diff --git a/exercicios/para-casa/Dados_Salario.db b/exercicios/para-casa/Dados_Salario.db
new file mode 100644
index 0000000..ba76d5c
Binary files /dev/null and b/exercicios/para-casa/Dados_Salario.db differ
diff --git a/exercicios/para-casa/Salary_Data2.csv b/exercicios/para-casa/Salary_Data2.csv
new file mode 100644
index 0000000..c22d093
--- /dev/null
+++ b/exercicios/para-casa/Salary_Data2.csv
@@ -0,0 +1,6705 @@
+Age,Gender,Education_Level,Job_Title,Years_of_Experience,Salary
+32,Male,Bachelor's,Software Engineer,5,90000
+28,Female,Master's,Data Analyst,3,65000
+45,Male,PhD,Senior Manager,15,150000
+36,Female,Bachelor's,Sales Associate,7,60000
+52,Male,Master's,Director,20,200000
+29,Male,Bachelor's,Marketing Analyst,2,55000
+42,Female,Master's,Product Manager,12,120000
+31,Male,Bachelor's,Sales Manager,4,80000
+26,Female,Bachelor's,Marketing Coordinator,1,45000
+38,Male,PhD,Senior Scientist,10,110000
+29,Male,Master's,Software Developer,3,75000
+48,Female,Bachelor's,HR Manager,18,140000
+35,Male,Bachelor's,Financial Analyst,6,65000
+40,Female,Master's,Project Manager,14,130000
+27,Male,Bachelor's,Customer Service Rep,2,40000
+44,Male,Bachelor's,Operations Manager,16,125000
+33,Female,Master's,Marketing Manager,7,90000
+39,Male,PhD,Senior Engineer,12,115000
+25,Female,Bachelor's,Data Entry Clerk,0,35000
+51,Male,Bachelor's,Sales Director,22,180000
+34,Female,Master's,Business Analyst,5,80000
+47,Male,Master's,VP of Operations,19,190000
+30,Male,Bachelor's,IT Support,2,50000
+36,Female,Bachelor's,Recruiter,9,60000
+41,Male,Master's,Financial Manager,13,140000
+28,Female,Bachelor's,Social Media Specialist,3,45000
+37,Female,Master's,Software Manager,11,110000
+24,Male,Bachelor's,Junior Developer,1,40000
+43,Female,PhD,Senior Consultant,15,140000
+33,Male,Master's,Product Designer,6,90000
+50,Male,Bachelor's,CEO,25,250000
+31,Female,Bachelor's,Accountant,4,55000
+29,Male,Master's,Data Scientist,3,75000
+39,Female,Bachelor's,Marketing Specialist,10,65000
+46,Male,PhD,Senior Manager,20,170000
+27,Male,Bachelor's,Technical Writer,2,45000
+35,Female,Bachelor's,HR Generalist,7,60000
+42,Male,Master's,Project Engineer,14,115000
+26,Female,Bachelor's,Customer Success Rep,1,40000
+49,Male,Bachelor's,Sales Executive,21,160000
+34,Female,Master's,UX Designer,5,80000
+48,Male,Master's,Operations Director,18,190000
+30,Male,Bachelor's,Network Engineer,3,60000
+36,Female,Bachelor's,Administrative Assistant,8,45000
+41,Male,Master's,Strategy Consultant,13,130000
+28,Female,Bachelor's,Copywriter,2,40000
+32,Male,Bachelor's,Account Manager,5,75000
+45,Female,Master's,Director of Marketing,16,180000
+38,Male,PhD,Senior Scientist,11,120000
+25,Male,Bachelor's,Help Desk Analyst,0,35000
+51,Female,Bachelor's,Customer Service Manager,22,130000
+33,Male,Master's,Business Intelligence Analyst,7,85000
+40,Female,Bachelor's,Event Coordinator,12,60000
+47,Male,Master's,VP of Finance,19,200000
+29,Female,Bachelor's,Graphic Designer,3,50000
+36,Male,Bachelor's,Sales Manager,9,95000
+27,Female,Master's,UX Researcher,2,65000
+43,Male,PhD,Senior Engineer,17,140000
+30,Female,Bachelor's,Social Media Manager,4,55000
+35,Male,Master's,Product Manager,7,105000
+51,Female,Master's,Director of Operations,23,170000
+29,Male,Bachelor's,Marketing Analyst,3,50000
+40,Female,Bachelor's,HR Manager,12,80000
+47,Male,PhD,Senior Data Scientist,21,180000
+26,Male,Bachelor's,Junior Accountant,1,35000
+38,Female,Master's,Digital Marketing Manager,10,90000
+46,Male,Bachelor's,IT Manager,19,120000
+31,Female,Bachelor's,Customer Service Representative,5,45000
+34,Male,Master's,Business Development Manager,8,90000
+49,Female,Master's,Senior Financial Analyst,18,150000
+33,Male,Bachelor's,Web Developer,6,65000
+39,Female,Bachelor's,Recruiter,11,70000
+45,Male,PhD,Research Director,16,190000
+28,Male,Bachelor's,Technical Support Specialist,2,40000
+42,Female,Master's,Creative Director,14,120000
+37,Male,Bachelor's,Project Manager,10,95000
+50,Female,Bachelor's,Operations Manager,22,160000
+32,Male,Master's,Senior Software Engineer,6,100000
+48,Female,Master's,Human Resources Director,20,180000
+30,Female,Bachelor's,Content Marketing Manager,3,55000
+36,Male,Bachelor's,Technical Recruiter,8,70000
+41,Female,Master's,Data Analyst,13,80000
+25,Male,Bachelor's,Sales Representative,0,30000
+52,Male,PhD,Chief Technology Officer,24,250000
+29,Female,Bachelor's,Junior Designer,2,40000
+34,Female,Master's,Financial Advisor,10,95000
+27,Male,Bachelor's,Junior Account Manager,2,45000
+40,Female,Bachelor's,HR Generalist,15,80000
+46,Male,Master's,Senior Project Manager,21,135000
+31,Female,Bachelor's,Marketing Coordinator,6,55000
+36,Male,PhD,Principal Scientist,11,120000
+29,Female,Bachelor's,Sales Associate,3,40000
+43,Male,Bachelor's,Supply Chain Manager,18,105000
+52,Female,Master's,Senior Marketing Manager,25,170000
+33,Male,Bachelor's,Business Analyst,7,75000
+39,Female,Bachelor's,Training Specialist,12,65000
+47,Male,PhD,Research Scientist,22,160000
+26,Male,Bachelor's,Junior Software Developer,1,35000
+38,Female,Master's,Public Relations Manager,10,90000
+45,Male,Bachelor's,Operations Analyst,20,110000
+31,Female,Bachelor's,Event Coordinator,5,45000
+35,Male,Master's,Product Marketing Manager,8,95000
+49,Female,Master's,Senior HR Manager,19,150000
+33,Male,Bachelor's,Junior Web Developer,5,50000
+39,Female,Master's,Senior Project Coordinator,13,80000
+44,Male,PhD,Chief Data Officer,16,220000
+30,Female,Bachelor's,Digital Content Producer,3,50000
+36,Male,Bachelor's,IT Support Specialist,7,60000
+41,Female,Master's,Senior Marketing Analyst,14,100000
+28,Male,Bachelor's,Customer Success Manager,2,40000
+42,Female,Master's,Senior Graphic Designer,15,110000
+37,Male,Bachelor's,Software Project Manager,9,95000
+50,Female,Bachelor's,Supply Chain Analyst,22,130000
+32,Male,Master's,Senior Business Analyst,6,90000
+23,Female,Bachelor's,Junior Marketing Analyst,0.5,35000
+31,Male,Master's,Senior Financial Analyst,6,95000
+40,Female,Bachelor's,Office Manager,15,65000
+48,Male,PhD,Principal Engineer,20,170000
+29,Female,Bachelor's,Junior HR Generalist,3,45000
+35,Male,Master's,Senior Product Manager,10,120000
+42,Female,Bachelor's,Sales Manager,17,100000
+53,Male,Master's,Director of Marketing,25,180000
+33,Female,Bachelor's,Junior Operations Analyst,5,50000
+38,Male,Bachelor's,Customer Service Manager,11,80000
+44,Female,PhD,Senior Scientist,16,140000
+26,Male,Bachelor's,Junior Accountant,2,40000
+37,Female,Master's,Senior HR Generalist,9,95000
+45,Male,Bachelor's,Sales Operations Manager,18,110000
+32,Female,Bachelor's,Marketing Coordinator,4,50000
+34,Male,Master's,Senior Software Developer,8,105000
+50,Female,Master's,Director of Operations,21,160000
+29,Male,Bachelor's,Junior Web Designer,3,45000
+40,Female,Master's,Senior Training Specialist,12,100000
+47,Male,PhD,Senior Research Scientist,22,160000
+27,Male,Bachelor's,Junior Sales Representative,1,35000
+39,Female,Bachelor's,Administrative Assistant,10,55000
+46,Male,Master's,Senior Project Manager,19,140000
+30,Female,Bachelor's,Junior Marketing Manager,4,50000
+36,Male,Bachelor's,Junior Data Analyst,7,60000
+43,Female,Master's,Senior Product Marketing Manager,14,120000
+28,Male,Bachelor's,Junior Business Analyst,2,40000
+41,Female,Master's,Senior Marketing Manager,13,110000
+33,Male,Bachelor's,Junior Software Developer,5,50000
+47,Male,Bachelor's,Senior Sales Manager,20,135000
+25,Female,Master's,Junior Marketing Specialist,1.5,40000
+34,Male,Bachelor's,Senior Business Analyst,8,90000
+42,Female,PhD,Senior Data Scientist,16,150000
+31,Male,Bachelor's,Junior Project Manager,4,60000
+38,Female,Bachelor's,Senior Accountant,10,80000
+45,Male,Master's,Director of Sales,19,175000
+29,Female,Bachelor's,Junior Recruiter,3,45000
+36,Male,Master's,Senior Business Development Manager,11,120000
+43,Female,PhD,Senior Product Designer,18,140000
+26,Male,Bachelor's,Junior Customer Support Specialist,2,35000
+37,Female,Master's,Senior Marketing Analyst,9,95000
+44,Male,Bachelor's,Senior IT Support Specialist,14,110000
+32,Female,Bachelor's,Junior Financial Analyst,5,50000
+33,Male,Master's,Senior Operations Manager,7,115000
+51,Female,PhD,Director of Human Resources,23,185000
+28,Male,Bachelor's,Junior Software Engineer,2,40000
+39,Female,Bachelor's,Senior Sales Representative,12,90000
+48,Male,Master's,Director of Product Management,21,175000
+30,Female,Bachelor's,Junior Copywriter,3,45000
+35,Male,Bachelor's,Senior Marketing Coordinator,7,80000
+41,Female,Master's,Senior Human Resources Manager,13,120000
+27,Male,Bachelor's,Junior Business Development Associate,1.5,35000
+40,Female,Bachelor's,Senior Account Manager,14,110000
+46,Male,PhD,Senior Researcher,18,150000
+31,Female,Bachelor's,Junior HR Coordinator,4,50000
+34,Male,Master's,Senior Software Engineer,9,105000
+50,Female,Master's,Director of Finance,20,180000
+29,Male,Bachelor's,Junior Marketing Coordinator,2,40000
+,,,,,
+43,Male,Bachelor's,Senior Project Manager,16,140000
+26,Female,Master's,Junior Data Scientist,1.5,45000
+35,Male,Bachelor's,Senior Operations Analyst,7,85000
+42,Female,PhD,Senior Marketing Manager,18,140000
+31,Male,Bachelor's,Junior Accountant,4,50000
+38,Female,Bachelor's,Senior Human Resources Coordinator,10,80000
+46,Male,Master's,Director of Operations,20,170000
+29,Female,Bachelor's,Junior Sales Representative,2,40000
+37,Male,Master's,Senior Business Analyst,9,105000
+44,Female,PhD,Senior UX Designer,15,145000
+27,Male,Bachelor's,Junior Product Manager,2,40000
+36,Female,Bachelor's,Senior Marketing Specialist,8,85000
+43,Male,Bachelor's,Senior IT Project Manager,14,130000
+33,Female,Master's,Senior Financial Analyst,6,95000
+34,Male,Bachelor's,Senior Quality Assurance Analyst,9,100000
+50,Female,PhD,Director of Sales and Marketing,22,180000
+28,Male,Bachelor's,Junior Operations Analyst,1.5,35000
+39,Female,Bachelor's,Senior Account Executive,12,95000
+47,Male,Master's,Director of Business Development,19,170000
+30,Female,Bachelor's,Junior Social Media Manager,3,45000
+34,Male,Bachelor's,Senior Product Manager,7,95000
+40,Female,Master's,Senior Human Resources Specialist,13,120000
+28,Male,Bachelor's,Junior Business Analyst,2,40000
+41,Female,Bachelor's,Senior Marketing Coordinator,11,90000
+45,Male,PhD,Senior Data Analyst,17,155000
+32,Female,Bachelor's,Junior Account Manager,5,55000
+35,Male,Master's,Senior Software Developer,9,110000
+49,Female,Master's,Director of Human Capital,21,180000
+30,Male,Bachelor's,Junior Advertising Coordinator,3,45000
+44,Male,Bachelor's,Senior Sales Manager,16,130000
+27,Female,Master's,Junior UX Designer,1.5,45000
+36,Male,Bachelor's,Senior Accountant,7,90000
+41,Female,PhD,Senior Marketing Director,17,160000
+31,Male,Bachelor's,Junior HR Generalist,4,50000
+39,Female,Bachelor's,Senior Operations Manager,10,120000
+47,Male,Master's,Director of Finance,20,170000
+30,Female,Bachelor's,Junior Marketing Coordinator,2,40000
+38,Male,Master's,Senior IT Consultant,9,110000
+45,Female,PhD,Senior Product Designer,15,150000
+28,Male,Bachelor's,Junior Business Development Associate,2,40000
+35,Female,Bachelor's,Senior Marketing Analyst,8,85000
+44,Male,Bachelor's,Senior Software Engineer,14,130000
+34,Female,Master's,Senior Financial Advisor,6,100000
+35,Male,Bachelor's,Senior Project Coordinator,9,95000
+50,Female,PhD,Director of Operations,22,180000
+29,Male,Bachelor's,Junior Business Operations Analyst,1.5,35000
+40,Female,Bachelor's,Senior Sales Representative,12,100000
+48,Male,Master's,Director of Marketing,19,170000
+31,Female,Bachelor's,Junior Social Media Specialist,3,45000
+33,Male,Bachelor's,Senior Product Development Manager,7,100000
+42,Female,Master's,Senior Human Resources Manager,13,140000
+28,Male,Bachelor's,Junior Financial Analyst,2,40000
+40,Female,Bachelor's,Senior Marketing Manager,11,105000
+46,Male,PhD,Senior Data Scientist,18,160000
+33,Female,Bachelor's,Junior Operations Manager,5,70000
+37,Male,Master's,Senior Software Architect,9,120000
+51,Female,Master's,Director of Human Resources,21,190000
+30,Male,Bachelor's,Junior Marketing Specialist,3,45000
+43,Male,Bachelor's,Senior Project Manager,15,120000
+27,Female,Master's,Junior Research Scientist,1.5,50000
+35,Male,Bachelor's,Senior Operations Analyst,8,85000
+42,Female,PhD,Senior Marketing Manager,13,140000
+32,Male,Bachelor's,Junior Sales Representative,3,45000
+37,Female,Bachelor's,Senior Financial Analyst,9,100000
+45,Male,Master's,Senior Software Developer,16,140000
+33,Female,Bachelor's,Junior Operations Analyst,5,70000
+39,Male,Bachelor's,Senior Marketing Specialist,10,120000
+44,Female,PhD,Senior HR Manager,18,160000
+29,Male,Bachelor's,Junior Business Analyst,1.5,40000
+38,Female,Bachelor's,Senior Product Manager,10,120000
+46,Male,PhD,Senior Data Analyst,19,150000
+34,Female,Bachelor's,Junior Marketing Analyst,6,70000
+36,Male,Bachelor's,Senior Operations Manager,8,95000
+49,Female,Master's,Director of Marketing,21,180000
+31,Male,Bachelor's,Junior Financial Analyst,3,50000
+41,Female,Bachelor's,Senior Project Coordinator,11,95000
+47,Male,Master's,Director of Operations,20,170000
+30,Female,Bachelor's,Junior Marketing Coordinator,2,40000
+38,Male,Master's,Senior IT Consultant,9,110000
+45,Female,PhD,Senior Product Designer,15,150000
+28,Male,Bachelor's,Junior Business Development Associate,2,40000
+35,Female,Bachelor's,Senior Marketing Analyst,8,85000
+44,Male,Bachelor's,Senior Software Engineer,14,130000
+34,Female,Master's,Senior Financial Advisor,6,100000
+35,Male,Bachelor's,Senior Project Coordinator,9,95000
+50,Female,PhD,Director of Operations,22,180000
+29,Male,Bachelor's,Junior Business Operations Analyst,1.5,350
+,,,,,
+37,Female,Bachelor's,Senior Financial Manager,10,120000
+46,Male,PhD,Senior Data Scientist,18,160000
+31,Female,Bachelor's,Junior Marketing Coordinator,3,50000
+42,Male,Bachelor's,Senior Operations Manager,12,110000
+29,Female,Bachelor's,Junior Sales Representative,1.5,40000
+36,Male,Bachelor's,Senior Marketing Specialist,8,95000
+44,Female,Master's,Senior HR Specialist,15,140000
+33,Male,Bachelor's,Junior Operations Manager,4,60000
+39,Female,Bachelor's,Senior Marketing Coordinator,9,110000
+45,Male,PhD,Senior Data Engineer,16,150000
+32,Female,Bachelor's,Junior Marketing Manager,4,60000
+37,Male,Bachelor's,Senior Financial Analyst,8,90000
+47,Female,Master's,Director of Marketing,20,180000
+30,Male,Bachelor's,Junior Business Analyst,2,40000
+38,Female,Bachelor's,Senior Project Manager,9,120000
+46,Male,PhD,Senior Data Analyst,17,160000
+34,Female,Bachelor's,Junior Financial Analyst,5,70000
+36,Male,Bachelor's,Senior Product Manager,8,95000
+49,Female,Master's,Director of Operations,21,180000
+31,Male,Bachelor's,Junior Operations Analyst,3,50000
+41,Female,Bachelor's,Senior Project Coordinator,11,95000
+47,Male,Master's,Director of Marketing,19,170000
+29,Female,Bachelor's,Junior Business Development Associate,1.5,35000
+35,Male,Bachelor's,Senior Financial Manager,9,100000
+44,Female,PhD,Senior Product Designer,15,150000
+33,Male,Bachelor's,Junior Business Analyst,4,60000
+35,Female,Bachelor's,Senior Marketing Analyst,8,85000
+44,Male,Bachelor's,Senior Software Engineer,13,130000
+32,Male,Bachelor's,Junior Product Manager,4,65000
+38,Female,Bachelor's,Senior Business Analyst,10,110000
+49,Male,PhD,Director of Operations,21,180000
+29,Female,Bachelor's,Junior Marketing Specialist,2,40000
+35,Male,Bachelor's,Senior Business Development Manager,7,90000
+45,Female,Master's,Senior HR Manager,14,140000
+33,Male,Bachelor's,Junior Financial Analyst,4,60000
+40,Female,Bachelor's,Senior Marketing Manager,12,130000
+44,Male,PhD,Senior Data Scientist,16,160000
+30,Female,Bachelor's,Junior Operations Coordinator,2,40000
+37,Male,Bachelor's,Senior Marketing Analyst,9,100000
+48,Female,Master's,Director of HR,20,180000
+31,Male,Bachelor's,Junior Project Manager,3,55000
+38,Female,Bachelor's,Senior Operations Coordinator,9,120000
+45,Male,PhD,Senior Data Engineer,16,150000
+33,Female,Bachelor's,Junior Marketing Manager,5,70000
+36,Male,Bachelor's,Senior Business Analyst,8,95000
+49,Female,Master's,Director of Marketing,21,180000
+31,Male,Bachelor's,Junior Operations Analyst,3,50000
+42,Female,Bachelor's,Senior Project Manager,12,120000
+47,Male,Master's,Director of Marketing,19,170000
+29,Female,Bachelor's,Junior Business Development Associate,1.5,35000
+35,Male,Bachelor's,Senior Financial Manager,9,100000
+44,Female,PhD,Senior Product Designer,15,150000
+33,Male,Bachelor's,Junior Business Analyst,4,60000
+35,Female,Bachelor's,Senior Marketing Analyst,8,85000
+44,Male,Bachelor's,Senior Software Engineer,13,130000
+34,Female,Master's,Senior Financial Advisor,6,80000
+36,Male,Bachelor's,Senior Marketing Specialist,8,95000
+30,Female,Bachelor's,Junior HR Coordinator,2,40000
+37,Male,Bachelor's,Senior Business Development Manager,10,120000
+45,Female,Master's,Senior Marketing Manager,16,160000
+32,Male,Bachelor's,Junior Financial Advisor,4,65000
+39,Female,Bachelor's,Senior Project Manager,12,130000
+47,Male,PhD,Director of Engineering,20,180000
+29,Female,Bachelor's,Junior Marketing Analyst,2,40000
+36,Male,Bachelor's,Senior Operations Manager,9,100000
+43,Female,PhD,Senior Data Scientist,15,150000
+32,Male,Bachelor's,Junior Marketing Coordinator,3,55000
+38,Female,Bachelor's,Senior Business Analyst,10,110000
+48,Male,Master's,Director of Marketing,21,180000
+31,Female,Bachelor's,Junior Business Development Associate,3,50000
+40,Male,Bachelor's,Senior Financial Analyst,12,130000
+45,Female,PhD,Senior UX Designer,16,160000
+33,Male,Bachelor's,Junior Product Manager,4,60000
+36,Female,Bachelor's,Senior Marketing Manager,8,95000
+47,Male,Master's,Director of Operations,19,170000
+29,Female,Bachelor's,Junior Project Manager,2,40000
+34,Male,Bachelor's,Senior Operations Coordinator,7,90000
+44,Female,PhD,Senior Business Analyst,15,150000
+33,Male,Bachelor's,Junior Marketing Specialist,5,70000
+35,Female,Bachelor's,Senior Financial Manager,8,90000
+43,Male,Master's,Director of Marketing,18,170000
+31,Female,Bachelor's,Junior Financial Analyst,3,50000
+41,Male,Bachelor's,Senior Product Manager,14,150000
+44,Female,PhD,Senior Data Engineer,16,160000
+33,Male,Bachelor's,Junior Business Analyst,4,60000
+35,Female,Bachelor's,Senior Marketing Analyst,8,85000
+45,Male,Master's,Director of Engineering,19,180000
+28,Female,Bachelor's,Junior Operations Manager,1,35000
+36,Male,Bachelor's,Senior Business Development Manager,8,110000
+44,Female,PhD,Senior Data Scientist,16,160000
+31,Male,Bachelor's,Junior Marketing Coordinator,3,55000
+38,Female,Bachelor's,Senior Business Analyst,10,110000
+48,Male,Master's,Director of Marketing,21,180000
+31,Female,Bachelor's,Junior Business Development Associate,3,50000
+40,Male,Bachelor's,Senior Financial Analyst,12,130000
+45,Female,PhD,Senior UX Designer,16,160000
+33,Male,Bachelor's,Junior Product Manager,4,60000
+36,Female,Bachelor's,Senior Marketing Manager,8,95000
+47,Male,Master's,Director of Operations,19,170000
+29,Female,Bachelor's,Junior Project Manager,2,40000
+34,Male,Bachelor's,Senior Operations Coordinator,7,90000
+44,Female,PhD,Senior Business Analyst,15,150000
+33,Male,Bachelor's,Junior Marketing Specialist,5,70000
+35,Female,Bachelor's,Senior Financial Manager,8,90000
+43,Male,Master's,Director of Marketing,18,170000
+31,Female,Bachelor's,Junior Financial Analyst,3,50000
+41,Male,Bachelor's,Senior Product Manager,14,150000
+44,Female,PhD,Senior Data Engineer,16,160000
+33,Male,Bachelor's,Junior Business Analyst,4,60000
+35,Female,Bachelor's,Senior Marketing Analyst,8,85000
+43,Male,Master's,Director of Operations,19,170000
+29,Female,Bachelor's,Junior Project Manager,2,40000
+34,Male,Bachelor's,Senior Operations Coordinator,7,90000
+44,Female,PhD,Senior Business Analyst,15,150000
+31,Male,Master's,Data Scientist,6,160000
+28,Female,Bachelor's,Software Engineer,3,125000
+26,Male,Master's,Product Manager,2,120000
+27,Female,Bachelor's,Data Analyst,2,110000
+30,Male,PhD,Data Scientist,5,180000
+29,Female,Bachelor's,Software Engineer,4,140000
+32,Male,Bachelor's,Product Manager,7,170000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+27,Male,PhD,Data Scientist,2,115000
+29,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Bachelor's,Product Manager,9,185000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+28,Male,Bachelor's,Software Engineer,3,125000
+26,Female,Master's,Product Manager,2,120000
+27,Male,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,5,180000
+29,Male,Bachelor's,Software Engineer,4,140000
+32,Male,Bachelor's,Product Manager,7,170000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+27,Male,PhD,Data Scientist,2,115000
+29,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Bachelor's,Product Manager,9,185000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+28,Male,Bachelor's,Software Engineer,3,125000
+26,Female,Master's,Product Manager,2,120000
+27,Male,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,5,180000
+29,Male,Bachelor's,Software Engineer,4,140000
+32,Male,Bachelor's,Product Manager,7,170000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+27,Male,PhD,Data Scientist,2,115000
+29,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Bachelor's,Product Manager,9,185000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+28,Male,Bachelor's,Software Engineer,3,125000
+26,Female,Master's,Product Manager,2,120000
+27,Male,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,5,180000
+29,Male,Bachelor's,Software Engineer,4,140000
+32,Male,Bachelor's,Product Manager,7,170000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+27,Male,PhD,Data Scientist,2,115000
+29,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Bachelor's,Product Manager,9,185000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+27,Male,PhD,Data Scientist,2,115000
+29,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Bachelor's,Product Manager,9,185000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+28,Male,Bachelor's,Software Engineer,3,125000
+26,Female,Master's,Product Manager,2,120000
+27,Male,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,5,180000
+29,Male,Bachelor's,Software Engineer,4,140000
+32,Male,Bachelor's,Product Manager,7,170000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+27,Male,PhD,Data Scientist,2,115000
+29,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Bachelor's,Product Manager,9,185000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+27,Male,PhD,Data Scientist,2,115000
+29,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Bachelor's,Product Manager,9,185000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+27,Male,PhD,Data Scientist,2,115000
+29,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Bachelor's,Product Manager,9,185000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+27,Male,PhD,Data Scientist,2,115000
+29,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Bachelor's,Product Manager,9,185000
+25,Female,Master's,Data Analyst,1,100000
+33,Male,PhD,Data Scientist,8,190000
+31,Female,Bachelor's,Software Engineer,6,155000
+28,Male,Master's,Product Manager,3,130000
+30,Female,Bachelor's,Data Analyst,5,145000
+27,Male,PhD,Data Scientist,2,115000
+29,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Bachelor's,Product Manager,9,185000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+27,Female,Bachelor's,Product Manager,4,150000
+24,Male,Bachelor's,Data Analyst,1,90000
+31,Female,Master's,Data Scientist,9,195000
+28,Male,Bachelor's,Software Engineer,5,160000
+33,Female,Master's,Product Manager,11,198000
+25,Male,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+27,Male,Bachelor's,Software Engineer,4,140000
+34,Female,Master's,Product Manager,12,196000
+23,Male,Bachelor's,Data Analyst,1,95000
+32,Female,PhD,Data Scientist,10,193000
+29,Male,Bachelor's,Software Engineer,6,175000
+30,Female,Bachelor's,Product Manager,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+31,Female,Master's,Data Scientist,6,180000
+28,Male,Bachelor's,Software Engineer,5,160000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+30,Female,PhD,Data Scientist,7,185000
+27,Male,Bachelor's,Software Engineer,4,140000
+34,Female,Master's,Product Manager,12,196000
+25,Male,Bachelor's,Data Analyst,2,110000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+27,Female,Bachelor's,Product Manager,4,150000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+33,Male,Master's,Product Manager,11,198000
+26,Female,Bachelor's,Data Analyst,3,130000
+30,Male,PhD,Data Scientist,7,185000
+27,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Master's,Product Manager,12,196000
+25,Female,Bachelor's,Data Analyst,2,110000
+32,Male,Bachelor's,Software Engineer,8,190000
+29,Female,Master's,Data Scientist,6,180000
+30,Male,Bachelor's,Data Analyst,5,160000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+31,Female,PhD,Data Scientist,9,195000
+28,Male,Bachelor's,Software Engineer,5,160000
+27,Female,Bachelor's,Product Manager,4,150000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+25,Male,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+27,Male,Bachelor's,Software Engineer,4,140000
+34,Female,Master's,Product Manager,12,196000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Male,Bachelor's,Data Analyst,2,125000
+28,Female,Master's,Data Scientist,6,175000
+30,Male,Bachelor's,Software Engineer,8,190000
+27,Female,Bachelor's,Product Manager,4,150000
+24,Male,Bachelor's,Data Analyst,1,95000
+31,Male,Master's,Data Scientist,9,195000
+28,Male,Bachelor's,Software Engineer,5,160000
+33,Female,Master's,Product Manager,11,198000
+26,Male,Bachelor's,Data Analyst,3,130000
+30,Female,PhD,Data Scientist,7,185000
+27,Male,Bachelor's,Software Engineer,4,140000
+34,Female,Master's,Product Manager,12,196000
+23,Male,Bachelor's,Data Analyst,1,90000
+32,Female,PhD,Data Scientist,10,193000
+29,Male,Bachelor's,Software Engineer,6,170000
+30,Female,Bachelor's,Product Manager,5,160000
+26,Male,Bachelor's,Data Analyst,3,135000
+31,Female,Master's,Data Scientist,6,180000
+28,Male,Bachelor's,Software Engineer,5,160000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+30,Female,PhD,Data Scientist,7,185000
+27,Male,Bachelor's,Software Engineer,4,140000
+34,Female,Master's,Product Manager,12,196000
+25,Male,Bachelor's,Data Analyst,2,115000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+27,Female,Bachelor's,Product Manager,4,150000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+33,Male,Master's,Product Manager,11,198000
+26,Female,Bachelor's,Data Analyst,3,130000
+30,Male,PhD,Data Scientist,7,185000
+27,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Master's,Product Manager,12,196000
+25,Female,Bachelor's,Data Analyst,2,110000
+32,Male,Bachelor's,Software Engineer,8,190000
+29,Female,Master's,Data Scientist,6,180000
+30,Male,Bachelor's,Data Analyst,5,160000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+31,Female,PhD,Data Scientist,9,195000
+28,Male,Bachelor's,Software Engineer,5,160000
+27,Female,Bachelor's,Product Manager,4,150000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+25,Male,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+27,Male,Bachelor's,Software Engineer,4,140000
+34,Female,Master's,Product Manager,12,196000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+23,Male,Bachelor's,Data Analyst,1,90000
+27,Female,Master's,Data Scientist,4,150000
+32,Male,Bachelor's,Software Engineer,8,190000
+24,Female,Bachelor's,Product Manager,3,125000
+25,Male,Bachelor's,Data Analyst,2,110000
+31,Male,Master's,Data Scientist,7,180000
+28,Male,Bachelor's,Software Engineer,5,160000
+33,Female,Master's,Product Manager,10,195000
+26,Male,Bachelor's,Data Analyst,3,130000
+30,Female,PhD,Data Scientist,6,170000
+27,Male,Bachelor's,Software Engineer,4,140000
+34,Female,Master's,Product Manager,11,196000
+23,Male,Bachelor's,Data Analyst,1,92000
+32,Female,PhD,Data Scientist,9,195000
+29,Male,Bachelor's,Software Engineer,6,170000
+30,Female,Bachelor's,Product Manager,5,160000
+26,Male,Bachelor's,Data Analyst,3,135000
+31,Female,Master's,Data Scientist,6,180000
+28,Male,Bachelor's,Software Engineer,5,165000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,95000
+30,Female,PhD,Data Scientist,7,185000
+27,Male,Bachelor's,Software Engineer,4,140000
+34,Female,Master's,Product Manager,12,196000
+25,Male,Bachelor's,Data Analyst,2,115000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+27,Female,Bachelor's,Product Manager,4,150000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+33,Male,Master's,Product Manager,11,198000
+26,Female,Bachelor's,Data Analyst,3,130000
+30,Male,PhD,Data Scientist,7,185000
+27,Female,Bachelor's,Software Engineer,4,140000
+34,Male,Master's,Product Manager,12,196000
+25,Female,Bachelor's,Data Analyst,2,110000
+32,Male,Bachelor's,Software Engineer,8,190000
+29,Female,Master's,Data Scientist,6,180000
+30,Male,Bachelor's,Data Analyst,5,160000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+31,Female,PhD,Data Scientist,9,195000
+28,Male,Bachelor's,Software Engineer,5,160000
+27,Female,Bachelor's,Product Manager,4,150000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+25,Male,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+27,Male,Bachelor's,Software Engineer,4,140000
+34,Female,Master's,Product Manager,12,196000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+25,Male,Bachelor's,Data Analyst,3,135000
+32,Male,Bachelor's,Software Engineer,8,190000
+29,Female,Master's,Data Scientist,6,180000
+30,Male,Bachelor's,Data Analyst,5,160000
+24,Male,Bachelor's,Data Analyst,1,95000
+33,Female,Master's,Product Manager,11,196000
+27,Male,Bachelor's,Software Engineer,4,140000
+26,Male,Bachelor's,Data Analyst,3,130000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Female,Bachelor's,Data Analyst,3,130000
+30,Male,PhD,Data Scientist,7,185000
+27,Female,Bachelor's,Product Manager,4,150000
+24,Male,Bachelor's,Data Analyst,1,90000
+33,Male,Master's,Product Manager,11,198000
+25,Male,Bachelor's,Data Analyst,2,115000
+28,Male,Bachelor's,Software Engineer,5,165000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+27,Male,Bachelor's,Software Engineer,4,140000
+31,Female,Master's,Data Scientist,6,180000
+30,Male,Bachelor's,Data Analyst,5,160000
+24,Male,Bachelor's,Data Analyst,1,92000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+25,Male,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+27,Male,Bachelor's,Software Engineer,4,140000
+34,Female,Master's,Product Manager,12,196000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+31,Male,Bachelor's,Data Analyst,9,195000
+28,Female,Bachelor's,Software Engineer,5,160000
+26,Male,Bachelor's,Data Analyst,3,130000
+29,Female,Master's,Data Scientist,6,180000
+32,Male,Bachelor's,Software Engineer,8,190000
+33,Female,Master's,Product Manager,11,198000
+24,Male,Bachelor's,Data Analyst,1,90000
+27,Male,Bachelor's,Software Engineer,4,140000
+25,Female,Bachelor's,Data Analyst,2,110000
+30,Female,PhD,Data Scientist,7,185000
+32,Male,Bachelor's Degree,Data Analyst,5,135000
+27,Female,Master's Degree,Data Scientist,3,180000
+40,Male,Bachelor's Degree,Software Engineer,12,195000
+35,Female,Bachelor's Degree,Product Manager,8,165000
+43,Male,Master's Degree,Data Scientist,15,198000
+29,Female,Bachelor's Degree,Software Engineer,4,150000
+36,Male,Bachelor's Degree,Data Analyst,9,162000
+31,Male,Master's Degree,Data Scientist,6,175000
+42,Female,Bachelor's Degree,Software Engineer,13,197000
+33,Male,Bachelor's Degree,Data Analyst,7,142000
+29,Female,Master's Degree,Data Scientist,4,182000
+41,Male,Bachelor's Degree,Software Engineer,11,185000
+35,Female,Bachelor's Degree,Product Manager,8,170000
+27,Male,Bachelor's,Software Engineer,4,160000
+32,Male,Bachelor's,Data Scientist,8,180000
+29,Female,Master's,Data Analyst,6,150000
+30,Male,Bachelor's,Data Analyst,5,140000
+24,Male,Bachelor's,Data Analyst,2,100000
+33,Female,Master's,Product Manager,11,190000
+27,Male,Bachelor's,Software Engineer,4,160000
+26,Male,Bachelor's,Data Analyst,3,120000
+30,Female,PhD,Data Scientist,7,170000
+31,Male,Bachelor's,Data Analyst,9,190000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Female,Bachelor's,Data Analyst,3,120000
+30,Male,PhD,Data Scientist,7,170000
+27,Female,Bachelor's,Product Manager,4,130000
+24,Male,Bachelor's,Data Analyst,2,95000
+33,Male,Master's,Product Manager,11,195000
+25,Male,Bachelor's,Data Analyst,2,100000
+28,Male,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+29,Female,Master's,Data Scientist,6,150000
+32,Male,Bachelor's,Data Scientist,8,180000
+33,Female,Master's,Product Manager,11,195000
+27,Male,Bachelor's,Software Engineer,4,160000
+31,Female,Master's,Data Scientist,6,170000
+30,Male,Bachelor's,Data Analyst,5,140000
+24,Male,Bachelor's,Data Analyst,2,95000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+32,Male,Bachelor's,Software Engineer,8,180000
+33,Female,Master's,Product Manager,11,195000
+25,Male,Bachelor's,Data Analyst,2,100000
+30,Female,PhD,Data Scientist,7,170000
+27,Male,Bachelor's,Software Engineer,4,160000
+34,Female,Master's,Product Manager,12,190000
+31,Male,Bachelor's,Data Analyst,9,190000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+29,Female,Master's,Data Scientist,6,150000
+32,Male,Bachelor's,Software Engineer,8,180000
+33,Female,Master's,Product Manager,11,195000
+24,Male,Bachelor's,Data Analyst,2,95000
+27,Male,Bachelor's,Software Engineer,4,160000
+25,Female,Bachelor's,Data Analyst,2,100000
+30,Female,PhD,Data Scientist,7,170000
