% % % Irish Educational Transitions Data % % Below are shown data on educational transitions for a sample of 500 % Irish schoolchildren aged 11 in 1967. The data were collected by % Greaney and Kelleghan (1984), and reanalyzed by Raftery and Hout (1985, 1993). % % The data were also used, in a simplified form, as an example to illustrate % Bayesian model selection methods by Raftery (1988) and Kass and Raftery (1993). % In that simplified form, primary terminal leavers and cases with any missing % data were removed, leaving 441 cases. The Leaving Certificate variable % was used as the dependent variable in a logistic regression analysis. % % The variables shown are as follows: % % 1. Sex: 1=male; 2=female. % % 2. DVRT (Drumcondra Verbal Reasoning Test Score). % % 3. Educational level attained: % 1 Primary terminal leaver % 2 Junior cycle incomplete: vocational school % 3 Junior cycle incomplete: secondary school % 4 Junior cycle terminal leaver: vocational school % 5 Junior cycle terminal leaver: secondary school % 6 Senior cycle incomplete: vocational school % 7 Senior cycle incomplete: secondary school % 8 Senior cycle terminal leaver: vocational school % 9 Senior cycle terminal leaver: secondary school % 10 3rd level incomplete % 11 3rd level complete % % 4. Leaving Certificate. 1 if Leaving Certificate not taken; 2 if taken. % % 5. Prestige score for father's occupation % (calculated by Raftery and Hout, 1985). 0 if missing. % % 6. Type of school: 1=secondary; 2=vocational; 9=primary terminal leaver. % % REFERENCES % % Greaney, V. and Kelleghan, T. (1984). Equality of Opportunity in Irish % Schools. Dublin: Educational Company. % % Kass, R.E. and Raftery, A.E. (1993). Bayes factors and model uncertainty. % Technical Report no. 254, Department of Statistics, University of Washington. % Revised version to appear in Journal of the American Statistical % Association. % % Raftery, A.E. (1988). Approximate Bayes factors for generalized linear models. % Technical Report no. 121, Department of Statistics, University of Washington. % % Raftery, A.E. and Hout, M. (1985). Does Irish education approach the % meritocratic ideal? A logistic analysis. % Economic and Social Review, 16, 115-140. % % Raftery, A.E. and Hout, M. (1993). Maximally maintained inequality: % Expansion, reform and opportunity in Irish schools. % Sociology of Education, 66, 41-62. % % % OWNERSHIP STATEMENT % % This data belongs to Vincent Greaney and Thomas Kelleghan, % Educational Research Centre, St. Patrick's College, Drumcondra, % Dublin 9, Ireland, who retain the copyright. % % In the form given here, it may be used solely as an example for research % on the development of statistical methods. For any other use of the data, % permission must be obtained from the owners. Subject to this statement, % permission is hereby given to StatLib to distribute this data freely. % % Submitted by Adrian Raftery (raftery@stat.washington.edu). % % Copyright 1984 Vincent Greaney and Thomas Kelleghan. % % % % % Information about the dataset % CLASSTYPE: nominal % CLASSINDEX: 4 % @relation irish @attribute Sex {female,male} @attribute DVRT numeric @attribute Educational_level {3rd_level_complete,3rd_level_incomplete,Junior_cycle_incomplete-secondary_school,Junior_cycle_incomplete-vocational_school,Junior_cycle_terminal_leaver-secondary_school,Junior_cycle_terminal_leaver-vocational_school,Primary_terminal_leaver,Senior_cycle_incomplete-secondary_school,Senior_cycle_incomplete-vocational_school,Senior_cycle_terminal_leaver-secondary_school} @attribute Leaving_Certificate {not_taken,taken} @attribute Prestige_score numeric @attribute Type_school {primary_terminal_leaver,secondary,vocational} @data male,113,Junior_cycle_incomplete-secondary_school,not_taken,28.0,secondary male,101,Primary_terminal_leaver,not_taken,28.0,primary_terminal_leaver male,110,Senior_cycle_terminal_leaver-secondary_school,taken,69.0,secondary male,121,Junior_cycle_terminal_leaver-secondary_school,not_taken,57.0,secondary male,82,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational male,85,Junior_cycle_terminal_leaver-vocational_school,not_taken,28.0,vocational male,84,Primary_terminal_leaver,not_taken,nan,primary_terminal_leaver male,98,Junior_cycle_incomplete-vocational_school,not_taken,43.0,vocational male,92,Junior_cycle_terminal_leaver-vocational_school,not_taken,33.0,vocational male,90,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver male,88,Junior_cycle_terminal_leaver-vocational_school,not_taken,28.0,vocational male,84,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational male,114,3rd_level_complete,taken,18.0,secondary male,70,Junior_cycle_terminal_leaver-vocational_school,not_taken,57.0,vocational male,109,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary male,83,Junior_cycle_terminal_leaver-vocational_school,not_taken,43.0,vocational