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(defun prune (x) | ||
(cond ((null x) nil) | ||
((null (car x)) (prune (cdr x))) | ||
(T (cons (car x) (prune (cdr x)))))) | ||
|
||
(defun read-exampleset (file) | ||
(LET ((STREAM (OPEN file :DIRECTION :INPUT))) | ||
(DO ((expression NIL (READ STREAM NIL STREAM)) | ||
(xprlist nil (cons expression xprlist))) | ||
((EQ expression STREAM) (progn (CLOSE STREAM) (reverse (prune xprlist))))))) | ||
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; --- example: | ||
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; Generate a file in which you may write the lecture example: | ||
; | ||
; ("saengerin" "jazz" "20er-50er") | ||
; ("saenger" "jazz" "20er-50er") | ||
; | ||
; (read-exampleset "yourfilename") should then return the list | ||
; | ||
; (("saengerin" "jazz" "20er-50er")("saenger" "jazz" "20er-50er")) | ||
; | ||
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(load "version_space.lisp") | ||
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(defun negative-examples (examples key) | ||
(remove-if #'(lambda (example) | ||
(equal (first (last example)) key) | ||
) examples) | ||
) | ||
|
||
(defun positive-examples (examples key) | ||
(remove-if-not #'(lambda (example) | ||
(equal (first (last example)) key) | ||
) examples) | ||
) | ||
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(defun gen-star (example examples) | ||
(first | ||
(reduce #'(lambda (vs neg_example) | ||
(negative-example vs (butlast neg_example)) | ||
) (negative-examples examples (last example)) :initial-value (positive-example (gen-version-space (- (length example) 1)) (butlast example))) | ||
) | ||
) | ||
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(defun select-best-generalization (star positives negatives) | ||
;; "Beste" Generalisierung - Erste Generalisierung | ||
; (first star) | ||
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;; "Beste" Generalisierung - Letzte Generalisierung | ||
(first (last star)) | ||
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;; "Beste" Generalisierung - Viele "*" | ||
; (first (sort star #'> :key #'(lambda (g) | ||
; (reduce (lambda (acc item) | ||
; (if (equal item "*") (+ acc 1) acc) | ||
; ) g :initial-value 0) | ||
; ))) | ||
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;; "Beste" Generalisierung - Wenig "*" | ||
; (first (sort star #'> :key #'(lambda (g) | ||
; (reduce (lambda (acc item) | ||
; (if (equal item "*") (+ acc 1) acc) | ||
; ) g :initial-value 0) | ||
; ))) | ||
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;; "Beste" Generalisierung - Möglichst viele Positive Beispiele abgedeckt | ||
; (first (sort star #'> :key #'(lambda (g) | ||
; (reduce (lambda (acc item) | ||
; (if (more-general? g item) (+ acc 1) acc) | ||
; ) positives :initial-value 0) | ||
; ))) | ||
) | ||
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(defun gen-best-generalization (pos_example negatives positives) | ||
(select-best-generalization | ||
(gen-star pos_example negatives) | ||
positives | ||
negatives | ||
) | ||
) | ||
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(defun gen-concept-space-helper (positives negatives k) | ||