+31,Male,Bachelor's,Data Analyst,9,190000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+29,Female,Master's,Data Scientist,6,150000
+32,Male,Bachelor's,Software Engineer,8,180000
+33,Female,Master's,Product Manager,11,195000
+24,Male,Bachelor's,Data Analyst,2,95000
+27,Male,Bachelor's,Software Engineer,4,160000
+25,Female,Bachelor's,Data Analyst,2,100000
+30,Female,PhD,Data Scientist,7,170000
+31,Male,Bachelor's,Data Analyst,9,190000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+29,Female,Master's,Data Scientist,6,150000
+32,Male,Bachelor's,Software Engineer,8,180000
+33,Female,Master's,Product Manager,11,195000
+24,Male,Bachelor's,Data Analyst,2,95000
+27,Male,Bachelor's,Software Engineer,4,160000
+25,Female,Bachelor's,Data Analyst,2,100000
+30,Female,PhD,Data Scientist,7,170000
+31,Male,Bachelor's,Data Analyst,9,190000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+29,Female,Master's,Data Scientist,6,150000
+32,Male,Bachelor's,Software Engineer,8,180000
+33,Female,Master's,Product Manager,11,195000
+24,Male,Bachelor's,Data Analyst,2,95000
+27,Male,Bachelor's,Software Engineer,4,160000
+25,Female,Bachelor's,Data Analyst,2,100000
+30,Female,PhD,Data Scientist,7,170000
+31,Male,Bachelor's,Data Analyst,9,190000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+29,Female,Master's,Data Scientist,6,150000
+32,Male,Bachelor's,Software Engineer,8,180000
+33,Female,Master's,Product Manager,11,195000
+24,Male,Bachelor's,Data Analyst,2,95000
+27,Male,Bachelor's,Software Engineer,4,160000
+25,Female,Bachelor's,Data Analyst,2,100000
+30,Female,PhD,Data Scientist,7,170000
+31,Male,Bachelor's,Data Analyst,9,190000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+29,Female,Master's,Data Scientist,6,150000
+32,Male,Bachelor's,Software Engineer,8,180000
+33,Female,Master's,Product Manager,11,195000
+24,Male,Bachelor's,Data Analyst,2,95000
+27,Male,Bachelor's,Software Engineer,4,160000
+25,Female,Bachelor's,Data Analyst,2,100000
+30,Female,PhD,Data Scientist,7,170000
+31,Male,Bachelor's,Data Analyst,9,190000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+29,Female,Master's,Data Scientist,6,150000
+32,Male,Bachelor's,Software Engineer,8,180000
+33,Female,Master's,Product Manager,11,195000
+24,Male,Bachelor's,Data Analyst,2,95000
+27,Male,Bachelor's,Software Engineer,4,160000
+25,Female,Bachelor's,Data Analyst,2,100000
+30,Female,PhD,Data Scientist,7,170000
+31,Male,Bachelor's,Data Analyst,9,190000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+29,Female,Master's,Data Scientist,6,150000
+32,Male,Bachelor's,Software Engineer,8,180000
+33,Female,Master's,Product Manager,11,195000
+24,Male,Bachelor's,Data Analyst,2,95000
+27,Male,Bachelor's,Software Engineer,4,160000
+25,Female,Bachelor's,Data Analyst,2,100000
+30,Female,PhD,Data Scientist,7,170000
+31,Male,Bachelor's,Data Analyst,9,190000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+29,Female,Master's,Data Scientist,6,150000
+32,Male,Bachelor's,Software Engineer,8,180000
+33,Female,Master's,Product Manager,11,195000
+24,Male,Bachelor's,Data Analyst,2,95000
+27,Male,Bachelor's,Software Engineer,4,160000
+25,Female,Bachelor's,Data Analyst,2,100000
+30,Female,PhD,Data Scientist,7,170000
+31,Male,Bachelor's,Data Analyst,9,190000
+28,Female,Bachelor's,Software Engineer,5,150000
+26,Male,Bachelor's,Data Analyst,3,120000
+29,Female,Master's,Data Scientist,6,150000
+32,Male,Bachelor's,Software Engineer,8,180000
+33,Female,Master's,Product Manager,11,195000
+24,Male,Bachelor's,Data Analyst,2,95000
+27,Male,Bachelor's,Software Engineer,4,160000
+25,Female,Bachelor's,Data Analyst,2,100000
+30,Female,PhD,Data Scientist,7,170000
+29,Male,Bachelor's,Software Engineer,7,180000
+27,Female,Bachelor's,Data Analyst,5,120000
+33,Male,Master's,Data Scientist,10,195000
+28,Male,Bachelor's,Software Engineer,4,160000
+26,Female,Bachelor's,Data Analyst,3,100000
+31,Male,Bachelor's,Product Manager,8,190000
+30,Male,Master's,Software Engineer,6,170000
+32,Female,Bachelor's,Data Scientist,9,185000
+29,Male,Bachelor's,Data Analyst,7,130000
+35,Female,Bachelor's,Product Manager,12,190000
+27,Male,Bachelor's,Software Engineer,5,150000
+28,Female,Master's,Data Scientist,6,150000
+37,Male,PhD,Product Manager,14,195000
+26,Male,Bachelor's,Data Analyst,3,110000
+30,Female,Bachelor's,Software Engineer,8,180000
+31,Male,Master's,Data Scientist,9,185000
+29,Female,Bachelor's,Data Analyst,7,130000
+32,Male,Bachelor's,Software Engineer,10,190000
+28,Female,Master's,Data Scientist,6,155000
+34,Male,Bachelor's,Software Engineer,12,195000
+25,Female,Bachelor's,Data Analyst,2,90000
+30,Male,Bachelor's,Product Manager,8,185000
+29,Female,Bachelor's,Data Analyst,6,120000
+31,Male,Bachelor's,Software Engineer,9,180000
+26,Female,Bachelor's,Data Analyst,3,100000
+33,Male,Master's,Data Scientist,10,195000
+28,Male,Bachelor's,Software Engineer,4,160000
+27,Female,Bachelor's,Data Analyst,5,125000
+30,Male,Master's,Software Engineer,6,170000
+32,Female,Bachelor's,Data Scientist,9,185000
+29,Male,Bachelor's,Data Analyst,7,130000
+35,Female,Bachelor's,Product Manager,12,190000
+27,Male,Bachelor's,Software Engineer,5,150000
+28,Female,Master's,Data Scientist,6,150000
+37,Male,PhD,Product Manager,14,195000
+26,Male,Bachelor's,Data Analyst,3,110000
+30,Female,Bachelor's,Software Engineer,8,180000
+31,Male,Master's,Data Scientist,9,185000
+29,Female,Bachelor's,Data Analyst,7,130000
+32,Male,Bachelor's,Software Engineer,10,190000
+28,Female,Master's,Data Scientist,6,155000
+34,Male,Bachelor's,Software Engineer,12,195000
+25,Female,Bachelor's,Data Analyst,2,90000
+30,Male,Bachelor's,Product Manager,8,185000
+29,Female,Bachelor's,Data Analyst,6,120000
+31,Male,Bachelor's,Software Engineer,9,180000
+26,Female,Bachelor's,Data Analyst,3,100000
+33,Male,Master's,Data Scientist,10,195000
+28,Male,Bachelor's,Software Engineer,4,160000
+27,Female,Bachelor's,Data Analyst,5,125000
+30,Male,Master's,Software Engineer,6,170000
+32,Female,Bachelor's,Data Scientist,9,185000
+29,Male,Bachelor's,Data Analyst,7,130000
+35,Female,Bachelor's,Product Manager,12,190000
+27,Male,Bachelor's,Software Engineer,5,150000
+28,Female,Master's,Data Scientist,6,150000
+37,Male,PhD,Product Manager,14,195000
+26,Male,Bachelor's,Data Analyst,3,110000
+30,Female,Bachelor's,Software Engineer,8,180000
+31,Male,Master's,Data Scientist,9,185000
+29,Female,Bachelor's,Data Analyst,7,130000
+32,Male,Bachelor's,Software Engineer,10,190000
+28,Female,Master's,Data Scientist,6,155000
+34,Male,Bachelor's,Software Engineer,12,195000
+25,Female,Bachelor's,Data Analyst,2,90000
+30,Male,Bachelor's,Product Manager,8,185000
+29,Female,Bachelor's,Data Analyst,6,120000
+31,Male,Bachelor's,Software Engineer,9,180000
+26,Female,Bachelor's,Data Analyst,3,100000
+33,Male,Master's,Data Scientist,10,195000
+28,Male,Bachelor's,Software Engineer,4,160000
+27,Female,Bachelor's,Data Analyst,5,125000
+30,Male,Master's,Software Engineer,6,170000
+32,Female,Bachelor's,Data Scientist,9,185000
+29,Male,Bachelor's,Data Analyst,7,130000
+35,Female,Bachelor's,Product Manager,12,190000
+27,Male,Bachelor's,Software Engineer,5,150000
+28,Female,Master's,Data Scientist,6,150000
+37,Male,PhD,Product Manager,14,195000
+26,Male,Bachelor's,Data Analyst,3,110000
+30,Female,Bachelor's,Software Engineer,8,180000
+31,Male,Master's,Data Scientist,9,185000
+29,Female,Bachelor's,Data Analyst,7,130000
+32,Male,Bachelor's,Software Engineer,10,190000
+28,Female,Master's,Data Scientist,6,155000
+34,Male,Bachelor's,Software Engineer,12,195000
+25,Female,Bachelor's,Data Analyst,2,90000
+30,Male,Bachelor's,Product Manager,8,185000
+29,Female,Bachelor's,Data Analyst,6,120000
+31,Male,Bachelor's,Software Engineer,9,180000
+26,Female,Bachelor's,Data Analyst,3,100000
+33,Male,Master's,Data Scientist,10,195000
+28,Male,Bachelor's,Software Engineer,4,160000
+27,Female,Bachelor's,Data Analyst,5,125000
+30,Male,Master's,Software Engineer,6,170000
+32,Female,Bachelor's,Data Scientist,9,185000
+29,Male,Bachelor's,Data Analyst,7,130000
+35,Female,Bachelor's,Product Manager,12,190000
+27,Male,Bachelor's,Software Engineer,5,150000
+28,Female,Master's,Data Scientist,6,150000
+37,Male,PhD,Product Manager,14,195000
+26,Male,Bachelor's,Data Analyst,3,110000
+30,Female,Bachelor's,Software Engineer,8,180000
+31,Male,Master's,Data Scientist,9,185000
+29,Female,Bachelor's,Data Analyst,7,130000
+32,Male,Bachelor's,Software Engineer,10,190000
+28,Female,Master's,Data Scientist,6,155000
+34,Male,Bachelor's,Software Engineer,12,195000
+25,Female,Bachelor's,Data Analyst,2,90000
+30,Male,Bachelor's,Product Manager,8,185000
+28,Male,Bachelor's Degree,Senior Software Engineer,7,175000
+44,Male,PhD,Software Engineer Manager,18,190000
+33,Female,Master's Degree,Back end Developer,5,110000
+50,Male,PhD,Senior Project Engineer,16,195000
+27,Female,Master's Degree,Full Stack Engineer,3,100000
+25,Male,Bachelor's Degree,Front end Developer,1,60000
+35,Male,Master's Degree,Senior Software Engineer,8,155000
+47,Female,PhD,Full Stack Engineer,12,175000
+46,Female,Master's Degree,Senior Project Engineer,13,180000
+32,Male,Bachelor's Degree,Back end Developer,4,95000
+61,Male,PhD,Software Engineer Manager,20,200000
+41,Male,Master's Degree,Senior Software Engineer,11,165000
+37,Male,Master's Degree,Senior Project Engineer,9,145000
+53,Male,PhD,Software Engineer Manager,19,195000
+30,Female,Bachelor's Degree,Front end Developer,2,75000
+26,Female,Master's Degree,Back end Developer,3,90000
+37,Female,Master's Degree,Senior Software Engineer,9,155000
+32,Male,Bachelor's Degree,Full Stack Engineer,5,115000
+44,Female,Master's Degree,Senior Software Engineer,12,170000
+50,Female,PhD,Software Engineer Manager,16,190000
+27,Male,Bachelor's Degree,Senior Project Engineer,4,115000
+42,Male,PhD,Full Stack Engineer,14,180000
+57,Male,PhD,Software Engineer Manager,18,195000
+35,Male,Master's Degree,Senior Software Engineer,7,140000
+62,Male,PhD,Software Engineer Manager,19,200000
+26,Female,Master's Degree,Back end Developer,2,70000
+42,Female,Master's Degree,Senior Project Engineer,11,170000
+41,Female,PhD,Software Engineer Manager,14,185000
+36,Female,Master's Degree,Full Stack Engineer,8,140000
+49,Male,PhD,Software Engineer Manager,15,185000
+49,Male,PhD,Senior Project Engineer,15,185000
+47,Male,PhD,Software Engineer Manager,15,180000
+47,Male,PhD,Senior Software Engineer,14,175000
+26,Male,Bachelor's Degree,Front end Developer,2,70000
+24,Female,Bachelor's Degree,Back end Developer,1,60000
+62,Male,PhD,Software Engineer Manager,20,200000
+42,Male,PhD,Senior Software Engineer,14,170000
+41,Female,Master's Degree,Senior Project Engineer,11,165000
+23,Male,Bachelor's Degree,Full Stack Engineer,1,55000
+55,Male,PhD,Software Engineer Manager,17,190000
+26,Female,Master's Degree,Back end Developer,3,90000
+33,Female,Bachelor's Degree,Front end Developer,5,105000
+31,Male,Master's Degree,Full Stack Engineer,6,130000
+50,Female,PhD,Software Engineer Manager,16,185000
+24,Female,Master's Degree,Back end Developer,1,60000
+56,Male,PhD,Software Engineer Manager,17,195000
+24,Male,Bachelor's Degree,Front end Developer,1,60000
+37,Male,Master's Degree,Senior Software Engineer,8,150000
+43,Female,PhD,Senior Project Engineer,13,180000
+44,Female,Master's Degree,Senior Software Engineer,12,170000
+34,Male,Master's Degree,Back end Developer,6,125000
+45,Male,PhD,Software Engineer Manager,15,185000
+29,Male,Bachelor's Degree,Full Stack Engineer,3,90000
+29,Male,Bachelor's Degree,Front end Developer,3,80000
+29,Female,Bachelor's Degree,Back end Developer,3,85000
+48,Male,PhD,Senior Project Engineer,16,190000
+43,Female,Master's Degree,Software Engineer Manager,11,160000
+62,Male,PhD,Software Engineer Manager,19,200000
+54,Male,PhD,Software Engineer Manager,17,195000
+60,Male,PhD,Software Engineer Manager,18,195000
+54,Female,PhD,Software Engineer Manager,14,190000
+27,Female,Master's Degree,Full Stack Engineer,3,95000
+23,Male,Bachelor's Degree,Back end Developer,1,55000
+45,Male,PhD,Senior Software Engineer,13,185000
+32,Female,Master's Degree,Full Stack Engineer,5,120000
+57,Male,PhD,Software Engineer Manager,16,195000
+47,Male,PhD,Software Engineer Manager,14,175000
+25,Female,Master's Degree,Back end Developer,2,75000
+58,Male,PhD,Software Engineer Manager,17,200000
+41,Female,Master's Degree,Senior Software Engineer,12,160000
+41,Male,PhD,Software Engineer Manager,12,175000
+26,Male,Bachelor's Degree,Front end Developer,2,70000
+47,Male,PhD,Senior Software Engineer,15,180000
+24,Female,Bachelor's Degree,Back end Developer,1,60000
+48,Male,PhD,Senior Project Engineer,16,190000
+32,Male,Bachelor's Degree,Full Stack Engineer,5,120000
+61,Male,PhD,Software Engineer Manager,20,200000
+45,Male,PhD,Senior Project Engineer,14,185000
+50,Female,PhD,Software Engineer Manager,16,190000
+53,Male,PhD,Software Engineer Manager,18,195000
+47,Female,PhD,Senior Software Engineer,14,170000
+23,Male,Bachelor's Degree,Front end Developer,1,55000
+33,Male,Master's Degree,Back end Developer,6,130000
+42,Male,PhD,Software Engineer Manager,14,180000
+45,Male,PhD,Senior Project Engineer,14,185000
+23,Male,Bachelor's Degree,Front end Developer,1,55000
+37,Male,Master's Degree,Senior Software Engineer,9,145000
+44,Female,Master's Degree,Senior Project Engineer,12,170000
+54,Male,PhD,Software Engineer Manager,17,195000
+38,Female,Master's Degree,Back end Developer,10,155000
+34,Male,Master's Degree,Full Stack Engineer,6,125000
+46,Female,PhD,Software Engineer Manager,14,180000
+30,Male,Bachelor's Degree,Back end Developer,4,95000
+44,Female,Master's Degree,Senior Software Engineer,11,170000
+27,Female,Master's Degree,Full Stack Engineer,3,100000
+42,Male,PhD,Senior Project Engineer,14,175000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+54,Male,PhD,Software Engineer Manager,18,195000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+31,Male,Master's Degree,Senior Project Engineer,6,125000
+28,Female,Master's Degree,Full Stack Engineer,4,110000
+30,Female,Master's Degree,Back end Developer,6,130000
+54,Male,PhD,Software Engineer Manager,16,190000
+62,Male,PhD,Software Engineer Manager,20,200000
+62,Male,PhD,Software Engineer Manager,19,200000
+37,Male,Master's Degree,Senior Software Engineer,9,150000
+31,Male,Master's Degree,Senior Software Engineer,7,140000
+58,Female,PhD,Software Engineer Manager,17,195000
+56,Male,PhD,Software Engineer Manager,17,195000
+23,Female,Bachelor's Degree,Back end Developer,1,55000
+49,Male,PhD,Software Engineer Manager,15,185000
+32,Female,Master's Degree,Full Stack Engineer,5,120000
+52,Female,PhD,Software Engineer Manager,16,190000
+32,Female,Master's Degree,Full Stack Engineer,6,130000
+50,Female,PhD,Software Engineer Manager,16,190000
+32,Male,Master's Degree,Back end Developer,6,130000
+34,Male,Master's Degree,Full Stack Engineer,7,140000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+55,Male,PhD,Software Engineer Manager,17,190000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+46,Male,PhD,Software Engineer Manager,14,180000
+27,Female,Master's Degree,Back end Developer,2,70000
+45,Male,PhD,Senior Project Engineer,14,185000
+23,Female,Bachelor's Degree,Front end Developer,1,55000
+36,Female,Master's Degree,Full Stack Engineer,8,140000
+47,Female,PhD,Senior Software Engineer,14,170000
+33,Male,Master's Degree,Back end Developer,6,130000
+43,Male,PhD,Software Engineer Manager,13,180000
+30,Male,Bachelor's Degree,Back end Developer,4,95000
+28,Female,Bachelor's Degree,Front end Developer,2,70000
+43,Male,Master's Degree,Senior Project Engineer,12,165000
+43,Male,PhD,Senior Project Engineer,13,185000
+36,Male,Master's Degree,Senior Software Engineer,7,140000
+24,Male,Bachelor's Degree,Front end Developer,1,60000
+28,Female,Bachelor's Degree,Front end Developer,3,80000
+37,Male,Master's Degree,Senior Software Engineer,9,150000
+41,Female,PhD,Software Engineer Manager,14,185000
+26,Male,Bachelor's Degree,Front end Developer,2,70000
+28,Female,Master's Degree,Back end Developer,3,90000
+43,Male,PhD,Senior Software Engineer,12,170000
+42,Male,PhD,Senior Software Engineer,14,170000
+48,Male,PhD,Senior Project Engineer,16,190000
+27,Female,Master's Degree,Back end Developer,2,70000
+49,Male,PhD,Software Engineer Manager,15,185000
+44,Male,PhD,Senior Project Engineer,12,170000
+27,Female,Master's Degree,Full Stack Engineer,3,100000
+37,Male,Master's Degree,Senior Software Engineer,10,155000
+44,Female,Master's Degree,Senior Project Engineer,12,170000
+56,Male,PhD,Software Engineer Manager,18,195000
+49,Male,PhD,Software Engineer Manager,15,185000
+27,Male,Bachelor's Degree,Front end Developer,2,70000
+48,Male,PhD,Senior Project Engineer,16,190000
+31,Male,Master's Degree,Full Stack Engineer,7,140000
+25,Male,Bachelor's Degree,Front end Developer,1,60000
+50,Male,PhD,Software Engineer Manager,16,190000
+46,Male,PhD,Software Engineer Manager,14,180000
+33,Male,Master's Degree,Full Stack Engineer,6,130000
+42,Male,PhD,Senior Software Engineer,14,170000
+41,Male,PhD,Senior Project Engineer,12,165000
+43,Male,PhD,Senior Project Engineer,13,185000
+32,Male,Master's Degree,Back end Developer,6,130000
+24,Male,Bachelor's Degree,Front end Developer,1,60000
+44,Female,Master's Degree,Senior Software Engineer,11,170000
+36,Male,Master's Degree,Senior Software Engineer,7,140000
+28,Female,Master's Degree,Full Stack Engineer,4,110000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+37,Male,Master's Degree,Senior Software Engineer,9,145000
+54,Male,PhD,Software Engineer Manager,16,190000
+58,Male,PhD,Software Engineer Manager,17,200000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+30,Male,Bachelor's Degree,Back end Developer,4,95000
+27,Female,Master's Degree,Full Stack Engineer,3,100000
+54,Male,PhD,Software Engineer Manager,17,195000
+49,Male,PhD,Software Engineer Manager,15,185000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+54,Male,PhD,Software Engineer Manager,18,195000
+31,Male,Master's Degree,Senior Project Engineer,6,125000
+56,Male,PhD,Software Engineer Manager,17,195000
+31,Male,Master's Degree,Senior Software Engineer,7,140000
+42,Male,PhD,Senior Software Engineer,14,170000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+37,Male,Master's Degree,Senior Software Engineer,9,150000
+24,Female,Bachelor's Degree,Back end Developer,1,60000
+27,Male,Bachelor's Degree,Front end Developer,2,70000
+42,Male,PhD,Senior Software Engineer,14,170000
+24,Female,Bachelor's Degree,Front end Developer,1,55000
+28,Female,Bachelor's Degree,Front end Developer,3,80000
+43,Male,PhD,Senior Project Engineer,13,185000
+31,Male,Master's Degree,Full Stack Engineer,7,140000
+43,Male,PhD,Software Engineer Manager,13,180000
+27,Female,Master's Degree,Back end Developer,2,70000
+49,Male,PhD,Software Engineer Manager,15,185000
+48,Male,PhD,Senior Project Engineer,16,190000
+30,Female,Master's Degree,Back end Developer,6,130000
+28,Female,Master's Degree,Full Stack Engineer,4,110000
+46,Male,PhD,Software Engineer Manager,14,180000
+37,Male,Master's Degree,Senior Software Engineer,9,145000
+42,Male,PhD,Senior Software Engineer,14,170000
+43,Male,PhD,Senior Project Engineer,12,165000
+31,Male,Master's Degree,Senior Software Engineer,7,140000
+56,Male,PhD,Software Engineer Manager,17,195000
+37,Male,Master's Degree,Senior Software Engineer,10,155000
+54,Male,PhD,Software Engineer Manager,16,190000
+58,Male,PhD,Software Engineer Manager,17,195000
+33,Male,Master's Degree,Back end Developer,6,130000
+29,Female,Bachelor's Degree,Front end Developer,3,85000
+52,Male,PhD,Software Engineer Manager,18,200000
+36,Male,Master's Degree,Full Stack Engineer,8,140000
+26,Male,Bachelor's Degree,Back end Developer,2,65000
+47,Male,PhD,Senior Project Engineer,16,190000
+32,Male,Master's Degree,Full Stack Engineer,6,120000
+29,Male,Bachelor's Degree,Front end Developer,3,80000
+28,Female,Master's Degree,Back end Developer,3,90000
+54,Male,PhD,Software Engineer Manager,16,190000
+57,Male,PhD,Software Engineer Manager,18,200000
+51,Male,PhD,Software Engineer Manager,16,190000
+28,Female,Master's Degree,Full Stack Engineer,4,110000
+46,Male,PhD,Software Engineer Manager,14,180000
+27,Female,Master's Degree,Back end Developer,2,65000
+45,Male,PhD,Senior Project Engineer,14,185000
+23,Female,Bachelor's Degree,Front end Developer,1,55000
+36,Male,Master's Degree,Full Stack Engineer,7,130000
+48,Male,PhD,Senior Project Engineer,16,190000
+33,Female,Master's Degree,Full Stack Engineer,5,120000
+38,Female,Master's Degree,Back end Developer,10,155000
+51,Male,PhD,Software Engineer Manager,16,190000
+27,Female,Master's Degree,Full Stack Engineer,3,100000
+37,Male,Master's Degree,Senior Software Engineer,9,150000
+44,Female,Master's Degree,Senior Project Engineer,12,170000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+54,Male,PhD,Software Engineer Manager,17,195000
+49,Male,PhD,Software Engineer Manager,15,185000
+27,Male,Bachelor's Degree,Front end Developer,2,70000
+48,Male,PhD,Senior Project Engineer,16,190000
+31,Male,Master's Degree,Full Stack Engineer,7,140000
+25,Male,Bachelor's Degree,Front end Developer,1,55000
+50,Male,PhD,Software Engineer Manager,16,190000
+46,Male,PhD,Software Engineer Manager,14,180000
+33,Male,Master's Degree,Full Stack Engineer,6,130000
+42,Male,PhD,Senior Software Engineer,14,170000
+41,Male,PhD,Senior Project Engineer,12,165000
+43,Male,PhD,Senior Project Engineer,13,185000
+32,Male,Master's Degree,Back end Developer,6,130000
+24,Male,Bachelor's Degree,Front end Developer,1,60000
+44,Female,Master's Degree,Senior Software Engineer,11,170000
+36,Male,Master's Degree,Senior Software Engineer,7,140000
+28,Female,Master's Degree,Full Stack Engineer,4,110000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+37,Male,Master's Degree,Senior Software Engineer,9,145000
+54,Male,PhD,Software Engineer Manager,16,190000
+58,Male,PhD,Software Engineer Manager,17,200000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+30,Male,Bachelor's Degree,Back end Developer,4,95000
+27,Female,Master's Degree,Full Stack Engineer,3,100000
+54,Male,PhD,Software Engineer Manager,17,195000
+49,Male,PhD,Software Engineer Manager,15,185000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+54,Male,PhD,Software Engineer Manager,18,195000
+31,Male,Master's Degree,Senior Project Engineer,6,125000
+56,Male,PhD,Software Engineer Manager,17,195000
+31,Male,Master's Degree,Senior Software Engineer,7,140000
+42,Male,PhD,Senior Software Engineer,14,170000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+37,Male,Master's Degree,Senior Software Engineer,9,150000
+24,Female,Bachelor's Degree,Back end Developer,1,60000
+27,Male,Bachelor's Degree,Front end Developer,2,70000
+42,Male,PhD,Senior Software Engineer,14,170000
+24,Female,Bachelor's Degree,Front end Developer,1,55000
+28,Female,Bachelor's Degree,Front end Developer,3,80000
+43,Male,PhD,Senior Project Engineer,13,185000
+31,Male,Master's Degree,Full Stack Engineer,7,140000
+43,Male,PhD,Software Engineer Manager,13,180000
+27,Female,Master's Degree,Back end Developer,2,70000
+49,Male,PhD,Software Engineer Manager,15,185000
+48,Male,PhD,Senior Project Engineer,16,190000
+31,Male,Master's Degree,Senior Project Engineer,6,125000
+40,Male,PhD,Senior Software Engineer,12,160000
+36,Male,Master's Degree,Senior Software Engineer,8,140000
+54,Male,PhD,Software Engineer Manager,17,195000
+27,Male,Bachelor's Degree,Front end Developer,2,70000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+43,Male,PhD,Senior Project Engineer,13,185000
+54,Male,PhD,Software Engineer Manager,17,195000
+32,Male,Master's Degree,Back end Developer,6,130000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+49,Male,PhD,Software Engineer Manager,15,185000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+54,Male,PhD,Software Engineer Manager,17,195000
+31,Male,Master's Degree,Senior Project Engineer,7,135000
+24,Male,Bachelor's Degree,Back end Developer,1,55000
+48,Male,PhD,Senior Project Engineer,16,190000
+27,Female,Master's Degree,Back end Developer,2,70000
+43,Male,PhD,Senior Project Engineer,13,185000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+37,Male,Master's Degree,Senior Software Engineer,9,150000
+56,Male,PhD,Software Engineer Manager,17,195000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+54,Male,PhD,Software Engineer Manager,17,195000
+31,Male,Master's Degree,Senior Project Engineer,6,125000
+49,Male,PhD,Software Engineer Manager,15,185000
+27,Female,Master's Degree,Back end Developer,2,70000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+43,Male,PhD,Senior Project Engineer,13,185000
+48,Male,PhD,Senior Project Engineer,16,190000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+54,Male,PhD,Software Engineer Manager,17,195000
+37,Male,Master's Degree,Senior Software Engineer,9,150000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+27,Female,Master's Degree,Back end Developer,2,70000
+49,Male,PhD,Software Engineer Manager,15,185000
+31,Male,Master's Degree,Senior Project Engineer,7,135000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+54,Male,PhD,Software Engineer Manager,17,195000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+43,Male,PhD,Senior Project Engineer,13,185000
+27,Male,Bachelor's Degree,Front end Developer,2,70000
+48,Male,PhD,Senior Project Engineer,16,190000
+31,Male,Master's Degree,Senior Project Engineer,6,125000
+54,Male,PhD,Software Engineer Manager,17,195000
+37,Male,Master's Degree,Senior Software Engineer,9,150000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+27,Female,Master's Degree,Back end Developer,2,70000
+34,Male,Bachelor's Degree,Front end Developer,5,95000
+43,Female,Master's Degree,Senior Software Engineer,12,170000
+27,Male,Bachelor's Degree,Back end Developer,2,75000
+56,Female,PhD,Software Engineer Manager,18,210000
+32,Male,Master's Degree,Full Stack Engineer,7,135000
+40,Male,PhD,Senior Software Engineer,12,160000
+23,Male,Bachelor's Degree,Front end Developer,1,55000
+46,Male,PhD,Senior Project Engineer,16,190000
+41,Female,PhD,Senior Project Engineer,11,165000
+28,Female,Bachelor's Degree,Front end Developer,3,80000
+34,Male,Bachelor's Degree,Back end Developer,6,120000
+49,Male,PhD,Software Engineer Manager,15,185000
+43,Male,PhD,Senior Project Engineer,13,185000
+54,Male,PhD,Software Engineer Manager,16,190000
+36,Male,Master's Degree,Senior Software Engineer,8,140000
+33,Male,Master's Degree,Full Stack Engineer,6,130000
+27,Female,Master's Degree,Back end Developer,2,70000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+31,Male,Master's Degree,Senior Project Engineer,6,125000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+27,Male,Bachelor's Degree,Front end Developer,2,70000
+54,Male,PhD,Software Engineer Manager,17,195000
+31,Male,Master's Degree,Senior Software Engineer,7,140000
+32,Male,Master's Degree,Back end Developer,6,130000
+38,Female,Master's Degree,Back end Developer,10,155000
+51,Male,PhD,Software Engineer Manager,16,190000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+43,Male,PhD,Senior Project Engineer,13,185000
+27,Female,Master's Degree,Full Stack Engineer,3,100000
+49,Male,PhD,Software Engineer Manager,15,185000
+48,Male,PhD,Senior Project Engineer,16,190000
+31,Male,Master's Degree,Senior Project Engineer,7,135000
+40,Female,PhD,Senior Software Engineer,12,160000
+24,Male,Bachelor's Degree,Front end Developer,1,55000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+42,Male,PhD,Senior Software Engineer,14,170000
+24,Female,Bachelor's Degree,Front end Developer,1,55000
+28,Female,Bachelor's Degree,Front end Developer,3,80000
+43,Male,PhD,Senior Project Engineer,13,185000
+31,Male,Master's Degree,Full Stack Engineer,7,140000
+43,Male,PhD,Software Engineer Manager,13,180000
+27,Female,Master's Degree,Back end Developer,2,70000
+49,Male,PhD,Software Engineer Manager,15,185000
+48,Male,PhD,Senior Project Engineer,16,190000
+31,Male,Master's Degree,Senior Project Engineer,6,125000
+40,Male,PhD,Senior Software Engineer,12,160000
+36,Male,Master's Degree,Senior Software Engineer,8,140000
+54,Male,PhD,Software Engineer Manager,17,195000
+27,Male,Bachelor's Degree,Front end Developer,2,70000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+43,Male,PhD,Senior Project Engineer,13,185000
+54,Male,PhD,Software Engineer Manager,17,195000
+32,Male,Master's Degree,Back end Developer,6,130000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+49,Male,PhD,Software Engineer Manager,15,185000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+54,Male,PhD,Software Engineer Manager,17,195000
+31,Male,Master's Degree,Senior Project Engineer,7,135000
+24,Male,Bachelor's Degree,Back end Developer,1,55000
+48,Male,PhD,Senior Project Engineer,16,190000
+27,Female,Master's Degree,Back end Developer,2,70000
+43,Male,PhD,Senior Project Engineer,13,185000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+37,Male,Master's Degree,Senior Software Engineer,9,150000
+56,Male,PhD,Software Engineer Manager,17,195000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+54,Male,PhD,Software Engineer Manager,17,195000
+31,Male,Master's Degree,Senior Project Engineer,6,125000
+49,Male,PhD,Software Engineer Manager,15,185000
+54,Male,PhD,Software Engineer Manager,17,195000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+42,Male,PhD,Senior Software Engineer,14,170000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+43,Male,PhD,Senior Project Engineer,13,185000
+27,Male,Bachelor's Degree,Front end Developer,2,70000
+31,Male,Master's Degree,Full Stack Engineer,7,140000
+54,Male,PhD,Software Engineer Manager,17,195000
+36,Male,Master's Degree,Senior Software Engineer,8,140000
+27,Female,Master's Degree,Back end Developer,2,70000
+49,Male,PhD,Software Engineer Manager,15,185000
+48,Male,PhD,Senior Project Engineer,16,190000
+31,Male,Master's Degree,Senior Project Engineer,7,135000
+40,Female,PhD,Senior Software Engineer,12,160000
+24,Male,Bachelor's Degree,Front end Developer,1,55000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+43,Male,PhD,Senior Project Engineer,13,185000
+27,Female,Master's Degree,Full Stack Engineer,3,100000
+49,Male,PhD,Software Engineer Manager,15,185000
+48,Male,PhD,Senior Project Engineer,16,190000
+31,Male,Master's Degree,Senior Project Engineer,6,125000
+40,Male,PhD,Senior Software Engineer,12,160000
+36,Male,Master's Degree,Senior Software Engineer,8,140000
+54,Male,PhD,Software Engineer Manager,17,195000
+27,Male,Bachelor's Degree,Front end Developer,2,70000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+43,Male,PhD,Senior Project Engineer,13,185000
+54,Male,PhD,Software Engineer Manager,17,195000
+32,Male,Master's Degree,Back end Developer,6,130000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+49,Male,PhD,Software Engineer Manager,15,185000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+54,Male,PhD,Software Engineer Manager,17,195000
+31,Male,Master's Degree,Senior Project Engineer,7,135000
+24,Male,Bachelor's Degree,Back end Developer,1,55000
+48,Male,PhD,Senior Project Engineer,16,190000
+27,Female,Master's Degree,Back end Developer,2,70000
+43,Male,PhD,Senior Project Engineer,13,185000
+44,Male,Master's Degree,Senior Project Engineer,11,170000
+37,Male,Master's Degree,Senior Software Engineer,9,150000
+56,Male,PhD,Software Engineer Manager,17,195000
+28,Male,Bachelor's Degree,Front end Developer,2,70000
+54,Male,PhD,Software Engineer Manager,17,195000
+31,Male,Master's Degree,Senior Project Engineer,6,125000
+49,Male,PhD,Software Engineer Manager,15,185000
+54,Male,PhD,Software Engineer Manager,17,195000
+27,Male,Bachelor's Degree,Front end Developer,3,80000
+42,Male,PhD,Senior Software Engineer,14,170000
+38,Male,Master's Degree,Senior Software Engineer,10,155000
+36,Male,Bachelor's Degree,Front end Developer,7,120000
+29,Female,Master's Degree,Back end Developer,3,90000
+41,Female,PhD,Software Engineer Manager,14,180000
+33,Male,Bachelor's Degree,Full Stack Engineer,7,130000
+42,Male,PhD,Senior Software Engineer,12,170000
+28,Male,Bachelor's Degree,Back end Developer,2,70000
+55,Male,PhD,Software Engineer Manager,18,210000
+26,Female,Master's Degree,Front end Developer,1,55000
+47,Male,PhD,Senior Project Engineer,16,190000
+44,Female,PhD,Software Engineer Manager,11,165000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+39,Female,Master's Degree,Senior Software Engineer,11,160000
+32,Male,Bachelor's Degree,Front end Developer,6,110000
+50,Male,PhD,Software Engineer Manager,17,195000
+27,Male,Bachelor's Degree,Back end Developer,3,85000
+46,Male,PhD,Senior Project Engineer,14,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+43,Male,PhD,Senior Project Engineer,13,185000
+35,Male,Bachelor's Degree,Back end Developer,8,140000
+29,Female,Master's Degree,Back end Developer,3,90000
+40,Female,PhD,Senior Software Engineer,12,160000
+35,Male,Bachelor's Degree,Full Stack Engineer,8,145000
+41,Male,PhD,Senior Project Engineer,13,185000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+33,Male,Bachelor's Degree,Front end Developer,6,110000
+55,Male,PhD,Software Engineer Manager,18,210000
+26,Female,Master's Degree,Front end Developer,1,55000
+47,Male,PhD,Senior Project Engineer,16,190000
+44,Female,PhD,Software Engineer Manager,11,165000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+39,Female,Master's Degree,Senior Software Engineer,11,160000
+32,Male,Bachelor's Degree,Front end Developer,6,110000
+50,Male,PhD,Software Engineer Manager,17,195000
+27,Male,Bachelor's Degree,Back end Developer,3,85000
+46,Male,PhD,Senior Project Engineer,14,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+43,Male,PhD,Senior Project Engineer,13,185000