male,108,Junior_cycle_terminal_leaver-vocational_school,not_taken,69.0,vocational male,95,Junior_cycle_incomplete-secondary_school,not_taken,43.0,secondary male,90,Junior_cycle_terminal_leaver-vocational_school,not_taken,28.0,vocational male,107,Senior_cycle_terminal_leaver-secondary_school,taken,28.0,secondary male,86,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver male,70,Junior_cycle_incomplete-vocational_school,not_taken,43.0,vocational male,114,Senior_cycle_terminal_leaver-secondary_school,taken,nan,secondary male,117,Senior_cycle_terminal_leaver-secondary_school,taken,42.0,secondary male,112,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary male,88,3rd_level_complete,taken,nan,secondary male,106,3rd_level_complete,taken,42.0,secondary male,125,3rd_level_complete,taken,28.0,secondary male,94,Senior_cycle_terminal_leaver-secondary_school,taken,nan,secondary male,103,Junior_cycle_terminal_leaver-secondary_school,not_taken,nan,secondary male,123,Senior_cycle_terminal_leaver-secondary_school,taken,46.0,secondary male,100,Junior_cycle_terminal_leaver-vocational_school,not_taken,35.0,vocational male,90,Junior_cycle_incomplete-secondary_school,not_taken,27.0,secondary male,70,Junior_cycle_terminal_leaver-vocational_school,not_taken,51.0,vocational male,90,Junior_cycle_incomplete-secondary_school,not_taken,46.0,secondary male,99,Junior_cycle_incomplete-secondary_school,not_taken,nan,secondary male,123,Junior_cycle_incomplete-secondary_school,not_taken,43.0,secondary male,127,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary male,124,Senior_cycle_terminal_leaver-secondary_school,taken,62.0,secondary male,110,Senior_cycle_incomplete-vocational_school,not_taken,27.0,vocational male,94,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary male,112,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary male,123,Senior_cycle_terminal_leaver-secondary_school,taken,35.0,secondary male,70,Junior_cycle_incomplete-secondary_school,not_taken,18.0,secondary male,102,Junior_cycle_terminal_leaver-vocational_school,not_taken,43.0,vocational male,126,3rd_level_complete,taken,27.0,secondary male,121,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary male,100,Junior_cycle_incomplete-vocational_school,not_taken,43.0,vocational male,85,Junior_cycle_incomplete-vocational_school,not_taken,31.0,vocational male,86,Junior_cycle_terminal_leaver-vocational_school,not_taken,31.0,vocational male,101,Junior_cycle_incomplete-vocational_school,not_taken,28.0,vocational male,91,Junior_cycle_terminal_leaver-secondary_school,not_taken,40.0,secondary male,113,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary male,103,Junior_cycle_terminal_leaver-vocational_school,not_taken,33.0,vocational male,117,Senior_cycle_incomplete-secondary_school,not_taken,18.0,secondary male,72,Junior_cycle_incomplete-vocational_school,not_taken,43.0,vocational male,70,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver male,112,Junior_cycle_incomplete-secondary_school,not_taken,18.0,secondary male,65,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver male,97,Junior_cycle_terminal_leaver-secondary_school,not_taken,35.0,secondary male,100,Junior_cycle_terminal_leaver-vocational_school,not_taken,43.0,vocational male,99,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational male,91,Junior_cycle_incomplete-vocational_school,not_taken,28.0,vocational male,107,nan,not_taken,43.0,secondary male,94,Junior_cycle_incomplete-vocational_school,not_taken,43.0,vocational male,104,Junior_cycle_terminal_leaver-secondary_school,not_taken,36.0,secondary male,117,Senior_cycle_terminal_leaver-secondary_school,taken,nan,secondary male,104,Junior_cycle_terminal_leaver-secondary_school,not_taken,43.0,secondary male,115,nan,not_taken,66.0,secondary female,123,Senior_cycle_incomplete-secondary_school,not_taken,35.0,secondary female,103,Junior_cycle_terminal_leaver-secondary_school,not_taken,43.0,secondary female,109,Junior_cycle_terminal_leaver-vocational_school,not_taken,43.0,vocational female,99,Junior_cycle_terminal_leaver-secondary_school,not_taken,61.0,secondary female,100,3rd_level_complete,taken,47.0,secondary female,100,Junior_cycle_terminal_leaver-secondary_school,not_taken,62.0,secondary female,107,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary female,70,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver female,91,Junior_cycle_terminal_leaver-secondary_school,not_taken,30.0,secondary female,117,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary female,115,Senior_cycle_terminal_leaver-secondary_school,taken,57.0,secondary female,93,Junior_cycle_terminal_leaver-secondary_school,not_taken,43.0,secondary female,103,Senior_cycle_terminal_leaver-secondary_school,taken,30.0,secondary female,99,Junior_cycle_terminal_leaver-secondary_school,not_taken,57.0,secondary