(if | ||
(equal 0 (length positives)) k | ||
(let ((g (gen-best-generalization (first positives) negatives positives))) | ||
(gen-concept-space-helper | ||
(remove-if #'(lambda (pos_example) | ||
(more-general? g pos_example) | ||
) positives) | ||
negatives (cons g k)) | ||
) | ||
) | ||
) | ||
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(defun gen-concept-space (positives negatives) | ||
(gen-concept-space-helper positives negatives '()) | ||
) | ||
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(defun matches-for (example K) | ||
(reduce #'(lambda (result concept_space) | ||
(append result (reduce #'(lambda (matches generalization) | ||
(if (more-general? generalization (butlast example)) | ||
(append matches (list (first concept_space))) | ||
matches | ||
) | ||
) (second concept_space) :initial-value '()) ) | ||
) K :initial-value '()) | ||
) | ||
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(let | ||
( (examples (read-exampleset "input.txt")) | ||
(test_examples (read-exampleset "test.txt")) | ||
(keys '("Buch_A" "Buch_B" "Buch_C")) | ||
) | ||
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(let ( | ||
(K (mapcar #'(lambda (key) | ||
(list key | ||
(gen-concept-space | ||
(positive-examples examples key) | ||
(negative-examples examples key) | ||
) | ||
) | ||
) keys))) | ||
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(let ( | ||
(matches (mapcar #'(lambda (example) | ||
(list example (matches-for example K)) | ||
) test_examples))) | ||
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(loop for match in matches do | ||
(format t "---------------------------------------~%") | ||
(format t "Datensatz: ~A~%" (butlast (first match))) | ||
(if (second match) | ||
(format t "Mögliche Buchwahl: ~A~%" (remove-duplicates (second match))) | ||
(format t "Leider keine Aussage möglich!~%") | ||
) | ||
(format t "Die korrekte Buchwahl: ~A" (last (first match))) | ||
(format t "~%") | ||
(format t "~%") | ||
) | ||
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(format t "---------------------------------------~%") | ||
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(format t "Anzahl an korrekten Vorhersagen ~A~%" (count-if #'(lambda (match) | ||
(and | ||
(equal (list-length (second match)) 1) | ||
(find-if #'(lambda (x) (equal x (first (second match)))) (second match)) | ||
) | ||
) matches)) | ||
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||
(format t "Anzahl an nicht eindeutigen Vorhersagen ~A~%" (count-if #'(lambda (match) | ||
(and | ||
(> (list-length (second match)) 1) | ||
) | ||
) matches)) | ||
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||
(format t "Anzahl an falschen Vorhersagen ~A~%" (count-if #'(lambda (match) | ||
(not (find-if #'(lambda (x) (equal x (first (second match)))) (second match))) | ||
) matches)) | ||
) | ||
) | ||
) |
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("19-24" "m" "nein" "0" "keiner" "Angestellter" "3000-3999" "Buch_C") | ||
("25-35" "m" "nein" "1" "Realschule" "Arbeitslos" "1000-1999" "Buch_C") | ||
("36-49" "m" "nein" "0" "Hochschule" "Angestellter" "3000-3999" "Buch_C") | ||
