AB A CD E ABCDB E EBCD F DE BFC DF C C BF

Transcript

1 ABACDE ABCDBEEBCDFDEBFCDFCCBF

2 FBB DECABCCDADBCDFBACDFB CDB C CBFDCC DF BF BF BF CFD BFDBACADFEDFECDDCCCADADDFDF DCDFECBC ISBN ADCBBBFBFBCCBBFBE DFABFBBCDCCBF

3 ABACDE ABCDBEEBCDFDEBFCDFCCBF CCBDFCECBCCBBCDCFDDCFCBCDCC CBEFDDDFBBFDCCDDFC BBFCFDFADFFBBFBBC BBE

4 AD DE DE FCDCC BFFBDBF BBAF BFCDFBBBC BCFDDCCB

5 ABCA ECCBBFCFBCCBD AACBEDFBBCDCBFFCBDF BFBDBEBCDFACCBFAABCDDCBCDFFC BFBCDCDFDCCBCDDFACDCBFCD C CBF BD BF ADB ABFC CD BF AAC BCCDFDBDBFEDBFBAC BCDECDDFDDCFDBECAB BFCCBCDDCFDBBFDFBBBFBFB BCDDCECBBCADBFCB DCDEBDCBC BFFBCBFBBDFECDFBAABFB DFCDBBCDFCBDFCADFCBFDFE BFCDFBAACDFEDABBDBFDFEDCD BDFEBCDFECDCBCDFCBFBDFEBCDF CBDFEBFBDBDFCEDFCCBDFBCDD CFCBBFABEFBCBFADB FCBBFEBBCD BEBCDFACCACDEBFDE CDBFFCBFEECDFFBFBCDFE CABADCBFBBCBDFECCDCDDCBCDF BCADCFBCCFEDCCBCCE BCBFBDBFEFCBCBDFECFCB BFBBCDCBFCBFBBAF BCCBCCCBFCCAAFCBD DFE B C A C FFDFE DF BFDB FFBD DFBFDBFFBCCCBFCBEB CCBFCF BBFEDFE BBDDBBFCECBFBCFFCCECADBCBF CCCFCDBDFEBFDDCBDFCFECBBC BBFCBDFEFDBCBBCDCCABBF ADBCBFCBCCAADCCBC BCCCBFCBEEBFCCAABC AACDFE DF B BC C C B AC BF FCDBBF BCC F BC CF FF DF F i

6 DBFDBFCBFFBFBCDFBDDDDFE FE DF C D DEBCDF BF DFCEBCDF DF A D ADFECBDFDFECECCBFDBFDB AACDFE DF CDFE BF A F B FBD BF DDEBFCFDCDFBBCDCCFDCFBFBC CDCDFDFABCDBBFCDFBFDB AACDCFDDCCCCDCDFDBDCBF BBDFDCDFBFDBAACCCABC D B BF DC C B BC A BC C FF FFCFCFBCDFBCADCCBCCFCBDCBFC BCDBBDBAFBDEDC DFFBDBCBEBCCBFC DFCDCCBCCFDDCCBCBFBBDDDFBF DB EBCDFE DFE B DDCDA C BFB BF DBDFBBFDCDDFBDFBFD BCDFBDDDFDDAAF BFCCCDBFFFDFECBBCCCBCACDFBACEC DBDBFDCCBBFCACDBF CDBCFCACFCBFCABEBDF DFBBCBFCBEBFDFBFBFD BCF DF DB DE BF BD DCDFE ABC DCBCDF BF C C C BDFE DCC BF F BFCDFBBBCBBAFBCCDAFC BFEECDFDCCDDFBDFCDCBCDF CBC ii

7 DDCBCDFDBFBCDFABACBCADBDFC ADFEADBFBBCDDFEBFFCBFABABF FF ABA D C A EBCDC C BC DFFEBFDABCDDABFCBFDBFCCDDFBB DFACCCCBCFFCDCCCDDCBCDFCBAD BFDCBDFBDCBCDFBAC DAE E E FDFE DE DDFEDABFEDFDDEBCDFDFCCBFCF ADDBFDFFCDBFC EBFEEBCDFDFFDEBF B BC C DDEBFC DF BF BDEFFC DF C CBF FF ABA BC C FFB FFCDCBFDCDBEB EDEBFCFCAFDAFC FEDCDFB BFBD DC BF F EFBCDF DDEBFCFCAFDADFCCBFFFABABC CBBFBEFCFFBCDFEFCBEC CBFCFFCAFBF DFAACFDCDDABCCBDCFDFFCBF FDFEEBCDFFBDFDFCCBFFF ABA BC FFB FF C ABF EDFB DF DBCDFFADFEEC iii

8 AA ABCDE E E E E E E EEEE EEEEEFE E E E E E E E E E E EEFFFE FDCEEFADE E E E E E E E E EEFE FDCEEDE E E E E E E E E FFFE ABEDA CDBCDF BCD DEBCDFCADBBCCBF DEBFCDFCEBCDFBFCFFFCFDDEBFC BFBAB BFFDDDEBFCCDACBF CBDDCCAB BABBFFDFCBBCDF CEBCBCDFBF CDFCDCBCDF DDAABDADAABDAAB FCCDF CDDEBCDFDCBFCF DDEBFCAABCDFDFCCFC FDFDFCEBCDFDDEBFC FDFEB DADAADEBABECEC DCCDA FCCDF DCBCD BFBBCDFBDFCCBF BCBADFCBFFEFDC DFDFCCBFBFC BCBBFCE DFDFE FDFEB AAFDCBACC CCDAAAEDACADEBDAAD DABABADADCCDAAAED FCCDF DEBFCFCAFDADFCCBF FCEBCDFCBCDBFDDEBFCFCAFDA CE DFDFE DDFCC FDF iv

9 AAAEABEDAEADDDC EDADACAABADAEDAAC EDADAAB DEBFAACFDCDDEBFCDF DCFDFFCBFFDFEBFECD CE DECDF BCBCDFBF DCFDFFCBFFDFEEBCDFDFABF ACBDEBFCFDE DDFEDCBFEFBBBCDCDFDE BFACBFDEAB DFDDFABFACBDEBFCFDE FBACBDFBFBADFABF ACBFDE DDBBCDFABFACBFDE DBCDFBCBFDFDFA BFACBFDE CBACBCDFEBDFDFA BFACBFDE FDF AAFDCBACD AEDA DDFDFDFE ADBCDFEDFBBFFDDABDFDDEBFC FD BFCBDBFDFFCDDEBFC FD ADBCDFCBAEBFABCDBEBCDF DFD CFFEEBADBCBCDFEFDABF DDCBCDFBFEECDFCB DDADBCDF A CADA D DBEAADDAD v

10 DDE CDEBCDFDFCBF FCFDDEBFCDFCCBFCBBDBBF DEBCDFCD FCFDDEBFCDFCCBFFCDEDF BDBFADC DEBCDFDFCCBFFCFBFBFEBDBBF BFDB EADCDFCCBFAFCDEDFBFB BBCDCDACFDEACCBF BCDFBAABCDFBECCBFACFDEABF EFBCDF BACDFEFBBCDFCCBFACFD EA FAFCBFEDEBCBEBACFDEAC CBF DFEBACFDEABFEFC CBF DFACFFCFDEBFCBFFBCDCCBF BDCDFACFDEACCBF FFBBBDBFEFDBDDFCCBF ADFCCBFBFABCDAFDFCBDFE ADDF BEFFCBCDFDFCFDEDDFEFDCDFB FCFFCBCDFDFCFDEDFDCDBABFC FDCDBFCFFDEFFCBCDF AFCBFDFDCDBBCAFDEFFCBCDF BFBFFBEBEDFDCDBBCAFDEFFCBCDF B AFCBFFFCBCDFBD FFBBEFFCBCDFBD B AFCBFFFCBCDFBBFBBD FFBBEFFCBCDFBBFBBD B AFCBFFFCBCDFADFEABD FFBBEFFCBCDFADFEABD BAFCBFFFCBCDFDFCDBAFEA FFBBEFFCBCDFDFCDBAFEA BACCBFBFDCADF EDFCACBADFEAFFDFB BFFBBE DCDCDFFBCDBFFFCFDEBFCFCAFBC CDCBFFEFBCDF B DBCDFBCBFFCAFDFABFDE DBCDFBCBFFCAFDFACBFDE vi

11 FCAFAACDFBFBCDFDCCDFDE BFBBCDFFCBCDCBEBFDBCDF DEABDFBFCBBCDCDADCDFDFEC FDEDCDFDCDCDFFDE vii

12 D ABCDFADCDFCCBFAFCDEDFBFB CFFDFCCBFFCDEDFDF DEFFBCDFBDFCCBFDCDFDADF DEBCDFDFCCBFEDFDC BBCDCDCBDFDEBDEBFCABAFBCB CCBF DCDCDFCFDDFDCDBFBCDFBEDFBFAACDFDDFE DFCBDCDDFCCBF DCDCDFFDDABDCDBFACBBBACFDADCDFBF CFDFFCBCDFBCEDFCCBFBFBBFB BFBFBACD CDBCBABCFCDFEADDFDCDBFFFCBCDF FDECBECDCDDFCCBF BEDCDFBCBFBBEFBCA CCBFCFDEABF ABCDFBECCBFDEDFBFBCDF CBFEBEDACFDEABFBFCBBCDCDC CBF CFDFCAADCBBC CBBCABCDDABCDFBCACFDEACCBF FABACFDEACCBF BADCCABDFCBCACFDEABFEF BEBACCBF BDCDFACFDEABFBEF BBCDCDCCBF DADFCDBFDCBEBACCCBF BDFFDCDDCDCBDFDFCB FCAADF BBCDCDBAC BDDCDBCCBDFCCBF FFBBEDCDCDFAEFBFADFEA FFBFFCFFDEFFCBCDF BCDFDACFDEBFCFFCBCDFBFAFCBFDF DFBADDBCDF BCDFDACFDEBFCFFCBCDFBFAFC DFBBFFFDFBADDBCDF BCDFDACFDEBFCFFCBCDFBFDFDFBBF FFDFBADDBCDF DDCDEBFCDFDCDBBFBBFFDE FFCBCDF FFBBAADF AFBCDFBDCDBAADF viii

13 BBCDCDBAADF DCFCDAEDFDEDF BBCDCDBAB FFBDFEBEFBFADFEA FFBBEFCDEDFEA CFEDFCACDFBADDBCDF FCAFDADFCCBF AFCAAFDCDAEA DCBBFCCBDFCEBCDFDEAFFCFDEBFC DFCCBF DACDFBDB BCBCDCDADEBFCEAFCAFDBBFD BCDFBBBCDCD BBFCEDFCDBCAFFCBDBBFFBADC DEDFEA BBFCEDCDEDFCDBCAFFCBDBEC DEDFEA BBFCEDCDEDFCDBCAFFCBDBDB DEDFEA CBFCEDFCACDFCBCDFDEBFC ADCDDFCADFAFFCBDBBFCCCAC CBDCBFFDECDCDCDF BFBDACCBDACBFFDEC ix

14

15 ABEDA FEBEFDECEFEBDCECEFBDEBDEEEBFACEDFDEE BFACFEFDEDEEDEBFCEFCDEECFDECECEFDEECCEECECEDEE BEFADECEEDEECECEBECFEFFCFEAFEFEFEDE FEEEBFCFEEFCEEFDCFEEDEEDFDCCEDFCE CDEAAFEBFFCEBAEBEEBEEEFECEEEFDE BCFDECEEDEFCEDBEFEEBCFEFBBCEBCB DFCDFE CDBCDF CEDEBCDFBFABCBFDCDCBDCCD DFCFBCDFBDEBCDFBDFBCBFCDBDFBFAFCBF BFECCDACBFCBCDFEBBFEDFECCFCFBCDFB EBFDBCDFDEBCDFCEBFDFCFBCDFBDEBFCB DDFCDDFCFBFBC DCFDCBCDFFCDBCCBCCDFDAB DDFDFDBFCCBCCAFCC AABCDF BDEBCDFBCCDBFDFDDBBDD BFFDCDDFDEDFFCDCBFDCFCDBFCDFBCDFFCD CDBBCCDFCFBCDFBDEBCDFBDEAFB FFDFEFCDCABCDFCFBCDFBDEBFCBFBFDB DBBFFDFFCBCBBCADCDCDC DCCBFBFFEBCDCDBDFBDFDCBDBCDFF DDFEFCDCBDBFBBDABCCD FBCD BF BB CBD DEBFC FDCD DF C ADFBFC DFCDBD BB BF DCD CCFC B FF C B AADFDCDFCDBDAFCDCBBFCC CDCDFDCCDEBCDFFCDD B ABF CDFBCDFFC AACD C DDFE F DFCFBCDFBDDEBFCCABCBBECBCCBFCDB BFEBFDDFEFCDBFCDFDFBEBCDF DFCFBCDFB DEBCDF F CF D C DDFE AABCDF DF C CBDCDF DEDF ADCDB DFCDCCDF BFEBE ADBBAABBFBFEBCBCDFBDDEBCDFDADBEDFE FDCBCDFABCFCFDBFDBBDABCDFDDDF FDFFCFBCDFBDEBFCCDDF 1

16 DDCCAABCDFDDFBFBACCCBDCDFBFBCDFCBC DEDFFCEFCFDEFDCCCCCCFDDDC BBADBCCBCADDFDBADBDFCBFDBD BFBCDFBFCDEFCCCFFCAABCDF BDDEBCDFCFDFDDCFDCCDFEBFB BDFEDBBFEAADBBBCDBDABF FCBDFC B B C F CD D FD CD CCACBDFCCCBDFEBBADFEADFEADBF DFECDBDCCBCD BFCFABFFCDABDCABBDCFCDF CBFBFBDBCAFCDFEBDFDDBCDFBFABFFC CCFCFDFECFCDACDDBEBFFDDEBFC FCDFDFEDCDFDABFCDECCEDFEFDDEBFC BCCCEDFEBEDFBDBCDFCEADFDCCAFCFF CFDDEBFCAABCCCFCBFFC B FA CB A CBC BF ABDFE DC ABD DFEFDCDFDFDBEDFBDBCDFDBBBFFF EBDBDDCDBCDFACDBFBDBF BF CF DFD DC ABCDB BEDFBDBCDF CBC D FFCF DDEBFC C D DF DBBFCBE BF BB C BF BE CBC C DFCBDFEABDFCBDCBCCADFE DBDCDFABDFECCBDCDFBFDCCFBBF BADCBDFCBFCDDDFBFABFFCDBFDFE ABCDBDFCDECDFBDFEABCDBBEDFBDBCDFFFCF DDEBFCACCDFCDECEDCFECFEEFBBFACDEFE FFAECFDEBCCEECFEBFEDDDDCCDBDCDFDFDF BFFCBBDDCBCBCCCDCBCDFEBDFC ADDFEDFFBCDDFEBFDFCABFFCCABCB FECBFDFEDCDBFDCBCFEEBCDFBFBBC CDBFEDCCDDFBDD BCCBFDCBBCBFCCBF BDFBCBF DD D BF CD CD F FDE C BF FD C DF A D C FFFDCCBEBDFCAACDF CDCACDDCBDFEDCFCBBC DCBCDF 2

17 BCD CDCDDCBCDFDCACBFCABCDBBCDF FFCFDDEBFCAABCCDFCDFBCDF FCDBCCCDFDDFCBBCBFDF AFCADDBBDCDFCCBABCDBFDFFC DFCABDFABDBCDFCABA DDEBFCFDAACBCDACCFBDFE FCBFBCCBFBFCBCDFCDFD FBCCECCCBCABCDBDADBCDFFCB BC BF AFC C DFDFE B F CBCD AFCBBACCBCBCDFDADCDFFF CFDDEBFCDFCFCBFBFDEEEBCDFCF BBCCBFBDFABCDBBCDFCFDEBFCDF ABFBDABDFCDCBCBBDFCDEF CD DCBCDF DF CDF C BDFE C FCB B CDFDFCDFBEBDF DEBCDFCADBBCCBF DDCBCDFACCFCFCBCCBFB BFDCBFCCBBCCCACFCDBDADBCDFC BABCDBFDFFCFDDEBFCFDCBDEEBADB BCBFDDEBFCBFCDBBCBFAFCCD DCBCDBBDBFCDCCBFDBFEC FCDCBFBCBCDCDEBFCBBC BDFDCBCD BCB D FCBDF CBD DFBCDF BC EBAD B BC BF AFC BBCDCD DDEBFC BC C B C FDE ADDF EDF CD FD BCB AACFDCDFCCBFCFCBFBBBFDFEBC CDCBCCBFCABCDBBCDFDDEBFCBCCCD FD FBABCCFDBCBBBDBDDCCCBFBBBADB DDEBCDFDCBDCDEBBFEDFECCABFBBFCEBDF DDEBCDFBFDFCEBCDFBCADDFACBFCBFCDB ADDCDFFCBBBFFDFBDFEDECDFEADCDB AADAFCBDDFACDFBACCE CCBFBBFEDCDEBCDFDCBBCFCFCDCBC CDDEBFCCBCDBCDEBFCBF BFFFDFFECBCCADFBBF 3

18 DDEBCDFFCEBCCCADCABCB CDBBFEDEBCDFCDDEBCDFBECBCBEDF FDBABCDBCBBDDFEFBDEBFCFC CFCACBFCCDFCFDFCFDDEBCDF CCCBFBEBDFDFFCBCFBEDF FCDABCDBCDFFCCFDBDEBFC BFCDBDDBFBDFFCB BFBCAABCDFCCBFBDDF AAAFCDEDFBCCCFFCD BFAFC DDFAAFFCFFCDCDCBCCEA DEBFC D ADBD DEDFBCDFE DF FCD AFFFCFDEBFCAFDFB AFBFCFCDBAFD BBBCABCBCBCDFCDDC FCDEBCDFBBDDFEBBCFCD DEBFCDFCEBCDFBFCFFFCFDDEBFC D DCBCDF F C FFCF EA DDEBFC DF C CBF C BF DC D C EA CF DEBFC B BDFBCDFCBFCDFFCBCFFCFAABCDFBDF CF DF F C ABC B B CDF DF C AD CDFFBFCDACBFCFDCCFEAFFCF DEBFCBFFCBFDDCDDFEBDFDFEBCDFCDC BDFEBCDFBFDFEADBBFCBDFC C FBCD AABCDF CBF CD FCABC CF FCD FFCCBCDFECDFDCDDDFCDCDAABCDF EABFCCBECBFEFFCDFDCDBCDBDBCDADFEC DFD CBC BF DDFE FDCDF F FDB BF ABCDBBEDFBDDDEBFCCFCBFFCDDFEDFDBBFCBE BFFDEBACCBDDFCDFBDFECF ABCDBEEBCDFFFCFDDEBFCDFCCBFBFC ABFFCDCBCDFDDCCDDFDBEDFBDBCDFDF DCCBFBEDFEFFBFEADBBFBBD BDCBCCDBBCBFECCDDDFEDCBFBDFCDDDF DFECDFDCAECBCDCDCBFDFDFEBDCBF DCFCDFFBFBBCDBFDCBFBDFABCBBFDCCBC DBBFBBCBDBBBFCDBFFDBBABFCBFB CBCDCDCBCDF 4

19 CDBFDCBCFCBCAFCCDFCDB EEBCDFFFCFDDEBFCBFABFEFFCDFDFE CBC C CBF B DAFC BF DFE ADD BF FDABADDBCDBBBC CCADBBBCBFCDBADCDB CEECBFCBCCBBDCCFADDBFCDC DDDFDDDCCBFDABADDDF BACC F CDFE C ADCDF FFCF DEBFC DF DC C C FCACFDFCCADC BEDCB BDCBDC BACCBCCFCEADEBFCDCFBCDCAABCDF BFE BD DFDF CBC EFB FCBD CB DB BF FD BAC FBF B BE D ADFDF BBFADBFCADFACBDBCDFDFCEBCDFCF C B B BF DBAC DFDCDF DFCEBCDF D C F FBFFFDFBDDFACDFBACC DCDFEDCFCDFDFDFCEBCDFFBCDCB BFCCCBDFDFDCBDFDFCDFCAFB BCDFDCCFBCDCAABCDFBFCCFCCBBCCDCDFB BFBDBBFECBCCDCCCBDFCEBCDFC C ABCDDABCDF DDEBFC DF DFCDCCDF DC BF D B BBCDFBBCCBDFFCADCDFDFCBBCBFDFCDB DFCEBCDF FCEBCDFBCBACDEBFCBFDFDEBFCBFD CDCBCCBFEBFCBF CFFDFBCCBBC CDDFDFEEFBAACCEFCBDDBCDF CDAACBCDFCCFDEADFC BDDBCDF ABCB BC DFC AB ADC BDFB FF DFCEFBCDFBFBDBDDCDBBFCBEDDEBFCEA B BF ADFC C CBC F DF C DBBFCBE EA C DFBFCCFDCDABDBDDCBACBF CBDDDF BFBAB ABBCCDFCADDDFFDFCEBCDFFFCF DDEBFCDFCCBFBFCAFFCDFCEBCDF D F C B C CBF DFBFC DFCEBCDF 5

20 D BF DCDFED DC DDFE AB CDF DDFCEBCDFBBDCDFDBFBDCDFDBDDC BDC DFC C BF BDC DF B C B CDFEFCDCDCFDEDFCBDACBFB C DFCEBCDF CD D C BEB C B DBDDC DF EEBC FDECBCDBFEDEFCDBFBFBDC DBAABCDFDDFDCDBCDBDBCDADFECBDDFE DCBFDFDBBFCBEFDEBEBAD F DFE C B FFCF AABCDF FFCBCDF DFECFDFBFFDCCFFDEDFCBFBFEDFE BFCDDBBDCBDFDFCBDBDFBFBCBF C AF D DCBF BF BFBD B D B BD DFCEBCDFFDFCEBCDFDFBDBDDC CFD DFDCD DEBFC DB FCBC DC FBCD B F B FCDBCCBDCDEBDFFBCDACDBBADCBCBCC FBDFCCBCFDFBCDFBCCCFC DB F BF C BFEBE AACFDCD DFE C CD AACDCAABCDBEEBCDFDDEBFCDCBCCD DBDFCBCDFDCFBCDBBFDBDFCBCDFCBABDFCB FDEDFDDFCFADDDEBFCCBDDCC BDBBCDBBADCBCBDDBDDCBFBBFB FCDDFCBDCDFC CAFFCFDDEBFCDFDCBABDF CDFCBFCBDFCBDFCABCCDDFE DCDEFBDDCDDFDFDFECDBBCBFCBAC DDDFBCBEBDFCFCBCFFBCDBFCBDDFEC BACCFBDCBCDCBDCABFCBBCCDCD BF DACBFC FC DF CD D B DC D D CBC B FFC CFFBCDBFDEBFCDFBADBDFDFDFEADABB ABCBDADABBCDBABCBDCD BDDBDC DC B C CB DDC DC CBCFDFE BBCBFBCDFEDFBABBBBEDFBDF CCDFCEBCDFDDFCFBBC DDEBFC DF DC C B F ADD ABCDB C F C DDDFBC FBC DFCDCCDFB ABCD BF EBCDF CBC BA FDFEBDFDFEBCDFCDDFEDCBACDB DDEBFCCDBCCDFEBFBBCDBF BABDCCFCCDDCEFDCDDABDC BBFCBECFDEFFDEBCCBFCDACFDDB BADCBDBFBFBFFDDDCBDCDCDDDC DFBACC 6

21 CCBECFCDEFFCDFDCDBCDBDCADBDCFC AEB DFDDB DC DEBFC BEF BF B CDFE FFDFBCEAACDFDFCEBCDFDCDC DFBFCDFCEBCDFDDFCCBFBFCBCABDF BFBBFFCDBAFFCDFCEBCDFBCACC DCDCDFBDFEABCDBEEBCDFABCDFADCDF FDEBFDBDFCCBFFCFBFCB FDECBCBFCFBDFEDDEBFCFCCBFC BFDEDFCBDCDDCBECFDFDCDCBC CDBDDDCBABDCDFCDFD BABCDBEEBCDFFFCFDDEBFCDDCDFBDF CCBBDBFADBBDBFFCBCCDBBA C DFD DFCEBCDF CD AABCDF EA C DB DFCBCDFDCFBCDBCCB BFFDDDEBFCCDACBFC BDDCCAB DCDFCBCFCDFCEBCDFDDEBFCDFDDFEFCDB CCBFFCFCBCDFDCBCDDEBFCBDDCCAB DFCCBCCFCBDDEBFCBCBBDDFECBF BDCBCDDEBFCBDDCCABEBFDDBBFDCDF DCDABCDDABCDFDFBBCBDCBFDCEBBB DDCADFCFEADFCEBCDFBADFEDDEBFCADDDCDDF BDFCBDCCEBDFDFECBDDCCABC DDEBFC CF CBF FC B DFBFDB A CD BDD BF FDCDBCBBDDFEBFFDFEDCCBFD FCBFCCBCCDFDFBCB ABC DDFE DB FDC DDEBFC BF BAC C BDF BCD CBCEDCBDFCBBFFBDFEABCDDABCDFDFBBCB DCBFCDBFADFCEBDEBBBC BFACFFBCBCBCCCCBCEDB DFCAFFCBDFDDBDDDEBFCBCCBFBC BCDEBCBCDFCDDFEFCBFDBBFDFBFDB BADCBFFCBCBCBFBFECD CDFCFCDFDDBDEBFCBFDBFDFFCD DACBFDFCDFDFECACFCDBDFCBBCDF AFCBBDBCCBAACBDDEBFCADC 7

22 DDCBCDFFCCBDFBCDCBCEDDDEBFCCEBDF FCBBFFBDFEABCDDABCDFDFCDDFEDC BABBFFDFCBBCDF CDFDFCDFBFCDDCBCDFFCFCBDCDF DECEDCFECFEEDCEFBBFACDEFECECDEBCCEECFE BFEDDDEFECEEBCEEFEDBBCDBDCDF CBFBCCBFADDBCDFCBCBBDF BACCCDDFACCDFCBACDFCDF BBACFCBDFBDCDFCCCDFCBCDECFCACFCDB DADBCDFCBABCDBFDFFCDDEBFCFDDF CBBCBACBFDFAFCBACBF BAC C AD B EFB DFCCDF C C DFD DCBCDFCFFCFDDEBFCDFCFCBACC BFDCCDBCDFDABCCFDEDBAC DFCDEBCCDBCCFDDABFBCADDBCDF CDDCBCDFBBBACCFBCCDFD DCBCDFCFFCFDDEBFCFDCDFCCBFDFDEC CFCADBDDEBCDFDCBFADCABCBFC BACCFDCCDFBCCDDFEDFDEFFCBCDF FFCFDEBFCFDEFDCBDDEBFCBBC BACFCBCDFAACDCBFFEFBCDF EADEBFCFCAFBFDFDCAACBBC B BC AADC C B AF C CFD FDC BF DF FDC BF C DFC C DF ABCDF DFB BACDCDFCCBABCDBFDFFCBFDCEBCDF DF BADFE C AFCB AAC DEBFC DF DF DFCDB FDE CEBCBCDFBF CBCBCDDCBCDFDFBFCBCDAFCB B AC C DFCDEBC ACFCDB DADBCDF C B ABCDB FDFFC F FD C FFCF DDEBFC D B DFCBDBCCBFCDCBCDBFBDCBCDB ABDF D DF CD CDF CBD DACDF C B CE BCB CDF BF B AD DF B BAC DC ACBACDBDCBCDBDBCCDFEBFBDDFE BFCFCBCDFFCDFDCBCFFCFDDEBFC CBCEFCBCBFBFCFBFCDAC 8

23 BACBFAFCDBFBFBFCDCBCDFBBCB DEDFBCDFECCBFBCBCDCDCFACB BFCDCBCDFBBCBCFCBEFCACDF DFBACBACDBFABC BBAABDFDFECBFCDCBCDFBBCBCEDFB BBFBDCBCDADBBCBCDFDECEA DDFBFCDFDDBBCBDFCDDB FDFEEDCDFEABFFFBCCABCFCBCDFE CADEBFCFDEDCBCDFCABCDBAEDBF B FDFE ED D B AC C ABCDB BA B DF AACFCAF CDFCDCBCDF DFDBC B CD DCBCDF DF B F B AC DFCDEBCDFEACFCDBDADBCDFCBABCDBFDFFCFFD FFCFDDEBFCDFCBBCBACBFDF AFC BAC BF F CD CDF CDF C CC C DCBCDFBFADBDBCBDACFCDF CBAC DFCDFECFCFCCDFDDBBACCBCDCBCFC FCEDCBACFDFECFDFECDFDFDCC FEDBAFCDCBCDFEBFDCBFDFCFBCDFB BF C DCBC D F DEBCDF BF DFCEBCDF C EBDF B B FCBFDFECDCDBBFFCFCCDDEBCDFCBF DDEBFCDFCCBFCCDDCACCCDDEBFCB BC C CFDFE CB DDEBFC AFC B C CBBBFCDCDCDEBCBBFCBE CBCBFABDFECDCCADCDBC BDC BF BBDBDDC C BCB F DDEBFC B BC C EBCCFFDDEBFCAFCCCDFB CDAFCDEDCDBCFCDBFBDFCDACCBC FC BC DF BC B AC DF C FE D FCAFDABCDDBADDFEDBABDFC BDCCBACFCADBCDFCCBF CFFBBCCBCCCCACCBC CBFCADFDBFCCDFFDFEDBAC CB CD DFC BFC DC AFCDFE C DFDFE BFCDCBCD CEDFBACBFCDFDFEDB CDFBACDFBBCDCBCDFFBFB 9

24 ACCDBDADCBCCFFCFDDEBFCEACDDFC BDBACDBBFCDCDFCBDEF DFE C DFCCDF BAC C D C FC DFD DCBCDF DDEBFC DF C CBF DC F C C ADB DDEBCDFDCBFADDFCFCDDCBCDFDBFBCDF BCCBBBCDCFBCDCBCCDCCBDEBDFDFE DFDECDFCEADFCEBCDFDFDCDDFB ABDFEDEBFCFCBDBDCFBCD BACDCCDFDABCDFECDFCCDFABCCD CCDDEBCDFDCBFCFDFBFEDBBCC DCDDEBFCAABCDFCCBFDFCCFCC EBBFBBBBCBADCDEBBCBFBBCAFCBCDF DFCEBCDFBC CF C DEBFC AABCDF DF C FC D DFBACBCDFECCEEBADABBFDFEDDEBFC BCDF BF BFEBE D AFC BF AFC BF DFB DFACBFDBDCBCDCDBACDCEFB B F C DFD DCBCDF BF DFCEBCDF C DDEBFC FDCDFCCBF BACCBDFCBBCDFCDBEEBCDFFFCF DDEBFC F B BC C ADCDFE C BF BDEFFC BCFDDABDCDDFCCBFFCF BC C CDF DDFE DF DE FFCBCDF FFCF DEBFC FDE FDC B DDEBFC B BC ABF BCDCDFCCBBFDFBCBADFCFB C BF BBCDF B C DFDCDB DFE BCDF DF C CBFDFBCBADFCFBCEFDFDCDBDFE BCDF B DFCFC FEF BC FDE FFCBCDF D DF CF B BB CDBCDF C C FDE FFCBCDFFDDEBFCBBCABFADDFBCDF BD BDFDCBCD FB C CB C B BC ADFFBCDDEBFCCDBAD CCBEFDFCFCBBDBDFCBCBBF CDBFECCDFCFCBDCADCBF CBDFDFECEADFCDEBCFFDFBDCDDFCDFCF DDEBFCFFCBCDFBFCBFCBBBCADCDF CBCCFBBCDCDBACDCCDFDABC DFECEFBDFCCDFABCCADBDBEF DCBCFDDEBFCDFCDBFFCBCDFBFBBCABF BCCABDFCFEFDCDBCDFECFDEFFCBCDF 10

25 BFAFCDFBCDFFBDFCCBFCECDC DBEFDFBCDFFCBADCCCCBEBC BFBDBCDFCBCBBFCECDCDABCD BFDFCBDFCADDFDFEBFFDFEBACD BACDFCDEBCCBDCBCFEFBCDFDEBFCFCAF CBFCDB CC FD ADCDF DC ADDFE C AAC ABCCDABFCEFBCDFADDBDCBCBCD BFC C BDF DEDF EA DC BF F EFBCDF DEBFC FCAF DF C CBF DC F D BF D BCDF BBCDCDCBDCBCCCEFDCBDFCFFCF DDEBFCEABFAACBCDFECDCFCAFDB FFCF DEBFC FCAF DF C CBF BAC D CCDFDABCDFECDFCCDFABCCADBEFB DDEBFCFCAFDADFCCBFDCADBFC FC AFC C FFCF EA BC C D AD DCBCFDEBFCDFCEBCDFCBCDBFFCAFDACAC B AC C C BC C D AFC C B CECDFDFEBFCDDDFDABCFBC FDF BAC D CB B BC C ACFCDB BCDFDA CF FDE BBCDCD BF DEBFC DF C ADDB DC DFCDEBCCBFCBCCFCCDFDEABCDBFDFFC BFDCEBCDFBBAAFCBCBCDDEBFCFCAF CDACCBCCADBABCDBFDECCBFDCBC EBCDF B B B CDFBFC C ABCDB BBCDF ABCCF BF AFCBAACCFDDFBDCBFCDB BCDDCDBFBBDBDDCDCBDFABFCDEBBF DACBFCDCDFCDFECDCBCFBCFA FDE DC DCC FCDFB ABBCDF CF DFCDB BF DBAABBDFDEBFCADFBFC FFCDFB DFCDB FDE DC BC D FCDFBDFCFCCFDECAADBADDFE CBCDFEADFCCBFBDDFCDBACCDFCCBABCDB FDFFC BF DC EBCDF B BA B DF AAC FCAFBACDCCDFDABCDFECDFCCDF ABCCDBEFDCBCCCDCCBDCDFCDB BC BADFE DF AFC AAC FCAF DF DEBFC FDEADBBCCDCC ABCDBFDFFC BFDC EBCDFBCCAFCCBCECCD 11

26 ADDFBCDFFCFDECDFABBCBD FBCBCDFBFBCDCFDEAEBF ABCDBEBCDFCCABFACDEBFCFDE BCDDFCDEBCDFBDDFABFACDEBFC FDEDFBABCDFCBDFCCFDF BAC D F CD DCBCDF DDFE CD C C BDBACDFDECCBDBCDFCDFDC BDBFDDCBCDFCDCBCDFBFDEECDFC BCDFBFDFDDCADDADBCDFCDF 12

27 DDAABDADAABDA AB FCCDF CBFBFCFFDCDEAABCDFFDCBFCFE DFCFBCDFBDFCBCDFBFBCBFBFCFCDCBFE BF D DC DEBCDF EBC ABC CD DC CBCDB FCCD C FCFBDDFBCCAFFF CDEBCDFCCBFDCBFCFCDBCB CBCCDCCBDDEBCDFDCDBBFEBECBC BE DF FDB ABCDBC B B DDFE F B DEBFCFCCFCACBFCCDFCF DFCFDDEBCDFCCCBFBEBDFDFFCB CFBEDFFCDABCDBCDFFCC FDBDEBFCBFCDBDDBFBDFFC B ADCCDFEDCDEBCDFCFCBFBCCBFCC BFECBCDCBBCBFCDDEBCDF FB CD B FB F DDEBFC B CCB CDEBFCCBFCFCDCDCBCCEFFC DDBEFDCDBCBFDAFCCDFDCDDDB BDFBCCCDFCEBCDFAFCDEBFCDFCCCDC BBDDFCADCDFCCEFFCFCAFFF DDEBCDFBCDBCDFCCBFDFCBFDDEBCDF FCBFFCFBFDEFACB DCFBFFFCCBCDFEDCCDAFCBCDFC DFDCDDCCBFBCCCFDFDDEBCDFBFDFCEBCDF BCADDFACABCBDBBEBFBF DDEBFCDFDCCDBCEDDCCB DBACDCFCDFDDCBCDFDDEBFCDFC CBFDCFCCFD DEBCDFDC BFADDFC FCDDCBCDFDBFBCDFBCCBBBCDC FBCDCBCCDCCBDCEBDFDFDECDFCEAFCACFDF DBACDBFCABAEEFDFEDE DDFEDABFEDFDDEBCDFDFCCBFCFADDBFDFFCD BFC 13