female,115,Junior_cycle_incomplete-secondary_school,not_taken,36.0,secondary female,104,Senior_cycle_terminal_leaver-secondary_school,taken,38.0,secondary female,116,Junior_cycle_terminal_leaver-secondary_school,not_taken,47.0,secondary female,94,Junior_cycle_incomplete-secondary_school,not_taken,51.0,secondary female,114,3rd_level_complete,taken,43.0,secondary female,113,Junior_cycle_terminal_leaver-secondary_school,not_taken,18.0,secondary female,106,Junior_cycle_incomplete-vocational_school,not_taken,nan,vocational female,119,Senior_cycle_terminal_leaver-secondary_school,taken,57.0,secondary female,114,Senior_cycle_terminal_leaver-secondary_school,taken,48.0,secondary female,108,Senior_cycle_terminal_leaver-secondary_school,taken,27.0,secondary female,97,Junior_cycle_incomplete-secondary_school,not_taken,46.0,secondary female,83,Primary_terminal_leaver,not_taken,28.0,primary_terminal_leaver female,103,Junior_cycle_terminal_leaver-secondary_school,not_taken,43.0,secondary female,104,Junior_cycle_terminal_leaver-secondary_school,not_taken,64.0,secondary female,97,Junior_cycle_terminal_leaver-secondary_school,not_taken,18.0,secondary female,109,Junior_cycle_terminal_leaver-secondary_school,not_taken,69.0,secondary female,90,Junior_cycle_terminal_leaver-secondary_school,not_taken,33.0,secondary female,114,Junior_cycle_terminal_leaver-vocational_school,not_taken,28.0,vocational female,99,Junior_cycle_terminal_leaver-secondary_school,not_taken,38.0,secondary female,94,Senior_cycle_terminal_leaver-secondary_school,taken,35.0,secondary female,86,Junior_cycle_terminal_leaver-secondary_school,not_taken,28.0,secondary female,93,Senior_cycle_terminal_leaver-secondary_school,taken,35.0,secondary female,91,Junior_cycle_terminal_leaver-vocational_school,not_taken,28.0,vocational female,109,Senior_cycle_incomplete-secondary_school,not_taken,40.0,secondary female,91,Junior_cycle_terminal_leaver-secondary_school,not_taken,28.0,secondary female,106,Junior_cycle_terminal_leaver-vocational_school,not_taken,28.0,vocational female,109,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary female,111,Junior_cycle_terminal_leaver-secondary_school,not_taken,51.0,secondary female,111,Junior_cycle_terminal_leaver-secondary_school,not_taken,nan,secondary female,106,Junior_cycle_terminal_leaver-vocational_school,not_taken,nan,vocational female,86,Junior_cycle_terminal_leaver-vocational_school,not_taken,40.0,vocational female,107,Junior_cycle_incomplete-secondary_school,not_taken,18.0,secondary female,103,Primary_terminal_leaver,not_taken,28.0,primary_terminal_leaver female,100,Junior_cycle_incomplete-secondary_school,not_taken,18.0,secondary female,101,Junior_cycle_terminal_leaver-secondary_school,not_taken,38.0,secondary female,97,Junior_cycle_incomplete-vocational_school,not_taken,36.0,vocational female,105,Junior_cycle_terminal_leaver-vocational_school,not_taken,46.0,vocational female,98,Junior_cycle_incomplete-vocational_school,not_taken,37.0,vocational female,111,Junior_cycle_terminal_leaver-secondary_school,not_taken,18.0,secondary female,88,Junior_cycle_incomplete-secondary_school,not_taken,57.0,secondary female,123,Junior_cycle_terminal_leaver-secondary_school,not_taken,28.0,secondary female,98,Junior_cycle_terminal_leaver-secondary_school,not_taken,33.0,secondary female,94,Junior_cycle_terminal_leaver-vocational_school,not_taken,43.0,vocational female,109,Junior_cycle_terminal_leaver-secondary_school,not_taken,28.0,secondary female,70,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver female,75,Junior_cycle_incomplete-vocational_school,not_taken,33.0,vocational female,72,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,70,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational female,70,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver female,70,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver female,70,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver female,85,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver female,108,Junior_cycle_terminal_leaver-vocational_school,not_taken,28.0,vocational female,75,Junior_cycle_incomplete-vocational_school,not_taken,28.0,vocational female,104,Senior_cycle_terminal_leaver-secondary_school,taken,nan,secondary female,103,Junior_cycle_terminal_leaver-secondary_school,not_taken,38.0,secondary female,122,3rd_level_complete,taken,38.0,secondary female,110,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary male,107,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary male,104,3rd_level_complete,taken,75.0,secondary male,70,Junior_cycle_terminal_leaver-secondary_school,not_taken,58.0,secondary male,116,nan,not_taken,18.0,secondary male,103,Primary_terminal_leaver,not_taken,43.0,primary_terminal_leaver male,95,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary male,113,Junior_cycle_terminal_leaver-vocational_school,not_taken,nan,vocational male,126,Junior_cycle_incomplete-vocational_school,not_taken,61.0,vocational male,118,Senior_cycle_terminal_leaver-secondary_school,taken,71.0,secondary male,115,Senior_cycle_terminal_leaver-secondary_school,taken,27.0,secondary male,89,Junior_cycle_incomplete-vocational_school,not_taken,43.0,vocational male,113,3rd_level_complete,taken,61.0,secondary male,85,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary male,95,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary male,109,3rd_level_complete,taken,57.0,secondary male,111,Senior_cycle_terminal_leaver-secondary_school,taken,69.0,secondary male,116,Senior_cycle_terminal_leaver-secondary_school,taken,75.0,secondary male,90,Senior_cycle_incomplete-vocational_school,not_taken,43.0,vocational male,90,Junior_cycle_incomplete-vocational_school,not_taken,28.0,vocational male,82,Primary_terminal_leaver,not_taken,31.0,primary_terminal_leaver male,84,nan,not_taken,33.0,secondary male,117,Senior_cycle_incomplete-vocational_school,not_taken,28.0,vocational male,71,Senior_cycle_incomplete-vocational_school,not_taken,40.0,vocational male,104,3rd_level_incomplete,taken,69.0,secondary male,86,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational male,79,Junior_cycle_terminal_leaver-vocational_school,not_taken,46.0,vocational male,80,Junior_cycle_terminal_leaver-vocational_school,not_taken,65.0,vocational male,99,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary male,86,Junior_cycle_incomplete-vocational_school,not_taken,61.0,vocational male,116,3rd_level_complete,taken,18.0,secondary male,124,Senior_cycle_terminal_leaver-secondary_school,taken,65.0,secondary male,98,Primary_terminal_leaver,not_taken,28.0,primary_terminal_leaver male,101,Junior_cycle_terminal_leaver-secondary_school,not_taken,35.0,secondary male,87,Primary_terminal_leaver,not_taken,43.0,primary_terminal_leaver male,97,3rd_level_complete,taken,40.0,secondary male,120,3rd_level_complete,taken,43.0,secondary male,103,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary male,107,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary male,105,Senior_cycle_incomplete-secondary_school,not_taken,57.0,secondary male,99,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,vocational male,103,Senior_cycle_terminal_leaver-secondary_school,taken,28.0,vocational male,101,Junior_cycle_incomplete-secondary_school,not_taken,28.0,secondary female,102,Junior_cycle_terminal_leaver-secondary_school,not_taken,18.0,secondary female,105,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,vocational female,70,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational female,101,3rd_level_complete,taken,43.0,secondary female,90,Senior_cycle_terminal_leaver-secondary_school,taken,42.0,vocational female,85,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary female,104,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,87,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,vocational female,85,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,102,Junior_cycle_terminal_leaver-vocational_school,not_taken,42.0,vocational female,94,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary female,93,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,99,3rd_level_complete,taken,37.0,secondary female,103,Senior_cycle_terminal_leaver-secondary_school,taken,38.0,secondary female,89,Junior_cycle_terminal_leaver-secondary_school,not_taken,18.0,secondary female,77,Primary_terminal_leaver,not_taken,nan,primary_terminal_leaver female,92,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational female,109,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary female,91,Junior_cycle_terminal_leaver-secondary_school,not_taken,18.0,secondary female,109,Senior_cycle_terminal_leaver-secondary_school,taken,58.0,secondary female,105,Junior_cycle_incomplete-secondary_school,not_taken,57.0,secondary female,105,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,90,Junior_cycle_terminal_leaver-secondary_school,not_taken,69.0,secondary female,99,3rd_level_complete,taken,69.0,secondary female,110,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,88,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,101,Senior_cycle_terminal_leaver-secondary_school,taken,66.0,secondary female,91,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational female,78,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,118,3rd_level_complete,taken,65.0,secondary female,100,Primary_terminal_leaver,not_taken,28.0,primary_terminal_leaver female,100,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational female,85,Senior_cycle_terminal_leaver-secondary_school,taken,57.0,secondary female,106,3rd_level_complete,taken,61.0,secondary female,70,Junior_cycle_incomplete-vocational_school,not_taken,nan,vocational