("25-35" "m" "ja" "1" "Hochschule" "Fuehrungskraft" "5000 und mehr" "Buch_C") | ||
("36-49" "w" "nein" "0" "Gymnasium" "Angestellter" "2000-2999" "Buch_C") | ||
("<18" "w" "nein" "0" "keiner" "Hausfrau" "2000-2999" "Buch_A") | ||
("19-24" "w" "ja" "1" "Hauptschule" "Arbeitslos" "1000-1999" "Buch_B") | ||
("25-35" "w" "ja" "1" "Hochschule" "Arbeitslos" "<1000" "Buch_C") | ||
("<18" "w" "nein" "0" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("19-24" "w" "nein" "0" "keiner" "Selbstaendig" "1000-1999" "Buch_A") | ||
("50-65" "m" "nein" "0" "Promotion" "Fuehrungskraft" "5000 und mehr" "Buch_C") | ||
("<18" "m" "nein" "0" "Realschule" "Angestellter" "3000-3999" "Buch_C") | ||
("<18" "w" "ja" "1" "keiner" "Arbeitslos" "<1000" "Buch_A") | ||
("36-49" "m" "nein" "0" "Hochschule" "Angestellter" "2000-2999" "Buch_C") | ||
("36-49" "w" "ja" "2" "Hochschule" "Arbeiter" "1000-1999" "Buch_C") | ||
("36-49" "w" "ja" "0" "Realschule" "Angestellter" "1000-1999" "Buch_C") | ||
("36-49" "w" "nein" "0" "Hochschule" "Hausfrau" "3000-3999" "Buch_C") | ||
("25-35" "m" "nein" "1" "Hochschule" "Angestellter" "3000-3999" "Buch_C") | ||
("50-65" "m" "nein" "0" "keiner" "Rentner" "1000-1999" "Buch_A") | ||
("50-65" "w" "nein" "1" "Hochschule" "Angestellter" "2000-2999" "Buch_C") | ||
("25-35" "m" "nein" "1" "Gymnasium" "Selbstaendig" "5000 und mehr" "Buch_C") | ||
("19-24" "m" "ja" "0" "Gymnasium" "Angestellter" "2000-2999" "Buch_C") | ||
("25-35" "w" "ja" "4" "Hochschule" "Hausfrau" "2000-2999" "Buch_C") | ||
("36-49" "w" "ja" "1" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("50-65" "m" "ja" "2" "Hauptschule" "Angestellter" "2000-2999" "Buch_C") | ||
("19-24" "m" "nein" "0" "Gymnasium" "Angestellter" "3000-3999" "Buch_C") | ||
("36-49" "m" "ja" "0" "Hochschule" "Angestellter" "2000-2999" "Buch_C") | ||
("36-49" "w" "ja" "2" "keiner" "Arbeiter" "1000-1999" "Buch_A") | ||
("25-35" "m" "nein" "0" "Hochschule" "Arbeitslos" "<1000" "Buch_C") | ||
("50-65" "w" "nein" "0" "Promotion" "Hausfrau" "3000-3999" "Buch_C") | ||
("<18" "w" "nein" "0" "keiner" "Hausfrau" "2000-2999" "Buch_A") | ||
("36-49" "m" "ja" "2" "Hochschule" "Selbstaendig" "2000-2999" "Buch_C") | ||
("<18" "m" "nein" "0" "Realschule" "Angestellter" "1000-1999" "Buch_C") | ||
("36-49" "m" "nein" "0" "keiner" "Angestellter" "1000-1999" "Buch_A") | ||
("36-49" "w" "nein" "0" "Hochschule" "Selbstaendig" "5000 und mehr" "Buch_C") | ||
("19-24" "w" "nein" "0" "keiner" "Selbstaendig" "3000-3999" "Buch_B") | ||
("50-65" "m" "nein" "0" "Hochschule" "Rentner" "2000-2999" "Buch_C") | ||
("<18" "m" "nein" "0" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("19-24" "w" "nein" "0" "keiner" "Hausfrau" "4000-4999" "Buch_B") | ||
("25-35" "m" "nein" "0" "keiner" "Arbeiter" "2000-2999" "Buch_A") | ||
("25-35" "w" "nein" "0" "Hochschule" "Selbstaendig" "2000-2999" "Buch_C") | ||
("25-35" "w" "nein" "1" "keiner" "Hausfrau" "4000-4999" "Buch_C") | ||
("25-35" "w" "nein" "0" "Realschule" "Angestellter" "2000-2999" "Buch_C") | ||
("36-49" "m" "ja" "1" "Hochschule" "Fuehrungskraft" "5000 und mehr" "Buch_C") | ||
("36-49" "m" "nein" "1" "Hauptschule" "Angestellter" "3000-3999" "Buch_C") | ||