+35,Male,Bachelor's Degree,Back end Developer,8,140000
+29,Female,Master's Degree,Back end Developer,3,90000
+40,Female,PhD,Senior Software Engineer,12,160000
+35,Male,Bachelor's Degree,Full Stack Engineer,8,145000
+41,Male,PhD,Senior Project Engineer,13,185000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+33,Male,Bachelor's Degree,Front end Developer,6,110000
+55,Male,PhD,Software Engineer Manager,18,210000
+26,Female,Master's Degree,Front end Developer,1,55000
+47,Male,PhD,Senior Project Engineer,16,190000
+44,Female,PhD,Software Engineer Manager,11,165000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+39,Female,Master's Degree,Senior Software Engineer,11,160000
+32,Male,Bachelor's Degree,Front end Developer,6,110000
+50,Male,PhD,Software Engineer Manager,17,195000
+27,Male,Bachelor's Degree,Back end Developer,3,85000
+46,Male,PhD,Senior Project Engineer,14,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+43,Male,PhD,Senior Project Engineer,13,185000
+35,Male,Bachelor's Degree,Back end Developer,8,140000
+29,Female,Master's Degree,Back end Developer,3,90000
+40,Female,PhD,Senior Software Engineer,12,160000
+35,Male,Bachelor's Degree,Full Stack Engineer,8,145000
+41,Male,PhD,Senior Project Engineer,13,185000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+33,Male,Bachelor's Degree,Front end Developer,6,110000
+55,Male,PhD,Software Engineer Manager,18,210000
+26,Female,Master's Degree,Front end Developer,1,55000
+47,Male,PhD,Senior Project Engineer,16,190000
+44,Female,PhD,Software Engineer Manager,11,165000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+39,Female,Master's Degree,Senior Software Engineer,11,160000
+32,Male,Bachelor's Degree,Front end Developer,6,110000
+50,Male,PhD,Software Engineer Manager,17,195000
+27,Male,Bachelor's Degree,Back end Developer,3,85000
+46,Male,PhD,Senior Project Engineer,14,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+43,Male,PhD,Senior Project Engineer,13,185000
+35,Male,Bachelor's Degree,Back end Developer,8,140000
+29,Female,Master's Degree,Back end Developer,3,90000
+40,Female,PhD,Senior Software Engineer,12,160000
+35,Male,Bachelor's Degree,Full Stack Engineer,8,145000
+41,Male,PhD,Senior Project Engineer,13,185000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+33,Male,Bachelor's Degree,Front end Developer,6,110000
+55,Male,PhD,Software Engineer Manager,18,210000
+26,Female,Master's Degree,Front end Developer,1,55000
+47,Male,PhD,Senior Project Engineer,16,190000
+44,Female,PhD,Software Engineer Manager,11,165000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+39,Female,Master's Degree,Senior Software Engineer,11,160000
+32,Male,Bachelor's Degree,Front end Developer,6,110000
+50,Male,PhD,Software Engineer Manager,17,195000
+27,Male,Bachelor's Degree,Back end Developer,3,85000
+46,Male,PhD,Senior Project Engineer,14,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+43,Male,PhD,Senior Project Engineer,13,185000
+35,Male,Bachelor's Degree,Back end Developer,8,140000
+29,Female,Master's Degree,Back end Developer,3,90000
+40,Female,PhD,Senior Software Engineer,12,160000
+35,Male,Bachelor's Degree,Full Stack Engineer,8,145000
+41,Male,PhD,Senior Project Engineer,13,185000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+33,Male,Bachelor's Degree,Front end Developer,6,110000
+55,Male,PhD,Software Engineer Manager,18,210000
+26,Female,Master's Degree,Front end Developer,1,55000
+47,Male,PhD,Senior Project Engineer,16,190000
+44,Female,PhD,Software Engineer Manager,11,165000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+39,Female,Master's Degree,Senior Software Engineer,11,160000
+32,Male,Bachelor's Degree,Front end Developer,6,110000
+50,Male,PhD,Software Engineer Manager,17,195000
+27,Male,Bachelor's Degree,Back end Developer,3,85000
+46,Male,PhD,Senior Project Engineer,14,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+43,Male,PhD,Senior Project Engineer,13,185000
+35,Male,Bachelor's Degree,Back end Developer,8,140000
+29,Female,Master's Degree,Back end Developer,3,90000
+40,Female,PhD,Senior Software Engineer,12,160000
+35,Male,Bachelor's Degree,Full Stack Engineer,8,145000
+41,Male,PhD,Senior Project Engineer,13,185000
+30,Male,Master's Degree,Full Stack Engineer,5,105000
+33,Male,Bachelor's Degree,Front end Developer,6,110000
+55,Male,PhD,Software Engineer Manager,18,210000
+31,Male,Bachelor's Degree,Front end Developer,6,115000
+42,Female,Master's Degree,Software Engineer Manager,13,170000
+27,Female,Bachelor's Degree,Back end Developer,3,80000
+51,Male,PhD,Senior Project Engineer,19,200000
+34,Female,Master's Degree,Full Stack Engineer,7,130000
+38,Male,Bachelor's Degree,Software Engineer Manager,11,155000
+29,Male,Bachelor's Degree,Front end Developer,5,105000
+43,Female,PhD,Senior Project Engineer,14,190000
+36,Male,Master's Degree,Back end Developer,8,140000
+48,Male,PhD,Software Engineer Manager,16,185000
+35,Female,Bachelor's Degree,Full Stack Engineer,8,145000
+30,Female,Master's Degree,Front end Developer,4,90000
+50,Male,PhD,Senior Project Engineer,18,195000
+29,Male,Bachelor's Degree,Back end Developer,4,95000
+41,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+28,Female,Bachelor's Degree,Front end Developer,2,65000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+46,Male,PhD,Senior Project Engineer,15,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+42,Male,PhD,Software Engineer Manager,14,190000
+31,Male,Bachelor's Degree,Full Stack Engineer,6,115000
+49,Female,PhD,Senior Project Engineer,17,195000
+36,Male,Master's Degree,Back end Developer,9,150000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Software Engineer Manager,16,185000
+28,Female,Bachelor's Degree,Front end Developer,2,65000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+46,Male,PhD,Senior Project Engineer,15,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+42,Male,PhD,Software Engineer Manager,14,190000
+31,Male,Bachelor's Degree,Full Stack Engineer,6,115000
+49,Female,PhD,Senior Project Engineer,17,195000
+36,Male,Master's Degree,Back end Developer,9,150000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Software Engineer Manager,16,185000
+28,Female,Bachelor's Degree,Front end Developer,2,65000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+46,Male,PhD,Senior Project Engineer,15,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+42,Male,PhD,Software Engineer Manager,14,190000
+31,Male,Bachelor's Degree,Full Stack Engineer,6,115000
+49,Female,PhD,Senior Project Engineer,17,195000
+36,Male,Master's Degree,Back end Developer,9,150000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Software Engineer Manager,16,185000
+28,Female,Bachelor's Degree,Front end Developer,2,65000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+46,Male,PhD,Senior Project Engineer,15,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+42,Male,PhD,Software Engineer Manager,14,190000
+31,Male,Bachelor's Degree,Full Stack Engineer,6,115000
+49,Female,PhD,Senior Project Engineer,17,195000
+36,Male,Master's Degree,Back end Developer,9,150000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Software Engineer Manager,16,185000
+28,Female,Bachelor's Degree,Front end Developer,2,65000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+46,Male,PhD,Senior Project Engineer,15,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+42,Male,PhD,Software Engineer Manager,14,190000
+31,Male,Bachelor's Degree,Full Stack Engineer,6,115000
+49,Female,PhD,Senior Project Engineer,17,195000
+36,Male,Master's Degree,Back end Developer,9,150000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Software Engineer Manager,16,185000
+28,Female,Bachelor's Degree,Front end Developer,2,65000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+46,Male,PhD,Senior Project Engineer,15,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+42,Male,PhD,Software Engineer Manager,14,190000
+31,Male,Bachelor's Degree,Full Stack Engineer,6,115000
+49,Female,PhD,Senior Project Engineer,17,195000
+36,Male,Master's Degree,Back end Developer,9,150000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Software Engineer Manager,16,185000
+28,Female,Bachelor's Degree,Front end Developer,2,65000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+46,Male,PhD,Senior Project Engineer,15,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+42,Male,PhD,Software Engineer Manager,14,190000
+31,Male,Bachelor's Degree,Full Stack Engineer,6,115000
+49,Female,PhD,Senior Project Engineer,17,195000
+36,Male,Master's Degree,Back end Developer,9,150000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Software Engineer Manager,16,185000
+28,Female,Bachelor's Degree,Front end Developer,2,65000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+46,Male,PhD,Senior Project Engineer,15,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+42,Male,PhD,Software Engineer Manager,14,190000
+31,Male,Bachelor's Degree,Full Stack Engineer,6,115000
+49,Female,PhD,Senior Project Engineer,17,195000
+36,Male,Master's Degree,Back end Developer,9,150000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Software Engineer Manager,16,185000
+28,Female,Bachelor's Degree,Front end Developer,2,65000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+46,Male,PhD,Senior Project Engineer,15,180000
+25,Female,Bachelor's Degree,Front end Developer,1,55000
+42,Male,PhD,Software Engineer Manager,14,190000
+31,Male,Bachelor's Degree,Full Stack Engineer,6,115000
+49,Female,PhD,Senior Project Engineer,17,195000
+36,Male,Master's Degree,Back end Developer,9,150000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Software Engineer Manager,16,185000
+28,Female,Bachelor's Degree,Front end Developer,2,65000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+46,Male,PhD,Senior Project Engineer,15,180000
+25,Female,Bachelor's Degree,Front end Developer,1,550
+29,Male,Bachelor's Degree,Front end Developer,4,90000
+40,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Female,Bachelor's Degree,Back end Developer,3,80000
+50,Male,PhD,Senior Project Engineer,18,195000
+33,Female,Master's Degree,Full Stack Engineer,6,115000
+37,Male,Bachelor's Degree,Software Engineer Manager,10,150000
+28,Male,Bachelor's Degree,Front end Developer,2,65000
+44,Female,PhD,Senior Project Engineer,14,190000
+35,Male,Master's Degree,Back end Developer,8,140000
+47,Male,PhD,Software Engineer Manager,16,185000
+34,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+31,Female,Master's Degree,Front end Developer,5,105000
+51,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+27,Male,,Developer,7,100000
+31,Female,Bachelor's Degree,Front end Developer,6,110000
+37,Male,Master's Degree,Software Engineer Manager,10,150000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+50,Male,PhD,Senior Project Engineer,18,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+31,Male,Master's Degree,Software Engineer Manager,8,130000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+43,Male,PhD,Senior Project Engineer,15,180000
+35,Female,Master's Degree,Full Stack Engineer,8,140000
+42,Male,Bachelor's Degree,Software Engineer Manager,12,160000
+28,Female,Bachelor's Degree,Front end Developer,2,55000
+44,Female,PhD,Senior Project Engineer,16,190000
+32,Male,Master's Degree,Back end Developer,7,120000
+48,Male,PhD,Software Engineer Manager,18,200000
+30,Female,Bachelor's Degree,Full Stack Engineer,5,100000
+34,Male,Master's Degree,Front end Developer,9,150000
+37,Female,Bachelor's Degree,Software Engineer Manager,11,170000
+26,Male,Bachelor's Degree,Back end Developer,2,65000
+49,Female,PhD,Senior Project Engineer,19,210000
+29,Male,Bachelor's Degree,Full Stack Engineer,4,90000
+41,Male,Master's Degree,Software Engineer Manager,14,180000
+31,Female,Bachelor's Degree,Front end Developer,6,110000
+37,Male,Master's Degree,Software Engineer Manager,10,150000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+50,Male,PhD,Senior Project Engineer,18,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Female,PhD,Senior Project Engineer,16,185000
+33,Male,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Male,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Software Engineer Manager,20,210000
+31,Male,Bachelor's Degree,Back end Developer,6,95000
+39,Female,Master's Degree,Software Engineer Manager,11,170000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+44,Female,PhD,Senior Project Engineer,16,190000
+32,Male,Master's Degree,Back end Developer,7,120000
+48,Male,PhD,Software Engineer Manager,19,200000
+30,Female,Bachelor's Degree,Full Stack Engineer,5,100000
+34,Male,Master's Degree,Front end Developer,9,150000
+37,Female,Bachelor's Degree,Software Engineer Manager,11,170000
+26,Male,Bachelor's Degree,Back end Developer,2,65000
+49,Female,PhD,Senior Project Engineer,19,210000
+29,Male,Bachelor's Degree,Full Stack Engineer,4,90000
+41,Male,Master's Degree,Software Engineer Manager,14,180000
+31,Female,Bachelor's Degree,Front end Developer,6,110000
+37,Male,Master's Degree,Software Engineer Manager,10,150000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+50,Male,PhD,Senior Project Engineer,18,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+46,Male,PhD,Software Engineer Manager,16,185000
+33,Female,Bachelor's Degree,Full Stack Engineer,7,130000
+30,Female,Master's Degree,Front end Developer,5,105000
+50,Male,PhD,Senior Project Engineer,19,200000
+30,Male,Bachelor's Degree,Back end Developer,5,100000
+42,Male,Master's Degree,Software Engineer Manager,13,170000
+33,Female,Bachelor's Degree,Full Stack Engineer,6,115000
+45,Male,PhD,Senior Project Engineer,16,185000
+29,Female,Bachelor's Degree,Front end Developer,4,90000
+39,Female,Master's Degree,Software Engineer Manager,12,160000
+27,Male,Bachelor's Degree,Back end Developer,3,80000
+49,Male,PhD,Senior Project Engineer,17,195000
+32,Female,Master's Degree,Full Stack Engineer,6,115000
+36,Male,Bachelor's Degree,Software Engineer Manager,8,135000
+27,Male,Bachelor's Degree,Front end Developer,2,65000
+43,Female,PhD,Senior Project Engineer,14,190000
+34,Male,Master's Degree,Back end Developer,8,140000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+33,Female,Master's Degree,Data Analyst,7,95000
+22,Male,Bachelor's Degree,Front End Developer,1,50000
+44,Male,PhD,Senior Data Scientist,15,180000
+29,Female,Bachelor's Degree,Software Developer,3,65000
+31,Male,Master's Degree,Product Manager,6,120000
+25,Female,Master's Degree,Software Engineer,2,60000
+38,Male,Bachelor's Degree,Data Scientist,10,150000
+27,Male,Bachelor's Degree,Software Engineer,3,70000
+46,Female,PhD,Director of Data Science,20,220000
+33,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+34,Female,Bachelor's Degree,Full Stack Engineer,8,122485
+25,Male,PhD,Software Engineer Manager,12,169159
+43,Male,Master's Degree,Senior Software Engineer,21,187081
+53,Other,High School,Senior Project Engineer,31,166109
+27,Female,Master's Degree,Front end Developer,5,78354
+25,Male,Bachelor's Degree,Back end Developer,2,90249
+29,Female,Master's Degree,Senior Software Engineer,6,132720
+52,Male,PhD,Software Engineer Manager,23,161568
+41,Male,Master's Degree,Front end Developer,13,127346
+49,Female,Bachelor's Degree,Back end Developer,19,120177
+25,Other,High School,Full Stack Engineer,2,69032
+35,Male,Master's Degree,Senior Project Engineer,8,101332
+57,Female,PhD,Full Stack Engineer,30,121450
+35,Female,Bachelor's Degree,Senior Project Engineer,12,166375
+43,Male,Master's Degree,Senior Software Engineer,21,185119
+37,Female,Bachelor's Degree,Full Stack Engineer,10,149217
+50,Male,Master's Degree,Software Engineer Manager,21,166512
+52,Female,Master's Degree,Senior Software Engineer,28,186963
+26,Male,Bachelor's Degree,Back end Developer,3,75072
+34,Female,Master's Degree,Full Stack Engineer,10,163398
+30,Male,High School,Senior Project Engineer,11,103947
+60,Female,PhD,Software Engineer Manager,33,179180
+50,Male,Bachelor's Degree,Back end Developer,23,175966
+58,Male,Master's Degree,Senior Software Engineer,27,190004
+35,Female,Master's Degree,Full Stack Engineer,10,152039
+28,Male,Master's Degree,Front end Developer,5,76742
+57,Female,PhD,Software Engineer Manager,33,191790
+46,Female,Bachelor's Degree,Senior Software Engineer,20,139398
+28,Male,High School,Back end Developer,7,95845
+34,Male,Master's Degree,Full Stack Engineer,12,160976
+33,Female,Master's Degree,Senior Project Engineer,9,126753
+37,Other,Master's Degree,Full Stack Engineer,14,161393
+33,Male,Master's Degree,Senior Software Engineer,8,139817
+53,Male,PhD,Software Engineer Manager,25,181714
+35,Female,Bachelor's Degree,Back end Developer,10,114776
+30,Male,Master's Degree,Full Stack Engineer,6,105725
+24,Female,High School,Senior Project Engineer,1,52731
+36,Male,Master's Degree,Front end Developer,8,106492
+27,Female,Bachelor's Degree,Full Stack Engineer,4,73895
+23,Male,PhD,Software Engineer Manager,1,119836
+28,Female,Master's Degree,Senior Software Engineer,5,99747
+52,Male,Bachelor's Degree,Back end Developer,25,168287
+28,Female,Master's Degree,Full Stack Engineer,7,115920
+32,Male,Master's Degree,Senior Project Engineer,11,128078
+24,Female,Bachelor's Degree,Front end Developer,1,51265
+43,Male,High School,Senior Software Engineer,22,165919
+60,Female,PhD,Software Engineer Manager,34,188651
+24,Male,Master's Degree,Back end Developer,0,55538
+55,Male,Bachelor's Degree,Senior Project Engineer,28,193964
+29,Female,Master's Degree,Full Stack Engineer,4,104702
+44,Male,PhD,Software Engineer Manager,19,172955
+40,Female,Master's Degree,Senior Software Engineer,16,138032
+27,Male,Bachelor's Degree,Back end Developer,4,82683
+43,Male,Master's Degree,Full Stack Engineer,17,155414
+49,Female,High School,Senior Project Engineer,25,154207
+30,Male,Master's Degree,Front end Developer,8,107895
+42,Female,Bachelor's Degree,Senior Software Engineer,18,148446
+26,Male,Master's Degree,Full Stack Engineer,4,102859
+41,Female,PhD,Software Engineer Manager,13,138662
+46,Male,Bachelor's Degree,Senior Project Engineer,23,181699
+57,Female,Master's Degree,Full Stack Engineer,33,188232
+22,Female,High School,Back end Developer,0,51832
+54,Male,PhD,Software Engineer Manager,28,188484
+42,Female,Master's Degree,Senior Software Engineer,16,138286
+49,Male,Bachelor's Degree,Full Stack Engineer,22,181132
+27,Female,Master's Degree,Back end Developer,4,73938
+36,Male,Bachelor's Degree,Senior Project Engineer,14,119224
+31,Female,Master's Degree,Full Stack Engineer,6,101186
+39,Male,Master's Degree,Software Engineer Manager,14,142360
+41,Female,Bachelor's Degree,Senior Project Engineer,20,151315
+48,Male,PhD,Full Stack Engineer,23,181021
+39,Female,Master's Degree,Senior Software Engineer,15,134641
+48,Male,Bachelor's Degree,Front end Developer,23,173851
+31,Other,High School,Back end Developer,8,104127
+47,Male,Master's Degree,Senior Project Engineer,25,178859
+29,Female,PhD,Full Stack Engineer,5,98568
+32,Male,Bachelor's Degree,Software Engineer Manager,9,104661
+38,Female,Master's Degree,Senior Software Engineer,13,134858
+34,Male,Bachelor's Degree,Back end Developer,10,94502
+23,Other,High School,Front end Developer,2,62852
+34,Female,Bachelor's Degree,Full Stack Engineer,8,122485
+25,Male,PhD,Software Engineer Manager,12,169159
+43,Male,Master's Degree,Senior Software Engineer,21,187081
+53,Other,High School,Senior Project Engineer,31,166109
+27,Female,Master's Degree,Front end Developer,5,78354
+25,Male,Bachelor's Degree,Back end Developer,2,90249
+29,Female,Master's Degree,Senior Software Engineer,6,132720
+52,Male,PhD,Software Engineer Manager,23,161568
+41,Male,Master's Degree,Front end Developer,13,127346
+49,Female,Bachelor's Degree,Back end Developer,19,120177
+25,Other,High School,Full Stack Engineer,2,69032
+35,Male,Master's Degree,Senior Project Engineer,8,101332
+57,Female,PhD,Full Stack Engineer,30,121450
+35,Female,Bachelor's Degree,Senior Project Engineer,12,166375
+43,Male,Master's Degree,Senior Software Engineer,21,185119
+37,Female,Bachelor's Degree,Full Stack Engineer,10,149217
+50,Male,Master's Degree,Software Engineer Manager,21,166512
+52,Female,Master's Degree,Senior Software Engineer,28,186963
+26,Male,Bachelor's Degree,Back end Developer,3,75072
+34,Female,Master's Degree,Full Stack Engineer,10,163398
+30,Male,High School,Senior Project Engineer,11,103947
+60,Female,PhD,Software Engineer Manager,33,179180
+50,Male,Bachelor's Degree,Back end Developer,23,175966
+58,Male,Master's Degree,Senior Software Engineer,27,190004
+35,Female,Master's Degree,Full Stack Engineer,10,152039
+28,Male,Master's Degree,Front end Developer,5,76742
+57,Female,PhD,Software Engineer Manager,33,191790
+46,Female,Bachelor's Degree,Senior Software Engineer,20,139398
+28,Male,High School,Back end Developer,7,95845
+34,Male,Master's Degree,Full Stack Engineer,12,160976
+33,Female,Master's Degree,Senior Project Engineer,9,126753
+37,Other,Master's Degree,Full Stack Engineer,14,161393
+33,Male,Master's Degree,Senior Software Engineer,8,139817
+53,Male,PhD,Software Engineer Manager,25,181714
+35,Female,Bachelor's Degree,Back end Developer,10,114776
+30,Male,Master's Degree,Full Stack Engineer,6,105725
+24,Female,High School,Senior Project Engineer,1,52731
+36,Male,Master's Degree,Front end Developer,8,106492
+27,Female,Bachelor's Degree,Full Stack Engineer,4,73895
+23,Male,PhD,Software Engineer Manager,1,119836
+28,Female,Master's Degree,Senior Software Engineer,5,99747
+52,Male,Bachelor's Degree,Back end Developer,25,168287
+28,Female,Master's Degree,Full Stack Engineer,7,115920
+32,Male,Master's Degree,Senior Project Engineer,11,128078
+24,Female,Bachelor's Degree,Front end Developer,1,51265
+43,Male,High School,Senior Software Engineer,22,165919
+60,Female,PhD,Software Engineer Manager,34,188651
+24,Male,Master's Degree,Back end Developer,0,55538
+55,Male,Bachelor's Degree,Senior Project Engineer,28,193964
+29,Female,Master's Degree,Full Stack Engineer,4,104702
+44,Male,PhD,Software Engineer Manager,19,172955
+40,Female,Master's Degree,Senior Software Engineer,16,138032
+27,Male,Bachelor's Degree,Back end Developer,4,82683
+43,Male,Master's Degree,Full Stack Engineer,17,155414
+49,Female,High School,Senior Project Engineer,25,154207
+30,Male,Master's Degree,Front end Developer,8,107895
+42,Female,Bachelor's Degree,Senior Software Engineer,18,148446
+26,Male,Master's Degree,Full Stack Engineer,4,102859
+41,Female,PhD,Software Engineer Manager,13,138662
+46,Male,Bachelor's Degree,Senior Project Engineer,23,181699
+57,Female,Master's Degree,Full Stack Engineer,33,188232
+22,Female,High School,Back end Developer,0,51832
+54,Male,PhD,Software Engineer Manager,28,188484
+42,Female,Master's Degree,Senior Software Engineer,16,138286
+49,Male,Bachelor's Degree,Full Stack Engineer,22,181132
+27,Female,Master's Degree,Back end Developer,4,73938
+36,Male,Bachelor's Degree,Senior Project Engineer,14,119224
+31,Female,Master's Degree,Full Stack Engineer,6,101186
+39,Male,Master's Degree,Software Engineer Manager,14,142360
+41,Female,Bachelor's Degree,Senior Project Engineer,20,151315
+48,Male,PhD,Full Stack Engineer,23,181021
+39,Female,Master's Degree,Senior Software Engineer,15,134641
+48,Male,Bachelor's Degree,Front end Developer,23,173851
+31,Other,High School,Back end Developer,8,104127
+47,Male,Master's Degree,Senior Project Engineer,25,178859
+29,Female,PhD,Full Stack Engineer,5,98568
+32,Male,Bachelor's Degree,Software Engineer Manager,9,104661
+38,Female,Master's Degree,Senior Software Engineer,13,134858
+34,Male,Bachelor's Degree,Back end Developer,10,94502
+23,Other,High School,Front end Developer,2,62852
+36,Male,Bachelor's Degree,Front end Developer,14,139095
+30,Female,Master's Degree,Senior Project Engineer,5,106278
+28,Male,Master's Degree,Full Stack Engineer,4,90452
+46,Female,PhD,Software Engineer Manager,23,168304
+34,Male,Bachelor's Degree,Back end Developer,10,126593
+44,Male,Master's Degree,Senior Software Engineer,19,152203
+55,Female,PhD,Software Engineer Manager,30,183138
+35,Male,Master's Degree,Full Stack Engineer,9,130275
+54,Male,Bachelor's Degree,Senior Project Engineer,29,191915
+23,Female,High School,Back end Developer,2,62807
+46,Male,Master's Degree,Senior Software Engineer,21,174305
+33,Female,Bachelor's Degree,Full Stack Engineer,9,133326
+26,Male,Master's Degree,Front end Developer,4,75656
+43,Female,PhD,Software Engineer Manager,19,155944
+36,Male,Master's Degree,Full Stack Engineer,11,137775
+23,Female,Bachelor's Degree,Senior Project Engineer,0,51831
+49,Male,Master's Degree,Software Engineer Manager,22,182237
+35,Female,Master's Degree,Full Stack Engineer,10,151901
+31,Male,Bachelor's Degree,Back end Developer,8,100052
+54,Other,High School,Senior Software Engineer,29,158254
+43,Male,Master's Degree,Full Stack Engineer,20,167207
+33,Female,Master's Degree,Senior Project Engineer,10,112439
+52,Female,PhD,Software Engineer Manager,29,194214
+28,Male,Bachelor's Degree,Full Stack Engineer,5,84407
+36,Female,Master's Degree,Senior Software Engineer,13,139413
+43,Male,Bachelor's Degree,Senior Project Engineer,20,143084
+50,Female,Master's Degree,Full Stack Engineer,25,192344
+24,Male,PhD,Software Engineer Manager,1,106132
+52,Male,Master's Degree,Senior Software Engineer,26,184816
+46,Female,Bachelor's Degree,Back end Developer,19,150248
+38,Male,Master's Degree,Full Stack Engineer,15,170995
+29,Male,Bachelor's Degree,Senior Project Engineer,6,88035
+33,Female,Master's Degree,Front end Developer,10,119419
+47,Male,PhD,Software Engineer Manager,21,173582
+45,Female,Master's Degree,Senior Software Engineer,23,174436
+28,Male,Bachelor's Degree,Back end Developer,4,71699
+42,Female,Master's Degree,Full Stack Engineer,14,163558
+46,Male,Bachelor's Degree,Senior Project Engineer,24,166828
+38,Female,PhD,Software Engineer Manager,15,144496
+54,Male,Master's Degree,Senior Software Engineer,31,193746
+33,Female,Master's Degree,Full Stack Engineer,8,122581
+27,Male,High School,Back end Developer,4,79767
+50,Female,Bachelor's Degree,Senior Project Engineer,25,177177
+26,Male,Master's Degree,Full Stack Engineer,4,89843
+31,Female,Master's Degree,Senior Software Engineer,6,113563
+35,Male,Bachelor's Degree,Front end Developer,10,128712
+44,Female,PhD,Software Engineer Manager,18,161621
+32,Male,Master's Degree,Senior Project Engineer,8,121454
+54,Male,Bachelor's Degree,Full Stack Engineer,25,179987
+26,Female,Master's Degree,Front end Developer,3,72649
+23,Male,PhD,Software Engineer Manager,0,52612
+48,Female,Master's Degree,Senior Software Engineer,24,184006
+38,Male,Bachelor's Degree,Back end Developer,12,131960
+30,Female,Master's Degree,Full Stack Engineer,5,102465
+40,Male,Master's Degree,Software Engineer Manager,16,149748
+45,Female,Bachelor's Degree,Senior Project Engineer,22,171036
+36,Male,Master's Degree,Full Stack Engineer,13,146351
+52,Male,PhD,Software Engineer Manager,26,185462
+31,Female,Bachelor's Degree,Senior Software Engineer,7,107718
+26,Male,Master's Degree,Full Stack Engineer,4,90944
+30,Female,Master's Degree,Senior Project Engineer,5,100425
+24,Male,Bachelor's Degree,Back end Developer,2,63901
+45,Male,Master's Degree,Senior Software Engineer,22,181902
+33,Female,Master's Degree,Full Stack Engineer,9,136533
+38,Male,Bachelor's Degree,Front end Developer,11,136285
+54,Female,PhD,Software Engineer Manager,31,191818
+42,Male,Master's Degree,Full Stack Engineer,19,176643
+28,Female,Bachelor's Degree,Senior Project Engineer,4,70022
+30,Male,Master's Degree,Front end Developer,6,99363
+43,Female,Master's Degree,Senior Software Engineer,19,152944
+35,Male,Bachelor's Degree,Back end Developer,10,123386
+44,Male,Master's Degree,Full Stack Engineer,21,168906
+55,Female,Bachelor's Degree,Senior Project Engineer,30,183020
+23,Male,High School,Front end Developer,1,47898
+39,Female,Master's Degree,Senior Software Engineer,14,135853
+43,Male,Bachelor's Degree,Full Stack Engineer,17,149198
+29,Male,PhD,Software Engineer Manager,6,106662
+51,Male,Master's Degree,Senior Software Engineer,28,186610
+30,Female,Bachelor's Degree,Senior Project Engineer,6,89995
+26,Male,Master's Degree,Full Stack Engineer,4,85825
+39,Female,PhD,Software Engineer Manager,13,143814
+49,Male,Master's Degree,Front end Developer,24,174726
+42,Female,Bachelor's Degree,Senior Software Engineer,20,150534
+27,Male,Bachelor's Degree,Back end Developer,4,68732
+43,Male,Master's Degree,Full Stack Engineer,21,187951
+37,Female,Bachelor's Degree,Senior Project Engineer,13,137336
+51,Male,PhD,Software Engineer Manager,26,191159
+29,Female,Master's Degree,Full Stack Engineer,5,102868
+43,Male,Bachelor's Degree,Senior Software Engineer,20,154281
+31,Male,Master's Degree,Back end Developer,8,111535
+30,Female,Master's Degree,Senior Project Engineer,6,107906
+36,Male,Bachelor's Degree,Full Stack Engineer,13,143885
+52,Female,PhD,Software Engineer Manager,27,180958
+28,Male,Master's Degree,Senior Software Engineer,6,108607
+49,Male,Bachelor's Degree,Back end Developer,24,178284
+27,Female,Master's Degree,Front end Developer,4,75969
+41,Male,Master's Degree,Senior Project Engineer,15,143705
+56,Female,PhD,Software Engineer Manager,31,197354
+46,Male,Bachelor's Degree,Senior Software Engineer,22,174324
+32,Female,Master's Degree,Full Stack Engineer,8,123781
+38,Male,PhD,Software Engineer Manager,12,141735
+52,Male,Master's Degree,Senior Project Engineer,28,187120
+24,Female,Bachelor's Degree,Back end Developer,1,61095
+49,Male,Master's Degree,Full Stack Engineer,22,179045
+35,Female,Master's Degree,Senior Software Engineer,10,130355
+31,Male,Bachelor's Degree,Front end Developer,7,103282
+44,Female,PhD,Software Engineer Manager,18,157872
+33,Male,Master's Degree,Senior Project Engineer,10,117314
+54,Male,Bachelor's Degree,Senior Software Engineer,30,186321
+33,Female,Master's Degree,Full Stack Engineer,11,129686
+27,Male,High School,Back end Developer,3,68611
+51,Female,Master's Degree,Senior Project Engineer,25,177913
+26,Male,Master's Degree,Full Stack Engineer,3,68472
+31,Female,Master's Degree,Senior Software Engineer,6,113065
+35,Male,Bachelor's Degree,Front end Developer,9,125091
+45,Female,PhD,Software Engineer Manager,23,172925
+32,Male,Master's Degree,Senior Project Engineer,9,126916
+54,Male,Bachelor's Degree,Full Stack Engineer,27,183417
+26,Female,Master's Degree,Front end Developer,4,76898
+23,Male,PhD,Software Engineer Manager,1,579
+26,Female,Bachelor's Degree,Software Engineer,2,65000
+33,Male,Master's Degree,Data Analyst,8,120000
+29,Female,Bachelor's Degree,Product Manager,4,90000
+41,Male,PhD,Data Scientist,15,190000
+35,Female,Master's Degree,Software Engineer,9,140000
+28,Male,Bachelor's Degree,Software Developer,3,75000
+37,Female,Master's Degree,Data Scientist,11,160000
+33,Male,Bachelor's Degree,Product Manager,8,130000
+24,Female,Master's Degree,Software Engineer,2,60000
+46,Male,PhD,Director of Data Science,20,220000
+29,Female,Bachelor's Degree,Software Developer,5,80000
+31,Male,Master's Degree,Data Scientist,7,130000
+27,Female,Bachelor's Degree,Software Engineer,3,65000
+38,Male,PhD,Senior Data Scientist,13,170000
+30,Female,Master's Degree,Product Manager,6,110000
+25,Male,Bachelor's Degree,Front End Developer,2,50000
+44,Male,PhD,Director of Data Science,18,210000
+33,Female,Master's Degree,Data Analyst,8,100000
+22,Male,Bachelor's Degree,Software Engineer,1,50000
+36,Male,Master's Degree,Product Manager,10,160000
+28,Female,Bachelor's Degree,Software Engineer,4,70000
+41,Male,PhD,Senior Data Scientist,16,190000
+34,Female,Master's Degree,Data Scientist,9,140000
+23,Male,Bachelor's Degree,Software Developer,1,45000
+32,Female,Master's Degree,Product Manager,7,120000
+25,Male,Master's Degree,Software Engineer,2,60000
+37,Female,Bachelor's Degree,Data Analyst,11,150000
+28,Male,Bachelor's Degree,Software Engineer,4,70000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+29,Female,Bachelor's Degree,Full Stack Engineer,6,103579
+45,Male,Master's Degree,Software Engineer Manager,19,163780
+36,Male,Bachelor's Degree,Front end Developer,12,137878
+30,Female,Master's Degree,Senior Project Engineer,4,92438
+28,Male,Master's Degree,Full Stack Engineer,5,84181
+46,Female,PhD,Software Engineer Manager,21,174821
+34,Male,Bachelor's Degree,Back end Developer,10,126520
+44,Male,Master's Degree,Senior Software Engineer,18,152168
+55,Female,PhD,Software Engineer Manager,29,190543
+35,Male,Master's Degree,Full Stack Engineer,9,131547
+54,Male,Bachelor's Degree,Senior Project Engineer,28,192292
+23,Female,High School,Back end Developer,1,52807
+46,Male,Master's Degree,Senior Software Engineer,20,174938
+33,Female,Bachelor's Degree,Full Stack Engineer,8,124071
+26,Male,Master's Degree,Front end Developer,3,73640
+43,Female,PhD,Software Engineer Manager,19,156486
+36,Male,Master's Degree,Full Stack Engineer,11,138859
+23,Female,Bachelor's Degree,Senior Project Engineer,0,52831
+49,Male,Master's Degree,Software Engineer Manager,23,182392
+35,Female,Master's Degree,Full Stack Engineer,11,151078
+31,Male,Bachelor's Degree,Back end Developer,8,100679
+54,Other,High School,Senior Software Engineer,29,158966
+43,Male,Master's Degree,Full Stack Engineer,20,167924
+33,Female,Master's Degree,Senior Project Engineer,10,113334
+52,Female,PhD,Software Engineer Manager,29,194778
+28,Male,Bachelor's Degree,Full Stack Engineer,4,77606
+36,Female,Master's Degree,Senior Software Engineer,13,140010
+43,Male,Bachelor's Degree,Senior Project Engineer,20,142421
+50,Female,Master's Degree,Full Stack Engineer,24,192756
