MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 MINISSAN VERSION 3.20 ORIGINATOR: E.E. ROSKAM, UNIVERSITY OF NIJMEGEN, THE NETHERLANDS. +-------------------------------------------------------------------------------------------+ | | | M D S (X) PROGRAMS | | | | AN INTEGRATED SERIES OF MULTIDIMENSIONAL SCALING PROGRAMS WITH A COMMON COMMAND | | LANGUAGE. | | | | PROGRAMS AND SUPPORTING DOCUMENTATION OTHER ENQUIRIES SHOULD | | ARE DISTRIBUTED FROM BE ADDRESSED TO | | | | MDS(X) PROJECT, MDS(X) PROJECT, | | PROGRAM LIBRARY UNIT, SOCIOLOGICAL RESEARCH UNIT, | | UNIVERSITY OF EDINBURGH, UNIVERSITY COLLEGE, | | 18 BUCCLEUCH PLACE, P.O. BOX 78, | | EDINBURGH EH8 9LN, CARDIFF CF1 1XL, | | U.K. U.K. | | | | USERS ARE EXPECTED TO CITE THE PROGRAM ORIGINATOR AND THE MDS(X) SERIES WHEN | | PUBLISHING RESULTS. | | | +-------------------------------------------------------------------------------------------+ 1. RUN NAME OCCUPATIONAL DISSIMILARITY DATA 2. TASK NAME PG 8.16 3. N OF STIMULI 13 4. DIMENSIONS 3 TO 2 5. PARAMETERS DATA(1) 6. INPUT FORMAT (12F5.0) 7. COMMENT THE GROUPS ARE 8. 1. FARMERS 9. 2. AGRICULTURAL WORKERS 10. 3. HIGHER ADMIN ETC. 11. 4. OTHER ADMIN ETC. 12. 5. SHOPKEEPERS 13. 6. CLERICAL WORKERS 14. 7. SHOP ASSISTANTS 15. 8. PERSONAL SERVICE 16. 9. FOREMEN 17. 10. SKILLED WORKERS 18. 11. SEMI-SKILLED WORKERS 19. 12. UNSKILLED WORKERS 20. 13. ARMED FORCES 21. READ MATRIX 12 ROWS ARE READ. 22. PLOT ALL 23. COMPUTE OCCUPATIONAL DISSIMILARITY DATA PG 8.16 PERCENTAGE OF INFORMATION LOST BY TIES IS 0.1 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 SOLUTION IN 3 DIMENSIONS OCCUPATIONAL DISSIMILARITY DATA PG 8.16 INITIAL CONFIGURATION DIMENSION 2 PLOTTED AGAINST DIMENSION 1 DIMENSION 2 -100 -90 -80 -70 -60 -50 -40 -30 -20 -10 * 10 20 30 40 50 60 70 80 90 100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. 3.22 ! 1 ! 100 3.09 ! ! 96 2.96 ! ! 92 2.83 ! ! 88 2.70 ! ! 84 2.57 ! ! 80 2.45 ! ! 76 2.32 ! ! 72 2.19 ! ! 68 2.06 ! ! 64 1.93 ! ! 60 1.80 ! ! 56 1.67 ! ! 52 1.54 ! ! 48 1.42 ! ! 44 1.29 ! ! 40 1.16 ! ! 36 1.03 ! ! 32 0.90 ! ! 28 0.77 ! ! 24 0.64 ! ! 20 0.51 ! ! 16 0.39 ! ! 12 0.26 ! ! 8 0.13 ! 2 ! 4 DIMENSION 1 + -0.13 ! ! -4 -0.26 ! 5 8 12 ! -8 -0.39 ! 6 7 10 13 ! -12 -0.51 ! ! -16 -0.64 ! 3 ! -20 -0.77 ! ! -24 -0.90 ! ! -28 -1.03 ! ! -32 -1.16 ! ! -36 -1.29 ! ! -40 -1.42 ! ! -44 -1.54 ! ! -48 -1.67 ! ! -52 -1.80 ! ! -56 -1.93 ! ! -60 -2.06 ! ! -64 -2.19 ! ! -68 -2.32 ! ! -72 -2.45 ! ! -76 -2.57 ! ! -80 -2.70 ! ! -84 -2.83 ! ! -88 -2.96 ! ! -92 -3.09 ! ! -96 -3.22 ! !-100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. -3.22-2.90-2.57-2.25-1.93-1.61-1.29-0.97-0.64-0.32 * 0.32 0.64 0.97 1.29 1.61 1.93 2.25 2.57 2.90 3.22 POINT 13 OVERLAYS POINT(S) 11 POINT 10 OVERLAYS POINT(S) 9 POINT 6 OVERLAYS POINT(S) 4 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 INITIAL CONFIGURATION DIMENSION 3 PLOTTED AGAINST DIMENSION 1 DIMENSION 3 -100 -90 -80 -70 -60 -50 -40 -30 -20 -10 * 10 20 30 40 50 60 70 80 90 100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. 