5.0,3.4,1.6,0.4 +5.2,3.5,1.5,0.2 +5.2,3.4,1.4,0.2 +4.7,3.2,1.6,0.2 +4.8,3.1,1.6,0.2 +5.4,3.4,1.5,0.4 +5.2,4.1,1.5,0.1 +5.5,4.2,1.4,0.2 +4.9,3.1,1.5,0.2 +5.0,3.2,1.2,0.2 +5.5,3.5,1.3,0.2 +4.9,3.6,1.4,0.1 +4.4,3.0,1.3,0.2 +5.1,3.4,1.5,0.2 +5.0,3.5,1.3,0.3 +4.5,2.3,1.3,0.3 +4.4,3.2,1.3,0.2 +5.0,3.5,1.6,0.6 +5.1,3.8,1.9,0.4 +4.8,3.0,1.4,0.3 +5.1,3.8,1.6,0.2 +4.6,3.2,1.4,0.2 +5.3,3.7,1.5,0.2 +5.0,3.3,1.4,0.2 +7.0,3.2,4.7,1.4 +6.4,3.2,4.5,1.5 +6.9,3.1,4.9,1.5 +5.5,2.3,4.0,1.3 +6.5,2.8,4.6,1.5 +5.7,2.8,4.5,1.3 +6.3,3.3,4.7,1.6 +4.9,2.4,3.3,1.0 +6.6,2.9,4.6,1.3 +5.2,2.7,3.9,1.4 +5.0,2.0,3.5,1.0 +5.9,3.0,4.2,1.5 +6.0,2.2,4.0,1.0 +6.1,2.9,4.7,1.4 +5.6,2.9,3.6,1.3 +6.7,3.1,4.4,1.4 +5.6,3.0,4.5,1.5 +5.8,2.7,4.1,1.0 +6.2,2.2,4.5,1.5 +5.6,2.5,3.9,1.1 +5.9,3.2,4.8,1.8 +6.1,2.8,4.0,1.3 +6.3,2.5,4.9,1.5 +6.1,2.8,4.7,1.2 +6.4,2.9,4.3,1.3 +6.6,3.0,4.4,1.4 +6.8,2.8,4.8,1.4 +6.7,3.0,5.0,1.7 +6.0,2.9,4.5,1.5 +5.7,2.6,3.5,1.0 +5.5,2.4,3.8,1.1 +5.5,2.4,3.7,1.0 +5.8,2.7,3.9,1.2 +6.0,2.7,5.1,1.6 +5.4,3.0,4.5,1.5 +6.0,3.4,4.5,1.6 +6.7,3.1,4.7,1.5 +6.3,2.3,4.4,1.3 +5.6,3.0,4.1,1.3 +5.5,2.5,4.0,1.3 +5.5,2.6,4.4,1.2 +6.1,3.0,4.6,1.4 +5.8,2.6,4.0,1.2 +5.0,2.3,3.3,1.0 +5.6,2.7,4.2,1.3 +5.7,3.0,4.2,1.2 +5.7,2.9,4.2,1.3 +6.2,2.9,4.3,1.3 +5.1,2.5,3.0,1.1 +5.7,2.8,4.1,1.3 +6.3,3.3,6.0,2.5 +5.8,2.7,5.1,1.9 +7.1,3.0,5.9,2.1 +6.3,2.9,5.6,1.8 +6.5,3.0,5.8,2.2 +7.6,3.0,6.6,2.1 +4.9,2.5,4.5,1.7 +7.3,2.9,6.3,1.8 +6.7,2.5,5.8,1.8 +7.2,3.6,6.1,2.5 +6.5,3.2,5.1,2.0 +6.4,2.7,5.3,1.9 +6.8,3.0,5.5,2.1 +5.7,2.5,5.0,2.0 +5.8,2.8,5.1,2.4 +6.4,3.2,5.3,2.3 +6.5,3.0,5.5,1.8 +7.7,3.8,6.7,2.2 +7.7,2.6,6.9,2.3 +6.0,2.2,5.0,1.5 +6.9,3.2,5.7,2.3 +5.6,2.8,4.9,2.0 +7.7,2.8,6.7,2.0 +6.3,2.7,4.9,1.8 +6.7,3.3,5.7,2.1 +7.2,3.2,6.0,1.8 +6.2,2.8,4.8,1.8 +6.1,3.0,4.9,1.8 +6.4,2.8,5.6,2.1 +7.2,3.0,5.8,1.6 +7.4,2.8,6.1,1.9 +7.9,3.8,6.4,2.0 +6.4,2.8,5.6,2.2 +6.3,2.8,5.1,1.5 +6.1,2.6,5.6,1.4 +7.7,3.0,6.1,2.3 +6.3,3.4,5.6,2.4 +6.4,3.1,5.5,1.8 +6.0,3.0,4.8,1.8 +6.9,3.1,5.4,2.1 +6.7,3.1,5.6,2.4 +6.9,3.1,5.1,2.3 +5.8,2.7,5.1,1.9 +6.8,3.2,5.9,2.3 +6.7,3.3,5.7,2.5 +6.7,3.0,5.2,2.3 +6.3,2.5,5.0,1.9 +6.5,3.0,5.2,2.0 +6.2,3.4,5.4,2.3 +5.9,3.0,5.1,1.8 diff --git a/pmml-bigml/src/test/resources/pmml/DecisionTreeAudit.pmml b/pmml-bigml/src/test/resources/pmml/DecisionTreeAudit.pmml new file mode 100644 index 00000000..54ccd6e5 --- /dev/null +++ b/pmml-bigml/src/test/resources/pmml/DecisionTreeAudit.pmml @@ -0,0 +1,818 @@ + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/pmml-bigml/src/test/resources/pmml/DecisionTreeIris.pmml b/pmml-bigml/src/test/resources/pmml/DecisionTreeIris.pmml new file mode 100644 index 00000000..062673e8 --- /dev/null +++ b/pmml-bigml/src/test/resources/pmml/DecisionTreeIris.pmml @@ -0,0 +1,101 @@ + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/pom.xml b/pom.xml index 43cb2bcb..f5082d40 100644 --- a/pom.xml +++ b/pom.xml @@ -38,10 +38,11 @@ - + pmml-bigml pmml-evaluator-processor pmml-evaluator pmml-evaluator-example @@ -67,6 +68,11 @@ + + org.jpmml + pmml-bigml + 1.4-SNAPSHOT + org.jpmml pmml-evaluator From c52f7bd5b4a092a795074490fa858f00a517ac59 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Merc=C3=A8=20Mart=C3=ADn=20Prats?= Date: Fri, 18 May 2018 18:14:03 +0200 Subject: [PATCH 2/4] Adding test changes --- .../org/jpmml/bigml/ClassificationTest.java | 11 +- .../java/org/jpmml/bigml/ClusteringTest.java | 37 + .../java/org/jpmml/bigml/RegressionTest.java | 35 + pmml-bigml/src/test/resources/csv/Audit.csv | 2 +- .../test/resources/csv/ClusterDiabetes.csv | 769 ++++++++++++++++ .../test/resources/csv/DecisionTreeIris.csv | 151 ---- .../src/test/resources/csv/Diabetes.csv | 769 ++++++++++++++++ pmml-bigml/src/test/resources/csv/Grades.csv | 80 ++ pmml-bigml/src/test/resources/csv/Iris.csv | 302 +++---- .../resources/csv/LogisticregressionIris.csv | 151 ++++ .../{DecisionTreeAudit.csv => ModelAudit.csv} | 66 +- .../src/test/resources/csv/ModelGrades.csv | 80 ++ .../src/test/resources/csv/ModelIris.csv | 151 ++++ .../test/resources/pmml/ClusterDiabetes.pmml | 75 ++ .../pmml/LogisticregressionIris.pmml | 66 ++ .../src/test/resources/pmml/ModelAudit.pmml | 851 ++++++++++++++++++ .../src/test/resources/pmml/ModelGrades.pmml | 469 ++++++++++ .../src/test/resources/pmml/ModelIris.pmml | 110 +++ .../resources/pmml/old/ClusterDiabetes.pmml | 1 + .../pmml/old/ClusterDiabetes_chee.pmml | 429 +++++++++ .../pmml/{ => old}/DecisionTreeAudit.pmml | 0 .../pmml/{ => old}/DecisionTreeIris.pmml | 0 .../resources/pmml/old/RegressionGrades.pmml | 457 ++++++++++ .../GeneralRegressionModelEvaluator.java | 2 +- 24 files changed, 4725 insertions(+), 339 deletions(-) create mode 100644 pmml-bigml/src/test/java/org/jpmml/bigml/ClusteringTest.java create mode 100644 pmml-bigml/src/test/java/org/jpmml/bigml/RegressionTest.java create mode 100644 pmml-bigml/src/test/resources/csv/ClusterDiabetes.csv delete mode 100644 pmml-bigml/src/test/resources/csv/DecisionTreeIris.csv create mode 100644 pmml-bigml/src/test/resources/csv/Diabetes.csv create mode 100644 pmml-bigml/src/test/resources/csv/Grades.csv create mode 100644 pmml-bigml/src/test/resources/csv/LogisticregressionIris.csv rename pmml-bigml/src/test/resources/csv/{DecisionTreeAudit.csv => ModelAudit.csv} (98%) create mode 100644 pmml-bigml/src/test/resources/csv/ModelGrades.csv create mode 100644 pmml-bigml/src/test/resources/csv/ModelIris.csv create mode 100644 pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml create mode 100644 pmml-bigml/src/test/resources/pmml/LogisticregressionIris.pmml create mode 100644 pmml-bigml/src/test/resources/pmml/ModelAudit.pmml create mode 100644 pmml-bigml/src/test/resources/pmml/ModelGrades.pmml create mode 100644 pmml-bigml/src/test/resources/pmml/ModelIris.pmml create mode 100644 pmml-bigml/src/test/resources/pmml/old/ClusterDiabetes.pmml create mode 100644 pmml-bigml/src/test/resources/pmml/old/ClusterDiabetes_chee.pmml rename pmml-bigml/src/test/resources/pmml/{ => old}/DecisionTreeAudit.pmml (100%) rename pmml-bigml/src/test/resources/pmml/{ => old}/DecisionTreeIris.pmml (100%) create mode 100644 pmml-bigml/src/test/resources/pmml/old/RegressionGrades.pmml diff --git a/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java b/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java index 2e80e121..3bf1eee5 100644 --- a/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java +++ b/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java @@ -30,12 +30,19 @@ public ClassificationTest(){ @Test public void evaluateDecisionTreeIris() throws Exception { - evaluate("DecisionTree", "Iris"); + evaluate("Model", "Iris"); } @Test public void evaluateDecisionTreeAudit() throws Exception { - evaluate("DecisionTree", "Audit"); + evaluate("Model", "Audit"); } + /* + @Test + public void evaluateLogisticRegressionIris() throws Exception { + evaluate("Logisticregression", "Iris"); + } + */ + } diff --git a/pmml-bigml/src/test/java/org/jpmml/bigml/ClusteringTest.java b/pmml-bigml/src/test/java/org/jpmml/bigml/ClusteringTest.java new file mode 100644 index 00000000..0707d7d7 --- /dev/null +++ b/pmml-bigml/src/test/java/org/jpmml/bigml/ClusteringTest.java @@ -0,0 +1,37 @@ +/* + * Copyright (c) 2013 Villu Ruusmann + * + * This file is part of JPMML-Evaluator + * + * JPMML-Evaluator is free software: you can redistribute it and/or modify + * it under the terms of the GNU Affero General Public License as published by + * the Free Software Foundation, either version 3 of the License, or + * (at your option) any later version. + * + * JPMML-Evaluator is distributed in the hope that it will be useful, + * but WITHOUT ANY WARRANTY; without even the implied warranty of + * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + * GNU Affero General Public License for more details. + * + * You should have received a copy of the GNU Affero General Public License + * along with JPMML-Evaluator. If not, see . + */ +package org.jpmml.bigml; + +import org.jpmml.evaluator.IntegrationTest; +import org.jpmml.evaluator.PMMLEquivalence; +import org.junit.Test; + +public class ClusteringTest extends IntegrationTest { + + public ClusteringTest(){ + super(new PMMLEquivalence(1e-13, 1e-13)); + } + + /* + @Test + public void evaluateClusteringDiabetes() throws Exception { + evaluate("Cluster", "Diabetes"); + } + */ +} diff --git a/pmml-bigml/src/test/java/org/jpmml/bigml/RegressionTest.java b/pmml-bigml/src/test/java/org/jpmml/bigml/RegressionTest.java new file mode 100644 index 00000000..cd655711 --- /dev/null +++ b/pmml-bigml/src/test/java/org/jpmml/bigml/RegressionTest.java @@ -0,0 +1,35 @@ +/* + * Copyright (c) 2013 Villu Ruusmann + * + * This file is part of JPMML-Evaluator + * + * JPMML-Evaluator is free software: you can redistribute it and/or modify + * it under the terms of the GNU Affero General Public License