female,97,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational female,86,Primary_terminal_leaver,not_taken,nan,primary_terminal_leaver female,92,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational female,102,Primary_terminal_leaver,not_taken,38.0,primary_terminal_leaver female,86,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational female,78,Senior_cycle_terminal_leaver-secondary_school,taken,46.0,secondary female,100,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational male,104,Senior_cycle_terminal_leaver-secondary_school,taken,61.0,secondary male,70,Junior_cycle_terminal_leaver-secondary_school,not_taken,31.0,secondary male,107,Senior_cycle_terminal_leaver-secondary_school,taken,75.0,secondary male,114,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary male,103,Junior_cycle_incomplete-vocational_school,not_taken,31.0,vocational male,115,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary male,106,Senior_cycle_terminal_leaver-secondary_school,taken,57.0,secondary male,114,Senior_cycle_terminal_leaver-secondary_school,taken,61.0,secondary male,90,Senior_cycle_terminal_leaver-secondary_school,taken,58.0,secondary male,103,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary male,92,Junior_cycle_incomplete-secondary_school,not_taken,58.0,secondary male,113,3rd_level_complete,taken,37.0,secondary male,92,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary male,108,3rd_level_complete,taken,37.0,secondary male,96,Junior_cycle_incomplete-secondary_school,not_taken,18.0,secondary male,70,Junior_cycle_incomplete-secondary_school,not_taken,18.0,secondary male,112,Senior_cycle_terminal_leaver-secondary_school,taken,75.0,secondary male,106,Senior_cycle_terminal_leaver-secondary_school,taken,28.0,secondary male,91,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary male,96,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational male,70,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver male,109,Senior_cycle_terminal_leaver-secondary_school,taken,57.0,secondary male,74,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational male,99,Junior_cycle_incomplete-secondary_school,not_taken,43.0,secondary male,107,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary male,90,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary male,78,Junior_cycle_terminal_leaver-vocational_school,not_taken,31.0,vocational male,70,Primary_terminal_leaver,not_taken,37.0,primary_terminal_leaver male,88,Junior_cycle_incomplete-vocational_school,not_taken,58.0,vocational male,93,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational male,88,Junior_cycle_incomplete-vocational_school,not_taken,43.0,vocational male,108,Senior_cycle_terminal_leaver-secondary_school,taken,58.0,secondary male,101,3rd_level_complete,taken,57.0,secondary male,98,Junior_cycle_incomplete-vocational_school,not_taken,28.0,vocational male,103,Senior_cycle_terminal_leaver-secondary_school,taken,35.0,secondary male,73,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary male,109,nan,not_taken,43.0,secondary male,102,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational male,93,Junior_cycle_incomplete-vocational_school,not_taken,37.0,vocational male,93,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational male,101,Senior_cycle_terminal_leaver-secondary_school,taken,61.0,secondary male,100,Senior_cycle_incomplete-vocational_school,not_taken,37.0,vocational male,70,Primary_terminal_leaver,not_taken,31.0,primary_terminal_leaver male,102,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational male,113,Junior_cycle_terminal_leaver-vocational_school,not_taken,28.0,vocational male,91,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary male,109,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary male,80,Primary_terminal_leaver,not_taken,58.0,primary_terminal_leaver male,118,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,vocational male,70,Primary_terminal_leaver,not_taken,58.0,primary_terminal_leaver male,88,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational male,72,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational male,81,Senior_cycle_terminal_leaver-secondary_school,taken,58.0,secondary male,70,Junior_cycle_incomplete-vocational_school,not_taken,37.0,vocational male,97,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational male,87,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary male,99,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational male,81,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver male,84,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational male,90,Junior_cycle_incomplete-vocational_school,not_taken,58.0,vocational male,95,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary male,84,Junior_cycle_incomplete-vocational_school,not_taken,61.0,vocational