3.22 ! 1 ! 100 3.09 ! ! 96 2.96 ! ! 92 2.83 ! ! 88 2.70 ! ! 84 2.57 ! ! 80 2.45 ! ! 76 2.32 ! ! 72 2.19 ! ! 68 2.06 ! ! 64 1.93 ! ! 60 1.80 ! ! 56 1.67 ! ! 52 1.54 ! ! 48 1.42 ! ! 44 1.29 ! ! 40 1.16 ! ! 36 1.03 ! ! 32 0.90 ! ! 28 0.77 ! ! 24 0.64 ! ! 20 0.51 ! ! 16 0.39 ! ! 12 0.26 ! ! 8 0.13 ! 2 ! 4 DIMENSION 1 + -0.13 ! ! -4 -0.26 ! 5 8 12 ! -8 -0.39 ! 6 13 ! -12 -0.51 ! ! -16 -0.64 ! 3 ! -20 -0.77 ! ! -24 -0.90 ! ! -28 -1.03 ! ! -32 -1.16 ! ! -36 -1.29 ! ! -40 -1.42 ! ! -44 -1.54 ! ! -48 -1.67 ! ! -52 -1.80 ! ! -56 -1.93 ! ! -60 -2.06 ! ! -64 -2.19 ! ! -68 -2.32 ! ! -72 -2.45 ! ! -76 -2.57 ! ! -80 -2.70 ! ! -84 -2.83 ! ! -88 -2.96 ! ! -92 -3.09 ! ! -96 -3.22 ! !-100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. -3.22-2.90-2.57-2.25-1.93-1.61-1.29-0.97-0.64-0.32 * 0.32 0.64 0.97 1.29 1.61 1.93 2.25 2.57 2.90 3.22 POINT 13 OVERLAYS POINT(S) 10 7 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 INITIAL CONFIGURATION DIMENSION 3 PLOTTED AGAINST DIMENSION 2 DIMENSION 3 -100 -90 -80 -70 -60 -50 -40 -30 -20 -10 * 10 20 30 40 50 60 70 80 90 100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. 3.22 ! ! 100 3.09 ! ! 96 2.96 ! ! 92 2.83 ! ! 88 2.70 ! ! 84 2.57 ! ! 80 2.45 ! ! 76 2.32 ! ! 72 2.19 ! ! 68 2.06 ! ! 64 1.93 ! ! 60 1.80 ! ! 56 1.67 ! ! 52 1.54 ! ! 48 1.42 ! ! 44 1.29 ! ! 40 1.16 ! 2 ! 36 1.03 ! ! 32 0.90 ! ! 28 0.77 ! ! 24 0.64 ! 12 ! 20 0.51 ! 13 ! 16 0.39 ! 10 ! 12 0.26 ! 8 ! 8 0.13 ! 7 ! 4 DIMENSION 2 + -0.13 ! 6 4 ! -4 -0.26 ! 5 ! -8 -0.39 ! 1 ! -12 -0.51 ! ! -16 -0.64 ! ! -20 -0.77 ! ! -24 -0.90 ! ! -28 -1.03 ! ! -32 -1.16 ! ! -36 -1.29 ! ! -40 -1.42 ! ! -44 -1.54 ! ! -48 -1.67 ! ! -52 -1.80 ! ! -56 -1.93 ! ! -60 -2.06 ! ! -64 -2.19 ! ! -68 -2.32 ! ! -72 -2.45 ! ! -76 -2.57 ! ! -80 -2.70 ! ! -84 -2.83 ! 3 ! -88 -2.96 ! ! -92 -3.09 ! ! -96 -3.22 ! !-100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. -3.22-2.90-2.57-2.25-1.93-1.61-1.29-0.97-0.64-0.32 * 0.32 0.64 0.97 1.29 1.61 1.93 2.25 2.57 2.90 3.22 POINT 13 OVERLAYS POINT(S) 11 POINT 10 OVERLAYS POINT(S) 9 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 SOLUTION IN 3 DIMENSIONS: * * * * * * * * * * * * * * * * * * * * * * * * * * FIT= DHAT ; ALGORITHM= HARD SQUEEZE; (SEE PROGRAM DESCRIPTION) RAW STRESS DHAT = 0.124182 STRESS DHAT = 0.027107 RAW STRESS DSTAR = 0.294996 COEF. ALIEN. DSTAR = 0.041771 STRESS1 BASED ON APPROXIMATION TO RANDOM DATA (SPENCE,MBR 1979 V14) = 0.164346 OPTIMAL SOLUTION USING DSTAR WAS REACHED AFTER ITERATION 19 OPTIMAL SOLUTION USING DHAT WAS REACHED AFTER ITERATION 48 F I N A L C O N F I G U R A T I O N 1 1.0593 1.6323 -0.1390 2 1.2433 0.0163 0.3438 3 -1.6039 0.4934 0.1469 4 -0.5162 -0.0281 0.1698 5 -0.6868 0.4125 -0.6183 6 -0.6185 0.0551 0.5378 7 -0.4010 -0.1223 -0.0834 8 0.1515 0.3268 0.1963 9 -0.0944 -0.5382 -0.1825 10 0.2545 -0.5109 -0.1947 11 0.3693 -0.6207 -0.2660 12 0.5933 -0.4850 -0.0115 13 0.2496 -0.6313 0.1008 MEAN 0.0000 0.0000 0.0000 