28 DC D D F B ABDFE DEBFC F CBDBDCFBCDBACDCCDFDABC DFECDFCCDFABCCDCCDDEBCDFDCBF CFDFBFEDBBCCDCDDEBFCAABCDF CCBFDFC C FCCEBBFBBBBCBADCDEB BC BF BBC AFCBCDF DFCEBCDFBC CF C DEBFC AABCDF DF C FC D DF BAC BCDFE C C EEBADAB BFDFEDDEBFCBCDFBFBFEBED AFCBFAFCBFDFBDFACBFDBDC BCDCDBACDCEFBBFCDFD DCBCDFBFDFCEBCDFCDDEBFCFDCDFCCBF CDDEBCDFDCBFCF CBFBBFEDCDEBCDFCDCBBCFCFCD CBCCDDEBFCCBCDBCDEBFC DEFCADCCFCDEBCDFBBFC CBFBFEBCDACDDEBCDFABBFC BBFCDDCBFBFFFDFFECB CCADFBBFDDEBCDFFCEBCC CADCABCBDCDFDCBCFDF DDEBCDFCFCBDCFDFCFCFBBF ABDFCDDCDBCCDFE DECDEBCDFDFCBF FECB 14

29 FDBCDF CCFBDEBCDFBCCFDBCDFA BBCDFFFDBFDFAFFDFBFBFFDFEBFDC FD C B BE B DDEBCDF C F AADBC AA C DEC C ABCDBC C C CBF BCEBFCDCBCDDCDDCCCFCDCDFB BFBFDCBCDFCCBBABFDCD BDDCCDFCCBFCDDEBCDFCBCBBB FF C ABC FDBD C B CDCD DF C BDBFBEFAADFBCCCBFDF CDFCBFCDDABCDFCFDFAFFFDFEDFAFF BDCBFDFBCFDBFADCDBCBDDC AFCCEFFCDFEBCDFBCDC DCCBFCCDFBCDCDFFCD DFB CCDFE DF C CBF DFE C DCDFDA CBFFCDBFBCBCBCDCDCDFEC CBF B B F DACBFC DDEBFC CEC C DCFCABCDCBFFCBCBCFCDBFBC CCBAACFDCDBCDFCCCBFC FBBCACBCBCFCDBFDCCDCDBFDF CABFABCCDFEDBFBDFCCDDCBF FCBFDFDCDFDFCDFABCCDFE CDDCFC DFCCDFEFBFCBCDDCFCEC BCBEBBDDEBCDFBDFDCBFBFFCD ADCCBFCDDABCCABCBCECBFCACBCDF CBCBFDFFBCDDEBFCCCBF BFFCDCCFCDFDFECCDFEFFBCCDD BFCFACCCBFDFBE FCCDBFBFDEBFCCBBFCDC CB DF C CBF BF BC DF CD BDD D BF BFFDCDECBFCFCDCDDFCFC ADBCDDCFCCBDDEBCDFBFDDCDDFC BFCDCDBFBFECDFC CBFBFBCBDBBCCCFDEA DFDFE C F EFBCDF BFC B B DDF AA DF CCB FEFCBDFEFCBCBBACBEBDC DDEBFCDFCDCDCFCDDCFCDDEBCDFFBF DFBDDEBCDFDFCBCBCCDDEBCDFEC BDFCBDFBFDEBCDFCCCBFFCDCBDE 15

30 DEBFCBFCDAFCCBDFBAA CBCCCDFCCBFFCEFBDBCDFDE DEFCFDDEBFCDFCCBFCBBDBBF DEBCDFCDDFBCF family asylum labour study others BBBAACFCEBCD DEFCFDDEBFCDFCCBFFCDEDF BFCB 16

31 EBFB CCFDBCDFBCDEBCDFBFBDEBCDFFFCDB BDFECBFDFBBDDEBCDFCCDBFCDEBCDF C E BF B C DF C E B DFBDFEFCDCCDDEBCDFDFCCBFDEBF CBFAABCBDFFEC BFCFCDFCDECECCFCD F B EBCDF CDECF FFCDB C F BAADBCDFAADEFDDBFCDFCDFBFDD DDFCCDBDEBCDFBCCCBF BF BAADBCDF B E CBC DF DF C BC B ADCBEBFCCBFCBCCABCDFFDCFDC CFDCDFAFBACCBDCABFD EBFCBDFADCCBDFDCCBFBBAADBCDFFC BEBCDFBFCDDDFCCBF DEBDBFADC BFDD CBC FFCBBFAEDFCDBDFDEBCDFCF CBC F CF FCD DF C ABF FDF DF B C CBFFCDFCBCBFDCDFADBFDFECBCDEC FCBBFBCFABFFCDBCBBFAAC CEBCDFCBCFBAFCDBEDCCDFB ADCCDCDBCCBCAACFCBCCBC 17

32 DF C ABF FDF DF B B FC A DF C CBFDDBCAFCCCBB DEBFC B ABC DF ABD AFC BF ABC A BC BDCBCAFCBFDFDCDBBDBF AFCDFBCFCDBBC DFCCBFDCCBFCDCDFDDDDDFCDEC DFBDFCFBDEBFCBFDEDCC BCCFBEFCCDFBFBBFDFBDFDEBCDFDFCDB BFDBBFEBDBABCADBDEC FDEBFCCCFCDCBBCDDCDDBFE CBFBCCCBCCBCBFDBFBFEBDBFACDF BADCCDFCCBFABBCCDBFC CFBF DEDEBCDFDFCCBFFCFBFBF EBDBBFBFDB.5 share in total immigration non-western +new eu +rom+bulg polish DFDCDBBDBFAFC DDEBFCAABCDFDFC C FC BFBCAABCDFCCBFFCC DDFAADAFCDEDFBCCCBFBFAFC BBDFAFCCDDEBFCBCFFCD CFC 18

33 ADFBFCCFDEDFEFCDBFEDBFC FCDBFAFCDDFAAFFCFFCDC DEBDFE C DACBF CBC CF DEBFC B AB DF C AFCCFCADDFCCBEFBFDCBCCFF CFEACBFDCDCEACFDEBFCB BDFBCDFCBFCDFFCDCCFFCFAABCDFB DFCFDFFCABCBFFDCCF EAFFCFDEBFCBFFCBFDDCDDFEBDFDFEB C DF C DC B FF AD BF B B F DCADBDBCCDEADEBFC CDCBCCEADEBFCDADFCD AF FFCF DEBFC AFDFBAFBFCFCDB AFDBBBCABCBC BCDFCDDCFCDEBCDFBBDDFEBB FCDBEBFDCBFBCAABCDFADCDF C CBF B EDFFDFE DFDFE C BC BF BCD DECDDEBFCAABCDFCDCDFCDFDBCFDC BFFEFBCDFDEBFCDCDCEFBCDFBFBBC FEFBCDFDFDFDDBBCBCFABFCBF CDCFCBFEFBCDFDEBFCBDCBEBC CFCBDEBFCEACDFEFDFEDFDFCDDEBCDF DCD BABCDFADCDFCCBFAFCDEDF BFB persons share in total pop. share second generation x 1000 % % Turkey Morocco Suriname Antilles Iraq Afghanistan Iran Somalia total non-western 1, natives 13, total population 16,358.0 ABCDFCBCDCDBBBAACFCEBCD 19

34 AABCDFFFCFDDEBFCDFBBEFDBFE CBFCFBCDCAABCDFBFCDBCBEDFEDFC DFEBDCBBEBEFBCDDFBBCBBE CFFCFAABCDFBCCBCDCFFCF AABCDF FC CBF C A FC DFDDB BE B ABDFECAFCCFBCDDFECBFFDFDE CDFEBEADCDFCFFCFAABCDFDFFCB BFDACBFCCDFFCDFECAABCDFBEDFEABC DCDFCDFEBBBBAACFCEBCDBCBF DECCBF DEEADCDFCCBFAFCDEDFBFB DFAFCBE ABCDFCBCDCDBBBAACFCEBCD CBCDCDBDDEBFCBFDFDFBDBBFCDBCCB DDEBFCDFCCCBAABCDFBEAFFCDFDCDFB BFADCDECDFDCDFCBCFAABCDF DFEDFBBAFFCDCCBFDCBCBCF ABFCFCDCFCCAABCDFFBBBFAADCC CDCDFDABBCDABFCFCCCBDDEBFC AABCDF BF C DC EFBCDF DDEBFC AABCDF F DD DFC CFBFFFCFCFCCCBAABCDFFFCFBF CF C BFC FB B B FFCF DDEBFC AFC C CCB F DDEBFC FFCF DDEBFCFCCDCEFBCDFDDEBFCAABCDFD DCDFCDFDDACBFCCEBADBBFCBCBCBCC FFCFDDEBCDFBFFCDFCBFDCDFDBCCBC 20

35 CCFCEBFDFCCBFFEBFBC ABBCCDFCEBC ABDFCDEDFBBFDCBCBFBDCDFBBC CDDEBFCAABCDFDFCCBFDDEBFCFFDBF DEDF B C C F B C F B AA C FFDBFCDEBFECCACFDEFFBCDFBDFBD DADCBCCDDEBFCFFDBFFCBCDCDFB ADDECBCBFCFDEBFCBCDFC BAAFCDDEBFCCDEDFCBACBCB FCBBCFBEBDFBFDFEDFEDEFFBDFEBCBCB ABFCCBCDDEFFBCDCDFBBFFC ABDFCFBBF F BDCDF C AABCDF BDDFE FD BF EC DCFCFCDCBCBDDFEDCFABF FCDEDBFBFCBABDFBFCFDCDFE DEBCDFBFBBDDCCAFADDCABF FDFFDFBDFDEBCDFCABFFCDCCCBF DABDFBDFDEBCDFBFAADFEDC ADDBDBDBCFCADCBEDEBCDFCBC BBFDCCFABFDFB DFBEBDBFDDEBFCDBFCBDEBFC C EBDB AD BD DF C CBF EFB DFE ECBCBCBBECBCEDFDFECCB E FDCD DF C CBF B EBFDCBF B BF BF BDB 21

36 BCFFDFCCBFFCDEDFDF EADDA ADA FFDB BF DFB CFCDB ED EBDB BF AA AAAA DFBFDD BDEFFBCDFBDFCCBFDCDFDADF DDAD AEBDABEADA EBDABEADA D BF BF DCD EDBF CBDBF D F EBDBF ABFD DFBFDD 22

37 BDEBCDFDFCCBFEDFDC DA D CB FCF CCB CFCCB DBCCB DBCCB DBCCB ACCB BFDBCCB CBCDFCCACBCDFF EBDEBFCDFCCBF D DCC DFBCDF D EFB BBDB F DEB DEBFC DF C CBFDFCDFECDFAFCBFCDBCCBCBDC ADBDCDFDBCDFCFBC BFCFC CAFFFDFC FCDFECCDBCDFCBCADAD CFDEBDFCDFCFCBDCBCBF AADFDFEDEBDFCFFABFDEDFBF DEBDFCABFFCDBCCCDBCCBCCD DEDFBFB FCDFDBCDFFCDEBAABCDFDADFEFCB BFBCBCFCDFCADDBCBCDFB CCBDEBDFCCBCECDFFCBCDCCADC DDFBBFFFDDFBBCBCBBCABBDDBCB AFCBFBDFCADDFBCDFFCBBDBC CDBCBFDCEBCBFEFCB DEEECBDECCDFDFDEBDFCDDBBEDF CDFCFDDBCDFADABCDFECADDCCFCBBC CCDDFBADBCDDCBBBDEBDFC CCBFBCFFCAD AFC C DEB DFC BEC AD CBF F D EECCBCCDFDDBBDCBDFDCDFCFCFBFE CBDBCFCCFCBCACBCDF AFCDFBCDEBDFCFBFFEBC BECCDFDBCDFBDFFCBFCCADCDB EEC CBC CBCDF DF DEB DF D DDC AABCDF DEB 23

38 DFCDEDFBCBFDFBDFEDCFCDDCDEEA BCFACDBEDBDBDFB BFEACFABFDBFDEABCBFC DEBDFCBCBCDDFBCECBDDFECDDDCC CDBC C B B BFE C DEB AABCDF FCDCDCBCBFCDEDFFCDCDEBDFC B B AD FCD DEDF B EB AFC D F ADB DF C C BF BCDFE AFB D BDFE BF BFDFECBDFACDFBBCDDDCDEB AABCDFDCDBCCFBABCECCFCDCDE FFCBCDFDFCDEDCDCBCCBBECC BBDFCEDFDCDEBFDDFCBDFE BFCDCDFC BBBCDCDCBDFDEBDEBFCABDFAFCBE AFBCBCCBF EF F F BE B B B B A BFBEB FBCDFBDC CDB CDB DFB CFA BCFA DB CDDB CDBBFB FEFCB 24

39 FDFDFCEBCDFDDEBFC DFDADCDFCFFCFDEBFCAABCDFDEFBB CCBFCBCCDFDEFAABCDFFBCDFDBCDFC D C DF DF C EFDCDF CBC DEBFC B DFEABFFCDFCDFCFCDFCDCDCBCDFB EBBDADCDFDCDFCEBCDFCDEBFCDF CCBFDFFCBDBBCDCBCBFEDFE EEBADABBFDFEDCBFBCDFBFBFEBED AFCBFAFCCDFACBFDBDCBAC EBADABBFDFEDDEBFCDFCCBF FCF DEBFC DFDCDF AD CDF B AB FB B C FC DC B CBDCDFB DE B DFE FFCBC DF C CFABCCCBFADBDFCAABCDFDBECDCD CBCCBBEBFCCFDFBFC C DFC CB CCB BE BF CC D FF CFDEDFDCDBDFDEBFECFEBC AFCDFCBBFCCBFFCBCDFDDEBFCDFC BDCDCDBCCFDEACDABCDBDE CBFBFCDFBBABCCBFFF CFFFCBCDFDFCDBBBBBAACFCEBCD BDCDCDFCFDDFDCDBFBCDFBEDFBFAACDF DDFEDFCBDCDDFCCBFDFAFCBE A E C DD E A EDAC ADA AA A AA A E EDA ABCDFCBCDCDBCBFDECCBF EEBADFFCBCDFFFCFDDEBFCBDFBDFC ADCBFDFBDDFCADC FFDDABDCDDCFFCFFFCBCDFBBF BCDCDCDDFECBCCFFDDABDCDDCFFCBCDF 25

40 CF BF B DFB C C FC C C CBDCDFBDEBFCDCDCBCCBBFBECBC FFDCBBCCFCDFBDCFFCBCDFBFF CFAABCDFBABCCBFCBFFCCC CACDCDDCFDFBDFEFFCBCDFF DD F FDDFE C ACB BB D FFCBCDF D DFBDFECECCFCCDFBCBCDBEDFC BBDEFFCBCBBCCACDCDCBCCB BFBECFBFDFABCABDFCDFCDBAF DEBFCCCBBCDFCDBDECCDCAABCDF CFDEADCCCDDCBCCBCCAABCDF EAABCCCDDCBCFFCFCBCDFBBBAAC FCEBCD BDCDCDFFDDABDCD BFACBBBACFD ADCDFBFCFDFFCBCDFBCEDFCCBFBFB BFBBFBFB ACDBCF FFCF CCB FDDABDCD FDDABDCD ACBBB ACBBB CBCDFBBBAACFCEBCD C BFC DFCCDFE CF D C DFCDB BCDF C FFCF AABCDFDCFCCBFADBFBBDFCBDFDCD CFCDABCCFDBDDDFCCACDCDCB CCBBFBECECCFFCFAABCDFDF CDCFDFEBBBFACD ABCBFACDCDCFCDABCCF BABCDBABDFCDFBDFEDFECDFCBBDDFE CFFCFDFBFFCFBFFCCBFCDC BBCCBDBFFBACCBCBBCC DFEBCFBCDCCDCDEDCDADBFDFCBD BFFBACDFCBCCEFFCF FFCBCDFDCDFBBCCCDEBBBADBB FCFDFDEBCDFCDCFDFE CBBBDFCCBFDFBBBCFFCCBFBCCBB FCCFFCBCDFDCBBCAFCBEFFCFBCFDFC CCBAABCDFDFCADDBB DEDCACBBB BCBFACBBFBBDBBCBCADBCDFCAFDFEABA 26

41 DCCDFCCDFCCFDDFDCADDFCEBAD BCCFCDFDEDFCCDFEDCBCDFCFDDFDCDCFDFFCBCDF DEFBDBABCDBDCDADCBADCBBF FDDFCEBCDFDFCDCBFCDFCEEBADFFCBCDF DBBFCBE DFDDB BF AC BBBAAC FCEBCD AFCDFBDFEADDFCCADCDDCBEBCCFC BDEBFFFCBCDFFDECBABDF DCDFEDCFBBDBFDBFFFCBCDFFDE BFABCDFEDCBCDFBCFDECAED D CBFCDBCDFEADABCBFBABCFCDCCD DFCBBDBFFDEDCAFDFEDFEADDF FFCBCDFFDEDBCFBCDF CFDCFDEBFFFCBCDFFDEDBC CDDFEBABCFCDCBCCBCADDFCBCC FDEB CDBCCFDECBFA BABCFC B C DF DC BF FFCBCDF FDE ACD ABCFCDDEBCBCFDECAEDFDC FDEBBEBABCFCDDBFBCBF BCBABCFCDCBFBCACDCDF FFCBCDFFDEBBEBABCFCDDCBFFBC CBFCDBFBCBABCFCDCBFBC ACDFDFBCDBCFFCFAABCDF DC FDB DDFE AB CBF D C B FBCD ADB FDDFECBCBFDCEACFCBE DFCBFABDFEBBEBCFCB ABADBFBFBBCBCFCB ABCECDDCBCDFDABCCADAC CFCDBFEABFBCADFBDF CADCFBCDBFFFCFDEBFC DFEAADFFFCBCDFFDEFDCCCCD FCBBABCFCFCCBCBFBBABCFCBFCBDFC DCDCBFCBAACDDFDEFDCFDEC DFCCDFDCDCFDEBFFCF FFCBCDFCCBAABCDFBFFFCBCDFBCBCFCDCBF CACDFDDABDCDFFCBCDFFDEBDFBFDEDC CBFFFCFFFCBCDFBFBCBCFCDDECBFCBFCACD FDDABDCDFDEBDFCFDCBFFFCBCDFF 27

42 DCBCDFDBCDFCBEFBCCDCDFEBCFDC BABCFCBAADFEBDFCFFCBCDF FDEBFBFDFFFCFEADEBFC DABDFCFDABBFEFFCFDDEBFC BFAFCBABCAFCFBCDFCDCC ACDF C FCDBF EA C BC FDA DFB DEFDDBFCDFCADCDDFDBCCBCCFDDFDCDB EBDFDFEBCFCDFEBCCDBCBFDE FCCBFDFBBFDFDECDDCBCDFDFC DFEBCDFFFCBCDFFDEBBDCABDF BFCCDFFCFDEBFCDDFBCBCCBFBCFBCD DFE CBDCB DFE BFC D ABCBFBCDBAFCDDFEDFBCDBFC AFC C FBCD AABCDF BCB D DF CB DCB BCDBCBABCFCDFEADDFDCDBFFFCBCDF FDECBECDCDDFCCBF BCD CDBCDFE AD CDBCDFE ADA EDB DCFDE DFDE FFCBCFDE EDB DCFDE DFDE FFCBCFDE DFDCDFFDEBDCBDFDFBDCBBDBFDFCFFCBC BDFDFBDCFFBBDBFDEBFCBDDBFDDCBFCDDBC CBCDCD CBCDFEADCDBCAFFCBCBBCBFDDFBDF BBCDF BBBAACFCEBCD FCFDEBFCBEFBABDFEBCDDDCCDDFE DCBCDFCBFFBCDCDBADDFEEDFCDDDCDFE ABCDCFCEACBDFEDC BCDDFCCCAAFDEBCDFFF CFDEBFCBCFDCFDFADDCCBCDDFBF 28

43 BCCFDBBDDCBFBBDBDDCDFCBFDBDFE DBDDCCDDFBFFDBBBBAAC FCEBCD BBEDCDFBCBFBBEFB CACCBFCFDEABF BCA DDFBC FBCD DFB FCDBF D BF CFFCF FBCBFDEFCCBF DEBBCDCDACFDEACCBF FBCBFDEFCCBF BCDFBFBFEBED FCFDDEBFCDFEBECFCBBCDF CBFFBCDBFDFBDDADBCBD BFBFBFCBEDFBFCDBFBFCFF CF DEF CBF B C D BF BF DFE AABCDF DF B DFD F ADB BCDF ABDFE C AFCCFBCDBFBFAFCCCFFCFEA C C B CD F AFC C D BF BF DFE AABCDFBACDEBCDFDABCAFCC FBCDBFBCCCFFCFAABCDFCAD CBFFCFDEBFCEABBDFDB 29

44 EBDFDFCBCDFBBDFC CDFBCCB B AB C CD FBCD FCABC BCDFB BBFFC C DBFBFAABCDFBFABCDBDADBC FDFBADCBDFDDBDFEADBBCDFFB FBBDCBDEBCDFFCD C EBA DF BCDFB BCCBDFFC CFD DFDCD D FBDFE CD AABCDFEADBDFDBBFCBECDC BABCDFBECCBFDEDFBFBCDF DFAFCBE AD E A EDAC ADA A A DC C C DC C C CBCDFBCBFDEFCCBF CBCDFBBBFFFCFDEBFCBFBDCC BCDFBBDFCCFEFBCDFBFCBCDFDE CFDEACFEFBCDFDDBABCCFC BBDBCDFBBFBACFCAFCBFDE BCDFBCBDFFCBBEA BACBDFBABFEFFCFEADC FDFDEBDEFCFDEABACBCFC AFCABDFECBFAFCFBCDBCADDFE CCBCDDEBBFECDFBBFFCDBFEACBC CFCCCCBFCCFDEADFCBCDFBBDFCB CDFCCCBCCFDCCBCDFCBFC ABBDCDFCEA 30

45 DEBCDFBAABCDFBEDFCCBFA CFDEABFEFBCDFDFAFC D DCEFBCDF D BF DFB FCDBF FEFBCDF BF DFB FCDBF DEBCDF FDFBBCDF FDFBBCDF BDBCDF BBBAACFCEBCD DEBACDFEFBBCDFDFCCBF ACFDEADFAFCCCBFFC Turkish Moroccan Surinamese Antillean other nonwestern natives CFDFEBBCBFBBE CBCDFBBBAACFCEBCD C BFEBE D B B EFB A B FFCF DDEBFC EAADBCDBFBFBBFFDFB F C B B C E B F BF BBE C ABDFEBDFEBFDCDFEDCDBFBFEACFC AFDBBFACDCBFCDFBBF 31

46 FCDBF F BF ACD BF AC EDF F FDBCDFBBFFCDBFBFBFBCDBFCC BFEBEDACDEFBEEFBCDFDBFBF DEBFC C BBCDCD CDF C B EBC CFC C C BFEBE BFCDFDDBCCEAFCFCBDEC CCBFEBEDCBFFFEBFFEFBCDFDEBFCCC DCBFBFDCEFBCDFFACDDFBBBFAC BCFDEABFEBEDDFBDCCCDFDDB BCDF BCBFEBEDACFDEABFBFCBBCDCDC CBFBBE D BF DFB FCDBF F F BE BE BEA DCEFBCDF FEFBCDF BBDBCDF FBBCDF DEFBBCDF DEBCDF BBBAACFCEBCD AFCBFAFC FCFDEBFCDFCCBFBDEFDDBFCADCDFF CBBCCBFDEBFCCBDADFECDADCDFC ADBBFFDFBFAFCBBFE FFCFDEBFCDFDCFCCBFCDBDEBCFFBCD DCFCBBCABCDDABCDFBDFBCBFCDBCEC CADDCDFAFCBBCDAFCD BBCDBFABFFEECDFECBCCBBCDCBCDF FFCFDEBFCBDAFFCFDBCBF DCBFBCDDFCFAFCBFECFDDFDCDB DFBBEDCDCDEFDAFCFCDFEFCDFC BBCBADDFEABEBDF BFBCEBFCBFEBEDFBABDFEBDFEBF DCDFEBBAB 32

47 BCFDFCAADCBBC BB DFEBB AB 33 ABCCD ABFFCAFCFCBC DAFCFCBC BABCDDABCDFBCB BABCDDABCDFBCCFDDFDCD AFCBCB AFCBCCFDDFDCD FAFCB FAFCCFDDFDCD CBDFDFEDFEAADCBBCBCABF DFEBCBCAABCDDABCDFBCDFBBBB AFCBECCCBAABCDFBEBCABCDDABCDFBCDFBDFEB BBAFCBECCCBAABCDFBEB CBCDFBCBFDECCBF B BC C D EF BCDF BE BF CFD EAFDFBFCBBCABCDDABCDFF FFCF BF FBCD BD D FDB CBF F D D ADBCBDBFBFFABCDDABCDFBCB BFBCFCACDEAFBF BFABCDDABCDFBCBDFBDFCFBCD BDFEBCFFCFFBBFFCEDFFDFE FD FCF BC C CD FCF C B BF DFB DF FAFCCBCBCFBFFFCFDEBFCCBBECFC CBFCEACAABCDFABCDDABCDFBDA BEBDFFFCFFDCCACDFCDBFBF EABBCBCDDCCBDFBCDFB BFBECCBDFCDCDFCBBCCECCFD FCFCDBFCCBFCFDDEDFDCC CFBABCDDABCDFBADAFBCDCC CFDFCCDDCFFCFAABCDFBBBAACFCEBCD D EF DF B BC ABCDDABCDF BD B C BE EABFDEFBCDECCDBEEABEBBF ACBCDDABCDFBFECABDCADBDE CDFBBFFCDBFEA

48 BCBBCABCDDABCDFBCACFDEAC CBFDFAFCBE D BF DFB FCDBF 34 C FF CF FF CF CCB F F BEB BEB BEB DCEFBCDF FEFBCDF BBDBCDF FBBCDF DEFBBCDF DEBCDF CCB FBCD BBCABCDDABCDFBCBDFBAFCAFAFCBAFCBEC DFEBEAABCDF BBBAACFCEBCD FDACBCDFBBCABCDDABCDFDFCDEFDDBFCDE F EFBCDF FFCF DEBFC CBF C DC EFBCDF ADC CC B BC BDDBCDF BCDF ABCDDABCDF A DC DE FAFC BC C F B AB C DC EFBCDFDBFBFDFBBABDFC EBCDFECEAAFCDFBC FAFCBFECFEFFCFDEBFCBDFBABDF ADCCDFCABCBFBFBCCDEAD FA C FC ADD D BF C BCDF DE BFC DA B BC ADCDF DEF B DE BCDF DFDDCFAFCBFCCBFEBEDBF DACBFC BCBBBAACFCEBCDFCFAFC BFE DE BC DEBFC D CBFCDB DE CBF C FBCD AABCDFADBFFCFAABCDFBFDFDED ABCCFDCCBDFCECCADBCEC EBABFBDFFCBCFDFAFCDBDFEDFB ADCBCDCDACDDFBDFEBFFCBFCFBCDBFCF D B B DEF CD B BC AD CDBCDFE CFD AFC DF FC B FDCDBCD C C EFFC DFCBF C CDCB BFC DCDFE FC ADB FDFE C CDBCCFDABCDDABCDFDFDFCDD

49 BFABACFDEACCBFDF AFCBE D BF DFB FCDBF CFF CF FFCF CCB F F BEB BEB BEB DCEFBCDF FEFBCDF BBDBCDF BCDF DEBCDF DEBCDF CDFDDFCBCDFDFBBA BBBAACFCEBCD DEFAFCBFEDEBCBEBACFD EACCBFDFAFCBE CCB FBCD BBCADCDFDEBFCDBFCDACBFCBACBABC CDBCFDFBDEBFCBDFCBC BCFCBFFBCDCCFCDDBCFDEACD EFBCCCDECBFFBCDBCD 35

50 FDB CF B BF B DEBFC EA D C BFBFACDBFFCDBFBFACD DDFEBCCBCFBCDDDFBBFCFF CFDEBFCDFBBFDFCCDFEDFDFEDCBCDFBFCFC BBCBCDFCBCBFBCBCDFABCCD BCFDEADBDACBFCDADBCDFCDDFBFFD DFAFFBBBAACFCEBCD BBADCCABDFCBCACFDEA BFEFBEBACCBFDFAFCBE F F D BF DFB FCDBF CFFCF FBCD BBBAACFCEBCD FABDFECBFAFCCFDDFDCDDCCBC CFBCDAABCDFBFDFCCDFEDFDFEBAABFCBFDF DECFDDFDCDCFCDFAFCFCDFCBF FBCDCDFDCFBCFDEACFCFCDFBC DEADFBCBFCDBFCABCCACDEA D FCDFB FBCD B C B B EF D BF BFDEBFCABCCCFDEABBCDCF FBCCFCBBCBBBAACFCEBCD FCADDFEAFCDFDEBFCFDBCDDCDDDFCD AFCCFBCFCFDDFDFBBAD CABCBCDFADBADDFECFDFBCDDC DDDBCDFBFDDFEDBBCBFBCFCB D ABCCF B BC C C DDFE B F EFBCDF CFD FCAFCDEBCDFBFFCADDDB ACCDFAFCCBFCDCEFBCDFD BDFBCCFDFCAFDABADAAFDC AFCDFBCBACCCBB DCABCDBDECDEAABDFECC FBCDBBFBDFDBCC BCFDFFCFDDEBFCEABCBFACD C BF DFB BF FCDBF BF F DBBC 36

51 BBBAACFCEBCDFFFCFDFABCDFECB BE E DF D C FB DF D FFCF DF CBCDFE CBD B BF AFB DDDEEECCBCDEBFCFDBCDDCDBCDC CFCFFCBCDFCBCBDCDFBCFDDFFDF DF CBCDFE CBD B BF AFB D BF DFCCDFE DFCEFBCDFBDCDBCBDEDDFBCDDCDD DCDBACDFDECFEFBCDFDBBCDDFC D C CBCDFE B BF CBD BF DC D EBC AFCDFCDEDDFDC DEDFEBACFDEABFEFC CBFDFAFCBE 100% 80% 60% 40% 20% 0% scientific higher middle lower basic BBBAACFCEBCD DEDFACFFCFDEBFCBFFBCDC CBFDFAFCBE BFEDCBFFDBBCBBBAACFCEBCD 37

52 FACBFDBDC DBBFCBE FD ADCDF FFCF DEBFC C DDFABDFEDFACBCBFAFFFDBFDC CDEADCCFBCDAABCDFDDFBBEBDAB DFFBCDBFBFCDBFCCDCBFF EFBCDFFFCFDFDCDBFFDBBCBF ACD C C B ADFC DF CD BBE DAB DF CFDEBFCBFBAADBCACABDCCFFBCDD DFDBCCBCBDCDCFFCFAABCDFCBCDCDBBFCBE DFCFCADCDFDCBCDFFFCF DEFBABCFBCDBDADECBCBF DECCBF BFFDFDECBDCDF B CDDEFFCFDEBFCCBFFBCDCAD BFBFACDDBBBBEBC CADCDCDFBBEBDFCBCCFFCF EABDFDCBCDBC DFB EA D CDFE ADB E EA BDFE FBCEABDBBFEBFDCBFC CDBFBFFCDBFEABBDFEDCFBF CDCDFEBCDFADDFEABCCFC C BF EA B DF B BDFFCBADCFDFEDCBCDFBCFFCF EABBFBCD CDFCBBCCCDCFDBADCDC DFCEBCDFBFBFDABCDFADFCABCCEFFCDDFC FCBBFCCDBCDFBCBCBCBCBDDBCDFBD FBBCDFDFDCABFCFBDFE FD DFAFF DEBFC F D DFD AFB DF B DB DCF D BF BF F B B BDFE C AD CBEC B BF C D BF BF AABCDF ACD BF F DE B F F B FC ACBDFBBCDFBBFDFBC CDEFDDFAFFDFDBCBFDFB BF FCDBF F EDF FC B BC ABCDDABCDF B BF FAFCBCCFCBCCBEAFDFCCDFE DCDADFECBCDFCBDF DBDCCDDFDFBCCBFDBCBDFECC ADCDFBFCDFBCDFCDCADDCBCBCCB 38

53 BDCDFBEAFDBCCFDB DFAFFCBCFDEABCDFBBCDDEBBFC BBCABCDDABCDFBCFAFCDFCDBFFB FDBDCBCDFCFFCFDCDBBFCBE DBFBFEABFFCCDCDFB F DEBDCDFDADFEACBF DFDFECDFCACFDEACCBF DFAFCBE CBCDFBBBAACFCEBCD BCCBCCFDFBD BDFE C B F BFC BEF BBCDCD B C D FDBCECBDFDFBFCADCDFBFBE CBDFDFBFFDFDC DEBFEFFCFAFDFDCFCDDFEA ABDFECAFCBFEFBCDAFDFDDEACBC BFEDEBFCAFDFBFABDFCAFDFFCDCFCDF CFCCBCBCAFDFFDCDCCCCDADFCDCDF ABDCCCDEBFCDFBFBBCFCDCDF ADCBFFBCDCDFBCBDAFDFFCDCFCBFABDF CDEFBEACBFECDEADFBFAF BFDCDFBDFEDEB DFCBFCDAFDCCDFDFDFEC DFDEACDFDFEAFDFBBCF DFDFDEBFCDCBFDFBBBAAC FCEBCD 39

54 BBDCDFACFDEABFBEF BBCDCDCCBFDFAFCBE DFBFECAEEBFEFBE FFCF BCDDFBBC FFBCDDFBBC AFDF DADFCDBB DEBDFCF FAF CDAF DCCD DCD AEEBFEFBE B B A FBCD FDC FC DFCCDFE BCDF D C DE E AFF F DB FDCBFECFFCFDEBFCBFDFBFC FFCFDEBFCBEDDBFDCFCBCDB ACABCAFCFBCDDBBDCBFFDCB BCCFBFECFDDFDCDDBDDC FDC BF FAFC FDC BCD B ADFBFC DDFEDBDDCFDCCFCBFFFCFDEBFC BDADFCDBFDCBEBACC CBFDFAFCBEAABCDF CCBBDBDC FDDBDDCDF DFBDDC EA FDC D FAFC DBB FDC FDC D BF DFB FCDBF CFFCF FFCFCCB FBCD CBCDFBBBAACFCEBCD C FDC 40