+24,Male,PhD,Software Engineer Manager,1,106686
+52,Male,Master's Degree,Senior Software Engineer,27,186794
+46,Female,Bachelor's Degree,Back end Developer,19,150729
+38,Male,Master's Degree,Full Stack Engineer,15,171652
+29,Male,Bachelor's Degree,Senior Project Engineer,6,88552
+33,Female,Master's Degree,Front end Developer,9,119918
+47,Male,PhD,Software Engineer Manager,21,174985
+45,Female,Master's Degree,Senior Software Engineer,23,174336
+28,Male,Bachelor's Degree,Back end Developer,4,72389
+42,Female,Master's Degree,Full Stack Engineer,14,163978
+46,Male,Bachelor's Degree,Senior Project Engineer,25,166958
+38,Female,PhD,Software Engineer Manager,15,145052
+54,Male,Master's Degree,Senior Software Engineer,32,195270
+33,Female,Master's Degree,Full Stack Engineer,8,122970
+27,Male,High School,Back end Developer,4,80247
+50,Female,Bachelor's Degree,Senior Project Engineer,25,177862
+26,Male,Master's Degree,Full Stack Engineer,4,91062
+31,Female,Master's Degree,Senior Software Engineer,6,114290
+35,Male,Bachelor's Degree,Front end Developer,10,128999
+44,Female,PhD,Software Engineer Manager,18,162454
+32,Male,Master's Degree,Senior Project Engineer,8,122354
+54,Male,Bachelor's Degree,Full Stack Engineer,25,179756
+26,Female,Master's Degree,Front end Developer,3,73218
+23,Male,PhD,Software Engineer Manager,0,52612
+48,Female,Master's Degree,Senior Software Engineer,24,184480
+38,Male,Bachelor's Degree,Back end Developer,12,132442
+30,Female,Master's Degree,Full Stack Engineer,5,102828
+40,Male,Master's Degree,Software Engineer Manager,16,150301
+45,Female,Bachelor's Degree,Senior Project Engineer,22,171468
+36,Male,Master's Degree,Full Stack Engineer,13,147326
+52,Male,PhD,Software Engineer Manager,26,185982
+31,Female,Bachelor's Degree,Senior Software Engineer,7,108267
+26,Male,Master's Degree,Full Stack Engineer,4,91397
+30,Female,Master's Degree,Senior Project Engineer,5,100867
+24,Male,Bachelor's Degree,Back end Developer,2,64182
+45,Male,Master's Degree,Senior Software Engineer,22,182506
+33,Female,Master's Degree,Full Stack Engineer,9,136986
+38,Male,Bachelor's Degree,Front end Developer,11,136662
+54,Female,PhD,Software Engineer Manager,32,191510
+42,Male,Master's Degree,Full Stack Engineer,19,177347
+28,Female,Bachelor's Degree,Senior Project Engineer,3,70397
+34,Male,Master's Degree,Software Engineer Manager,9,146075
+46,Female,Bachelor's Degree,Back end Developer,18,155795
+35,Male,Master's Degree,Full Stack Engineer,9,132638
+49,Female,PhD,Software Engineer Manager,22,178684
+32,Male,Bachelor's Degree,Senior Software Engineer,7,106218
+54,Male,Master's Degree,Full Stack Engineer,28,191239
+26,Female,Master's Degree,Front end Developer,2,65840
+23,Male,PhD,Software Engineer Manager,0,52779
+48,Female,Master's Degree,Senior Software Engineer,23,185038
+38,Male,Bachelor's Degree,Back end Developer,14,136449
+30,Female,Master's Degree,Full Stack Engineer,6,110707
+40,Male,Master's Degree,Software Engineer Manager,17,151670
+45,Female,Bachelor's Degree,Senior Project Engineer,21,167015
+36,Male,Master's Degree,Full Stack Engineer,13,146508
+52,Male,PhD,Software Engineer Manager,27,190596
+31,Female,Bachelor's Degree,Senior Software Engineer,6,104378
+26,Male,Master's Degree,Full Stack Engineer,3,70216
+30,Female,Master's Degree,Senior Project Engineer,5,101733
+24,Male,Bachelor's Degree,Back end Developer,1,55935
+45,Male,Master's Degree,Senior Software Engineer,21,180367
+33,Female,Master's Degree,Full Stack Engineer,9,135596
+38,Male,Bachelor's Degree,Front end Developer,11,136062
+54,Female,PhD,Software Engineer Manager,32,191267
+42,Male,Master's Degree,Full Stack Engineer,19,177347
+28,Female,Bachelor's Degree,Senior Project Engineer,3,70397
+34,Male,Master's Degree,Software Engineer Manager,9,146075
+46,Female,Bachelor's Degree,Back end Developer,18,155795
+35,Male,Master's Degree,Full Stack Engineer,9,132638
+49,Female,PhD,Software Engineer Manager,22,178684
+32,Male,Bachelor's Degree,Senior Software Engineer,7,106218
+54,Male,Master's Degree,Full Stack Engineer,28,191239
+26,Female,Master's Degree,Front end Developer,2,65840
+23,Male,PhD,Software Engineer Manager,0,52779
+48,Female,Master's Degree,Senior Software Engineer,23,185038
+38,Male,Bachelor's Degree,Back end Developer,14,136449
+30,Female,Master's Degree,Full Stack Engineer,6,110707
+40,Male,Master's Degree,Software Engineer Manager,17,151670
+45,Female,Bachelor's Degree,Senior Project Engineer,21,167015
+36,Male,Master's Degree,Full Stack Engineer,13,146508
+52,Male,PhD,Software Engineer Manager,27,190596
+31,Female,Bachelor's Degree,Senior Software Engineer,6,104378
+26,Male,Master's Degree,Full Stack Engineer,3,70216
+30,Female,Master's Degree,Senior Project Engineer,5,101733
+24,Male,Bachelor's Degree,Back end Developer,1,55935
+45,Male,Master's Degree,Senior Software Engineer,21,180367
+33,Female,Master's Degree,Full Stack Engineer,9,135596
+38,Male,Bachelor's Degree,Front end Developer,11,136062
+54,Female,PhD,Software Engineer Manager,32,191267
+42,Male,Master's Degree,Full Stack Engineer,19,177347
+29,Female,Bachelor's Degree,Full Stack Engineer,6,103579
+45,Male,Master's Degree,Software Engineer Manager,19,163780
+36,Male,Bachelor's Degree,Front end Developer,12,137878
+30,Female,Master's Degree,Senior Project Engineer,4,92438
+28,Male,Master's Degree,Full Stack Engineer,5,84181
+46,Female,PhD,Software Engineer Manager,21,174821
+34,Male,Bachelor's Degree,Back end Developer,10,126520
+44,Male,Master's Degree,Senior Software Engineer,18,152168
+55,Female,PhD,Software Engineer Manager,29,190543
+35,Male,Master's Degree,Full Stack Engineer,9,131547
+54,Male,Bachelor's Degree,Senior Project Engineer,28,192292
+23,Female,High School,Back end Developer,1,52807
+46,Male,Master's Degree,Senior Software Engineer,20,174938
+33,Female,Bachelor's Degree,Full Stack Engineer,8,124071
+26,Male,Master's Degree,Front end Developer,3,73640
+43,Female,PhD,Software Engineer Manager,19,156486
+36,Male,Master's Degree,Full Stack Engineer,11,138859
+23,Female,Bachelor's Degree,Senior Project Engineer,0,52831
+49,Male,Master's Degree,Software Engineer Manager,23,182392
+35,Female,Master's Degree,Full Stack Engineer,11,151078
+31,Male,Bachelor's Degree,Back end Developer,8,100679
+54,Other,High School,Senior Software Engineer,29,158966
+43,Male,Master's Degree,Full Stack Engineer,20,167924
+33,Female,Master's Degree,Senior Project Engineer,10,113334
+52,Female,PhD,Software Engineer Manager,29,194778
+28,Male,Bachelor's Degree,Full Stack Engineer,4,77606
+36,Female,Master's Degree,Senior Software Engineer,13,140010
+43,Male,Bachelor's Degree,Senior Project Engineer,20,142421
+50,Female,Master's Degree,Full Stack Engineer,24,192756
+24,Male,PhD,Software Engineer Manager,1,106686
+52,Male,Master's Degree,Senior Software Engineer,27,186794
+46,Female,Bachelor's Degree,Back end Developer,19,150729
+38,Male,Master's Degree,Full Stack Engineer,15,171652
+29,Male,Bachelor's Degree,Senior Project Engineer,6,88552
+33,Female,Master's Degree,Front end Developer,9,119918
+47,Male,PhD,Software Engineer Manager,21,174985
+45,Female,Master's Degree,Senior Software Engineer,23,174336
+28,Male,Bachelor's Degree,Back end Developer,4,72389
+42,Female,Master's Degree,Full Stack Engineer,14,163978
+46,Male,Bachelor's Degree,Senior Project Engineer,25,166958
+38,Female,PhD,Software Engineer Manager,15,145052
+54,Male,Master's Degree,Senior Software Engineer,32,195270
+33,Female,Master's Degree,Full Stack Engineer,8,122970
+27,Male,High School,Back end Developer,4,80247
+50,Female,Bachelor's Degree,Senior Project Engineer,25,177862
+26,Male,Master's Degree,Full Stack Engineer,4,91062
+31,Female,Master's Degree,Senior Software Engineer,6,114290
+35,Male,Bachelor's Degree,Front end Developer,10,128999
+44,Female,PhD,Software Engineer Manager,18,162454
+32,Male,Master's Degree,Senior Project Engineer,8,122354
+54,Male,Bachelor's Degree,Full Stack Engineer,25,179756
+26,Female,Master's Degree,Front end Developer,3,73218
+23,Male,PhD,Software Engineer Manager,0,52612
+48,Female,Master's Degree,Senior Software Engineer,24,184480
+38,Male,Bachelor's Degree,Back end Developer,12,132442
+30,Female,Master's Degree,Full Stack Engineer,5,102828
+40,Male,Master's Degree,Software Engineer Manager,16,150301
+45,Female,Bachelor's Degree,Senior Project Engineer,22,171468
+36,Male,Master's Degree,Full Stack Engineer,13,147326
+52,Male,PhD,Software Engineer Manager,26,185982
+31,Female,Bachelor's Degree,Senior Software Engineer,7,108267
+26,Male,Master's Degree,Full Stack Engineer,4,91397
+30,Female,Master's Degree,Senior Project Engineer,5,100867
+24,Male,Bachelor's Degree,Back end Developer,2,64182
+45,Male,Master's Degree,Senior Software Engineer,22,182506
+33,Female,Master's Degree,Full Stack Engineer,9,136986
+38,Male,Bachelor's Degree,Front end Developer,11,136662
+54,Female,PhD,Software Engineer Manager,32,191510
+42,Male,Master's Degree,Full Stack Engineer,19,177347
+28,Female,Bachelor's Degree,Senior Project Engineer,3,70397
+34,Male,Master's Degree,Software Engineer Manager,9,146075
+46,Female,Bachelor's Degree,Back end Developer,18,155795
+35,Male,Master's Degree,Full Stack Engineer,9,132638
+49,Female,PhD,Software Engineer Manager,22,178684
+32,Male,Bachelor's Degree,Senior Software Engineer,7,106218
+54,Male,Master's Degree,Full Stack Engineer,28,191239
+26,Female,Master's Degree,Front end Developer,2,65840
+23,Male,PhD,Software Engineer Manager,0,52779
+48,Female,Master's Degree,Senior Software Engineer,23,185038
+38,Male,Bachelor's Degree,Back end Developer,14,136449
+30,Female,Master's Degree,Full Stack Engineer,6,110707
+40,Male,Master's Degree,Software Engineer Manager,17,151670
+45,Female,Bachelor's Degree,Senior Project Engineer,21,167015
+36,Male,Master's Degree,Full Stack Engineer,13,146508
+52,Male,PhD,Software Engineer Manager,27,190596
+31,Female,Bachelor's Degree,Senior Software Engineer,6,104378
+26,Male,Master's Degree,Full Stack Engineer,3,70216
+30,Female,Master's Degree,Senior Project Engineer,5,101733
+24,Male,Bachelor's Degree,Back end Developer,1,55935
+45,Male,Master's Degree,Senior Software Engineer,21,180367
+33,Female,Master's Degree,Full Stack Engineer,9,135596
+38,Male,Bachelor's Degree,Front end Developer,11,136062
+54,Female,PhD,Software Engineer Manager,32,191267
+42,Male,Master's Degree,Full Stack Engineer,19,177347
+28,Female,Bachelor's Degree,Senior Project Engineer,3,70397
+34,Male,Master's Degree,Software Engineer Manager,9,146075
+46,Female,Bachelor's Degree,Back end Developer,18,155795
+35,Male,Master's Degree,Full Stack Engineer,9,132638
+49,Female,PhD,Software Engineer Manager,22,178684
+32,Male,Bachelor's Degree,Senior Software Engineer,7,106218
+54,Male,Master's Degree,Full Stack Engineer,28,191239
+26,Female,Master's Degree,Front end Developer,2,65840
+23,Male,PhD,Software Engineer Manager,0,52779
+48,Female,Master's Degree,Senior Software Engineer,23,185038
+38,Male,Bachelor's Degree,Back end Developer,14,136449
+30,Female,Master's Degree,Full Stack Engineer,6,110707
+40,Male,Master's Degree,Software Engineer Manager,17,151670
+45,Female,Bachelor's Degree,Senior Project Engineer,21,167015
+36,Male,Master's Degree,Full Stack Engineer,13,146508
+52,Male,PhD,Software Engineer Manager,27,190596
+31,Female,Bachelor's Degree,Senior Software Engineer,6,104378
+26,Male,Master's Degree,Full Stack Engineer,3,70216
+30,Female,Master's Degree,Senior Project Engineer,5,101733
+24,Male,Bachelor's Degree,Back end Developer,1,55935
+45,Male,Master's Degree,Senior Software Engineer,21,180367
+33,Female,Master's Degree,Full Stack Engineer,9,135596
+38,Male,Bachelor's Degree,Front end Developer,11,136062
+54,Female,PhD,Software Engineer Manager,32,191267
+42,Male,Master's Degree,Full Stack Engineer,19,177347
+29,Female,Bachelor's Degree,Full Stack Engineer,6,103579
+45,Male,Master's Degree,Software Engineer Manager,19,163780
+36,Male,Bachelor's Degree,Front end Developer,12,137878
+30,Female,Master's Degree,Senior Project Engineer,4,92438
+28,Male,Master's Degree,Full Stack Engineer,5,84181
+46,Female,PhD,Software Engineer Manager,21,174821
+34,Male,Bachelor's Degree,Back end Developer,10,126520
+44,Male,Master's Degree,Senior Software Engineer,18,152168
+55,Female,PhD,Software Engineer Manager,29,190543
+35,Male,Master's Degree,Full Stack Engineer,9,131547
+54,Male,Bachelor's Degree,Senior Project Engineer,28,192292
+23,Female,High School,Back end Developer,1,52807
+46,Male,Master's Degree,Senior Software Engineer,20,174938
+33,Female,Bachelor's Degree,Full Stack Engineer,8,124071
+26,Male,Master's Degree,Front end Developer,3,73640
+43,Female,PhD,Software Engineer Manager,19,156486
+36,Male,Master's Degree,Full Stack Engineer,11,138859
+23,Female,Bachelor's Degree,Senior Project Engineer,0,52831
+49,Male,Master's Degree,Software Engineer Manager,23,182392
+35,Female,Master's Degree,Full Stack Engineer,11,151078
+31,Male,Bachelor's Degree,Back end Developer,8,100679
+54,Other,High School,Senior Software Engineer,29,158966
+43,Male,Master's Degree,Full Stack Engineer,20,167924
+33,Female,Master's Degree,Senior Project Engineer,10,113334
+52,Female,PhD,Software Engineer Manager,29,194778
+28,Male,Bachelor's Degree,Full Stack Engineer,4,77606
+36,Female,Master's Degree,Senior Software Engineer,13,140010
+43,Male,Bachelor's Degree,Senior Project Engineer,20,142421
+50,Female,Master's Degree,Full Stack Engineer,24,192756
+24,Male,PhD,Software Engineer Manager,1,106686
+52,Male,Master's Degree,Senior Software Engineer,27,186794
+46,Female,Bachelor's Degree,Back end Developer,19,150729
+38,Male,Master's Degree,Full Stack Engineer,15,171652
+29,Male,Bachelor's Degree,Senior Project Engineer,6,88552
+33,Female,Master's Degree,Front end Developer,9,119918
+47,Male,PhD,Software Engineer Manager,21,174985
+45,Female,Master's Degree,Senior Software Engineer,23,174336
+28,Male,Bachelor's Degree,Back end Developer,4,72389
+42,Female,Master's Degree,Full Stack Engineer,14,163978
+46,Male,Bachelor's Degree,Senior Project Engineer,25,166958
+38,Female,PhD,Software Engineer Manager,15,145052
+54,Male,Master's Degree,Senior Software Engineer,32,195270
+33,Female,Master's Degree,Full Stack Engineer,8,122970
+27,Male,High School,Back end Developer,4,80247
+50,Female,Bachelor's Degree,Senior Project Engineer,25,177862
+26,Male,Master's Degree,Full Stack Engineer,4,91062
+31,Female,Master's Degree,Senior Software Engineer,6,114290
+35,Male,Bachelor's Degree,Front end Developer,10,128999
+44,Female,PhD,Software Engineer Manager,18,162454
+32,Male,Master's Degree,Senior Project Engineer,8,122354
+54,Male,Bachelor's Degree,Full Stack Engineer,25,179756
+26,Female,Master's Degree,Front end Developer,3,73218
+23,Male,PhD,Software Engineer Manager,0,52612
+48,Female,Master's Degree,Senior Software Engineer,23,185038
+38,Male,Bachelor's Degree,Back end Developer,12,132442
+30,Female,Master's Degree,Full Stack Engineer,5,102828
+40,Male,Master's Degree,Software Engineer Manager,16,150301
+45,Female,Bachelor's Degree,Senior Project Engineer,22,171468
+36,Male,Master's Degree,Full Stack Engineer,13,147326
+52,Male,PhD,Software Engineer Manager,26,185982
+31,Female,Bachelor's Degree,Senior Software Engineer,7,108267
+26,Male,Master's Degree,Full Stack Engineer,3,91397
+30,Female,Master's Degree,Senior Project Engineer,5,100867
+24,Male,Bachelor's Degree,Back end Developer,2,64182
+45,Male,Master's Degree,Senior Software Engineer,22,182506
+33,Female,Master's Degree,Full Stack Engineer,9,136986
+38,Male,Bachelor's Degree,Front end Developer,11,136662
+54,Female,PhD,Software Engineer Manager,32,191510
+42,Male,Master's Degree,Full Stack Engineer,19,177347
+28,Female,Bachelor's Degree,Senior Project Engineer,4,82944
+48,Male,PhD,Software Engineer Manager,23,188288
+36,Female,Master's Degree,Senior Software Engineer,14,141090
+43,Male,Bachelor's Degree,Full Stack Engineer,19,152726
+33,Female,Master's Degree,Back end Developer,9,124141
+26,Male,Bachelor's Degree,Front end Developer,3,67556
+50,Female,Master's Degree,Senior Project Engineer,22,182768
+41,Male,PhD,Software Engineer Manager,15,148727
+29,Female,Bachelor's Degree,Full Stack Engineer,6,91903
+38,Male,Master's Degree,Senior Software Engineer,14,147708
+48,Female,Bachelor's Degree,Senior Project Engineer,21,163209
+31,Male,Master's Degree,Full Stack Engineer,8,120288
+45,Male,PhD,Software Engineer Manager,21,170226
+35,Female,Master's Degree,Senior Software Engineer,11,134979
+42,Male,Bachelor's Degree,Back end Developer,16,137489
+27,Female,Master's Degree,Full Stack Engineer,4,83577
+33,Male,Bachelor's Degree,Front end Developer,9,117904
+36,Female,Master's Degree,Senior Project Engineer,11,134482
+54,Male,PhD,Software Engineer Manager,30,184660
+30,Female,Bachelor's Degree,Senior Software Engineer,5,100151
+26,Male,Master's Degree,Full Stack Engineer,3,88678
+45,Female,PhD,Senior Project Engineer,21,181285
+38,Male,Master's Degree,Software Engineer Manager,16,154990
+31,Female,Bachelor's Degree,Full Stack Engineer,7,108204
+42,Male,Master's Degree,Senior Software Engineer,19,175684
+28,Female,Bachelor's Degree,Back end Developer,5,77766
+48,Male,PhD,Software Engineer Manager,24,192211
+36,Female,Master's Degree,Full Stack Engineer,13,144647
+43,Male,Bachelor's Degree,Senior Project Engineer,20,162231
+33,Female,Master's Degree,Front end Developer,9,121120
+26,Male,Bachelor's Degree,Full Stack Engineer,4,79652
+50,Female,Master's Degree,Senior Software Engineer,21,177002
+27,Male,Master's Degree,Back end Developer,5,87584
+38,Female,Bachelor's Degree,Senior Project Engineer,13,131860
+54,Male,PhD,Software Engineer Manager,28,182013
+31,Female,Master's Degree,Full Stack Engineer,7,108799
+36,Male,Bachelor's Degree,Senior Software Engineer,13,135378
+45,Female,Master's Degree,Software Engineer Manager,22,183530
+42,Male,Bachelor's Degree,Back end Developer,18,150901
+28,Female,Master's Degree,Full Stack Engineer,4,82697
+48,Male,PhD,Senior Software Engineer,26,194638
+36,Female,Master's Degree,Senior Project Engineer,12,130356
+43,Male,Bachelor's Degree,Full Stack Engineer,18,152560
+33,Female,Master's Degree,Front end Developer,9,121432
+26,Male,Bachelor's Degree,Back end Developer,2,63789
+50,Female,Master's Degree,Senior Software Engineer,23,183690
+41,Male,PhD,Software Engineer Manager,16,151310
+29,Female,Bachelor's Degree,Full Stack Engineer,6,100358
+38,Male,Master's Degree,Senior Software Engineer,15,148437
+48,Female,Bachelor's Degree,Senior Project Engineer,22,168691
+31,Male,Master's Degree,Full Stack Engineer,8,
+28,Male,Bachelor's Degree,Software Developer,1,50000
+32,Female,Master's Degree,Product Manager,5,100000
+26,Male,Bachelor's Degree,Software Engineer,2,60000
+33,Female,Master's Degree,Data Analyst,6,90000
+29,Male,Bachelor's Degree,Front End Developer,3,70000
+42,Male,PhD,Director of Data Science,12,170000
+36,Female,Master's Degree,Data Scientist,8,130000
+27,Male,Bachelor's Degree,Software Developer,1,50000
+34,Female,Master's Degree,Product Manager,7,120000
+29,Male,Bachelor's Degree,Software Engineer,4,80000
+41,Female,PhD,Senior Data Scientist,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Director of Data Science,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+30,Female,Bachelor's Degree,Software Engineer,4,80000
+29,Male,Bachelor's Degree,Front End Developer,3,70000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+27,Female,Bachelor's Degree,Software Engineer,3,70000
+48,Male,PhD,Director of Data Science,18,210000
+34,Male,Master's Degree,Data Scientist,9,140000
+23,Female,Bachelor's Degree,Software Engineer,1,50000
+32,Male,Master's Degree,Product Manager,7,110000
+25,Female,Master's Degree,Software Engineer,2,60000
+37,Male,Bachelor's Degree,Data Analyst,11,160000
+28,Male,Bachelor's Degree,Software Engineer,4,75000
+41,Female,PhD,Director of Data Science,16,200000
+34,Male,Master's Degree,Data Analyst,8,100000
+24,Female,Bachelor's Degree,Software Developer,2,55000
+36,Male,PhD,Senior Data Scientist,12,170000
+30,Female,Bachelor's Degree,Software Engineer,5,90000
+29,Male,Bachelor's Degree,Front End Developer,4,80000
+42,Male,Master's Degree,Product Manager,14,180000
+26,Male,Bachelor's Degree,Software Developer,2,60000
+35,Female,Master's Degree,Data Analyst,9,120000
+28,Male,Master's Degree,Web Developer,5,80000
+30,Female,Bachelor's Degree,Junior HR Coordinator,4,60000
+25,Male,Bachelor's Degree,Junior Web Developer,2,50000
+45,Female,Master's Degree,Senior Human Resources Manager,18,160000
+33,Male,PhD,Director of HR,9,120000
+22,Female,High School,Junior HR Generalist,0,40000
+36,Male,Bachelor's Degree,Web Developer,10,100000
+29,Female,Master's Degree,Senior HR Generalist,4,75000
+42,Male,PhD,Director of HR,16,140000
+27,Female,Bachelor's Degree,Junior HR Coordinator,2,50000
+38,Male,Master's Degree,Senior Human Resources Manager,11,110000
+24,Female,Bachelor's Degree,Web Developer,1,45000
+31,Male,High School,Junior Web Developer,4,55000
+39,Female,PhD,Director of HR,13,130000
+26,Male,Bachelor's Degree,Junior HR Generalist,2,50000
+32,Female,Master's Degree,Senior HR Generalist,7,80000
+32,Male,Bachelor's Degree,Junior Web Developer,2,45000
+24,Female,High School,Junior HR Generalist,1,32000
+45,Male,PhD,Senior Human Resources Manager,12,120000
+29,Female,Master's Degree,Web Developer,4,65000
+38,Male,Bachelor's Degree,Senior HR Generalist,8,95000
+27,Female,Master's Degree,Director of HR,5,80000
+31,Female,High School,Junior HR Coordinator,3,38000
+42,Male,Master's Degree,Web Developer,10,110000
+26,Female,Bachelor's Degree,Junior Web Developer,2,45000
+36,Male,Master's Degree,Senior HR Generalist,7,89000
+28,Male,High School,Junior HR Generalist,1,32000
+33,Female,Bachelor's Degree,Web Developer,5,70000
+46,Male,PhD,Director of HR,15,150000
+25,Female,Bachelor's Degree,Junior Web Developer,1,40000
+37,Female,Master's Degree,Senior Human Resources Manager,9,105000
+30,Male,Master's Degree,Web Developer,4,65000
+43,Female,PhD,Director of HR,14,140000
+34,Male,Bachelor's Degree,Junior Web Developer,3,50000
+26,Female,High School,Junior HR Generalist,2,35000
+41,Male,Master's Degree,Senior HR Generalist,11,115000
+29,Female,Master's Degree,Web Developer,5,70000
+35,Male,Bachelor's Degree,Web Developer,6,80000
+27,Female,High School,Junior HR Coordinator,1,30000
+40,Male,PhD,Director of HR,13,135000
+23,Female,Bachelor's Degree,Junior Web Developer,1,40000
+39,Male,Master's Degree,Senior HR Generalist,10,105000
+31,Male,High School,Junior HR Generalist,2,35000
+44,Female,PhD,Senior Human Resources Manager,12,120000
+28,Male,Master's Degree,Web Developer,3,55000
+32,Female,Bachelor's Degree,Junior Web Developer,2,45000
+45,Male,Master's Degree,Director of HR,14,140000
+26,Female,Bachelor's Degree,Web Developer,3,55000
+38,Male,PhD,Senior Human Resources Manager,11,115000
+27,Female,Master's Degree,Senior HR Generalist,4,70000
+33,Male,High School,Junior HR Coordinator,3,38000
+42,Female,Master's Degree,Director of HR,13,135000
+29,Male,Bachelor's Degree,Junior Web Developer,2,45000
+36,Female,Master's Degree,Web Developer,7,85000
+30,Male,High School,Junior HR Generalist,1,32000
+43,Female,PhD,Senior Human Resources Manager,15,150000
+34,Male,Bachelor's Degree,Web Developer,4,65000
+25,Female,Master's Degree,Junior HR Generalist,1,32000
+37,Male,PhD,Director of HR,12,120000
+24,Female,Bachelor's Degree,Junior Web Developer,1,40000
+39,Male,Master's Degree,Senior HR Generalist,9,95000
+31,Male,High School,Junior HR Generalist,2,35000
+44,Female,PhD,Director of HR,14,140000
+28,Male,Bachelor's Degree,Web Developer,3,55000
+32,Female,Master's Degree,Senior Human Resources Manager,6,80000
+45,Male,PhD,Director of HR,13,135000
+26,Female,Bachelor's Degree,Junior Web Developer,2,45000
+38,Male,Master's Degree,Senior HR Generalist,8,95000
+27,Female,High School,Junior HR Generalist,1,32000
+33,Male,Bachelor's Degree,Web Developer,5,70000
+42,Female,Master's Degree,Director of HR,12,120000
+29,Male,Master's Degree,Senior Human Resources Manager,4,70000
+36,Female,Master's Degree,Web Developer,7,85000
+30,Male,High School,Junior HR Coordinator,2,33000
+43,Female,PhD,Senior Human Resources Manager,15,150000
+34,Male,Bachelor's Degree,Junior Web Developer,3,50000
+25,Female,Master's Degree,Junior HR Generalist,1,32000
+37,Male,PhD,Director of HR,11,115000
+24,Female,Bachelor's Degree,Web Developer,1,40000
+39,Male,Master's Degree,Senior HR Generalist,10,105000
+31,Male,High School,Junior HR Generalist,2,35000
+44,Female,PhD,Director of HR,13,135000
+28,Male,Bachelor's Degree,Web Developer,4,65000
+32,Female,Master's Degree,Senior Human Resources Manager,6,80000
+45,Male,PhD,Director of HR,14,140000
+26,Female,Bachelor's Degree,Junior Web Developer,2,45000
+38,Male,Master's Degree,Senior HR Generalist,8,95000
+27,Female,High School,Junior HR Generalist,1,32000
+33,Male,Bachelor's Degree,Web Developer,5,70000
+42,Female,Master's Degree,Director of HR,12,120000
+29,Male,Master's Degree,Senior Human Resources Manager,4,70000
+36,Female,Master's Degree,Web Developer,7,85000
+30,Male,High School,Junior HR Coordinator,2,33000
+43,Female,PhD,Senior Human Resources Manager,15,150000
+34,Male,Bachelor's Degree,Junior Web Developer,3,50000
+25,Female,Master's Degree,Junior HR Generalist,1,32000
+37,Male,PhD,Director of HR,11,115000
+24,Female,Bachelor's Degree,Web Developer,1,40000
+39,Male,Master's Degree,Senior HR Generalist,10,105000
+31,Male,High School,Junior HR Generalist,2,35000
+44,Female,PhD,Director of HR,13,135000
+28,Male,Bachelor's Degree,Web Developer,4,65000
+32,Female,Master's Degree,Senior Human Resources Manager,6,80000
+45,Male,PhD,Director of HR,14,140000
+26,Female,Bachelor's Degree,Junior Web Developer,2,45000
+38,Male,Master's Degree,Senior HR Generalist,8,95000
+27,Female,High School,Junior HR Generalist,1,32000
+33,Male,Bachelor's Degree,Web Developer,5,70000
+42,Female,Master's Degree,Director of HR,12,120000
+29,Male,Master's Degree,Senior Human Resources Manager,4,70000
+36,Female,Master's Degree,Web Developer,7,85000
+30,Male,High School,Junior HR Coordinator,2,33000
+43,Female,PhD,Senior Human Resources Manager,15,150000
+34,Male,Bachelor's Degree,Junior Web Developer,3,50000
+25,Female,Master's Degree,Junior HR Generalist,1,32000
+37,Male,PhD,Director of HR,11,115000
+24,Female,Bachelor's Degree,Web Developer,1,40000
+39,Male,Master's Degree,Senior HR Generalist,10,105000
+31,Male,High School,Junior HR Generalist,2,35000
+44,Female,PhD,Director of HR,13,135000
+28,Male,Bachelor's Degree,Web Developer,4,65000
+32,Female,Master's Degree,Senior Human Resources Manager,6,80000
+45,Male,PhD,Director of HR,14,140000
+26,Female,Bachelor's Degree,Junior Web Developer,2,45000
+38,Male,Master's Degree,Senior HR Generalist,8,95000
+27,Female,High School,Junior HR Generalist,1,32000
+33,Male,Bachelor's Degree,Web Developer,5,70000
+42,Female,Master's Degree,Director of HR,12,120000
+29,Male,Master's Degree,Senior Human Resources Manager,4,70000
+36,Female,Master's Degree,Web Developer,7,85000
+30,Male,High School,Junior HR Coordinator,2,33000
+43,Female,PhD,Senior Human Resources Manager,15,150000
+34,Male,Bachelor's Degree,Junior Web Developer,3,50000
+25,Female,Master's Degree,Junior HR Generalist,1,32000
+37,Male,PhD,Director of HR,11,115000
+32,Male,Bachelor's Degree,Junior Web Developer,2,45000
+24,Female,High School,Junior HR Generalist,1,32000
+45,Male,PhD,Senior Human Resources Manager,12,120000
+29,Female,Master's Degree,Web Developer,4,65000
+38,Male,Bachelor's Degree,Senior HR Generalist,8,95000
+27,Female,Master's Degree,Director of HR,5,80000
+31,Female,High School,Junior HR Coordinator,3,38000
+42,Male,Master's Degree,Web Developer,10,110000
+26,Female,Bachelor's Degree,Junior Web Developer,2,45000
+36,Male,Master's Degree,Senior HR Generalist,7,89000
+28,Male,High School,Junior HR Generalist,1,32000
+33,Female,Bachelor's Degree,Web Developer,5,70000
+46,Male,PhD,Director of HR,15,150000
+25,Female,Bachelor's Degree,Junior Web Developer,1,40000
+37,Female,Master's Degree,Senior Human Resources Manager,9,105000
+30,Male,Master's Degree,Web Developer,4,65000
+43,Female,PhD,Director of HR,14,140000
+34,Male,Bachelor's Degree,Junior Web Developer,3,50000
+26,Female,High School,Junior HR Generalist,2,35000
+41,Male,Master's Degree,Senior HR Generalist,11,115000
+29,Female,Master's Degree,Web Developer,5,70000
+35,Male,Bachelor's Degree,Web Developer,6,80000
+27,Female,High School,Junior HR Coordinator,1,30000
+40,Male,PhD,Director of HR,13,135000
+23,Female,Bachelor's Degree,Junior Web Developer,1,40000
+39,Male,Master's Degree,Senior HR Generalist,10,105000
+31,Male,High School,Junior HR Generalist,2,35000
+44,Female,PhD,Senior Human Resources Manager,12,120000
+28,Male,Master's Degree,Web Developer,3,55000
+32,Female,Bachelor's Degree,Junior Web Developer,2,45000
+45,Male,Master's Degree,Director of HR,14,140000
+26,Female,Bachelor's Degree,Web Developer,3,55000
+38,Male,PhD,Senior Human Resources Manager,11,115000
+27,Female,Master's Degree,Senior HR Generalist,4,70000
+33,Male,High School,Junior HR Coordinator,3,38000
+42,Female,Master's Degree,Director of HR,13,135000
+29,Male,Bachelor's Degree,Junior Web Developer,2,45000
+36,Female,Master's Degree,Web Developer,7,85000
+30,Male,High School,Junior HR Generalist,1,32000
+43,Female,PhD,Senior Human Resources Manager,15,150000
+34,Male,Bachelor's Degree,Web Developer,4,65000
+25,Female,Master's Degree,Junior HR Generalist,1,32000
+37,Male,PhD,Director of HR,12,120000
+24,Female,Bachelor's Degree,Junior Web Developer,1,40000
+39,Male,Master's Degree,Senior HR Generalist,9,95000
+31,Male,High School,Junior HR Generalist,2,35000
+44,Female,PhD,Director of HR,14,140000
+28,Male,Bachelor's Degree,Web Developer,3,55000
+32,Female,Master's Degree,Senior Human Resources Manager,6,80000
+45,Male,PhD,Director of HR,13,135000
+26,Female,Bachelor's Degree,Junior Web Developer,2,45000
+38,Male,Master's Degree,Senior HR Generalist,8,95000
+27,Female,High School,Junior HR Generalist,1,32000
+33,Male,Bachelor's Degree,Web Developer,5,70000
+42,Female,Master's Degree,Director of HR,12,120000
+29,Male,Master's Degree,Senior Human Resources Manager,4,70000
+36,Female,Master's Degree,Web Developer,7,85000
+30,Male,High School,Junior HR Coordinator,2,33000
+43,Female,PhD,Senior Human Resources Manager,15,150000
+34,Male,Bachelor's Degree,Junior Web Developer,3,50000
+25,Female,Master's Degree,Junior HR Generalist,1,32000
+37,Male,PhD,Director of HR,11,115000
+24,Female,Bachelor's Degree,Web Developer,1,40000
+39,Male,Master's Degree,Senior HR Generalist,10,105000
+31,Male,High School,Junior HR Generalist,2,35000
+44,Female,PhD,Director of HR,13,135000
+28,Male,Bachelor's Degree,Web Developer,4,65000
+32,Female,Master's Degree,Senior Human Resources Manager,6,80000
+45,Male,PhD,Director of HR,14,140000
+26,Female,Bachelor's Degree,Junior Web Developer,2,45000
+38,Male,Master's Degree,Senior HR Generalist,8,95000
+27,Female,High School,Junior HR Generalist,1,32000
+33,Male,Bachelor's Degree,Web Developer,5,70000
+42,Female,Master's Degree,Director of HR,12,120000
+29,Male,Master's Degree,Senior Human Resources Manager,4,70000
+36,Female,Master's Degree,Web Developer,7,85000
+30,Male,High School,Junior HR Coordinator,2,33000
+43,Female,PhD,Senior Human Resources Manager,15,150000
+34,Male,Bachelor's Degree,Junior Web Developer,3,50000
+25,Female,Master's Degree,Junior HR Generalist,1,32000
+37,Male,PhD,Director of HR,11,115000
+24,Female,Bachelor's Degree,Web Developer,1,40000
+39,Male,Master's Degree,Senior HR Generalist,10,105000
+31,Male,High School,Junior HR Generalist,2,35000
+44,Female,PhD,Director of HR,13,135000
+28,Male,Bachelor's Degree,Web Developer,4,65000
+32,Female,Master's Degree,Senior Human Resources Manager,6,80000
+45,Male,PhD,Director of HR,14,140000
+26,Female,Bachelor's Degree,Junior Web Developer,2,45000
+38,Male,Master's Degree,Senior HR Generalist,8,95000
+27,Female,High School,Junior HR Generalist,1,32000
+33,Male,Bachelor's Degree,Web Developer,5,70000
+42,Female,Master's Degree,Director of HR,12,120000
+29,Male,Master's Degree,Senior Human Resources Manager,4,70000
+36,Female,Master's Degree,Web Developer,7,85000
+30,Male,High School,Junior HR Coordinator,2,33000
+43,Female,PhD,Senior Human Resources Manager,15,150000
+34,Male,Bachelor's Degree,Junior Web Developer,3,50000
+25,Female,Master's Degree,Junior HR Generalist,1,32000
+37,Male,PhD,Director of HR,11,115000
+24,Female,Bachelor's Degree,Web Developer,1,40000
+39,Male,Master's Degree,Senior HR Generalist,10,105000
+31,Male,High School,Junior HR Generalist,2,35000
+44,Female,PhD,Director of HR,13,135000
+28,Male,Bachelor's Degree,Web Developer,4,65000
+32,Female,Master's Degree,Senior Human Resources Manager,6,80000
+45,Male,PhD,Director of HR,14,140000
+26,Female,Bachelor's Degree,Junior Web Developer,2,45000
+38,Male,Master's Degree,Senior HR Generalist,8,95000
+27,Female,High School,Junior HR Generalist,1,32000
+33,Male,Bachelor's Degree,Web Developer,5,70000
+42,Female,Master's Degree,Director of HR,12,120000
+29,Male,Master's Degree,Senior Human Resources Manager,4,70000
+36,Female,Master's Degree,Web Developer,7,85000
+30,Male,High School,Junior HR Coordinator,2,33000
+43,Female,PhD,Senior Human Resources Manager,15,150000
+34,Male,Bachelor's Degree,Junior Web Developer,3,50000
+25,Female,Master's Degree,Junior HR Generalist,1,32000
+37,Male,PhD,Director of HR,11,115000
+28,Male,Bachelor's Degree,Software Engineer,3,60000
+37,Female,Master's Degree,Marketing Manager,9,100000