SIGMA 0.7426 0.6060 0.2852 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 DISTANCES 11 10 0.1741 7 4 0.2937 10 9 0.3502 11 9 0.4784 6 4 0.3909 13 11 0.3860 13 12 0.3900 12 11 0.3651 13 10 0.3191 12 10 0.3859 9 7 0.5261 13 9 0.4552 8 7 0.7650 12 9 0.7106 9 4 0.7498 7 6 0.6816 10 7 0.7702 7 5 0.8086 13 7 0.8463 8 4 0.7567 12 8 0.9473 10 8 0.9301 5 4 0.9189 10 4 0.9798 11 7 0.9355 12 2 0.8945 8 6 0.8851 12 7 1.0608 9 6 1.0702 13 8 0.9679 11 8 1.0765 9 8 0.9758 13 4 0.9773 4 3 1.2065 6 5 1.2120 6 3 1.1472 11 4 1.1512 7 3 1.3708 12 4 1.2135 5 3 1.1972 9 5 1.2019 8 5 1.1720 13 2 1.2108 10 6 1.2724 13 6 1.1898 11 2 1.2415 8 2 1.1446 10 2 1.2432 13 5 1.5759 10 5 1.3850 12 6 1.4359 11 6 1.4417 9 2 1.5407 11 5 1.5188 2 1 1.6966 12 5 1.6769 7 2 1.7045 4 2 1.7686 8 1 1.6251 8 3 1.7640 6 2 1.8723 9 3 1.8578 5 2 2.1927 5 1 2.1833 12 1 2.1717 10 3 2.1399 13 3 2.1686 4 1 2.3097 7 1 2.2835 10 1 2.2900 11 1 2.3597 13 1 2.4160 6 1 2.4002 11 3 2.3034 12 3 2.4104 9 1 2.4585 3 1 2.9106 3 2 2.8936 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 FITTED VALUES PAIR DHAT (PAIRS ARE ORDERED ACCORDING TO VALUES IN INPUT MATRIX) 11 10 0.1741 7 4 0.2937 10 9 0.3502 11 9 0.3879 6 4 0.3879 13 11 0.3879 13 12 0.3879 12 11 0.3879 13 10 0.3879 12 10 0.3879 9 7 0.4907 13 9 0.4907 8 7 0.7267 12 9 0.7267 9 4 0.7267 7 6 0.7267 10 7 0.7702 7 5 0.8039 13 7 0.8039 8 4 0.8039 12 8 0.9273 10 8 0.9273 5 4 0.9273 10 4 0.9273 11 7 0.9273 12 2 0.9273 8 6 0.9273 12 7 1.0214 9 6 1.0214 13 8 1.0214 11 8 1.0214 9 8 1.0214 13 4 1.0214 4 3 1.1792 6 5 1.1792 6 3 1.1792 11 4 1.1792 7 3 1.2215 12 4 1.2215 5 3 1.2215 9 5 1.2215 8 5 1.2215 13 2 1.2215 10 6 1.2215 13 6 1.2215 11 2 1.2215 8 2 1.2215 10 2 1.2432 13 5 1.4596 10 5 1.4596 12 6 1.4596 11 6 1.4596 9 2 1.5298 11 5 1.5298 2 1 1.6868 12 5 1.6868 7 2 1.6994 4 2 1.6994 8 1 1.6994 8 3 1.7640 6 2 1.8650 9 3 1.8650 5 2 2.1712 5 1 2.1712 12 1 2.1712 10 3 2.1712 13 3 2.1712 4 1 2.2944 7 1 2.2944 10 1 2.2944 11 1 2.3597 13 1 2.3732 6 1 2.3732 11 3 2.3732 12 3 2.4104 9 1 2.4585 3 1 2.9021 3 2 2.9021 PAIR DSTAR (PAIRS ARE ORDERED ACCORDING TO VALUES IN INPUT MATRIX) 11 10 0.1741 7 4 0.2937 10 9 0.3191 11 9 0.3502 6 4 0.3651 13 11 0.3859 13 12 0.3860 12 11 0.3900 13 10 0.3909 12 10 0.4552 9 7 0.4784 13 9 0.5261 8 7 0.6816 12 9 0.7106 9 4 0.7498 7 6 0.7567 10 7 0.7650 7 5 0.7702 13 7 0.8086 8 4 0.8463 12 8 0.8851 10 8 0.8945 5 4 0.9189 10 4 0.9301 11 7 0.9355 12 2 0.9473 8 6 0.9679 12 7 0.9758 9 6 0.9773 13 8 0.9798 11 8 1.0608 9 8 1.0702 13 4 1.0765 4 3 1.1446 6 5 1.1472 6 3 1.1512 11 4 1.1720 7 3 1.1898 12 4 1.1972 5 3 1.2019 9 5 1.2065 8 5 1.2108 13 2 1.2120 10 6 1.2135 13 6 1.2415 11 2 1.2432 8 2 1.2724 10 2 1.3708 13 5 1.3850 10 5 1.4359 12 6 1.4417 11 6 1.5188 9 2 1.5407 11 5 1.5759 2 1 1.6251 12 5 1.6769 7 2 1.6966 4 2 1.7045 8 1 1.7640 8 3 1.7686 6 2 1.8578 9 3 1.8723 5 2 2.1399 5 1 2.1686 12 1 2.1717 10 3 2.1833 13 3 2.1927 4 1 2.2835 7 1 2.2900 10 1 2.3034 11 1 2.3097 13 1 2.3597 6 1 2.4002 11 3 2.4104 12 3 2.4160 9 1 2.4585 3 1 2.8936 3 2 2.9106 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 HISTOGRAM OF LOG RESIDUALS NO 20! *** 19! *** 18! *** 17! ****** 16! ****** 15! ****** 14! ****** 13! ********* 12! ********* 11! ********* 10! ********* 9!