55 FEFFCFDEBFCCDBFBFBDDFEDB FDC BCD CF CBF C CFD EA ADB BFBAFFCAFDBBABFCFCFCBDB BAFFDFDBDFBDEBFCCBFC FFCFEADBABDFCBCDDEB FD BCDDC BF DF CF DFAFF CBCDF BBBAAC FCEBCD FDFEB D BAC B D C DFD DCBCDF C DDEBFC FDC DF C CBF DF DEC C FC ADB DDEBCDF DC BF AD C ABC B FC D DCBCDF D B C BCBBBCDCFBCDCBCCDCCBDEBDFDFEDFDEC DFCCEADFCEBCDFDFDCDDFB ABFFCBDBDDFBCD DFDADCDFCFFCFDEBFCAABCDFDEFB DEFDDBFCBBCBFCBCCDFDEFAABCDFFBC DFDBC D F C D C DF D DFE BC DCBCDF BCDFBFBBCCDFDFCEFDCDF CBCDEBFCBFDFEABFFCDFCDFCFCDFC DCDCBCDFBEBBDADCDFDBCCBCC CFDBCBFCFBFCEADFCEBCDFDFCDCB F C C C DF CF C DFDEF AABCDF BF C FFCF DDEBFC FDC BDF CDDFE DFEDCBCDFBDAFDBADBDFEBFBCCDE DCDADDDFCCBCABDBCBCCFCDFCDFEC DDEBFCDEFBFFCBCDFADDBBBFABCCC DCDBFBBFDAADFEDFAFC CDFDEFAABCDFDFDADBBCDFBCDFEBF AFC C ACD D BF BF DEBFC ACBDF C CBC BCEDFDDFCBFAFCFBBDC CDFDBDECBFCAFCBECFBCDC DEFDDBFCAEDFBFECFEFBCDFBC AFCBDEBCDFEDFCDAFCCBFBFEC DFDEFAABCDFCBCBDBCBACDF FBBCDFDBDEBAFCBFECDEBFCABC AFCFBCDAFCBCDEBFCBEFBAFC CBAFCBCDFECFCDADCFBF 41

56 FAFCBCBDEBFDFCBEFDC AFCDDBCFAFCBCCBAABCDF CAFCCBADBDBCFAFCBC CBEEABDBBDEBAFCCD DEBFCBFAFCCBFBFDFBEAFEBC CEACCCFEFBCDFBBCB CBFCDCEFBCDFFAFCDFBCDDEBFEC DE BC FFCF DEBFC C C E F D CBC C FAFCBCCDBCEBDFDFEBCDBCDFECBC B FEFBDCDECBCADDFECDFCFEFBCDFDEBFC DFECBFCDCEFBCDFDEBFCCDFB BCCBCCBCBFDCEFBCDFDEBFCBCCCBFC DADDBBCBBFDDCFEFBCDFCDFCDF DCABDFCBBCFEFBCDFCBCBA CBCBFEFCBFCFCBBCBBEEBBCCBCCBCC BFBBEBCBFCBDFCBFCDCAEDDFEC BABCDCBCDFCDBBCBEAFCFF CFBBDABDFCDFCDF BF C B BEBDFC CBF AFC C FBCD C CDFBBDFEDECCCCBFCC DEBFCAFCCBCDFCDAB DFDBABCBFFCFEACBCD ABCDDADFCDBBFAFBF AFDFBBEAFCCFBCDCBECF BFBBDADFCCDAFCBEDCAFCCB BE EA BFE C D BF C BF AABCDF BF BF AFCCCFBCDFBDCDDFCFFCFDEBFCEADFBDC CBCADCBCADBCCFCDFCCFFCFDDEBFCCD BCBCFDFCBDBCCBCDDFDFDCC CCDFDEFAABCDF FFDFECDBACCDACBFCBBCCBFDFEFFC DBBFCFDAFFCDFBFBDFECBBFBCDFBC BFFFCDFCFCFBFFFCFDEBFCBCB FCBBCBFBCDFBADCDFCDEBFCAABCDFBC B AFC DF C AD CDF B B C C FDF CBC C DF B DEDFBC DF C DF DF CFDDC D D F ABCDBCCDEBDCBCBFDDEBFCFECC ABCCDFDCDCDFBFCBCBCBFDC 42

57 DFBCDFBFDFCBBCCBDCBCC FBCDAABCDFDBFCBCCDFCFCFBCDCBF CFFCFDEBFCBFCFCBCCDCCCCFDDCBCC BCBCDBBCCBCBDBCDFDCFC BBCBFDFBCDF CCBCCFDFCDBACDCBCDFCEBCDFABF BCCFFCFDEBFCDDCBDFCABDF DFCADCDBBFBFFDBCFDDEBFCEFBDCBDDFCC CDCBCBBBFCBEDFBDDFECBFEBED CDCDEBFEBEADDCDCCBFEBEAFDFCDDEDF FCDBCDDEBCCCBCBCCCBF CEFBBDEBCDFCCBDCDFBEADFE DDEBFCDFDFCEBCDFFABCDCFDEBFCBFDFCEBCDF ABCDFFCFDEBFCBBCDFBFDCDFBDF BCABCBDFEFDFCEBCDFFFCFDEBFCF BFADBFCBEACDFDBFDFB CBFFCDBFDCDBBFCCFDCF DBBFCBEDFCDFDDCBCDFCBCCEADEBFCDC BD C BDCDFB CDF C B CBC B BF BE DEBDFAFCDFCEBCDFBCBDFCCBF CFFCFDEBFCFDCDCCBFCBEABDF C DFCEBCDF DFC C CBF C EA CF DDEBFCDFCCBFBDFCDFCEBCDFDFCCDCD D C FC DCBCDF FFCF DEBFC BC B ACFCDB DFCEBCDFBC DF CF C BD CF FCDEDF EADFBDFDECBFEDFEFCDEDFDFDEBFCCC CBFDFFCBBFABCDBCCBEDFBB BFDEBFCFCBCCBFDFCEBCDF CFDEBFCEABFC 43

58 DADAADEBABE CECDCCDA FCCDF DACBFC D C DFCEBCDF DDEBFC DF DC B BC CBFCFFCDBBDCBEAA ADFE FCD F CD AABCDF EA D ABCDB DBBFCBEDFCBBCBCDDABCDFBCBBFCDB CBFCDB BFDFE EBA CF FBCD BF DDEBFC DEDFBCDFE CF FCD C C FFCF DDEBFC CF C D CECDFFDEDCAABDDBBEFDBDC CDFCDDEBFCFDCDDFEDFCDEBFCFDE DDFCDBDFCEBCDFDCCFBCDAABCDFBCCCD FCDBACBDFCCDFCDBEEBCDFDFFDE FFCF DEBFC F B BC C ADCDFE C BF BDEFFC B C FDDABDCD DF C CBF DFBCDF BD BDFDCBCD FB C CB C B BCADFFBCDDEBFCCDBAD CCBEFDFCFCBDFBCB BFCDBFECCDFCFCBDCADCB FCBDFDFEDFCEADFCDEBCFFDFBDCDDFCDF CFDDEBFCFFCBCDFBFCBFCBBBCAD CDFCBCCFBBCDCDDCDBCEEC CBCDFCDBEEBCDFFFCFDEBFCBBCFEFEBCDC FBBCCAFCBFBEDCCFCCBCCC DFDFCDFBCDBCDFFDFEDFDCDBABFCBBFDFCFC BC AB DF DE FFCBCDF C C BDB D C BF DFDEFDDBFC C B CB C FDE BBCDCD AFC BC BF BF BE DFC BFC FFCBCDF B B ADCD C F C ADB DE FFCBCDF FDE DEBFC C DE FFCBCDF FDECFCFDCFFCBCFDFFCD DADCBCCBCDFDFCADDBCDFCCDF DBACDBFCABAEBFEEBCDFDFFDE BFBBCCDDEBFCDFBFBDEFFCDFCCBF FFABABCCFFBFFCDCBFDCDBEB 44

59 CBFCBCCBCBDBFBCCBCDF CF FFCF FFCBCDF BF C BB FDE BBCDCD DBBCADDBBAABDCBFBBCDFB CCEFFCBCBDCBFCC CBF BC DA C BDAC CB AF BDB C C CBF DFDDB B BF BDD B BDEF C DFE FCABBCFCCBCDFCDCBDDB EBFCBCBCDBBCDFAFAFFCBBDBDDC BBCDFDFCFCDACDFEDFBBDBCDFCDC ABDFDDFBCCDDEBFCDEDFBFBBCDCD BDBEFFBBECEABBFC BACCADDBBBCDCDDEDCBBFF CBBCCCBDFCBFCCECBDFADC CBCBCBCCEBBC FDFADFBDFADCDFDCDBABFCCFCCBF DACBFCCDFBFCCBCABDDFEDBCDFCDC CFFCFFDEFFCBCDFFBBCC CB BCBBBFCDFCBDFDCBCDFBFDDABDCDDFC CBFCADBCBCADDFBCDFBC BFCDABDFBBBCCDEDC ACBBFCAABCDFDFBACBBBFCDEDF DEDCACBAFCBFDEFBBEDFBDCBFC DFBDFDCBCDBCBCDBBFDBDCBCDCDED DFBCDFBCCBBCADCDFBFDFBABF ABCDFECFBC DFCDEBCCBBCCCBBADD BFCADDFCDEBCDFBFFBCFBFB FCCFCBEBCDFBBEBFDCBFBDB BFBFCBABDFDDFEDAFCB DCDCBCAFCCDBDFADCFCCB BFB C B BC C FB C DDEBFC AFDFE F C AB DC DF BC FFCF FDE FFCBCDFBFDBFBCBAFC DBACDBCCBFEDFADFBFCBBBB FCCDCCBFCBCACBCDFDACF DFCDB FFCBCDF CFD DFDC AABCDF BF DC DFD 45

60 C AD B B EFB DF CBC DE DFDCFFCBCDFAFCBFBFDFDEBFC BFEDCCDDFBDD CCBFDCFCCDCCBFCDF CBAADBDDCCDFDFECCCFCCDDABDFCBC CBCCCFDDFDCFFCBCFDEBEBCD DFCCFDDBFDFDDCDCBFE CBDCDFFBCDFBBFBEFFCBADCCFDB DC C DF C FC BF FDEB AAC FC CFBFBBFBDFCBE F C B CCBF FDE FFCBCDF CF DEBFCFDCECFCFBDCFEBCDCAADFE DFFFCBCDFCDCDCBFCAABDC FDE B ECC D DAD DB DBCDF DEBFC BDFCB DC DFD DC DFDDBBFCBE DF BFFFCBFCCBFBDFBCBFCF FCFDEBADFEBADFEFCCBDB DDFEDFDDFEDCDCBCBFCDFBBBFDDDFBCDF DFBDFCBDCCBCCBBFBBF BFFCBCDFFDEBBFDDBCC AFCCFDFCAFDABFCCBDFCCFDB BCFDBDBDFEBFCBFBFF CBCCBCCFDDFDCFFCBCFDE BFCDFBBDBBCFCFADDFEDFDDBDC DBBADCBDFCDFBAACCBDBFCCFD FDCFEFFDFDCDBFCCDFE CFDDFDCFFCBCDFCFFDCDEBFCBAABC FDCFCFEBCDDFCCCDFECCBFCDBDFC DFCDDBCCFCDCCCDBCADDFEBB FFCBCDF B B ADCD DADBCDF B BC C DEBFCFFCDFECDFCADBFCBD DFCBBFDDBCBDEFFCDDEBFCC FDDABDCDBBBDADFCCDFCDEBCCBBCCFD FFCBCDFFDDEBFCBBCCCEEBCDFF CBCDBDFBCCDCFDEAAD DFBDBCDFDFFDEFFCBCDFDDECBFBDBCDFDF CFD FFCBCDF CF FDDABDCD DFE B BE BCB C DC ADDFBCDFFAADCDBACFCDCDFCDDFE FDEBCCBFFDDABDCCEEBCDFBFDFCDDFE FFDFBDCDBFCEFDCDFCCFFCBCDFFC 46

61 BACDCCDFDABCDFECEFBDFCCDFCDF AD B D BEF DCBC F DDEBFC DFCDB FFCBCDF BF B BC ABF CDF ABDF C FEFDC D BCDFE C FDE FFCBCDF BF AFC DFBCDF F B DF C CBF CEC DC D BEFDFBCDFFCBADCCCCBEBCBFBD CDFDFCCBCBBFCECDCDCDF BFCDFFCBDFCADDFDFEBFFDFEBACD DCBCD CDBBEF ADDBDFCBCCDBCFECFFDEBFCCDDF FDEDCDEFFCBCDFCFDDFDCAABCDFCBCB ABCDBBCDFBEDCDBDBBDADBCDF DDEBFCCBBBDFDDFCEBCDFDDBFD FBFBBFB BBCDFDBFCDBCBCCBDDFEFDFFC DFCDB FDE BA DF ABC C AFB AFC DFDDBDBCDFFCBDCBDFCDB FBFBDFCDBFDEDFFDFCBF CFCCCDFECADC DFC B BF C C C DCF C FAECD B AA EEBAD DDC BF DB FCBC B EFBFCCDCCCFDEBFAFCFF C B FECBFDFE ADFBFC B DFCDD DCBC FC CBCFAECD B DACBFC C AFCDFDDBFBDBFEDFDDBBBCDCDDFDFE B BC C D DF B FCF CFFFADCDDFEFDCDFDFBFECCDF BE DBF DCD B AD FF CD DCBC D C BF EEBAD FFCBCDF CFD DFDC EA BC B BC CDEBFCBFEDCCD DFBDDCCBFDCCB DDFFCDDDFBCCACDFEDDCBF C AAB D C FDE B ECC CBC DAD DB DBCDF DEBFC BDFCB DC DFD DC DFD DBBFCBEDFBFFFCBFCCBF 47

62 BDFBCBFFFCFDEBADFEB ADFEFCCBDBDDFEDFDDFEDCDCBCBFCDFB BBFDDDFBCDFDFBDFCBDCCBC CBBFBBFB CECCAACDDCBCADBBEFCDDFEDF DEFFCBCDEBFCFDEBBCBBCC DFDDBDCBBCDBBFCBEBCCDEBCDBCDF C CBC CF E BFDFBF DC FFCBCDF DFD ADBCDFEBCDFDEDBEACBCDFBB AFCAACFDCDDFCBDFDFEABCDBCFBF CDFDFEDADCBCCBDFFDEBFBDCDC AABCBBCDFCDCDFDADBF BBDFEDBDFDFEABCDDECCDFB BCDBBFCBEDFCBABBDFDDFE CCDEBCDBBBBFCDCCFF FABFBCDFDDFEDFDEFFCBCDFFDEBBC BBCCDFDDBDFDFCDBDBCDFACD CCCBCCBBCDFDBBFCBEDDFEDCBFDFDE FFCBCDFFDECDFCFCFBCDFD ADCDFDEBFCDFDCBEFCDDCFCDBCBCDDFEDFB FDEDCADAADDCCFBDBFC C EC BB DF C B BC B CF C BC BF FFBBADCDFDFCBBCDBFCBD CADFCDBDFBCDFBBDBAACCDFDDBDFE AFC AACFDCD DF BF FF DEE F F CBF CC BF BDFBCBF AB BFFDBC CD ABFBCDF D C D CBC DDEBFC FFCBCDF C BDDCDFCFCADDBFBADCBEBFEBEDDD DDBFDBBDFCDBFFCBCDF CFDBDFCBCDFDEBFCDCCFBCDAABCDFCD DEBFCDFFCDCBDCFCADDBFBADCBBFDF CFDACCDFEDFCCDDEBFCB BC DDDC BF C AAC FD DDC D BEFC FD C F DADF AD DAFC DF BF CF FCD 48

63 CBFCBEFCBCCCBCBFBDCBD BDBBDDCDADBFBCAEBBB AFC AACFDCD D F AC DFDDB DF DEBFC FDEBCBDBBFCBECFFBDFBF BFCBFDCDFCCBEFCABCDBDBCD CBC CBC DFCDB EEBCDF DEBFC A CD B BC AACBDDEBFCFDCDCFCBCBCBDCBFBBDB CDECDFECBFCDCFABDFBF DEBFCDFFCDCBBBDBBFDCBB DBCDFECDFBFCBBCAACD ABCDB DBC B BFC C ABDF DEBFC B BC DBBFCBEDFCCFCCCBFDFCCDBFCCDFEC CCCDBFCBFACBCDFCBFCDFECDDCD FFCDCDEFDDBFBDFCFF CCCDBFCDCDFABDFDFEDFBABCDBFFCBCDF DDEBFCBADCDBCCEABBCCF ABCDBFFCBCDFCCFDEADFDEBFCFDEDCDC BFBECBCDFBABCDBFFCBCDFDEBFCBDCBCD FCBCCFAAFCFDDCDDFEDFEEBADADDC B C CFD FC CBF CC BDFBCBF D DFBFDCCFDFCDCACDCBDADBCDF BBCCDDEBFCDDBDFCB CFD DB FC DABC DFDDB BD C DEBFCFDCDFCBFBCEDFBCDFBFFBFF BFCCBFCCBFBDFBCBFBFCFD FCFBFDACBFCDFBCDFCFBFC BDDCBC CD BDDCDF FCDB C FC DFDEC D ADCD DABC CD FD AAC D DF DFBCDF BC C BBCDFEFBACFCDBAFDFEDBBCDBF BDDBCDFBBACFCDBAACFDCDDFCBCABB CCDFEDFCBCDFAACABCDDABCDFDFCBDFCBF BCFDFCBDCBADDFBCDFFAFCBF FDFAACFDCDDFCCFDFBFFC BCCBFDADCCAADFECFCBCBDDFEFDDFEDFC DDFEFCDCDECBFFBDBDFE CDCDBCDFDDEBFCFFCBCDFDFABCDBABCDFDFC BBCBFDFCDFEDFBCDDCDDFCBDFC CBD CFD FD B AD B DF E DDEBFC DDDFBCDFCADBBBCDDDDEBFCDFC 49

64 CCFDFDBBFBBBDDECFC CDBFBADCBFBCBDDEBFCFCAFBFDCEBCB CEDBFCDDFEBDBDFEBF CBBFECCBCDCFDFCBB FEBCDDABCDDEBFCFDCFBCDFBFECF BDBBFCBEDDEBFCBCDFDFEBBC BADFBCBBCAACFDCDCFFCBD CFCCDCFDBBDFCBFBCCBFFCDFEC DFBCDF EBDFE BBFD A DCDFB CFD DB FCBBABBDFDDFBCDFBDEDDDCCBF CCBDFBCBF CCCDFCDFDFCBFEDFBCDFCFDFCBAC FDFDDBCFDDBBCCDBBC C CE DFCBF A EA A BFCC DCDFEDCFDCBFDFDCCDCBCFD CCECDDFCBEFDCDCDFB BCBDCDFAFCBFBCCDCDDFEBFDC DFDCDABCCECBAACDFEBDFEBCDFBBDBE BFCDDCBFCBFECBFCBDDF BBFBCBFCFBB BCBFDFBFBFDDB FDCBBFBECBCCCCFDDBFCF B BC C DEBFC AF F C FBC BF BADCB CFBDCDBDCBFBADCBCCCFDFDCBB CDCDFDDBFCDBCBCDFDCDDFEDFC CFDFDCDFBDCCBDEDDFC EABCDFBFDCFFDCDDFEBFECCFD FDCBABCDBDEDDFDDBBCDEBDF CFDDFCBCDFBFBFECFCEBCCBBBF CBFBDFCBDDB DDDBFDABDFBFDFEDFCDBCFDEBF FFCBCDF EDF CE C DCF CFD E D B FACDFEBFDDDFEFDDEBFCFCBCBDFC CFBCDCCDEBFCEABACB CBDCDFBACCFCABCDBDDC CFDBCDEDABCDCBCBECBC DEBFCBDDFECBACBEDFBFEBBDBDDCCFD EDDFBDFEBBDBDFDEFFCBCBB 50

65 CDBCBFCABFBCDFDEBFCBEBDFBB DECFDFFCBCDF DADDBDFDFE CE DC B DFCDCD CBC C B DDFE FDFFC BA DFDDB C DCF FDE C BF ADDB CFD FFCBCDFCFBBCCBDFCCDFCDDBC DFCCBFCBFDCCDCBCCDFEDFDC FFCBCDF C F B BC C D BF BE DFAD DCBF A EEBCDF F DF BE C DBF DCD C DFDFEDBDCCBFBCACCCDCBCDF DDABDFCBCCBCCFDEDCDEFFCBCDF FFCFDDEBFCBEBCDDFCCFDDBF DFDDCDCBFECBDCDFFBCDFBBFB EFFCBADCCFDBDCCDFCFCBF FDEBAACFCCCBFBF F DFC BE CFDFE C C ADFBFC B DCBC D CBDCDFB FC FEBCD FFCBCDF C F AFC BF BF DF DEBFC BFEDCCDDFBDD CCBFDCFCCCBCCCBDC DEFDDBFCCBCCBFBFCABCCD F BF BF BBF B BC C FDECFDFFCBCDFCFDFDCC B EA FFCF DEBFC D BF DFB CFCDBFCDFCDBFEBCDCCDFDEFDDBFCC FAFCBFBFDFCEA FCCBEFBFCBBBBCBADDB DDCCDCDFEDCDFCDFCFDEBD ABDF DF AC DF CDF B FF C EBC ADDBBCBCCFDDFCDBFFCBCDFBBFEFBCDF CDBCDFCDFDFEDFCBFEBCDCFFCBCDFF BBCCBBFDDDB FCCDBCCBCCFDFFCBCDFECCCBC BBFFEFBCDFCBBDFCDBBCDFDCCDFDDB DDEBFCCBCBDDFFCDBBCDCDB DFCBDBFDFCBCFDFBFBD CDBABCDDCDEEDFEBFDFCCDFCCAD BBDBFADBBD 51

66 E D C CBDCDFB B F C CAD CBCDFE FFCBCDFBBFEFBDBDADDFBFCCBBF CD FC DF C ADFBFC FC B FEBCD BCDF CF DDEBFC EA FFCBCDF BF FD ABFCBDADDBCDCBBDC BBFDCCBCCFDFDFEBDEFDDBFC FEBCDBCDFCFCAFCBECBAABCDFBF CEADBFABADCBDFBCCDFBFEDCC BFDDBFDCAACCDFDFEDCDDBFDC ADFCDFECBBCDFDFCBFEBFCFBDCDFDC DFDFCDBBFDFDCAFCBEDFCAABCDFFDFB BF DD DF CBC DFBDFE B BC FFCBCDF DFDCD C FFEABBCDBBFCBEDBCBFDCDFEC BDCCDBBFDDDCD ADDFDFEDFCBCDDEBFCBFDFEBDCDEFFCBCDF BCFDDFEDCDEAAABCDFBDFCBCBFDDEBFC DFBAFCDDEBFCBFDFEAFCBFDAD DFDFECDFECDECDCCBDDCDDEBFCBDFBDD DCDFCBCFDBCDFEBBDDEBFCBFDFBDF FFCBCDFBFFCBCDFBBCCBFAFC BFDFEBAADBCAFC BFCCDADDCBCFEFDCDDCB ABFCB FDE D F C BACDF CBC C B EFDFCDFDFECDDFCFCDCBF CC BFBDFBFCBFCBFBCBFFBF CF BF BD BF FCB C BDBCDF B CADCBFBBCDFECBCCDFEDBFDBCCBCDDF CBBFDDBBFBCBADFCDFFBF FBACDCDFCDCCFFCBCDFDFFDDABDCDF C B B BF BBC C DFDCDB DFE FCBCFCCFBCBADFCCDFDFDCDBDFE BCDF DFE DFAFFC FB DEBFC BBCDCD DFDCDB FFCBCDFBFBDFCFCBCFFCBCDFBDFEBB BFBDFFCBCDFFCDFCBFCDDEBFCBFDFE EBDFBDBCDCBCBFBDBCDFDFBDFCFDFFCBCDFDFB FDDABDCBFCDFECAFCDDBDFCBCBCBFB DBCDFDFBDFBCFDEADDFBFDDABDCFBBEDFB BFDFE AFC D C C F AFC BF B ADCD DFDEFDDBFCBCDFDDBCFEBCDCDEBC 52

67 CE C BF BDEFFC C DFCD FDDABDC FDECDBCCBCD CCDBC B F CDFEDCFDCCCDBFBECBDFCDCB AABCDFEDFDDFEDFBCDFFDFCBCBFFC CDFFCDEDFDFBCDFBFDFBBB DFDDBDEDFBCDFECBDFBFDFEFCDBDCBC FBCBBBBEBEDFBDCFBDDFBFFFB DEBFCFCCDFCFDDABDCCDDEBFCBF FC C FDE C D DF DCBC EEC CBC C C FFCBCDF F C C BDF FDE DF C DC FDFFCBAFFFCBCDFBCCFDDABDCDCF BEBAADBCDFFDEFFCBCDFDBCCD BDCBCDFBABFFCDBFCBDFCDDBCDFA CCAABCDFDCCDFEBACCDBBC BFDDFECCEDBBAABFBFFC BBADFCBBFDDBFCBC BFB FFDFBDCD BF CEFDC DF C BCDFDA CF FDEFFCBCDFBFBBCCCDFD CBC B DEBFC B BC B CBC C C BCDFDA CF FFCBCDFBFBBCCDDFBFDCFFCBCDFB AC C D DC C FFCBCDF C DFBDFE FD AACFDCDBCCCFDFDCB BFBBCDFBDFCCBF EECCBCCBCFDEFFCBCDFDBFFEFBDB BFDFDDBBBCDCDCDFDFCDBDDEBFC DDFCFADBCBBBFBDCCFFCBCDFFB BCCFCDFECDFDBCCDABF ABDFCEDBBAABFCCBDCFBADCDFEB FBCBADFCCBFBBCDFBCDFDCDBDFE FCDFCCBF BCBADFCBFFEFDC DCBC C A BC C FDE CDFE FD C DFECCDBCBBCCDBEAFC CBCDFDDBFA Y = eα + A β + ε i i 1i 1 i 53

68 FAFCBBCCDFDDBDFDBBBBDB BDFEDFCDBCFDFFCBCDFDFDDBDFDBBCDDFDFE BF F DFDDB CFD EA BF B FDE BBCDCDBFFDBBFCBDBDFCCD D B C BBE DABC CFD FFCBCDF F B BC C FCCCFDFFCBCDFFBBCCBF BDFCDDBFEBFFCBCDFDBFEFBDBCC DDFDDFDFEDDFBBFCBFFDC EDFAFBDCBFBBADFCCBDBDCDC BFBCBFCCBFBDFBCBFDFCB DEDBFCFFCBCDFCFCCBC FDFDDBCFDEABFBFDEBBCDCD DCCBDBDFCFDFCFABDFBDBCDFCC D DB C FFCBCDF DDFC BBC B C FEFDCDCADCBFBCBADFCFBCBF BBCDFBCDFDCDBDFEFCDFCCBF DFDFCCBFBFC BDDFCCBF FCADCBFFBCFBFBBD BDFC CBF BFDFDEBD CFECBCDFBDFECBBABDFCFBCCCDC DDBFBDFECBCBBCBFECCDCB EBCDFFBDBBDBFCBDEDFBCB EBCFDEDFFCDDBFEDFECDBFB BCFCDCDADBBDBBFDDBDB FBFBEBFDCBFDBFBBFCEBDB ADCCBEFBBDDFCFCDCDDFCCBCC BCBFBDFDBCBFCDDCCABCBD C F B BD D CBCDFE C BCB AABCDF B FFBBCDFBBDDBCBEFDFBDFE DFBABCBBBDCDDDCCCDBC CBCBBDFCCBDFECC CDEBCDFBFBCBDBCDFDBCCDBCDFB AFCAFCBFAFCCCCACD 54

69 DEFFBBBDBFEFDBDDFCCBF annual claims (thousands) year Asylum claims 55 Recognized claims CBFBCBCDCDCBCDFCDFEFDFECBF DECDCBCCCABDDCFBFBDBF EFDCDFDBCCBCCDFBFCCBDFE CBDCDFECDDFABDCACDFBFCB BBC C B FC D B DFBC C DFAFFC EFFCBFCBBEBBFABFEDBCFC DFECDFDDCCBDCBBCDFABFAD DFBCDFFCBFCCDCBCBFBBCDF A B C BD B DDBC AF FCBF C C CBFDBFFBCBFEDCBCDFFCBCFBB DEFABCDADACCCBCDFAFBFEDFE BBFCBBDCDFCDCEBCDFBCDFFDFCDC FBCDFBDCBFDFEBBFCBCCBF BDCBDDFBCDFCCFDBCCCB BDDCADFCEDCBCDFFCDCDFCBCA EFBDCDFBCCCDBDDBF CADCBFCBFCDDBDFCBC ABDDFEDFADDFEFBCEDCBCDFFCB C DFDDB B AC F C D CF BBC C FCBFCCECCFCDFECDFBCDF CBFAFCBBDBACADCDF

70 CBCACEBCBDCDDFECA DF C BBFFC CDFEF BF CDFEF DF ECBFDEADBFDCBADF CCBFDFDFEABCDAFDFCBDFEADDF DE A DF C CBF BF ABCD AFD FCBDFEADDF ABDFEAF BDB EDCBCDFFC FC DFCBCDF BCBDBCDF FCCF FDCD FDFDEBBBFCBDFEAFDDDCD BABCBBDFDFEBCCEDCBCDFFCBFFCD DFDDBDCDDFEDFFDCDDBBDCDFECC CBABCDDFDDBDDFADC DFECBCBABFBCFCDBC DFBBDFDDBBFCBBBCCDFEFCDCC BDFEFDEBDFEBCDFDFECDFBCDFCDC DF C FDCD DF C B BF BF ACD DC ABFC AB B C FC DC ABCDB BE DF C C DCD CCB F BBE CB DFFBBFCBAFFDFEFFFBFFB FDFBFBBBDEBC 56 CFCFC DEDFCE DEBCDF

71 CDDFBFCAFFCBFCCFCBFCDC FDCABFCBFFEB BBDFFDCDDCDCBDFDFCB CCEAD CCB FBBE CB DFF BBFCB AF FDFEF F F F DFECDDBDEBDFDFBBE FCDFBFCDFECDAFBDFE CDCCDBBDAFCBBC ACDBCBDFCFCFECBFCBDCCBCB FDFEBCCCBCBDFDFCFCCBC CDFEFFCEBCDBC FC DFE C DDB DFBCDFDFDCDB ABFC B D FCDBBFDCACDFFFDCBCDBFDCDF FDDBCDFCDCEBBD FCBCDFBCFC ACDDDDEBFCAACDFDDFCEBCDFDFBFDCD ACBFC DCDB B B BC ADDDCD BBDBDDC BCDFB DFCDCCDFBBCBBDDCBACDFFDCDF DEDFCDCDBDCDFBDCDCBCBCBFDCD CADBCBACBCDCDFFCBDFECBF BCDDFFCCBFCBCBCCF BFAFCBEBBDFDFEDCFECBFCBB BFACD DCEBBDBDDFEABFCBFCDDFCBCCBEBB BCAFCDFBBAACFDCADBBCDFFFACDFBB DCBFBBBCFDBDCDFBBCBFBCDFBDCDEDFBF EFADCDF 57

72 CCBFBBDCCBBFFFC BCDFDFCFBBFEBCBDFFBCCB BBCDCD FCADABCBCCBBFCCECC FCDEBFDDFADFDBCBBFFDFB ABCDEDFCAAFDBBACC ADF F BC F BF B C C ADF BBFC BF BF DBFBFDBFBABDF C ADF BF CC BF BF FBFCDFEEFBAABCDFDFCFADFB DFCADCEBBACCBAABCDFB FCBDEDFADFDCAABCDFFDCDFCDBF FDFEFBFBFBFCBFDFCDCDEAABCDFFDC DBFDBFCCFCBB D C AB DF BFD EDF C FC D B ABDF C BB B ACDF FDCDF C D DCBABCCFBFCBEDCDDBBBCDF ABCCFDCFDCFCCECCB BFCAADF ADF FC AA BB FC DBF FDFEF BF BF D BF BBFC DE CC BF DBF CB BEBFFBFBAADFDDCCBAABCDF ADFBBFB CBFBCBCDCD CBDFCAAFDCCBD 58

73 BDCDCDFBFCBFCECCFCD FCABBFCCBDDCB BAAB BFEB DFDDBBBCDCDBFCCBCDBDCF FCBCDFBABDFECDDBADCDDFDCB BCADCBCCBCDFDCDBABFCBDFCDBBF DCACDFFFDCBCDBFDCDFFDDBCDFDC EB BD D BCB FC FCBDF DFBCDF F DB DCBFFFBDCDDCADDCCBDFFC DEDFEFBFBEEAADCDFBCCFCABC ADCDFBFDFDFDCCBDBCDFBFCADDBDF CBCCDCDCDFCFCBBDFBFDFDDBBE CFBDCBBEDFEBFACD CBEEEBCCADCDFCCADFCA ADFABDFBADFCFCDEBFDCBFBFB BCCFFCDDEDFFCDCDFECBFAFCB CCBBAADFCBDFCAAFDCC EBFDCBFBFBCFCDFEBBDBFFDBBFBDB DBFBFBFCEBDBBBADDEDFFCD BCABFFCECCCADEDFFCDBFC CBDCBBCBCADFC FCBCEFBFBEEAADCDFBCADFDDFC BBDCCBDBCDFCBDFCAAFDFBBE FFCDCCAFCCFBCDFBBAABCDFBFBC ADFDBBBEBDCDFBAFCBFECDFBDDBBDFBE EAADCDFBADFBBBDDBCAFC CADFDBBAABCDFBFBEAFCDFEBED BBFAFCDFCBEEABFFDFBF AFD D B BBDB DDB FCBCDF BF BCB BDDFCBFCDCBCBBCDFBC FCDFBBFDEECCBCDFDCDBDFEBCDFBBBD DFCFCBCDFCDBFFCBCDF BCBBFCE BFBDCDBACDBFBDFDCBCDBCBCAD CCBCDCDCBFDBCBFCBDFDFBCDFFB DDF AA DDFE DF C FC DF C ACD AD DFDFE ABBCDFDCCCBBCDFECBFBB CBFBDBCFBCCDBFDCBDBFDFCAA DFEDFBFCBDFDDFCCBEDFAACBFBDBCDFB BFACD 59

74 DFBCDFFCDFEAABCDFBCDDFDFDDBDBCBD ABCCDBCBCDCDBBCBBDDFBFFFC BDFDCBCDEDCDCEBADBFDFDDFBCDFCBC BAFCADDFEBDCDFBDFDEC CAA CBCCBCBCCDDABDFBC FBCFCDBDBDFDCBCDBFCBFFCBF DBCBCDCDBBCBB FCDBDBDFDCBCD FCBDFDFBCDFFEBADADCDFBF EEBADBBCDFBDDFDFDDBDDFEDFCCBF C C B AD D B AC B FDCD BDFE C B FDD FBCDFB DFE C BDFE ABCDDDCCECCFCCBCBCDBABF BDFDDBBFCBBCDBFBAFBDFCDDC B F BFE DF AFB B B BFE BFEDFBDCBCBCCDDBBFDBCB BFEFCBDFDFEBDFECCABFECBC DBCBCDCDBBCBBBFFCBF BCBBFCBDFDFBCDFFBAFCBCDFDADF CCBFBCDDFDFDFDDBBB BBCBEDFCDBDBDDCCDBBAFBDFCDD BBBCDFDFDDBBFDABFCDA BFCDFDFCBCBCBCBDEDFBCADFBFC A DFBF BF D AFC DC DFBCDF C ACBBCBCDBAD BCDFE BCB C DF DFBCDF C BF C BCBBECBCDFECCBCBF BDAFBDFCDDFBEBCBFCDFBCDF BBDBFEBADADCDFEEBADBBCDF BFDBDCFDCDFDDBCCDFEBCBCDBABFCD CCCBCBBBBFBBCDCBCBBDCBCBBBF DFBFAFBDFCDDFDDFCDDBDFCDD BFCBDFBDCDFBDFBCDFDFCBFFDEBCDFCDDFE BBCDCDCEBADBEDCCBCDFBCCFCBDFCBDFBBF FDEDFCCBCDFEABFBBDB FBCDFDFFBCDFBBEFCBDCBFBFCDCFC FBDBCBFFDC CADDFCBCBCABCEBFBFD 60