male,104,Senior_cycle_incomplete-vocational_school,not_taken,40.0,vocational male,105,Junior_cycle_incomplete-vocational_school,not_taken,31.0,vocational male,107,Junior_cycle_incomplete-secondary_school,not_taken,58.0,secondary male,84,Junior_cycle_incomplete-vocational_school,not_taken,40.0,vocational male,108,Junior_cycle_terminal_leaver-vocational_school,not_taken,nan,vocational male,70,Senior_cycle_incomplete-vocational_school,not_taken,18.0,vocational male,99,3rd_level_complete,taken,37.0,secondary male,87,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary male,81,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver male,103,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary male,114,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary male,101,Senior_cycle_terminal_leaver-secondary_school,taken,35.0,secondary male,70,Primary_terminal_leaver,not_taken,58.0,primary_terminal_leaver male,70,Junior_cycle_terminal_leaver-vocational_school,not_taken,nan,vocational male,109,Senior_cycle_terminal_leaver-secondary_school,taken,nan,secondary male,78,Senior_cycle_terminal_leaver-secondary_school,taken,58.0,vocational male,70,Primary_terminal_leaver,not_taken,37.0,primary_terminal_leaver male,70,Junior_cycle_terminal_leaver-vocational_school,not_taken,58.0,vocational male,104,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary male,86,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver male,99,Junior_cycle_terminal_leaver-vocational_school,not_taken,35.0,vocational male,98,Junior_cycle_terminal_leaver-vocational_school,not_taken,58.0,vocational male,118,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational male,76,Junior_cycle_incomplete-vocational_school,not_taken,nan,vocational male,102,Junior_cycle_incomplete-secondary_school,not_taken,18.0,secondary male,106,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational male,108,Junior_cycle_terminal_leaver-vocational_school,not_taken,35.0,vocational male,110,Senior_cycle_incomplete-vocational_school,not_taken,37.0,vocational male,110,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational male,89,Senior_cycle_incomplete-vocational_school,not_taken,28.0,vocational male,83,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational male,96,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary male,113,3rd_level_complete,taken,65.0,secondary male,95,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary male,108,Junior_cycle_terminal_leaver-vocational_school,not_taken,38.0,vocational male,96,Junior_cycle_terminal_leaver-secondary_school,not_taken,28.0,secondary male,79,Senior_cycle_incomplete-secondary_school,not_taken,61.0,secondary female,99,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary female,107,3rd_level_complete,taken,37.0,secondary female,94,Junior_cycle_incomplete-vocational_school,not_taken,37.0,vocational female,88,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary female,82,Junior_cycle_terminal_leaver-secondary_school,not_taken,57.0,secondary female,100,Senior_cycle_terminal_leaver-secondary_school,taken,57.0,secondary female,102,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary female,111,Senior_cycle_terminal_leaver-secondary_school,taken,58.0,secondary female,111,Senior_cycle_terminal_leaver-secondary_school,taken,57.0,secondary female,94,Primary_terminal_leaver,not_taken,58.0,primary_terminal_leaver female,94,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,93,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational female,90,Senior_cycle_terminal_leaver-secondary_school,taken,58.0,secondary female,84,Junior_cycle_terminal_leaver-secondary_school,not_taken,18.0,secondary female,100,Junior_cycle_terminal_leaver-vocational_school,not_taken,27.0,vocational female,106,Senior_cycle_terminal_leaver-secondary_school,taken,51.0,secondary female,114,3rd_level_incomplete,taken,57.0,secondary female,101,Senior_cycle_terminal_leaver-secondary_school,taken,nan,secondary female,115,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary female,108,Senior_cycle_terminal_leaver-secondary_school,taken,58.0,secondary female,117,3rd_level_complete,taken,51.0,secondary female,110,Junior_cycle_terminal_leaver-secondary_school,not_taken,28.0,secondary female,93,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary female,114,3rd_level_complete,taken,nan,secondary female,72,Primary_terminal_leaver,not_taken,nan,primary_terminal_leaver female,116,Senior_cycle_terminal_leaver-secondary_school,taken,nan,secondary female,117,3rd_level_complete,taken,37.0,secondary female,102,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary female,84,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,94,Junior_cycle_incomplete-secondary_school,not_taken,28.0,secondary female,81,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,101,Junior_cycle_terminal_leaver-secondary_school,not_taken,18.0,secondary