*** ********* 8!*** ********* 7!*** ********* 6!*** ****************** 5!*** ****************** 4!*** ****************** 3!*** ****************** 2!*** ****************** 1!*** *** ****************** !!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=! LOG -10.000 -8.418 -6.836 -5.255 -3.673 -2.091 -0.509 ACTUAL 0.000 0.000 0.000 0.000 0.000 0.008 0.309 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 P O I N T C O N T R I B U T I O N T O S T R E S S O F 0.02711 CONTRIBUTION POINT ==================================================================================================== 0.00635 13!**************************************************************************************************** 0.00535 7!************************************************************************************ 0.00422 8!****************************************************************** 0.00388 11!************************************************************* 0.00260 10!***************************************** 0.00149 9!*********************** 0.00126 4!******************* 0.00099 12!*************** 0.00063 6!********* 0.00028 5!**** 0.00003 3! 0.00002 2! 0.00000 1! SHEPARD DIAGRAM =============== OCCUPATIONAL DISSIMILARITY DATA PG 8.16 SIMILARITY O -- DISTANCES * -- FITTED VALUES 77.176 + 0* ! ! ! ! * *0 70.298 + * ! 0 * ! ** ! * 0 ! 63.420 + 00* 0* ! ! * ! *0 ! * 0 56.543 + 0* 0* ! 0 * ! * 0 ! * *0 ! 0 * 49.665 + ! 0 ** ! ! 0 0 * 0 ! 0 ** 42.788 + 0*0 ! 0* ! **0 0 ! *0 ! 0 ** *0 35.910 + 0 0* 0 ! 0** ! ** 0 ! ! 0 ** 0 29.033 + **0 ! 0 ** ! * ! * ! * 0 22.155 + 0 0 * ! 0 * ! 0* ! *0 ! * 0 15.278 + *0 ! * ! ! !* +-------+-------+-------+-------+-------+-------+-------+-------+-------+-------+ 0.17 0.45 0.72 1.00 1.27 1.54 1.82 2.09 2.36 2.64 2.91 DISTANCE OCCUPATIONAL DISSIMILARITY DATA PG 8.16 PLOT OF STRESS BY ITERATION ITERATION STRESS INITIAL STRESS = 30.4718 ==================================================================================================== 1 ! * 30.47184 2 ! * 4.69607 3 ! * 1.67090 4 ! * 1.09996 5 ! * 0.76032 6 ! * 0.50035 7 ! * 0.39981 8 ! * 0.36686 9 ! * 0.34762 10 ! * 0.34576 11 ! * 0.34326 12 ! * 0.34168 13 ! * 0.34185 14 ! * 0.33839 15 ! * 0.33243 16 ! * 0.32814 17 ! * 0.32386 18 ! * 0.32520 19 ! * 0.32362 20 !* 0.16105 21 !* 0.15152 22 !* 0.13791 23 !* 0.13533 24 !* 0.13269 25 !* 0.13041 26 !* 0.12920 27 !* 0.12841 28 !* 0.12795 29 !* 0.12755 30 !* 0.12712 31 !* 0.12678 32 !* 0.12656 33 !* 0.12639 34 !* 0.12617 35 !* 0.12590 36 !* 0.12570 37 !* 0.12558 38 !* 0.12547 39 !* 0.12529 40 !* 0.12507 41 !* 0.12491 42 !* 0.12482 43 !* 0.12474 44 !* 0.12458 45 !* 0.12438 46 !* 0.12427 47 !* 0.12422 48 !