75 CBCBDFEAACBADDC AFCBCBBBDBFBDCDCADCBC DFDDB B AD FAFC BF AFC D B DFB B C FCBDF ADD F DFDDB DF CBC FCDDEDFBFABDFBCCEEBADBADDFACB BB C BCB F DC BB C C BFBD FDE BBCDCDBFDDEBFCBBCC BDBDACDF F CD C DFCDEBC B BC ABF F C BD C CBDBFBAFCCBCBFBFFBBE AFC CBCDBDFDBBDBCBDFECBAABFCA BF A ACD BFFB BE BDB D C BFFB BEEEBCBDBEBBDDFEDFEFDCCBCDFDDB BFDFAFCBCDFDADFBBBFDFDDBBABC CDCACDADCBFBBEFCA BDFEBCBCCFCBDCDFDBFFBBEDFC ACD B FDDB FC CDFE C DCDB B EB B FA CBBDEEBADBFDCBEEEBCDFDDB D ABFBCDF FC C CBF B B DCBFADCADFBFFDDABDCDDF B FDDABDCDCDDDFCBFFDECBCC DCBCEEBADBFDCFCFDDABDCDFC BFFDEBDFEAABCDFF DDDFDFCBFFDEDFFCBCCBF B CBCDCD FDE B EA BDFE C EF DDFECCBFFDFDADCDF B EFB EA BDFE C F BB D DFCDB CBDFDEDDFEFDDFEFDFBCFCD DD DFC B BB D B DBFC DC CBC BDDBCDFDFBCDCDBFDCCBCDCDD BDDBCDFBACCDFDDFBEDF CFCDCBEDFEFBDFDFEBDFDFCBF DCFDFEBB DFBF BFCDFBFBDFB CE BFDBCDF C FDDABDC FDE BF AFC BCD BF ABCCEADCDDDDDBCB BCDEDFCAAFDBBACFC 61

76 FDEBFBEDCCEFDDABBFDBCDFDDF BCBBEFBABDCCDDFDBCD BCFCBFCCDDCDBBFBC BFBBB FFDEBFAFCBCDDDF B C AFCBE A AA A CCB FDE AABCDF DFEBEDABFDADCBBC BCCFCBDCDFDBFFBBEABFDDBFC CDFECDCDBBEBBFADFDEBF BE D DF B C BBE BE C A AABCDF A FDEBB DFFCFFFCBCDFFBCBFCFAABCDF A CCB AABCDF DDFE DF B EDF FDE DF C F CFAABCDFFBDFCDEDFDFBCDFDFDFDCCD FD CAE CBCDCD CBF CBF B CBCDCD CBCDF AABCDFDFBDFDDBDEDFBCDFEFCD FCABCCABFFDF CCFFCD DFDDB BDDBADBFCDCAABDFEFCB BDBFBFEBECDDCAABCDFFCF DFC D DEEBAD EA DEDF EDF C BFB C FBD EDFB EA B BCDF DB C BDBF BCF A FBCFAFFCCBCCBEDFFBDBF BDBBF BEADFEFFDFEDCDCBBF DCDBEFCDEDFFCDFCFDDEBFCDFC CBFDDCDBCBCCDBDDBCDFDBCCDDC FFC B DF AC BFBD FCF DDEBFC EA BDFEDDBBBCDCD BCBADCBBCBFCDDEBFCADFDFCFC ADFBFBBCFBDBFCBDFBCDFFFCDFC DFDBCFCBBDFBBDBBBFDFEC CDBCBBCDECAABCDFFDCDCBFBAB DCFBBECCBBFCFDDABDCDDFCBFCBEDF BDDBCDFDDECCFCBCDCDCBFDFCBCDFDDEBFC FFDBBFBABFDFCEAFCFBDCDBDBF BFEBECCCFCDBFDDEBFCCBFCCFBCDBC DCFEBEDFDBDFCBCDFDCCEA DFCFDCDFEBFFDFBFFBBFED CBFEBFABDFCEBCBCDB CFFCDDFBDCBFDCFCDFFBFBBCDBF DCBFBDFABCBBFDCCBCDBBFBBCBDBBBFBF CDB BCBDFCAAFDBFBCDDCFCDAEEBADBEDF 62

77 CFCBCBCBFCBDFADBFCBDEBF DC DDEBFC DC D AD C BBC ADF BBC F DFDDBBDFECBFFCCFCBADFDF BDBFC FCDDBCDFFCBFABCDF BFCCAACBCBDDFBCDFFBCB FCDFABCDFCADDDFFCBBCDCD BBABDCDAFDFEBFDFEBCBCBCDFBCACB C B FC ABF CBCDCD F EF BE BF FC DEDF ADCDFFBCDFECDBCBCDCBDFDCBCDBCBDCFB C DFCD C BC FDE C B FC DF BBE FDEDBCAACDDADBECBCDFEADFC BBCDFCDDBCDFCBAABCDFFCDDBB FC FDE C DC C B C CA BAAB CB DFCDDBCDF B DF BDFDCBCD BCB DC B C BDFDCBCD BCB FCBDF BF B DFCDD DFCD ACFCDBBFCBCCFCDFDDBDBC CBBBFCBDDFBFDEBFDDB BFCDBC FABCCCAFDC CDDBDCCBFDBCDFBCB CBFCDCBDBABDCBCBCDFCDDBDCC F C A FDE DF C DC CA F C FBFCCDDBDCBE CB CBFAFCDFCDEDFBCDFEFCFFCD BAA CDFCDDBDDFEDFCCBFDFCCDAD DFDDBBFCCFCDFBFBDFCECCFCDAD DFDDBBCBDFCFCDCFDFCACDFDFDDBBDDFC CBFCBFFFCDFCDADDAFCBBC BAABCDFCDBDFDBFFDFDCBBCADF BCCDADCFDDEBCDFBBFBBFBD CABDFBCEDCBCDFFCBCDAAFBB AFFCDBFDEFAFFCDCDCBBFDC BB ACFCDBBFCBCCDCCACBCDDBFCDCD FCBFCBCCBEBCDCDFCFDEDDBFC BFFCBCBDCCBBDFEFDCDBBABCC DDBDCCCBCBFCCAA FBBCDBFCFFDBBFCBCBFBFCC DCBBBBFCDFBAFDCCFC FDFCBDFDCBCDBCB CDFCBAABCDFFFCFDEDFBFABFFB BCBFFCABFDFBFCBAFBFDFECBDCDC ADCBCCCABCCBCDDFEBDFBBCDFECAABCDF 63

78 CD FBCD A DF DFCDDFE B FC C BD BCDFDFCBAAABFCABCBCDCDD DBDFBCDFCDDBBFCABB CFCDDFCDCBAABCDFBBDFCC B FC DC FC DEDF C CBF C CBF C C FCDBFDFBEBAABDFCDFBB DFDCDBDDFEDFFCFCDDFB FCDCCBCFCDCFCCBCBDFB CADDFCDEBCDFDDBBFBBEBFDDFEC CEDFACBCBCFBCBBDDC FCD ADBCDFDFCCBDCCCFD DFCDB FFCBCDF BC B BC C DDEBFC D CDF D EFB DDC C B B DFCDB BCDF B C C DFDDBDDCDFFFBFBBCDFDDEBFCB FDEBDFEFDEFFCBCDFFEFCCD FDBEFDFDDBCFBCBADFCBF BBCDFBCDFDCDBDFEFCDFCCBFFB CCCDBCDFADFDCDBDFEBCDFB BFEBBEFCDFDDBDFDBBCDCD BFDFDCDBFDEDFCDDBDFCFCFDE FFCBCDFBCBDDFBCBBCCBBC FDEFFCBCDFFBBCCDDEBFCFBCCDC DDFEDFFDEDFECDFEBDFADDBCDF Pr( employed ) = α X + βe + δ + δ + ε ijt it ijt t j ijt ln( wages ) = α X + βe + δ + δ + ε C Pr( employed ) > 0 ijt it ijt t j ijt BFCDBAFCCBCADFCDCFBCB EBDC BFFB BEFC D B C DFDDB BBCDCD DFDFE EFBEBFBEBFCDCAFCBEFCFFFCBCDFDF CFDECBCFCE ECAFCBCBDC DFDFEBBFEAADFD CBFBDC BFDFFDEBFAFCBCFDEBFBE EFDDABBFDBCDFBBBEDFBDBF DFBFCDBFCBCCDBDBCFBFC ijt EADFCBFBDDFEBDFFFBBCBDEC DFCAABCDFDDFEDFCCBEEFCDFECFCBFBF ADFDEADFCCBCEDFBBBCBFB 64

79 CAFEFDCFDEFFCBCDF BDBCCDFDCDBFDEDCDFCFCBCB FDEFFCBCDFDFCFCABDDFEDCBFF CBEBCDFBFDFBCDF e * ijt χ ij C i ν ijt = + IV Pr( employed ) = ϕe* + α X + δ + δ + ε ijt ijt it t j ijt IV ln( wages ) = ϕe* + α X + δ + δ + ε ijt ijt it t j ijt FDFFCCBFCDFCFCFFCDCC BACDFCCDBDBCFBFC DFDFE DCCBE FCDFBFCBCFBBFBBCDFBC DFDCDBDFEFCDFEFDCDFCFCBBDB DCDFBCDFCFCCBFCBFBDCFC BCDCBFFBFCFFDEFFCBCDFDE CBBEFFCBCDFDFCFDEDDFEDFCAD FDCDFB F C FFCBCDF DF C FDE DFDCDB ABFCDEFCCDCFEADCDBCDFC B C C BF DFDDB DFDCDB DDFE DF BF DE FFCBCDFFDECFCCDBFEF FDFE BDFCFCBDEBFCBCFDEFFCBCDF ADB DFDDB DFDCDB DDFE DF C D BFE FFCBCDF FDE DFBBDEBDDFCACBFBCCFDFDCDBFDEFFCBCDFB 65

80 DEBEFFCBCDFDFCFDEDDFE FDCDFBFCFFCBCDFDFCFDEDFDCDBABFC xx 1 2 higher bound mean concentration lower bound DCCBEFEBABDBFDFDCDBFCFFDEFFCBCDFBDBF FCFFDEFFCBCDFDEFDDFBBFF CFFDEFFCBCDFACBFBBFDC CBFBCBCDCDFBBCDF DACD BCB FB C CB FB B FC C CBFDFCADBFDFBABCCF BFFBDFCFBCBDEBDFECDC FCFEDFBDFECBBABDFDDFCCDFF BEBCDFBFBADDFDFECBCBFDFC CBDCACDFCBBBBBFBEDBCD FCBFCAFC BF BACDDBFEDEDBFC BDEDFBCBCDFDBCBDBFBFB DEDFBCCBCFACBCBDBBFDBF EDFFFCBCCCBDFC FCC EDFBCBCBECDFECBDFDBFADCDBD CBC DFE C B AD B C F DF B EBFDCBFBDBBF EBC BDC B BBC CB DF C CBFBFBBCBCDABDDCDCCBB DBCBCCFCFBBBBDFBCBCF BCDCDDDFCFCBCDBBFCCDF BCFDFBDCFCCCFC BBCBDFCAAFDCADDFBBBCDCDB 66

81 BBBCDCDBAC C FC B B BDEDFEA B D BB BDB BDB C D FFF FF CF BF C BBCDFDBBDBFDBCFABFEDFBBBFCDB DFCAAFDFCBDFCDFBCDFFCDEDFEADFE FBDFDDBDCEDCDFCDFCACDBEDCBCDFDCADB FCBCFC CBFBCBCDCDFBBCDF BBDDCDBCCBDFCCBFDFAFC B C FC CBFBCBCDCDFBBCDF AFCABDDCDBFEBBEFBDDDF ABCABDFCDFDEBCBCBFCBCCDCDFC AFC ADCCDBDCADFDFCFC BE FCADBFBDCCEFFCBFEBEBCDFCDBAD DDFEFCDABCADCBCBDCFFB ABDFDFCDFEFCDADCCBCDCDFEDFBCBC 67

82 BBEDCABCBEBDFFCADDD BBFCCBFEBECBBDDBDCBBFE CBBBCAACFDCDBFBFFCBCDFB BAFCABDDCDDFBAFCDFDDBDC BFCADFCAFCCDCDECB ADF CABFCAFCDDFABABCCD FAFCBDCBADFD DFEDFABDFECBFBFFBDDFBCAFC DFDDBDCDECBADFFBFDB D C A DC DFE DCDF C DC B BC DDEBCDFFBCDECBBBCABCDDABCDFBDFB BFCBCFBFCDFEBFFAFCBF CBFABFBDFDBADCDFDDDC CDDFECBFCCDBDCACBFFDFCDC BBCDDEBCDFBFAFCDFEDFBDFE BFFBBCDECCCFB CCDCCBDBCDFDFAFC ABDDCDBFDFBCFCDEDFEA BFFBBEDCDCDFAEFBFADFEADF AFC EA ADF B B B BEEAAFCBEBEDF 68 B B B B B B B B B CBFBCBCDCDFBBCDF EEFFDFECCDCDFADCBFBBDEFFDFECC DCCABDFADCCCBCBBCB ADFBCADCBCABCFFFBEFFDFE ABBCDAEBDFADCDDCCDBFEFFDFE FABBCDFAEBDFADCFDDCCD DCBCCFEFBBCFDDFEBBBABBC ADCAFC AADFEBDDFDCDFABBDFEBCBCDFBFDFEB AB BCBDFCAAFDBDCDFBDFBCDFEBDFEBFFBDFEB AADFBFEFEA BCBDFCAAFDCDFBCDF A

83 FDFDEFCFFDEFFCBCDFBCCDC AB DF B BFE FB AFC C FB AFC D C DACBF DFE BCB BC FDE DF ABDF C FDDABDCD AADBC CCD C DCDCDF DFDCDBFDEFFCBCDFDCAFCBFF FCBAFCCBAFCBCBCDCD C DCDCDF BFFB FDE FFCBCDF FFCF DDEBFCCCBCBFFFCBCDFBDFBFDB C B AD AFC DF C AFC DF B B FFDDFEFFFCFDDEBFCCAD DEFDCDBFCFFDEFFCBCDF CBFBCBCDCDFBBCDF BFFBFFCFFDEFFCBCDFDFAFC FF CBCDF BF B B C BBECAD CBFBCBCDCDFBBCDF DFDFE FBAFCCBDFCDFDFEBBFCAC BAABCDFCCDBCCAFCCBCBCDF BFABCDFCCDBCCBFFBBEBCDFC ADEDFFCDFDDBBBCDCDB DCBFBDCCECDFDFCBDBEF 69

84 BEBEBBADFDFCFCEBFDBCDFEDF DCDFCCBFBCFCBDEFDDBFCBC ABFACBEBADCDBACFAFCBF BFBEDFBDFECBDBBCBEBFACDBFBDFE CBC F B D C A BF BF CF F AFC ABDDCD BF BFDFE CF C DE DFDDBDDFEDFBFDEDFCCBF DFECCBDFDFFBFFFCF FDEFFCBCDFDFEBCDBCCBBCC DEBFCDDFEDFDEFFCBCDFFDEBAFCD CABFBAFCBFFBBECBFDFDDBDDFE DFFFCBCDFFDECAFDFECDF FBFACDDCBDFCADCBCC FDEFFCBCDFFBBCCDFDEFDDBFCBC CAFCDEFDDBFDEECCAFFEBCDDFCDB CDFCDDEBFCDCBBCBDDBCDFCFC CDFCADDEBFCFDE DEBFC CF C D DF FDE CBC B BBCD BB DCBF DF EFB DFCDEBC CD D DF FDEBBCDCDFBCFDEBFAFCBC BFFDEBFBECDFEBEAABCDFDFECBE FDFCFCBBDBDFBCBCCFDFFCBCDFBFC FDEBBCDCDBDFCFCDFBCBBCDCDB FDEBCCD FBFCBCB FDEFBDEBCBCBBCCB CCDFDFEDFFBFBBCDFDFEDFF BFFCBCBDEDEFDDBFCADCDCFFCBCDFF B BC C B C B DF C EDF DCC FDEBBCDCDCCDBCBCFEADCDC FFCBCDF F B BC C D D FDCFC DC AD AACDF EBDFE C AF FEBCD CDF BC DFC FDEDFDFEEECCBCDFDDBDDFEDFDE FFCBCDF FDE B AFC AFC D C ABFBAFCAFCDEBFFBBECBFAA DDFE DF FFCBCDF FDE A B F CFBDFEAFCDFDCDFDCAACC DFDFE DCBABAFCBBCDCDBBDFEFDE BCBDFCAAFDCCBD 70

85 BBCDFDACFDEBFCFFCBCDFBFAFCBF DFDFBADDBCDF AFFCBDBABDDC AFC 71 AFFCBDBBFFBE BE FFCBCDF B BE BEB BFDBCDF AFCF BFBEF FCBFC ADF B A BCDF B B B AFC CDBCDF C DFE BF CFD DC AFFC BDB ABDDCAFCBFBFFBEBEAFCDDFBDFBFFB BEBFDFEB BFDBCDFDCFBCBEBDCCEBFDBCDFFDEDD BBCFBABDCFDE CBCDDCFDCFCCBFBBDFABFCBCCBFC CDABCDFDFDDBCDCDDFDBCDEFDDBFBCBC BCACD FCEDFDFDCDBFDEFFCBCDFBBDFCFCBFFB FDEFFCBCDF EDFDFDADFBBBB ABBEDFBFDFFDED CAFCFDBFAFCBCBFECAABCDFBEDFC FDE BF BFBEF D BF BE C AABCDF DFE C FDE F CBCC EDF C BAD B AFC BBCDCD B BDFEBFFDE CBFBCBCDCDFBBCDF

86 FDFBDC FDACBFCCDFDCCCFDEFFCBCDFF BBCCDDFBBBFFCBCDFC DFABCFFDFBDCDDFCBDCDEBF CFFABBCDBCDFDACFBFDFDCDBFFCFFDE FFCBCDF D B EF DFCFCB BDB DF C EDFBFCCBDBFBBFBFFBABDDCC BFBFBFFBBEACDBFBFFBABDDCCBFBE BBBCBAABCDFEADEDFBCDFECBDFDCDBDFE FCDFEBFFBDFBCDFCBDCDDFDF CCDEAFCCBFABDDCCBFBFBFFBBE C CA BF CC DF B C AFC FDF DFCB C DFDBCCDEBEECDFFCFFDFBDCDFCFDFE BCDFDADEEECBBABCDFDACFFFCBCDF BFBFABDDCCFCDFDBDFECBEBBCBF AFCFFCBCDFBFDFBDFECBCDCBDCBFC BCFBCBFAFCBFAFCBFBBCFBABCCF BCAFCFFCBCDF DEAFCBFDFDCDBBCAFDE FFCBCDFFEDF CBDBFDFDCDBFCFFDEFFCBCDFBDBFBFFB ABDDCCDEFDDFBBFBFFBABDDCC ACBFB CBFBCBCDCDFBBCDF 72

87 DEBDDBABCCFFFCBCDFBFBFBFFBBECBF BACBDEBEECBBAABBDBCDFDA CFFFCBCDFBFBFBFFBBEFCDFDBDFECB EBDFDBCBCAFCFFCBCDFDCDCBFCC BCFBFAFCBFAFCBFBDFDEBBC FBABCCFBCAFCFFCBCDFFBCFFFCBCDF BAFCDDBFFBDDFCBCBBCCDE FCFFCBCDFFCDF DEBFBFFBEBEDFDCDBBCAFDE FFCBCDFFEDF CBDBFDFDCDBFCFFDEFFCBCDFBDFBCBEBF BFFBBEDEFDDFBFBCBEBFBFFBBEA CBFB CBFBCBCDCDFBBCDF DFCDEBCCDDBEFCCDFBDCCBCBACDFE FFDFBDC CF BF B FFDFB ADDBCDF DBABABCBDCBCDFADCDFDFEC BFEDFBFBFFDBCDFCBADCDCDF DDCDFEBBDFDFEBBC FDEFFCBCDFADFDFDFEBADFDFBC AFCFDEFFCBCDFCCABDDCAFCBF CBFFBBEEDFADFDFDFECADFBCBF AFCFFCBCDFCABDDCAFCEDFBFBC BFAFCFFCBCDFCBFFBBEEDFADF DFDFECADFBCBFAFCFFCBCDFCABDDC 73

88 AFCEDFBFBCBFAFCFFCBCDFCBFFB BEEDF BBFAFCCEDFCACCDFBBFFF DFB ADDBCDF C C C BDB AFC ABDDCD BF BFFB BE ACD BDCDFB DFCDEBC C DABCFDEBDCBFAFCBC BF BEF BBCCBFCBCCDBCDFCDCCBB DCFDEFCFCDFDDBBBCDCD BDCBFBDCCECDFDFCBDB EFBEBEBBADFDFCFCEBFDBCDF EDFCFCFDEBFAFCBCBFFDE BFBE BAFCCEDFDFDFECBDCC BDBAFCBFCDCBFDCCFDEFC BDCCACDFEBFDBCDFBFCB DEFDDBFCBCABFACBEBBADCDBACF AFCBFDFBDFECBBDBCBEBFBDFECBC DFBDCACFFAFC ABDDCDCFCDECDEDFDDBDDFEDFBFD EDF C CBF B CF CBC D DF ADFBFC FDEBBCDCDBFDFFCDEFDDBF C BFDBCDF BDB EFB BFD DE BDC EBC DABC F DDEBFC B BC C DC DEBFC DDFE DF FDEDCFAFCBDFEFDBCCBFC ADFECBEBADCFDEFFCBCDF DDFCBDEFDDBFCBCCAFCDEFDDBFDFBC CBFDFCCDFEDFDFEDCCDFDFECBD FDCFC FCBC CBC C C FFCF FDE FFCBCDFFAFCBFDFCFEBCDCBCADCDF FCDFE BBC FDE BDC DFDFE DCC FDEFCBABCCFCBCDDDBCDEBF FDCDBBCFFCBCDFFDEFFCBCDFBB FEBCDDABCFCCBCDEFFCBCDFCDABC ADCDFCDFDFEEECCBCCCFFCBCDFF AFCBFDFFDFBDFFBCBFFDCFAFCBF BDFBDFEBCBFDFBDFEBCDDBFCFFCBCDF DDFCBBCCCCCDFDFBCBCC ADFFCBBDFDDCCCFBDFDEBFEDF BDDDBDCDCDFDFCBDBFEFFCBCDF 74

89 ABDFECEFDCCFFDFBDCCDFBADDBCDF CBADFBFADFDCCBCBCCCBFCDFBF FDCCCFCADBEBCBCDEFFCBCDFDB FCBCCAACDADFEBFCDFCBCDEBFCFDE DF C CBDFC F DF DC C C ABDFCDBCFDFDDFEDABBC AACCCFDBFDCDBDCBCDCDFBDFECFD EA D DFBCDF BC B BC AACFDCD BF DFC DFBDFEBBDBCDFEDFEBCFCBBC BAFCCEDFDFDFECBDCC BDB BFFB BE C DCC BF DC FDE FC DFDFEBBFFBDCDDCCAFCDFBFC BDBBDEFDDBFCBCABFEECDFECBCFBFCBF FCBFDFEDFBDCBECBBBDBCBEBF BCBCBCBDEDFBFDEDFCFC F BEBDF C BCC CF D DF ADFBFC FDE BBCDCDBFDFFDFCBCCBFDBCDFDDFCB F FCDFE FDE BBCDCD B C B DF C AFC BF EDF FDE BDC EBC DABC F DDEBFCBBCCDCDEBFCDDFEDFFDE DCDEAFCBCBFBEBDFEFDBDEBE C FCDFE BBC FDE BDC C FDE FFCBCDFDDFCBDEFDDBFCBCCAFCDEFDDBFDC C ACDF C ADF D FB C C B F DFCCDFEDFDFEABBCCDFDFEAFCBF DFDFE FDCFC EEC B ADCD FFDFB C FFCBCDF F DEBFC BE DC FDC DDFE BC BF DFBDFE BC DC C FFCBCDFDCDFCCFBACCFFCBCDFDDFC DFBBFDBAACCCCCCADF DCCCFFDFBADDBCDFDFCBCCCBFCDC CDFBFDDFDBCCBCABCCFFFDFBDCBCDFDFDC CCFEECCADFDFDFEBBEBDFDFDFDC CADFEBFCDFCBCDEBFCFDEDFCCBDFC FDFDCDCAACCBCBECFDEADBC DFBDFE AF CFD FD BF DDFE DDF DFCBEA DFBCDFBFECEDCDFBCBDCCFFDFB BCDFDACFFFCBCDFBFDEBFCBBCCDFC BDFCDBACCCBDCABCDFCDFFDFBDCD BFEDFECBCDABABCEBAADBCDF CC 75

90 BBCDFDACFDEBFCFFCBCDFBFAFCDFB BFFFDFBADDBCDF AFFCBDBABDDCAFC FFDEFC FDEFC DFB B ADF ADF ADF DFB B ADF ADF ADF FFCBCDF FB FADF FADF FADF B BE BEB BFDBCDF AFCF BFBEF FCBFC ADF B A ABCC B B BCDF BBAFCCDBCDFCDFECFDDCAFFCBDBABDDCAFC AFCDDFBDFBFFBBEBFDFEB BABBFBCDFBADDBCDFDBFCCCFFDFB BFFCBDFBBCFDEFFCBCDFBFFCBDFBADFBCFDE FFCBCDFBADFBCBFBADFBCBFBADFBCBADF BCFFCBCDF BFDBCDFDCFBCBEBDCCEBFDBCDFFDEDDBBC FBABDCFDE CBCDDCFDCFC CBFB B DF ABFC B C C BFC CDA BCDFDFDDBCDCDDFDBCDEFDDBFBCBCBCACD FCEDFDFDCDBFDEFFCBCDFBBDFCFCBFFBFDE FFCBCDF EDFDFDADFBBBB ABBEDFDFFDEDCAFCFDBF AFCBCBFECAABCDFBEDFCFDEBFBFBEFDBFBEC AABCDFDFECFDEFCBCCEDFCBADBAFC BBCDCDBBDFEBFFDE EBBACDEFDDBFCCBDFEEFDCBCFFFDFBBFDFB ADDBCDFBDEFDDBFDFDBCCBCFFDFBADDBCDFCCDCCBFDFBF CBFBCBCDCDFBBCDF 76

91 BBCDFDACFDEBFCFFCBCDFBFDFDFBBF FFDFBADDBCDF AFFCBDBBFFBEBE FFDEFC FDEFC DFB B ADF ADF ADF DFB B ADF ADF ADF FFCBCDF FB FADF FADF FADF B BE BEB BFDBCDF AFCF BFBEF FCBFC ADF B A ABCC B B BCDF BBAFCCDBCDFCDFECFDDCAFFCBDBBFFBEBE AFCDDFBDFBFFBBEBFDFEB BABBFBCDFBADDBCDFDBFCCCFFDFB BFFCBDFBBCFDEFFCBCDFBFFCBDFBADFBCFDE FFCBCDFBADFBCBFBADFBCBFBADFBCBADF BCFFCBCDF BFDBCDFDCFBCBEBDCCEBFDBCDFFDEDDBBC FBABDCFDE CBCDDCFDCFC CBFB B DF ABFC B C C BFC CDA BCDFDFDDBCDCDDFDBCDEFDDBFBCBCBCACD FCEDFDFDCDBFDEFFCBCDFBBDFCFCBFFBFDE FFCBCDF EDFDFDADFBBBB ABBEDFDFFDEDCAFCFDBF AFCBCBFECAABCDFBEDFCFDEBFBFBEFDBFBEC AABCDFDFECFDEFCBCCEDFCBADBAFC BBCDCDBBDFEBFFDE EBBACDEFDDBFCCBDFEEFDCBCFFFDFBBFDFB ADDBCDFBDEFDDBFDFDBCCBCFFDFBADDBCDFCCDCCBFDFBF CBFBCBCDCDFBBCDF 77

92 DFDFECDFDFBBFBCAFCEBADBDF DEBBFDDFCBDCBDFC BDFEDFCDFEDFFBEBBBBBFBD DFCFFCFFFCBCDFBCACDFBAC CBCFFCBCDFFCCBDBDBFFDFC ABDFCEDFCCBDBCDFC FFCBCDF DEEBADBCDFEADFCDCC BFCBCCADCDCFFCBCDFFAFCBF BFBFFBBEDEBFCFFBBEDFDDBDDFEDFDE FFCBCDFFDECFCAFCDCA BF CF C B FDB DE BE CBF DEBFC DDFE DF FFCBCDF FDE D AFC DE D FFDFB CF C EEC CBC FDC FFCBCDF B DFBDFE BC BF DFBDFEBCDCFDCDFEABCDBDEBFCDDFEDF FFCBCDFFDEBFADBDEDFDDBDDFEDFDE FFCBCDFFDE DEBAFCBFFFCBCDFBD AFCBF FDEFFCBCDF DEFCDFCCCADFADDBCDFCDABADC BFBCBCCDCCBCBFCCCBFCDFBDABABDF CC 78

93 DEFFBBEFFCBCDFBD BEC FDEFFCBCDF BAACCEDFCACCCDBCDFDFDFEFDEFCC AFFCBDBAFCBFBFBFFBEBEDCFFCFFDE FFCBCDFFCDFCBBDBFCAFFCBDBFCCDBBD CBFBCBCDCDFBBCDF CCCEDFDFDFECACBAABCDF AABBCBFBEADFEFBFADF DFCFCCADDEBBFAFCC EDFDFDFECEFBFBCBDADDBCDF CAFFCBDBAFCBFBFBFFBBEACD BEBDABBDCCDEFEDFCCFF DFBADDBCDFDCCCBCBDCCBFDFB DFDFEBADDBCDFAEFEABBCDDB CCBDBFCFCBEDCACBF FBCBFFCBCDFDFFCBCDFCFBEF BFFCFCDDBFBBEAFCBFFBF FDDFEDFDEFFCBCDFFDEBBFAFCDE CBF C DFDDB DDFE DF FFCBCDF FDE ACDCFFCBCDFFDCCAFCBFCFC DFBBC BFDFBDFEBCCEF BCEFCDB DFBDAFFBCCDEFFCBCDF DBFCBCBBFCBCFCBAFCBFFDC ABCDBDCCBCFFCBCDFBFADBBCDE DCABCCCCABBCBDCFFDFBCDFB ADDBCDFDFBADDBCDFDABFFCBCDFCBBDDFBACD EADFFFFDFBADDBCDFBDFECCBCBDCCBFDFBF 79

94 D ABCCF D B B DF DE D FC ADCD BF DFBDFEFFCBCDFCFBBEBFADCDBDDFBC FBDCDCCDDFECBCAFCFDCFFCBCDF FBFCBFFCBCDFAFCBFCFE DFBDFEDEFFCBCDFADABFBCDFCDABCCF BBCCCDDFEBAFCFDFDEDFEBFED DCDFBDFEDEBFCDFCDBFFCBCDFDBBFDACBFC AFCBCDFADBFBFCBBCDF AFCBDFECBFBFF DEBAFCBFFFCBCDFBBFB BD AFCBF BB BADF BB BADF BADF FDEFFCBCDF 80

95 DEFFBBEFFCBCDFBBFBBD CBAACCEDFCACCCDBCDFDFDFEFDEFC C AFFC BDB AFC BF BF BFFB E BE DC FFCF FDEFFCBCDFFCDFCBBDBFCAFFCBDBFCCDBBD DEDABFFDFBDCCCBCBDCCBFDFBADDBCDFAEADA B CC DFB ADDBCDF DAB FFCBCDF C B BDDFB ACDEADFFFFDFBADDBCDFBDFECCBCBDCCBFDFBF CBFBCBCDCDFBBCDF B A ABBC BFB C ADF DF C FC ACDFE ABCDB F C FDC FFCBCDF CE C BBDBDDCCFDDBFCBDDCBCDFEFEADBFC CDFECBCBCDFADFCEAFBBADF BADFDCFBADFDEC B DFDFE FFCBCDF C ADF EA F AFC BF BF BFFB BE B DAB DF DE B BF ACDBFFDFDEBFFCBCDFCFAFC BFBADCDDEBFCEABBFBADF CFEBCDDEBFCDCBADFFDC DEBFCDCBADFBDECBFCEADCB ADFDBFABDFCBCCBCBDFC BCCEACDBEBAFCCDCDFBBABDFDFCDF FFCBCDFCFDEBFCBEADFEABFDF DEDCFDFCDFDFECAFCBF EDFEBDFFFCBCDFCBADCDDEBFCDCB 81

96 BFBADFBFFEBCDCEADCBADF DFFCBCDFFDCCDEBFCBADFBBDDFB FDCCCBADFEACFCDFBBCBFDFBDFEBC EFBCECDBCBFFCBCDFDECBF FFCBCDF AFBC F DEBFC BE C B ADF EA DFBBCBBDFEBCBDFEDCBDBFCFFCBCDF BF DDFDDFE CBC FDFE B AC FDC FFCBCDFCDEBFCBBCCBDECFCBD BFCFCBDCBCDFCBDFCFCCDFDFE DEBBFADAACDDFCADFEBFCDF DEBFC FDE BDDCBCDFE C CBDFC F DF C DDFEDCBEECCBCCBBF BFBBFBCCBEEDFDFDFE CBADFEACBCFFCBCDFDADBFDDBDF DE DEBFC FFCBCDF FDE D B FD AACFDCDCFDFCFDFDBFCFDFCAFDAB CBCBDFEBFCBFBFFCB FFCBCDFCBCBFEBCDDEBFCDCB ADF D B EEC CBC C DEBFC EC C DF DEBFC FDEADABFBCDFCFEBCDCBF DC C ABCDB DBC ACD D BE CBC C B C FEBCD AFC C D C BE ABCDB ABBCDF DEBFC FDECAACFDCDCFBCDCDFDDBBB BABFBCBDBEBCFDCDDFEDF DEBFCFDEDBFCBFCDFCAFCBCB DEBAFCBFFFCBCDFADFEA BD 82

97 DEFFBBEFFCBCDFADFEABD BAACCEDFCACCCDBCDFDFDFEFDEFCC AFFCBDBAFCBFBFBFFBEBEDCFFCFFDE FFCBCDFFCDFCBBDBFCAFFCBDBFCCDBBDDEDAB FFDFBDCCCBCBDCCBFDFBADDBCDFAEADABCC DFBADDBCDFDABFFCBCDFCBBDDFBACDEADFF FFDFBADDBCDFBDFECCBCBDCCBFDFBFFBBADF EADFBEEDFDEBFFDFBCCDCCBFDFBFC BFFCBDFBCDEDFAAFDACDAB CBFBCBCDCDFBBCDF CEFDCFFCBCDFC CFFCBCDFFCDECDFCCFDDEBFC DFCDEBC CD CEFDC C FFCBCDF C A C DFBCDFBCFCDEBFCBCFCDBDFCD DCBCDDEBFCDDFCDFFCBCDFCABBCBDFC DDF FFDFE C D FDE CD DFBCDF B ABCCFCEFDCBACDDCDFBCEDFB FFDCDFCBFDDABDCDCDFCBA EDF BFCFAEDFDFCBCDDCDEBFCD CBFCDBBFCDCBAABCDFAA AFCFCCDFDCDBABDFDFBBC AABCDFBDFDFCBAEDFCFCAA AFC DDFACDFCDFCFCDDDDFCAEDF 83