female,91,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,93,Senior_cycle_terminal_leaver-secondary_school,taken,38.0,secondary female,116,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,90,Senior_cycle_terminal_leaver-secondary_school,taken,57.0,secondary female,115,Senior_cycle_terminal_leaver-secondary_school,taken,35.0,secondary female,89,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver female,108,3rd_level_complete,taken,37.0,secondary female,100,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,86,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational female,84,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary female,90,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational female,103,3rd_level_complete,taken,28.0,secondary female,100,Senior_cycle_terminal_leaver-secondary_school,taken,57.0,secondary female,102,Senior_cycle_terminal_leaver-secondary_school,taken,43.0,secondary female,82,Junior_cycle_terminal_leaver-secondary_school,not_taken,35.0,secondary female,83,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary female,113,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,117,3rd_level_complete,taken,57.0,secondary female,111,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,100,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,91,3rd_level_complete,taken,58.0,secondary female,97,Senior_cycle_terminal_leaver-secondary_school,taken,58.0,secondary female,109,3rd_level_incomplete,taken,43.0,secondary female,100,Junior_cycle_incomplete-secondary_school,not_taken,37.0,secondary female,98,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary female,85,Senior_cycle_incomplete-secondary_school,not_taken,35.0,secondary female,91,Primary_terminal_leaver,not_taken,18.0,primary_terminal_leaver female,85,Junior_cycle_terminal_leaver-secondary_school,not_taken,31.0,secondary female,81,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,87,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,95,3rd_level_complete,taken,37.0,secondary female,102,Junior_cycle_incomplete-secondary_school,not_taken,37.0,secondary female,94,Primary_terminal_leaver,not_taken,38.0,primary_terminal_leaver female,89,Senior_cycle_incomplete-secondary_school,not_taken,37.0,secondary female,112,Junior_cycle_incomplete-vocational_school,not_taken,37.0,vocational female,118,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,70,Senior_cycle_incomplete-secondary_school,not_taken,37.0,secondary female,103,3rd_level_complete,taken,37.0,secondary female,90,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,97,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,104,Senior_cycle_incomplete-vocational_school,not_taken,37.0,vocational female,91,Junior_cycle_incomplete-vocational_school,not_taken,37.0,vocational female,94,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational female,107,Junior_cycle_incomplete-secondary_school,not_taken,57.0,secondary female,90,Junior_cycle_incomplete-secondary_school,not_taken,37.0,secondary female,70,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,97,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational female,104,Junior_cycle_terminal_leaver-secondary_school,not_taken,18.0,secondary female,96,Junior_cycle_terminal_leaver-secondary_school,not_taken,28.0,secondary female,81,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational female,114,Senior_cycle_terminal_leaver-secondary_school,taken,28.0,secondary female,106,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational female,105,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,92,Junior_cycle_incomplete-vocational_school,not_taken,28.0,vocational female,96,Senior_cycle_terminal_leaver-secondary_school,taken,38.0,secondary female,84,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational female,89,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational female,111,Senior_cycle_terminal_leaver-secondary_school,taken,58.0,secondary female,102,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational female,99,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational female,104,Junior_cycle_incomplete-secondary_school,not_taken,37.0,secondary female,70,Junior_cycle_terminal_leaver-vocational_school,not_taken,31.0,vocational female,70,Junior_cycle_terminal_leaver-vocational_school,not_taken,35.0,vocational female,90,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational female,104,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,102,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,86,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,73,Senior_cycle_terminal_leaver-secondary_school,taken,35.0,secondary female,81,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary female,93,Senior_cycle_terminal_leaver-secondary_school,taken,57.0,secondary