* 0.12418 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 FINAL CONFIGURATION DIMENSION 2 PLOTTED AGAINST DIMENSION 1 DIMENSION 2 -100 -90 -80 -70 -60 -50 -40 -30 -20 -10 * 10 20 30 40 50 60 70 80 90 100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. 1.63 ! ! 100 1.57 ! ! 96 1.50 ! ! 92 1.44 ! ! 88 1.37 ! ! 84 1.31 ! 2 ! 80 1.24 ! ! 76 1.18 ! ! 72 1.11 ! 1 ! 68 1.04 ! ! 64 0.98 ! ! 60 0.91 ! ! 56 0.85 ! ! 52 0.78 ! ! 48 0.72 ! ! 44 0.65 ! 12 ! 40 0.59 ! ! 36 0.52 ! ! 32 0.46 ! ! 28 0.39 ! 11 ! 24 0.33 ! ! 20 0.26 ! 13 10 ! 16 0.20 ! 8 ! 12 0.13 ! ! 8 0.07 ! ! 4 DIMENSION 1 + -0.07 ! ! -4 -0.13 ! 9 ! -8 -0.20 ! ! -12 -0.26 ! ! -16 -0.33 ! ! -20 -0.39 ! ! -24 -0.46 ! 7 ! -28 -0.52 ! 4 ! -32 -0.59 ! ! -36 -0.65 ! 6 ! -40 -0.72 ! 5 ! -44 -0.78 ! ! -48 -0.85 ! ! -52 -0.91 ! ! -56 -0.98 ! ! -60 -1.04 ! ! -64 -1.11 ! ! -68 -1.18 ! ! -72 -1.24 ! ! -76 -1.31 ! ! -80 -1.37 ! ! -84 -1.44 ! ! -88 -1.50 ! ! -92 -1.57 ! ! -96 -1.63 ! 3 !-100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. -1.63-1.47-1.31-1.14-0.98-0.82-0.65-0.49-0.33-0.16 * 0.16 0.33 0.49 0.65 0.82 0.98 1.14 1.31 1.47 1.63 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 FINAL CONFIGURATION DIMENSION 3 PLOTTED AGAINST DIMENSION 1 DIMENSION 3 -100 -90 -80 -70 -60 -50 -40 -30 -20 -10 * 10 20 30 40 50 60 70 80 90 100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. 1.63 ! ! 100 1.57 ! ! 96 1.50 ! ! 92 1.44 ! ! 88 1.37 ! ! 84 1.31 ! 2 ! 80 1.24 ! ! 76 1.18 ! ! 72 1.11 ! 1 ! 68 1.04 ! ! 64 0.98 ! ! 60 0.91 ! ! 56 0.85 ! ! 52 0.78 ! ! 48 0.72 ! ! 44 0.65 ! 12 ! 40 0.59 ! ! 36 0.52 ! ! 32 0.46 ! ! 28 0.39 ! 11 ! 24 0.33 ! ! 20 0.26 ! 10 13 ! 16 0.20 ! 8 ! 12 0.13 ! ! 8 0.07 ! ! 4 DIMENSION 1 + -0.07 ! ! -4 -0.13 ! 9 ! -8 -0.20 ! ! -12 -0.26 ! ! -16 -0.33 ! ! -20 -0.39 ! ! -24 -0.46 ! 7 ! -28 -0.52 ! 4 ! -32 -0.59 ! ! -36 -0.65 ! 6 ! -40 -0.72 ! 5 ! -44 -0.78 ! ! -48 -0.85 ! ! -52 -0.91 ! ! -56 -0.98 ! ! -60 -1.04 ! ! -64 -1.11 ! ! -68 -1.18 ! ! -72 -1.24 ! ! -76 -1.31 ! ! -80 -1.37 ! ! -84 -1.44 ! ! -88 -1.50 ! ! -92 -1.57 ! ! -96 -1.63 ! 3 !-100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. -1.63-1.47-1.31-1.14-0.98-0.82-0.65-0.49-0.33-0.16 * 0.16 0.33 0.49 0.65 0.82 0.98 1.14 1.31 1.47 1.63 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 FINAL CONFIGURATION DIMENSION 3 PLOTTED AGAINST DIMENSION 2 DIMENSION 3 -100 -90 -80 -70 -60 -50 -40 -30 -20 -10 * 10 20 30 40 50 60 70 80 90 100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. 1.63 ! 1 ! 100 1.57 ! ! 96 1.50 ! ! 92 1.44 ! ! 88 1.37 ! ! 84 1.31 ! ! 80 1.24 ! ! 76 1.18 ! ! 72 1.11 ! ! 68 1.04 ! ! 64 0.98 ! ! 60 0.91 ! ! 56 0.85 ! ! 52 0.78 ! ! 48 0.72 ! ! 44 0.65 ! ! 40 0.59 ! ! 36 0.52 ! 3 ! 32 0.46 ! 5 ! 28 0.39 ! 8 ! 24 0.33 ! ! 20 0.26 ! ! 16 0.20 ! ! 12 0.13 ! ! 8 0.07 ! 2 6 ! 4 DIMENSION 2 + -0.07 ! 4 ! -4 -0.13 ! 7 ! -8 -0.20 ! ! -12 -0.26 ! ! -16 -0.33 ! ! -20 -0.39 ! ! -24 -0.46 ! ! -28 -0.52 ! 10 12 ! -32 -0.59 ! 9 ! -36 -0.65 ! 11 13 ! -40 -0.72 ! ! -44 -0.78 ! ! -48 -0.85 ! ! -52 -0.91 ! ! -56 -0.98 ! ! -60 -1.04 ! ! -64 -1.11 ! ! -68 -1.18 ! ! -72 -1.24 ! ! -76 -1.31 ! ! -80 -1.37 ! ! -84 -1.44 ! ! -88 -1.50 ! ! -92 -1.57 ! ! -96 -1.63 ! !