98 BBCDDCABCCFDFDDBCCDDFDCDBBF B BF BFFB FFCBCDF FFDFC DABDEBFCBCDFCCEABFCDDFDCDBBF BBFBFFBFFCBCDFCCBFBFDECBFCDF CCBACDDBCCCCBDEADFDFE DEBFCDCDEDBFDFDCDBBFBBFFFCBCDF ACDDFDFEDFCCBFABCCCBCBCDFDDB DFDCDBDDFEBCDEFFCBCDFCFCCBFCDFDCDB DDFEBCFDEFFCBCDFFCDECBFABCC CB CBC B DDFE F BBE DF DE FFCBCDF FDECBADBCFCCBF DFDDBDDFEDFFFCBCDFFDEBCDDF B EEC B CDFE CF FFCF DEBFC C B AD B DDC DEBFC DFDCDB BF B BF FDEFFCBCDF BBF DFDCDBFFCBCDF DE D FFCBCDF DE D FF DCDFFDDABDC DCDFABB CFABB DEBFCFFCFFDEFFCBCDFBCDCADFCDFDFFC BBFDFDDBBFFBFFCFFDEFFCBCDF CBFBCBCDCDFBBCDF BCEFDCDFFFCBCDFCADCCBADFC EABDFECCDDDCABCCFDFECBCBAA CBC DF F ADD B FC C A C D DF B DE FFCBCDF FDE D BCB C C FFCBC FDE AB C C C DFDDB A DFDCDB DFE BCDF BF B F CD BC D FDE DFCDB FFCBCDF BFBCCBDEAAABCB DFDCDB DFE DFBCDF B C EA AF D AFBFDEAFDCDFCDFCDBAFB AACBCDFEBCCBDFDCDBFDEFFCBCDFC BBCCFDEDFCFFCBCDFCDDFDF FDDBBFBBCBFFBFDEFFCBCDF 84

99 DCCDDFDDBDFDCCBACDEADFE ABBCBDFDCDBDFEBCDFCCCDFEAFEA BDFAFFCFCDFDCDBFFCBCDFBFBACCC DF DF FDFE AFB AF C D DF C FFCF DEBFC FDC C AF EA B C C AF C D DF C DEBFC FDC D C DE AFEACDEC BEAACBFBC CFFCBCDFFCABBCDEBBFC CBFFDFDEBFFCBCDFFDCCAFC BFBDECDFDDBDFCFFCBCDFAFEAAC FFCBCDF C AFC DE FDE FFCBCDFCFDCCCDEAFEABECBFC CCADEAFFCBCDFEBDFCDEBFCDCDFFCBCDF AFBFDBCBFCDCCCCEABCB FFCBCDFAADCCDECCFFCCDE FFCBCDFBBADCCDEFFCBCDFDC CFCCFFCBCDFBBADC FFCBCDF D EA D BF ACDF C CD ABCCF FDDFE FFCBCDFCFDEBFCBEBDABDFDEBDDB ADCEDFCBCDEBFCDCDEFFCBCDFAFCF CDCEBCCEBDFFFCBCDFDFCBEC DAFEABFDFBCAFEABC DFDFECCEFDCBFBDEECDCCACDFCD EADFCBFBAFCABDDCCBCAACFC CDEFFCBCDFBBADCDEFFCBCDFCBFC DBAABDBFCBACDFCBCAABBCDFECBCFCFCDAF BCDFCDFDCDBFFCBCDFDCDFEBABBDCDDABA BCFBDCDCDDCBFBDBDFBDBFEBACFCDBDFDF FDCDDCCCFDFDDBFCBCBFDFECEABFDFCCBCCD DFCCBBFCBCDFEBFCCBFCDBDFCCBFEDFCBD CFCBFCCDFCFDFDDBBACCBCDB 85

100 DEBAFCBFFFCBCDFDFCDBAF EA 86

101 DEFFBBEFFCBCDFDFCDBAF EA BEC AADF AADF DA B FDEFFCBCDF BAACCEDFCACCCDBCDFDFDFEFDEFCC AFFCBDBAFCBFBFBFFBEBEDCFFCFFDE FFCBCDFFCDFCBBDBFCAFFCBDBFCCDBBDDEDAB FFDFBDCCCBCBDCCBFDFBADDBCDFAEADABCC DFBADDBCDFDABFFCBCDFCBBDDFBACDEADFF FFDFBADDBCDFBDFECCBCBDCCBFDFBF CBFBCBCDCDFBBCDF FDFEB BDF BD CD C B C CDBC C BB C DFCDB EEBCDFFFCFDEBFCFCDBBCCFC DDFEDFDEFFCBCDFFFCFDEBFCFDE FDCBDDEBFCBBCABFBCDCDF CBBFDFBCBADFCFBCBFBBCDF BCDFDCDBDFEBCDFDFCCBFDFBCB ADFCFBCEFDFDCDBDFEBCDFBDFCFC FEFBCFDEFFCBCDFDDFCFBBB CDBCDF C C FDE FFCBCDF F DDEBFC B BCABFADDCADCDDEBDFEFEFDC D B FC B FEBCD C FFCBCDF F B BC CBFCDFEFEFDCCEECCBCCCBB CFBBCCDDCADCDDFCBDFDFE CBCDFEDCDFDFDFCDBCDFED 87

102 DFC B FB DB C FFCBCDF CDBC EDF FC BFCDFEFEFDCFCDFCDBFDEBDCD DACBFCBBCABFDEBFCBDEBFCDDFEDF FAFCFDECFCDFCBBC CBFDEBFCDDFEDDFEEFDFDCDBDFEBCDF BDFCFCBFFCDFEDFDDBBBCDCDBDC BDCBFFDEDCDFDFEEECCBCF BBEDFDDBDDFEDFDEFFCBCDFFDEBAFC DCABFBAFCDEBFFBBECBFAA DDFEDFFFCBCDFFDEDFDFEBABBC CFECBFDFDFEBCCCFDDABDCDFCB BFDDBDFCBCBFDFEEBDFBDBCDCBCBFB DBCDFDFBDFCFDFFCBCDFDFCBBFBCFDEAD DDBBFCCBFAFCACDCCADCDC FFCBCDFFCBADBCFEDFECDCBBC DEBCDFDCADFDFCCBFCCDC DFCEFDCDFCCFFCBCDFFCDEBFCCF C E C DE FFCBCDF FDE FDC C DDFE DF FFCBCBB FADCBDFDFEFDCBFDFBBFC CCDB FCDCDF AD DADBCDF DDCBCDF BF EECDF CBCDBACCDFDFEFCDCCCBBD BCFCDCFDFCDBFDECDFCBC CBFBBCDFCFBCDFBBCFDFCDBFFCBCDFC FDFDDFCEBCDFFFCFCFDDFDCDDCDC BBFCCCDCFFDECDFCCBF BAAEEBADDDCBFDBFCBCBEFBFCCDCC C FDE C DFDFE B DFDBC CBC C C FDEABBDFCAFCDFDDBBDB EFB F DF C ADFBFC B DCBC F C C FDCDFCFBCDFBBBDDCBCDDFBCCDCBC DE DFCDB FFCBCDF CFD DFDCD B C ECCD DCBFBBCDDEBFCDBDBCDFBDFCBDC BFDFDADBCDFCADBBFFCBCDF BCB B ADCD DADBCDF DEBFC B BC C ADDB DC FC B DEFDDBFC ADCD BB C FFCF DEBFC FDE FFCBCDF F DEBFC B BC C ADBFCBDDADCFEDFDFAACC ADFEBFCDFDEFFCBCDFDEBFCFDECB C CBF BEFC CBC CBC DEBFC FDE C 88

103 F BCBCDF A DF DDFE DCD B C DFCBF ADBBFDDDFBCDFDFBDFCBDCC FDAACFDCDCEAFCDFCFDFDBF CFDFCAFDABCCCBEFCBCDFECCCBDFC CFD FD BF CFD FCAFDA AACFDCD DF DE DEBFC FFCBCDFFDEDECBCDFDFDFECBCDEBFC B BC EBDF FFCBCDF B ADB DE BC DE FFCBCDFCDFCDCDFDFEBB BFBCBBCCFFCFFFCBCDFBCCBFC CCFDFEAFFCBCDFDFCACBCDFCFC BACDFCBCDFBBDCDEFFCFFFCBCDFBC CFDEAFFCBCDFDDEDDFCBBCBFC EDFCDFBFDBDDCBCDFCBBDCDD CBCBFBFADDFEDFDEBFCFDEBFC CFDFFCBCDFBDFCBBBFBACC DE FCCDFE C EBDF BC C DE F BFE FFCF FDEFFCBCDFBBCDAFFFD DEC EEC CBC CFD FD B BF ADB DACBFC AFCBCDFCFDDFDCFBFCBBC DFAFCCCCDDFDFECADADDB DFDFAACCDACBFBDBFCDEBFCB BCCCEBFBDFCFBCDFCBFEFC DFCDBFCCDDFBCDFBFEAEAADC EECCBCCEBDFDBDBFCDBF DFBCDFBBDBDDCBCBBCEBCDFBBDBD CFEBCDCCFCBFBFDFDDBDCE DFBCDF ADDF BC B DEDDDC DFB ADC C EFB ADCDFFCBCDFCFDEBFCBBCCDF BEECCBCCCBCDBFBCBFEBCD DEBFC DC B ADF DF C FC CD B BF DFDBCDFCBCDEBFCECCDFDEBFCFDEDB CDBBCCBDEBFCFDEBFCBC C AACFDCD B DF DF DC C ABCDB DBC ACD CFBCDCDFDDBBBBABFBCB DBEBCFDCDDFEDFCFDEDB FCBFCDFCAFCBCB BACBCCCFEDFEDDFDFBFCFFCDBC C DFCDB EEBCDF FFCF DEBFC BC CD D FDDFCEBCDFDFCDDFEDCDDADCDBBFDCBBCB FDFBCCDCBCDFCDBFFCBCDFDBDEBFC 89

104 DFCEBCDFBDCCBCBDDCDFCFCADDDEBFEBE D C CD FEBCD D F FFCBCDF C B F BF DACBFCCDDBCDFCDAFCBCDFCCFCADDB DBCBDCBBCDFDDBCEDFDCDEBFC FFCBCDF BF C C DDEBFC FFCBCDF DF BE DCD DAFCFBCDFBEFFCDFEBFFBF BFCCBFBADCFEDFDFAACADCD CFFCFDEBFCDFCDBFFCBCDFFDEBFCBBC CCDFDFCFDBFDFEFCCFCAEB DEBFCADBCFCBDBCBBFDB CCDDDFEDFDEBFCFDECBF CBBFDDCBCDFDBADDCEF CBDCCFCDFCDDBCDFCBBC FFCBCDFFDEBFCBBCCCBCBABDF BFFFCBCDFBCCCCBDDC ACDBBFFCFDFEBFDABDFDFECD BB BCDFDA D B DFCBF A BD AABCDF EA FDC C B DFC CFC DDFE DF DE FFCBCDF DEBFC FDE C BFBD CFD FFCBCDFCFBBCCBBBDFDECCC DFDFECCBCCCBDDCAADCDF CBC DFB CFD FFCBCDF DF DEBFC FDE DFB AFC C B C C CBDFC CFD FDBFCFDFCAFDAFBCECBCCC CFFCBCDFFDEBFCBBCCDCDFF DFBBFECBCCFFDFBADDBCDFBC EBAADBCDFCDCCBFADDCBCBBBDBC EDDDFEADFCEDFEDCBBFC DDF F DFCDB EEBCDF C F DEBFC DFD DFCEBCDFCBBBBFDACBFCFCDCDFCCDBC CDADFECDFEADDFFFCBCDFCDFEDFC CCA CD C D BFBD D DDC C DEBFC FD CDFCEBBBCDBCCDACBFCBCFBCD BFFCBCDEBFCDFEFBCDFFBAFCDFC DEBBBCBFAFCACCBCCCBFF BDFCCDFBBDBFCFDFCABBFDACBFCDF FDBCDDCDDEBFCDDEBBBCBCDDCD BBDDCCCCBEBDFBDCDADC CDABCFFCBCDFFFDABFDEBFCDFDFE 90

105 AFCCDFCBFBDDBFBABCDF CBFDCDFCFCBBCBFAFC 91

106 AAFDCBACC DEBACCBFBFDCADF BECABECCABEC 92

107 BFFBBAADF B ADF CCB FC BF DBF BF FDFEF DE BBFC BF D CC BF DBF CB 93

108 BAFBCDFBDCDBAADF 94 CBDABCAFBCDFBDCDBBADFCCBFDFBCCBFBB CCBBADF

109 BBBCDCDBAADF B BBEEA ADF B A DBF BF BBFC BF CC DE D DBF FDFEF FC BF BF 95

110 96 BDCFCDAEDFDEDF CBFBCBCDCDFBDCDF

111 BBBCDCDBAB B FC B DEDFEA B B D BB BDB BDB CD F BE FF BF C BBCDFDBBDBFDBCFABFEDFBBBFCDB DFCAAFDFCBDFCDFBCDFFCDEDFEADFE FDFDDBBACDDFEDFCFCBCBACDB CBFBCBCDCDFBDCDF BFFBDFEBEFBFADFEAAFC BFFBDFEB EA ADF A B B B B B B B B B B B B CBFBCBCDCDFBDCDF 97

112 BFFBBEFCDEDFEA EA BEEA A B D BB BDB BDB CD BBCDFDBBDBFDBCFABFEDFBBBFCDB DFCAAFDFCBDFCDFBCDFFCDEDFEADFE CBFBCBCDCDFBDCDF 98

113 BCFEDFCACDFBADDBCDF AFFC BDB BDDC AFFC BDB FFB E AFC BE FFCBCDF B BE BE BFDBCDF AFCF BFBEF FCBFC ADF B A BCDF B B B AFC CDBCDF C DFE BF CFD DC AFFC BDB ABDDCAFCBFBFFBEBEAFCDDFBDFBFFB BEBFDFEB BFDBCDFDCFBCBEBDCCEBFDBCDFFDEDD BBCFBABDCFDE CBCDDCFDCFCCBFBBDFABFCBCCBFC CDABCDFDFDDBCDCDDFDBCDEFDDBFBCBC BCACD FCEDFDFDCDBFDEFFCBCDFBBDFCFCBFFB FDEFFCBCDF EDFDFDADFBBBB ABBEDFBFDFFDED CAFCFDBFAFCBCBFECAABCDFBEDFC FDE BF BFBEF D BF BE C AABCDF DFE C FDE CBFBCBCDCDFBDCDF 99

114 DEEDFCACBADFEAFFDFB BFFBBE B ADF ADF ADF BA AC C EDF CAC C BF CDBCDF C AFFC BDB AFCBFBFBFFBEBEDCFFCFFDEFFCBCDFFC DFCBBDBFCAFFCBDBFCCDBBD CBFBCBCDCDFBDCDF 100

115 CCDAAAEDAC ADEBDAADDABABADA DCCDAAAED FCCDF CABCBCCFFCDDFDFECCBFB FBFCBDFBDDEBFCDFFDAADBDEBFC FFCFFCDCBCDFDAFC ADDFEDFDECFEDFEDBBFCBECBCCEADFCB BC BCDDABCDF BC B BF C D BCBFCDB BFDFE EBA C FBCD BF DDEBFC CF FCD D DDEBFC FCAFDA BF B ADDFE D FBDFE DFDDB C EBDF FDDDCBFDBEFDCDFBFFDBBCFFDDC D F DDC F C EF DFE BB BDFE DFFBCDFBFBEDFBADCBDECFCDFBDFE CBFBCBFF ABCDCDBFFDBBCBFDFD EECCBCCCBDCDFBEDBEDEBFCFCAFDA FCBBBFEADEBFCFCAFFBC DFDEBFCCBFEFBCDFBCBCDFDF ADDFE C C F C DC CD CD BACDCDFCDEBCCBDCBCFEFBCDFDEBFCFCAF BCBFCDBCCFDADCDFBFADDFECAAC CBFCDABFCEFBCDFADDBBCBCDBFC DCBFFEFBCDFDEBFCFCAFDFCCBFBF BDFDCBCD BCB DFC B CCDB AACD C BACFCDCCCDDFCBDCDCFC DCBCFDEBFCFCAFDABABDBFBFDBBADCB BDACBFCCDFBFCFCDFEAFCEBDD BDFBCBCBFCCBFD DFCBFFBBCCFD DBACDBFCABAEDEBFCFCAFDAF CFEDCDFBBFBDDCBFFEFBCDFDDEBFCFCAFDADFC CBFFFABABCCBBFBEFCFFBCDFEFCBEC FCDDDEBFCFCAFDACDFABCDEBFCDEDFBCDFE FFCFADFEFCD 101

116 BFDBCDFBBCDCDBFCBCDCDF DDFDBFFCDBCFECBCBBFA AA DF EFB BF DEBFC A AA DF ABCDB ABC BEDFBDFDFBEFCDFCDDFEBCCDDFC A FC BAC C CEFDC AFC BFEDFECEFBCDFEDFBDFEBFDCCC BCDFFBFFDCBFFCDCDFDCBC DCBC C CEFDC B DFC DEBFC EA BF A AC BCDFE C C FCAFDB FFCF DEBFC FCAFDFCCBF BACDCCDFDABCDFECDDFCCDFCDF AD B EFB D DEBFC FCAFDA DF C CBF ABDFE ABCDB BCCFCDF C FC AFC FFCF DEBFC EACDFDCDCBCFDEBFCDFCEBCDFCBCDBF FCAFDACABACCDFCAFCC BCECDFDFEBFCDDDFCDFFCBDF FDF DEBFCFCAFDADFCCBF BADCCAFCDEDFCAABCDFEADFC CBF CF BF B AFC B BDF BCD FCBFC D AFC BFE FFCF DEBFC B CFEBFFDCFCDFBBCCBFBCD AFCCAFCCFBFDDBECCF FFCFFCAFDABFDFBFCABFFCD BCAFCBBCBBFDAC BFBFEBDFFCFEAFCAFD DDDFCDCEFBCDFBFFEFBCDFFCAFCCBCC EACDBFCCDFBCBFAFCDF BCDDCDBCFEFBCDFDEBFCBCDDFABCDF CCADCFEFBCDFBDFBDFE FCAFCDCBFFBECBCBBEDFEAFC CAABCDFFFCFDEBFCFCAFDBCCEF CCDBECEAFBCDEDFBCDFE DFBCCFCDBBFDFBDCECBFC CBFBFFCFFCAFDAFECDEACD DBCBECCCDFBC 102

117 DF C BF C BF DFB C C FCDBFBFEAC BFCAFDADFCCBF BCD CF FCF FC FC EF EF FCAFDFBAFACDFEDFAFCDEFDDFE BF DCBDF B DCECBBF DFDCDF CFBFFFCFDCBFFEFBCDFDEBFCCCBFCBCDCD BFFCFDEBFCBDFDDBFBCBCF ABFCFDFBFFCFFCDBDFEBABFBFFFDBDBBCDF DBBFCFDEBFCBDFDDBFBBCBCFCDABFC FDFBCFFCCDCCBFDCEFBCDFDEBFCFBBBF FEFBCDFDEBFCBDFDCBCBCFABFCFBB CBCDF BCAFCAAFDCDDFCFCDEDF AABCDFCADDFDFECDBDFFFCFEA AFCDCDDEBFECFBCDAABCDFAFCCBF CFFCFDEBFCAFCCDCEFBCDFBFAFC CFEFBCDFCCEBADFBDFEBCBCCBDFB AFCCDDBADDEDFDBCFCD FFCF DEBFC EA DFCDEBC AFC D F BFEDBFDFDEBFCCBFBFEDEBFCCCC EA DFBCDBADAFCBCDFBDC BF F EFBCDF C D BF DFB BF FCDBF EACBCDCEFBCDFDFBFCBBCFCBFC CFEFBCDFDFFBCADFF CFFCAFDABDFBFCBDFBDBFBE BCCDCCCAFCDBDFEA DCEFBCDFDFAABCDFDBFDBBAFCDAABCBF BBDAFCDABCCFDABDFCBEFDFDEBFCC FEFECBCFCCCBFDFCBFDAFDFCBBFC 103

118 BAFCAAFDCDAEADFAFC BCD CF FCF D BF DFB FCDBF DF EF EF EF EF EF EF EF EF EF EF EF EF DFBAABCDFBEDCDFAFCDFEBFDC BDFBBBAABCDFDCAFCDFBCBCDBDFAC DFACDBDFDCDFCFBFFFCFBBDCEFBCDFBFF EFBCDFDEBFCBBDFBBFCCCBFCBCDCDB CBCDF FCEBCDFCBCDBFDDEBFCFCAFDA FBCDFBBFEDFDEBFCFCAFDADBCCDEBFC DFCEBCDFCBCDDFCDCDCDFCEBCDFCBCDBF CDCFDCBFBBFCFBF BFBFFFDFDF BECADDFECDCBCCFBDFC AFCFCEBBCADCDFBACBBBFDACBFC CDFCEBCDFCDACCBCDFCEBCDFDFCCCDCD DFBCBFFCDFEAFCBFDACAACC F D DF DFCEBCDF FBF DEBFC BDDCD C B DCB DF DFBCDF BF DD FB B FCBFC DBFFBF FCEFBCDFBDFDFCDCDFCEBCDF FCDBACCDFDCDFDFCEBCDFFBFFFDF DDCDFEDCFCDFDFDFCEBCDFFB CDCBBFCCCBDFDF DCBDFDF CDFCAFBBCDFDCCFBCDCAABCDFBFCCFC CB BCCDCDFB BF BDB BFE CB C C DC D BEDCBFBFBBEBEFBFFFDF FBF DFD CCB DFCEBCDF C C CEDDFBDFEDFDCDFDEBFCDFCEBCDFDFCACDABA BCCCDBECFBFB AFDDEDFEDFDCDF 104

119 ABCDDABCDF DDEBFC DF C DFCDCCDF DC BF D B BBCDFBBCCBDFFCADCDFDFCBBCBFDFCDB DFCEBCDFBEDFD FCEBCDFBCBACDEBFCBFDFDEBFCBFD CDDFCCBFEBFCBFC FFDFBCCBBC DFDFEEFBAACCEFCBDDBCDF CDAACBCDFCCFDEA DFCBDDBCDFABCBBCDFCABADCBDFBFF DFCEFBCDFBFBDBDDCDBBFCBEDDEBFCEA BBFADFCCCBCFDFCCDBBFCBEEAC DFBFCCFDCDABDBDDC DFE F FFDF DFCEBCDF CDFE B AFCCDCBBFCCBDFCEBCDFCDBDEBFC EADFCCBFFEFBCFEFBCDFDDFCEBC BFECCDCBBFCCCBDFDFFEFBCDF B B CC BF C C BFEBE BDFCBDF DFCAFB BCDFDCCFBCDCAABCDFBFACADFDF BCCDCBFBDBEDCBFBFBBEFBF BE DFD DC EB C C CCB DFDF C FEFBCDFEFBBAABCBDDEBCDFBF BB ADCDF DF C B BC CBF CD ABFC FC DBBFCBE B AB C FBCD ADC DF BCDFB BDFCEABFDFCBBCBEAF BF FFDF BE BF DDFE BF BBE DFD DFCDB BBCDF D DFDBC A C C C CBBBFECFCDCBFFEFBCDFDCC ACDF C C FCDBF EA F FDF C ADC EBDFE DFCEBCDFFCCCBDFDFDDCFEFBCDF BDEDFCEBCDFEBDFEBCDFCFCEBDFEB BCDFCDBBCDF CFCCBCCABDFCDCBFFEFBCDFFBCDFBBCCBDFFC BFBBCADCDFDABCDCCBEDFCFCCEABFC BCCBCBFFEFBCDFDEBFCADBCDCCCAACBCDDFBCDF CAABCDFEFCBCCFCBCDFABFBFBBCD AFC 105

120 BDCBBFCCBDFCEBCDFDEAFFCF DEBFCDFCCBF DFDFDFCEBCDF AB BCD D BF DFB FCDBF DF CBFEBEADDFDDE FDDDCFBCDDF CFFCBCDCFBCDDFCD DFCDDBCDFDCFEA FBEFBDBCDFBFDABCDF DEDDBDBCFCF AAB EECFECBDEFADCEEECFE FBDBCDFB FBBCDFB CBCDFEBDDBCDFB EEEBCECBDDFEDFC BDFEBEAABCDFDFE BFA FB FB FB FB FB FDF FDF BBEAADDFEADBDCBF FCDFBFCB FCDFD FCDFDEDFCDD EEDFCFECFEDDEFAEC FFCFDEBFCDFFDE FFCFDEBFCDFFDE FFCFDEBFCDFFDE CCBFBCBCDCDCBCDFBFADDFEBE AABCDFDFBBEBCDFDFDBCF DFDDBDFDCDDFEADBDFBAACBE DFFBAACBEDFF BCDFBBCBCDCDDEDFFEFBCDFFBDFDDBFDFC CBFDCBCBCFDEBFCABFCDCBDFDEBFCCCCBF BEBFEFBCDFDFCBFEBEADDFBFDFEDACB ABFCCFBFEBEDDCDCDDDCDABC CDFEACBBCDFBBDDBCDFDEACCDBCE BCEDCDCCCDFCDEFDBFBCCDDCDCDFCDFCF BBFBDFCDFBCDFBCBFFBCDFC DFBBCFCBCFABCCEADFBCBBFAF BABCFBFDFBCEAAFBFDFBCDF BFFFDFDEBFCEACDDFDBCDBCFCBCBDC DFDBCCBDEBFCDCFCBCCFBCDCBFCDCFDEA BBBCBCDFCEBCDFCBCDCDDEBFCEAD BEFCBDDBCDFCADCDCEBCDCB BACBAEBDFDFBFEBEDBDECDBF BFDFCBFDFBBFCFCDBFDEBFCCBDFB CDBFDDBBFEBEDFCCBCCFCDDFFCDB FCBC DC FBCD B B C D BF BF DF DEBFCBBDFCEFBCDFBBCDFEACFDDDCEA EF 106 EF EF EF EF EF EF EF EF EF

121 D BF BF DEBFC B DFCD CFE DC CD CFD EABFBDCACBDCDFBBDBABDF FCCCBBFDFEDCDFDBCDFCEABCDDE DDFBCDCDCFDFDCDBEFEC BDBCDCDFCCDC DCEBCCCBDFCEBCDFBBFEFCFCBFBCDD DF DC BF F EFBCDF DEBFC BCDFB BDFC C DF FCDBF BF DFB F EFBCDF BCB ABCBCDFBCFBCDCDBFBF DF EA C BEC EBDF CF EFBCDF ADC EBC DFCEFBCDFB DAFC DF BCDFB BCCBDFFC B BC AACCFEFBCDFDEBFCEACBDFDCFCDFC CFBCDFCEACBCBCCBCCBFCC ADB D BF BF C B CFC DFB DEBFC B ADFDFE DDCD DF C CBFDCDF AB BCDF C C B BCBEBFCFCFCDBFBFDFB BCDFBBBFCFEFBCDFCBCBFBC DFCDEFDDBFCBBCDAFCECBBE BCFEBDFEDFCDBBCDFCDFBFCCCCB DFDFDFCFCDDEBFCEACDCC BFE CF C DC BF F EFBCDF D C EFBCDF DBFBFDFBDEBFCDDFBBDCBDEDEBFC FFCBCDFFEFBCDFFCDBFBFCFFCBC BBDFDEBFCADBADBEABCDCDCEFBCDFBF FDCFEFBCDFBDEDABCFCBF FFCDDFFDEDCDEBFC DFBBFDEBFCFCAFDA BFBDBBCBCBDCFDEACFEFBCDF BBDDEDCBBFCCBDFCEBCDFDFDC CBFCDABFCEFBCDFCDFCDBDFCDBCDEBFC FCAFDA D F B A CBFBFFBFBCBCCDBBAAB DBDAFDFCBCDFCDBDFEDEC FCDF BF FDBCDF EBDFE DB F BFCCCABCCFCDFCBCDDEBFCFCAFDA AFFBCDCFCDFEFDCBCCDFCDFCABDFDDB BBCDCDCFCAFFCFDBFCBBCDCDC DDBFDBFADCDDFCDCCDFBFDFFCFCCD BCCFCCDCBFCBBAACFDCCC 107

122 D C CCDFE CBC BC DF AACFDCD AACD BF CBDFCAFAACFDCCCBBAFDBC FCAADEDFDDBBFCBBBCDCDFCAF BFCBFDECAFBFBDCBCC BCDADCDDFCDCCDFBBCBFBCDFBBFEDBCDF DFCDCCDF BF B D FB FCBDF DF CBCA BF AFCE DCBBFCCBDFCEBCDFDBCCAACFDCCC AACDBFCBDDEBFCFCAFBCBCBDFCDBD CF C AA D ACD DFE BF C BF D ACD BF C F C DFCEBCDF CDFCCFCCDDEBFCFCAFBBCDFCDBFD DF AACFDCD DF BDFCB BC F C C D F B C DFCEBCDF DF DC BF FEFBCDFDEBFCFCAFCDFBDEFAACFDC CCBCDFECCDCBBFFDBFADBADCD DFCDCCDFBDFDFFBACCBCDFCEBCDFDFDCDA FCAFDBAACDEBFCBCDFBECDACFCDBBC E ACDAFC DFE A F C DDF F C BCDFDA CF DFCEBCDF BF DEBFCFCAFDACDCDFAFCCBACC CBACDCCCCDFCDEBCCDFDFCF DCBFFEFBCDFDEBFCFCAFBFECDBFF CFDEBFCEAADDBDCAFCADABFBCDFFC BD DFCEBCDF C DF ABF BF C DFCEFBCDFB DF CDF FCDF B B DEDF EACFEFBCDFBBDDEDFCEBCDFCBFC DCEFBCDFBBCDDACCFBFDFACD CBDFACDCCCBCCDB CDFDEEDFDDEDCDEEDACFEBFACECDEEBE BFDFAECECDEECFEFDCACFECCDE CDFEACBDBCDFECAACFDCCCB DFCDFABFFBFCADFCEFBCDFBB BC BF DFCDEBC C C F EFBCDF ADC CBDFAACFDCCCCBFCDCDFAACFCAF BACCCDFAABBDCDEAFCBC BF BE DF C C B DF C BB B 108

123 ABDFEADCDADCDBCDFDABEA FCAFCFEFBCDFFCAFADCBCD C BC AACFDCD B DC DE DCB DFCEBCDF BDCCCBCCBBFCBECAACFDCD CDFDEEEBBCECDEEAEDEEDFCFECECEBFACE DFDDEBE CDFDE E DFDDE DCDE E BFACE CDE FDE FCE E BBCECDEEAEDEEBEDEECEDEACFECEECEFDCE CE C DCBC F DEBFC FCAFDA C CBC C B AFBCFDFDCABBDFCAFCDEBFC DFBFCAFBDBDFCDFDCDDEC DECCBCBBDBFDFBFD DCDCDFCCDBDEFCFBF CAFCCFDFDCDACBBBFBCDBBC ADDDEBFCDFAACFDCDCFDBCFBAACD CBBFDFBBFCBECEDCFCBF DDFECFCCBFCAFCCFDFDCBB BCDEBFCDFAACFEBCDDFCFDCABBF FFCAFCBCFDCDCDFAFCFFCAF ABCDFE DF CFD BC B EC DDC ACD C DCDFDCDACCBCCAFCCFDFDCDBB BECFDFAACDCEFBCDFDEBFCBCDDBBF DFBCDFBFCFCDBCFDFDC B DC EFBCDF DEBFC D CF C C DF C B DFCD C AF B CFD DF B D C B B CFE C F DFAACCDCEFBCDFCBFFCCFEFBCDF DDCDFEACDFCBCFDDFCDB FFCBCDFBFCBFFCBCDFCFDDF CDFDEEECFEDFCFEEDFDDECCFDEEACFE CECEBFACEDFDDEBE CDFDEEEBAFCEECECFDFDECEECFECCFDE EBFACEDFDDEDCDEFDEAEEFDCEACFECDECEEDE ACFEDE DFBFFCFDEBFCDFABCDFDFCCBF BDCBCDFCBDCDFBCBBECCB BF CC C FD BCBF C FC DCD EFBBBDFAACFDCDCDEBFCFCAF 109

124 CBFCABCCFCBBDFCBBFCFDBBCB AABFFCAFBBDBCCCFDFC FBCDFB BF DFCFBCDFB DB BC C BE CBC C F EFBCDF FDC BCD C AACFDCD BDDFE DF CBFFDCBFCDCEFBCDFBDCDCCDFCEBCDFFCDB DBFCDFBCBCAFCBFA DEADFBD CDFDEEDFDDEBEEBFACEFBDEFECEEBECEFCFDEFDE FAECEDEFECECE CDFDEEEDFDDEDCCFAEFECEEBECEFCFDEFDECFEBE FFE E DFDDE DCDE E DE ACFE CDE CE E FDCE ACFECDE FCDFDCBFFEFBCDFDEBFCFCAFCFC ABC DF DFC DFC C D BE ABDF C BDBCDF DF DFAFCABCCFCFCEABFFDBBC DFDDCDCEFBCDFDADFBFCBCDDF BEDF CB BF ADCBDC C C DF BCDDCD C F EFBCDFBDDFDFEBCDCDDFD FBDCDFBCAACFDCDDCBFFEFBCDFFCAFD DBDFECCFEDFECDFBACDFCBDB FFEFBCDFFCAFBFCFDFC ADDFEDBFADBDFDCDCB FCAF ABCDFE DF C ADCBDC C B DF C D C ACCBCCFEFBCDFDDFFCAFDACBF CDCEFBCDFBDCDABCDFEDFADDFEC CDFDEEFACEDFDDEBEFDEFAEFECEBEBFDFAEDCDE FEDFDDEDFDECEFECECFCFEBFACEDCDEFECEEDFCFCE CDFDEEFEDEACFEBFACECDECFAEFEBFDFAE DCDEEBEDDDECECFEFDCEACFECCDEFECDEDCDECDE CFAEFECFCFEDCDEEDDEDDDECECFEFDCEACFECCDE CE BCB BFBDBAFBDFDCBCDBCBCDBAD C CBCDCD CBF BF B C DFC BAADBC DDF AA DFDFE A AFCBCBCBFCDBCBCDCDBBCBBD 110