+43,Male,PhD,Data Scientist,15,150000
+31,Female,Bachelor's Degree,Human Resources Coordinator,4,55000
+24,Male,High School,Junior Sales Associate,1,30000
+29,Female,Master's Degree,Software Developer,5,70000
+35,Male,Bachelor's Degree,Operations Manager,8,90000
+26,Female,Master's Degree,Marketing Coordinator,2,40000
+42,Male,PhD,Data Scientist,12,130000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+27,Male,High School,Junior Sales Associate,2,35000
+38,Female,Master's Degree,Marketing Manager,10,110000
+30,Male,Bachelor's Degree,Software Engineer,4,65000
+45,Male,PhD,Data Scientist,18,180000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,11,120000
+33,Male,Bachelor's Degree,Operations Manager,6,75000
+29,Female,High School,Junior Sales Associate,1,30000
+44,Male,PhD,Data Scientist,16,160000
+26,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,8,85000
+31,Male,Bachelor's Degree,Operations Manager,5,70000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,13,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+28,Male,High School,Junior Sales Associate,2,35000
+39,Female,Master's Degree,Marketing Manager,10,110000
+31,Male,Bachelor's Degree,Software Engineer,4,65000
+45,Male,PhD,Data Scientist,18,180000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,11,120000
+33,Male,Bachelor's Degree,Operations Manager,6,75000
+29,Female,High School,Junior Sales Associate,1,30000
+44,Male,PhD,Data Scientist,16,160000
+26,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,8,85000
+31,Male,Bachelor's Degree,Operations Manager,5,70000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,13,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+28,Male,High School,Junior Sales Associate,2,35000
+39,Female,Master's Degree,Marketing Manager,10,110000
+31,Male,Bachelor's Degree,Software Engineer,4,65000
+45,Male,PhD,Data Scientist,18,180000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,11,120000
+33,Male,Bachelor's Degree,Operations Manager,6,75000
+29,Female,High School,Junior Sales Associate,1,30000
+44,Male,PhD,Data Scientist,16,160000
+26,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,8,85000
+31,Male,Bachelor's Degree,Operations Manager,5,70000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,13,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+28,Male,High School,Junior Sales Associate,2,35000
+39,Female,Master's Degree,Marketing Manager,10,110000
+31,Male,Bachelor's Degree,Software Engineer,4,65000
+45,Male,PhD,Data Scientist,18,180000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,11,120000
+33,Male,Bachelor's Degree,Operations Manager,6,75000
+29,Female,High School,Junior Sales Associate,1,30000
+44,Male,PhD,Data Scientist,16,160000
+26,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,8,85000
+31,Male,Bachelor's Degree,Operations Manager,5,70000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,13,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+28,Male,High School,Junior Sales Associate,2,35000
+39,Female,Master's Degree,Marketing Manager,10,110000
+31,Male,Bachelor's Degree,Software Engineer,4,65000
+45,Male,PhD,Data Scientist,18,180000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,11,120000
+33,Male,Bachelor's Degree,Operations Manager,6,75000
+29,Female,High School,Junior Sales Associate,1,30000
+44,Male,PhD,Data Scientist,16,160000
+26,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,8,85000
+31,Male,Bachelor's Degree,Operations Manager,5,70000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,13,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+28,Male,High School,Junior Sales Associate,2,35000
+39,Female,Master's Degree,Marketing Manager,10,110000
+31,Male,Bachelor's Degree,Software Engineer,4,65000
+45,Male,PhD,Data Scientist,18,180000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,11,120000
+33,Male,Bachelor's Degree,Operations Manager,6,75000
+29,Female,High School,Junior Sales Associate,1,30000
+44,Male,PhD,Data Scientist,16,160000
+26,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,8,85000
+31,Male,Bachelor's Degree,Operations Manager,5,70000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,13,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+28,Male,High School,Junior Sales Associate,2,35000
+39,Female,Master's Degree,Marketing Manager,10,110000
+31,Male,Bachelor's Degree,Software Engineer,4,65000
+45,Male,PhD,Data Scientist,18,180000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,11,120000
+33,Male,Bachelor's Degree,Operations Manager,6,75000
+29,Female,High School,Junior Sales Associate,1,30000
+44,Male,PhD,Data Scientist,16,160000
+26,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,8,85000
+31,Male,Bachelor's Degree,Operations Manager,5,70000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,13,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+28,Male,High School,Junior Sales Associate,2,35000
+39,Female,Master's Degree,Marketing Manager,10,110000
+31,Male,Bachelor's Degree,Software Engineer,4,65000
+45,Male,PhD,Data Scientist,18,180000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,11,120000
+33,Male,Bachelor's Degree,Operations Manager,6,75000
+29,Female,High School,Junior Sales Associate,1,30000
+44,Male,PhD,Data Scientist,16,160000
+26,Male,Bachelor's Degree,Software Developer,3,60000
+27,Male,Bachelor's Degree,Software Engineer,3,60000
+38,Female,Master's Degree,Marketing Manager,9,100000
+44,Male,PhD,Data Scientist,15,150000
+30,Female,Bachelor's Degree,Human Resources Coordinator,4,55000
+23,Male,High School,Junior Sales Associate,1,30000
+28,Female,Master's Degree,Software Developer,5,70000
+34,Male,Bachelor's Degree,Operations Manager,8,90000
+25,Female,Master's Degree,Marketing Coordinator,2,40000
+41,Male,PhD,Data Scientist,12,130000
+33,Female,Bachelor's Degree,Human Resources Manager,6,75000
+26,Male,High School,Junior Sales Associate,2,35000
+37,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,65000
+46,Male,PhD,Data Scientist,18,180000
+26,Female,Bachelor's Degree,Junior Software Developer,1,35000
+39,Female,Master's Degree,Human Resources Manager,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,75000
+28,Female,High School,Junior Sales Associate,1,30000
+43,Male,PhD,Data Scientist,16,160000
+27,Male,Bachelor's Degree,Software Developer,3,60000
+35,Female,Master's Degree,Marketing Coordinator,8,85000
+30,Male,Bachelor's Degree,Operations Manager,5,70000
+26,Female,Master's Degree,Human Resources Coordinator,3,50000
+41,Male,PhD,Data Scientist,13,140000
+33,Female,Bachelor's Degree,Human Resources Manager,6,75000
+27,Male,High School,Junior Sales Associate,2,35000
+38,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,65000
+46,Male,PhD,Data Scientist,18,180000
+26,Female,Bachelor's Degree,Junior Software Developer,1,35000
+39,Female,Master's Degree,Human Resources Manager,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,75000
+28,Female,High School,Junior Sales Associate,1,30000
+43,Male,PhD,Data Scientist,16,160000
+27,Male,Bachelor's Degree,Software Developer,3,60000
+35,Female,Master's Degree,Marketing Coordinator,8,85000
+30,Male,Bachelor's Degree,Operations Manager,5,70000
+26,Female,Master's Degree,Human Resources Coordinator,3,50000
+41,Male,PhD,Data Scientist,13,140000
+33,Female,Bachelor's Degree,Human Resources Manager,6,75000
+27,Male,High School,Junior Sales Associate,2,35000
+38,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,65000
+46,Male,PhD,Data Scientist,18,180000
+26,Female,Bachelor's Degree,Junior Software Developer,1,35000
+39,Female,Master's Degree,Human Resources Manager,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,75000
+28,Female,High School,Junior Sales Associate,1,30000
+43,Male,PhD,Data Scientist,16,160000
+27,Male,Bachelor's Degree,Software Developer,3,60000
+35,Female,Master's Degree,Marketing Coordinator,8,85000
+30,Male,Bachelor's Degree,Operations Manager,5,70000
+26,Female,Master's Degree,Human Resources Coordinator,3,50000
+41,Male,PhD,Data Scientist,13,140000
+33,Female,Bachelor's Degree,Human Resources Manager,6,75000
+27,Male,High School,Junior Sales Associate,2,35000
+38,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,65000
+46,Male,PhD,Data Scientist,18,180000
+26,Female,Bachelor's Degree,Junior Software Developer,1,35000
+39,Female,Master's Degree,Human Resources Manager,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,75000
+28,Female,High School,Junior Sales Associate,1,30000
+43,Male,PhD,Data Scientist,16,160000
+27,Male,Bachelor's Degree,Software Developer,3,60000
+35,Female,Master's Degree,Marketing Coordinator,8,85000
+30,Male,Bachelor's Degree,Operations Manager,5,70000
+26,Female,Master's Degree,Human Resources Coordinator,3,50000
+41,Male,PhD,Data Scientist,13,140000
+33,Female,Bachelor's Degree,Human Resources Manager,6,75000
+27,Male,High School,Junior Sales Associate,2,35000
+38,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,65000
+46,Male,PhD,Data Scientist,18,180000
+26,Female,Bachelor's Degree,Junior Software Developer,1,35000
+39,Female,Master's Degree,Human Resources Manager,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,75000
+28,Female,High School,Junior Sales Associate,1,30000
+43,Male,PhD,Data Scientist,16,160000
+27,Male,Bachelor's Degree,Software Developer,3,60000
+35,Female,Master's Degree,Marketing Coordinator,8,85000
+30,Male,Bachelor's Degree,Operations Manager,5,70000
+26,Female,Master's Degree,Human Resources Coordinator,3,50000
+41,Male,PhD,Data Scientist,13,140000
+33,Female,Bachelor's Degree,Human Resources Manager,6,75000
+27,Male,High School,Junior Sales Associate,2,35000
+38,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,65000
+46,Male,PhD,Data Scientist,18,180000
+26,Female,Bachelor's Degree,Junior Software Developer,1,35000
+39,Female,Master's Degree,Human Resources Manager,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,75000
+28,Female,High School,Junior Sales Associate,1,30000
+43,Male,PhD,Data Scientist,16,160000
+27,Male,Bachelor's Degree,Software Developer,3,60000
+35,Female,Master's Degree,Marketing Coordinator,8,85000
+30,Male,Bachelor's Degree,Operations Manager,5,70000
+26,Female,Master's Degree,Human Resources Coordinator,3,50000
+41,Male,PhD,Data Scientist,13,140000
+33,Female,Bachelor's Degree,Human Resources Manager,6,75000
+27,Male,High School,Junior Sales Associate,2,35000
+38,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,65000
+46,Male,PhD,Data Scientist,18,180000
+26,Female,Bachelor's Degree,Junior Software Developer,1,35000
+39,Female,Master's Degree,Human Resources Manager,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,75000
+28,Female,High School,Junior Sales Associate,1,30000
+43,Male,PhD,Data Scientist,16,160000
+27,Male,Bachelor's Degree,Software Developer,3,60000
+35,Female,Master's Degree,Marketing Coordinator,8,85000
+30,Male,Bachelor's Degree,Operations Manager,5,70000
+26,Female,Master's Degree,Human Resources Coordinator,3,50000
+41,Male,PhD,Data Scientist,13,140000
+33,Female,Bachelor's Degree,Human Resources Manager,6,75000
+27,Male,High School,Junior Sales Associate,2,35000
+38,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,65000
+46,Male,PhD,Data Scientist,18,180000
+26,Female,Bachelor's Degree,Junior Software Developer,1,35000
+39,Female,Master's Degree,Human Resources Manager,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,75000
+28,Female,High School,Junior Sales Associate,1,30000
+43,Male,PhD,Data Scientist,16,160000
+27,Male,Bachelor's Degree,Software Developer,3,60000
+24,Male,Bachelor's Degree,Software Engineer,2,55000
+32,Female,Master's Degree,Marketing Manager,7,90000
+45,Male,PhD,Data Scientist,16,160000
+28,Female,Bachelor's Degree,Human Resources Coordinator,4,60000
+22,Male,High School,Junior Sales Associate,1,25000
+29,Female,Master's Degree,Software Developer,5,70000
+36,Male,Bachelor's Degree,Operations Manager,8,100000
+27,Female,Bachelor's Degree,Marketing Coordinator,3,45000
+42,Male,PhD,Data Scientist,14,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+25,Male,High School,Junior Sales Associate,2,30000
+39,Female,Master's Degree,Marketing Manager,11,120000
+30,Male,Bachelor's Degree,Software Engineer,4,65000
+47,Male,PhD,Data Scientist,19,190000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,12,130000
+33,Male,Bachelor's Degree,Operations Manager,7,85000
+29,Female,High School,Junior Sales Associate,1,25000
+44,Male,PhD,Data Scientist,15,150000
+28,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,9,100000
+31,Male,Bachelor's Degree,Operations Manager,6,75000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,14,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+26,Male,High School,Junior Sales Associate,2,30000
+39,Female,Master's Degree,Marketing Manager,11,120000
+30,Male,Bachelor's Degree,Software Engineer,4,65000
+47,Male,PhD,Data Scientist,19,190000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,12,130000
+33,Male,Bachelor's Degree,Operations Manager,7,85000
+29,Female,High School,Junior Sales Associate,1,25000
+44,Male,PhD,Data Scientist,15,150000
+28,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,9,100000
+31,Male,Bachelor's Degree,Operations Manager,6,75000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,14,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+26,Male,High School,Junior Sales Associate,2,30000
+39,Female,Master's Degree,Marketing Manager,11,120000
+30,Male,Bachelor's Degree,Software Engineer,4,65000
+47,Male,PhD,Data Scientist,19,190000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,12,130000
+33,Male,Bachelor's Degree,Operations Manager,7,85000
+29,Female,High School,Junior Sales Associate,1,25000
+44,Male,PhD,Data Scientist,15,150000
+28,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,9,100000
+31,Male,Bachelor's Degree,Operations Manager,6,75000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,14,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+26,Male,High School,Junior Sales Associate,2,30000
+39,Female,Master's Degree,Marketing Manager,11,120000
+30,Male,Bachelor's Degree,Software Engineer,4,65000
+47,Male,PhD,Data Scientist,19,190000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,12,130000
+33,Male,Bachelor's Degree,Operations Manager,7,85000
+29,Female,High School,Junior Sales Associate,1,25000
+44,Male,PhD,Data Scientist,15,150000
+28,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,9,100000
+31,Male,Bachelor's Degree,Operations Manager,6,75000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,14,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+26,Male,High School,Junior Sales Associate,2,30000
+39,Female,Master's Degree,Marketing Manager,11,120000
+30,Male,Bachelor's Degree,Software Engineer,4,65000
+47,Male,PhD,Data Scientist,19,190000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,12,130000
+33,Male,Bachelor's Degree,Operations Manager,7,85000
+29,Female,High School,Junior Sales Associate,1,25000
+44,Male,PhD,Data Scientist,15,150000
+28,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,9,100000
+31,Male,Bachelor's Degree,Operations Manager,6,75000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,14,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+26,Male,High School,Junior Sales Associate,2,30000
+39,Female,Master's Degree,Marketing Manager,11,120000
+30,Male,Bachelor's Degree,Software Engineer,4,65000
+47,Male,PhD,Data Scientist,19,190000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,12,130000
+33,Male,Bachelor's Degree,Operations Manager,7,85000
+29,Female,High School,Junior Sales Associate,1,25000
+44,Male,PhD,Data Scientist,15,150000
+28,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,9,100000
+31,Male,Bachelor's Degree,Operations Manager,6,75000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,14,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+26,Male,High School,Junior Sales Associate,2,30000
+39,Female,Master's Degree,Marketing Manager,11,120000
+30,Male,Bachelor's Degree,Software Engineer,4,65000
+47,Male,PhD,Data Scientist,19,190000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,12,130000
+33,Male,Bachelor's Degree,Operations Manager,7,85000
+29,Female,High School,Junior Sales Associate,1,25000
+44,Male,PhD,Data Scientist,15,150000
+28,Male,Bachelor's Degree,Software Developer,3,60000
+36,Female,Master's Degree,Marketing Coordinator,9,100000
+31,Male,Bachelor's Degree,Operations Manager,6,75000
+27,Female,Master's Degree,Human Resources Coordinator,3,50000
+42,Male,PhD,Data Scientist,14,140000
+34,Female,Bachelor's Degree,Human Resources Manager,6,75000
+26,Male,High School,Junior Sales Associate,2,30000
+39,Female,Master's Degree,Marketing Manager,11,120000
+30,Male,Bachelor's Degree,Software Engineer,4,65000
+47,Male,PhD,Data Scientist,19,190000
+25,Female,Bachelor's Degree,Junior Software Developer,1,35000
+40,Female,Master's Degree,Human Resources Manager,12,130000
+33,Male,Bachelor's Degree,Operations Manager,7,85000
+29,Female,High School,Junior Sales Associate,1,25000
+44,Male,PhD,Data Scientist,15,150000
+28,Male,Bachelor's Degree,Software Developer,3,60000
+31,Male,Bachelor's Degree,Software Engineer,5,80000
+27,Female,Master's Degree,Marketing Manager,3,60000
+38,Male,PhD,Data Scientist,12,130000
+29,Female,Bachelor's Degree,Human Resources Coordinator,2,45000
+23,Male,High School,Junior Sales Associate,1,25000
+32,Female,Master's Degree,Software Developer,7,90000
+44,Male,Bachelor's Degree,Operations Manager,18,170000
+26,Female,Bachelor's Degree,Marketing Coordinator,2,40000
+40,Male,PhD,Data Scientist,15,150000
+33,Female,Bachelor's Degree,Human Resources Manager,8,95000
+24,Male,High School,Junior Sales Associate,1,25000
+35,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,70000
+49,Male,PhD,Data Scientist,22,220000
+26,Female,Bachelor's Degree,Junior Software Developer,2,35000
+41,Female,Master's Degree,Human Resources Manager,13,140000
+36,Male,Bachelor's Degree,Operations Manager,9,110000
+28,Female,High School,Junior Sales Associate,1,25000
+43,Male,PhD,Data Scientist,16,160000
+29,Male,Bachelor's Degree,Software Developer,5,80000
+39,Female,Master's Degree,Marketing Coordinator,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,90000
+28,Female,Master's Degree,Human Resources Coordinator,2,45000
+40,Male,PhD,Data Scientist,15,150000
+33,Female,Bachelor's Degree,Human Resources Manager,8,95000
+24,Male,High School,Junior Sales Associate,1,25000
+35,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,70000
+49,Male,PhD,Data Scientist,22,220000
+26,Female,Bachelor's Degree,Junior Software Developer,2,35000
+41,Female,Master's Degree,Human Resources Manager,13,140000
+36,Male,Bachelor's Degree,Operations Manager,9,110000
+28,Female,High School,Junior Sales Associate,1,25000
+43,Male,PhD,Data Scientist,16,160000
+29,Male,Bachelor's Degree,Software Developer,5,80000
+39,Female,Master's Degree,Marketing Coordinator,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,90000
+28,Female,Master's Degree,Human Resources Coordinator,2,45000
+40,Male,PhD,Data Scientist,15,150000
+33,Female,Bachelor's Degree,Human Resources Manager,8,95000
+24,Male,High School,Junior Sales Associate,1,25000
+35,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,70000
+49,Male,PhD,Data Scientist,22,220000
+26,Female,Bachelor's Degree,Junior Software Developer,2,35000
+41,Female,Master's Degree,Human Resources Manager,13,140000
+36,Male,Bachelor's Degree,Operations Manager,9,110000
+28,Female,High School,Junior Sales Associate,1,25000
+43,Male,PhD,Data Scientist,16,160000
+29,Male,Bachelor's Degree,Software Developer,5,80000
+39,Female,Master's Degree,Marketing Coordinator,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,90000
+28,Female,Master's Degree,Human Resources Coordinator,2,45000
+40,Male,PhD,Data Scientist,15,150000
+33,Female,Bachelor's Degree,Human Resources Manager,8,95000
+24,Male,High School,Junior Sales Associate,1,25000
+35,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,70000
+49,Male,PhD,Data Scientist,22,220000
+26,Female,Bachelor's Degree,Junior Software Developer,2,35000
+41,Female,Master's Degree,Human Resources Manager,13,140000
+36,Male,Bachelor's Degree,Operations Manager,9,110000
+28,Female,High School,Junior Sales Associate,1,25000
+43,Male,PhD,Data Scientist,16,160000
+29,Male,Bachelor's Degree,Software Developer,5,80000
+39,Female,Master's Degree,Marketing Coordinator,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,90000
+28,Female,Master's Degree,Human Resources Coordinator,2,45000
+40,Male,PhD,Data Scientist,15,150000
+33,Female,Bachelor's Degree,Human Resources Manager,8,95000
+24,Male,High School,Junior Sales Associate,1,25000
+35,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,70000
+49,Male,PhD,Data Scientist,22,220000
+26,Female,Bachelor's Degree,Junior Software Developer,2,35000
+41,Female,Master's Degree,Human Resources Manager,13,140000
+36,Male,Bachelor's Degree,Operations Manager,9,110000
+28,Female,High School,Junior Sales Associate,1,25000
+43,Male,PhD,Data Scientist,16,160000
+29,Male,Bachelor's Degree,Software Developer,5,80000
+39,Female,Master's Degree,Marketing Coordinator,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,90000
+28,Female,Master's Degree,Human Resources Coordinator,2,45000
+40,Male,PhD,Data Scientist,15,150000
+33,Female,Bachelor's Degree,Human Resources Manager,8,95000
+24,Male,High School,Junior Sales Associate,1,25000
+35,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,70000
+49,Male,PhD,Data Scientist,22,220000
+26,Female,Bachelor's Degree,Junior Software Developer,2,35000
+41,Female,Master's Degree,Human Resources Manager,13,140000
+36,Male,Bachelor's Degree,Operations Manager,9,110000
+28,Female,High School,Junior Sales Associate,1,25000
+43,Male,PhD,Data Scientist,16,160000
+29,Male,Bachelor's Degree,Software Developer,5,80000
+39,Female,Master's Degree,Marketing Coordinator,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,90000
+28,Female,Master's Degree,Human Resources Coordinator,2,45000
+40,Male,PhD,Data Scientist,15,150000
+33,Female,Bachelor's Degree,Human Resources Manager,8,95000
+24,Male,High School,Junior Sales Associate,1,25000
+35,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,70000
+49,Male,PhD,Data Scientist,22,220000
+26,Female,Bachelor's Degree,Junior Software Developer,2,35000
+41,Female,Master's Degree,Human Resources Manager,13,140000
+36,Male,Bachelor's Degree,Operations Manager,9,110000
+28,Female,High School,Junior Sales Associate,1,25000
+43,Male,PhD,Data Scientist,16,160000
+29,Male,Bachelor's Degree,Software Developer,5,80000
+39,Female,Master's Degree,Marketing Coordinator,11,120000
+32,Male,Bachelor's Degree,Operations Manager,6,90000
+28,Female,Master's Degree,Human Resources Coordinator,2,45000
+40,Male,PhD,Data Scientist,15,150000
+33,Female,Bachelor's Degree,Human Resources Manager,8,95000
+24,Male,High School,Junior Sales Associate,1,25000
+35,Female,Master's Degree,Marketing Manager,10,110000
+29,Male,Bachelor's Degree,Software Engineer,4,70000
+49,Male,PhD,Data Scientist,22,220000
+26,Female,Bachelor's Degree,Junior Software Developer,2,35000
+41,Female,Master's Degree,Human Resources Manager,13,140000
+36,Male,Bachelor's Degree,Operations Manager,9,110000
+28,Female,High School,Junior Sales Associate,1,25000
+43,Male,PhD,Data Scientist,16,160000
+29,Male,Bachelor's Degree,Software Developer,5,80000
+34,Male,Bachelor's Degree,Software Engineer,6,85000
+31,Female,Master's Degree,Marketing Manager,4,62000
+41,Male,PhD,Data Scientist,13,138000
+27,Female,Bachelor's Degree,Human Resources Coordinator,2,47000
+25,Male,High School,Junior Sales Associate,1,26000
+33,Female,Master's Degree,Software Developer,8,95000
+45,Male,Bachelor's Degree,Operations Manager,19,174000
+28,Female,Bachelor's Degree,Marketing Coordinator,2,41000
+42,Male,PhD,Data Scientist,16,162000
+34,Female,Bachelor's Degree,Human Resources Manager,9,99000
+23,Male,High School,Junior Sales Associate,1,26000
+36,Female,Master's Degree,Marketing Manager,11,117000
+30,Male,Bachelor's Degree,Software Engineer,5,75000
+50,Male,PhD,Data Scientist,23,225000
+27,Female,Bachelor's Degree,Junior Software Developer,2,36000
+43,Female,Master's Degree,Human Resources Manager,14,146000
+37,Male,Bachelor's Degree,Operations Manager,10,113000
+29,Female,High School,Junior Sales Associate,1,26000
+44,Male,PhD,Data Scientist,17,168000
+30,Male,Bachelor's Degree,Software Developer,6,85000
+40,Female,Master's Degree,Marketing Coordinator,12,122000
+33,Male,Bachelor's Degree,Operations Manager,7,96000
+29,Female,Master's Degree,Human Resources Coordinator,3,49000
+43,Male,PhD,Data Scientist,16,162000
+34,Female,Bachelor's Degree,Human Resources Manager,9,99000
+23,Male,High School,Junior Sales Associate,1,26000
+36,Female,Master's Degree,Marketing Manager,11,117000
+30,Male,Bachelor's Degree,Software Engineer,5,75000
+50,Male,PhD,Data Scientist,23,225000
+27,Female,Bachelor's Degree,Junior Software Developer,2,36000
+43,Female,Master's Degree,Human Resources Manager,14,146000
+37,Male,Bachelor's Degree,Operations Manager,10,113000
+29,Female,High School,Junior Sales Associate,1,26000
+44,Male,PhD,Data Scientist,17,168000
+30,Male,Bachelor's Degree,Software Developer,6,85000
+40,Female,Master's Degree,Marketing Coordinator,12,122000
+33,Male,Bachelor's Degree,Operations Manager,7,96000
+29,Female,Master's Degree,Human Resources Coordinator,3,49000
+43,Male,PhD,Data Scientist,16,162000
+34,Female,Bachelor's Degree,Human Resources Manager,9,99000
+23,Male,High School,Junior Sales Associate,1,26000
+36,Female,Master's Degree,Marketing Manager,11,117000
+30,Male,Bachelor's Degree,Software Engineer,5,75000
+50,Male,PhD,Data Scientist,23,225000
+27,Female,Bachelor's Degree,Junior Software Developer,2,36000
+43,Female,Master's Degree,Human Resources Manager,14,146000
+37,Male,Bachelor's Degree,Operations Manager,10,113000
+29,Female,High School,Junior Sales Associate,1,26000
+44,Male,PhD,Data Scientist,17,168000
+30,Male,Bachelor's Degree,Software Developer,6,85000
+40,Female,Master's Degree,Marketing Coordinator,12,122000
+33,Male,Bachelor's Degree,Operations Manager,7,96000
+29,Female,Master's Degree,Human Resources Coordinator,3,49000
+43,Male,PhD,Data Scientist,16,162000
+34,Female,Bachelor's Degree,Human Resources Manager,9,99000
+23,Male,High School,Junior Sales Associate,1,26000
+36,Female,Master's Degree,Marketing Manager,11,117000
+30,Male,Bachelor's Degree,Software Engineer,5,75000
+50,Male,PhD,Data Scientist,23,225000
+27,Female,Bachelor's Degree,Junior Software Developer,2,36000
+43,Female,Master's Degree,Human Resources Manager,14,146000
+37,Male,Bachelor's Degree,Operations Manager,10,113000
+29,Female,High School,Junior Sales Associate,1,26000
+44,Male,PhD,Data Scientist,17,168000
+30,Male,Bachelor's Degree,Software Developer,6,85000
+40,Female,Master's Degree,Marketing Coordinator,12,122000
+33,Male,Bachelor's Degree,Operations Manager,7,96000
+29,Female,Master's Degree,Human Resources Coordinator,3,49000
+43,Male,PhD,Data Scientist,16,162000
+34,Female,Bachelor's Degree,Human Resources Manager,9,99000
+23,Male,High School,Junior Sales Associate,1,26000
+36,Female,Master's Degree,Marketing Manager,11,117000
+30,Male,Bachelor's Degree,Software Engineer,5,75000
+50,Male,PhD,Data Scientist,23,225000
+27,Female,Bachelor's Degree,Junior Software Developer,2,36000
+43,Female,Master's Degree,Human Resources Manager,14,146000
+37,Male,Bachelor's Degree,Operations Manager,10,113000
+29,Female,High School,Junior Sales Associate,1,26000
+44,Male,PhD,Data Scientist,17,168000
+30,Male,Bachelor's Degree,Software Developer,6,85000
+40,Female,Master's Degree,Marketing Coordinator,12,122000
+33,Male,Bachelor's Degree,Operations Manager,7,96000
+29,Female,Master's Degree,Human Resources Coordinator,3,49000
+43,Male,PhD,Data Scientist,16,162000
+34,Female,Bachelor's Degree,Human Resources Manager,9,99000
+23,Male,High School,Junior Sales Associate,1,26000
+36,Female,Master's Degree,Marketing Manager,11,117000
+30,Male,Bachelor's Degree,Software Engineer,5,75000
+50,Male,PhD,Data Scientist,23,225000
+27,Female,Bachelor's Degree,Junior Software Developer,2,36000
+43,Female,Master's Degree,Human Resources Manager,14,146000
+37,Male,Bachelor's Degree,Operations Manager,10,113000
+29,Female,High School,Junior Sales Associate,1,26000
+44,Male,PhD,Data Scientist,17,168000
+30,Male,Bachelor's Degree,Software Developer,6,85000
+40,Female,Master's Degree,Marketing Coordinator,12,122000
+33,Male,Bachelor's Degree,Operations Manager,7,96000
+29,Female,Master's Degree,Human Resources Coordinator,3,49000
+43,Male,PhD,Data Scientist,16,162000
+34,Female,Bachelor's Degree,Human Resources Manager,9,99000
+23,Male,High School,Junior Sales Associate,1,26000
+36,Female,Master's Degree,Marketing Manager,11,117000
+30,Male,Bachelor's Degree,Software Engineer,5,75000
+50,Male,PhD,Data Scientist,23,225000
+27,Female,Bachelor's Degree,Junior Software Developer,2,36000
+43,Female,Master's Degree,Human Resources Manager,14,146000
+37,Male,Bachelor's Degree,Operations Manager,10,113000
+29,Female,High School,Junior Sales Associate,1,26000
+44,Male,PhD,Data Scientist,17,168000
+30,Male,Bachelor's Degree,Software Developer,6,85000
+40,Female,Master's Degree,Marketing Coordinator,12,122000
+33,Male,Bachelor's Degree,Operations Manager,7,96000
+29,Female,Master's Degree,Human Resources Coordinator,3,49000
+43,Male,PhD,Data Scientist,16,162000
+34,Female,Bachelor's Degree,Human Resources Manager,9,99000
+23,Male,High School,Junior Sales Associate,1,26000
+36,Female,Master's Degree,Marketing Manager,11,117000
+30,Male,Bachelor's Degree,Software Engineer,5,75000
+50,Male,PhD,Data Scientist,23,225000
+27,Female,Bachelor's Degree,Junior Software Developer,2,36000
+43,Female,Master's Degree,Human Resources Manager,14,146000
+37,Male,Bachelor's Degree,Operations Manager,10,113000
+29,Female,High School,Junior Sales Associate,1,26000
+44,Male,PhD,Data Scientist,17,168000
+30,Male,Bachelor's Degree,Software Developer,6,85000
+32,Female,Master's Degree,Software Developer,8,95000
+46,Male,PhD,Data Scientist,18,180000
+28,Female,Bachelor's Degree,Marketing Coordinator,2,41000
+24,Male,High School,Junior Sales Associate,1,26000
+31,Female,Master's Degree,Marketing Manager,5,68000
+39,Male,Bachelor's Degree,Operations Manager,13,127000
+25,Female,Bachelor's Degree,Human Resources Coordinator,2,47000
+41,Male,PhD,Data Scientist,15,155000
+35,Female,Bachelor's Degree,Human Resources Manager,8,92000
+26,Male,High School,Junior Sales Associate,1,26000
+37,Female,Master's Degree,Marketing Manager,12,125000
+29,Male,Bachelor's Degree,Software Engineer,4,71000
+51,Male,PhD,Data Scientist,24,240000
+28,Female,Bachelor's Degree,Junior Software Developer,2,36000
+44,Female,Master's Degree,Human Resources Manager,15,152000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,26000
+45,Male,PhD,Data Scientist,19,190000
+31,Male,Bachelor's Degree,Software Developer,6,85000
+41,Female,Master's Degree,Marketing Coordinator,13,131000
+34,Male,Bachelor's Degree,Operations Manager,8,101000
+30,Female,Master's Degree,Human Resources Coordinator,3,49000
+44,Male,PhD,Data Scientist,18,182000
+35,Female,Bachelor's Degree,Human Resources Manager,8,92000
+26,Male,High School,Junior Sales Associate,1,26000
+37,Female,Master's Degree,Marketing Manager,12,125000
+29,Male,Bachelor's Degree,Software Engineer,4,71000
+51,Male,PhD,Data Scientist,24,240000
+28,Female,Bachelor's Degree,Junior Software Developer,2,36000
+44,Female,Master's Degree,Human Resources Manager,15,152000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,26000
+45,Male,PhD,Data Scientist,19,190000
+31,Male,Bachelor's Degree,Software Developer,6,85000
+41,Female,Master's Degree,Marketing Coordinator,13,131000
+34,Male,Bachelor's Degree,Operations Manager,8,101000
+30,Female,Master's Degree,Human Resources Coordinator,3,49000
+44,Male,PhD,Data Scientist,18,182000
+35,Female,Bachelor's Degree,Human Resources Manager,8,92000
+26,Male,High School,Junior Sales Associate,1,26000
+37,Female,Master's Degree,Marketing Manager,12,125000
+29,Male,Bachelor's Degree,Software Engineer,4,71000
+51,Male,PhD,Data Scientist,24,240000
+28,Female,Bachelor's Degree,Junior Software Developer,2,36000
+44,Female,Master's Degree,Human Resources Manager,15,152000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,26000
+45,Male,PhD,Data Scientist,19,190000
+31,Male,Bachelor's Degree,Software Developer,6,85000
+41,Female,Master's Degree,Marketing Coordinator,13,131000
+34,Male,Bachelor's Degree,Operations Manager,8,101000
+30,Female,Master's Degree,Human Resources Coordinator,3,49000
+44,Male,PhD,Data Scientist,18,182000
+35,Female,Bachelor's Degree,Human Resources Manager,8,92000
+26,Male,High School,Junior Sales Associate,1,26000
+37,Female,Master's Degree,Marketing Manager,12,125000
+29,Male,Bachelor's Degree,Software Engineer,4,71000
+51,Male,PhD,Data Scientist,24,240000
+28,Female,Bachelor's Degree,Junior Software Developer,2,36000
+44,Female,Master's Degree,Human Resources Manager,15,152000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,26000
+45,Male,PhD,Data Scientist,19,190000
+31,Male,Bachelor's Degree,Software Developer,6,85000
+41,Female,Master's Degree,Marketing Coordinator,13,131000
+34,Male,Bachelor's Degree,Operations Manager,8,101000
+30,Female,Master's Degree,Human Resources Coordinator,3,49000
+44,Male,PhD,Data Scientist,18,182000