-100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. -1.63-1.47-1.31-1.14-0.98-0.82-0.65-0.49-0.33-0.16 * 0.16 0.33 0.49 0.65 0.82 0.98 1.14 1.31 1.47 1.63 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 SOLUTION IN 2 DIMENSIONS OCCUPATIONAL DISSIMILARITY DATA PG 8.16 INITIAL CONFIGURATION DIMENSION 2 PLOTTED AGAINST DIMENSION 1 DIMENSION 2 -100 -90 -80 -70 -60 -50 -40 -30 -20 -10 * 10 20 30 40 50 60 70 80 90 100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. 1.63 ! ! 100 1.57 ! ! 96 1.50 ! ! 92 1.44 ! ! 88 1.37 ! ! 84 1.31 ! 2 ! 80 1.24 ! ! 76 1.18 ! ! 72 1.11 ! 1 ! 68 1.04 ! ! 64 0.98 ! ! 60 0.91 ! ! 56 0.85 ! ! 52 0.78 ! ! 48 0.72 ! ! 44 0.65 ! 12 ! 40 0.59 ! ! 36 0.52 ! ! 32 0.46 ! ! 28 0.39 ! 11 ! 24 0.33 ! ! 20 0.26 ! 13 10 ! 16 0.20 ! 8 ! 12 0.13 ! ! 8 0.07 ! ! 4 DIMENSION 1 + -0.07 ! ! -4 -0.13 ! 9 ! -8 -0.20 ! ! -12 -0.26 ! ! -16 -0.33 ! ! -20 -0.39 ! ! -24 -0.46 ! 7 ! -28 -0.52 ! 4 ! -32 -0.59 ! ! -36 -0.65 ! 6 ! -40 -0.72 ! 5 ! -44 -0.78 ! ! -48 -0.85 ! ! -52 -0.91 ! ! -56 -0.98 ! ! -60 -1.04 ! ! -64 -1.11 ! ! -68 -1.18 ! ! -72 -1.24 ! ! -76 -1.31 ! ! -80 -1.37 ! ! -84 -1.44 ! ! -88 -1.50 ! ! -92 -1.57 ! ! -96 -1.63 ! 3 !-100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. -1.63-1.47-1.31-1.14-0.98-0.82-0.65-0.49-0.33-0.16 * 0.16 0.33 0.49 0.65 0.82 0.98 1.14 1.31 1.47 1.63 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 SOLUTION IN 2 DIMENSIONS: * * * * * * * * * * * * * * * * * * * * * * * * * * FIT= DHAT ; ALGORITHM= HARD SQUEEZE; (SEE PROGRAM DESCRIPTION) RAW STRESS DHAT = 0.535148 STRESS DHAT = 0.056272 RAW STRESS DSTAR = 1.050735 COEF. ALIEN. DSTAR = 0.078789 STRESS1 BASED ON APPROXIMATION TO RANDOM DATA (SPENCE,MBR 1979 V14) = 0.196789 OPTIMAL SOLUTION USING DSTAR WAS REACHED AFTER ITERATION 2 OPTIMAL SOLUTION USING DHAT WAS REACHED AFTER ITERATION 15 F I N A L C O N F I G U R A T I O N 1 1.1229 1.6553 2 1.2913 -0.0023 3 -1.6623 0.4667 4 -0.5565 -0.0195 5 -0.5598 0.7342 6 -0.8228 -0.0393 7 -0.3519 -0.1018 8 0.2039 0.2132 9 -0.0646 -0.5135 10 0.2589 -0.5048 11 0.3832 -0.7182 12 0.5415 -0.5095 13 0.2162 -0.6604 MEAN 0.0000 0.0000 SIGMA 0.7704 0.6376 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 DISTANCES 11 10 0.2471 7 4 0.2205 10 9 0.3236 11 9 0.4924 6 4 0.2671 13 11 0.1768 13 12 0.3586 12 11 0.2619 13 10 0.1614 12 10 0.2827 9 7 0.5021 13 9 0.3168 8 7 0.6389 12 9 0.6061 9 4 0.6972 7 6 0.4750 10 7 0.7318 7 5 0.8615 13 7 0.7967 8 4 0.7952 12 8 0.7977 10 8 0.7200 5 4 0.7538 10 4 0.9488 11 7 0.9594 12 2 0.9053 8 6 1.0574 12 7 0.9821 9 6 0.8943 13 8 0.8736 11 8 0.9485 9 8 0.7747 13 4 1.0038 4 3 1.2080 6 5 0.8171 6 3 0.9802 11 4 1.1710 7 3 1.4284 12 4 1.2024 5 3 1.1345 9 5 1.3425 8 5 0.9246 13 2 1.2605 10 6 1.1776 13 6 1.2105 11 2 1.1563 8 2 1.1086 10 2 1.1482 13 5 1.5960 10 5 1.4850 12 6 1.4431 11 6 1.3840 9 2 1.4491 11 5 1.7318 2 1 1.6661 12 5 1.6613 7 2 1.6463 4 2 