125 AFCCDFBCDFCBDFDCBCDEDCDCEBAD BFDFDDFBCDFBCBCBCDFCCC FCD BDBDFDCBCD B BDFDCBCD EDC C FDDABDCDADDFEEBDDFBCDFBBABDF C CBFDEF DB CBCDCDB BCBB A ADDFE DFBCDF F C D B D F A BF BCDF DFCCBFFBADCCDBFCBFCDCDF BFC BFFCBFDBCBCDCDBBCBBFCBDFDFEDFBCDFFB AFCBCDFDADFCCBFBCDDFDF DBDFBFBFDAFCDCDFBCDFCB BBBCBBBEBA CBCBCEFBDAFBDFCDDF C FCAF B B C FDDAB BCDF C D CDFE ABF BCBC C AD B DC AD C CB FCAFCDBFABBFFCBFDFACDFABF BFBDCBDDEDFEAFCAFBCBCBC DDEDFEAFCAFFBFBCDDFDDBD DFDDB BF DFDDB DFB DFDDBCFCDBFDFDDBBFDFFCAF DFDDBCDCDCDCCBBFDDDDCA CABFBEDCBD E BFC B ADC C BDB DF C BFB FEDFE CBC ABFDBCDDFDFBFACCDCDFCDFDBCBC BDCFBDFADCDECDFBDFFA BF D DB DBDBC BDB C DC EFBCDF BF F EFBCDFDFDBCCEACDCFCAFFEFCBC BFBCBDBDBCDFCFFBCDFCAF BFDCBFFEFBCDFDEBFCDFDBCCBC BBCDCDFCAFBFDBEBDCBCBCEFBF CDFCBFDCAACFDCCCDBAC BD BDB DDFE C FDFFC FDDABDC FDFE FCAFDBABCDFFBBAFCBBEBE BFCFFCBCDFDEBFCBFDFEDFECCBEABC FCAF 111

126 BDACDFBDB ABAD FFBADCF C BCBEBDCBDFADCAAF ABDEDEDFBCDFCBBFC CBBFBFCFCAFCB BBCDFCBC DFE C BDFEDFBBDBCBDFECBDCD FDBCECBDEDBCE CFBDBCEDBFAF ACCABFDBF A DB C BDFEDFBBDBCBDFECBDCD DCDABCDFEDFCDFEB ABABADAABDCDD EF EF CBDBDCCFBCEFBCD EFCBBDFCAFFECC DCEFBCDFDEBFCDDFCDCCBF EFCBBDFCAFFECC FEFBCDFDEBFCDDFDFCCBF CBCBCFABFCDFBB FCAFBEDFB DFBBDBCBDFECBDFCAFDBD DFBBDBCBDFECBDFCAFDB CBDBCBACCDCDCC FBCEBFBCDFEFCCDFBDB CCCDDBCDDFCBCBBC BDBCBCB E BD B B ADCBDC BFACCBE DFD CD ABABADBBCAB AFC C AFCBCDFCFDDABDC BEF C BCBEBDCCBFBEDFCFDDABDC DCCA DFBBDBCBCCBCBDDDBCDFF CBCDCDCBBE CCBCC FFCBCDF C DEBFCEADFCDEBCDDCCB AABCDFDFCFDDABDC DFFCBCDF C BDFCDEBFCEADFBABCDB FDDABDC CDFDBCCDBDFEBDB DFDFE DACDFBD DCDFAFCCCDACDDFDFEAFCDFBBF DECBCDCBADBFDCBDBADEDF 112

127 EA BF EFBCDF D C C BD D C AB DC BF F EFBCDFEAFCAFCDFDFCFBCDCEABB FBCEDFCDBCFBBFDFEDFCACBCDFC CDCDFCDFDBDFCCBCFFCFDFCAF BFDBBBCDCDDBDFFCDFDDBBFF CCDBCDFBBBCDCDBFCAFDCDFC BDFBCDF DCEBCCFCAFBFDBBBCDCDFEFBCDF FCAFBBACFEBFDCBDBB DEBFC EA F EFBCDF B DF BCD B FCAF CBF C DC EFBCDF DEBFC FCAFDA D CFE FFCBCDFCFCBDCDCEFBCDFFABCDB CAFCCDBFBFDFBFCAFBCDF CDCDBABCCAFCCCFCDBFBFC AFCDCBFFEFBCDFDFCDCDCDDFEC CBCACCDFBEACDEBFCDFFFCBCDF DFCBDCDBFCDFCDCCCFEFBCDF DEECCBCCBDCDBBBEFCDFBCCBCDFEDCBF FEFBCDFDEBFCFCAFBD ABDFE DB ABF DFDBC CF C EFBCDF C DEDF EA C C E FB C DBF C DFBC FCDBF BF C DF C C C DACBFCDFDFCDEBCDFDCDCEACCCBF CCDCEFBCDFDBFBFDEBFCFCCFCB BDEBFCDFCCCDCDCCBFDBFC ABFFCDBDFCADDCBCCBCDEFDEBFCCB BCBCBEBCFFCBCCDCEFBCDFDFBBF CFCDBFDEBFCABCDBCDFECCCBFC FDBDDFEDFEBCFCFBDFBCDC EFBCDFDFDEBFCDEDFBCFEFEBFCBCBBB DCDCDBCBBCDFDCCCBFCFCDFECFCDF C F B EA DF DEBFC CC DF C CBFFCBB DFCEFBCDFBCFCDBABFDFDBCBD B C C DEDF C F C DBF C C F EFBCDFEFBCADCECBFBDBBC CBFDCABFCEFBCDFBBFDBABFEBACF FBCDBFCDCEFBCDFBDFFCCDEAD 113

128 EECCBCDFCEFBCDFBBBFDFCDFDADCDFDFDC BFCFCBFBCDFCCCDFAACDBFBF FCAFFCDFBCFCDBFCCDFDF CFCCEFBCDFDDADCBCCDABFEBACFBCD D CBDF B EFBCDF DFB F C DF F EFBCDF FCAFCACDABFCDFADCCFCDFCECBF DBFCDADCBDDCCBFFABDCFBCDBFC FEFBCDFDBBCBDCFBCDDBBCB DDEDFEACDFDCFFDFDDFCEFBCDFBBBF DF C DFD ADCDF C B CFCBCD CBFBC C DE DFABFCFEFBCDF BBCBCDCDADEBFCEAFCAFDBBFD BCDFBBBCDCDEABF Native Entrepreneur/firm-based characteristics Turkish Moroccan Surinamese Antillean Chinese 1gen. 2gen. 1gen. 2gen. 1gen. 2gen. 1gen. 2gen. 1gen. 2gen. observations 547,505 40,451 6,150 16,622 2,154 26,920 6,558 5,707 2,517 22,580 1,515 female (.466) (.349) (.397) (.299) (.411) (.446) (.464) (.464) (.464) (.489) (.472) age (11.08) (7.66) (4.98) (8.77) (4.53) (9.21) (9.78) (9.65) (7.49) (9.42) (12.43) married (.467) (.412) (.496) (.464) (.441) (.498) (.474) (.498) (.472) (.399) (.499) citytop (.309) (.492) (.490) (.500) (.499) (.497) (.494) (.457) (.462) (.390) (.474) annual profit 23,678 17,910 13,552 17,442 12,935 19,150 18,751 18,413 18,925 19,131 24,369 (36,796) (32,129) (29,657) (34,988) (22,369) (33,618) (38,777) (37,550) (30,254) (22,545) (39,539) growing** (.368) (.364) (.340) (.354) (.304) (.362) (.343) (.354) (.349) (.345) (.327) survival** (.291) (.365) (.395) (.354) (.390) (.352) (.364) (.369) (.360) (.257) (.321) Firm location-based characteristics *** observations employment (.039) (.037) (.035) (.042) (.035) (.037) (.037) (.037) (.036) (.040) (.036) wage level 23,319 23,550 23,468 23,854 24,464 23,769 24,032 24,071 24,378 23,325 24,214 (3,260) (3,515) (2,765) (3,525) (3,674) (3,440) (3,634) (3,477) (3,499) (3,172) (3,804) concentration (.014) (.015) (.017) (.013) (.016) (.012) (.014) (.005) (.005) (.001) (.001) firm concentration (.010) (.011) (.013) (.004) (.006) (.007) (.007) (.002) (.002) (.003) (.003) FDFDBCCBBFCCDCBFFEFBCDFADEDFEABCB DEFDDBFCBFBDBCDFDFBCDCBFFEFBCDFDEBFCB DFBDFBBDFECCDFDCDFCBFCBCDCDBBDBDFDCDF BFDFCBAAFD BDBBDFDFBBDFEBDFDBCDFEDBFFCAFDEDFEBF ABCDFEDFCDFEBACDBFFCBDBBBCDF CBFCBCDFDFBCDFDDDFE CBCDCDBACBCCCFDDABDCDCACDEAB BC CBFBCBCDCDFBBCDF 114

129 ABFBBCABDFBFD BCDFBDFDBCCFCEFBCDFCDEDFEADB AFCBFBEBBCFDBDFCDBBF DFFFCBCDF CEFDEFDDBFCDFCEFBCDFBBFEBF DC EB C B AFC BF BE B BC CDDFE DFCEFBCDFBBFEDDDCFFCBCDFBDBCF CFEFBCDFDFEABAC ABCDFBBDE CFDDFCDBBFDFFFCBCDFCBFDCDCEFBCDFFCABC BDDBABCCFDFDBFBFFCAFF DFCEFBCDFBBFEBCDEDFCDFBBF CFCDBFBDFECDFEABDBFCBCCDEDF C DBF DFBC FCDBF DC F DFCEFBCDFB DF ABF DAFC B B C F CBC ABCDFFDFFCDCDECFDFFCBCDF FBDCDFCBDEADBFDACBFCFCDCDFCC BACDACDBFBDBDCCDCDCDFDFBCDDCD CBDDEDFEACDFEDEDFEACBCB DBEBDFABFCDBFCDCBDCDFBBCDDFC CB BF ADCBDC C BCE CD DAFF C F EFBCDFDFBCFCDBFCDBCDDFDC BDFCBDFBBFBFBCDFECFCDBFBFB DFCEFBCDFBBDBCDFDCEFBCDFDFEADBADBBB DCDCDFBCDDCDFDFCADCBDCCDCCADB DFCBCBFECCBBFCCBCBFFDFCBC C DBE DF F EFBCDF B CF BB C ADCBDCCBFCBDFD DFCEFBCDFB DC DFC DF DE BF C BDDBCDFDCCCFCCBFEDFBCAACFDCDCBC CABFEFBCDFCCFCDDABACFDFDFE FCBC C DF B DF D DCEFBCDF FCAF ADCCDFCBBFCFDBCCBCBCDFCDFEBF FEFBCDFDFFCAFCCBCADFBDFCCCB CBDDFFFCCCCFCBCBAC BC AFC DC CBC C F EFBCDF EA C DC FBCDBCFDDFCDBBFDFFFCBCDFBDFBCBBE BCFDFFCBCDFCDDEBFCEADFCDBBFDFFFCBCDF ACD CDCEFBCDFABCBFBEDFADBCCBBFCABCECC FC 115

130 CDBFDCFAACFDCDCDF CBCBEAFCBCEACFCACCCBCDFB DDB BDF B CD ABFC EFBCDF FAFCBCDF C FEFBCDFEADFCDCBABCFBCDBFC CDEBFCEAABDFADCDFEBCDFBBFB BCDBBFCBEBFEBEBFCBBDBFBFCDBDF DFBCDF DEDCDCDFFBCDBFFFCFDEBFCFCAFB CEACCBCDCBFFEFBCDF 100% 80% percentages 60% 40% 20% 0% 1gen. 2gen. 1gen. 2gen. 1gen. 2gen. 1gen. 2gen. 1gen. 2gen. Native Turkish Moroccan Surinamese Antillean Chinese Country of origin groups Business services Manufacturing/construction Trade Hospitality Transport/storage/communication Other services BEDCBCBBCBDCDEBFCEABFDEBFCD DFCDCBFBFCABBCCFCADFBCDDCBFFEFBCDFDEBFC BDFBDFBBDFECCDFDCDFCCBFCBCDCDB CBFBCBCDCDFBBCDF CDFEAC FCDBFBBDCCCCCACBB DEBFCEACDBCBFFBADCECBFDBABBC FCBCDFECACDDEBFCEADCBBFBAFBCDCBF CCAABCDF BCCDBCDFDBFC DDFEBDBDFBCDFFCAFDFCBCBCBDFDFBCDFBBDB CBADBDFECABADDCFCDDFBCDF BFCBCBCBDFDCDDFEBDBDFBCDFDCEBCDBCDF DFCDEDFDFBCDFDFCCBFBFFBADCDFCBCDBF FBCCDCDCDFDDFEBCDFBCBFCAABCDFCDCBF 116

131 CBCDFE DC B B CBC F DF BBCDCD FCAFFBFCDBBFBACDB DFCDFBFDFBCDFBBCDCDBCCC BDFCDBDCCACDFCBDBBCFDFFCBCDFBF CFDDFFFCBCDFCCDFAFFCBDBBDE BCFCDFCDFBDFEDFCBD ACDDFBDCCCACCCDCFC ADDCBFFEFBCDFDFCBCDFCDCCBFC BDBDCCABCFDDFCDBFFCBCDFBCFDD FFCBCDFBAFCBFBEBFDFCCD BF BFB ADD DC BF F EFBCDF C DF DF DC C BCACCFFCBCCCCB BF F B C C C C FCAF BBCDCDFDAACBFDCFCBCBFC BDBEBBADCDDABCFDABFBCBBDFEBC CDBFFCBCDBFADFBADFCFCCDF DFDFDDFCFCAFBFBDC BADCBDFBCAACFDCDBDFCAFCFCACC DEECCBCCAACBADCDCBDCBFDFDF ABCDF BF DFBFDFE DFDC CDFB BF CDBFBEFC AACFCDCCCDDFBBFCAFBB DFABFCBFB BCADCCDFDFECEDFBFBCCDFECB ACDCCCBCCCEFBBFC EDFDDFCDBDBCBDBDCBFFEFBCDF DEBFCFCBDCBDBACDBFBC AC B B DF B D AFC C BF C EDFDFDFECDFCBCDFCACADCC CBFAFCDCBFFEFBCDFADCDDFCBA DFCBCDFDDFCCBDBBFCBDFEACC BBCAFDFECCCFCCBCACB BBBBAACDFDFECDDDFDBCBCDDF CADCDDFCFBDDBBDFBCDDFCCF DFDBCCBCCCBCACBAAC DFDFEDFBDFCDACCCFCFDCBC BDDCCBCBACBDEDFEABAAC EDFCDACBFCBDBCBFBDCBDCCBCBCCC BCDFDCBBDBDFBCDFFBBDB 117

132 EFBCBCBACDDFDCBCBFBCBCBC EACCCBAACDCCBCBDBCCDEFDDBF E CDFDE DFDFE C CDBDBC BFB AAC C BD DACD C D DCBC B DE E DDC DF DFCEFBCDFB CF AB C DC BF F EFBCDF DDFCDFBCBFFDCEABFABDFCC CDFCDFBCCBCBCBFFBADCC DDFCBBECFEFBCDFFCAFDFCBF DFBBFFCDBFBBCCBCDBFBC DFEABBBADCBFFCCDEAB DFE CC CBF CD ABFC DFE BC D EC C ADC BFE FDBFCFEFBCDFEAFCAFBD CBC E CBF CD ABFC EFBCDF FEFBCDF BFBFDFBEABCBCFCEDCACC DDBFEFBCDFDBFFCDBFFCAFDE DBBCCBFCDABFCEFBCDFDDFCEFBCDFBDF C BF BF DFB EA B DFDEFDDBFC BC C BF DFFEFBCDFFBDBBCBCDFDFE CBC C DFCEFBCDFB AFC D FDB CF C DEDFEABFCDAACCEFCBDDBCDFC CDFE F C AD DFDFE DF DEC ACD C C FDFCBCCACDDEECCBCCFEFBCDF CA C DC EFBCDF D FC EFB AAC ADC DFDBCDF DE ADCBDDC BF DB BC DF C B DEBFC DBF BF FDB DEBFC DFBFCDBF C FCCDFECEDFDFDFEFCBCDCCADDACDDFDFE FDFABFBDEECADBADDFE DFCEFBCDFB AFC C DF EA BF ADDFE AFCCBDEBFCDBFCFCB FCCBCDFCEDFDFDFEBABCDBFCC DCDCDFCFDBDEBFCCCCDFCDFCEFBCDFB CF C FCDBF BF DFB EA FEFBCDF FCDBF FCAF CF C CA CD ABFC EFBCDF C F EFBCDFDFBFCAFDFCDDFCFCC DEDFEABABDFDFABCCBEDDCDCF EFBCDF DFB EA DF DC B BC DFCEBCDF B FBADDFDCDFDFCEBBBCBBDFBF EFBCDF DFDDB C BAC DCF AFC ADC C FCAF EFB FBB CBCA FDCDF F DF FCBC DCCDACDDFDFECEDFDFDFECDFEAB 118

133 ADFC CB BF DFCEFBCDFB CDF DF DF ABF D ADDFECEDFCEACBFCDBDFCEFBCDFBBBFDF BCDFBFBBCBDFCBABDFBFEBCD CDFCDFCAFCBFBBFEDFBCAACFDCD C DC C C F EFBCDF EBDFE C DC B C DF F EFBCDF D DF C B BC CBF DC ABFC EFBCDFDCDADCBCAFCCFEFBCDFDF BBBBCBCEBCCBCDFEBCDDFDDBFC BFBE C DF B DF C EB B BC EBDFE C F ADDDCCFEFBCDFBADDFEBCFDCDFCBFC DC EFBCDF D C ABC B B CD CBD BF BDFCBDF B FD ACDCD E DF C ADCB BF D DF CBBFCFDBCBCDFDBBBBCBCBCCADFC BCDCFEFBCDFFCAFCCDEABDE CACDFDBFACDCDBDFCBBC E CDFDEEE BE CBC FD AADC C FDDABDC DFDBCDEAFCBFBBEBEFBFCBF DEBFCFCAFBFCBCFEFBCDFFCAFB CCDAACDAACFDCDDFCAABC ADC DDFC DC BF F EFBCDF DEBFC BF CD AFDFECCCFDFBBCBCDEAFCBF BEEFBBCACADCDCFDADCBDDC ACBECDFCDBFDFBBCCDC FDECBFDBBCBBDDEBBE CFCADCDDABCDEBFCDECCCDEAFC BC F EC B FC DEFDDBFC F C D DB DE B AFCBCBBDBCDCDEDBBCCDFBBE BCBCFCDEBFCDDBCDDCBAABCBCC FBBDBDFAAFDDABDCDDAADCBDDCC FCECBFDBBFCACDBDFAACDFC ADCDDFDFEDFDBCCBCFFCFDEBFCFCAF BADCBDFCDEBCAACDCBDFCDF BBCDACDCDF FABDFECDCBFCFEFBCDFADCDDFCDF BBFFDDFECAFDFECCCDFCCF CCFDFCBCACDBFEFBCADC CCBCDFCFEFBCDFDFCBCBACFDCFD AA EDF CBF CD ABFC EFBCDF D BC C FDFCEFBCDFBDFBAABCAACACDBCC 119

134 DEFDDBF BF F B ABCCF D B BFE C AC ABACBFEAFCBFBCFEFBCDF FDCDEBEDFCADCBFECBCC DFCDBBCCBFCDDCEFBCDFFCABCC DFDFE BF B DFCAC B DEFDDBFC DF C DFCEFBCDFB ABDF C AFC BC C F D ABF D DC DFDEFDDBFCFDDBCCFEFBCDFDDCDC EFBCDF CDDEEEE CDABC CBC B CFD DFCDB BF DF FFCBCDF FEBCD BC DEBFC DF ABF BF CBC C BCDFDABCFEDFBEFDCDCEFBCDFFCAFCBF FEFBCDFFFDFBBCFDDFCDBBF DFFFCBCDFCFCFEBCDDABCDADCBDDCBFDB BCCACCBFEAFCAFCDCFD ECBDFDEFDDBFCFADCDACDBDAACDFC ADCBFDBCFCDFCECFDEECCBCDEBFC FCAFBFDCCAFCCFDFDCCE BDDCBC B DCFC C B CBC FFCBCDF BF BBC B DF DB BF CFD DF BD CBC DF DF AFC E CDFDECDABCCBCDFAACCDCEFBCDFB BCCBAFCCFDFDCCBFCCF EFBCDFBCDCBDFDFCDBCFDFDCD CCCDFDFEDFBFCBCCBCCFFCBCDF CFDFAACDCBFFEFBCDFDEBFCFCAF FDEFDDBFCDFAACDCACDACDD CEFBFCFDBCB 120

135 121 BBBFCEDFCDBCAFFCBDBBFFBADCDEDFEA FBBCDF Dependent variable: annual profit (ln) Turkish Moroccan Surinamese Antillean Chinese base base+ base++ base base+ base++ base base+ base++ base base+ base++ base base+ base++ constant (.183)*** (1.34)*** (1.33)*** (.189)*** (1.36)*** (1.36)*** (.187)*** (1.35)*** (1.36)*** (.191)*** (1.35)*** (1.38)*** (.187)*** (1.33)*** (1.34)*** 1gen (.065)*** (.068)*** (.068)*** (.097)*** (.099)*** (.099)*** (.078)*** (.081)*** (.081)*** (.161)*** (.159)*** (.159)*** (.072)*** (.085)*** (.085)*** 2gen (.156)*** (.155)*** (.155)*** (.245)*** (.243)*** (.244)** (.153)*** (.152)*** (.152)*** (.237)*** (.234)*** (.234)*** (.314) (.310) (.310) age (.008)*** (.008)*** (.008)*** (.008)*** (.008)*** (.008)*** (.008)*** (.008)*** (.008)*** (.008)*** (.008)*** (.008)*** (.008)*** (.008)*** (.008)*** age-square/ (.009)*** (.009)*** (.009)*** (.009)*** (.009)*** (.009)*** (.009)*** (.009)*** (.009)*** (.009)*** (.009)*** (.009)*** (.009)*** (.009)*** (.009)*** married (.029)*** (.029)*** (.029)*** (.030)*** (.030)*** (.030)*** (.030)*** (.030)*** (.030)*** (.030)*** (.031)*** (.031)*** (.030)*** (.030)*** (.030)*** female (.033)*** (.034)*** (.034)*** (.034)*** (.035)*** (.035)*** (.033)*** (.034)*** (.034)*** (.034)*** (.035)*** (.035)*** (.033)*** (.034)*** (.034)*** employment (.401)*** (.400)*** (.412)*** (.406)*** (.406)*** (.407)*** (.410)*** (.412)*** (.399)*** (.399)*** wage level (ln) (.138)*** (.136)*** (.139)*** (.139)*** (.138)*** (.139)*** (.139)*** (.140)*** (.137)*** (.137)*** concentration (.859)*** (1.15) (1.00)** (2.26)*** (7.52)** firm concentration (.954)*** (2.50)*** (1.80)*** (5.57) (3.61)* citytop (.058)*** (.058)*** (.083)*** (.066)*** (.088)*** (.078)*** (.060)*** (.055)*** (.063)*** (.051)*** trade (.039)*** (.039)*** (.040)*** (.040)*** (.040)*** (.040)*** (.041)*** (.041)*** (.041)*** (.041)*** hospitality (.060)*** (.060)*** (.064)*** (.064)*** (.065)*** (.065)*** (.067)*** (.067)*** (.063)*** (.063)*** transport/storage/ communication (.069)*** (.069)*** (.071)*** (.071)*** (.070)*** (.070)*** (.072)*** (.072)*** (.072)*** (.072)*** business services (.039)*** (.039)*** (.040)*** (.040)*** (.040)*** (.040)*** (.040)*** (.040)*** (.041)*** (.041)*** other services (.043)*** (.043)*** (.044)*** (.044)*** (.043)*** (.043)*** (.044)*** (.044)*** (.044)*** (.044)*** observations 594, , , , , , , , , , , ,600 individuals 141, , , , , , , , , , , , , , ,747 Hypothesis 1 z-value(h0:2gen<=1gen) * 1.48* 1.46* 1.3* 1.49* 1.44* 2.04** 2.36*** 2.39*** * All regres sion are run separately by origin group with reference group native male entrepreneurs, unmarried with businesses operating in manufacturing/construction sector and located outside the four major cities (Amsterdam, TheHague, Rotterdam, Utrecht). All regressions include year dummies. Standard errors in parentheses. 1, 2, 3 asterisks indicate significance of coefficients at the 10%, 5%, 1% level respectively. Variable definitions are found in the appendix. The Hausman test (base models 11 coefficients, base+ and base++ models 20 coefficients) rejects the OLS specification in favour of the RE one for all regressions at the.1% significance level s uggesting presence of unobserved individual heterogeneity corrected for in the RE specification. The last row presents the z-values and corresponding significance levels of the one-sided means comparison tests between the coefficients of the first and second generations. Due to high correlation of the variables migrant concentration and migrant business concentration (.8 to.9 in most datasets), separate regressions are run for these variables.

136 122 BBBFCEDCDEDFCDBCAFFCBDBECDEDFEA FBBCDF Dependent variable : Growing** Turkish Moroccan Surinamese Antillean Chinese base base+ base++ base base+ base++ base base+ base++ base base+ base++ base base+ base++ cons tant (.069) (.489) (.485) (.072) (.493) (.491) (.071) (.491)* (.494)* (.073) (.492)* (.506) (.071) (.487)** (.492)** 1gen (.022)*** (.023)*** (.023)*** (.034)*** (.035)*** (.035)*** (.025) (.027)*** (.027)*** (.056) (.056) (.056) (.028)*** (.032)*** (.032)*** 2gen (.060)*** (.061)*** (.061)*** (.112) (.112) (.112) (.055) (.056) (.056) (.088) (.088) (.088) (.116)** (.117)* (.117)* age (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.000) (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** age-square/ (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** m arried (.011)*** (.012)* (.012)** (.012)*** (.012) (.012) (.011)*** (.012)** (.012)** (.012)** (.012) (.012) (.012)** (.012) (.012) female (.011)*** (.011)*** (.011)*** (.011)*** (.011)*** (.011)*** (.011)*** (.011)*** (.011)*** (.011)*** (.011)*** (.011)*** (.011)*** (.011)*** (.011)*** employm ent (.152) (.150) (.158) (.154) (.153) (.155) (.156) (.159) (.153) (.151) wage level (ln) (.051) (.050) (.051) (.051) (.051) (.051) (.051) (.052) (.050)* (.051)* conc entration (.322) (.462)*** (.394) (.963) (3.49) firm concentration (.407) (1.29)*** (.756) (2.75) (1.67) citytop (.021) (.022)*** (.032) (.027) (.034)*** (.031)*** (.023)*** (.022)*** (.026)** (.019)*** trade (.015)*** (.015)*** (.015)*** (.015)*** (.015)*** (.015)*** (.015)*** (.015)*** (.015)*** (.015)*** hospitality (.022)*** (.022)*** (.023)*** (.023)*** (.023)*** (.023)*** (.024)*** (.024)*** (.023)*** (.023)*** transport/storage/ comm unication (.026) (.026) (.026) (.026) (.026) (.026) (.027) (.027) (.027) (.027) business services (.015) (.015) (.016) (.016) (.016) (.016) (.016) (.016) (.016) (.016) other services (.017)*** (.017)*** (.017)*** (.017)*** (.017)*** (.017)*** (.017)*** (.017)*** (.017)*** (.017)*** observations 424, , , , , , , , , , , , , , ,916 individuals 120, , , , , , , , , , , , , , ,221 Hypothesis 1 z-value(h0:2gen<=1gen) * All regres sion are run separately by origin group with reference group native male entrepreneurs, unmarried with businesses located outside the four major cities (Amsterdam, TheHague, Rotterdam, Utrecht). All regressions include year dummies, regressions of the base+ and base++ models also include sector dummies. S tandard errors in parenthes es. 1, 2, 3 asterisks indicate significance of coefficients at the 10%, 5%, 1% level respectively. V ariable definitions are found in the appendix. The Hausman test (base models 10 coefficients, base+ and base++ models 19 coefficients) rejects the OLS specification in favour of the RE one in all regres sions at the.1% significance level suggesting presence of unobserved individual heterogeneity corrected for in the RE specification. The last row presents the z-values and corresponding significance levels of the one-sided means comparison tests between the coefficients of the first and second generations. Due to high correlation of the variables migrant concentration and migrant business concentration (.8 to.9 in most datasets), separate regressions are run for these variables. ** Binary variable, defined in forward looking way indicating if entrepreneur is growing in the coming year. As a consequence the variable is not defined for year 2004.

137 123 BBBFCEDCDEDFCDBCAFFCBDBDBDEDFEA FBBCDF Dependent variable: Survival to next period** Turkish Moroccan Surinamese Antillean Chinese base base+ base++ base base+ base++ base base+ base++ base base+ base++ base base+ base++ constant (.072)*** (.584)*** (.578)*** (.075)*** (.591)** (.590)** (.074)*** (.588) (.591) (.076)*** (.588)*** (.604) (.075)*** (.586)*** (.593)*** 1gen (.022)*** (.024)*** (.024)*** (.034)*** (.035)*** (.035)*** (.026)*** (.028)*** (.028)*** (.054)*** (.054)*** (.054)*** (.036)*** (.040)*** (.040)*** 2gen (.052)*** (.052)*** (.053)*** (.087)*** (.088)*** (.088)*** (.052)*** (.052)*** (.052)*** (.084)*** (.084)*** (.084)*** (.118) (.118) (.118) age (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** age-square/ (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** (.003)*** married (.013)*** (.013)*** (.013)*** (.014)*** (.014)*** (.014)*** (.014)*** (.014)*** (.014)*** (.014)*** (.014)*** (.017)*** (.014)*** (.014)*** (.014)*** female (.013)*** (.013)*** (.013)*** (.013)*** (.014)*** (.014)*** (.013)*** (.013)*** (.013)*** (.013)*** (.014)*** (.014)*** (.013)*** (.014)*** (.014)*** employment (.185) (.184)* (.193) (.189)* (.188) (.190) (.192) (.194) (.189)** (.187)*** wage level (ln) (.060)*** (.060)** (.061) (.061) (.060) (.061) (.061) (.062) (.060)** (.061)*** concentration (.367)*** (.524)*** (.440)*** (1.04)*** (3.86)*** firm concentration (.425)*** (1.32)*** (.813)**** (3.02)*** (1.93)*** citytop (.024)*** (.025)*** (.037)*** (.032)*** (.039)*** (.035)*** (.027)*** (.025)*** (.030)*** (.023) trade (.018)*** (.018)*** (.019)*** (.019)*** (.019)*** (.019)*** (.019)*** (.019)*** (.020)*** (.020)*** hospitality (.026)*** (.026)*** (.028)*** (.028)*** (.028)*** (.028)*** (.029)*** (.029)*** (.028)*** (.028)*** transport/storage/ communication (.032) (.032) (.033)* (.033)* (.033)*** (.033)*** (.034)** (.034)** (.034)*** (.034)*** business services (.019)*** (.019)*** (.019)*** (.019)*** (.019)*** (.019)*** (.019)*** (.019)*** (.020)*** (.020)*** other services (.021) (.021)* (.022)*** (.022)*** (.021)** (.021)** (.022)*** (.022)*** (.022)*** (.022)*** observations 496, , , , , , , , , , , , , , ,157 individuals 134, , , , , , , , , , , , , , ,971 Hypothesis 1 z-value(h0:2gen<=1gen) 2.70*** 2.63*** 2.53*** ** 2.03** 2.19** * All regres sion are run separately by origin group with reference group native male entrepreneurs, unmarried with businesses located outside the four major cities (Amsterdam, TheHague, Rotterdam, Utrecht). All regressions include year dummies, regressions of the base+ and base++ models also include sector dummies. Standard errors in parenthes es. 1, 2, 3 asterisks indicate significance of coefficients at the 10%, 5%, 1% level respectively. Variable definitions are found in the appendix. The Hausman test (base models 10 coefficients, base+ and base++ models 19 coefficients) rejects the OLS specification in favour of the RE one in all regres sions at the.1% significance level suggesting presence of unobserved individual heterogeneity corrected for in the RE specification. The last row presents the z-values and corresponding significance levels of the one-sided means comparison tests between the coefficients of the first and second generations. Due to high correlation of the variables migrant concentration and migrant business concentration (.8 to.9 in most datasets), separate regressions are run for these variables. ** Binary variable, defined in forward looking way indicating if entrepreneur is in business in the coming year. As a consequence the variable is not defined for year 2004.