+35,Female,Bachelor's Degree,Human Resources Manager,8,92000
+26,Male,High School,Junior Sales Associate,1,26000
+37,Female,Master's Degree,Marketing Manager,12,125000
+29,Male,Bachelor's Degree,Software Engineer,4,71000
+51,Male,PhD,Data Scientist,24,240000
+28,Female,Bachelor's Degree,Junior Software Developer,2,36000
+44,Female,Master's Degree,Human Resources Manager,15,152000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,26000
+45,Male,PhD,Data Scientist,19,190000
+31,Male,Bachelor's Degree,Software Developer,6,85000
+41,Female,Master's Degree,Marketing Coordinator,13,131000
+34,Male,Bachelor's Degree,Operations Manager,8,101000
+30,Female,Master's Degree,Human Resources Coordinator,3,49000
+44,Male,PhD,Data Scientist,18,182000
+35,Female,Bachelor's Degree,Human Resources Manager,8,92000
+26,Male,High School,Junior Sales Associate,1,26000
+37,Female,Master's Degree,Marketing Manager,12,125000
+29,Male,Bachelor's Degree,Software Engineer,4,71000
+51,Male,PhD,Data Scientist,24,240000
+28,Female,Bachelor's Degree,Junior Software Developer,2,36000
+44,Female,Master's Degree,Human Resources Manager,15,152000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,26000
+45,Male,PhD,Data Scientist,19,190000
+31,Male,Bachelor's Degree,Software Developer,6,85000
+41,Female,Master's Degree,Marketing Coordinator,13,131000
+34,Male,Bachelor's Degree,Operations Manager,8,101000
+30,Female,Master's Degree,Human Resources Coordinator,3,49000
+44,Male,PhD,Data Scientist,18,182000
+35,Female,Bachelor's Degree,Human Resources Manager,8,92000
+26,Male,High School,Junior Sales Associate,1,26000
+37,Female,Master's Degree,Marketing Manager,12,125000
+29,Male,Bachelor's Degree,Software Engineer,4,71000
+51,Male,PhD,Data Scientist,24,240000
+28,Female,Bachelor's Degree,Junior Software Developer,2,36000
+44,Female,Master's Degree,Human Resources Manager,15,152000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,26000
+45,Male,PhD,Data Scientist,19,190000
+31,Male,Bachelor's Degree,Software Developer,6,85000
+41,Female,Master's Degree,Marketing Coordinator,13,131000
+34,Male,Bachelor's Degree,Operations Manager,8,101000
+30,Female,Master's Degree,Human Resources Coordinator,3,49000
+44,Male,PhD,Data Scientist,18,182000
+35,Female,Bachelor's Degree,Human Resources Manager,8,92000
+26,Male,High School,Junior Sales Associate,1,26000
+37,Female,Master's Degree,Marketing Manager,12,125000
+29,Male,Bachelor's Degree,Software Engineer,4,71000
+51,Male,PhD,Data Scientist,24,240000
+28,Female,Bachelor's Degree,Junior Software Developer,2,36000
+44,Female,Master's Degree,Human Resources Manager,15,152000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,26000
+45,Male,PhD,Data Scientist,19,190000
+31,Male,Bachelor's Degree,Software Developer,6,85000
+41,Female,Master's Degree,Marketing Coordinator,13,131000
+27,Male,Bachelor's Degree,Software Developer,3,62000
+42,Female,Master's Degree,Marketing Manager,16,137000
+35,Male,PhD,Data Scientist,9,112000
+29,Female,Bachelor's Degree,Human Resources Coordinator,2,45000
+33,Male,High School,Junior Sales Associate,1,25000
+36,Female,Bachelor's Degree,Operations Manager,7,91000
+43,Male,PhD,Data Scientist,17,179000
+31,Female,Bachelor's Degree,Software Engineer,5,74000
+49,Male,Master's Degree,Marketing Manager,23,228000
+28,Female,Bachelor's Degree,Junior Software Developer,2,37000
+45,Female,PhD,Data Scientist,19,193000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+27,Female,Bachelor's Degree,Software Developer,3,61000
+41,Male,PhD,Data Scientist,15,157000
+35,Female,Master's Degree,Human Resources Manager,8,92000
+26,Male,Bachelor's Degree,Software Engineer,1,52000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,58000
+48,Male,PhD,Data Scientist,22,219000
+32,Female,Master's Degree,Marketing Manager,6,77000
+34,Male,Bachelor's Degree,Operations Manager,8,104000
+31,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+28,Female,Bachelor's Degree,Junior Software Developer,2,37000
+44,Female,PhD,Data Scientist,18,183000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+27,Female,Bachelor's Degree,Software Developer,3,61000
+41,Male,PhD,Data Scientist,15,157000
+35,Female,Master's Degree,Human Resources Manager,8,92000
+26,Male,Bachelor's Degree,Software Engineer,1,52000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,58000
+48,Male,PhD,Data Scientist,22,219000
+32,Female,Master's Degree,Marketing Manager,6,77000
+34,Male,Bachelor's Degree,Operations Manager,8,104000
+31,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+28,Female,Bachelor's Degree,Junior Software Developer,2,37000
+44,Female,PhD,Data Scientist,18,183000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+27,Female,Bachelor's Degree,Software Developer,3,61000
+41,Male,PhD,Data Scientist,15,157000
+35,Female,Master's Degree,Human Resources Manager,8,92000
+26,Male,Bachelor's Degree,Software Engineer,1,52000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,58000
+48,Male,PhD,Data Scientist,22,219000
+32,Female,Master's Degree,Marketing Manager,6,77000
+34,Male,Bachelor's Degree,Operations Manager,8,104000
+31,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+28,Female,Bachelor's Degree,Junior Software Developer,2,37000
+44,Female,PhD,Data Scientist,18,183000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+27,Female,Bachelor's Degree,Software Developer,3,61000
+41,Male,PhD,Data Scientist,15,157000
+35,Female,Master's Degree,Human Resources Manager,8,92000
+26,Male,Bachelor's Degree,Software Engineer,1,52000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,58000
+48,Male,PhD,Data Scientist,22,219000
+32,Female,Master's Degree,Marketing Manager,6,77000
+34,Male,Bachelor's Degree,Operations Manager,8,104000
+31,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+28,Female,Bachelor's Degree,Junior Software Developer,2,37000
+44,Female,PhD,Data Scientist,18,183000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+27,Female,Bachelor's Degree,Software Developer,3,61000
+41,Male,PhD,Data Scientist,15,157000
+35,Female,Master's Degree,Human Resources Manager,8,92000
+26,Male,Bachelor's Degree,Software Engineer,1,52000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,58000
+48,Male,PhD,Data Scientist,22,219000
+32,Female,Master's Degree,Marketing Manager,6,77000
+34,Male,Bachelor's Degree,Operations Manager,8,104000
+31,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+28,Female,Bachelor's Degree,Junior Software Developer,2,37000
+44,Female,PhD,Data Scientist,18,183000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+27,Female,Bachelor's Degree,Software Developer,3,61000
+41,Male,PhD,Data Scientist,15,157000
+35,Female,Master's Degree,Human Resources Manager,8,92000
+26,Male,Bachelor's Degree,Software Engineer,1,52000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,58000
+48,Male,PhD,Data Scientist,22,219000
+32,Female,Master's Degree,Marketing Manager,6,77000
+34,Male,Bachelor's Degree,Operations Manager,8,104000
+31,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+28,Female,Bachelor's Degree,Junior Software Developer,2,37000
+44,Female,PhD,Data Scientist,18,183000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+27,Female,Bachelor's Degree,Software Developer,3,61000
+41,Male,PhD,Data Scientist,15,157000
+35,Female,Master's Degree,Human Resources Manager,8,92000
+26,Male,Bachelor's Degree,Software Engineer,1,52000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,58000
+48,Male,PhD,Data Scientist,22,219000
+32,Female,Master's Degree,Marketing Manager,6,77000
+34,Male,Bachelor's Degree,Operations Manager,8,104000
+31,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+28,Female,Bachelor's Degree,Junior Software Developer,2,37000
+44,Female,PhD,Data Scientist,18,183000
+38,Male,Bachelor's Degree,Operations Manager,11,119000
+30,Female,High School,Junior Sales Associate,1,25000
+45,Male,Master's Degree,Marketing Manager,20,204000
+27,Female,Bachelor's Degree,Software Developer,3,61000
+41,Male,PhD,Data Scientist,15,157000
+35,Female,Master's Degree,Human Resources Manager,8,92000
+26,Male,Bachelor's Degree,Software Engineer,1,52000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,58000
+48,Male,PhD,Data Scientist,22,219000
+32,Female,Master's Degree,Marketing Manager,6,77000
+31,Female,Master's Degree,Director of HR,6,95000
+28,Male,Bachelor's Degree,Junior Web Developer,2,45000
+29,Female,Master's Degree,Senior HR Generalist,4,70000
+35,Male,PhD,Senior Human Resources Manager,10,110000
+26,Female,High School,Web Developer,1,35000
+32,Male,Bachelor's Degree,Junior HR Generalist,5,60000
+27,Female,Master's Degree,Web Developer,2,50000
+39,Male,Master's Degree,Director of HR,12,120000
+23,Female,Bachelor's Degree,Junior HR Generalist,1,32000
+30,Male,Bachelor's Degree,Web Developer,4,65000
+26,Female,Bachelor's Degree,Junior HR Coordinator,1,35000
+42,Male,PhD,Senior Human Resources Manager,14,130000
+34,Female,Master's Degree,Director of HR,9,95000
+28,Male,High School,Juniour HR Generalist,2,43000
+31,Female,Bachelor's Degree,Junior HR Coordinator,4,50000
+29,Male,Bachelor's Degree,Web Developer,3,60000
+35,Female,Master's Degree,Senior HR Generalist,8,80000
+26,Male,Master's Degree,Junior Web Developer,2,48000
+40,Female,PhD,Director of HR,13,125000
+34,Male,Bachelor's Degree,Web Developer,7,85000
+26,Female,Bachelor's Degree,Junior HR Generalist,2,42000
+29,Male,Master's Degree,Senior HR Generalist,4,70000
+25,Female,High School,Juniour HR Coordinator,1,32000
+33,Male,Master's Degree,Web Developer,6,80000
+27,Female,Bachelor's Degree,Junior HR Generalist,2,42000
+31,Male,PhD,Senior Human Resources Manager,7,90000
+29,Female,Master's Degree,Web Developer,4,65000
+24,Male,Bachelor's Degree,Junior Web Developer,1,40000
+42,Female,Master's Degree,Senior HR Generalist,12,110000
+34,Male,Master's Degree,Director of HR,10,105000
+28,Female,Bachelor's Degree,Junior HR Generalist,3,50000
+33,Male,PhD,Director of HR,8,95000
+29,Female,Bachelor's Degree,Web Developer,3,60000
+25,Male,High School,Junior HR Generalist,2,40000
+26,Female,Master's Degree,Senior HR Generalist,2,55000
+30,Male,Bachelor's Degree,Web Developer,5,70000
+24,Female,High School,Juniour HR Coordinator,1,32000
+31,Male,Master's Degree,Director of HR,7,90000
+27,Female,Bachelor's Degree,Web Developer,2,50000
+35,Male,PhD,Senior Human Resources Manager,10,110000
+26,Female,Bachelor's Degree,Junior HR Generalist,1,32000
+32,Male,Master's Degree,Web Developer,6,80000
+29,Female,Master's Degree,Senior HR Generalist,4,70000
+25,Male,High School,Web Developer,2,45000
+33,Female,Bachelor's Degree,Junior HR Generalist,7,65000
+27,Male,Master's Degree,Web Developer,2,50000
+28,Female,Bachelor's Degree,Junior HR Coordinator,3,45000
+34,Male,PhD,Director of HR,9,95000
+30,Female,Bachelor's Degree,Web Developer,4,65000
+26,Male,Bachelor's Degree,Junior HR Coordinator,2,38000
+42,Female,Master's Degree,Senior Human Resources Manager,13,125000
+34,Male,Master's Degree,Web Developer,8,90000
+28,Female,High School,Juniour HR Generalist,2,43000
+31,Male,Bachelor's Degree,Junior HR Generalist,5,60000
+29,Female,Master's Degree,Web Developer,3,60000
+35,Male,PhD,Senior Human Resources Manager,10,110000
+26,Female,Bachelor's Degree,Web Developer,1,35000
+32,Male,Master's Degree,Director of HR,6,95000
+27,Female,Master's Degree,Junior HR Generalist,2,42000
+39,Male,Master's Degree,Senior HR Generalist,11,100000
+23,Female,Bachelor's Degree,Junior HR Coordinator,1,32000
+30,Male,Bachelor's Degree,Web Developer,4,65000
+26,Female,Bachelor's Degree,Junior HR Generalist,2,42000
+42,Male,PhD,Director of HR,14,130000
+34,Female,Master's Degree,Director of HR,9,95000
+28,Male,High School,Junior Web Developer,2,43000
+31,Female,Bachelor's Degree,Junior HR Coordinator,4,50000
+29,Male,Bachelor's Degree,Web Developer,3,60000
+35,Female,Master's Degree,Senior HR Generalist,8,80000
+26,Male,Master's Degree,Junior Web Developer,2,48000
+40,Female,PhD,Director of HR,13,125000
+34,Male,Bachelor's Degree,Web Developer,7,85000
+26,Female,Bachelor's Degree,Junior HR Generalist,2,42000
+29,Male,Master's Degree,Senior HR Generalist,4,70000
+25,Female,High School,Junior HR Coordinator,1,32000
+33,Male,Master's Degree,Web Developer,6,80000
+27,Female,Bachelor's Degree,Junior HR Generalist,2,42000
+31,Male,PhD,Senior Human Resources Manager,7,90000
+29,Female,Master's Degree,Web Developer,4,65000
+24,Male,Bachelor's Degree,Junior Web Developer,1,40000
+42,Female,Master's Degree,Senior HR Generalist,12,110000
+34,Male,Master's Degree,Director of HR,10,105000
+28,Female,Bachelor's Degree,Junior HR Generalist,3,50000
+33,Male,PhD,Director of HR,8,95000
+29,Female,Bachelor's Degree,Web Developer,3,60000
+25,Male,High School,Junior HR Generalist,2,40000
+26,Female,Master's Degree,Senior HR Generalist,2,55000
+30,Male,Bachelor's Degree,Web Developer,5,70000
+24,Female,High School,Juniour HR Coordinator,1,32000
+31,Male,Master's Degree,Director of HR,7,90000
+27,Female,Bachelor's Degree,Web Developer,2,50000
+35,Male,PhD,Senior Human Resources Manager,10,110000
+26,Female,Bachelor's Degree,Junior HR Generalist,1,32000
+32,Male,Master's Degree,Web Developer,6,80000
+29,Female,Master's Degree,Senior HR Generalist,4,70000
+25,Male,High School,Web Developer,2,45000
+33,Female,Bachelor's Degree,Junior HR Generalist,7,65000
+27,Male,Master's Degree,Web Developer,2,50000
+28,Female,Bachelor's Degree,Junior HR Coordinator,3,45000
+34,Male,PhD,Director of HR,9,95000
+30,Female,Bachelor's Degree,Web Developer,4,65000
+26,Male,Bachelor's Degree,Junior HR Coordinator,2,38000
+42,Female,Master's Degree,Senior Human Resources Manager,13,125000
+34,Male,Master's Degree,Web Developer,8,90000
+28,Female,High School,Juniour HR Generalist,2,43000
+31,Male,Bachelor's Degree,Junior HR Generalist,5,60000
+29,Female,Master's Degree,Web Developer,3,60000
+35,Male,PhD,Senior Human Resources Manager,10,110000
+26,Female,Bachelor's Degree,Web Developer,1,35000
+32,Male,Master's Degree,Director of HR,6,95000
+27,Female,Master's Degree,Junior HR Generalist,2,42000
+39,Male,Master's Degree,Senior HR Generalist,11,100000
+23,Female,Bachelor's Degree,Junior HR Coordinator,1,32000
+30,Male,Bachelor's Degree,Web Developer,4,65000
+26,Female,Bachelor's Degree,Junior HR Generalist,2,42000
+42,Male,PhD,Director of HR,14,130000
+34,Female,Master's Degree,Director of HR,9,95000
+28,Male,High School,Junior Web Developer,2,43000
+31,Female,Bachelor's Degree,Junior HR Coordinator,4,500
+27,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+33,Male,Master's Degree,Senior Data Scientist,8,120000
+29,Female,Bachelor's Degree,Marketing Coordinator,3,55000
+31,Male,Bachelor's Degree,Junior Marketing Manager,5,70000
+38,Female,PhD,Senior Research Scientist,12,140000
+25,Male,High School,Junior Sales Associate,1,30000
+32,Female,Master's Degree,Senior Software Engineer,7,100000
+27,Male,Bachelor's Degree,Junior Data Analyst,2,50000
+29,Female,Bachelor's Degree,Junior Marketing Manager,3,55000
+35,Male,PhD,Senior Research Scientist,10,130000
+26,Female,Bachelor's Degree,Junior Software Engineer,1,45000
+28,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+36,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+34,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+34,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+34,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+34,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+34,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+34,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+34,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+34,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+34,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+34,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+34,Male,Master's Degree,Senior Data Scientist,9,125000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,57000
+32,Male,Bachelor's Degree,Junior Marketing Manager,6,72000
+39,Female,PhD,Senior Research Scientist,13,145000
+26,Male,High School,Junior Sales Associate,2,31000
+33,Female,Master's Degree,Senior Software Engineer,8,105000
+28,Male,Bachelor's Degree,Junior Data Analyst,3,52000
+30,Female,Bachelor's Degree,Junior Marketing Manager,4,57000
+36,Male,PhD,Senior Research Scientist,11,135000
+27,Female,Bachelor's Degree,Junior Software Engineer,2,48000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+22,Female,High School,Sales Associate,0,25000
+45,Male,Bachelor's Degree,Financial Manager,21,250000
+31,Female,Master's Degree,Content Marketing Manager,8,120000
+28,Male,Bachelor's Degree,Digital Marketing Manager,4,80000
+29,Male,Bachelor's Degree,Senior Product Marketing Manager,6,100000
+35,Female,PhD,Director of Marketing,12,170000
+27,Male,High School,Sales Representative,3,50000
+33,Female,Bachelor's Degree,Marketing Manager,9,140000
+30,Male,Master's Degree,Financial Manager,7,120000
+25,Female,Bachelor's Degree,Marketing Manager,2,55000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+29,Female,Master's Degree,Content Marketing Manager,4,80000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+25,Female,Bachelor's Degree,Marketing Manager,3,65000
+30,Male,Master's Degree,Financial Manager,7,120000
+28,Female,PhD,Director of Marketing,6,105000
+26,Male,Bachelor's Degree,Senior Product Marketing Manager,5,85000
+28,Female,Master's Degree,Marketing Manager,7,110000
+34,Male,PhD,Director of Marketing,12,170000
+31,Male,Bachelor's Degree,Sales Director,9,140000
+24,Female,High School,Sales Associate,1,30000
+29,Male,Bachelor's Degree,Digital Marketing Manager,6,95000
+27,Female,Master's Degree,Content Marketing Manager,4,80000
+33,Male,PhD,Sales Director,10,155000
+21,Female,High School,Junior Sales Representative,0,25000
+36,Male,Bachelor's Degree,Sales Manager,11,160000
+23,Male,Bachelor's Degree,Software Engineer,1,60000
+39,Female,Master's Degree,Marketing Manager,12,150000
+28,Male,Bachelor's Degree,Financial Analyst,4,80000
+31,Female,PhD,Research Scientist,8,120000
+35,Male,Bachelor's Degree,Project Manager,10,130000
+27,Female,Bachelor's Degree,Graphic Designer,2,50000
+42,Male,Master's Degree,Senior Software Engineer,18,180000
+29,Female,Bachelor's Degree,Digital Marketing Specialist,3,60000
+33,Male,Bachelor's Degree,Marketing Manager,7,110000
+24,Female,High School,Sales Associate,0,25000
+30,Male,Master's Degree,Financial Analyst,6,100000
+26,Female,Bachelor's Degree,Social Media Manager,3,55000
+32,Male,PhD,Data Scientist,9,140000
+22,Female,High School,Receptionist,0,25000
+37,Male,Bachelor's Degree,Product Manager,12,150000
+38,Female,Master's Degree,Marketing Director,14,170000
+25,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+29,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+27,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,10,150000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,7,120000
+25,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+29,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+27,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,10,150000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,7,120000
+23,Male,Bachelor's Degree,Software Engineer,1,60000
+39,Female,Master's Degree,Marketing Manager,12,150000
+28,Male,Bachelor's Degree,Financial Analyst,4,80000
+31,Female,PhD,Research Scientist,8,120000
+35,Male,Bachelor's Degree,Project Manager,10,130000
+27,Female,Bachelor's Degree,Graphic Designer,2,50000
+42,Male,Master's Degree,Senior Software Engineer,18,180000
+29,Female,Bachelor's Degree,Digital Marketing Specialist,3,60000
+33,Male,Bachelor's Degree,Marketing Manager,7,110000
+24,Female,High School,Sales Associate,0,25000
+30,Male,Master's Degree,Financial Analyst,6,100000
+26,Female,Bachelor's Degree,Social Media Manager,3,55000
+32,Male,PhD,Data Scientist,9,140000
+22,Female,High School,Receptionist,0,25000
+37,Male,Bachelor's Degree,Product Manager,12,150000
+38,Female,Master's Degree,Marketing Director,14,170000
+25,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+29,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+27,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,10,150000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,7,120000
+25,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+29,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+27,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,10,150000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,7,120000
+23,Male,Bachelor's Degree,Software Engineer,1,60000
+39,Female,Master's Degree,Marketing Manager,12,150000
+28,Male,Bachelor's Degree,Financial Analyst,4,80000
+31,Female,PhD,Research Scientist,8,120000
+35,Male,Bachelor's Degree,Project Manager,10,130000
+27,Female,Bachelor's Degree,Graphic Designer,2,50000
+42,Male,Master's Degree,Senior Software Engineer,18,180000
+29,Female,Bachelor's Degree,Digital Marketing Specialist,3,60000
+33,Male,Bachelor's Degree,Marketing Manager,7,110000
+24,Female,High School,Sales Associate,0,25000
+30,Male,Master's Degree,Financial Analyst,6,100000
+26,Female,Bachelor's Degree,Social Media Manager,3,55000
+32,Male,PhD,Data Scientist,9,140000
+22,Female,High School,Receptionist,0,25000
+37,Male,Bachelor's Degree,Product Manager,12,150000
+38,Female,Master's Degree,Marketing Director,14,170000
+25,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+29,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+27,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,10,150000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,7,120000
+25,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+29,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+27,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,10,150000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,7,120000
+23,Male,Bachelor's Degree,Software Engineer,1,60000
+39,Female,Master's Degree,Marketing Manager,12,150000
+28,Male,Bachelor's Degree,Financial Analyst,4,80000
+31,Female,PhD,Research Scientist,8,120000
+35,Male,Bachelor's Degree,Project Manager,10,130000
+27,Female,Bachelor's Degree,Graphic Designer,2,50000
+42,Male,Master's Degree,Senior Software Engineer,18,180000
+29,Female,Bachelor's Degree,Digital Marketing Specialist,3,60000
+33,Male,Bachelor's Degree,Marketing Manager,7,110000
+24,Female,High School,Sales Associate,0,25000
+30,Male,Master's Degree,Financial Analyst,6,100000
+26,Female,Bachelor's Degree,Social Media Manager,3,55000
+32,Male,PhD,Data Scientist,9,140000
+22,Female,High School,Receptionist,0,25000
+37,Male,Bachelor's Degree,Product Manager,12,150000
+38,Female,Master's Degree,Marketing Director,14,170000
+25,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+29,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+27,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,10,150000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,7,120000
+25,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+29,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+27,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,10,150000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,7,120000
+23,Male,Bachelor's Degree,Software Engineer,1,60000
+39,Female,Master's Degree,Marketing Manager,12,150000
+28,Male,Bachelor's Degree,Financial Analyst,4,80000
+31,Female,PhD,Research Scientist,8,120000
+35,Male,Bachelor's Degree,Project Manager,10,130000
+27,Female,Bachelor's Degree,Graphic Designer,2,50000
+42,Male,Master's Degree,Senior Software Engineer,18,180000
+29,Female,Bachelor's Degree,Digital Marketing Specialist,3,60000
+33,Male,Bachelor's Degree,Marketing Manager,7,110000
+24,Female,High School,Sales Associate,0,25000
+30,Male,Master's Degree,Financial Analyst,6,100000
+26,Female,Bachelor's Degree,Social M,,
+28,Male,Bachelor's Degree,Software Engineer,3,85000
+36,Female,Master's Degree,Marketing Director,11,160000
+25,Male,Bachelor's Degree,Financial Analyst,1,55000
+29,Female,PhD,Data Scientist,5,100000
+33,Male,Bachelor's Degree,Project Manager,8,120000
+27,Female,Bachelor's Degree,Graphic Designer,2,50000
+43,Male,Master's Degree,Senior Software Engineer,19,185000
+30,Female,Bachelor's Degree,Digital Marketing Specialist,4,65000
+34,Male,Bachelor's Degree,Marketing Manager,9,130000
+25,Female,High School,Sales Associate,0,25000
+31,Male,Master's Degree,Financial Analyst,6,100000
+27,Female,Bachelor's Degree,Social Media Manager,3,55000
+33,Male,PhD,Research Scientist,10,150000
+23,Female,High School,Receptionist,0,25000
+38,Male,Bachelor's Degree,Product Manager,13,160000
+39,Female,Master's Degree,Marketing Manager,14,170000
+26,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+28,Male,Bachelor's Degree,Product Designer,3,60000
+35,Female,PhD,Research Director,11,160000
+27,Male,Bachelor's Degree,Marketing Analyst,2,50000
+32,Female,Master's Degree,Financial Manager,8,120000
+26,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+28,Male,Bachelor's Degree,Product Designer,3,60000
+35,Female,PhD,Research Director,11,160000
+27,Male,Bachelor's Degree,Marketing Analyst,2,50000
+32,Female,Master's Degree,Financial Manager,8,120000
+28,Male,Bachelor's Degree,Software Engineer,3,85000
+36,Female,Master's Degree,Marketing Director,11,160000
+25,Male,Bachelor's Degree,Financial Analyst,1,55000
+29,Female,PhD,Data Scientist,5,100000
+33,Male,Bachelor's Degree,Project Manager,8,120000
+27,Female,Bachelor's Degree,Graphic Designer,2,50000
+43,Male,Master's Degree,Senior Software Engineer,19,185000
+30,Female,Bachelor's Degree,Digital Marketing Specialist,4,65000
+34,Male,Bachelor's Degree,Marketing Manager,9,130000
+25,Female,High School,Sales Associate,0,25000
+31,Male,Master's Degree,Financial Analyst,6,100000
+27,Female,Bachelor's Degree,Social Media Manager,3,55000
+33,Male,PhD,Research Scientist,10,150000
+23,Female,High School,Receptionist,0,25000
+38,Male,Bachelor's Degree,Product Manager,13,160000
+39,Female,Master's Degree,Marketing Manager,14,170000
+26,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+28,Male,Bachelor's Degree,Product Designer,3,60000
+35,Female,PhD,Research Director,11,160000
+27,Male,Bachelor's Degree,Marketing Analyst,2,50000
+32,Female,Master's Degree,Financial Manager,8,120000
+26,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+28,Male,Bachelor's Degree,Product Designer,3,60000
+35,Female,PhD,Research Director,11,160000
+27,Male,Bachelor's Degree,Marketing Analyst,2,50000
+32,Female,Master's Degree,Financial Manager,8,120000
+28,Male,Bachelor's Degree,Software Engineer,3,85000
+36,Female,Master's Degree,Marketing Director,11,160000
+25,Male,Bachelor's Degree,Financial Analyst,1,55000
+29,Female,PhD,Data Scientist,5,100000
+33,Male,Bachelor's Degree,Project Manager,8,120000
+27,Female,Bachelor's Degree,Graphic Designer,2,50000
+43,Male,Master's Degree,Senior Software Engineer,19,185000
+30,Female,Bachelor's Degree,Digital Marketing Specialist,4,65000
+34,Male,Bachelor's Degree,Marketing Manager,9,130000
+25,Female,High School,Sales Associate,0,25000
+31,Male,Master's Degree,Financial Analyst,6,100000
+27,Female,Bachelor's Degree,Social Media Manager,3,55000
+33,Male,PhD,Research Scientist,10,150000
+23,Female,High School,Receptionist,0,25000
+38,Male,Bachelor's Degree,Product Manager,13,160000
+39,Female,Master's Degree,Marketing Manager,14,170000
+26,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+28,Male,Bachelor's Degree,Product Designer,3,60000
+35,Female,PhD,Research Director,11,160000
+27,Male,Bachelor's Degree,Marketing Analyst,2,50000
+32,Female,Master's Degree,Financial Manager,8,120000
+26,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+28,Male,Bachelor's Degree,Product Designer,3,60000
+35,Female,PhD,Research Director,11,160000
+27,Male,Bachelor's Degree,Marketing Analyst,2,50000
+32,Female,Master's Degree,Financial Manager,8,120000
+28,Male,Bachelor's Degree,Software Engineer,3,85000
+36,Female,Master's Degree,Marketing Director,11,160000
+25,Male,Bachelor's Degree,Financial Analyst,1,55000
+29,Female,PhD,Data Scientist,5,100000
+33,Male,Bachelor's Degree,Project Manager,8,120000
+27,Female,Bachelor's Degree,Graphic Designer,2,50000
+43,Male,Master's Degree,Senior Software Engineer,19,185000
+30,Female,Bachelor's Degree,Digital Marketing Specialist,4,65000
+34,Male,Bachelor's Degree,Marketing Manager,9,130000
+25,Female,High School,Sales Associate,0,25000
+31,Male,Master's Degree,Financial Analyst,6,100000
+27,Female,Bachelor's Degree,Social Media Manager,3,55000
+33,Male,PhD,Research Scientist,10,150000
+23,Female,High School,Receptionist,0,25000
+38,Male,Bachelor's Degree,Product Manager,13,160000
+39,Female,Master's Degree,Marketing Manager,14,170000
+26,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+28,Male,Bachelor's Degree,Product Designer,3,60000
+35,Female,PhD,Research Director,11,160000
+27,Male,Bachelor's Degree,Marketing Analyst,2,50000
+32,Female,Master's Degree,Financial Manager,8,120000
+26,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+28,Male,Bachelor's Degree,Product Designer,3,60000
+35,Female,PhD,Research Director,11,160000
+27,Male,Bachelor's Degree,Marketing Analyst,2,50000
+32,Female,Master's Degree,Financial Manager,8,120000
+28,Male,Bachelor's Degree,Software Engineer,3,85000
+36,Female,Master's Degree,Marketing Director,11,160000
+25,Male,Bachelor's Degree,Financial Analyst,1,55000
+29,Female,PhD,Data Scientist,5,100000
+33,Male,Bachelor's Degree,Project Manager,8,120000
+27,Female,Bachelor's Degree,Graphic Designer,2,50000
+43,Male,Master's Degree,Senior Software Engineer,19,185000
+30,Female,Bachelor's Degree,Digital Marketing Specialist,4,65000
+34,Male,Bachelor's Degree,Marketing Manager,9,130000
+25,Female,High School,Sales Associate,0,25000
+31,Male,Master's Degree,Financial Analyst,6,100000
+27,Female,Bachelor's Degree,Social Media Manager,3,55000
+33,Male,PhD,Research Scientist,10,150000
+27,Male,Bachelor's Degree,Software Engineer,3,85000
+35,Female,Master's Degree,Marketing Director,11,160000
+24,Male,Bachelor's Degree,Financial Analyst,1,55000
+28,Female,PhD,Data Scientist,5,100000
+32,Male,Bachelor's Degree,Project Manager,8,120000
+26,Female,Bachelor's Degree,Graphic Designer,2,50000
+41,Male,Master's Degree,Senior Software Engineer,19,185000
+29,Female,Bachelor's Degree,Digital Marketing Specialist,4,65000
+33,Male,Bachelor's Degree,Marketing Manager,9,130000
+24,Female,High School,Sales Associate,0,25000
+30,Male,Master's Degree,Financial Analyst,6,100000
+26,Female,Bachelor's Degree,Social Media Manager,3,55000
+32,Male,PhD,Research Scientist,10,150000
+22,Female,High School,Receptionist,0,25000
+37,Male,Bachelor's Degree,Product Manager,13,160000
+38,Female,Master's Degree,Marketing Manager,14,170000
+27,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+31,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+29,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,11,160000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,8,120000
+27,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+31,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+29,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,11,160000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,8,120000
+27,Male,Bachelor's Degree,Software Engineer,3,85000
+35,Female,Master's Degree,Marketing Director,11,160000
+24,Male,Bachelor's Degree,Financial Analyst,1,55000
+28,Female,PhD,Data Scientist,5,100000
+32,Male,Bachelor's Degree,Project Manager,8,120000
+26,Female,Bachelor's Degree,Graphic Designer,2,50000
+41,Male,Master's Degree,Senior Software Engineer,19,185000
+29,Female,Bachelor's Degree,Digital Marketing Specialist,4,65000
+33,Male,Bachelor's Degree,Marketing Manager,9,130000
+24,Female,High School,Sales Associate,0,25000
+30,Male,Master's Degree,Financial Analyst,6,100000
+26,Female,Bachelor's Degree,Social Media Manager,3,55000
+32,Male,PhD,Research Scientist,10,150000
+22,Female,High School,Receptionist,0,25000
+37,Male,Bachelor's Degree,Product Manager,13,160000
+38,Female,Master's Degree,Marketing Manager,14,170000
+27,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+31,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+29,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,11,160000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,8,120000
+27,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+31,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+29,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,11,160000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,8,120000
+27,Male,Bachelor's Degree,Software Engineer,3,85000
+35,Female,Master's Degree,Marketing Director,11,160000
+24,Male,Bachelor's Degree,Financial Analyst,1,55000
+28,Female,PhD,Data Scientist,5,100000
+32,Male,Bachelor's Degree,Project Manager,8,120000
+26,Female,Bachelor's Degree,Graphic Designer,2,50000
+41,Male,Master's Degree,Senior Software Engineer,19,185000
+29,Female,Bachelor's Degree,Digital Marketing Specialist,4,65000
+33,Male,Bachelor's Degree,Marketing Manager,9,130000
+24,Female,High School,Sales Associate,0,25000
+30,Male,Master's Degree,Financial Analyst,6,100000
+26,Female,Bachelor's Degree,Social Media Manager,3,55000
+32,Male,PhD,Research Scientist,10,150000
+22,Female,High School,Receptionist,0,25000
+37,Male,Bachelor's Degree,Product Manager,13,160000
+38,Female,Master's Degree,Marketing Manager,14,170000
+27,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+31,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+29,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,11,160000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,8,120000