as published by + * the Free Software Foundation, either version 3 of the License, or + * (at your option) any later version. + * + * JPMML-Evaluator is distributed in the hope that it will be useful, + * but WITHOUT ANY WARRANTY; without even the implied warranty of + * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + * GNU Affero General Public License for more details. + * + * You should have received a copy of the GNU Affero General Public License + * along with JPMML-Evaluator. If not, see . + */ +package org.jpmml.bigml; + +import org.jpmml.evaluator.IntegrationTest; +import org.jpmml.evaluator.PMMLEquivalence; +import org.junit.Test; + +public class RegressionTest extends IntegrationTest { + + public RegressionTest(){ + super(new PMMLEquivalence(1e-13, 1e-13)); + } + + @Test + public void evaluateRegressionGrades() throws Exception { + evaluate("Model", "Grades"); + } +} diff --git a/pmml-bigml/src/test/resources/csv/Audit.csv b/pmml-bigml/src/test/resources/csv/Audit.csv index 81f654e8..d9652f78 100644 --- a/pmml-bigml/src/test/resources/csv/Audit.csv +++ b/pmml-bigml/src/test/resources/csv/Audit.csv @@ -1,4 +1,4 @@ -000000,000001,000002,000003,000004,000005,000006,000007,000008,000009,00000a,00000b,00000c +ID,Age,Employment,Education,Marital,Occupation,Income,Gender,Deductions,Hours,Account,Adjustment,Adjusted 1004641,38,Private,College,Unmarried,Service,81838,Female,0,72,UnitedStates,0,0 1010229,35,Private,Associate,Absent,Transport,72099,Male,0,30,Jamaica,0,0 1024587,32,Private,HSgrad,Divorced,Clerical,154676.74,Male,0,40,UnitedStates,0,0 diff --git a/pmml-bigml/src/test/resources/csv/ClusterDiabetes.csv b/pmml-bigml/src/test/resources/csv/ClusterDiabetes.csv new file mode 100644 index 00000000..a3defeca --- /dev/null +++ b/pmml-bigml/src/test/resources/csv/ClusterDiabetes.csv @@ -0,0 +1,769 @@ +cluster +Cluster 2 +Cluster 4 +Cluster 1 +Cluster 4 +Cluster 3 +Cluster 1 +Cluster 4 +Cluster 5 +Cluster 0 +Cluster 1 +Cluster 1 +Cluster 1 +Cluster 1 +Cluster 0 +Cluster 2 +Cluster 5 +Cluster 0 +Cluster 1 +Cluster 4 +Cluster 4 +Cluster 0 +Cluster 1 +Cluster 1 +Cluster 2 +Cluster 2 +Cluster 2 +Cluster 1 +Cluster 4 +Cluster 2 +Cluster 1 +Cluster 2 +Cluster 0 +Cluster 4 +Cluster 4 +Cluster 2 +Cluster 3 +Cluster 1 +Cluster 2 +Cluster 4 +Cluster 2 +Cluster 0 +Cluster 1 +Cluster 1 +Cluster 2 +Cluster 1 +Cluster 3 +Cluster 4 +Cluster 4 +Cluster 2 +Cluster 5 +Cluster 4 +Cluster 4 +Cluster 4 +Cluster 2 +Cluster 0 +Cluster 4 +Cluster 0 +Cluster 3 +Cluster 3 +Cluster 0 +Cluster 5 +Cluster 1 +Cluster 4 +Cluster 3 +Cluster 1 +Cluster 4 +Cluster 3 +Cluster 1 +Cluster 4 +Cluster 4 +Cluster 3 +Cluster 0 +Cluster 1 +Cluster 0 +Cluster 4 +Cluster 4 +Cluster 1 +Cluster 4 +Cluster 5 +Cluster 4 +Cluster 4 +Cluster 5 +Cluster 2 +Cluster 4 +Cluster 1 +Cluster 3 +Cluster 2 +Cluster 4 +Cluster 2 +Cluster 4 +Cluster 4 +Cluster 0 +Cluster 2 +Cluster 1 +Cluster 3 +Cluster 0 +Cluster 4 +Cluster 4 +Cluster 4 +Cluster 0 +Cluster 3 +Cluster 4 +Cluster 4 +Cluster 4 +Cluster 4 +Cluster 3 +Cluster 4 +Cluster 0 +Cluster 4 +Cluster 4 +Cluster 0 +Cluster 0 +Cluster 4 +Cluster 4 +Cluster 2 +Cluster 1 +Cluster 1 +Cluster 4 +Cluster 4 +Cluster 4 +Cluster 0 +Cluster 4 +Cluster 4 +Cluster 1 +Cluster 4 +Cluster 0 +Cluster 0 +Cluster 4 +Cluster 0 +Cluster 1 +Cluster 0 +Cluster 3 +Cluster 0 +Cluster 2 +Cluster 4 +Cluster 4 +Cluster 4 +Cluster 4 +Cluster 3 +Cluster 0 +Cluster 1 +Cluster 2 +Cluster 4 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deleted file mode 100644 index bd473b97..00000000 --- a/pmml-bigml/src/test/resources/csv/DecisionTreeIris.csv +++ /dev/null @@ -1,151 +0,0 @@ -000004 -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-setosa -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-versicolor -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica -Iris-virginica diff --git a/pmml-bigml/src/test/resources/csv/Diabetes.csv b/pmml-bigml/src/test/resources/csv/Diabetes.csv new file mode 100644 index 00000000..5240a26e --- /dev/null +++ b/pmml-bigml/src/test/resources/csv/Diabetes.csv @@ -0,0 +1,769 @@ +pregnancies,plasma glucose,blood pressure,triceps skin thickness,insulin,bmi,diabetes pedigree,age +6,148,72,35,0,33.6,627,50 +1,85,66,29,0,26.6,351,31 +8,183,64,0,0,23.3,672,32 +1,89,66,23,94,28.1,167,21 +0,137,40,35,168,43.1,2288,33 +5,116,74,0,0,25.6,201,30 +3,78,50,32,88,31.0,248,26 