138 CDDEEEFCCBCDFDFCBC DCDCBCCBBEBFCCACBDCBC DEBFCDFABFDFCDCDDECBF DFCFCBFCBCCDFCCDFEBBCDFDDBC F EFBCDF DD C DC F DFE BC C DEBFC ADC DDFCBBCDAFDFECCCDFBDEBFCD BCDFCBDCDDFACDEADCBDDCBFDB DECBFDBCCECBCBABBF AC C D DC EFBCDF AD ABFBCDF D CBC D DFAACDFCDCDADDFEFCAFB CBFCCDEDFCEFBBDCDCBDFABDF EADBFACDFBBBDDFCBDCDBCB ADCBDDC BF DB BC C BCC F C DC EFBCDF CBF BCFDDFCFCAFDFCDFCBBFC FDBDACDCDFDFCDEDCDBCBDFECDF EABDACDBDAACDFCADCBFDBC FCDFCEC ABDF CF C C EFBCDF B B CBC DFCEFBCDFBDFDFCCCBDCDBFCCBCD BF C ACD D C F DFCEFBCDFB DFDFE AACDCACDDCBCFEFBCDFDFD DEDBBCCBFCDABFCEFBCDFDFCBDCDD DFBFBCCDCCCBCCBCCFEFBCDFDBCDDF CDFCBBFCFDDBCABDFBCD DFAACDFCBDCD E CDDEEEFABFDADBCDFCDFCEFBCDFB DFEBDFEDFBCDDCDBDFCCBDF DEDEEECCBCCFEFBCDFABCCBEBC CFC DF ADDFE C B DF D D C DC EFBCDFBDFDFCBDCDFBCBCBBFADCBDC ADDBACDBBDCBCDEBFCDFAACDFC DFCCDECBFDFCBCCFACDDFCF CDABCCBCDFEFBCDFFCAFCADCEFBCDF FCAF DF C ADDFE C C D AC C CBDCDFB C DFE BFBD F C C CB ADCBDC BF DFDCDFDFEDFBEECDFCABCCFCC DEDF C DF BCDF DC ACD B F C B DEBFC DBFCACDBDAACDADCBDDCBF ABA EC C FC DF C DB F C D BF 124

139 BFFCAFABCDFEDFCDFDCCFCB DEADCBFECBCCFCDEDBBCCBFCABCDFE DF C CB BF ADCBDC C C FDB DEBFC DFBFCDBFCCCBDACDDEFB AACDFCADCCFCDFCDECBFDB DDFDBCCBCDCBDDFCAEFBCDE DFBFDBCFDFCDFDCCBFDFCBDCDFBDEBFCC CBBBDEDDFBDADBDFECCBCA ABDFBDFCDFBACDBDFCAACBDDFC ADCBDCCACDEADCBFDBBCCBFCBCDDF DFDBFDDFCCBCCDECECBC CDDFE C DF EA FCAF C CBDCDFB DB BCDDCDFCFCBBFCBFDFCFBCDFBCBCCC BBDFAACCEFBCDF CADCDFBBDCCCBCDDFCBCCDC EFBCDFDDFECCDFCCBDCDFBCBFCFEFBCDFD DFECCDFCCCACDBFEFBC ABCCDEFBCFBBDCDFBBCDFBFBFC DEDFCBDEBFCBFDFFCAFBCECB BCBEFCBFBCDFCACFCBCBDEBFCC CFEFBCDFDADCBDFCCBDCDFBCBFFC ADCBDFCDFDCCBFCDDCEFBCDFFCABCC ACDEDBBCDFCDFDCCFCFDF C CBDCDFB C F C B C DF DEDF EA C F EFBCDFDECBCDFCBDCDFBCCFCDE FDFCDFDCFBDCDFDCDEDDBBC DFCDFDCCFCFDFCCBDCDFBCDD C DC EFBCDF B BF DCBC CBC ACD D B CDFDFECDFDECCEDFBFBDCAD DACDDFDFEFBCBCBCF EFBCDFABCDFDFCDDFECBFBCBCABCCFBB C CBDCDFB C CD DFDBC CBC C F EFBCDF B BAABFCFCCBCCDDFECAACFDCDCDC FC BFBE C D C CBF DC ABFC EFBCDF AFCDFCFDCBCCFEFBCDFBCC ACDFCCFEFBCDFDDCCBCBDFDF ADDFE C CBF DC ABFC EFBCDF B BF FC C CC BABDDCD DFCEBCDF B FC DF CF C EFBCDFDCDFBC 125

140 BCBFCEDFCACDFCBCDF DEBFCADCDDFCADFAFFCBDBBFCCC AC Hypothesis 2 H0(2a):gen1<=0;gen2<=0 H0(2b):gen2<=gen1 Hypothesis 3 H0(3a):gen1>=0;gen2>=0 H0(3b):gen2<=gen1 Hypothesis 4 H0(4a):gen1<= 0;gen2<=0 H0(4b):gen2<= gen1 Hypothesis 5 H0(5a):gen1(bus.serv.)<=gen1(trade); H0(5a):gen2(bus.serv.)<=gen2(trade); H0(5a):gen1(bus.serv.)<=gen1(hosp.); H0(5a):gen2(bus.serv.)<=gen2(hosp.) H0(5b):gen2>=gen1 H0(5b):gen2<= gen1 DV: ANNUAL PROFIT DV: GROWING DV: SURVIVAL variable group gen1 gen2 Welch (t) gen1 gen2 Welch (t) gen1 gen2 Welch (t) Turkish 4.48 ** 5.35 * ** 2.58 ** Moroccan **.927 Surinamese 4.46 ** 4.83 * * ** 1.11 * 1.52 Antillean 6.60 ** * Chinese 3.39 ** 12.6 ** * * 1.19 Turkish ** 2.91 ** Moroccan ** **.927 ** 2.70 ** ** Surinamese **.773 ** Antillean * * Chinese 1.54 ** ** Turkish ** ** Moroccan * Surinamese ** ** ** Antillean * ** Chinese -117 ** -186 ** ** Turkish * * ** ** Moroccan ** ** ** Surinamese ** ** ** ** Antillean ** Chinese ** ** Turkish.917 **.699 **.103 ** **.146 * Moroccan.612 ** **.232 * Surinamese.637 ** **.108 Antillean.595 ** * Chinese * Turkish ** ** **.105 ** Moroccan ** * Surinamese ** Antillean ** * *.146 Chinese ** Turkish ** ** ** Moroccan ** Surinamese * Antillean Chinese ** Turkish Moroccan ** Surinamese Antillean Chinese ** citytop4 firm concentratio wage level employment concentratio n rate trade hospitality business services n CCBDABCADCDDFCBADFCBCDFDDFCDCBF FEFBCDFDEBFCBDFAFFCBDBBFCACDCCDFE EDFDFCBDBCBDCCACDFCEDFDEBFC DFFFCBCDFDDFCBDBCBDFCBCDFEDF FABBCBCDFEBDBEADCCAFFCBCDFD FFCBCDFAFCBFBEFCDBBFCCCC ADDBCDFDFBCFDFBEDFBCCDEFDDBFEECDFEC AFFDFDDBCEFDCCDFCADDBCDFFABD BFABDFCCDFCDDFCEFBCDFBDFDFDDFCBDEDFEA FBFCBCDDFADCDDFCDFDBCCDFCBCACB BBBBCBFDEFDDBFACDFBFCBCDDFCF DFDBCCDFCBCACBCCBFDEFDDBF ACDFDCDDCBDCFFDFEBFABDFCCDCBACDF BEABDBFAACCBCDFDFEBDBDFDCDFBFDFCBAAFD CBFBCBCDCDFBBCDF 126

141 DDFCC C FB BF CF ABF FCD BFE DEBCDFFCDCDDEBCDFFCDBDEBFCBCBFCDB ABCCDAABCDFFCBCCBFFBFCD DFCBBDEBFCBEFDCBFEFBCDFD BADDFBDFEDFDBFFDDACBFAFCDBCC EADDFBDFEDDDFCAFCBFBACCF FCAFBBEFECCDCBCBFFD DEBFCFCAFDADFEFBBBBFCDCFDDEC DECCBCBBDBFDFBFD D CBF C B DCC D FF BC DC DFCEFBCDFB FBD F ABCDB CD B F AFCBCD FEDCDFBBABDDFEDCCBBDCCADFCDCDF DFECDEBADFCDEBFCFCAFDADCBC E FCEADF F C CDDFE DFDFE D CBC C D DEBFC DEDF EA DFCDEBC E DD DFC C C BDFE C CD DC DEBCDFCCCBFCDFCDDDFCDBACDF BDEBFCFCAFDEDFBCDFEBFFDB DEBFCFCAFDEDFBCDFECCFDDFB BFCCFCDBFDFFCAFBDFBBF CBC DB C C CBF C BA FD BDA BF ADCDB ACDF DFCFCCBFDCCDFCFBCC DFCBCABDFDBFFDBBCB B DF CB BDEBFC FCAF B FAFC DF ADDFE DF C BF B EFB CBF FDB DEBFC BF DF FCAF C BC ABDFCDFCFCC C ABC B C C F B C DF DC AFCCBBEDFBFEDFEBCBF B A F BF CBD FCAF C BAC B F DF DFCBCDF DF C D DF AACFDCD DF C ADDFE D C BF BDF ACDCD F C BADCBD F C F DF AACFDCDFCAFFCADEBFBADCBBF DFADDBFFCADDCBDCBF DDFC CBDCDFBDEBFCCFCDEBDBDFCEBCDFFCDB ADDFECDFCFAABFBFABDFDFEEA 127

142 DEBFCBBCDDFCEBCDFDBDEBFCB AFCDFCDCCBFCEADFDBBFDF DEBFCBFBBAABDFDF ADDB B F FCB DFCEBCDFBC DF CFCDEBFCDEDFCFCEBCDFBDFDFC CECBDCBFCCDDFEDCCE CFD EA DFCDDBCDF DFCBCDF BF DDF BF C BF BCDFBBFBBCCEBDFECDCCDEDFEA DDFCDECBDCBFCCDDFEDCDBCC BDDCFCAFCBBFDBDFCBBCFEC DEDFEACCBDCBFCCDDFEDCDBECC BBFDFDEBFCCBFFDBFDEBFCCBCCEA BBACCCCBFBFEBEDBFC DDBBFEBEDFCDFCDDEDFDFBBCC CBFCCFCDBCDBCCBCCDFEC CBF C ABCDB DFAFFC CE C DFB BF C FCDBFCDCCFDFCBFEDFCDC CCCBACDCCBAFCFDBFCCB BFCFCBFBFBAADBCCCDCFDCDBC DFFCBADDCCFCCDFBBFCFCDBFC CB EBDFECFBCCDEDFCDDFCDECFD EADFCDDBCDFDFCBCDFBFDDFBDEBFCCD FFDCDEEADFCDDBCDFBFDFCBCDFDF BDEDFBBDDEBFCCEA BBDFCBDFCFEFDCBDBFDFBDFDFEDFC FC BF BF C AF CD DF CD FCD B CBCFDCDBFBFFDCDBBCBE BFFCBFCBDCDCBBDBDEB DDFCBFCCDEDFEADDCDFCBEF D BF BF CB BDBCDF C B DF C B DF BFBABFDEBFCFDEDBBCBFD DFEADDFCCFDFDCDDBDEBFC FCAFCFCBCDFBBDEBCFDFFCBCDF CBFDCBCCDEDFCCDBBFEBCDDADBCDF DAFCAACBDFDFEFACDBBDFDBC CBCDFBBAFCCFDFDCFEBCDBCD ADCBDDCBFDBBCDEBFCDFDFFDCD BFFDCCFEEADFCDDBCDFBFDFCBCDFCD DDFCCDCBEADBFEBCDFCDBDDFC 128

143 FEA DFCBCDF B FCB B C DC C C F EFBCDF B C BCC A FBFBCD BFEBE D BF BDFCBDF DFCFDDBBCDFDCCCDFBDFCBFDBDEBFC CCFDEADFCDDBCDFBFDFCBCDFDBCABCC CDEDFEADBFABDFCEACBBFDFEDCD ADDCCFBCDDBDDCBCDBDFCBCDFBFCDFBDFE DFCEAFBD EBDFECCDBCCCCBDDCACCCDBF BCDFB BDFC BF B BC C B DEBFC C D ADF C BEC BCDFB BF B BC DBBFCBEDDFBCDBCFCCEFBBCDF DFBFCFDFCCBDCDFBDDEBFCCFCB CFDBDEDFCDEBFCBCDFBBDFCBDDBCC F FBCD C ADC CD C EA B BC DBBFCBE ABFDDCDFFCAFDC DFDFECDEDFCDFDBCCBCAFCDFCBCCC AB DB DDC CBF C ABD B BC DFB C DF DEBFC B BF ACDFB B F C DC EFBCDF B C C CBFCDCBABBFCD DFDACDFBDFCBCDFBCBECB F EFBCDF F AB FBCD BCDFB BF B BCBFBDFFABDCFBCDCDDFEDF DFFCAFDFCEACBDCDFBDBBCDDCD ADBCCBBFCDFCFBCDFBCBBDFDECBFDFCEFB ADDFE D C D DFDBC CBC C EA D CD BDFCBDFDFEDCACDCDEDFDCCBDBFDEADCBFD BCCCBCDBFCFEFBCDF CBCADFDFCDCFBCDDEBCDF BFCBDFDFE DCBFFEFBCDFDF DFCBCCFEFBCDFDBCCDFCEBCDFCC DCFCDFBDFCBCCDEFBCDFBCBFBCCD BBFCBEDFCDFDBACBCEECCDCFDC DFC ABC DFCEFBCDFB CDF DF DF DC C EFC BDDBCDFCCBCADDFECDFBFADFDB DEBFC EA C C BDEBFC EA CBFB FBDBBACDFCBCDEBFBADCBBCDEBFDFE CFCBCBFBDEDCBBF CCB DFCEBCDF B AF BC BDDFE EBC FD DDEBFCFCAF 129

144 DCBC F AFC CDFBFC DEBFC DEC AD B ADABFBCDFCDADFEDFDFEBDFBCFB FEBCD BCDF CF BCDFB BCCBDFFC BF AFC AAFDCD DEBFC DF C D EEC CBC DEBC EADEBFCAFCBBCCBCDBABC BBDAFCCBBBCBCEBCCBCDFE DFDDB FC BFBE C DF DCB D EA ADCDFB DF CF DC BF F EFBCDF DEBFC FCAFDECABDFADCDEBFBADCBBFC FCADDDCFEFBCDFDFCDFDF CBFCDCEFBCDFCCBCDDEBFCEABDFCBFC DFBFFCDFCAFDBBFDCBF F CE C EFBCDF DF CD DC D ABD CBC C F EFBCDF DF EA FCAF DF BCD BF DE BCAABFCFCAFCDDF AACFDCDDFADDFEBCDFDFDCCBEFCBCDFDFCB BFFD FADDFEDFCEFBCDFBCFDBDDFBCBCCF EFBCDF EFB CF C ABC DF ADDFE DFC C CCBBFBDADFEFCAFCDE FBDDC DF BD ADB C ADFE DFBFCBDDEFCDFCEFBCDFBCFCFC DEDFCBCDCBCCCBFCBCCFCEA BDEBFCBFDFFCAFFEFBCDFBDEBFC CBFCFEFBCDFEADFCCCACD ABFCCBDDFEDFDFCBDFCDBFDFCBBBD DE DFCEBCDF FB C C C A DF DC CC DB AACCFCCBDDEECADCBDDCDEECCBCDF ABCD FCAFDA CF C C B DFD DF EFBCDF FAFC BDBF CBCE BC CBF B ABC CB DFD DDCFFCBCCDFCEBCDFBDFCFEFBCDFDF DEBFCBCCEFCDABFCBBFBBF ECDFCBBFCBBFFDBBCBF FEFBCDFDFFCAFBBFBECCADFDF CCDFDFEDFDBFCBF DFCBCCBCCDFFEFBCDFDFECBFDCFCABC CCFDDCDBFBFDCAFDDCBCDF DECBFFCDBCCDFCAFDB 130

145 BCADFEDFDFECDCDCBCBEBDFCACBCDFC FEFBCDFEAFCAFBCDECCBF CDCEFBCDFBCCCDFDCCBCCDBC CBDDCFCABCDCFEFBCDFEA FCAFDFDDDFBCBFADCDDFE ABFCDFFCDFCAFCCBFCB CDF BDFDFE D EDF CD CC DFCEBCDF C F EFBCDF D FC FDB CBF C DC EFBCDF ADDDCDBDBEBFCDFCBACBC CCDDCEFBCDFDEBFCBABBEBF CBDDDCFEFBCDFDDFBCD CBCAFCFBCFCDFBFCBDBDBE BBBDBBCDFBABFDEDCCFCAFBE FCBFBFFDFCBEDFDFBCDFDDF DEBFCCFCBDFBFDDCEDBFBFDEBFCB FBFECBBDFEFEFBCDF DF FCAF B CC CBCA FDCDF BCDFB BDDBCDFCBFCDDBFBFFCABCEBF AFCBCFEBEBFDCBCDF CBFCBFABDFDFECBFDFDEFDDBFCDFCEFBCDFBDFDFE BC C C BE BDBCDF FCAFDB C DCDF C F EFBCDFEAFCAFDDCBFCDBBECBFCDC EFBCDFCDDCBCCBEDDCBFECEADB DFCEBCDFBC BC BC C FCAF D FC BACDFCDCCBBDCCACDDFCB EA BDBCDF DFCDDFE BFC DFCEBCDFBC C BAC BDFE CD CF BF FCDFE CE ABDF CF CDFE EAFCAF DFB DF DF FCAF CDBCDF B B ABDF C B DFCFCDCBFCFEFBCDFBFDFDBC BFCBBCBFCAFDABCEFBCDFBF EFBCDFFCAFBDCBBFECDFDFCBCDF D DC EFBCDF F B CCADC DFC D BF ABDFCEABEDFBFCDADCDFDFCDF DFDCEFBCDFFCAFBFDBCCFC DFDF C DFC DF C CBDFBDDC CD D F FCBC F EFBCDFFCAFCABFECDFCFCEBC DF C F EA B C BDDDFE CC ADC DF 131

146 BFEFECFDCBFFCBACBBCDFCC DECCBCDFEBECD E DDCBCDF FCDFDCCFDFEDDFDFCDFDC FCDFCCDDCBCDFDCADCCBFBBFCBEC EFFCBCBBFBDFBCBDCBBDCDDCBCDF CBDF C B BCBC BFB B BDFDCBCD EDCDFCBFBCDFBDFDDBBF FE F B B BCB F CD FCC ABCDB C AFCBCBFCBDFDDFEBDBDFBCDFBEB CBDBDBCDFDDFCCBFBFFBADCDCD DDFEDFBCDFBDFCBFAD FCFBC DC CD C DF C DF BC A FC C BCDFCFBCEDFCBCDBFFBCCDCDCDF DDFEBCDFBCBFCAABCDFCDCDFEC BCBCCCBCDFDCBBDBDFBCDFFBBDBDFC CAFCBCDFCBCB FCDFFBCCCBBDDCCBDBBDB DDFE C FDFFC D BBE BE DEBFC FFCBCDF DFBCCFDDABCDCDFBCCDC DCBFCDBFDFFCADBBEDCDCBFCDB FDFFCDABCDCDCDFCBCDCDCDCDFBEDCDB BC CEF C BDB BC C FDDAB AD E DFDBCDF C B DF FDFFC BC C DC AC C AFFCBDBCCCABFDFDBCBBDC DFDBCCCFDFBFDBBACABFBFFECFF DFBFDBBACBCDBCDFBFBCDBCDFDDDBDCDCF DCBFFEFBCDFFCAFDABBDFC ADDCD BF FE FCAF C D AD CBC C F EFBCDF B CD B DEFC C DF CBEC CBF C DC EFBCDFDFEBDFBEECDFCBFFEC DFCBFCDDFECBDDFCADCCECAAC DFB DF BFBD B FB C AF C B CF DFCEBCDF BF DF D B EBC B FF BCB FBBDBDDCDCEBCDFCEBCDFBCBDBDFABCBDF BFBCDCCDCDFEBCBCDFE BFCDFCEBCDFDFBCDFFCDCBFFEFBCDFCD DEDF EA F DFBCDF B BBDB ADDB DEBFC FCAF C EA B C F EFB DFCEBCDF DFBCDFCBCBFFCEAADBBDAFCDF 132

147 B DF C DFCACBCDF DFDFE CD DFBCDFBDFECDADDCBACDFCBCDFCEBCDFBBCDCD C EA C A B ABB C C BBCDCD C AFDFE DEBFC AABCDF B B D D ABA BC FBDCDBDCDDCBCCABCBFC DCCBCBCBCBCCACBAFC BCBFDFCEBCDFBBCDCDCABFCBFBD DFCEBDFBCEFCBFDFECFDFEABF FDCDFBDC DBCDFE C BCDFDA CF DFCEBCDF BF FD DF FDF D C DFCDEBC C BCD DACBF DFCEBCDF DEBFC FCAFDA C CBC FCAFDA D FC BF DFAFFC C CB EBDFDFE DFD DDC ABDFE B DFCCEBBBCAACFDCDDFCBBDB BCBDACBFCCDFBFCFCFAFCDDFD BCC C B B DFBC FCBFC DBFF AFCBCBDFDEBFCD DEBFC AFC B B CBCE C BD FAFC DDDFBCDFBFDDCDFCEBBBCCDCD BBCDBCBADCBDFFDBFBFDBBADCBFFC DFCEBCDFBBFFCDBBCDFEDFBCDFEAABFBF DCDFCAACFDC CCFCAF B EEC C D F B DC CBC DFCEBCDF BDDCBC FCAFDB F F B DFD C DFCEBCDF D ABDCBCFCDFBCDDFDFDCDE BF EBDFE ABCDFB BDDBCDF DF C B BC F CD AC BCD DEBFCCFBCD DF BAAB DACBFC CBF BCDCCFEFBCDFBBFEDFDBCDFECAFBBC DFBFD DDFCEBCDFDCDFCFCCCDFBD BF DACBFC CDFBFC DEBFC DF DC B D DE ABC AFFCBDFCEBCDFBDEBCBFEDEBFCEAC BBFFCDFCFCDEBCDFCDBFFCAFDB C DCDFC DEBFC DF AD D DF B DEBFC FCAFFDBDEBFCFCAFBFDFFCAF ADCCCEFDCBDFCDEBFCEABFBAD CDEFCBBDBCCCFCBFDFECAFFF DEBFCFCAFDA 133

148 A AAE AB EDA EADDDCEDADACA AB ADA EDA A C EDA DA AB DEBFAACFDCDDEBFCDF FDBEFADCEEEFDCEEEFEFC DCEFBFDBCBCDDBCDFDFABFDCDBC DBFAABDEABDADFBDF ADBFBCDFCDCFCDBFCDACC BFADDEDFCBDFDFEBFBCDFEBFDFADDBF CDBCCDFDCDFEBEDFEFBDFCFC FBFCCCDDBCDFFDCDFEBDFBF DFCACBBEFCCBDCFDABDFBFC DCFCBFFCFBFCBDDEBFCFDCDCD FBFC B DF BF DF BF C DBF DF DCBDFCDEBFC DFDCBCCDD CADFCDEBFCBBDFEDFCCFDCDEDDFEBBCDDFE CDCBDCABCBCBFBFBCD DEBFCFCAFDADFBFABFDCDFABBFDACBFC DDFCBFCBCCFCFCAFDABFCDCCAB DBDDCCCBFADFEDEBFCFCAFDAB BF DACBFC D C DC DFE B D BB D CBFBFBC BFC C BC C DCC BC FEC D C FDEBBCDCDDFCDFDFECAFBFDBBC BDFFDFCFBFBADDFEFCAFDCDCB DBCBFFCCBDDFCBFDBAFCDFCBF CBDCDBBCFDDFCFDEDFCBCAB CDCBCCBBAAADBCDFABDCCBDDFC AABABFBDDFABFDEBFFCFCDFB DFBC B DF F D CF C BBDBDDC DCB DBACDBFCABACBFCFFCAF BFDFAACFDCDDABCCBDCFDFFCBFFDFEEBCDFFB DFDFCCBFFFABABCCFFBFFCABFEDFB DFDBCDFFADFEEC 134

149 DFABFBBFDFCFDFEBDBCFCAAD CFCAFBFCCBCCDFEDCCBFCBF D AACFDC CC CBF DFE C CD BBDBDDCCEFBCCDFDECDFDEBFCFCAFDAB FCDCCABDBDDCFAFCD BCBFFCFDEBFCCDEBFCBCADB BDFEDFDFBFDBBFCBAFFCFBABFBDDF ABABBCDFFBDFCDBBBEDF CADFBFCFDFCBCDFBFDEBFCDFBB BCBDBFCBBFCBFB DCDFABFDEBFCBBDCDCBDCD DADDBCCCBCCFCFDEBBCDCDBCCC DCFDFFCBFCABDDFEBEBCDFBCCDFCDFDFEC ADDDCD B DF ACD CBC C ABCDB BBCDCD FDE DFC DF C BCDFE A CF BADDFE FCAF BF DF AACFDCD B BF F CBFBFBFFEFECBAC CBCCADBABCDBFDECCDFDFBCDFDCCB EBCBBCBCABCCDFCBBDBDDCDFAB DCBFBFCDEBFCFCAFCFCBDFBFDB CC CD AADCDF AB C CA FDE DF C CBFDBBFCBCBFCFBFF A FDE DC BCD DCC FCDFB ABBCDF CFDFCDBBFDBAABBDFDE BFFCCFADFBFCFFCDFBDFCDBFDE DCBCBCBCDFDEADDFE DFAACDFABCDFEDFCCBDBBB CBBFCBFBCDFEDFCDDFDFEEBBCDFDCBCD BA DB AD B B B CBC A FDE B B EBC ECCDFE ACFCDB CBF AC FDE D B DCB DFAFFC ADFB CBFBFBFF FCBCCFCCCFDECAADBADDFE CBCDFEADFCCDFCCBABCDBFDFFCBFDCEBCDF BDABCFBDFAACADBCDEBFCFCAF DFECDCDFBCBFFCCBBDFBFCDCD FDEDDCACCDCFDFFCBFFDFE EBCDF D C BFCDCBCD BF BDCBCD C C DFCDEBCCDFEBCDF 135

150 1) CEECEFDEFECBDEEFCEFBCEEACFDECE EEDCEBFACEFADE 2) EEFADEFECCEFCFDEEEDFDDDECE DCEFADEECEFDEAFAEDCFEFBCEE ACFDE CBCDCBDDDFCBFCDCBCCDFCF CDF AFC C B CE ADDFE DFBCDF F C FDE CDF A B B F C CDF BF BDCBCDBCBCCBCADBDFCDCAED BFCABDDFEFDFEEBCDFCCABFACDEBFC FDECDFDEDCFBCDFCADF DFDFBDDFABFACDEBFCFDE BFBBCDFCCDFDFBDEDECBDF DFDFEBFFCDDADBCDFCDF DCFDFFCBFFDFEBFECD BFCDDFCDDEBFCFCAFDABFCAA DBCABDFDFEFCAFDABFDFDDBBFCFDEA BBCDCD B B DB F FCAF DEC BF FBDCBFFFFFFCCDBC BF D AACD DFCDEBCDFE EDFE BC FDCDF BC AACFDCCCBFDEBFCFCAFBFBCADC C AACFDCD BDFE C B CBF C B CF C BFBCDB A C DFABCDFE C DDFCDCCDFB FCFBCDFBBFBAACFDCCCCADDFEB BDFCFBCDFBABBCDBCBFDC ADBDFCBCCFCDCDFCBFCBCB D F B DFCDEBCDFE BC C B ABCDB FDFFCBFDCEBCDFABDFFBDFEBADFEBDFDF DEBFCFDE DBCFCDFCCDFFCCBDDFECDDFDFE FDEBFCFCAFCBFEDFEFCAFDADBA DCFDFFCCDCBBDFCADBABDFCFCBC DEBFCFCAFBADAFBFABDFCB CDFBCBDDBCADDFEBBA CCDFECBFFDFCDFEBC C FC BDABCDEFDDBFCFCAACFDCCCBCDFEFC AFDFEBDF 136

151 BF BF AF DFCDD DFDF BFE D BF FDEBDEBDFEAACFDCDDEBFCFCAF DCCEBADBBCDCDFDEDABCBAC CACFCDBAADEBFCFCAFBBCBFCD ACFDFDFDCBFDEBDFFDF CECDDCFDFFCDDFDFBADDDF EBCDFAACEDBFDACBFCFDFEEBCDFACBDFDFE BBCDEBFCFCAFFBFDEBCB DFCDCFDFFCBFCFDFEEBCDFB C C B DB DFCFDFE BDB DF C BCDFE A CF FCAFBFAACFDCDBFBFAF DFCDB FDE DFDFE DEBFC FDE B DACBFC DFBCDF F BB DF CDFE C B CFCBDDADBDCCCCBDFBCB F A DCC A B F C CBC BF ABCCDDCFCAFCFCBCB FBCDFEDFBCDDCDBEDCFD DC CB DF D BF C D DFCFC BF EDFEDDDCBFCBCBBBDFBDB DFFFCBABCDFCFCAFCF DDCCCBFBBFBACABCDFDA DEFDDBFCBDFEFBBCDFCCFCB DACBF FDE B DFBCDF F B DEBFC FCAFBBAFFCFBADFABFBDFCD FFDEDEBFCBCDFABCDBFDEC BBCDCDCDCFDFFCBFCFDFEEBCDFDEBFC FDEBCCDCDFCDEBC DEBFCFDEBCDFAACFBDF CDECDDBBBDBDCCB ACDFFDFFC CACDFFDFFCFACBDC BEFDCFBBCDABCDFEFDFFCDFDFEDC BDBFEDFECBCBDFFBDAFEBC FDADDBBCDCDBFDECBBBB BBFBFEDFBBBCDCDCCBCFF CCFDEBBACDFFDFFC BCBDFFBDFBDFBDBFAFC AACBBDDDCBBFDFBFCCC CBFFDFFCBFCEF 137

152 CCDFBFBCDFBCCBCBCDF FCDFDFEBCCFDEDFCBFADDBCCCBC BFBCBBCDCDCDFCDDCDFEBFCB DFDFBFDCDFEDCBCBDDDCBFABDFEBEFCB B BC AADC ADB DACBFC F D DFBCDFEBECBFCBFCBBFBF DF B DBDDC DF C AF CBDF B BFDCD BF C FD BCDDCD BFF CB DB CDFECBBFBCCFCBCCBBDBDDCBDCDBF AFCBCDFBDFABBCB CEDFFBDBBFBECDFDFCFBDBC B C D BF C C FCAF FDE BBCDCDBABBDFBFCBCDBBF ADBDFDFFDBFFFDCCB F FCB DABC F D EC DE DBDDC BBCDCD BCCBDFCBFBDEDFDFDBDDB BFBCCBBBBFCDDDADBCB DFABCDFEDFFDCFEBCDDBDDCBCBB CDCFDFFCBFBDBFDCADABBBFEBCD BCDFDDBEFDEDBEDDACBFC BBCB BFCBFCBCCBBADBABDF CBDFCCFECBBFDFCADDFC CBFDFECBBFECFCAF BFCBCDDDCCDDFABBFDCFCFD B AFF CF BF C B EC F CD C EECDFCCBCABACBBCACDF FCDFBDDFEDFCDBBFDBDDFEABDFDFCDB FDEBBDFDFBFDFEEBCDF AFCEBCBEDBBDFECCDCCFCCDCD EBDFECABDBAABFDFBDCDFCADB DF FEC A FDDABDCD BF B ABCDB EBCDFCBFDDBBCDDCDBFBAACDCFDCDF EBFCDFEFCCDFBFFDFFCBADCBFCB FBDCDFBBACCBACDFFDFFCCBCDADF C DEBFC FCAFDA DCBC C DCC DF C EFB FCAFDA DCBC D C B DB F FCAF DECBFFBDCBFFFFFDFDD ADCDDCBFDEBFCFCAFDBF 138

153 DFCFDFCDFDCCDFFBCCCB DBFCCDFEFBDFDEADFBBFADBCBCDF DCDFCDFBEFFCCBCCDCBCDFC DBFDEADEDBFDFCDEBCCBDCBC CBDF FDE BBCDCD D AABCDF EFDC BF C AFBFDCDBADCDBCDBDFDDFCFD DABCFFDEDBBFADBBAFCB CBCFFCBDBFCCDB BFCCBABDFDBBCB CE DFCDEBCCFDEABCDBFDFFCBFDCEBCDF BA AFC AAC B D DF A BF ACB DEBFC FDECCBFABCBBAABDFDFE BFCDCBCDBFBDCBCDCCABCFCBCDFECA DEBFCFDEFBABFACFDEDC BCDFCABCDBAEDFDEDCB DDFCDBBFDBAADACFDE ADBDDEFDFCDBAACBDFECCCF DFBFCFDCDABCDBABBCDFEDDFEBFFDFFC ACCBCCDFBDCBFDCCBDFCB FDFEEDDDFCFABCBABDFAACFBCDBF DEBFC FCAF BD A ACFCDB DF CF C FDECACBCDABBFACBDEBFC FDE DECDF FDECDFABCDFDFCDCDFBCB FCEDBBFABCDBFDBCDFDFCBCC CDCEDBBDBBDAFCBDFABCDDCB C FDE C C CBC B C BFC C BF BCDFCDAACDFEFDECDF DCDB FDECDFDBFBCBBBDBFBFDEDFC CBFFDEFCAFACDCCEEBADBFDCDF CBFDEDFBCDFECBDFEDCDDEDCACBBB CCDDCCDFBCDFCBCDBBDBCBFCBAADBCDFDBDBBC 139

154 BD C C FFCF DEBFC FCAF BF B C B CFEFFCBCDFCBECCDCDCBCCB BECCFFDEBCDFC DCD BADDBDFCCDFDFCDBFDECDC FFDFCDBDBFDEBB B DEFCBBDFDADBC ACBDCABB FADBCFCBCBCDCDBE CBFCFD FBCFDEDCDEBFFCFDEBFC AABCDFCDFEBFDEDFCBECDCDFCD BFFCFAABCDFBFCFCCCAFCDC DCDCDF DF C FDE DC DE FFCF DFCDBFFCBCDFBDEBFCFDE DFB C B DFCD CBEC DC FBCD BF FFCF FCAF F C DA B DDFC BE AABCDF ACFCDBDFCDBFDBCDFCFDEBDCDEBBF C DFBFDB FCBDFC B A C C F FDEDCBDFDD BCDFADDEBFCBFFDECBCB BBDCBFBDCDCACBBCABDB CDEFABDFEABFACBDEBFCBFFDEFC FCFCCEDBBDDCCBBCDFB FABFACBFDEBCBCFBEACBCBF F B CADB AFCBCD C BDFDFE DEBFC BF FDE D BF CBC C FDE B D C B BBCDCDCBCBBCBBECBBCDCCDEBFCBF FDE DFCD CADB FDE FC B FDE ABDF C FDE F BD BFC BBCDCD BBDB C C BCDFB B CBCDCD BBCDCDBB DFDAABCDFADCDFBDB B BDFCABEEABEEA DFAFA BFFCFAABCDF FEDFECBCCDDDBDDCBCDFCCDFBFDBBBDB CBECDCCFFDECDFCDEBC 140

155 BAABCDFBEDFEA BFDFADFCDF DEFBDBDB B ADFC DBBBCDCDBDB B DCDCDFDACDFDFCDFDFD DFAFBD BFBDFEDF ABDF C DEBFC FDE D D CADB FDEDBFFBAFCBCDCAABCDFDFC DFD AABCDF ADCDF FDE FBD BF DBBBCDCDBCBDBDCBC BFCDCFDEBDCDFFCBFBDBCDF CBAABCDFBFCFDEBCDE DFCAAFDCCBD BFBDFECC DFDFEBFBBDBFDEDFBCDFCFDE D BF F B AFCBCD CBEC EA DEBFC BF FDE C FDE DF C AB CA FDEBFCACBCAFFB CBCBFDE DCCBFDE FDCCBFDE EFCBFBCDDBFDE CABCBFDE BCBCDFBF BACBDFBCDFBFCDCBCDBFBDCBCDCDC BFCDCBCDABCBDFCCBFFBDCCBD FDEBFDBDACBCABFACB FDECCADDABDFDFCF BCBADCBBCDCBEDC BCBBBBDBFBDEDCACB DCBCBBCD DDCBCDFBCBFCCDFCDDAAADB DBFFDBBCBFCBCCBBDDBB CBFDDEBFCDFBEDCDCCEDFBB DBFCCBBFCCFDE DEDCACBBBBDFDAFDFEFAABCDFFDCCEFBBDFDF C 141

156 DDEBECCEBDEBCDFDF FDFCCBFCEDCDCCBDCDFC DF CBCA B B DC C BFFB DFACDFE DFCBFCDCBCDDFDFEFDBCFBCDFC BDCBCDBFBDCBDFCCDFEDFCFDE FDCFDFEEBCDFCFDEBCBCDFC FDE AFC ABF CDFEABF FC ADBDDFBCDFDFDFECEBCBACCDFDFE ABCDBDFCFDE D B F BDCBCD ADB BCB C DF DEC EA DDFDCFDEACBBDFCDDCBFBCD BFFFCFFCAFBCBCDFCAD ADBBFADDCDFACDACDFCB ABCDBFDFFCBFDFCCDFEBDFCDCCDFBBBFEFCBF DB DF B B C AACDF BF ADF C FCAF DEC EA DDF DC C D ACADFBCCBDECDFFCDEA DCBACCCFDEBFDFBDCDFCEFB EADCACFDDEBFCFCAFDABFB FCDCBCCBADDFDEDDFFCB FDE F DF EFB BF B DEBFC FCAFDA DF ABCDB AACFDCD BF BFE C BF B DFDCDBCD C C FCAFDA F CBC EA DFCD EFBC DFDDFFCCDFDCBACBBDC ADFB BEF B B BDFDCBCDF FDC FC CBEBFDBCDFDFFCBFDADCBCDFDFEBDBCDF DFBFDBDFCDCCDFBFBBDBBCBCBDFCCBECF DCBACACCDFFBDCACCFCDBFC ADFBAABFDAFCDACFCDBABCDDABCDF DFCEADDF CCCEADFFCBCBDFCDDCB FCAF DECDFBCDFDEFCBC BDFADDFCFFBCDBFFFCFFCAF FEBEFBCDBFDEBFCFCAFAFDEB DABCD CBC BCCCFDEBF B BCBFFDBBCBDFACDDFCDBCB FCAFDDFFBCFDECDDBBCDDFE CBCCADFCFCDCBCDFCFDE 142