+27,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+31,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+29,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,11,160000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,8,120000
+27,Male,Bachelor's Degree,Software Engineer,3,85000
+35,Female,Master's Degree,Marketing Director,11,160000
+24,Male,Bachelor's Degree,Financial Analyst,1,55000
+28,Female,PhD,Data Scientist,5,100000
+32,Male,Bachelor's Degree,Project Manager,8,120000
+26,Female,Bachelor's Degree,Graphic Designer,2,50000
+41,Male,Master's Degree,Senior Software Engineer,19,185000
+29,Female,Bachelor's Degree,Digital Marketing Specialist,4,65000
+33,Male,Bachelor's Degree,Marketing Manager,9,130000
+24,Female,High School,Sales Associate,0,25000
+30,Male,Master's Degree,Financial Analyst,6,100000
+26,Female,Bachelor's Degree,Social Media Manager,3,55000
+32,Male,PhD,Research Scientist,10,150000
+22,Female,High School,Receptionist,0,25000
+37,Male,Bachelor's Degree,Product Manager,13,160000
+38,Female,Master's Degree,Marketing Manager,14,170000
+27,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+31,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+29,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,11,160000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,8,120000
+27,Male,Bachelor's Degree,Junior Software Engineer,1,55000
+31,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+29,Male,Bachelor's Degree,Product Designer,3,60000
+34,Female,PhD,Research Director,11,160000
+26,Male,Bachelor's Degree,Marketing Analyst,2,50000
+31,Female,Master's Degree,Financial Manager,8,120000
+27,Male,Bachelor's Degree,Software Engineer,3,85000
+35,Female,Master's Degree,Marketing Director,11,160000
+24,Male,Bachelor's Degree,Financial Analyst,1,55000
+28,Female,PhD,Data Scientist,5,100000
+32,Male,Bachelor's Degree,Project Manager,8,120000
+26,Female,Bachelor's Degree,Graphic Designer,2,50000
+41,Male,Master's Degree,Senior Software Engineer,19,185000
+29,Female,Bachelor's Degree,Digital Marketing Specialist,4,65000
+33,Male,Bachelor's Degree,Marketing Manager,9,130000
+24,Female,High School,Sales Associate,0,25000
+30,Male,Master's Degree,Financial Analyst,6,100000
+26,Female,Bachelor's Degree,Social Media Man,7,100000
+31,Male,Bachelor's Degree,Software Engineer,7,120000
+26,Female,Bachelor's Degree,Graphic Designer,2,50000
+33,Male,Master's Degree,Marketing Manager,9,130000
+29,Female,High School,Customer Service Representative,3,35000
+36,Male,PhD,Research Scientist,13,160000
+27,Female,Bachelor's Degree,Marketing Coordinator,2,50000
+31,Male,Bachelor's Degree,Project Manager,6,100000
+28,Female,Master's Degree,Financial Analyst,4,80000
+25,Male,Bachelor's Degree,Software Engineer,1,60000
+30,Female,Bachelor's Degree,Sales Manager,5,90000
+34,Male,PhD,Research Director,11,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,180000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,50000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,160000
+25,Male,Bachelor's Degree,Product Manager,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,85000
+34,Male,PhD,Research Director,11,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,180000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,50000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,160000
+25,Male,Bachelor's Degree,Product Manager,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,85000
+34,Male,PhD,Research Director,11,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,180000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,50000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,160000
+25,Male,Bachelor's Degree,Product Manager,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,85000
+34,Male,PhD,Research Director,11,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,180000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,50000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,160000
+25,Male,Bachelor's Degree,Product Manager,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,85000
+34,Male,PhD,Research Director,11,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,180000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,50000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,160000
+25,Male,Bachelor's Degree,Product Manager,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,85000
+34,Male,PhD,Research Director,11,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,180000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,50000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,160000
+25,Male,Bachelor's Degree,Product Manager,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,85000
+34,Male,PhD,Research Director,11,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,180000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,50000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,160000
+25,Male,Bachelor's Degree,Product Manager,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,85000
+34,Male,PhD,Research Director,11,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,180000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,50000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,160000
+25,Male,Bachelor's Degree,Product Manager,1,55000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,85000
+34,Male,PhD,Research Director,11,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,180000
+28,Female,Bachelor's Degree,Marketing Coordinator,3,60000
+33,Male,Master's Degree,Software Engineer,9,120000
+26,Female,Bachelor's Degree,Graphic Designer,1,45000
+29,Male,Bachelor's Degree,Product Manager,5,80000
+35,Female,PhD,Research Scientist,11,150000
+27,Male,Bachelor's Degree,Software Engineer,2,65000
+31,Female,Bachelor's Degree,Marketing Manager,7,100000
+28,Male,Master's Degree,Financial Analyst,4,90000
+24,Female,Bachelor's Degree,Marketing Analyst,0,40000
+30,Male,Bachelor's Degree,Project Manager,6,110000
+34,Female,PhD,Research Director,12,170000
+27,Male,Bachelor's Degree,Software Engineer,3,75000
+33,Female,Master's Degree,Marketing Manager,8,120000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+25,Female,High School,Customer Service Representative,1,30000
+36,Male,PhD,Research Scientist,13,180000
+39,Female,Bachelor's Degree,Financial Manager,15,200000
+26,Male,Bachelor's Degree,Product Designer,1,50000
+31,Female,PhD,Data Scientist,8,140000
+28,Male,Bachelor's Degree,Marketing Analyst,3,65000
+32,Female,Bachelor's Degree,Product Manager,7,110000
+24,Male,High School,Delivery Driver,0,28000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,210000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+29,Male,Bachelor's Degree,Software Engineer,3,75000
+32,Female,Master's Degree,Marketing Manager,8,120000
+27,Male,Bachelor's Degree,Product Manager,2,65000
+30,Female,PhD,Data Scientist,6,100000
+36,Male,Bachelor's Degree,Financial Analyst,11,150000
+28,Female,Bachelor's Degree,Marketing Coordinator,3,60000
+33,Male,Master's Degree,Software Engineer,9,120000
+26,Female,Bachelor's Degree,Graphic Designer,1,45000
+29,Male,Bachelor's Degree,Product Manager,5,80000
+35,Female,PhD,Research Scientist,11,150000
+27,Male,Bachelor's Degree,Software Engineer,2,65000
+31,Female,Bachelor's Degree,Marketing Manager,7,100000
+28,Male,Master's Degree,Financial Analyst,4,90000
+24,Female,Bachelor's Degree,Marketing Analyst,0,40000
+30,Male,Bachelor's Degree,Project Manager,6,110000
+34,Female,PhD,Research Director,12,170000
+27,Male,Bachelor's Degree,Software Engineer,3,75000
+33,Female,Master's Degree,Marketing Manager,8,120000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+25,Female,High School,Customer Service Representative,1,30000
+36,Male,PhD,Research Scientist,13,180000
+39,Female,Bachelor's Degree,Financial Manager,15,200000
+26,Male,Bachelor's Degree,Product Designer,1,50000
+31,Female,PhD,Data Scientist,8,140000
+28,Male,Bachelor's Degree,Marketing Analyst,3,65000
+32,Female,Bachelor's Degree,Product Manager,7,110000
+24,Male,High School,Delivery Driver,0,28000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,210000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+27,Male,phD,Marketing Coordinator,7,120000
+28,Female,Bachelor's Degree,Marketing Coordinator,3,60000
+33,Male,Master's Degree,Software Engineer,8,120000
+27,Female,Bachelor's Degree,Product Manager,2,65000
+30,Male,PhD,Data Scientist,6,100000
+36,Female,Bachelor's Degree,Financial Analyst,11,150000
+29,Male,Bachelor's Degree,Marketing Analyst,3,65000
+32,Female,Master's Degree,Software Engineer,9,120000
+26,Male,Bachelor's Degree,Graphic Designer,1,45000
+29,Female,Bachelor's Degree,Product Manager,5,80000
+35,Male,PhD,Research Scientist,11,150000
+27,Male,Bachelor's Degree,Software Engineer,2,65000
+31,Female,Bachelor's Degree,Marketing Manager,7,100000
+28,Male,Master's Degree,Financial Analyst,4,90000
+24,Female,Bachelor's Degree,Marketing Analyst,0,40000
+30,Male,Bachelor's Degree,Project Manager,6,110000
+34,Female,PhD,Research Director,12,170000
+27,Male,Bachelor's Degree,Software Engineer,3,75000
+33,Female,Master's Degree,Marketing Manager,8,120000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+25,Female,High School,Customer Service Representative,1,30000
+36,Male,PhD,Research Scientist,13,180000
+39,Female,Bachelor's Degree,Financial Manager,15,200000
+26,Male,Bachelor's Degree,Product Designer,1,50000
+31,Female,PhD,Data Scientist,8,140000
+28,Male,Bachelor's Degree,Marketing Analyst,3,65000
+32,Female,Bachelor's Degree,Product Manager,7,110000
+24,Male,High School,Delivery Driver,0,28000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,210000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+26,Male,Bachelor's Degree,Product Designer,2,55000
+31,Female,PhD,Data Scientist,8,140000
+29,Male,Bachelor's Degree,Marketing Analyst,4,70000
+33,Female,Master's Degree,Marketing Manager,9,130000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,12,170000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,90000
+34,Male,PhD,Research Director,11,160000
+28,Female,Bachelor's Degree,Marketing Analyst,3,60000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+37,Male,Master's Degree,Marketing Director,14,190000
+39,Female,Bachelor's Degree,Financial Manager,16,200000
+29,Female,Bachelor's Degree,Marketing Coordinator,4,65000
+34,Male,Master's Degree,Software Engineer,9,125000
+28,Female,Bachelor's Degree,Product Manager,3,70000
+31,Male,PhD,Data Scientist,7,110000
+37,Female,Bachelor's Degree,Financial Analyst,12,160000
+30,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Software Engineer,8,120000
+27,Male,Bachelor's Degree,Graphic Designer,2,50000
+30,Female,Bachelor's Degree,Product Manager,5,85000
+36,Male,PhD,Research Scientist,11,155000
+28,Male,Bachelor's Degree,Software Engineer,3,70000
+32,Female,Bachelor's Degree,Marketing Manager,8,115000
+29,Male,Master's Degree,Financial Analyst,5,95000
+25,Female,Bachelor's Degree,Marketing Analyst,0,40000
+31,Male,Bachelor's Degree,Project Manager,6,115000
+35,Female,PhD,Research Director,12,175000
+28,Male,Bachelor's Degree,Software Engineer,3,70000
+33,Female,Master's Degree,Marketing Manager,9,135000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+25,Female,High School,Customer Service Representative,1,30000
+36,Male,PhD,Research Scientist,13,185000
+40,Female,Bachelor's Degree,Financial Manager,15,210000
+27,Male,Bachelor's Degree,Product Designer,1,45000
+32,Female,PhD,Data Scientist,9,145000
+28,Male,Bachelor's Degree,Marketing Analyst,3,70000
+32,Female,Bachelor's Degree,Product Manager,7,120000
+24,Male,High School,Delivery Driver,0,28000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+26,Female,Master's Degree,Software Engineer,2,75000
+39,Male,PhD,Research Scientist,14,185000
+32,Female,Bachelor's Degree,Marketing Manager,7,120000
+28,Male,Bachelor's Degree,Graphic Designer,3,60000
+35,Female,Master's Degree,Data Scientist,10,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Product Manager,8,135000
+27,Male,Bachelor's Degree,Software Engineer,2,70000
+36,Female,PhD,Research Director,12,175000
+24,Male,High School,Delivery Driver,0,28000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+33,Female,Master's Degree,Marketing Manager,9,135000
+27,Male,Bachelor's Degree,Software Engineer,3,80000
+36,Female,PhD,Research Scientist,13,185000
+25,Male,Bachelor's Degree,Product Manager,1,60000
+30,Female,Bachelor's Degree,Marketing Coordinator,5,95000
+34,Male,PhD,Research Director,12,170000
+28,Female,Bachelor's Degree,Marketing Analyst,3,65000
+32,Male,Bachelor's Degree,Product Manager,7,120000
+24,Female,High School,Receptionist,0,25000
+38,Male,Master's Degree,Marketing Director,14,195000
+40,Female,Bachelor's Degree,Financial Manager,16,215000
+27,Male,Bachelor's Degree,Product Designer,2,55000
+32,Female,PhD,Data Scientist,9,145000
+29,Male,Bachelor's Degree,Marketing Analyst,4,75000
+29,Male,Bachelor's Degree,Sales Associate,2,45000
+45,Female,Master's Degree,Sales Manager,8,80000
+37,Male,PhD,Marketing Manager,7,90000
+23,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Financial Manager,12,120000
+26,Female,Bachelor's Degree,Digital Marketing Manager,4,60000
+33,Male,Master's Degree,Content Marketing Manager,5,70000
+28,Female,High School,Sales Representative,3,40000
+50,Male,PhD,Senior Product Marketing Manager,15,150000
+35,Female,Bachelor's Degree,Junior Sales Representative,2,35000
+42,Male,Master's Degree,Director of Marketing,13,130000
+27,Female,Bachelor's Degree,Sales Associate,1,35000
+48,Male,PhD,Sales Director,18,180000
+31,Female,High School,Financial Manager,4,60000
+36,Male,Bachelor's Degree,Sales Manager,6,75000
+25,Female,Master's Degree,Digital Marketing Manager,3,50000
+39,Male,PhD,Marketing Manager,10,100000
+30,Female,High School,Sales Executive,2,40000
+44,Male,Bachelor's Degree,Content Marketing Manager,11,110000
+29,Female,Master's Degree,Sales Representative,4,55000
+47,Male,PhD,Senior Product Marketing Manager,17,170000
+32,Female,Bachelor's Degree,Junior Sales Representative,3,40000
+38,Male,Master's Degree,Director of Marketing,9,95000
+24,Female,High School,Sales Associate,1,35000
+40,Male,PhD,Sales Director,14,140000
+34,Female,Bachelor's Degree,Financial Manager,5,70000
+26,Male,Master's Degree,Digital Marketing Manager,3,50000
+31,Female,PhD,Marketing Manager,6,75000
+27,Male,High School,Sales Executive,2,40000
+43,Female,Bachelor's Degree,Content Marketing Manager,12,120000
+28,Male,Master's Degree,Sales Representative,2,40000
+46,Female,PhD,Senior Product Marketing Manager,16,160000
+33,Male,Bachelor's Degree,Junior Sales Representative,4,55000
+39,Female,Master's Degree,Director of Marketing,10,100000
+25,Male,High School,Sales Associate,1,35000
+41,Female,Bachelor's Degree,Sales Manager,8,80000
+35,Male,PhD,Marketing Manager,7,90000
+23,Female,Bachelor's Degree,Sales Executive,1,35000
+42,Male,Master's Degree,Financial Manager,13,130000
+26,Female,Bachelor's Degree,Digital Marketing Manager,4,60000
+32,Male,Master's Degree,Content Marketing Manager,5,70000
+27,Female,High School,Sales Representative,3,40000
+50,Male,PhD,Senior Product Marketing Manager,15,150000
+36,Female,Bachelor's Degree,Junior Sales Representative,2,35000
+48,Male,Master's Degree,Director of Marketing,18,180000
+31,Female,High School,Sales Associate,2,40000
+29,Male,Bachelor's Degree,Sales Director,6,75000
+45,Female,PhD,Financial Manager,12,120000
+25,Male,Master's Degree,Digital Marketing Manager,3,50000
+37,Female,Bachelor's Degree,Marketing Manager,7,90000
+23,Male,High School,Sales Executive,1,35000
+41,Female,Bachelor's Degree,Content Marketing Manager,11,110000
+26,Male,Master's Degree,Sales Representative,3,45000
+33,Female,PhD,Senior Product Marketing Manager,5,70000
+28,Male,Bachelor's Degree,Junior Sales Representative,1,30000
+42,Female,Master's Degree,Director of Marketing,13,130000
+27,Male,High School,Financial Manager,4,60000
+50,Female,Bachelor's Degree,Sales Manager,15,150000
+35,Male,PhD,Marketing Manager,8,80000
+24,Female,Bachelor's Degree,Sales Executive,1,35000
+46,Male,Master's Degree,Content Marketing Manager,16,160000
+29,Female,High School,Sales Representative,2,40000
+47,Male,PhD,Senior Product Marketing Manager,17,170000
+31,Female,Bachelor's Degree,Junior Sales Representative,3,40000
+38,Male,Master's Degree,Director of Marketing,9,95000
+25,Female,High School,Sales Associate,1,35000
+39,Male,Bachelor's Degree,Sales Director,10,100000
+33,Female,PhD,Financial Manager,5,70000
+27,Male,Master's Degree,Digital Marketing Manager,3,50000
+43,Female,Bachelor's Degree,Marketing Manager,12,120000
+28,Male,High School,Sales Executive,2,40000
+31,Male,Bachelor's Degree,Sales Associate,3,50000
+46,Female,Master's Degree,Marketing Manager,14,140000
+27,Male,High School,Sales Executive,2,40000
+38,Female,Bachelor's Degree,Financial Manager,10,100000
+24,Male,PhD,Digital Marketing Manager,1,30000
+33,Female,Master's Degree,Content Marketing Manager,6,75000
+29,Male,High School,Sales Representative,2,40000
+50,Female,Bachelor's Degree,Sales Manager,18,180000
+35,Male,PhD,Senior Product Marketing Manager,8,80000
+23,Female,Bachelor's Degree,Sales Executive,1,35000
+41,Male,Master's Degree,Director of Marketing,12,120000
+26,Female,High School,Financial Manager,3,45000
+32,Male,Bachelor's Degree,Sales Director,7,90000
+27,Female,PhD,Marketing Manager,4,55000
+43,Male,Master's Degree,Content Marketing Manager,16,160000
+28,Female,Bachelor's Degree,Sales Representative,2,40000
+47,Male,PhD,Senior Product Marketing Manager,17,170000
+31,Female,High School,Junior Sales Representative,3,40000
+38,Male,Master's Degree,Director of Marketing,9,95000
+25,Female,High School,Sales Associate,1,35000
+39,Male,Bachelor's Degree,Sales Manager,11,110000
+33,Female,PhD,Financial Manager,6,75000
+27,Male,Master's Degree,Digital Marketing Manager,3,50000
+43,Female,Bachelor's Degree,Marketing Manager,12,120000
+28,Male,High School,Sales Executive,2,40000
+50,Female,Master's Degree,Content Marketing Manager,15,150000
+36,Male,Bachelor's Degree,Sales Representative,5,70000
+48,Female,PhD,Senior Product Marketing Manager,19,190000
+31,Male,High School,Junior Sales Representative,3,40000
+29,Female,Bachelor's Degree,Sales Director,6,75000
+45,Male,Master's Degree,Director of Marketing,14,140000
+25,Female,High School,Sales Associate,1,35000
+41,Male,Bachelor's Degree,Financial Manager,12,120000
+35,Female,PhD,Marketing Manager,8,80000
+23,Male,Bachelor's Degree,Sales Executive,1,35000
+42,Female,Master's Degree,Sales Manager,13,130000
+26,Male,High School,Digital Marketing Manager,2,40000
+32,Female,Bachelor's Degree,Content Marketing Manager,7,90000
+27,Male,PhD,Sales Representative,4,55000
+50,Female,Master's Degree,Senior Product Marketing Manager,18,180000
+36,Male,Bachelor's Degree,Junior Sales Representative,3,45000
+48,Female,PhD,Director of Marketing,19,190000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,75000
+48,Female,PhD,Senior Product Marketing Manager,17,170000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,75000
+48,Female,PhD,Senior Product Marketing Manager,17,170000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,75000
+48,Female,PhD,Senior Product Marketing Manager,17,170000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,75000
+48,Female,PhD,Senior Product Marketing Manager,17,170000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,75000
+48,Female,PhD,Senior Product Marketing Manager,17,170000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,
+37,Male,Master's Degree,Marketing Manager,11,110000
+26,Female,Bachelor's Degree,Sales Representative,2,40000
+42,Male,PhD,Content Marketing Manager,15,150000
+33,Female,High School,Sales Executive,4,55000
+29,Male,Bachelor's Degree,Sales Manager,5,70000
+45,Female,Master's Degree,Director of Marketing,16,160000
+24,Male,High School,Sales Associate,1,35000
+39,Female,Bachelor's Degree,Financial Manager,10,100000
+31,Male,PhD,Senior Product Marketing Manager,7,90000
+27,Female,Master's Degree,Digital Marketing Manager,3,50000
+43,Male,Bachelor's Degree,Content Marketing Manager,14,140000
+28,Female,High School,Sales Representative,2,40000
+50,Male,PhD,Marketing Manager,18,180000
+35,Female,Bachelor's Degree,Sales Executive,7,90000
+23,Male,Bachelor's Degree,Sales Manager,1,35000
+41,Female,Master's Degree,Director of Marketing,12,120000
+26,Male,High School,Financial Manager,3,45000
+32,Female,Bachelor's Degree,Sales Director,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,18,180000
+36,Male,Bachelor's Degree,Sales Representative,6,75000
+48,Female,PhD,Senior Product Marketing Manager,19,190000
+31,Male,High School,Junior Sales Representative,3,40000
+29,Female,Bachelor's Degree,Sales Director,5,70000
+45,Male,Master's Degree,Director of Marketing,15,150000
+25,Female,High School,Sales Associate,1,35000
+41,Male,Bachelor's Degree,Financial Manager,12,120000
+35,Female,PhD,Marketing Manager,8,80000
+23,Male,Bachelor's Degree,Sales Executive,1,35000
+42,Female,Master's Degree,Sales Manager,13,130000
+26,Male,High School,Digital Marketing Manager,2,40000
+32,Female,Bachelor's Degree,Content Marketing Manager,7,90000
+27,Male,PhD,Sales Representative,4,55000
+50,Female,Master's Degree,Senior Product Marketing Manager,18,180000
+36,Male,Bachelor's Degree,Junior Sales Representative,3,45000
+48,Female,PhD,Director of Marketing,19,190000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,75000
+48,Female,PhD,Senior Product Marketing Manager,17,170000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,75000
+48,Female,PhD,Senior Product Marketing Manager,17,170000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,75000
+48,Female,PhD,Senior Product Marketing Manager,17,170000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,75000
+48,Female,PhD,Senior Product Marketing Manager,17,170000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,75000
+48,Female,PhD,Senior Product Marketing Manager,17,170000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+41,Male,Bachelor's Degree,Content Marketing Manager,12,120000
+35,Female,PhD,Senior Product Marketing Manager,9,95000
+23,Male,Bachelor's Degree,Sales Representative,1,35000
+42,Female,Master's Degree,Digital Marketing Manager,14,140000
+26,Male,High School,Sales Manager,2,40000
+32,Female,Bachelor's Degree,Director of Marketing,8,80000
+27,Male,PhD,Marketing Manager,4,55000
+50,Female,Master's Degree,Content Marketing Manager,19,190000
+36,Male,Bachelor's Degree,Sales Director,6,75000
+48,Female,PhD,Senior Product Marketing Manager,17,170000
+31,Male,High School,Sales Associate,3,50000
+29,Female,Bachelor's Degree,Financial Manager,4,55000
+45,Male,Master's Degree,Marketing Manager,13,130000
+25,Female,High School,Sales Executive,1,35000
+38,Male,Master's Degree,Marketing Manager,12,120000
+27,Female,Bachelor's Degree,Sales Representative,3,45000
+43,Male,PhD,Content Marketing Manager,16,160000
+34,Female,High School,Sales Executive,5,70000
+30,Male,Bachelor's Degree,Sales Manager,6,75000
+46,Female,Master's Degree,Director of Marketing,17,170000
+25,Male,High School,Sales Associate,1,35000
+40,Female,Bachelor's Degree,Financial Manager,11,110000
+32,Male,PhD,Senior Product Marketing Manager,8,80000
+28,Female,Master's Degree,Digital Marketing Manager,4,55000
+44,Male,Bachelor's Degree,Content Marketing Manager,15,150000
+29,Female,High School,Sales Representative,2,40000
+51,Male,PhD,Marketing Manager,19,190000
+36,Female,Bachelor's Degree,Sales Executive,8,80000
+24,Male,Bachelor's Degree,Sales Manager,1,35000
+42,Female,Master's Degree,Director of Marketing,13,130000
+27,Male,High School,Financial Manager,3,45000
+33,Female,Bachelor's Degree,Sales Director,7,90000
+28,Male,PhD,Marketing Manager,4,55000
+51,Female,Master's Degree,Content Marketing Manager,19,190000
+37,Male,Bachelor's Degree,Sales Representative,7,90000
+49,Female,PhD,Senior Product Marketing Manager,20,200000
+32,Male,High School,Junior Sales Representative,3,40000
+30,Female,Bachelor's Degree,Sales Director,5,70000
+46,Male,Master's Degree,Director of Marketing,16,160000
+26,Female,High School,Sales Associate,1,35000
+42,Male,Bachelor's Degree,Financial Manager,13,130000
+36,Female,PhD,Marketing Manager,9,95000
+24,Male,Bachelor's Degree,Sales Executive,1,35000
+43,Female,Master's Degree,Sales Manager,14,140000
+27,Male,High School,Digital Marketing Manager,2,40000
+33,Female,Bachelor's Degree,Content Marketing Manager,7,90000
+28,Male,PhD,Sales Representative,4,55000
+51,Female,Master's Degree,Senior Product Marketing Manager,19,190000
+37,Male,Bachelor's Degree,Junior Sales Representative,6,75000
+49,Female,PhD,Director of Marketing,20,200000
+32,Male,High School,Sales Associate,3,50000
+30,Female,Bachelor's Degree,Financial Manager,4,55000
+46,Male,Master's Degree,Marketing Manager,14,140000
+26,Female,High School,Sales Executive,1,35000
+42,Male,Bachelor's Degree,Content Marketing Manager,13,130000
+36,Female,PhD,Senior Product Marketing Manager,10,100000
+24,Male,Bachelor's Degree,Sales Representative,1,35000
+43,Female,Master's Degree,Digital Marketing Manager,15,150000
+27,Male,High School,Sales Manager,2,40000
+33,Female,Bachelor's Degree,Director of Marketing,8,80000
+28,Male,PhD,Marketing Manager,4,55000
+51,Female,Master's Degree,Content Marketing Manager,19,190000
+37,Male,Bachelor's Degree,Sales Director,7,90000
+49,Female,PhD,Senior Product Marketing Manager,20,200000
+32,Male,High School,Junior Sales Representative,3,40000
+30,Female,Bachelor's Degree,Sales Manager,5,70000
+46,Male,Master's Degree,Director of Marketing,16,160000
+26,Female,High School,Sales Associate,1,35000
+42,Male,Bachelor's Degree,Financial Manager,13,130000
+36,Female,PhD,Marketing Manager,9,95000
+24,Male,Bachelor's Degree,Sales Executive,1,35000
+43,Female,Master's Degree,Sales Manager,14,140000
+27,Male,High School,Digital Marketing Manager,2,40000
+33,Female,Bachelor's Degree,Content Marketing Manager,7,90000
+28,Male,PhD,Sales Representative,4,55000
+51,Female,Master's Degree,Senior Product Marketing Manager,19,190000
+37,Male,Bachelor's Degree,Junior Sales Representative,6,75000
+49,Female,PhD,Director of Marketing,20,200000
+32,Male,High School,Sales Associate,3,50000
+30,Female,Bachelor's Degree,Financial Manager,4,55000
+46,Male,Master's Degree,Marketing Manager,14,140000
+26,Female,High School,Sales Executive,1,35000
+42,Male,Bachelor's Degree,Content Marketing Manager,13,130000
+36,Female,PhD,Senior Product Marketing Manager,10,100000
+24,Male,Bachelor's Degree,Sales Representative,1,35000
+43,Female,Master's Degree,Digital Marketing Manager,15,150000
+27,Male,High School,Sales Manager,2,40000
+33,Female,Bachelor's Degree,Director of Marketing,8,80000
+28,Male,PhD,Marketing Manager,4,55000
+51,Female,Master's Degree,Content Marketing Manager,19,190000
+37,Male,Bachelor's Degree,Sales Director,7,90000
+49,Female,PhD,Senior Product Marketing Manager,20,200000
+32,Male,High School,Junior Sales Representative,3,40000
+30,Female,Bachelor's Degree,Sales Manager,5,70000
+46,Male,Master's Degree,Director of Marketing,16,160000
+26,Female,High School,Sales Associate,1,35000
+42,Male,Bachelor's Degree,Financial Manager,13,130000
+36,Female,PhD,Marketing Manager,9,95000
+24,Male,Bachelor's Degree,Sales Executive,1,35000
+43,Female,Master's Degree,Sales Manager,14,140000
+27,Male,High School,Digital Marketing Manager,2,40000
+33,Female,Bachelor's Degree,Content Marketing Manager,7,90000
+28,Male,PhD,Sales Representative,4,55000
+51,Female,Master's Degree,Senior Product Marketing Manager,19,190000
+37,Male,Bachelor's Degree,Junior Sales Representative,6,75000
+49,Female,PhD,Director of Marketing,20,200000
+32,Male,High School,Sales Associate,3,50000
+30,Female,Bachelor's Degree,Financial Manager,4,55000
+46,Male,Master's Degree,Marketing Manager,14,140000
+26,Female,High School,Sales Executive,1,35000
+42,Male,Bachelor's Degree,Content Marketing Manager,13,130000
+36,Female,PhD,Senior Product Marketing Manager,10,100000
+24,Male,Bachelor's Degree,Sales Representative,1,35000
+43,Female,Master's Degree,Digital Marketing Manager,15,150000
+27,Male,High School,Sales Manager,2,40000
+33,Female,Bachelor's Degree,Director of Marketing,8,80000
+28,Male,PhD,Marketing Manager,4,55000
+51,Female,Master's Degree,Content Marketing Manager,19,190000
+37,Male,Bachelor's Degree,Sales Director,7,90000
+49,Female,PhD,Senior Product Marketing Manager,20,200000
+32,Male,High School,Junior Sales Representative,3,40000
+30,Female,Bachelor's Degree,Sales Manager,5,70000
+46,Male,Master's Degree,Director of Marketing,16,160000
+26,Female,High School,Sales Associate,1,35000
+42,Male,Bachelor's Degree,Financial Manager,13,130000
+36,Female,PhD,Marketing Manager,9,95000
+24,Male,Bachelor's Degree,Sales Executive,1,35000
+43,Female,Master's Degree,Sales Manager,14,140000
+27,Male,High School,Digital Marketing Manager,2,40000
+33,Female,Bachelor's Degree,Content Marketing Manager,7,90000
+28,Male,PhD,Sales Representative,4,55000
+51,Female,Master's Degree,Senior Product Marketing Manager,19,190000
+37,Male,Bachelor's Degree,Junior Sales Representative,6,75000
+49,Female,PhD,Director of Marketing,20,200000
+32,Male,High School,Sales Associate,3,50000
+30,Female,Bachelor's Degree,Financial Manager,4,55000
+46,Male,Master's Degree,Marketing Manager,14,140000
+26,Female,High School,Sales Executive,1,35000
diff --git a/exercicios/para-casa/descricao.md b/exercicios/para-casa/descricao.md
new file mode 100644
index 0000000..d773ff1
--- /dev/null
+++ b/exercicios/para-casa/descricao.md
@@ -0,0 +1,28 @@
+# DataSet Salário_Dados
+
+### Dados salariais baseados em experiência, idade, sexo, cargo e nível de escolaridade 
+
+
+## Sobre o conjunto de dados:
+
+O conjunto de dados foi obtido de diversas fontes, incluindo pesquisas, sites de anúncios de emprego e outras fontes publicamente disponíveis. 
+Um total de 6.704 pontos de dados foram coletados. 
+O conjunto de dados incluiu cinco variáveis: idade, experiência, cargo, nível de escolaridade e salário.
+
+## Perguntas:
+#### Grafico 1 
+Qual a relação entre  o Gênero e o Salário( quem ganha mais ou menes)? 
+#### Grafico 2
+Qual a relação entre  a Idade e o Salário( quem ganha mais ou menos)?
+#### Grafico 3 
+Qual a relação entre  o Cargo  e Salario( qual cargo ganha mais )?
+#### Grafico 4
+Qual a relação entre Genero e Nivel_de_educacao( quem estuda mais em tempo)?
+#### Grafico 5
+Qual a relação entre Anos de experiemcia, Genero e Salários
+#### Grafico 6
+Qual a distribuição de Salários, Gênero e Anos de Experiência(Obtendo os top 7 registros por salário)?(Quanto mais anos trabalhos ganha mais?)
+
+
+
+
diff --git a/exercicios/para-casa/projeto.ipynb b/exercicios/para-casa/projeto.ipynb
new file mode 100644
index 0000000..e23a9bf
--- /dev/null
+++ b/exercicios/para-casa/projeto.ipynb
@@ -0,0 +1,2128 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1028,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1029,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(\"Salary_Data2.csv \", sep=\",\" , encoding= 'UTF-8') "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1030,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(type(df))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1031,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Age                    float64\n",
+       "Gender                  object\n",
+       "Education_Level         object\n",
+       "Job_Title               object\n",
+       "Years_of_Experience    float64\n",
+       "Salary                 float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 1031,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1032,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 6704 entries, 0 to 6703\n",
+      "Data columns (total 6 columns):\n",
+      " #   Column               Non-Null Count  Dtype  \n",
+      "---  ------               --------------  -----  \n",
+      " 0   Age                  6702 non-null   float64\n",
+      " 1   Gender               6702 non-null   object \n",
+      " 2   Education_Level      6701 non-null   object \n",
+      " 3   Job_Title            6702 non-null   object \n",
+      " 4   Years_of_Experience  6701 non-null   float64\n",
+      " 5   Salary               6699 non-null   float64\n",
+      "dtypes: float64(3), object(3)\n",
+      "memory usage: 1.3 MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info(memory_usage=\"deep\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1033,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 6704 entries, 0 to 6703\n",
+      "Data columns (total 6 columns):\n",
+      " #   Column               Non-Null Count  Dtype  \n",
+      "---  ------               --------------  -----  \n",
+      " 0   Age                  6702 non-null   float64\n",
+      " 1   Gender               6702 non-null   object \n",
+      " 2   Education_Level      6701 non-null   object \n",
+      " 3   Job_Title            6702 non-null   object \n",
+      " 4   Years_of_Experience  6701 non-null   float64\n",
+      " 5   Salary               6699 non-null   float64\n",
+      "dtypes: float64(3), object(3)\n",
+      "memory usage: 314.4+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1034,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Education_Level</th>\n",
+       "      <th>Job_Title</th>\n",
+       "      <th>Years_of_Experience</th>\n",