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-5.8,2.6,4.0,1.2 -5.0,2.3,3.3,1.0 -5.6,2.7,4.2,1.3 -5.7,3.0,4.2,1.2 -5.7,2.9,4.2,1.3 -6.2,2.9,4.3,1.3 -5.1,2.5,3.0,1.1 -5.7,2.8,4.1,1.3 -6.3,3.3,6.0,2.5 -5.8,2.7,5.1,1.9 -7.1,3.0,5.9,2.1 -6.3,2.9,5.6,1.8 -6.5,3.0,5.8,2.2 -7.6,3.0,6.6,2.1 -4.9,2.5,4.5,1.7 -7.3,2.9,6.3,1.8 -6.7,2.5,5.8,1.8 -7.2,3.6,6.1,2.5 -6.5,3.2,5.1,2.0 -6.4,2.7,5.3,1.9 -6.8,3.0,5.5,2.1 -5.7,2.5,5.0,2.0 -5.8,2.8,5.1,2.4 -6.4,3.2,5.3,2.3 -6.5,3.0,5.5,1.8 -7.7,3.8,6.7,2.2 -7.7,2.6,6.9,2.3 -6.0,2.2,5.0,1.5 -6.9,3.2,5.7,2.3 -5.6,2.8,4.9,2.0 -7.7,2.8,6.7,2.0 -6.3,2.7,4.9,1.8 -6.7,3.3,5.7,2.1 -7.2,3.2,6.0,1.8 -6.2,2.8,4.8,1.8 -6.1,3.0,4.9,1.8 -6.4,2.8,5.6,2.1 -7.2,3.0,5.8,1.6 -7.4,2.8,6.1,1.9 -7.9,3.8,6.4,2.0 -6.4,2.8,5.6,2.2 -6.3,2.8,5.1,1.5 -6.1,2.6,5.6,1.4 -7.7,3.0,6.1,2.3 -6.3,3.4,5.6,2.4 -6.4,3.1,5.5,1.8 -6.0,3.0,4.8,1.8 -6.9,3.1,5.4,2.1 -6.7,3.1,5.6,2.4 -6.9,3.1,5.1,2.3 -5.8,2.7,5.1,1.9 -6.8,3.2,5.9,2.3 -6.7,3.3,5.7,2.5 -6.7,3.0,5.2,2.3 -6.3,2.5,5.0,1.9 -6.5,3.0,5.2,2.0 -6.2,3.4,5.4,2.3 -5.9,3.0,5.1,1.8 +Sepal_Length,Sepal_Width,Petal_Length,Petal_Width,Species +5.1,3.5,1.4,0.2,setosa +4.9,3,1.4,0.2,setosa +4.7,3.2,1.3,0.2,setosa +4.6,3.1,1.5,0.2,setosa +5,3.6,1.4,0.2,setosa +5.4,3.9,1.7,0.4,setosa +4.6,3.4,1.4,0.3,setosa +5,3.4,1.5,0.2,setosa +4.4,2.9,1.4,0.2,setosa +4.9,3.1,1.5,0.1,setosa +5.4,3.7,1.5,0.2,setosa +4.8,3.4,1.6,0.2,setosa +4.8,3,1.4,0.1,setosa +4.3,3,1.1,0.1,setosa +5.8,4,1.2,0.2,setosa +5.7,4.4,1.5,0.4,setosa +5.4,3.9,1.3,0.4,setosa +5.1,3.5,1.4,0.3,setosa +5.7,3.8,1.7,0.3,setosa +5.1,3.8,1.5,0.3,setosa +5.4,3.4,1.7,0.2,setosa +5.1,3.7,1.5,0.4,setosa +4.6,3.6,1,0.2,setosa +5.1,3.3,1.7,0.5,setosa +4.8,3.4,1.9,0.2,setosa +5,3,1.6,0.2,setosa +5,3.4,1.6,0.4,setosa +5.2,3.5,1.5,0.2,setosa +5.2,3.4,1.4,0.2,setosa +4.7,3.2,1.6,0.2,setosa +4.8,3.1,1.6,0.2,setosa +5.4,3.4,1.5,0.4,setosa +5.2,4.1,1.5,0.1,setosa +5.5,4.2,1.4,0.2,setosa +4.9,3.1,1.5,0.2,setosa +5,3.2,1.2,0.2,setosa +5.5,3.5,1.3,0.2,setosa +4.9,3.6,1.4,0.1,setosa +4.4,3,1.3,0.2,setosa +5.1,3.4,1.5,0.2,setosa +5,3.5,1.3,0.3,setosa +4.5,2.3,1.3,0.3,setosa +4.4,3.2,1.3,0.2,setosa +5,3.5,1.6,0.6,setosa +5.1,3.8,1.9,0.4,setosa +4.8,3,1.4,0.3,setosa +5.1,3.8,1.6,0.2,setosa +4.6,3.2,1.4,0.2,setosa +5.3,3.7,1.5,0.2,setosa +5,3.3,1.4,0.2,setosa +7,3.2,4.7,1.4,versicolor +6.4,3.2,4.5,1.5,versicolor +6.9,3.1,4.9,1.5,versicolor +5.5,2.3,4,1.3,versicolor +6.5,2.8,4.6,1.5,versicolor +5.7,2.8,4.5,1.3,versicolor +6.3,3.3,4.7,1.6,versicolor +4.9,2.4,3.3,1,versicolor +6.6,2.9,4.6,1.3,versicolor +5.2,2.7,3.9,1.4,versicolor +5,2,3.5,1,versicolor +5.9,3,4.2,1.5,versicolor +6,2.2,4,1,versicolor +6.1,2.9,4.7,1.4,versicolor +5.6,2.9,3.6,1.3,versicolor +6.7,3.1,4.4,1.4,versicolor +5.6,3,4.5,1.5,versicolor +5.8,2.7,4.1,1,versicolor +6.2,2.2,4.5,1.5,versicolor +5.6,2.5,3.9,1.1,versicolor +5.9,3.2,4.8,1.8,versicolor +6.1,2.8,4,1.3,versicolor +6.3,2.5,4.9,1.5,versicolor +6.1,2.8,4.7,1.2,versicolor +6.4,2.9,4.3,1.3,versicolor +6.6,3,4.4,1.4,versicolor +6.8,2.8,4.8,1.4,versicolor +6.7,3,5,1.7,versicolor +6,2.9,4.5,1.5,versicolor +5.7,2.6,3.5,1,versicolor +5.5,2.4,3.8,1.1,versicolor +5.5,2.4,3.7,1,versicolor +5.8,2.7,3.9,1.2,versicolor +6,2.7,5.1,1.6,versicolor +5.4,3,4.5,1.5,versicolor +6,3.4,4.5,1.6,versicolor +6.7,3.1,4.7,1.5,versicolor +6.3,2.3,4.4,1.3,versicolor +5.6,3,4.1,1.3,versicolor +5.5,2.5,4,1.3,versicolor +5.5,2.6,4.4,1.2,versicolor +6.1,3,4.6,1.4,versicolor +5.8,2.6,4,1.2,versicolor +5,2.3,3.3,1,versicolor +5.6,2.7,4.2,1.3,versicolor +5.7,3,4.2,1.2,versicolor +5.7,2.9,4.2,1.3,versicolor +6.2,2.9,4.3,1.3,versicolor +5.1,2.5,3,1.1,versicolor +5.7,2.8,4.1,1.3,versicolor +6.3,3.3,6,2.5,virginica +5.8,2.7,5.1,1.9,virginica +7.1,3,5.9,2.1,virginica +6.3,2.9,5.6,1.8,virginica +6.5,3,5.8,2.2,virginica +7.6,3,6.6,2.1,virginica +4.9,2.5,4.5,1.7,virginica +7.3,2.9,6.3,1.8,virginica +6.7,2.5,5.8,1.8,virginica +7.2,3.6,6.1,2.5,virginica +6.5,3.2,5.1,2,virginica +6.4,2.7,5.3,1.9,virginica +6.8,3,5.5,2.1,virginica +5.7,2.5,5,2,virginica +5.8,2.8,5.1,2.4,virginica +6.4,3.2,5.3,2.3,virginica +6.5,3,5.5,1.8,virginica +7.7,3.8,6.7,2.2,virginica +7.7,2.6,6.9,2.3,virginica +6,2.2,5,1.5,virginica +6.9,3.2,5.7,2.3,virginica +5.6,2.8,4.9,2,virginica +7.7,2.8,6.7,2,virginica +6.3,2.7,4.9,1.8,virginica +6.7,3.3,5.7,2.1,virginica +7.2,3.2,6,1.8,virginica +6.2,2.8,4.8,1.8,virginica +6.1,3,4.9,1.8,virginica +6.4,2.8,5.6,2.1,virginica +7.2,3,5.8,1.6,virginica +7.4,2.8,6.1,1.9,virginica +7.9,3.8,6.4,2,virginica +6.4,2.8,5.6,2.2,virginica +6.3,2.8,5.1,1.5,virginica +6.1,2.6,5.6,1.4,virginica +7.7,3,6.1,2.3,virginica +6.3,3.4,5.6,2.4,virginica +6.4,3.1,5.5,1.8,virginica +6,3,4.8,1.8,virginica +6.9,3.1,5.4,2.1,virginica +6.7,3.1,5.6,2.4,virginica +6.9,3.1,5.1,2.3,virginica +5.8,2.7,5.1,1.9,virginica +6.8,3.2,5.9,2.3,virginica +6.7,3.3,5.7,2.5,virginica +6.7,3,5.2,2.3,virginica +6.3,2.5,5,1.9,virginica +6.5,3,5.2,2,virginica +6.2,3.4,5.4,2.3,virginica +5.9,3,5.1,1.8,virginica diff --git a/pmml-bigml/src/test/resources/csv/LogisticregressionIris.csv b/pmml-bigml/src/test/resources/csv/LogisticregressionIris.csv new file mode 100644 index 00000000..914a26ec --- /dev/null +++ b/pmml-bigml/src/test/resources/csv/LogisticregressionIris.csv @@ -0,0 +1,151 @@ +Species +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +versicolor +virginica +virginica +versicolor +versicolor +versicolor +virginica +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +virginica +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +virginica +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +virginica +virginica +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +virginica +virginica +virginica +virginica +virginica +virginica +versicolor +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +versicolor +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +versicolor +versicolor +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica +virginica diff --git a/pmml-bigml/src/test/resources/csv/DecisionTreeAudit.csv b/pmml-bigml/src/test/resources/csv/ModelAudit.csv similarity index 98% rename from pmml-bigml/src/test/resources/csv/DecisionTreeAudit.csv rename to pmml-bigml/src/test/resources/csv/ModelAudit.csv index 9b72760b..2e8468e4 100644 --- a/pmml-bigml/src/test/resources/csv/DecisionTreeAudit.csv +++ b/pmml-bigml/src/test/resources/csv/ModelAudit.csv @@ -1,4 +1,4 @@ -00000c +Adjusted 0 0 0 @@ -84,7 +84,7 @@ 0 1 0 -1 +0 0 1 0 @@ -115,7 +115,7 @@ 0 0 1 -1 +0 0 1 1 @@ -147,13 +147,13 @@ 0 0 0 -1 +0 0 1 0 0 0 -1 +0 1 1 1 @@ -189,7 +189,7 @@ 1 0 0 -1 +0 0 0 0 @@ -207,7 +207,7 @@ 1 0 0 -1 +0 0 0 0 @@ -387,7 +387,7 @@ 1 0 0 -1 +0 0 0 1 @@ -437,7 +437,7 @@ 0 0 0 -1 +0 1 1 0 @@ -512,14 +512,14 @@ 0 0 0 -1 +0 1 1 0 0 0 0 -1 +0 1 0 0 @@ -550,7 +550,7 @@ 0 0 0 -1 +0 0 0 0 @@ -627,7 +627,7 @@ 0 0 1 -1 +0 0 0 0 @@ -780,7 +780,7 @@ 0 0 1 -1 +0 0 0 0 @@ -823,7 +823,7 @@ 0 0 0 -1 +0 0 0 1 @@ -831,11 +831,11 @@ 0 0 0 -1 +0 0 1 1 -1 +0 0 1 0 @@ -844,7 +844,7 @@ 1 1 0 -1 +0 1 0 1 @@ -937,7 +937,7 @@ 0 0 1 -1 +0 1 0 0 @@ -1040,7 +1040,7 @@ 0 1 0 -1 +0 0 1 1 @@ -1127,7 +1127,7 @@ 0 0 0 -1 +0 0 0 0 @@ -1185,7 +1185,7 @@ 0 0 0 -1 +0 0 0 0 @@ -1239,7 +1239,7 @@ 1 0 0 -1 +0 1 0 1 @@ -1373,7 +1373,7 @@ 0 1 1 -1 +0 1 0 1 @@ -1393,7 +1393,7 @@ 0 0 0 -1 +0 0 0 1 @@ -1436,7 +1436,7 @@ 0 0 0 -1 +0 0 0 1 @@ -1537,7 +1537,7 @@ 0 0 0 -1 +0 0 1 0 @@ -1658,8 +1658,8 @@ 0 0 0 -1 -1 +0 +0 0 0 0 @@ -1739,7 +1739,7 @@ 0 0 0 -1 +0 0 0 0 @@ -1811,7 +1811,7 @@ 0 0 0 -1 +0 1 0 0 @@ -1855,6 +1855,6 @@ 0 0 0 -1 0 -0 \ No newline at end of file +0 +0 diff --git a/pmml-bigml/src/test/resources/csv/ModelGrades.csv b/pmml-bigml/src/test/resources/csv/ModelGrades.csv new file mode 100644 index 00000000..b8637bc9 --- /dev/null +++ b/pmml-bigml/src/test/resources/csv/ModelGrades.csv @@ -0,0 +1,80 @@ +Final +52.5 +68.33 +48.89 +80.56 +73.89 +68.06 +50 +50.83 +63.61 +39.72 +77.5 +63.33 +92.22 +35.83 +90 +53.33 +49.17 +62.5 +91.11 +58.33 +66.11 +34.44 +72.22 +56.39 +92.78 +89.17 +88.89 +85.56 +45.56 +63.33 +55 +43.33 +107.78 +64.72 +50.83 +47.78 +51.67 +66.67 +85 +68.33 +90.83 +83.33 +82.22 +55.83 +45.56 +65.28 +72.22 +102.22 +48.89 +65.56 +57.78 +95 +99.17 +36.11 +49.44 +28.06 +47.78 +78.89 +46.67 +35.83 +60.56 +58.33 +101.11 +88.89 +94.44 +67.22 +63.89 +108.89 +66.67 +90 +87.22 +83.06 +75.56 +50 +102.78 +80 +65.28 +78.89 +61.39 diff --git a/pmml-bigml/src/test/resources/csv/ModelIris.csv b/pmml-bigml/src/test/resources/csv/ModelIris.csv new file mode 100644 index 00000000..bef24d31 --- /dev/null +++ b/pmml-bigml/src/test/resources/csv/ModelIris.csv @@ -0,0 +1,151 @@ +Species +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +setosa +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor +versicolor 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a/pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml b/pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml new file mode 100644 index 00000000..afc96e41 --- /dev/null +++ b/pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml @@ -0,0 +1,75 @@ + + +