("25-35" "m" "nein" "0" "Hochschule" "Selbstaendig" "3000-3999" "Buch_C") | ||
("25-35" "m" "nein" "1" "Hochschule" "Lehrer" "2000-2999" "Buch_C") | ||
("19-24" "w" "nein" "0" "Hauptschule" "Angestellter" "2000-2999" "Buch_B") | ||
("25-35" "w" "ja" "1" "Hochschule" "Lehrer" "2000-2999" "Buch_C") | ||
("25-35" "m" "ja" "3" "Promotion" "Fuehrungskraft" "5000 und mehr" "Buch_C") | ||
("25-35" "w" "ja" "0" "Hochschule" "Hausfrau" "3000-3999" "Buch_C") | ||
("19-24" "w" "nein" "0" "keiner" "Angestellter" "3000-3999" "Buch_B") | ||
("<18" "m" "ja" "0" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("36-49" "w" "ja" "3" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("<18" "w" "ja" "0" "Realschule" "Angestellter" "2000-2999" "Buch_B") | ||
("19-24" "m" "nein" "0" "keiner" "Arbeiter" "1000-1999" "Buch_A") | ||
("<18" "m" "nein" "0" "keiner" "Angestellter" "3000-3999" "Buch_C") | ||
("36-49" "m" "nein" "1" "Hauptschule" "Angestellter" "2000-2999" "Buch_C") | ||
("19-24" "w" "nein" "0" "keiner" "Hausfrau" "2000-2999" "Buch_A") | ||
("19-24" "w" "nein" "0" "Hauptschule" "Hausfrau" "1000-1999" "Buch_B") | ||
("19-24" "w" "nein" "0" "Gymnasium" "Angestellter" "2000-2999" "Buch_B") | ||
("19-24" "w" "nein" "0" "Gymnasium" "Angestellter" "2000-2999" "Buch_B") | ||
(">65" "w" "ja" "1" "Hochschule" "Rentner" "2000-2999" "Buch_C") | ||
("36-49" "w" "nein" "0" "keiner" "Hausfrau" "<1000" "Buch_A") | ||
("36-49" "w" "nein" "0" "Gymnasium" "Angestellter" "2000-2999" "Buch_C") | ||
("19-24" "m" "nein" "0" "Realschule" "Arbeitslos" "2000-2999" "Buch_C") | ||
("25-35" "m" "nein" "1" "keiner" "Arbeitslos" "3000-3999" "Buch_C") | ||
("50-65" "m" "ja" "2" "Realschule" "Arbeiter" "2000-2999" "Buch_C") | ||
("19-24" "w" "ja" "0" "Gymnasium" "Hausfrau" "3000-3999" "Buch_B") | ||
("36-49" "w" "ja" "0" "Hochschule" "Angestellter" "2000-2999" "Buch_C") |
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("19-24" "m" "nein" "0" "keiner" "Angestellter" "3000-3999" "Buch_C") | ||
("25-35" "m" "nein" "1" "Realschule" "Arbeitslos" "1000-1999" "Buch_C") | ||
("36-49" "m" "nein" "0" "Hochschule" "Angestellter" "3000-3999" "Buch_C") | ||
("25-35" "m" "ja" "1" "Hochschule" "Fuehrungskraft" "5000 und mehr" "Buch_C") | ||
("36-49" "w" "nein" "0" "Gymnasium" "Angestellter" "2000-2999" "Buch_C") | ||
("<18" "w" "nein" "0" "keiner" "Hausfrau" "2000-2999" "Buch_A") | ||
("19-24" "w" "ja" "1" "Hauptschule" "Arbeitslos" "1000-1999" "Buch_B") | ||
("25-35" "w" "ja" "1" "Hochschule" "Arbeitslos" "<1000" "Buch_C") | ||
("<18" "w" "nein" "0" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("19-24" "w" "nein" "0" "keiner" "Selbstaendig" "1000-1999" "Buch_A") | ||
("50-65" "m" "nein" "0" "Promotion" "Fuehrungskraft" "5000 und mehr" "Buch_C") | ||
("<18" "m" "nein" "0" "Realschule" "Angestellter" "3000-3999" "Buch_C") | ||
("<18" "w" "ja" "1" "keiner" "Arbeitslos" "<1000" "Buch_A") | ||
("36-49" "m" "nein" "0" "Hochschule" "Angestellter" "2000-2999" "Buch_C") | ||
("36-49" "w" "ja" "2" "Hochschule" "Arbeiter" "1000-1999" "Buch_C") | ||
("36-49" "w" "ja" "0" "Realschule" "Angestellter" "1000-1999" "Buch_C") | ||
