?? vote.arff
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% 1. Title: 1984 United States Congressional Voting Records Database% % 2. Source Information:% (a) Source: Congressional Quarterly Almanac, 98th Congress, % 2nd session 1984, Volume XL: Congressional Quarterly Inc. % Washington, D.C., 1985.% (b) Donor: Jeff Schlimmer (Jeffrey.Schlimmer@a.gp.cs.cmu.edu)% (c) Date: 27 April 1987 % % 3. Past Usage% - Publications% 1. Schlimmer, J. C. (1987). Concept acquisition through % representational adjustment. Doctoral dissertation, Department of % Information and Computer Science, University of California, Irvine, CA.% -- Results: about 90%-95% accuracy appears to be STAGGER's asymptote% - Predicted attribute: party affiliation (2 classes)% % 4. Relevant Information:% This data set includes votes for each of the U.S. House of% Representatives Congressmen on the 16 key votes identified by the% CQA. The CQA lists nine different types of votes: voted for, paired% for, and announced for (these three simplified to yea), voted% against, paired against, and announced against (these three% simplified to nay), voted present, voted present to avoid conflict% of interest, and did not vote or otherwise make a position known% (these three simplified to an unknown disposition).% % 5. Number of Instances: 435 (267 democrats, 168 republicans)% % 6. Number of Attributes: 16 + class name = 17 (all Boolean valued)% % 7. Attribute Information:% 1. Class Name: 2 (democrat, republican)% 2. handicapped-infants: 2 (y,n)% 3. water-project-cost-sharing: 2 (y,n)% 4. adoption-of-the-budget-resolution: 2 (y,n)% 5. physician-fee-freeze: 2 (y,n)% 6. el-salvador-aid: 2 (y,n)% 7. religious-groups-in-schools: 2 (y,n)% 8. anti-satellite-test-ban: 2 (y,n)% 9. aid-to-nicaraguan-contras: 2 (y,n)% 10. mx-missile: 2 (y,n)% 11. immigration: 2 (y,n)% 12. synfuels-corporation-cutback: 2 (y,n)% 13. education-spending: 2 (y,n)% 14. superfund-right-to-sue: 2 (y,n)% 15. crime: 2 (y,n)% 16. duty-free-exports: 2 (y,n)% 17. export-administration-act-south-africa: 2 (y,n)% % 8. Missing Attribute Values: Denoted by "?"% % NOTE: It is important to recognize that "?" in this database does % not mean that the value of the attribute is unknown. It % means simply, that the value is not "yea" or "nay" (see % "Relevant Information" section above).% % Attribute: #Missing Values:% 1: 0% 2: 0% 3: 12% 4: 48% 5: 11% 6: 11% 7: 15% 8: 11% 9: 14% 10: 15% 11: 22% 12: 7% 13: 21% 14: 31% 15: 25% 16: 17% 17: 28% % 9. Class Distribution: (2 classes)% 1. 45.2 percent are democrat% 2. 54.8 percent are republican% % Class predictiveness and predictability: Pr(C|A=V) and Pr(A=V|C)% Attribute 1: (A = handicapped-infants)% 0.91; 1.21 (C=democrat; V=y)% 0.09; 0.10 (C=republican; V=y)% 0.43; 0.38 (C=democrat; V=n)% 0.57; 0.41 (C=republican; V=n)% 0.75; 0.03 (C=democrat; V=?)% 0.25; 0.01 (C=republican; V=?)% Attribute 2: (A = water-project-cost-sharing)% 0.62; 0.45 (C=democrat; V=y)% 0.38; 0.23 (C=republican; V=y)% 0.62; 0.45 (C=democrat; V=n)% 0.38; 0.23 (C=republican; V=n)% 0.58; 0.10 (C=democrat; V=?)% 0.42; 0.06 (C=republican; V=?)% Attribute 3: (A = adoption-of-the-budget-resolution)% 0.91; 0.87 (C=democrat; V=y)% 0.09; 0.07 (C=republican; V=y)% 0.17; 0.11 (C=democrat; V=n)% 0.83; 0.44 (C=republican; V=n)% 0.64; 0.03 (C=democrat; V=?)% 0.36; 0.01 (C=republican; V=?)% Attribute 4: (A = physician-fee-freeze)% 0.08; 0.05 (C=democrat; V=y)% 0.92; 0.50 (C=republican; V=y)% 0.99; 0.92 (C=democrat; V=n)% 0.01; 0.01 (C=republican; V=n)% 0.73; 0.03 (C=democrat; V=?)% 0.27; 0.01 (C=republican; V=?)% Attribute 5: (A = el-salvador-aid)% 0.26; 0.21 (C=democrat; V=y)% 0.74; 0.48 (C=republican; V=y)% 0.96; 0.75 (C=democrat; V=n)% 0.04; 0.02 (C=republican; V=n)% 0.80; 0.04 (C=democrat; V=?)