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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/pmml-evaluator/src/main/java/org/jpmml/evaluator/general_regression/GeneralRegressionModelEvaluator.java b/pmml-evaluator/src/main/java/org/jpmml/evaluator/general_regression/GeneralRegressionModelEvaluator.java index 632f0464..454dc18d 100644 --- a/pmml-evaluator/src/main/java/org/jpmml/evaluator/general_regression/GeneralRegressionModelEvaluator.java +++ b/pmml-evaluator/src/main/java/org/jpmml/evaluator/general_regression/GeneralRegressionModelEvaluator.java @@ -1376,4 +1376,4 @@ public Map> load(GeneralRegressionModel generalRegressionMod return Collections.unmodifiableMap(parseParamMatrix(generalRegressionModel)); } }); -} \ No newline at end of file +} From 67424064e6fe1ecf9d42471a264d25735367e37e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Merc=C3=A8=20Mart=C3=ADn=20Prats?= Date: Wed, 23 May 2018 12:48:16 +0200 Subject: [PATCH 3/4] Changing the PMML models syntax for tests --- .../org/jpmml/bigml/ClassificationTest.java | 3 +- .../java/org/jpmml/bigml/ClusteringTest.java | 3 +- .../test/resources/pmml/ClusterDiabetes.pmml | 272 ++++++++- .../pmml/LogisticregressionIris.pmml | 135 ++++- .../src/test/resources/pmml/ModelAudit.pmml | 536 ++++++++++++------ .../src/test/resources/pmml/ModelGrades.pmml | 422 ++++++++------ .../src/test/resources/pmml/ModelIris.pmml | 127 ++++- 7 files changed, 1085 insertions(+), 413 deletions(-) diff --git a/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java b/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java index 3bf1eee5..a93f670d 100644 --- a/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java +++ b/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java @@ -42,7 +42,6 @@ public void evaluateDecisionTreeAudit() throws Exception { @Test public void evaluateLogisticRegressionIris() throws Exception { evaluate("Logisticregression", "Iris"); - } - */ + }*/ } diff --git a/pmml-bigml/src/test/java/org/jpmml/bigml/ClusteringTest.java b/pmml-bigml/src/test/java/org/jpmml/bigml/ClusteringTest.java index 0707d7d7..cae4ea56 100644 --- a/pmml-bigml/src/test/java/org/jpmml/bigml/ClusteringTest.java +++ b/pmml-bigml/src/test/java/org/jpmml/bigml/ClusteringTest.java @@ -28,10 +28,9 @@ public ClusteringTest(){ super(new PMMLEquivalence(1e-13, 1e-13)); } - /* @Test public void evaluateClusteringDiabetes() throws Exception { evaluate("Cluster", "Diabetes"); } - */ + } diff --git a/pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml b/pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml index afc96e41..deeb56da 100644 --- a/pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml +++ b/pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml @@ -1,6 +1,8 @@ -
+
+ +
@@ -27,32 +29,260 @@ - + - - - - - - - - + + + + + + + + + + + + + + + + + 111 135 103 75 68 57 50 45 38 28 24 11 9 10 2 1 1 + 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 17 + + + + + + + + + + + + + + + + + + + + + + + + + + 5 0 0 0 1 3 7 25 63 93 117 94 102 61 54 41 31 25 28 18 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 35 0 0 0 1 0 2 1 5 7 35 35 115 82 153 92 93 52 36 8 6 5 4 0 1 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 227 0 0 2 2 11 18 20 20 38 23 38 28 39 37 46 51 23 30 25 31 17 11 12 7 4 2 2 1 3 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 379 12 43 45 39 40 37 32 25 27 17 11 7 9 7 4 8 1 3 2 2 0 1 3 5 1 0 3 1 0 1 3 + + + + + + + + + + + + + + + + + + + + 11 0 0 13 93 179 224 150 62 27 5 3 0 1 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 84 102 157 95 77 65 53 38 31 19 9 13 9 5 3 0 2 2 1 0 0 1 1 1 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 63 110 94 65 64 45 33 24 35 28 35 31 23 19 10 16 13 10 8 10 7 8 4 7 3 1 1 0 0 0 1 + + + - - - - - - - - - - 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 - + + + + + + + + 2.37144 145.81589 73.66731 33.87562 229.45258 37.31327 453.59908 29.92357 diff --git a/pmml-bigml/src/test/resources/pmml/LogisticregressionIris.pmml b/pmml-bigml/src/test/resources/pmml/LogisticregressionIris.pmml index 607b314e..bf2191ad 100644 --- a/pmml-bigml/src/test/resources/pmml/LogisticregressionIris.pmml +++ b/pmml-bigml/src/test/resources/pmml/LogisticregressionIris.pmml @@ -1,18 +1,29 @@ - -