1.8479 8 1 1.7100 8 3 1.8834 6 2 2.1145 9 3 1.8745 5 2 1.9923 5 1 1.9183 12 1 2.2415 10 3 2.1528 13 3 2.1907 4 1 2.3718 7 1 2.2940 10 1 2.3264 11 1 2.4861 13 1 2.4868 6 1 2.5802 11 3 2.3640 12 3 2.4103 9 1 2.4726 3 1 3.0283 3 2 2.9907 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 FITTED VALUES PAIR DHAT (PAIRS ARE ORDERED ACCORDING TO VALUES IN INPUT MATRIX) 11 10 0.2338 7 4 0.2338 10 9 0.2905 11 9 0.2905 6 4 0.2905 13 11 0.2905 13 12 0.2905 12 11 0.2905 13 10 0.2905 12 10 0.2905 9 7 0.4095 13 9 0.4095 8 7 0.6043 12 9 0.6043 9 4 0.6043 7 6 0.6043 10 7 0.7318 7 5 0.7875 13 7 0.7875 8 4 0.7875 12 8 0.7875 10 8 0.7875 5 4 0.7875 10 4 0.9271 11 7 0.9271 12 2 0.9271 8 6 0.9271 12 7 0.9271 9 6 0.9271 13 8 0.9271 11 8 0.9271 9 8 0.9271 13 4 1.0023 4 3 1.0023 6 5 1.0023 6 3 1.0023 11 4 1.1710 7 3 1.1904 12 4 1.1904 5 3 1.1904 9 5 1.1904 8 5 1.1904 13 2 1.1904 10 6 1.1904 13 6 1.1904 11 2 1.1904 8 2 1.1904 10 2 1.1904 13 5 1.4714 10 5 1.4714 12 6 1.4714 11 6 1.4714 9 2 1.4714 11 5 1.6764 2 1 1.6764 12 5 1.6764 7 2 1.6764 4 2 1.7790 8 1 1.7790 8 3 1.8834 6 2 1.9749 9 3 1.9749 5 2 1.9749 5 1 1.9749 12 1 2.1950 10 3 2.1950 13 3 2.1950 4 1 2.3307 7 1 2.3307 10 1 2.3307 11 1 2.4655 13 1 2.4655 6 1 2.4655 11 3 2.4655 12 3 2.4655 9 1 2.4726 3 1 3.0095 3 2 3.0095 PAIR DSTAR (PAIRS ARE ORDERED ACCORDING TO VALUES IN INPUT MATRIX) 11 10 0.1614 7 4 0.1768 10 9 0.2205 11 9 0.2471 6 4 0.2619 13 11 0.2671 13 12 0.2827 12 11 0.3168 13 10 0.3236 12 10 0.3586 9 7 0.4750 13 9 0.4924 8 7 0.5021 12 9 0.6061 9 4 0.6389 7 6 0.6972 10 7 0.7200 7 5 0.7318 13 7 0.7538 8 4 0.7747 12 8 0.7952 10 8 0.7967 5 4 0.7977 10 4 0.8171 11 7 0.8615 12 2 0.8736 8 6 0.8943 12 7 0.9053 9 6 0.9246 13 8 0.9485 11 8 0.9488 9 8 0.9594 13 4 0.9802 4 3 0.9821 6 5 1.0038 6 3 1.0574 11 4 1.1086 7 3 1.1345 12 4 1.1482 5 3 1.1563 9 5 1.1710 8 5 1.1776 13 2 1.2024 10 6 1.2080 13 6 1.2105 11 2 1.2605 8 2 1.3425 10 2 1.3840 13 5 1.4284 10 5 1.4431 12 6 1.4491 11 6 1.4850 9 2 1.5960 11 5 1.6463 2 1 1.6613 12 5 1.6661 7 2 1.7100 4 2 1.7318 8 1 1.8479 8 3 1.8745 6 2 1.8834 9 3 1.9183 5 2 1.9923 5 1 2.1145 12 1 2.1528 10 3 2.1907 13 3 2.2415 4 1 2.2940 7 1 2.3264 10 1 2.3640 11 1 2.3718 13 1 2.4103 6 1 2.4726 11 3 2.4861 12 3 2.4868 9 1 2.5802 3 1 2.9907 3 2 3.0283 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 HISTOGRAM OF LOG RESIDUALS NO 20! *** 19! *** 18! *** 17! *** 16! ****** 15! ****** 14! ********* 13! ********* 12! ********* 11! ********* 10! ************ 9! *************** 8! *************** 7! *************** 6! *************** 5! *************** 4!*** *************** 3!*** *************** 2!*** ********************* 1!*** ************************ !!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=!!=! LOG -10.000 -8.375 -6.750 -5.125 -3.500 -1.875 -0.250 ACTUAL 0.000 0.000 0.000 0.000 0.000 0.013 0.562 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 P O I N T C O N T R I B U T I O N T O S T R E S S O F 0.05627 CONTRIBUTION POINT ==================================================================================================== 0.01055 8!