% 0.20; 0.01 (C=republican; V=?)% Attribute 6: (A = religious-groups-in-schools)% 0.45; 0.46 (C=democrat; V=y)% 0.55; 0.46 (C=republican; V=y)% 0.89; 0.51 (C=democrat; V=n)% 0.11; 0.05 (C=republican; V=n)% 0.82; 0.03 (C=democrat; V=?)% 0.18; 0.01 (C=republican; V=?)% Attribute 7: (A = anti-satellite-test-ban)% 0.84; 0.75 (C=democrat; V=y)% 0.16; 0.12 (C=republican; V=y)% 0.32; 0.22 (C=democrat; V=n)% 0.68; 0.38 (C=republican; V=n)% 0.57; 0.03 (C=democrat; V=?)% 0.43; 0.02 (C=republican; V=?)% Attribute 8: (A = aid-to-nicaraguan-contras)% 0.90; 0.82 (C=democrat; V=y)% 0.10; 0.07 (C=republican; V=y)% 0.25; 0.17 (C=democrat; V=n)% 0.75; 0.41 (C=republican; V=n)% 0.27; 0.01 (C=democrat; V=?)% 0.73; 0.03 (C=republican; V=?)% Attribute 9: (A = mx-missile)% 0.91; 0.70 (C=democrat; V=y)% 0.09; 0.06 (C=republican; V=y)% 0.29; 0.22 (C=democrat; V=n)% 0.71; 0.45 (C=republican; V=n)% 0.86; 0.07 (C=democrat; V=?)% 0.14; 0.01 (C=republican; V=?)% Attribute 10: (A = immigration)% 0.57; 0.46 (C=democrat; V=y)% 0.43; 0.28 (C=republican; V=y)% 0.66; 0.52 (C=democrat; V=n)% 0.34; 0.23 (C=republican; V=n)% 0.57; 0.01 (C=democrat; V=?)% 0.43; 0.01 (C=republican; V=?)% Attribute 11: (A = synfuels-corporation-cutback)% 0.86; 0.48 (C=democrat; V=y)% 0.14; 0.06 (C=republican; V=y)% 0.48; 0.47 (C=democrat; V=n)% 0.52; 0.43 (C=republican; V=n)% 0.57; 0.04 (C=democrat; V=?)% 0.43; 0.03 (C=republican; V=?)% Attribute 12: (A = education-spending)% 0.21; 0.13 (C=democrat; V=y)% 0.79; 0.42 (C=republican; V=y)% 0.91; 0.80 (C=democrat; V=n)% 0.09; 0.06 (C=republican; V=n)% 0.58; 0.07 (C=democrat; V=?)% 0.42; 0.04 (C=republican; V=?)% Attribute 13: (A = superfund-right-to-sue)% 0.35; 0.27 (C=democrat; V=y)% 0.65; 0.42 (C=republican; V=y)% 0.89; 0.67 (C=democrat; V=n)% 0.11; 0.07 (C=republican; V=n)% 0.60; 0.06 (C=democrat; V=?)% 0.40; 0.03 (C=republican; V=?)% Attribute 14: (A = crime)% 0.36; 0.34 (C=democrat; V=y)% 0.64; 0.49 (C=republican; V=y)% 0.98; 0.63 (C=democrat; V=n)% 0.02; 0.01 (C=republican; V=n)% 0.59; 0.04 (C=democrat; V=?)% 0.41; 0.02 (C=republican; V=?)% Attribute 15: (A = duty-free-exports)% 0.92; 0.60 (C=democrat; V=y)% 0.08; 0.04 (C=republican; V=y)% 0.39; 0.34 (C=democrat; V=n)% 0.61; 0.44 (C=republican; V=n)% 0.57; 0.06 (C=democrat; V=?)% 0.43; 0.04 (C=republican; V=?)% Attribute 16: (A = export-administration-act-south-africa)% 0.64; 0.65 (C=democrat; V=y)% 0.36; 0.30 (C=republican; V=y)% 0.19; 0.04 (C=democrat; V=n)% 0.81; 0.15 (C=republican; V=n)% 0.79; 0.31 (C=democrat; V=?)% 0.21; 0.07 (C=republican; V=?)% @relation vote@attribute 'handicapped-infants' { 'n', 'y'}@attribute 'water-project-cost-sharing' { 'n', 'y'}@attribute 'adoption-of-the-budget-resolution' { 'n', 'y'}@attribute 'physician-fee-freeze' { 'n', 'y'}@attribute 'el-salvador-aid' { 'n', 'y'}@attribute 'religious-groups-in-schools' { 'n', 'y'}@attribute 'anti-satellite-test-ban' { 'n', 'y'}@attribute 'aid-to-nicaraguan-contras' { 'n', 'y'}@attribute 'mx-missile' { 'n', 'y'}@attribute 'immigration' { 'n', 'y'}@attribute 'synfuels-corporation-cutback' { 'n', 'y'}@attribute 'education-spending' { 'n', 'y'}@attribute 'superfund-right-to-sue' { 'n', 'y'}@attribute 'crime' { 'n', 'y'}@attribute 'duty-free-exports' { 'n', 'y'}@attribute 'export-administration-act-south-africa' { 'n', 'y'}@attribute 'Class' { 'democrat', 'republican'}@data'n','y','n','y','y','y','n','n','n','y',?,'y','y','y','n','y','republican''n','y','n','y','y','y','n','n','n','n','n','y','y','y','n',?,'republican'?,'y','y',?,'y','y','n','n','n','n','y','n','y','y','n','n','democrat''n','y','y','n',?,'y','n','n','n','n','y','n','y','n','n','y','democrat''y','y','y','n','y','y','n','n','n','n','y',?,'y','y','y','y','democrat'
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