("36-49" "w" "nein" "0" "Hochschule" "Hausfrau" "3000-3999" "Buch_C") | ||
("25-35" "m" "nein" "1" "Hochschule" "Angestellter" "3000-3999" "Buch_C") | ||
("50-65" "m" "nein" "0" "keiner" "Rentner" "1000-1999" "Buch_A") | ||
("50-65" "w" "nein" "1" "Hochschule" "Angestellter" "2000-2999" "Buch_C") | ||
("25-35" "m" "nein" "1" "Gymnasium" "Selbstaendig" "5000 und mehr" "Buch_C") | ||
("19-24" "m" "ja" "0" "Gymnasium" "Angestellter" "2000-2999" "Buch_C") | ||
("25-35" "w" "ja" "4" "Hochschule" "Hausfrau" "2000-2999" "Buch_C") | ||
("36-49" "w" "ja" "1" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("50-65" "m" "ja" "2" "Hauptschule" "Angestellter" "2000-2999" "Buch_C") | ||
("19-24" "m" "nein" "0" "Gymnasium" "Angestellter" "3000-3999" "Buch_C") | ||
("36-49" "m" "ja" "0" "Hochschule" "Angestellter" "2000-2999" "Buch_C") | ||
("36-49" "w" "ja" "2" "keiner" "Arbeiter" "1000-1999" "Buch_A") | ||
("25-35" "m" "nein" "0" "Hochschule" "Arbeitslos" "<1000" "Buch_C") | ||
("50-65" "w" "nein" "0" "Promotion" "Hausfrau" "3000-3999" "Buch_C") | ||
("<18" "w" "nein" "0" "keiner" "Hausfrau" "2000-2999" "Buch_A") | ||
("36-49" "m" "ja" "2" "Hochschule" "Selbstaendig" "2000-2999" "Buch_C") | ||
("<18" "m" "nein" "0" "Realschule" "Angestellter" "1000-1999" "Buch_C") | ||
("36-49" "m" "nein" "0" "keiner" "Angestellter" "1000-1999" "Buch_A") | ||
("36-49" "w" "nein" "0" "Hochschule" "Selbstaendig" "5000 und mehr" "Buch_C") | ||
("19-24" "w" "nein" "0" "keiner" "Selbstaendig" "3000-3999" "Buch_B") | ||
("50-65" "m" "nein" "0" "Hochschule" "Rentner" "2000-2999" "Buch_C") | ||
("<18" "m" "nein" "0" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("19-24" "w" "nein" "0" "keiner" "Hausfrau" "4000-4999" "Buch_B") | ||
("25-35" "m" "nein" "0" "keiner" "Arbeiter" "2000-2999" "Buch_A") | ||
("25-35" "w" "nein" "0" "Hochschule" "Selbstaendig" "2000-2999" "Buch_C") | ||
("25-35" "w" "nein" "1" "keiner" "Hausfrau" "4000-4999" "Buch_C") | ||
("25-35" "w" "nein" "0" "Realschule" "Angestellter" "2000-2999" "Buch_C") | ||
("36-49" "m" "ja" "1" "Hochschule" "Fuehrungskraft" "5000 und mehr" "Buch_C") | ||
("36-49" "m" "nein" "1" "Hauptschule" "Angestellter" "3000-3999" "Buch_C") | ||
("25-35" "m" "nein" "0" "Hochschule" "Selbstaendig" "3000-3999" "Buch_C") | ||
("25-35" "m" "nein" "1" "Hochschule" "Lehrer" "2000-2999" "Buch_C") | ||
("19-24" "w" "nein" "0" "Hauptschule" "Angestellter" "2000-2999" "Buch_B") | ||
("25-35" "w" "ja" "1" "Hochschule" "Lehrer" "2000-2999" "Buch_C") | ||
("25-35" "m" "ja" "3" "Promotion" "Fuehrungskraft" "5000 und mehr" "Buch_C") | ||
("25-35" "w" "ja" "0" "Hochschule" "Hausfrau" "3000-3999" "Buch_C") | ||
("19-24" "w" "nein" "0" "keiner" "Angestellter" "3000-3999" "Buch_B") | ||
("<18" "m" "ja" "0" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("36-49" "w" "ja" "3" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("<18" "w" "ja" "0" "Realschule" "Angestellter" "2000-2999" "Buch_B") | ||
("19-24" "m" "nein" "0" "keiner" "Arbeiter" "1000-1999" "Buch_A") | ||
("<18" "m" "nein" "0" "keiner" "Angestellter" "3000-3999" "Buch_C") | ||
("36-49" "m" "nein" "1" "Hauptschule" "Angestellter" "2000-2999" "Buch_C") | ||