157 DABCDCBCBDFDFCFDE BCCDDDFD B C CB C A ADCD CDF DB DF FDE BBCDFBDCBCFCCBCCADCDBACCDB ACDFFDFFC DCFDFFCBFFDFEEBCDFDFABFACBDEBFC FDE DDFEDCBFEFBBBCDCDFDE BFDE CCABFDEEFCBFBCDD BEFDCCBFCABCCCB DCDFCADBFFECCCBFFDE FCADACDCFCDEFDDFCDBBF DBAACBADDCDCBCCDD C DF C DC FDFFC C FDE D B C DCBDFECBBBBDFDFDBCAB DFEBBBCDBFDDECBFC DF C ABC C FDE EDDFE C BB B B DFCDBBAABBFBDDFEFCCADDBFF DFCDBAADFCDFEDEDDFEBEDF BF ABBC FCBF FDE B F DDB AB AABCDFECBFDFFCADCFCCBC BCCBCBDFDFEBBDDCCACBFCCDFAD CFDEDCFBAABCDFDFDCCDBB FDADFCBFCDCDFDFEAFCBFDC BFFDEDCAFAB DAABCDFDFBCBCFBCDF DEBFCAFCDECDFE BEDFECBBCCDBDDBCCCBFB ABCCBDFDFDEBFCCFDADCDB EBFBDEBFCDBFCBBFDDFC B DFE BC BF CBF C B C FDE ADFBFCDCDFEBFDECCDFCCDCB BBC EEBADBDFBCDFFDFBCDFDEDFBCCBFEDC BCDFBACBDFFDEBDFCBCBCC BFCACBDEDCDFCADBFBCAFC 143

158 BCFDEBABCCBAFDE BEABFFDEBBCDDEACBF DBFBBCABCDDABCDFBFDBDFDFEC C C EFFC DFCEB FDE DAFC BFFBCDBFDFCBDAC BDCBFBCCBCDFCDCFDFFCFCCDFEFDFE BFFBCDFEDCDFEDFEBBCCDFEADAB ABCCBFFBBCDDFEABDB BCDDCDBFEFDDFEABFDFBFBCBCDFBFC CBDFCDEFBCAADFECCBFDBF CBFDE C C ACB FDE DC BE BF CB CC DC DF C AD BF B DCBCBCDCBFDCCDCFCDCC CCCFEBFBFDFEDCEFADDFAF ABFBDFDDBABBBDB DCDFEDFCBFCBBABCDBABBCDF CF DFCDB BF DB AB B DAFC C F CBC DFBCDDCDDFCFEBCDBCCDDFEFDFFCAB B BC D BC BFE C B B F C E C FDEBBDEFCFDECBFCDCDEC BFE B B BF BCD A CC D C DED DDFEBCCADBFDFBABBCDEFCDA FDCDBCFDEBBCBADFBFCFBCDAABCDF DEDFCACBDFECBEBBAACDFBDFC DCAB FCABCCBCFDEBCCDBAAB BFECDCDFCBFBFCCDFABFDEB CFEDFBDFCAABCDFDEDFBCDFEFFCFFCDC ABBBFECBCDFDDCBBCBDCDFEBFAD ABFCCBCFCFDEBBABCCB A FDE BF FB D F BD BC FBCDFE BF ABDFEBFDBBCBCFCFDFEDFC BBFBDFDCDBCDBABDCCABDFCBCDF DBABDFBDFBCCDFFCEF 144

159 BFACBFDEAB BDFCDFBFFCFCDCFDFFCBFEBCDF ABFCACBFDEBFCDFDABCF DFDFCFDE DCEBCCABCDBFDFFCBFCBDFCFC CFDECABDDDCDABFDE DEF D DFCDB BF DB AA ACB F DEFADFCDBAADBDFCDFBDDABDF F C F BF AB FDE DA F DDFE ADB FCC BB DF BCDDCD D DFE DE DDFEBEDFBFABBCFCBFDFCCBFDF ACB FDE BDC DF AB B B F B DF D DD DC EB C C ABCDB BBCDF DFCDB BF DBFCDFDCDFCFDECEDFCABFAC BFDEDBBCDDCDBFFCBCBFECBB DF C BCC FDE C ABCDB ABBCDF CF DFCDB BF DBFCDFDBBDFCDDDBDCACDF BCFCECFDEDCDABFCBCDFCDAADFE D BF DF BABC CD DCDFEDDFE BC CF C C FDECABCCCBBFFBDFDCDBCDBDCDF FCBDDFABFDECDBDFABCFFC BCDFBFDFCDFABDEFABFDFBF BCBCDFBFFBCCBCDFEFDCDEFBCDBFDFAC BFDECABDBBCFCFBCDFBFABFC FCFDFEBFCBDFDCBFAC CBCDDFACBFDEACBCBDBBFCBEDFC CBDCBFDCBDDCCDBDFABBFBFFC DDCDCDFBBCBDFABCBCCDBFEDFE ABCDBFDDECBFEBCDDADBCDFCDAFC AACBCDABCDBDDACDBBFBCDFDE DDDCCACBFDEDDABF C ABCDB EBCDF DF A BF ACB FDE D FDBFEFBDEBCDFDFABFDEBBC AACDDBBCDDCDCFDFACBFDEFC BAABADBFCCFFFDEDFCDFCBCDFECC FBDFCDCDFABFDEBADBDBC DFDFEDFCDBBFBBDBAABFADC BDCBDFCCECCFDEFCFCBDFAC B FDE B EBCDF B B DC BC BEBDFE C 145

160 DFCDBFCDFCBBBDFEDCCABDBFADADFE BBDFECDCDFFCDBDFCDEDDCDFCDFCF DFCDBBFDBAAABCBDFADFDA DDFEBFFCBDFDEFDDBFC DD BC C C A AAC DB BCDDCD F AB FDECDADBCBFABDFEBFBBDF BCDDCDFCBDFECBDDFEFDFFCBFDFD ACDF CBD AD BD D C BEB B DF AB BF CDBCDFCBCABCDDCDDDABCDBDDDFDB FFCBCDFBBAADFECCABFFCDAAABBFE B B BF DF AB F C EF ABCDB EBCDFBADBDFDFBFDBDEDEFFC DDABCDBEBCDFDFACBFDEBBB FBAAACDBBCDDCDBDCDFEBFFDDFE ABBFDFADFDAFFDEDFCD DF AB DF CBD AADFE CC B D FDE DFC D DF C CBD ADCBDC BF AFB D CDCDFACDFDFDBCADFCDCDFCDFFFC A BCBCDF DF ABCDB EBCDF F AB FDE BAABCBCDDBDFCBDCBCFCDDDCAB DFCDBCDBAABFCFDFCDBAA BF DCC DDC BF DF B CD BDF F ACB FDEACDFAABCDBEBCDFBAABCDCB ACDFBBFDFDDBBDCBFFFDEDFC DBBABCDBDFCDBABBDBFC B DF DF ABCDB EBCDF AC CBC D DF ACB FDEADFCEBCFDFFCBCDCDB EFFC AAC D DDC BF FCAF B D DBBFCBE FFDCCFCBDFCDBBFDBFCDFB BADBADDCDCCBCCDDFCFBB FEBCDDADBCDFDAFCAACDBADF DFBFDEDDDCCACBFDEB ABCABF DFDDFABFACBDEBFCFDE B F DF DF B ABCDB FDFFC BF EBCDF CF A BF ACB FDE F CD CDF DFCDEBC B C C C D B FFCDF CF C FDEDFBFBDFDA CDCFDFFCBFCFDFEEDDFABFACBDEBFC FDE DABC F B DF B CD B 146

161 CDFDFDFECDFDECEFBCCECBFBDCBCB CBCBEDCDCCADBBCBCDFC EABFDFCDCFBCCDDFDCCBCDF BBFCBDCFDFFCBFFDFEEDDFDFE CDCDFBAFCDFABCCBCDCBCDACDF BDBBCDDCDDFABFACBFDEB DDFFDDBBCCCBCBDFCD BCDF BC DF CDFDFE DF DFB F C BFCBACCBACDFFDFFCCBCB BC DF DDFABFACBFDE FBAC B DF BFBA DF A BF ACB FDE BCBCBCBEDCADBD FDEDFCCFBDEDCACB BDCFCBDF CBDFCCBDACDBBCDDCBFACBBBC FDFBCDFFCBFDFCCDBCA BFACBCFDEBFFBCBDCFFCDF CFACFCDBDFCDFBFCFDFEDDDBDCDCF CFDEABCDBFDFFCBFEBCDF BDABCDBBCDDCDDFCABFACBC FDEDBCDDFEDFCEABDBCDFCFCDFE DDFBDCDDFDDFEBBDCDBDDCBCABFDE BCDFCBFACBFDEDA CBDCABBACDDDBDCBDFDBCDFCABCDB DFCDCFDFFCCFCCCFDE F C F BF ACB FDE B DEF BF BE DFCDB AA BF CBC B DDC AB DF B FDEFCCBFDEFCDFCDFCDB BF DB AA BF C BC B FDB DE F FCAFE DB BCDDCD B FC F FF AB CF C C C FDECBBFFDCDCBCFEFBC DFCFABBFACBFDEBBCD FDE DFC C DFDFE BCDFE BF ADCBDC AFB D BF CBD BF ABD CBF FFFDE DFC F ACDBFDACBDDFEBB CFC 147

162 ACDBCBACCBFFBDDCFC FDEDFCBFFFFDEDFCDEBAC BFFFDEDFCDFDFACBFDEDF CDFDEAFCABFCBCCBCDFADFDACBCCDF BCDDCDBDBCAABFCBEBCDFCBBBC CDCDCFFFDEDFCDCBFBBC B AFC ABF EFB ADC A BF ACB FDECFDBDBABFDEBBBCDFE DFDFEFBBFADBDCACCFFFDE DFCFDDDFABCBFFCDFDFC FDEABCDBFDFFCBFEBCDFE BCBDCBFFDECDCDCDF CCB EDADDDA CCB A ABFACC CCBAB DDFEBB CCB AC CCBAB DDFEBB FDEDFC FDECCB FFFDEDFC FDECCB DEDFCDABCDFCCCBCDFEAFBDCBD ABDCDBFFFDEDFC DF DFCDB BF DB AB B B CB BF AD BDDCD BCB FDEDCBBCCBFBCBCDCDCBCDF BEDCBCDCDABBFCAFDBBCDDCDDFCDCB CFFDCDFE BCBEDCFBBCDF DDBBCDFABFACBFDE BCBBDDACCBDDFCABFACB CDCDFEDCFFDEDFCBFFFFDE DFCDBBCDDCDDEBBFBFFBCBA FDECDABBDFDBCDFCCBBCBFFB BCBDDFCBCDEDFACBFDE CBFDFABFAFCCCBDACDBDFDFECBC DBCFCFDEDFCBFFFFDEDFC CCDEBCAFFDFCBCCCAFC FDEDFCCBFAFCFFFDE 148

163 DFCCACDDFDFEECCDFCACDC BCDFBCDFCFCEADFEBDFDEFDDBFCBCC AFCCCBCDBBABFFDBC BDBCDFDCDFCFDECCBCCDBCABCDBC CCAFBDBFCBFACCBEFDBCDF DBDFCDEBCDFCFABFACBFDE DFACDFCFCCDFBFBCABFACB FDEACDADFCCBADABFBCDFC DFDFDBBCDACDFCACCFCDFDF DCCBDFDFECCBCBCEFBABFDE CCDFAACCBFACBFADABFBCDFAC FBDFDFCABCDBDEFBFEBCDFCFDE ACCDFEDDFABFDEBCBFBBFCBECDFACB FDE F C EF DE DCBDC BCCBCDFE C BF DFDFDBEBCDF EFAECEEFAEFCEFCDEFEDCDEEEE FCFEEEBFBEEDBEDFDDECEFBEACEECEFDECEDE CECEECFECECEACEEECECFEDCEFEAEEDECEFDE CEFDEEDCEE DCE FAE CE E E DE E BCE CE E DE E BFFFCEFCCEFECECEBBCEEDECCEEFAEDEFECE CEFAEEEEFEEFCDEEDECEEFEBDEFCEE FDFEECEDECEECEFEEEEFDFEECEDECEEFECEBFAE CEDECEEEEBEEBFDEECECEBFFFCFDEBFDEFDE EDCECBCEEBFFFCFDE DFDFECBC ABFACBDFDFDBBC BBCD B DB BCDDCD DF C FDE DFC C D BCADFEBCDCDECCDBDFFADB BCBBFCBECBDDDFACBFDEFB ACDCDFDDCCDECDCDBEBCDFCBCBF CDBACFFDEDFCDCBBC DF C BB D B C B DB BC DD C DF AB FDE ACDCDF DF C FDE DFC C D DBDFECBABFDEAC EEBEBEDCDEBEAAEDFDDDEBECDEBE FEDCFDCDEEECFECCEEACEBEDFBEDEFFCFDECEDFE 149

164 BBFBDACCBDACBFFDEC (% per total firms 2006) *** pre- and post-war clusters** pre post p-value business sector classification mean obs. mean obs. (Welch t) neighbourhood oriented >.1 annual ceased non-neighbourhood oriented >.1 (avg. years ) all sectors >.1 DEDFCDABCDFCCCBCDFEAFBDCBD ABDCDBFFFDEDFC BDFDBCDEFDDBFCCCBDFEFBBDBFBFBAD ABDFEBFCFABFACBFDEC BEDCBCDCDABBFCAFDBBCDDCDDFCDCB CFFDCDFE BCBEDCFBBCDF D BCDF BC BF DF DF A BF ACB FDE FCDFBDFCDDBFBCDFBCCBCD BCDFABCDFDDFDEBFCFDEBEA C BC DF D FB B DB F C BDFE ACFCDBFFDFBCACFCDBBFDABCDBF BBCBFCAFDFABFACBFDECCBC CDBCDFBCBCCDDFFCAFBC BCCDCBCDDACBFDFBFDFDBCCD DFBCDFDFABFACBFDEFBC DCAFCFCAFCCCDFBFDF DEBBFDFAFCBCDFFBFCFC DFCDCBCDDACBFCBDDBCDFBCCBC DBCBFDBDFBCDFBBFCBEBFDFB DBBFCBEDDFCFBFADDCBDFBCDFFCBC BCD FCBCDFEABFACBFDEDCABD B F EFB BC C C DEBFC FDE B ACDFFDFFCDCFCAFBCBCDBCDFBC AC C FDE CFD AABCDF D BF C ABCDB ABFDF ADDDCDCDBFBDACBFCCDDFD FDF C BF C F DC BC BCDFE C C FDE BC ACFCDB FDE BFDF BF BC D BDDDCBBDBABDFEABBAABCCDACBFCD CBCCBDFEACFCDBBADFABBFFFDFD ADDC C C FCAF B FCDB BC BCDFE 150

165 FCBCDCBDFCBEFBBAADBCCCBDCC BDFEAFDFABF DEBDBCDFBCBF FCAFDFABFDE DBCDFBCBF EDFEBDDE FCBCDCBDFC business location advantages CFDAABCDFD DCEDFAECCFE CDFAB 4 3 FE 2 1 DFC FCAF 6 CECCFE FC DEBFDF DEBC DBDDDCBBDB 9 ABDFEAB business location disadvantages FBEDCFEDE DABCDBABFDF ADDDCD importance: low<----->high valuation: low<----->high DEDBCDFBCBF FCAFDFACBFDE EDFEBDDE FCBCDCBDFC business location advantages CFDAABCDFD DCEDFAECCFE CDFAB 1 FE 5 DFC 6 FCAF 2 7 CECCFE FC 9 DEBFDF DEBC DBDDDCBBDB business location disadvantages ABDFEAB FBEDCFEDE DABCDBABFDF importance: low<----->high ADDDCD CDFDBCDFDFBFDFBCDFBBFCBECFABFACB FDEDEFDDBFCBCCBFACDBCD CDACBFBFBBCDFDCCBFCDEC FDFCDDCFCAF valuation: low<----->high 151 DBCDFBCBF

166 C D FC ADDFE CBC FCAF FD BC BCDFE C C FDE BC ACFCDB B C DACBFC D B C FDEDBEBFDFBFDCDCBCDFBCCDDF ACFCDB C C DDC C BB B BF BCCBCD ADB FDEFDFFCDFDCFCBCC DFECDEBFCFDEAC CECEEECEEFDECEAEEDEFCECEFAE E ECEDFEFBCEDECEFBEEBDEEDEADEEDCDEE BEFCEEFEEFBECEFBFAECFDECEEFADECEEEEEE CEEACFDECEECEFCEECEDFEFBCE ECFECCEDBCFAEDECEEFCECEDFEFBCEFCECEFE DDEAECEECEDEFCECEDFDDEDDECBDDECEECEEBE ECEFEAECEFDEEACEFCEECECDCCEFDECCECEEE FDEEBBFEDDE DABFBCDFCDACBFCDCFDE CFD AABCDF D D AD C DFE AF B B FCAFDFCDBACDFC EFEFCEAEEFEFCEFEEECECFEBDFCFEECEFAEFDEFECE CEFDECEFEFDECEDFEBDFCFEEECEBEEEECEBE BEFDEFCECEFCEDECEEFCEFDEFAEFBE DDCBCADDFECBCDABCDBABFDFADDDCDB FCFDBDACBFCCDCDDBDFFCBC CBCDEBFCFDEFCDFADFBFCBCBCABBB EBCBFCAFBFCCBCADFCDFCDECAB CBCDABBFDCDFECBCFCB BFFCAF BABCDFECFCAFCF CB CB DDFE DCC CBF B AC BF B B DCBC CDFE C BFFCAFDFC DF D C EECACECECCECFAEDFDDEDECEEECEDEBEEECAE CEEEFEEEEDEDEEECEBEFBECFFCFDECEEBDCE DEEECEEFCCEFEFEEEEECEEBEE DEEEEEEBCEEEEECCEEFEFDEBDEFEDE EECEDEBEFAEEDFEDCEFEDEEDFBE 152

167 C DEBFC FDE B B F DF BCDF BBFCBE BF DBBFCBE FCCDFE CD BBFCBE C BC ADBCCCBACBFECBCDFBCFBCBDB FBACFCBCDCBDFCCFDAABCDFDBF FFDFDADDCCCFCAFDFDFECDDFDFE DCADBCDFCBCDEBFCFDEBBCDEB BFCAFBDDFCFDECDDFDBCCBC BFCAFBEFBBCDDDCCDDCABCCDD CDCDBFFDFCDFDFECDDFE BFADBCDBCBCDDBFDCDFC BFDCCBCBCACFCDBCFDEBFDF BC D BDDDCBBDBDDC ABDFE AB AC F C CDFBBBCDFDBBFCBEDAACFCFCDFCBC DEBFC FDE FCDF BF BE B CBCA BCDF DC DFCCBBABCCDBCDFCBBCDFDCCBCCBCDB BCBFCAF FABDFEDFBCDFBBFCBEBFDBBFCBECFA BFACBFDEBFDFBDDBCDFECC BACCBDFEACFCDBBADFABBFCFD AABCDFDBCACFCDBDBDDDCBBDBDDCABDFEAB BFDABCDBFDABCDBABFDFADDDCDFCDC CBDEFDDBFCBCCDCCDFABBFBB BCDFBBFCBEDFACBFDECFCDFABFD CDFDBCCBCFDDFEBBCAACDABDFCAC BFDEBADBCCBCDCBFCFDFCAB FDE ACDCDBBFCBEFCEFCDF ABBBFDDFDDFDCAC ECECCCFECFDEDEEECEDFEEDCCFAECDEEEE EDCFCEACECECECCECECFECCEEECEBEECECEE EEFAEEDCBDEEECCEEAEEDEFECEFAEE ECECFEBAEBEFCDEFAFCFAEBECFDEECCEECEEFBE DECEECEEFECEEFAECEAEFECEFCFEEEE DECECCEFDECEDFE FDDDFDFBCDFBBFCBEBFDBBFCBECFA BFACBFDEDCBCCCFDAABCDFDDFDBB F BC C C F AD DF CF C F A BF ACB FDE B FC CD DF FDE CDF B F BCB C CBFBCBCDCD 153

168 DFBCDFBBFCBEDFABFDECFCDFACBF DBABDFCFDEDFDFDBFBDBB CCDCDFCABCDBDEFCBBBBADFCCDFCDF BFCFBFCABCDBDEFACBFDEDC B ABBC DFCDB BF DB AB B DFCF C EFBC BCCBCDCCDFEDDFECFCCCDBCBDBDFCBCDFDFC CC B FCBC C DFE C B ACB FDE AC ECCEFCFCEEBFDDEEDFBEDCBDEECEBEECEFDEEDFCFE FAEFCEEDECEEEEFEEEDEECECEBE CCE E FCBC AB FDE BD BC C DFCEBCDF DFE BF DBFCDFBBBEBCFCFCDB BCDDCDDBCBFDEDCBDCDFEABBF CBBFCDDCBDCDFDCDBDFCBCDFCFDFDDBBF EAAADDFCFDDCDFBDFCAFBFCBFDFE BFBBCDFCBDDCBCDFCDFECAB FDEAC EBFDEFCECEDFAEDCCDEEFECEFBDCCEEFEDEE DEEFEBFEEDEBFACDEECFDEECEEFECCEECEFDEE CE EEEDCFEFEEEDEEFCEEDCECEECAECEDCCECE DECEDEFCEDFBEDEEFECBDE FDFCCDFEDFCFABFACBFDEBCC D ABCDB ABFDF ADDDCD D FCAF DF C FDEDFCDBBBCDFDBBFCBECFCCFDFCBCC FDE D D C DE BBCDF D ABCDB ABFDF ADDDCDFCAFDFACBFDEDFCBCBABCDB EBCDF DF ACB FDE B EFB CDCD C D ABCDBABFDFCDDFDFEDBCADDFECDACCBCC DFDFE BCB B C DC B EBCDF C BC DC C BBCDCDBDFDFABFACBFDEB BCDFABFDEBAABBCCBCDCBFDFACBF CFDEBDCBBCBCDDEB DDFCECABCDDFDCBCBDFE ABEDFCBCCBCDBBCDFABFDEDC CBC C B BC DB AB B BC ACDCDBFABCDBEBCDFBADBCDCDCDF 154

169 AFCDDDCDFECABFDE AC ECDECECEDCCEFEDFCFCECEEBEDFCFCEFBDEEE FECEBBFEEDECFDEFDEEDDFEEEDFDDEDEEEFDCFAE DFCFCEFBEDE ECEEFDCFCEFEEEDCEFCEEBECEACFAEECEFE BFCEECEADEECEEDCFEACFDECECECEFEDBCE EAEECE DCDFBCDFBCDBDDDCBBDBDDCABDFEABD FDBBCDFDBBFCBEFCAFDFCABFACB FDE DC D DFCCDFE C CBC C BAC BAAB C DACBFCCDDFACBFDEDCEECCBC DF DEC B BC BCCBCDF FCAF DF ACB FDEFCCFFFDFEF B BBDBDDC ABDFE C ACDCD E ACB FDECCBDFDFBCDDFCCBDFEACFCDB C DF AB D BDDDC BF BBDBDDC ABDFE AB DACBFEBDDDCBFBBDBDDCABDFEABD BFCACDCDEACBFDEDFCDEBDDCBC CDFECABFACBFDEACACD CEFDEEECECCEDFDDEDEEDFCDECECEECFEDECE CEFDECEECCEEEECEACEBEDDEEEEEFDDECECEE CDEDECCEFDECEDFACDEAFDCECEFCCFEEFEFAEE CECEAEAEEDFCDEECEFEEDECEEEDFCDEFEE DECECECEECFEDEEDECEFAEDDEEFEDEEE CECEECECECCEECEFAEDDECECBE ECEFDEEFAEFEFDEEDEDEEDFDDECAE DFB FCAF ABCDFE DF FDE DFC C CBD AFBDBFADCBDCCFCDFDFABBFBCDFBAC DCDABFCCEBDDDCABDFEB DCBFBFDFBFFCBCDCBDFCDACBFCD CBF C ABCDFE DF FFFDE DFC C DFDFEBFCADDFEBFDEDFCDEFBD AADFABDFFFDEDFCDBBCDDCD CF CB AB C FCAF FCBC DC B DFC B ACFCDB C B BFC DF FDEDFCDCBFCBCDDACBFD 155

170 BCDFBCFDFCCBCDBDCFDEBFCBF FBCDFCAF C BAC BCDFE B DF DF A BF ACB FDE DCDFEDDFE BAC CF A BF ACB FDE BC FBCFCAFAACDFDBDFCBCDFBFDCBFDFC FDEBADBFDBCDFDCBBCDCDBFC BBFDCDDEDCBCCDACBFCCBCDFCF A BF ACB FDE CBC D BC D C DAB FCAFAACDFBFFDEBCBBCDCD BBCFCAFBCDFDCCFDEBDCBAAB CBCFCAFBBBCADCDAACDFBFBCDFDCCDB FDEDBBDFDFEDCEBCCBC DFBCDFBCDFCADCDFFCAFEFBDFDBCCBC CBDFCDFDEBFBCCBFCBFFEDFEC DCBFECBFEDCCBDFC DFE BC DF DF FCAF AACDF FDEBC BBCDCDCFCCCAFDECAABFCDE DCBAABCBCCDFCFDCDBDFCBCDFBADCBFC EDCBFDEDFACBFDEDDABF DFDFEBDCCCABCDBDFDFABF ACB FDE FDFE C FDE DC DCBDCBBBBDCBCDFCDFBFDDAD DBDFCBCDFDFADABCBDCBFDFDCBD FABFACBFDEDDDCBCFCAFDFAC B FDE CF C A BBCDF FCBC DC FDDABDC BF AD BF DE F FCBC DC DFE ABCDFAACFCEFDCBDEFDDBFCBCC DEBBCDFFCBCDCDFEABCDFAACFDFAC BFDEBDABDFCBDBAAC BCCEDFBBCAADCBDDFCDF BFCFCBCBBCDFFCAFFCBCDCB BCDCDFDDABDCDADDDFACBFDEC C C DFDF B ABCDB EBCDF BF DF ADDDFCAFDFEFBACBCCDBCDFDCB BCDCDBFCBBBFCAFDDCDDCCDCDFEB EBCDFBFADDBBDCEFFCFDBCDFDFACB FDEBCBDFEBDDCDBCCBDBAC 156

171 BFEDFEAFCBFDFBCDFADACCB DDFCBCDFBFBBCDABCDCDDE FCAFDDCDDCBCDCDDFACBFDEDBD FF C BC CBC B C FDE B FC ADDCDDFE DBBCDDCDDFFFCAFCFDFEBC BDDBACDDFDFECB ACABFACBFDEACDBFBFFCAF AD DCBCDF DEFFC BCDF BF FCAF AACDF B ADD DF A BF ACB FDE D ACD EECEFDEECFEBAEECEBBFCEFCECEEEECE FBEFDECEFDEFCECEEEECECFEFDEECEDCFBCFEE CDFEFEAEECCEBDECCEBEECEFDECEEFCECE FBBCEEDCDEDDEEEFE EDEEFAFECEFAECFEEECEEACEEFDE BFDDFAEFECEEEEBEECDFEEEBECCEFDEEE CEFDEFEEECEFAECFEDEFDEEDEDCFEEECFEFE DEFEDCEFADECEDFDDEFDCCEFDEFAE CFCAFDFACBFDEDFFD EEEECFBDEFCECEBFFFCECEEDEDBEDBE DEDCFEBEEECEECEFDCECECFACEECEDCEE BCDEBEEEECEECECFEEECEDDDEEDCFECE DDEEDCEEEDFBECEDEFCCEDDDEECECEEE CEEEEDECEEFDEDEECEDECEDCECEDBCEEBAE CE CDBACCBCDCFABFACBFDECB AFBFDCDBBBFFCDFDFADCDFC DEDECBEBDFBDCAABDFCDDDFBDFCF CFDEDCBCCDFECABFACB FDEACCBDFBFDCDBBBDCABCCC BCBBFBCCDBDDCDBFCDBCCBDFBC BDDCCCFDEBFBDFBCFDEDBE DDADBBFCDABCDFEDFFDEDFCC CBBFDDBCDDFDEDBEBF BDCDBDACBFC EEECECEEBEBEBECFEDEDFAEDCCEBAEE DFECECEDCDEECEEDEFDEEAECECEBBCECCEECEFE DBCEBDEDECEFCEDEBDEFCDCFAEECECFDECE 157

172 DCFDEDFDDECECCECDECECEECDEEDCDE CCEECECECECCEECECEDECCFCECEEBEECE FEFDECEEBECFDEDCFECCECEECEDBCECECE CBE CACBFDEAC EEFDCEDFCFCECEDEBCECEFECEFAEFBECCE ECFEDCEAECECEDBCFAEFEFECEFECDEFECFDE EAECFEEEEECDEEDCFFCFDEEEAFEE DBCFAEFCECCEFCEDCCCEFDEDEBFDDFAEFECEFAECEFDEE CECEEBFCEFDFDE DEFCAFAACDFBFBCDFDCCDFDE BFBBCDFFCBCDCBEBFDBCDF CBCDCDEBFABFCDECDEABFDCB B BC FC DACBFC DCC DACBFC BC DACBFC DACBFC DACBFCCABFDCBBDDEDE CDBDFBBFDFDBCDEFDDBFCDFCEADFDFBF CFFCAFAFABFACBFDEBCC FDFCDDCFCAF 158

173 DFBDCFFCDBDEBFCADDBACCBCBDBC DFCDEACDDFEAFCBCDFDFCDEBD CBCBCECDEBFCFCAFCBEBCDFDADC CDCFDFDCBCBAADBCFCBFFCBCF B DFE FEDFE C BCDFDA B EFB D B CDC ADBCAADBBDEBFCFCAFFDCFCB CDCFDFDCCDCBCACEBC BDC DEBFC D C DB AFF F CD CFD FDCDBAABDDCBFCDFEFBBECBFFCD CCBCCCCCFDCFCDEDFBC FDECDBDCBCFCDEBFC ADDDFBACDCFDCECDDF CDFABFACBFDECBCCFCDFBC BABDFDEBFCFCAFCFCDFDFCBF FBCD FCAF BAC B FB BCDF BF DFBC D BFEBE BF FDBCDF A DFBCDF DDFDEBDFEBBFEBCDFBFDFBCCFF DEBFCFCAFCFDDBCADFCFBCDDFEC BCDBCEDDFCFCDFBACDFC ACDBACCDFECFDEACAD DDACDFCCBCBCDF CEFCEFDECFEEAFEBEECEFAECEEEECEFAECE DEDECCEFDEDFBEEAEBE EECACEFCECEBEEBBEDECEDFBEAFEBCFADEE BFACDEECFDECDEEDBCFAECACECECEBFACDECEE CECECCECEECFEEBCFADEFCEDEEDECDE DEECFECDEEECCECEECEE EECFECCECEBFACECDEAEECEECECFEDFDDE DFAECEDECECFEBCEFDEDECEFCEFDEDFBEFAEFEE BFACE CDFE CE FDE DCE DE E BFCE CE E BFACE CDFEECDEAAEDFDDDEFCEFDEDCEFAEFE CECEEDEDEECEBCCEEEDFBDEEEDBFE CDEECCEEEEEDDDECCEFDEDCECEDDFEEEE DDEECECCEFDEEDFBECE FDF CBCBDFFCAFDEBFCBFFBCDBDBCC BFDAACFDCDBCDFCDBBCDCDCCD ABCDBCDFADFDABCCCBFD ABCDFECFFCFBFAAFCAFBFFC 159

174 CAACFDCDBFCADBBBABCDBDFDFBCBDF CBABCDBDFBCBFBADDFEFCAFCFCBCCBC ABCEDFEDBCDBFFEBABCDBBBDFC BC CBC BF DF F AB C FCDF C BC CF FCAFBFAACFDCDDBAFFCFCBBDBDDCBB DFABDBBDBDDCDFDCCFDCCCDFCABCF CDCFDFFCBFCFDFEEBCDFACBDFDFECBABCDBBB FDECDCFDFFCFCDCBDFABDF CFCDBCDFBDDDCCDBAABBFBFDCFDFE EBCDFFCBCFCCDFFCCBFBCDFDCDFE ABDFCDCBDFABCFBCECBADDFEFCAF BFBCAACFDCDDCCBCDFCCBABBCBCFCDFCBC ABCDB FDE D DFCFDFE DCFE BDB C DC FDFFC DC DC C CF C FEC DF B F DEBFCFCAFDA BBCCBCCFCCDCFDFFCBFCFDFEDF DEBFCFDEDABCFDFAACBFCAFDA ABDFE C DFC CA FDE DC CA FDEDCDAFDEBFCFCAD CFFCDFBDFCDBACFDED BBDFDCDFECACBFCCDFFCBEDFDC BFABFFDFEDCDCCFEABDFCABCDBABBCDFFCDF CCAFDEDFCFDFCADFECCABF BFDDCCDDFECBDCACCCFDFEABFA BFDEBBBCDBCDACCDBF B DC DFEBDF CC ABF BCD D DFE BF DF AB BF ABBCD CBFC FDFE ABF ACB FDEDFFCBCBDEBFBEDFEBFFC CBCEBCFCFCFBFBCDCFDFE ABF BCBBFCDCBCDBCBCAADCB BF B BF F DFCD BF EA DC FCAF BF FDEACCCBCCDFCDABCCABCDB BF EBC FCC F DF AAC DEBFC FCAF DFCFCCCAFDEBBCBDFC DCFDFDCBCABFDECFCAACD FCAFDADFEFBFDEFCFBCDCD ABCDBEBCDFBFBBDBDBABCCBB 160

175 FDC DC FDDABDCD BF ADB CDFE DF CC DF AACACDFFDEDFCC FFDFBCCCDCDCBCABFDEB CBBCACCFAECCFFDEDFC DCBFACBFDECBCCDBCCBCFCAF F BDCDF ABBFFFDFEF DFCBFCBEBFBFABDFEABDDFDFEF CBBFCBEBAABCFBDCDFBF D DF AAC D FDB CF FDE DFC BF FFFDE DFC DB BCDDCD BCC C BDFE BCD DF ACB FDE B AB C AB FDEBFCDCCBCDCDCDB EBCDFDBDBCFDFDFEBDBBCDDCDCCDFEC F C B DFC CDCD FDFE DF ACB FDEBBFCCFDBCCBAADFECF BFCADBDFCFDECACDCDFDDFC FDEDFCCDDDCCBCDFEACCB BCCBBCBDD DFBCDFBCDDCDCFDFCAFFCC AFFC AF C AAC CD CFD FDCD FDCDCABFBDFBBBFBBACD BCCDCCBFDFECDCFDFCAFCFCBCCBDEFDDBFC DACBFCCDCFDEACCDDFBADBCCBFB DFADFCD FDFECDCCBCCABCDBFDFFCBFDCEBCDF D EBC CF A BF ACB FDE C ABCDB FDFFCBFDCEBCDFABBDEFDDBFCDFBADFECB DF AAC D C DF C DF B DEF DF DFAACBCCFDECAACCDFEDDFAB FDE BC BF BBFCBE CDCD FDFE DF FFCDFB DFCDBFDFFCCBACBCDFEBADDFEFCAF BF AACFDCD BF CBC C ABFDF BB DFBFBDDDBFFDE B DBFC BF DDFC BC BC B B FC BE C DFDBCBEBDF 161

176 AAFDCBACD DEDEABDFBFCBBCDCDADCDFDFE C FDE DCDF DCDCDF FDE A BBCDCD C DE DAB C BF C D C FDE DF C CBFB DBCDFCBFCFDEBCDFDBCDDFCDF DEBCDFDBFBDBCFDEB CDFDBC CBFBCBCDCDCBCDFCCACBCDFFFBBCDF 162