female,111,Senior_cycle_incomplete-secondary_school,not_taken,37.0,secondary female,104,Junior_cycle_incomplete-secondary_school,not_taken,18.0,secondary female,105,Junior_cycle_terminal_leaver-secondary_school,not_taken,28.0,secondary female,73,Junior_cycle_terminal_leaver-secondary_school,not_taken,37.0,secondary female,85,Senior_cycle_terminal_leaver-secondary_school,taken,28.0,secondary female,107,3rd_level_complete,taken,61.0,secondary female,112,3rd_level_complete,taken,62.0,secondary male,127,3rd_level_complete,taken,40.0,secondary male,114,Junior_cycle_terminal_leaver-secondary_school,not_taken,66.0,secondary male,114,Senior_cycle_terminal_leaver-secondary_school,taken,71.0,secondary male,109,Junior_cycle_incomplete-vocational_school,not_taken,18.0,vocational male,93,Senior_cycle_terminal_leaver-secondary_school,taken,51.0,secondary female,114,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary female,100,Senior_cycle_terminal_leaver-secondary_school,taken,31.0,secondary female,92,Junior_cycle_incomplete-secondary_school,not_taken,18.0,secondary female,110,Senior_cycle_terminal_leaver-secondary_school,taken,61.0,secondary female,93,Junior_cycle_terminal_leaver-vocational_school,not_taken,37.0,vocational female,96,Junior_cycle_incomplete-vocational_school,not_taken,43.0,vocational male,120,nan,not_taken,75.0,secondary male,114,3rd_level_complete,taken,75.0,secondary male,127,3rd_level_complete,taken,40.0,secondary male,106,Senior_cycle_terminal_leaver-secondary_school,taken,75.0,secondary male,110,Senior_cycle_terminal_leaver-secondary_school,taken,53.0,secondary male,92,Senior_cycle_incomplete-vocational_school,not_taken,38.0,vocational male,125,3rd_level_complete,taken,71.0,secondary male,108,Senior_cycle_terminal_leaver-secondary_school,taken,71.0,secondary female,112,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,93,Senior_cycle_terminal_leaver-secondary_school,taken,69.0,secondary female,114,Senior_cycle_terminal_leaver-secondary_school,taken,75.0,secondary female,104,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary female,92,Senior_cycle_terminal_leaver-secondary_school,taken,75.0,secondary female,104,Junior_cycle_terminal_leaver-secondary_school,not_taken,43.0,secondary female,109,Senior_cycle_terminal_leaver-secondary_school,taken,71.0,secondary female,109,3rd_level_complete,taken,40.0,secondary female,104,Junior_cycle_terminal_leaver-secondary_school,not_taken,18.0,secondary male,123,Senior_cycle_incomplete-vocational_school,not_taken,36.0,vocational male,125,3rd_level_complete,taken,31.0,secondary male,127,3rd_level_complete,taken,37.0,secondary male,129,3rd_level_complete,taken,43.0,secondary male,119,3rd_level_incomplete,taken,69.0,secondary male,125,Junior_cycle_terminal_leaver-vocational_school,not_taken,71.0,vocational male,121,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary male,124,Senior_cycle_terminal_leaver-secondary_school,taken,36.0,secondary male,125,Senior_cycle_terminal_leaver-secondary_school,taken,18.0,secondary male,129,Junior_cycle_terminal_leaver-secondary_school,not_taken,18.0,secondary male,122,Senior_cycle_terminal_leaver-secondary_school,taken,62.0,secondary male,121,3rd_level_incomplete,taken,37.0,secondary male,129,3rd_level_incomplete,taken,nan,secondary male,122,Senior_cycle_terminal_leaver-secondary_school,taken,40.0,secondary male,126,Junior_cycle_terminal_leaver-vocational_school,not_taken,51.0,vocational male,122,3rd_level_complete,taken,35.0,secondary male,123,Senior_cycle_terminal_leaver-secondary_school,taken,65.0,secondary male,119,3rd_level_complete,taken,71.0,secondary female,120,3rd_level_complete,taken,40.0,secondary female,127,Junior_cycle_incomplete-vocational_school,not_taken,35.0,vocational female,127,Senior_cycle_terminal_leaver-secondary_school,taken,62.0,secondary female,120,Senior_cycle_terminal_leaver-secondary_school,taken,61.0,secondary female,127,Senior_cycle_terminal_leaver-secondary_school,taken,58.0,secondary female,123,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,120,3rd_level_complete,taken,37.0,secondary female,123,Senior_cycle_terminal_leaver-secondary_school,taken,37.0,secondary female,122,Junior_cycle_terminal_leaver-vocational_school,not_taken,18.0,vocational female,119,3rd_level_complete,taken,37.0,secondary male,130,Senior_cycle_incomplete-vocational_school,not_taken,nan,vocational male,134,3rd_level_incomplete,taken,62.0,secondary male,136,3rd_level_complete,taken,61.0,secondary male,135,3rd_level_complete,taken,61.0,secondary male,140,3rd_level_complete,taken,71.0,secondary male,131,Senior_cycle_terminal_leaver-secondary_school,taken,30.0,secondary male,137,3rd_level_complete,taken,62.0,secondary male,136,3rd_level_complete,taken,18.0,secondary male,132,3rd_level_complete,taken,37.0,secondary female,135,3rd_level_complete,taken,62.0,secondary female,134,3rd_level_complete,taken,nan,secondary