+ +
+ +
- - - - - + + + + + + + + + + + + + + - + @@ -20,11 +31,85 @@ - - - - - + + + + + + + + + + + + + + + + + + + + + + + + 1 4 6 11 19 5 13 14 10 12 13 12 10 7 2 4 1 5 1 + + + + + + + 1 3 4 3 8 5 9 14 10 26 11 13 6 12 6 4 3 6 2 1 1 1 1 + 2 2.2 2.3 2.4 2.5 2.6 2.7 2.8 2.9 3 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4 4.1 4.2 4.4 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 2 9 26 11 2 0 0 0 0 0 1 2 2 2 4 8 6 12 8 9 12 4 5 9 5 5 1 1 3 1 + + + + + + + 5 29 7 7 1 1 7 3 5 13 8 12 4 2 12 5 6 6 3 8 3 3 + 0.1 0.2 0.3 0.4 0.5 0.6 1 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 1.9 2 2.1 2.2 2.3 2.4 2.5 + + + @@ -47,20 +132,20 @@ - - - - + + + + - - - - + + + + - - - - + + + + diff --git a/pmml-bigml/src/test/resources/pmml/ModelAudit.pmml b/pmml-bigml/src/test/resources/pmml/ModelAudit.pmml index e21b8fcc..f5d1fe45 100644 --- a/pmml-bigml/src/test/resources/pmml/ModelAudit.pmml +++ b/pmml-bigml/src/test/resources/pmml/ModelAudit.pmml @@ -1,12 +1,14 @@ -
+
+ +
- + - + @@ -16,7 +18,7 @@ - + @@ -35,7 +37,7 @@ - + @@ -44,7 +46,7 @@ - + @@ -61,21 +63,21 @@ - + - + - + - + - + @@ -110,171 +112,341 @@ - + - + - + - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 81 221 259 254 220 242 198 140 123 63 39 11 5 3 + + + + + + 1382 147 115 74 71 69 1 + Private Consultant PSLocal SelfEmp PSState PSFederal Volunteer + + + + + + 624 412 322 93 79 65 64 54 32 24 23 22 19 15 6 5 + HSgrad College Bachelor Master Vocational Yr11 Associate Yr10 Yr7t8 Yr9 Doctorate Professional Yr5t6 Yr12 Preschool Yr1t4 + + + + + + 858 619 253 62 46 21 + Married Absent Divorced Unmarried Widowed Married-spouse-absent + + + + + + 286 237 222 222 204 203 137 107 90 57 49 39 5 1 + Executive Professional Clerical Repair Sales Service Machinist Transport Cleaner Farming Support Protective Home Military + + + + + + + + + + + + + + + + + + + + + + + + 151 451 337 203 161 124 82 74 65 61 41 30 24 21 14 5 7 8 + + + + + + 1282 577 + Male Female + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 1780 0 0 0 1 0 1 0 1 3 6 12 2 5 3 7 0 0 9 18 0 2 4 1 3 1 + + + + + + + + + + + + + + + + + + + + + + + + + + 4 9 23 42 83 61 84 133 892 160 175 54 94 10 18 2 7 1 0 7 + + + + + + 1711 43 13 8 7 6 6 6 6 5 5 4 4 4 3 3 3 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 + UnitedStates Mexico Philippines Vietnam India China Germany Guatemala Ireland England Jamaica Malaysia Nicaragua Taiwan Indonesia Iran Singapore Columbia Cuba Ecuador Italy Japan Poland Portugal Canada Fiji Greece Hong Hungary NewZealand Scotland Yugoslavia + + + + + + + + + + + + + + + + + + + + + + + + 6 1603 149 46 40 2 3 0 0 0 0 0 0 0 0 0 1 9 + + + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + @@ -282,28 +454,28 @@ - + - + - + - + - + - + @@ -312,240 +484,240 @@ - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + @@ -555,43 +727,43 @@ - + - + - + - + - + - + - + - + - + @@ -599,53 +771,53 @@ - + - + - + - + - + - + - + - + - + - + - + @@ -655,183 +827,183 @@ - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + @@ -840,7 +1012,7 @@ - + diff --git a/pmml-bigml/src/test/resources/pmml/ModelGrades.pmml b/pmml-bigml/src/test/resources/pmml/ModelGrades.pmml index 1c48ee04..27bf99b1 100644 --- a/pmml-bigml/src/test/resources/pmml/ModelGrades.pmml +++ b/pmml-bigml/src/test/resources/pmml/ModelGrades.pmml @@ -1,172 +1,278 @@ -
+
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+
+ +
@@ -21,88 +23,167 @@ - + - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 1 4 6 11 19 5 13 14 10 12 13 12 10 7 2 4 1 5 1 + + + + + + + 1 3 4 3 8 5 9 14 10 26 11 13 6 12 6 4 3 6 2 1 1 1 1 + 2 2.2 2.3 2.4 2.5 2.6 2.7 2.8 2.9 3 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4 4.1 4.2 4.4 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 2 9 26 11 2 0 0 0 0 0 1 2 2 2 4 8 6 12 8 9 12 4 5 9 5 5 1 1 3 1 + + + + + + + 5 29 7 7 1 1 7 3 5 13 8 12 4 2 12 5 6 6 3 8 3 3 + 0.1 0.2 0.3 0.4 0.5 0.6 1 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 1.9 2 2.1 2.2 2.3 2.4 2.5 + + + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + - + From 00a440637a13aa97409c22768daf073d34adb5fa Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Merc=C3=A8=20Mart=C3=ADn=20Prats?