**************************************************************************************************** 0.00855 7!********************************************************************************* 0.00791 9!************************************************************************** 0.00715 6!******************************************************************* 0.00706 13!****************************************************************** 0.00684 11!**************************************************************** 0.00513 4!************************************************ 0.00114 12!********** 0.00105 10!********** 0.00082 5!******* 0.00007 3! 0.00001 2! 0.00000 1! SHEPARD DIAGRAM =============== OCCUPATIONAL DISSIMILARITY DATA PG 8.16 SIMILARITY O -- DISTANCES * -- FITTED VALUES 77.176 + 0* ! ! ! ! 0 * *0 70.298 + 0 * ! 0 * ! * *0 0 ! 0* 0 ! 63.420 + 00 *0*0 ! ! * 0 ! 0 * ! * 56.543 + 0* 0 ! 0 * ! * 0 ! 0** ! * 0 49.665 + ! 0 0* * ! ! 0 ***0 0 ! 00 * * 42.788 + * 0 ! 0 0** 0 ! **0 0 ! 0 0** ! 0 **0 0 35.910 + 00*0 0 ! *00 ! 00** 0 ! ! ** 29.033 + **0 0 ! 0 ** ! *0 ! * ! * 0 22.155 + 00* ** !0 * !0 0**0 ! * ! * 0 15.278 + * 0 !*0 ! ! !* 0 +-------+-------+-------+-------+-------+-------+-------+-------+-------+-------+ 0.16 0.45 0.73 1.02 1.31 1.59 1.88 2.17 2.45 2.74 3.03 DISTANCE OCCUPATIONAL DISSIMILARITY DATA PG 8.16 PLOT OF STRESS BY ITERATION ITERATION STRESS INITIAL STRESS = 1.6893 ==================================================================================================== 1 ! * 1.68926 2 ! * 0.97904 3 ! * 0.61902 4 ! * 0.58641 5 ! * 0.55701 6 ! * 0.54909 7 ! * 0.54563 8 ! * 0.54159 9 ! * 0.53876 10 ! * 0.53689 11 ! * 0.53622 12 ! * 0.53589 13 ! * 0.53547 14 ! * 0.53518 15 ! * 0.53515 OCCUPATIONAL DISSIMILARITY DATA PG 8.16 FINAL CONFIGURATION DIMENSION 2 PLOTTED AGAINST DIMENSION 1 DIMENSION 2 -100 -90 -80 -70 -60 -50 -40 -30 -20 -10 * 10 20 30 40 50 60 70 80 90 100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. 1.66 ! ! 100 1.60 ! ! 96 1.53 ! ! 92 1.46 ! ! 88 1.40 ! ! 84 1.33 ! 2 ! 80 1.26 ! ! 76 1.20 ! ! 72 1.13 ! 1 ! 68 1.06 ! ! 64 1.00 ! ! 60 0.93 ! ! 56 0.86 ! ! 52 0.80 ! ! 48 0.73 ! ! 44 0.66 ! ! 40 0.60 ! 12 ! 36 0.53 ! ! 32 0.47 ! ! 28 0.40 ! 11 ! 24 0.33 ! ! 20 0.27 ! 13 10 8 ! 16 0.20 ! ! 12 0.13 ! ! 8 0.07 ! ! 4 DIMENSION 1 + -0.07 ! 9 ! -4 -0.13 ! ! -8 -0.20 ! ! -12 -0.27 ! ! -16 -0.33 ! ! -20 -0.40 ! 7 ! -24 -0.47 ! ! -28 -0.53 ! ! -32 -0.60 ! 4 5 ! -36 -0.66 ! ! -40 -0.73 ! ! -44 -0.80 ! ! -48 -0.86 ! 6 ! -52 -0.93 ! ! -56 -1.00 ! ! -60 -1.06 ! ! -64 -1.13 ! ! -68 -1.20 ! ! -72 -1.26 ! ! -76 -1.33 ! ! -80 -1.40 ! ! -84 -1.46 ! ! -88 -1.53 ! ! -92 -1.60 ! ! -96 -1.66 ! 3 !-100 .+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+....+. -1.66-1.50-1.33-1.16-1.00-0.83-0.66-0.50-0.33-0.17 * 0.17 0.33 0.50 0.66 0.83 1.00 1.16 1.33 1.50 1.66 24. FINISH NORMAL END OF RUN. 24 CONTROL CARDS, 0 ERRORS, 0 WARNINGS.