("19-24" "w" "nein" "0" "keiner" "Hausfrau" "2000-2999" "Buch_A") | ||
("19-24" "w" "nein" "0" "Hauptschule" "Hausfrau" "1000-1999" "Buch_B") | ||
("19-24" "w" "nein" "0" "Gymnasium" "Angestellter" "2000-2999" "Buch_B") | ||
("19-24" "w" "nein" "0" "Gymnasium" "Angestellter" "2000-2999" "Buch_B") | ||
(">65" "w" "ja" "1" "Hochschule" "Rentner" "2000-2999" "Buch_C") | ||
("36-49" "w" "nein" "0" "keiner" "Hausfrau" "<1000" "Buch_A") | ||
("36-49" "w" "nein" "0" "Gymnasium" "Angestellter" "2000-2999" "Buch_C") | ||
("19-24" "m" "nein" "0" "Realschule" "Arbeitslos" "2000-2999" "Buch_C") | ||
("25-35" "m" "nein" "1" "keiner" "Arbeitslos" "3000-3999" "Buch_C") | ||
("50-65" "m" "ja" "2" "Realschule" "Arbeiter" "2000-2999" "Buch_C") | ||
("19-24" "w" "ja" "0" "Gymnasium" "Hausfrau" "3000-3999" "Buch_B") | ||
("36-49" "w" "ja" "0" "Hochschule" "Angestellter" "2000-2999" "Buch_C") | ||
("50-65" "w" "nein" "0" "Realschule" "Angestellter" "1000-1999" "Buch_C") | ||
("50-65" "m" "nein" "0" "Realschule" "Arbeitslos" "1000-1999" "Buch_C") | ||
("36-49" "m" "nein" "0" "Realschule" "Angestellter" "2000-2999" "Buch_C") | ||
("19-24" "m" "nein" "0" "keiner" "Arbeitslos" "1000-1999" "Buch_A") | ||
("<18" "m" "nein" "0" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("36-49" "m" "ja" "3" "keiner" "Arbeiter" "2000-2999" "Buch_A") | ||
("19-24" "m" "nein" "0" "Realschule" "Arbeiter" "2000-2999" "Buch_C") | ||
("19-24" "m" "nein" "0" "keiner" "Arbeiter" "3000-3999" "Buch_C") | ||
("36-49" "m" "nein" "0" "Realschule" "Arbeitslos" "1000-1999" "Buch_C") | ||
("19-24" "w" "ja" "1" "Gymnasium" "Hausfrau" "2000-2999" "Buch_B") | ||
("19-24" "m" "nein" "0" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("25-35" "m" "nein" "0" "keiner" "Arbeiter" "1000-1999" "Buch_A") | ||
("25-35" "m" "nein" "1" "Hochschule" "Angestellter" "2000-2999" "Buch_C") | ||
("36-49" "m" "nein" "1" "Hochschule" "Fuehrungskraft" "5000 und mehr" "Buch_C") | ||
("19-24" "w" "nein" "0" "keiner" "Angestellter" "1000-1999" "Buch_A") | ||
("19-24" "m" "nein" "0" "keiner" "Arbeiter" "2000-2999" "Buch_A") | ||
("36-49" "m" "nein" "0" "keiner" "Arbeitslos" "1000-1999" "Buch_A") | ||
("<18" "w" "nein" "0" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("36-49" "m" "ja" "3" "keiner" "Selbstaendig" "1000-1999" "Buch_A") | ||
("36-49" "m" "nein" "0" "keiner" "Angestellter" "3000-3999" "Buch_C") | ||
("19-24" "m" "nein" "0" "Gymnasium" "Arbeiter" "2000-2999" "Buch_C") | ||
("19-24" "w" "nein" "0" "keiner" "Angestellter" "2000-2999" "Buch_A") | ||
("<18" "w" "nein" "0" "keiner" "Arbeiter" "1000-1999" "Buch_A") | ||
("<18" "m" "nein" "0" "Realschule" "Arbeiter" "2000-2999" "Buch_C") | ||
("19-24" "m" "nein" "0" "keiner" "Arbeiter" "2000-2999" "Buch_A") | ||
("25-35" "w" "nein" "0" "Realschule" "Angestellter" "2000-2999" "Buch_C") | ||
("19-24" "m" "nein" "1" "Realschule" "Arbeitslos" "1000-1999" "Buch_C") | ||
("50-65" "m" "ja" "1" "keiner" "Arbeiter" "2000-2999" "Buch_A") | ||
("19-24" "m" "nein" "0" "Hochschule" "Angestellter" "3000-3999" "Buch_C") | ||
(">65" "m" "nein" "0" "Realschule" "Rentner" "1000-1999" "Buch_C") |
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