= Date: Mon, 4 Jun 2018 18:31:58 +0200 Subject: [PATCH 4/4] New tests and formats for PMML decision trees and clusters --- .../org/jpmml/bigml/ClassificationTest.java | 6 - .../resources/csv/LogisticregressionIris.csv | 151 ------------------ .../test/resources/pmml/ClusterDiabetes.pmml | 2 +- .../pmml/LogisticregressionIris.pmml | 151 ------------------ .../src/test/resources/pmml/ModelAudit.pmml | 28 ++-- .../src/test/resources/pmml/ModelGrades.pmml | 16 +- .../src/test/resources/pmml/ModelIris.pmml | 4 +- 7 files changed, 25 insertions(+), 333 deletions(-) delete mode 100644 pmml-bigml/src/test/resources/csv/LogisticregressionIris.csv delete mode 100644 pmml-bigml/src/test/resources/pmml/LogisticregressionIris.pmml diff --git a/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java b/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java index a93f670d..75312e08 100644 --- a/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java +++ b/pmml-bigml/src/test/java/org/jpmml/bigml/ClassificationTest.java @@ -38,10 +38,4 @@ public void evaluateDecisionTreeAudit() throws Exception { evaluate("Model", "Audit"); } - /* - @Test - public void evaluateLogisticRegressionIris() throws Exception { - evaluate("Logisticregression", "Iris"); - }*/ - } diff --git a/pmml-bigml/src/test/resources/csv/LogisticregressionIris.csv b/pmml-bigml/src/test/resources/csv/LogisticregressionIris.csv deleted file mode 100644 index 914a26ec..00000000 --- a/pmml-bigml/src/test/resources/csv/LogisticregressionIris.csv +++ /dev/null @@ -1,151 +0,0 @@ -Species -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -setosa -versicolor -virginica -virginica -versicolor -versicolor -versicolor -virginica -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -virginica -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -virginica -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -virginica -virginica -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -versicolor -virginica -virginica -virginica -virginica -virginica -virginica -versicolor -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -versicolor -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -versicolor -versicolor -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica -virginica diff --git a/pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml b/pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml index deeb56da..5f9f60e8 100644 --- a/pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml +++ b/pmml-bigml/src/test/resources/pmml/ClusterDiabetes.pmml @@ -1,6 +1,6 @@ -
+
diff --git a/pmml-bigml/src/test/resources/pmml/LogisticregressionIris.pmml b/pmml-bigml/src/test/resources/pmml/LogisticregressionIris.pmml deleted file mode 100644 index bf2191ad..00000000 --- a/pmml-bigml/src/test/resources/pmml/LogisticregressionIris.pmml +++ /dev/null @@ -1,151 +0,0 @@ - - -
- -
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 1 4 6 11 19 5 13 14 10 12 13 12 10 7 2 4 1 5 1 - - - - - - - 1 3 4 3 8 5 9 14 10 26 11 13 6 12 6 4 3 6 2 1 1 1 1 - 2 2.2 2.3 2.4 2.5 2.6 2.7 2.8 2.9 3 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4 4.1 4.2 4.4 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 2 9 26 11 2 0 0 0 0 0 1 2 2 2 4 8 6 12 8 9 12 4 5 9 5 5 1 1 3 1 - - - - - - - 5 29 7 7 1 1 7 3 5 13 8 12 4 2 12 5 6 6 3 8 3 3 - 0.1 0.2 0.3 0.4 0.5 0.6 1 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 1.9 2 2.1 2.2 2.3 2.4 2.5 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff --git a/pmml-bigml/src/test/resources/pmml/ModelAudit.pmml b/pmml-bigml/src/test/resources/pmml/ModelAudit.pmml index f5d1fe45..ab857681 100644 --- a/pmml-bigml/src/test/resources/pmml/ModelAudit.pmml +++ b/pmml-bigml/src/test/resources/pmml/ModelAudit.pmml @@ -1,14 +1,14 @@ -
+
- + - + @@ -18,7 +18,7 @@ - + @@ -37,7 +37,7 @@ - + @@ -46,7 +46,7 @@ - + @@ -63,21 +63,21 @@ - + - + - + - + - + @@ -112,15 +112,15 @@ - + - + - + diff --git a/pmml-bigml/src/test/resources/pmml/ModelGrades.pmml b/pmml-bigml/src/test/resources/pmml/ModelGrades.pmml index 27bf99b1..8ac09f1f 100644 --- a/pmml-bigml/src/test/resources/pmml/ModelGrades.pmml +++ b/pmml-bigml/src/test/resources/pmml/ModelGrades.pmml @@ -1,29 +1,29 @@ -
+
- + - + - + - + - + - + - + diff --git a/pmml-bigml/src/test/resources/pmml/ModelIris.pmml b/pmml-bigml/src/test/resources/pmml/ModelIris.pmml index ecd8d552..1ed3e562 100644 --- a/pmml-bigml/src/test/resources/pmml/ModelIris.pmml +++ b/pmml-bigml/src/test/resources/pmml/ModelIris.pmml @@ -1,6 +1,6 @@ -
+
@@ -23,7 +23,7 @@ - +