+       "      <th>Salary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>32.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Software Engineer</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>90000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>28.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Master's</td>\n",
+       "      <td>Data Analyst</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>65000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>45.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>PhD</td>\n",
+       "      <td>Senior Manager</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>150000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>36.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Sales Associate</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>60000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>52.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Master's</td>\n",
+       "      <td>Director</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>200000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>29.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Marketing Analyst</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>55000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>42.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Master's</td>\n",
+       "      <td>Product Manager</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>120000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>31.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Sales Manager</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>80000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>26.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Marketing Coordinator</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>45000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>38.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>PhD</td>\n",
+       "      <td>Senior Scientist</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>110000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Age  Gender Education_Level              Job_Title  Years_of_Experience  \\\n",
+       "0  32.0    Male      Bachelor's      Software Engineer                  5.0   \n",
+       "1  28.0  Female        Master's           Data Analyst                  3.0   \n",
+       "2  45.0    Male             PhD         Senior Manager                 15.0   \n",
+       "3  36.0  Female      Bachelor's        Sales Associate                  7.0   \n",
+       "4  52.0    Male        Master's               Director                 20.0   \n",
+       "5  29.0    Male      Bachelor's      Marketing Analyst                  2.0   \n",
+       "6  42.0  Female        Master's        Product Manager                 12.0   \n",
+       "7  31.0    Male      Bachelor's          Sales Manager                  4.0   \n",
+       "8  26.0  Female      Bachelor's  Marketing Coordinator                  1.0   \n",
+       "9  38.0    Male             PhD       Senior Scientist                 10.0   \n",
+       "\n",
+       "     Salary  \n",
+       "0   90000.0  \n",
+       "1   65000.0  \n",
+       "2  150000.0  \n",
+       "3   60000.0  \n",
+       "4  200000.0  \n",
+       "5   55000.0  \n",
+       "6  120000.0  \n",
+       "7   80000.0  \n",
+       "8   45000.0  \n",
+       "9  110000.0  "
+      ]
+     },
+     "execution_count": 1034,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1035,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(6704, 6)"
+      ]
+     },
+     "execution_count": 1035,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1036,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Valores nulos por coluna do dataframe:\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Age                    2\n",
+       "Gender                 2\n",
+       "Education_Level        3\n",
+       "Job_Title              2\n",
+       "Years_of_Experience    3\n",
+       "Salary                 5\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 1036,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Checar valores nulos no dataset\n",
+    "print(\"Valores nulos por coluna do dataframe:\")\n",
+    "df.isnull().sum() # para vericar a quantidade de valores nulos "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1037,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(6701, 6)"
+      ]
+     },
+     "execution_count": 1037,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Remove entradas (linhas) contendo valores nulos em colunas específicas\n",
+    "df = df.dropna(subset=['Gender', 'Education_Level'])\n",
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1038,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Valores nulos por coluna do dataframe:\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Age                    0\n",
+       "Gender                 0\n",
+       "Education_Level        0\n",
+       "Job_Title              0\n",
+       "Years_of_Experience    1\n",
+       "Salary                 3\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 1038,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Checar valores nulos no dataset\n",
+    "print(\"Valores nulos por coluna do dataframe:\")\n",
+    "df.isnull().sum() # para vericar a quantidade de valores nulos "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1039,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Education_Level</th>\n",
+       "      <th>Job_Title</th>\n",
+       "      <th>Years_of_Experience</th>\n",
+       "      <th>Salary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>32.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Software Engineer</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>90000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>28.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Master's</td>\n",
+       "      <td>Data Analyst</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>65000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>45.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>PhD</td>\n",
+       "      <td>Senior Manager</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>150000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>36.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Sales Associate</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>60000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>52.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Master's</td>\n",
+       "      <td>Director</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>200000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>29.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Marketing Analyst</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>55000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>42.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Master's</td>\n",
+       "      <td>Product Manager</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>120000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>31.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Sales Manager</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>80000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>26.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Marketing Coordinator</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>45000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>38.0</td>\n",
+       "      <td>M</td>\n",
+       "      <td>PhD</td>\n",
+       "      <td>Senior Scientist</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>110000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Age Gender Education_Level              Job_Title  Years_of_Experience  \\\n",
+       "0  32.0      M      Bachelor's      Software Engineer                  5.0   \n",
+       "1  28.0      F        Master's           Data Analyst                  3.0   \n",
+       "2  45.0      M             PhD         Senior Manager                 15.0   \n",
+       "3  36.0      F      Bachelor's        Sales Associate                  7.0   \n",
+       "4  52.0      M        Master's               Director                 20.0   \n",
+       "5  29.0      M      Bachelor's      Marketing Analyst                  2.0   \n",
+       "6  42.0      F        Master's        Product Manager                 12.0   \n",
+       "7  31.0      M      Bachelor's          Sales Manager                  4.0   \n",
+       "8  26.0      F      Bachelor's  Marketing Coordinator                  1.0   \n",
+       "9  38.0      M             PhD       Senior Scientist                 10.0   \n",
+       "\n",
+       "     Salary  \n",
+       "0   90000.0  \n",
+       "1   65000.0  \n",
+       "2  150000.0  \n",
+       "3   60000.0  \n",
+       "4  200000.0  \n",
+       "5   55000.0  \n",
+       "6  120000.0  \n",
+       "7   80000.0  \n",
+       "8   45000.0  \n",
+       "9  110000.0  "
+      ]
+     },
+     "execution_count": 1039,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Vamos substituir os valores contidos na coluna 'Sex' por 'F' e 'M'\n",
+    "df['Gender'] = df['Gender'].replace({'Male': 'M', 'Female': 'F'})\n",
+    "\n",
+    "df.head(10) # alterando o número de entradas no retorno da função"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1040,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlIAAAHUCAYAAADx3sYrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABaCUlEQVR4nO3de3zP9f//8dt77GiY0cih7xZtmM05lZYxDPk4VGhm0gHlUPPhlw6U5FhyLBUptqSPKMXksJRjajkkyyEyhJyNvXe0vX5/+Oz98baN7bWxLffr5bJL3q/X4/V8Pl9vr3fue72e79fLYhiGgYiIiIgUmENxD0BERESktFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBKRPJ08eZIPPviAxx57jAceeIAGDRrQqlUrIiMj2bx583W3/eWXX6hfvz5+fn4sXLjwFo345ouMjMTPz48xY8bkWRMTE4Ofnx/PPPMM+Xl4RFxcHC+88AIPPvggDRo04P777+epp55i2bJlZGVlXXfbc+fO0bBhQxo1asT+/fvt1v3000/4+fkxfvz4fO1bQbRp04ZmzZoVebsipU3Z4h6AiJRMq1at4pVXXsFqtVK/fn06dOhAuXLlOHbsGOvXr+fbb7/lkUceYfz48Tg42P9Odv78eYYPH46XlxcBAQFMnDiRwMBAAgICimlvis7rr79OXFwcn3/+OaGhodx///12648ePcprr72Gp6cnkyZNwmKxXLe9jz/+mMmTJ1O5cmVatWpFlSpVOHPmDFu2bGHkyJHExMQwe/ZsHB0dc90+Ojqa1NRUJk+ejK+vb5Ht54307duX9PT0W9afSIlliIhcY/PmzYafn5/RokULY/PmzTnWnz171ujXr5/h6+trREVF5Vj/+uuvG0FBQcYPP/xgnD171ggNDTUef/xxIzk5+VYM/6aLjY01fH19jdatWxuXLl2yLc/IyDB69Ohh+Pr6GuvWrbthO0eOHDHq1q1r9OzZM8d7k5qaavTv39/w9fU15s+fn+v2GRkZxuOPP26MHz8+1/Vbt241fH19jXHjxhVg70SkIHRpT0TspKenM2rUKABmz57NAw88kKPG09OTqVOn4u7uzrx583JcvhozZgwbNmygVatWeHp6smrVKhYtWoSrq+st2YebLSQkhG7dunHs2DEmT55sWz5z5kx+/fVXevfuTevWrW/Yzvr168nKyqJXr1453htnZ2defvllANauXZvr9mXLlmXRokW88sorhdgbESkMBSkRsbNhwwaOHTtG69atadKkSZ51lSpVYsCAATz66KOkpqbarYuPj2fQoEG0aNGCwMBAunbtyqJFi3IErjZt2hAREcHBgwd59tlnadq0KY0bN6Z///7s3bs3R5+nT59mzJgxPPTQQzRo0IA2bdrw9ttvk5SUZFcXERFBmzZtWL9+PW3atKFhw4a88MILtvWbN2/mySefpEmTJgQGBtK9e3cWLlx4w/lIVxs1ahTVqlVj8eLFbNmyhR07djB37lzq1KnDyJEj89XG5cuXAXLMbcrm4+PDjBkz+Pe//2233Gq18t5779G1a1caN25MQEAA7du356233iI5OfmG/e7fv5//9//+H61ataJBgwY0adKExx9/nNWrV9vVvfTSS/j5+bFr1y46depEQEAAjz/+OIZh5DpHKj09nQ8++IBOnTrRoEEDWrRowXPPPcdvv/2Wr/dDpDTSHCkRsfPdd98BV8663MjAgQNzLFu/fj1DhgzB0dGR9u3b4+npycaNGxkzZgy///47b775pl39iRMnePzxx/H29qZnz54cOnSI77//np07d7J69Wo8PT0BOH78OGFhYZw8eZLWrVtTu3Zt9uzZw0cffcSWLVtYuHAhbm5utnbPnz9PZGQkISEhuLu7U7t2beDKnKJx48ZRvnx52rVrh5ubGxs3bmTs2LH88ssvTJ069YbzmgDKly/P+PHjefrppxkzZgwODg6ULVuWd955BxcXlxtuD9jmV82fP59z587RvXt3mjZtipOTk62mQ4cOdttcvnyZJ598kl27dvHggw/y4IMPYrVaWbduHfPmzeOvv/5i5syZefa5a9cuIiIicHJysv39HD58mO+++47nn3+eDz74IMfZtOeee46AgABatmyJm5tbru9PWloaTz75JNu2bcPX15ewsDDOnDlDbGwsGzduZPr06bRt2zZf74tIqVLMlxZFpIQJCwszfH19jV9//bXA2yYnJxv33Xefcf/99xtHjx61Lc/MzDSGDh1q+Pr6Gj/88INteevWrQ1fX1/jjTfeMLKysmzLR40aZfj6+hqfffaZbVn//v0NPz8/4/vvv7frc8GCBYavr68xefJk27I+ffoYvr6+xsSJE+1qjxw5YtSvX98IDg42jhw5YltutVqNvn37Gr6+vsZXX31VoH0ePXq04evra/j6+hoff/xxgbY1DMP48MMPDT8/P1sbgYGBRkREhPHBBx8Yf/75Z476FStWGL6+vsbUqVPtll+6dMl44IEHjHr16tnmW+U2R+qpp54y6tevbxw4cMBu+5iYGMPX19f497//bVs2cuRIw9fX1xgyZEiOcbRu3dpo2rSp7fW7775r+Pr6Gi+99JKRkZFhW757924jMDDQaNasmd18MpF/Cl3aExE7Z8+eBaBChQo51q1Zs4ZZs2bl+NmzZw8A69at49y5czz99NPUrFnTtp2DgwPDhw8HYOnSpTna7d+/v91ZjlatWgFw7NgxAE6dOmWbcxUcHGy3bZ8+fbjzzjv56quvcrTbvn17u9fffPMNly9fZvDgwdSqVcu23M3NzTYvLLfxXU/jxo1tf/by8irQtgADBgzgs88+IzQ0FFdXV1JTU/npp5+YOnUqHTt25NVXX7W7dFq/fn3GjRvHE088YdeOu7s79evXJzMzk8TExDz769evH2+//bbtDF22Fi1aAP/7+7/ate9jbr766itcXV159dVXKVv2fxc7/P396d27NxcvXmTNmjU3bEektNGlPRGx4+HhAcDFixdzrFuzZg3Lly/PsbxGjRrUq1eP3bt3A1fmSM2aNStHXZkyZXLMfXJ2dubOO++0W+bu7g5g+3r977//jmEYXLhwIdd2HR0dOXHiBCdPnqRq1aq25VeHOcDWd/PmzXO0cc8991ChQoVc52bl5fjx40yYMIGKFSty6dIlxo4dS/PmzQscqJo0aUKTJk1IT09n27ZtbN26lR9++IG9e/eyZMkSrFYr06dPB67Mm/Lx8SEtLY1ff/2VQ4cOceTIEeLj4/n5558ByMzMzLOvoKAg4Mp8s71793LkyBEOHTrEtm3b8tz22vfxWklJSRw9epQmTZrY/u6u1rRpUz7++OMCvbcipYWClIjYqVmzJjt37uTw4cMEBgbarZsyZQpTpkyxvZ4/fz4TJ060vb506RJw5YaUebn2bMnV84GyZZ+dMv47OT071O3cuZOdO3fm2faFCxfsgtS1c5WyJ6WXL18+1+29vLw4fPhwnu1fLSsri5EjR3Lx4kUmT57M7t27iY6OZtSoUcyZMydfbVzLycmJ+++/n/vvv59hw4bx3Xff8e9//5tvv/2W4cOHU6tWLbKysvjwww/55JNPbO9l5cqVady4MTVq1ODgwYPXvQno8ePHGTduHOvWrcMwDBwcHPD29qZp06b8/vvvuW5zozlfVqsVuP77CuT4UoLIP4GClIjYCQkJYcWKFaxdu5Z//etfBdo2e7L3/Pnzc9yosjCy2x00aJDdt+8Kqly5csCVO7ZnT2K/WmJiou2M3I3MnTuXn3/+mdatW9OtWzfat2/PDz/8wPr16/niiy/o0aPHDdt45JFHuHz5Mt98802u60NCQujatSv/+c9/OHz4MLVq1eLjjz9m+vTp3HvvvfTv35969epxxx13APDMM89w8ODBPPszDIOBAwdy4MABBg4cSNu2bbnnnntwcXHhzJkzfPHFF/na92td/b7mJjsI5/e9FSlNNEdKROy0adOGqlWrsnbtWuLi4q5be+2ZDz8/PwDbJb6rXbhwgfHjx/P1118XeEzXaxeu3L9pzpw5N7zTdt26dQFsl7GudvjwYU6fPs0999xzw/Hs3r2bWbNmUalSJcaNGwdcCXsTJ07EYrEwceJE/vrrrxu24+DgwL59+2xzzK4n+6zOihUrKFOmDO+//z4PPfSQLUQZhsGff/5p+3Nu9u3bx/79+2nXrh3Dhg0jICDAdrYpO4Bd72xWXtzd3alZsyYJCQmcO3cux/rs46hOnToFblukpFOQEhE7Li4uvPXWWwAMHjw41wnCly9fZsmSJbz//vsAtkfEtGvXDnd3dz766CMOHTpkt83bb79NVFQUR44cKfCYatWqRfPmzdmwYQOrVq2yW7ds2TLee+89Nm7cmOtlwqt17dqVsmXL8sEHH3D06FHb8uTkZMaOHWuruZ6UlBRGjBhBRkYGb7zxBlWqVLGta968OX379sVqtfLyyy/fMJT06dMHgOHDh5OQkJBj/a+//sry5cvx9/e3Pf7F2dmZzMzMHIHlvffes03Oz74/1bWy359rt71w4YLt7zyvbW+ke/fupKamMmHCBLs24uPj+fTTT6lQoQJt2rQx1bZISaZLeyKSw3333cecOXN48cUXGTp0KN7e3tx77714eHhw8uRJNm3axNmzZ3F1deWFF17g4YcfBq5802/cuHGMGDGC7t2707ZtW7y8vIiLi2PXrl0EBATw1FNPmRrT2LFjCQ8P54UXXuChhx7innvu4dChQ/zwww94eHjw+uuv37CNWrVqMXLkSMaPH28bn5ubGxs2bODo0aM8/PDDdOvW7bptTJw4kUOHDtGlSxdCQ0NzrP/3v//N+vXr+fnnn1mwYAH9+vXLs61u3boRHx9PVFQUnTt35r777uOee+7BYrGwb98+tmzZQuXKlZk6daptmy5durBz507CwsLo2LEjjo6O/PTTT8THx1O5cmXOnj3LhQsXcu3P29ubwMBA4uLi6N27N02aNOH8+fPExsaSnp6Oq6sr58+fv+H7mJv+/fuzadMmli9fzr59+7jvvvs4e/YssbGxGIbBtGnTcp2ILlLaKUiJSK6CgoL49ttv+eabb1i9ejU//PAD58+fp0KFCtSpU4cnn3ySxx57jEqVKtlt17FjR6pVq8aHH37Ixo0bSUlJoUaNGgwaNIinn37aNp+moO6++26+/PJLZs+ezfr16/nxxx/x8vKia9euOW5ncD19+/bF29ubefPmsWbNGgzDoHbt2gwcOJDHHnvsutuuW7eO//znP1SrVo3Ro0fnWuPi4sKkSZPo3bs3U6dOJSgoKMetBq726quvEhISwpIlS9i+fTtxcXE4ODhQo0YNBgwYwFNPPUXFihVt9b1798YwDBYtWsQXX3xB+fLl8fHxYerUqTg7OzN48GDWr19vd1uGbA4ODsyePZupU6eyefNm4uPjqVatGg899BDPPfcc77zzDrGxsRw5coS77rorX+9nNmdnZ+bPn8+8efNYvnw5ixYtokKFCrRu3ZqBAwdSv379ArUnUlpYDDMXxEVEREREc6REREREzFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUn3kbqJduzYgWEYODo6FvdQREREJJ8yMjKwWCy53o/tWjojdRMZhmHquVVyY4ZhkJ6ervdXio2OQSluOgZvnoL8+60zUjdR9pmogICAYh7JP09ycjJ79uyhTp06uLm5Ffdw5DakY1CKm47Bm+e3337Ld63OSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYlLZ4h6AmHfkyBHOnDlT3MMoFikpKSQkJJCamoqrq2txD6fYVKlShbvuuqu4hyEicttSkCqljhw5Qj2/eiSnJhf3UKQYubm4sWffHoUpEZFioiBVSp05c4bk1GQ+5VPqUa+4hyPFYA976JPahzNnzihIiYgUEwWpUq4e9WhCk+IehoiIyG1Jk81FRERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERk0pkkNq3bx8DBgygRYsWNG/enOeff57Dhw/b1UydOhU/P79cfy5evGiry8zMZO7cubRv357AwEC6dOnCypUrc+13yZIldO7cmYYNGxIaGsrChQtv6n6KiIhI6Vbi7mx+6NAhwsLCqFixIgMHDiQzM5MFCxbQs2dPli1bxp133gnA/v37qVWrFkOHDs3RxtUPsZ08eTILFiyge/fuNGrUiFWrVjFs2DCysrLo3LmzrW7BggVMmDCBNm3aEB4eztatWxk7dixJSUkMHDjw5u+4iIiIlDolLkhNnz6dzMxMoqOjqVmzJgAPPfQQXbp04eOPP+bVV18FrgSphg0b0rVr1zzbSkhIIDo6moiICEaNGgVAjx49CA8PZ9KkSbRv3x4nJycuXrzI9OnTCQkJ4b333sNisRAWFsawYcOYPXs2PXr0wNPT8+bvvIiIiJQqJe7SXtmyZXn44YdtIQrAz88PDw8P9u7dC0BSUhLHjx+ndu3a120rJiaGrKwswsPDbcvKlClDeHg4p0+fJi4uDoB169aRnJxM7969sVgsttqIiAhSU1OJjY0tyl0UERGRf4gSF6TeeecdJkyYYLfsxIkTXLhwgerVqwNw4MABDMOwBamUlBSysrJytLV7927c3d3x8fGxW+7v729bf/V/GzRocN06ERERkauVuEt7Vzt79iy7d+9mypQpuLm58dRTTwFXLusBbNy4kcmTJ3PixAnc3Nzo2rUrI0eOtM2ROnnyJFWrVs3RrpeXFwDHjx8H4NSpU7i4uODh4WFX5+zsjIeHh63ODMMwSE5ONr19XlJSUoq8TSmdUlJSbsoxJteX/RnUZ1GKi47Bm8cwDLsrVNdTooPUo48+yokTJwAYMWIEvr6+wP+C1G+//caQIUNwd3dn/fr1LFq0iIMHD7JgwQIcHBywWq2UK1cuR7suLi7A/w4+q9VqW3YtZ2fnQh2kGRkZ7Nmzx/T2eUlISCjyNqV0SkhIyPP4lZtPn0UpbjoGbw4nJ6d81ZXoIDVs2DCcnJz49ttvmTJlCn/99RdvvPEGQUFBlC9fnv79++Pm5gZAhw4dqFSpEvPmzWPt2rWEhoYCXDdRZq+7UfLMbyrNjaOjI3Xq1DG9fV5SU1OLvE0pnby9valXr15xD+O2k5KSQkJCAt7e3nbfFBa5VXQM3jwHDhzId22JDlLZ38jr2LEjkZGRfP755/Tp04dWrVrRqlWrHPW9e/dm3rx5bN26ldDQUNzc3HINHNnL3N3dAfKsA0hLS7PVmWGxWGxhryjpQyPZXF1db8oxJvmj91+Km47BoleQEyglbrJ5Xh5++GEAfv/99zxrKleuDGCbL1K9enVOnz6do+7UqVMAtvlT1atXJyUlhaSkJLu6tLQ0Lly4YJtTJSIiInK1EhWkEhMTCQ0NZdy4cTnWWa1W4Mr8pn79+tkmnl/tzz//BKBWrVrAlW/dJSYmcvToUbu6+Ph4AAICAmx1kPPbedfWiYiIiFytRAWpihUr4ujoyPLly+3OJKWnpxMVFYWbmxstWrTAw8ODLVu2sGPHDltNVlYW7777LmXKlKFTp04AhIaGYrFYiIqKstVlZmaycOFCqlatSrNmzQAIDg7G1dWV6Ohou/FER0fj4uJC27Ztb+Zui4iISClV4uZIvfHGG/Tt25ewsDDCwsJwcHDgyy+/5I8//mDcuHF4eHgwYsQINm/eTP/+/YmIiMDT05PVq1cTFxdHZGQkd999NwC1a9emV69eREVFYbVaadSoEStXrmTHjh1MmzYNR0dH4EqAGzRoEO+88w6DBw8mODiYTZs2sWrVKkaMGEGlSpWK8y0RERGREqrEBammTZsyf/58Zs2axaxZs4ArN8qcO3cuQUFBANSsWZPPPvuM6dOnEx0dTXp6OnXq1GHy5Ml069bNrr3Ro0dTpUoVli5dSkxMDD4+PsycOdP2rb5sAwYMsJ2V2rBhAzVr1mTMmDGEhYXdkv0WERGR0qfEBSmA5s2b212Oy80999zDe++9d8O2ypYty9ChQ3N9uPG1IiIiiIiIyPc4RURE5PZWouZIiYiIiJQmClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImJSiQxS+/btY8CAAbRo0YLmzZvz/PPPc/jwYbua1NRUpkyZQuvWrWnYsCG9evXixx9/zNFWZmYmc+fOpX379gQGBtKlSxdWrlyZa79Lliyhc+fONGzYkNDQUBYuXHhT9k9ERET+GUpckDp06BBhYWH88ccfDBw4kAEDBrB9+3Z69uzJiRMnbHXDhw/n448/JiQkhJEjR5KRkcEzzzzDL7/8Ytfe5MmTmTJlCk2aNOGVV17B09OTYcOGsWLFCru6BQsW8Oqrr1KrVi1eeukl6taty9ixY/nwww9vyX6LiIhIKWSUMM8//7wRGBhoHD161LZs7969hq+vrzFu3DjDMAxjy5Ythq+vr/HJJ5/YaqxWqxESEmJ0797dtuzQoUNG3bp1jTfffNO27PLly0avXr2Mli1bGmlpaYZhGEZiYqLRqFEj47nnnjOysrJstZGRkUZgYKBx9uxZU/uya9cuY9euXaa2vZFt27YZgLGNbYaBoZ/b8Gcb/z0Gtm0z5NazWq3GL7/8Ylit1uIeitymdAzePAX597vEnZEqW7YsDz/8MDVr1rQt8/Pzw8PDg7179wKwfPlyHB0d6dmzp63Gzc2Nxx57jPj4eBISEgCIiYkhKyuL8PBwW12ZMmUIDw/n9OnTxMXFAbBu3TqSk5Pp3bs3FovFVhsREUFqaiqxsbE3c5dFRESklCpb3AO41jvvvJNj2YkTJ7hw4QLVq1cHYPfu3fj4+ODm5mZX5+/vb1vv7e3N7t27cXd3x8fHJ8+6li1bsnv3bgAaNGiQZ93VoU1Erjhy5Ahnzpwp7mEUi5SUFBISEkhNTcXV1bW4h1NsqlSpwl133VXcwxApNiUuSF3t7Nmz7N69mylTpuDm5sZTTz0FwMmTJwkMDMxR7+XlBcDx48dtdVWrVr1h3alTp3BxccHDw8OuztnZGQ8PD1udiPzPkSNHqOdXj+TU5OIeihQjNxc39uzbozAlt60SHaQeffRR2wTzESNG4OvrC4DVas31N0AXFxfgym+K2XXlypXLV132sms5Ozvb6swwDIPk5KL/h6YwY5J/lpSUlJtyjN3I0aNHSU5N5lM+pR71bnn/Uvz2sIc+qX04evQoVapUKe7h3Hay/x3QvwdFzzAMu6k+11Oig9SwYcNwcnLi22+/ZcqUKfz111+88cYbN9zu6p2/3huRve5Gb1h+38zcZGRksGfPHtPb5yV7HphIQkJCnr8I3Ox+AepRjyY0ueX9S8lRXMegXKF/D24OJyenfNWV6CDVtWtXADp27EhkZCSff/45ffr0wc3NjdTU1Bz12cvc3d0BCl0HkJaWZqszw9HRkTp16pjePi95jVduP97e3tSrd+vPCOkYlGzFdQze7rLn6Xl7e9/W8/RuhgMHDuS7tkQHqas9/PDDfPvtt/z+++9Ur16d06dP56g5deoUgG1eVPXq1W3fzLtRXUpKCklJSXahKS0tjQsXLtjmVJlhsVhyTIovCvrQSDZXV9ebcozlp18RKL5jUK7Q+1/0CnIlqkTd/iAxMZHQ0FDGjRuXY53VagWuzG/y9/fnwIEDOX4jjo+PByAgIAC48q27xMREjh49esM6wPbtvbzqRERERK5WooJUxYoVcXR0ZPny5XZnnNLT04mKisLNzY0WLVrQoUMH0tPT+fzzz201ycnJLFmyhMDAQNu3R0JDQ7FYLERFRdnqMjMzWbhwIVWrVqVZs2YABAcH4+rqSnR0tN14oqOjcXFxoW3btjdzt0VERKSUKnGX9t544w369u1LWFgYYWFhODg48OWXX/LHH38wbtw4PDw8CAoKIigoiLfffpsTJ07g4+PD4sWL+fvvv5k0aZKtrdq1a9OrVy+ioqKwWq00atSIlStXsmPHDqZNm4ajoyNwJcANGjSId955h8GDBxMcHMymTZtYtWoVI0aMoFKlSsX1doiIiEgJVuKCVNOmTZk/fz6zZs1i1qxZwJUbZc6dO5egoCBb3YwZM5g2bRrLly8nJSUFPz8/5s2bZzvLlG306NFUqVKFpUuXEhMTg4+PDzNnziQ0NNSubsCAAbazUhs2bKBmzZqMGTOGsLCwm7/TIiIiUiqVuCAF0Lx5c7vLcbkpV64co0aNYtSoUdetK1u2LEOHDmXo0KE37DciIoKIiIgCjVVERERuXyVqjpSIiIhIaaIgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJhUIoPUrl276N+/P82aNSMgIIBu3bqxbNkyu5qpU6fi5+eX68/FixdtdZmZmcydO5f27dsTGBhIly5dWLlyZa79LlmyhM6dO9OwYUNCQ0NZuHDhzdxNERERKeXKFvcArnXw4EEiIiKoWLEizzzzDOXKlWPlypWMHDmS8+fP8+STTwKwf/9+atWqxdChQ3O04erqavvz5MmTWbBgAd27d6dRo0asWrWKYcOGkZWVRefOnW11CxYsYMKECbRp04bw8HC2bt3K2LFjSUpKYuDAgTd/x0VERKTUKXFBavLkyTg4OPDFF19QtWpVAMLDw+nduzczZ86kZ8+elCtXjv3799OwYUO6du2aZ1sJCQlER0cTERHBqFGjAOjRowfh4eFMmjSJ9u3b4+TkxMWLF5k+fTohISG89957WCwWwsLCGDZsGLNnz6ZHjx54enrekv0XERGR0qNEXdrLzMwkLi6OoKAgW4gCcHBwoGPHjiQnJ7Nnzx6SkpI4fvw4tWvXvm57MTExZGVlER4ebltWpkwZwsPDOX36NHFxcQCsW7eO5ORkevfujcVisdVGRESQmppKbGxsEe+piIiI/BOUqCDl4ODAN998w4svvphj3blz54ArQejAgQMYhmELUikpKWRlZeXYZvfu3bi7u+Pj42O33N/f37b+6v82aNDgunUiIiIiVytRQcpisVCrVi1q1qxptzw5OZmlS5fi5uZG/fr12b9/PwAbN24kODiYRo0a0bRpU8aMGUNKSoptu5MnT9qd2crm5eUFwPHjxwE4deoULi4ueHh42NU5Ozvj4eFhqxMRERG5WombI3UtwzAYNWoUp0+fZvDgwTg7O9uC1G+//caQIUNwd3dn/fr1LFq0iIMHD7JgwQIcHBywWq2UK1cuR5suLi4AttBltVpty67l7OxsF87MjD85Odn09nkpzJjknyUlJeWmHGP56VcEiu8YvN1lfwb1WSx6hmHYTfW5nhIdpAzDYMyYMcTExHDvvffy3HPPARAUFET58uXp378/bm5uAHTo0IFKlSoxb9481q5dS2hoKMB134jsdTd6w/L7ZuYmIyODPXv2mN4+LwkJCUXeppROCQkJef4icLP7FYHiOwblCn0Wbw4nJ6d81ZXYIJWRkcFLL73EihUrCAwM5P3338fR0RGAVq1a0apVqxzb9O7dm3nz5rF161ZCQ0Nxc3MjNTU1R132Mnd3d4A86wDS0tJsdWY4OjpSp04d09vnJa/xyu3H29ubevXq3fJ+dQxKtuI6Bm93KSkpJCQk4O3tbXfbHym8AwcO5Lu2RAaplJQUhg4dysaNG7n33nt5//338xVmKleuDGA7xVy9enXbN/OudurUKQDb/Knq1auTkpJCUlKSXT9paWlcuHDBNqfKDIvFYjtrVpT0oZFsrq6uN+UYy0+/IlB8x6Bcofe/6BXkSlSJmmwOV85EDRkyhI0bN9K6dWs++uijHCGqX79+PPXUUzm2/fPPPwGoVasWcOVbd4mJiRw9etSuLj4+HoCAgABbHeT8dt61dSIiIiJXK3FBaubMmWzatIk2bdowa9YsnJ2dc9R4eHiwZcsWduzYYVuWlZXFu+++S5kyZejUqRMAoaGhWCwWoqKibHWZmZksXLiQqlWr0qxZMwCCg4NxdXUlOjrarp/o6GhcXFxo27btzdhVERERKeVK1KW9U6dO8cknn1C2bFkefPDBXJ+Jd//99zNixAg2b95M//79iYiIwNPTk9WrVxMXF0dkZCR33303ALVr16ZXr15ERUVhtVpp1KgRK1euZMeOHUybNs0256pixYoMGjSId955h8GDBxMcHMymTZtYtWoVI0aMoFKlSrf0fRAREZHSoUiC1Pnz5/n222/Zu3cviYmJzJgxg23btpGVlUXz5s3z3c727dvJyMgAYOzYsbnWzJ07l4ceeojPPvuM6dOnEx0dTXp6OnXq1GHy5Ml069bNrn706NFUqVKFpUuXEhMTg4+PDzNnzrR9qy/bgAEDbGelNmzYQM2aNRkzZgxhYWEFezNERETktlHoILV8+XJee+01UlNT7W4j8MMPP/DRRx8RFhbGa6+9lq+2OnTowL59+/JVe8899/Dee+/dsK5s2bIMHTo014cbXysiIoKIiIh89S8iIiJSqDlSP/30EyNHjsTLy4uxY8fy2GOP2da1bdsWPz8/Fi1axLJlywo7ThEREZESp1BB6v3338fT05PFixfTo0cPqlWrZlvXsGFDPv30U6pVq8Znn31W6IGKiIiIlDSFClK//fYbHTp0oGLFirmud3d3p23bthw6dKgw3YiIiIiUSIUKUllZWTesSU9P5/Lly4XpRkRERKREKlSQ8vPz44cffiA9PT3X9UlJSaxfv566desWphsRERGREqlQQeqJJ57gr7/+YsCAAcTHx9sCVVZWFr/99hsDBgzg5MmT9O7du0gGKyIiIlKSFOr2Bx07dmT//v188MEHdt/YCwwMJDMzE8MwiIiI4F//+lehByoiIiJS0hT6PlIvvPACrVu3ZsmSJfz+++9cunQJNzc3/Pz86N69Oy1atCiKcYqIiIiUOEVyZ/PAwEACAwOLoikRERGRUqPEPbRYREREpLQo0BmpkJAQU51YLBZiY2NNbSsiIiJSUhUoSCUmJtqepZctNTWVjIwMLBYLNWvWpGLFiiQnJ3PkyBEuX75M5cqVueOOO4p00CIiIiIlQYGC1C+//GL3ev/+/URERBAUFMTIkSPtAtOlS5eYMmUKK1as4I033iia0YqIiIiUIIWaIzVp0iRq1KjBW2+9leOsU/ny5XnjjTe45557mDRpUqEGKSIiIlISFSpIbd++nXvvvRcHh7ybadSoEXv27ClMNyIiIiIlUqGCVIUKFfjjjz+uW7Nz5048PT0L042IiIhIiVSoIBUSEsKWLVuYPXs2mZmZduvS09OZMGECv/76q+5sLiIiIv9Ihboh5/PPP89PP/3ErFmzWLBgAX5+fpQrV46kpCR+//13rFYrTZo0YdCgQUU1XhEREZESo1BBqlKlSixZsoSPPvqImJgYfv75Z9u62rVr0717d5544gkcHR0LPVARERGRkqbQj4hxc3Pj+eef5/nnnyctLY3ExEQqVqyIs7NzUYxPREREpMQq0kfEODs74+XllSNEbd26tSi7ERERESkRCn1GauHChaxYsYJz586RmZmJYRgAGIbB5cuXuXTpEqmpqboFgoiIiPzjFCpIff7557z55psAuLi4kJaWhpOTEwBpaWkAVKxYkZ49exZymCIiIiIlT6Eu7S1evBhXV1e++OILdu7cSaNGjejSpQu//vorsbGxtGrVCqvVqtsfiIiIyD9SoYLUoUOHCA0NJSAgALhyF/Ps+VA1a9Zk5syZVKlShTlz5hR+pCIiIiIlTKGCVGZmJlWrVrW99vHx4dixYyQnJwNXJp+3bt1a86NERETkH6lQQapq1aqcOHHC9vquu+7CMAz2799vW+bm5sbp06cL042IiIhIiVSoIPXAAw+wdu1a2+W8evXqUaZMGb755hsAMjIy2Lx5M5UrVy78SEVERERKmEIFqYEDB+Ls7MyTTz7JV199RcWKFencuTOLFi2iR48edO7cmX379tGuXbuiGq+IiIhIiVGo2x9Ur16dpUuXMmfOHP7v//4PgFdeeYVz586xYcMGHBwcaN++PUOHDi2SwYqIiIiUJIW+IWeNGjV44403bK8rVKjAnDlzuHTpEo6Ojri4uBS2CxEREZESqdBBKi/ly5e/WU2LiIiIlAgFClIvv/yyqU4sFgsTJkwwta2IiIhISVWgIPXVV1/lWGaxWABsz9i7dp1hGAUOUrt27WLWrFns2LGDtLQ0ateuTb9+/ejWrZutJjU1lXfffZeYmBjOnTtH3bp1iYyM5P7777drKzMzk48//pgvvviCv//+G29vb5599lk6deqUo98lS5Ywf/58jh49SrVq1ejbty/h4eH5HreIiIjcXgoUpJYtW2b3+sKFC4wYMQIPDw8GDRpEkyZNqFixIsnJyfz222+8++67XLp0idmzZ+e7j4MHDxIREUHFihV55plnKFeuHCtXrmTkyJGcP3+eJ598EoDhw4fz/fff07t3b+6++26WLFnCM888w4IFC2jWrJmtvcmTJ7NgwQK6d+9Oo0aNWLVqFcOGDSMrK4vOnTvb6hYsWMCECRNo06YN4eHhbN26lbFjx5KUlMTAgQML8jaJiIjI7cIohJdfftlo1aqVce7cuVzXX7p0yQgJCTGef/75fLfZv39/o1GjRsbff/9tW5aZmWn06tXLaNSokZGUlGRs2bLF8PX1NT755BNbjdVqNUJCQozu3bvblh06dMioW7eu8eabb9qWXb582ejVq5fRsmVLIy0tzTAMw0hMTDQaNWpkPPfcc0ZWVpatNjIy0ggMDDTOnj2b7/FfbdeuXcauXbtMbXsj27ZtMwBjG9sMA0M/t+HPNv57DGzbZhQHHYP6Ke5j8HZntVqNX375xbBarcU9lH+cgvz7Xaj7SMXGxhISEkKlSpVyXe/u7k7r1q3ZtGlTvtrLzMwkLi6OoKAgu0fPODg40LFjR5KTk9mzZw/Lly/H0dGRnj172mrc3Nx47LHHiI+PJyEhAYCYmBiysrLsLs+VKVOG8PBwTp8+TVxcHADr1q0jOTmZ3r172y5VAkRERJCamkpsbGy+3xMRERG5fRQqSFksFi5evHjdmpMnT+Ls7Jy/wTg48M033/Diiy/mWHfu3DngShDavXs3Pj4+uLm52dX4+/sDsHv3btt/3d3d8fHxuWEdQIMGDa5bJyIiInK1QgWpJk2asGrVKn7++edc169Zs4bY2FhatmyZr/YsFgu1atWiZs2adsuTk5NZunQpbm5u1K9fn5MnT1KtWrUc23t5eQFw/Phx4EqIu/rMVl51p06dwsXFBQ8PD7s6Z2dnPDw8bHUiIiIiVyvUfaQiIyP56aefeOqppwgKCsLf3x93d3cuXbrE9u3b2bp1K5UrV2bYsGGm+zAMg1GjRnH69GkGDx6Ms7MzVqsVV1fXHLXZN/9MSUkBwGq1Uq5cuXzV5XXjUGdnZ1ud2fEnJyeb3j4vhRmT/LOkpKTclGMsP/2KQPEdg7e77M+gPotFzzAMu6k+11OoIOXn58fChQsZP34833//Pd9//71tncViISgoiNGjR1O9enVT7RuGwZgxY4iJieHee+/lueeey9d2V+/89d6Iq2/dkJ86MzIyMtizZ4/p7fOSPQ9MJCEhoVieIKBjULIV1zEoV+izeHM4OTnlq67QdzavV68en376KSdPnmTfvn1cvHiRChUqUL9+fapUqWK63YyMDF566SVWrFhBYGAg77//Po6OjsCVieWpqak5tsle5u7uXiR1AGlpabY6MxwdHalTp47p7fOS13jl9uPt7U29evVueb86BiVbcR2Dt7uUlBQSEhLw9vbO9SqNmHfgwIF81xbZI2KqVq2a63wkM1JSUhg6dCgbN27k3nvv5f3337cLM9WrV+f06dM5tjt16pRtLNl12d/Mu1FdSkoKSUlJdv2kpaVx4cIF25wqMywWS45J8UVBHxrJ5urqelOOsfz0KwLFdwzKFXr/i15BrkQVKEgNGTKETp062e4KPmTIkHwPaNasWfmqzcjIYMiQIWzatInWrVszY8aMHN/68/f355tvviE1NdXudHJ8fDwAAQEBtrrY2FiOHj1KrVq1rlsHV76dd9999+VZJyIiInK1AgWp2NhY6tata/c6PwqS7GbOnMmmTZto06YNM2fOtF3Ou1qHDh1YsmQJn3/+Of369QOufLNvyZIlBAYGctdddwEQGhrKzJkziYqK4tVXXwWu3Ktq4cKFVK1a1XYH9ODgYFxdXYmOjrYLUtHR0bi4uNC2bdt8j19ERERuHwUKUt999x0VKlSwe12UTp06xSeffELZsmV58MEHWblyZY6a+++/n6CgIIKCgnj77bc5ceIEPj4+LF68mL///ptJkybZamvXrk2vXr2IiorCarXSqFEjVq5cyY4dO5g2bZotpFWsWJFBgwbxzjvvMHjwYIKDg9m0aROrVq1ixIgRed5wVERERG5vBQpSNWrUsHttsVioUKHCdSdjnz59mgMHDuTYNjfbt28nIyMDgLFjx+ZaM3fuXLy8vJgxYwbTpk1j+fLlpKSk4Ofnx7x58+yeswcwevRoqlSpwtKlS4mJicHHx4eZM2cSGhpqVzdgwADbWakNGzZQs2ZNxowZQ1hY2A3HLSIiIrenQk02DwkJYciQIQwePDjPmqioKBYuXMj27dtv2F6HDh3Yt29fvvouV64co0aNYtSoUdetK1u2LEOHDmXo0KE3bDMiIoKIiIh89S8iIiJSoCC1efNmDh48aHttGAY7d+4kKioq1/qMjAxWrlxJmTJlCjdKERERkRKoQEGqQoUKTJo0yfbsb4vFwqZNm9i4ceN1t+vTp0+hBikiIiJSEhUoSAUEBPD+++9z7tw5DMPglVdeoW3btoSEhOSotVgslC1blqpVq9K8efMiG7CIiIhISVHgOVKtWrWy/TkuLi7PICUiIiLyT1eoyeYTJ04sqnGIiIiIlDqFfkTMwYMH+frrrzl27Bjp6ekYhpGjpiB3NhcREREpLQoVpH7++WeeeeYZMjIycg1Q2QpyZ3MRERGR0qJQQWrmzJlcvnyZyMhIWrVqhbu7u0KTiIiI3DYKFaR2795Np06dGDhwYFGNR0RERKTUcCjMxs7Oztxxxx1FNRYRERGRUqVQQerBBx9k06ZNZGZmFtV4REREREqNQgWpF198keTkZCIjI9m2bRvnzp0jKSkp1x8RERGRf5pCzZHq3bs3ycnJrF27ltjY2DzrLBYLv//+e2G6EhERESlxChWkqlevXlTjEBERESl1ChWkoqOji2ocIiIiIqVOoeZIiYiIiNzOCv2ImDNnzvD9999z9uxZMjMz7e5wnpGRwYULF9i0aRPfffddYbsSERERKVEKFaT27t1Lnz59sFqtGIZhu6t5dpiyWCwYhoGHh0ehByoiIiJS0hQqSM2aNYukpCTCwsK49957eeutt2jQoAEdO3bk4MGDREdH4+TkxLfffltU4xUREREpMQoVpLZv307z5s15/fXXAdiwYQOHDh2iU6dOALRr146ePXsyZ84chg8fXvjRioiIiJQghZpsfunSJQIDA22vfX192bt3r+3SXt26dQkODmbDhg2FG6WIiIhICVSoIFW+fHnS09Ntr2vVqkVaWhqHDh2yLfP29ub48eOF6UZERESkRCpUkPL392fDhg2kpaUBUKdOHQzDYPv27baaI0eOUKZMmcKNUkRERKQEKlSQCg8P5/Dhw3Tv3p1t27bh7e1N/fr1mTJlCosWLWLWrFnExsbi7+9fVOMVERERKTEKFaRat27NqFGjOHXqFKdPnwbg5ZdfJjU1lbFjx/Lee+/h5uamieYiIiLyj1ToG3L26dOHnj17kpWVBUDz5s1ZuXIlsbGxODs7ExwcTNWqVQs9UBEREZGSptBBCsDJycnudfXq1enbt29RNC0iIiJSYhUqSBXksS8hISGF6UpERESkxClUkBo8eLDtsTA3smfPnsJ0JSIiIlLi3JQglZKSwpEjR1i/fj0NGzbkiSeeKEw3IiIiIiVSoYLU0KFDr7v+999/p3fv3ly6dKkw3YiIiIiUSIW6/cGN1K9fnw4dOvDxxx/fzG5EREREisVNDVIAlSpV4vDhwze7GxEREZFb7qYGqXPnzrF69WruuOMO023MmTOHli1b5rpu6tSp+Pn55fpz8eJFW11mZiZz586lffv2BAYG0qVLF1auXJlrm0uWLKFz5840bNiQ0NBQFi5caHrsIiIi8s9WqDlSQ4YMyXV5VlYWKSkp7Nq1i+TkZAYPHmyq/fXr1zNz5kwqVqyY6/r9+/dTq1atXOdqubq62v48efJkFixYQPfu3WnUqBGrVq1i2LBhZGVl0blzZ1vdggULmDBhAm3atCE8PJytW7cyduxYkpKSGDhwoKl9EBERkX+uQgWp2NjY666vWLEi/fr149lnny1Qu4ZhsHDhQiZNmkRGRkaedfv376dhw4Z07do1z5qEhASio6OJiIhg1KhRAPTo0YPw8HAmTZpE+/btcXJy4uLFi0yfPp2QkBDee+89LBYLYWFhDBs2jNmzZ9OjRw88PT0LtB8iIiLyz3ZTbshpsVhwdHSkcuXKODgU/Ophr169+PXXX3nwwQc5f/48J0+ezFGTlJTE8ePHeeSRR67bVkxMDFlZWYSHh9uWlSlThvDwcEaMGEFcXBwtW7Zk3bp1JCcn07t3b7tbOkRERNgeedOzZ88C74uIiIj8cxVqjpSrqytbt27liy++YM6cOXz22Wds2rSJzMxM7rjjDluImjp1aoG+uXf8+HHGjh3LRx99RLly5XKtOXDgAIZhULt2beDKvauyn/d3td27d+Pu7o6Pj4/dcn9/f9v6q//boEGD69aJiIiIZDN1RurcuXO8+eabrF27lszMTAzDsK3LPpvTunVrXn75ZQzDYP78+Tz55JP5bn/dunU5nt93rf379wOwceNGJk+ezIkTJ3Bzc6Nr166MHDnSNkfq5MmTuT402cvLC7gS2gBOnTqFi4sLHh4ednXOzs54eHjY6grKMAySk5NNbXs9KSkpRd6mlE4pKSk35RjLT78iUHzH4O0u+zOoz2LRMwwj309uKXCQ+vPPPwkPD+f8+fNUrlyZVq1a4ePjg4eHB1arlYMHD7Jx40bWrVvH9u3bqV69OuXKlaNfv3757uNGIQr+F6R+++03hgwZgru7O+vXr2fRokUcPHiQBQsW4ODggNVqzfWslouLC/C/A9BqtdqWXcvZ2dn0gZqRkXFTHo+TkJBQ5G1K6ZSQkJDnsXuz+xWB4jsG5Qp9Fm+O/GQRKGCQSk1N5bnnniMxMZHIyEiefvppHB0dc9RlZmYSHR3NlClT2LNnDxMmTKBSpUoF6eqGgoKCKF++PP3798fNzQ2ADh06UKlSJebNm8fatWsJDQ0FuG6qzF53o/SZ32R6LUdHR+rUqWNq2+tJTU0t8jaldPL29qZevXq3vF8dg5KtuI7B211KSgoJCQl4e3vbfVNdCu/AgQP5ri1QkPr66685fPgwr7zyCn379s2zrkyZMrRv355Zs2aRnJx8Ux4R06pVK1q1apVjee/evZk3bx5bt24lNDQUNze3XP+Hn73M3d0dIM86gLS0NFtdQVksFlvQK0r60Eg2V1fXm3KM5adfESi+Y1Cu0Ptf9Apy8qRAk82/+eYb/u///o+IiIgb1k6ZMoUyZcpQs2ZNVq1aVZBuCqVy5coAtuv11atX5/Tp0znqTp06BWCbP1W9enVSUlJISkqyq0tLS+PChQu2OVUiIiIi2QoUpA4fPkyLFi1umNTS09P5+eef6du3Lw899BBHjhwp1CBz069fP5566qkcy//8808AatWqBVz51l1iYiJHjx61q4uPjwcgICDAVgc5v513bZ2IiIhItgIFKavVmuNbbblxcnJi/fr1PP3005QrVy7HWZ6i4OHhwZYtW9ixY4dtWVZWFu+++y5lypShU6dOAISGhmKxWIiKirLVZWZmsnDhQqpWrUqzZs0ACA4OxtXVlejoaLt+oqOjcXFxoW3btkW+DyIiIlK6FWiO1J133pnvbweUKVMGV1dXEhISqFatmpmxXdeIESPYvHkz/fv3JyIiAk9PT1avXk1cXByRkZHcfffdANSuXZtevXoRFRWF1WqlUaNGrFy5kh07djBt2jTbZPmKFSsyaNAg3nnnHQYPHkxwcDCbNm1i1apVjBgxosgny4uIiEjpV6Ag1aRJE2JiYjh16lS+5gydPHmSDRs28PDDD5seYF5q1qzJZ599xvTp04mOjiY9PZ06deowefJkunXrZlc7evRoqlSpwtKlS4mJicHHx4eZM2favtWXbcCAAbazUhs2bKBmzZqMGTOGsLCwIh+/iIiIlH4FClLh4eEsXbqUYcOGMXfu3Ot+S8BqtRIZGUlaWprd41kK6tpLbVe75557eO+9927YRtmyZRk6dGiuDze+VkRERL4m04uIiIgUaI5UvXr1GDhwINu2baN79+589dVXnDt3zq7m7NmzfPHFF3Tp0oWdO3fy7LPPUr9+/SIdtIiIiEhJUOA7m7/wwgsAzJ07l1deeQWAChUq4ObmhtVqtd0zqkyZMjz33HM8//zzRThcERERkZKjwEHKYrEQGRlJx44d+c9//sO6des4efIkiYmJWCwWvLy8aNu2LT169KBu3bo3Y8wiIiIiJYKphxYD+Pn58dprr/Haa6+RkZHBhQsX8PDwyPWRMSIiIiL/RKaD1NUcHR254447iqIpERERkVKjQJPNRUREROR/FKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEpBIfpObMmUPLli1zXZeamsqUKVNo3bo1DRs2pFevXvz444856jIzM5k7dy7t27cnMDCQLl26sHLlylzbXLJkCZ07d6Zhw4aEhoaycOHCIt0fERER+eco0UFq/fr1zJw5M8/1w4cP5+OPPyYkJISRI0eSkZHBM888wy+//GJXN3nyZKZMmUKTJk145ZVX8PT0ZNiwYaxYscKubsGCBbz66qvUqlWLl156ibp16zJ27Fg+/PDDm7J/IiIiUrqVyCBlGAaffvopgwcPJiMjI9eaH3/8kdjYWF588UVGjRpF7969+fTTT7nzzjuZMGGCrS4hIYHo6GgiIiKYNGkSjz/+OPPmzaNx48ZMmjSJ9PR0AC5evMj06dMJCQlh9uzZhIWFMWPGDDp16sTs2bM5d+7cLdl3ERERKT1KZJDq1asXb775Ji1atMDf3z/XmuXLl+Po6EjPnj1ty9zc3HjssceIj48nISEBgJiYGLKysggPD7fVlSlThvDwcE6fPk1cXBwA69atIzk5md69e2OxWGy1ERERpKamEhsbexP2VEREREqzEhmkjh8/ztixY/noo48oV65crjW7d+/Gx8cHNzc3u+XZwWv37t22/7q7u+Pj43PDOoAGDRpct05EREQkW9niHkBu1q1bh5OT03VrTp48SWBgYI7lXl5ewJUwll1XtWrVG9adOnUKFxcXPDw87OqcnZ3x8PCw1RWUYRgkJyeb2vZ6UlJSirxNKZ1SUlJuyjGWn35FoPiOwdtd9mdQn8WiZxiG3dWp6ymRQepGIQrAarXi6uqaY7mLiwvwvwPLarXmelYrt7rsZddydnY2faBmZGSwZ88eU9teT/alS5GEhIQ8j92b3a8IFN8xKFfos3hz5CeLQAkNUkXh6iR5vVSZve5G6TO/yfRajo6O1KlTx9S215OamlrkbUrp5O3tTb169W55vzoGJVtxHYO3u5SUFBISEvD29s71xIKYd+DAgXzXltog5ebmluv/yLOXubu7F0kdQFpamq2uoCwWS455XEVBHxrJ5urqelOOsfz0KwLFdwzKFXr/i15BTp6UyMnm+VG9enVOnz6dY/mpU6cAbPOiClKXkpJCUlKSXV1aWhoXLlywzakSERERyVZqg5S/vz8HDhzIcRYpPj4egICAAFtdYmIiR48evWEd5Px23rV1IiIiItlKbZDq0KED6enpfP7557ZlycnJLFmyhMDAQO666y4AQkNDsVgsREVF2eoyMzNZuHAhVatWpVmzZgAEBwfj6upKdHS0XT/R0dG4uLjQtm3bW7BXIiIiUpqU2jlSQUFBBAUF8fbbb3PixAl8fHxYvHgxf//9N5MmTbLV1a5dm169ehEVFYXVaqVRo0asXLmSHTt2MG3aNBwdHQGoWLEigwYN4p133mHw4MEEBwezadMmVq1axYgRI6hUqVJx7aqIiIiUUKU2SAHMmDGDadOmsXz5clJSUvDz82PevHm2s0zZRo8eTZUqVVi6dCkxMTH4+Pgwc+ZMQkND7eoGDBhgOyu1YcMGatasyZgxYwgLC7uVuyUiIiKlRIkPUtdeartauXLlGDVqFKNGjbpuG2XLlmXo0KEMHTr0hv1FREQQERFR4HGKiIjI7afUzpESERERKW4KUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJZYt7AIX1+OOPs2PHjhzL69aty9dffw3A+fPnmTZtGuvWrcNqtdKwYUNefPFF6tevb7dNamoq7777LjExMZw7d466desSGRnJ/ffff0v2RUREREqXUh+k9u/fT3BwMJ06dbJb7uHhAUB6ejoDBw5k37599OvXjypVqhAdHU2fPn1YunQpPj4+tm2GDx/O999/T+/evbn77rtZsmQJzzzzDAsWLKBZs2a3crdERESkFCjVQerYsWNYrVaCg4Pp2rVrrjVff/01v/76K++++y7t2rUDoEOHDnTs2JFp06Yxc+ZMAH788UdiY2N5+eWX6devHwDdunWjS5cuTJgwgS+//PKW7JOIiIiUHqV6jtT+/fsBqF27dp41K1aswMvLyxaiAO644w46duxou9QHsHz5chwdHenZs6etzs3Njccee4z4+HgSEhJuzk6IiIhIqVWqg9Qff/wBQJ06dQBsoehq8fHx+Pv751ju7+9PRkaGLYzt3r0bHx8f3NzcctRlrxcRERG5Wqm+tLdv3z6cnZ2ZMWMGK1asICkpCS8vL/r370/fvn2xWq1cunSJatWq5djWy8sLgBMnTtC4cWNOnjxJYGBgnnXHjx83NUbDMEhOTja17fWkpKQUeZtSOqWkpNyUYyw//YpA8R2Dt7vsz6A+i0XPMAwsFku+akt1kPrjjz9IS0vj5MmTTJgwgZSUFL744gvGjx/PhQsXePzxxwFwdXXNsa2LiwuA7cNvtVqvW2f2QM3IyGDPnj2mtr0eXWqUbAkJCbbj9Fb3KwLFdwzKFfos3hxOTk75qivVQapXr15kZmbSt29f27IuXboQFhbGnDlz6NWr1w3byG/izG/dtRwdHW2XHotSampqkbcppZO3tzf16tW75f3qGJRsxXUM3u5SUlJISEjA29s71xMBYt6BAwfyXVuqg1R4eHiOZQ4ODvTq1YuXX36ZLVu2ALn/Dz97mbu7O3BlYnl+6grKYrHkmHdVFPShkWyurq435RjLT78iUHzHoFyh97/oFeTkSamebJ6XypUrA5CVlUWFChU4ffp0jppTp04BULVqVQCqV6+erzoRERGRbKU2SB0/fpyHH36YGTNm5Fj3559/AlCrVi38/f2Jj4/PURMfH0/ZsmVtp6P9/f05cOBAjrNS2dsGBAQU9S6IiIhIKVdqg9Sdd95JYmIiX3zxBYmJibbliYmJzJ8/nxo1atCkSRM6dOjA8ePHiY2NtdWcPn2ab7/9lnbt2uHs7AxcuUlneno6n3/+ua0uOTmZJUuWEBgYyF133XXrdk5ERERKhVI7R8pisfD6668zZMgQevbsSVhYGOnp6fznP//h7NmzzJ07l7Jly/Loo4/y2WefMWLECJ566ik8PT2JiorCYrHw/PPP29oLCgoiKCiIt99+mxMnTuDj48PixYv5+++/mTRpUjHuqYiIiJRUpTZIAbRr147333+fOXPmMHXqVMqWLUvjxo2ZOnUqDRs2BK58a+6TTz7hrbfe4tNPPyUzM5OGDRsyY8YM7r77brv2ZsyYwbRp01i+fDkpKSn4+fkxb948PWdPREREclWqgxRAmzZtaNOmzXVrKleuzOTJk2/YVrly5Rg1ahSjRo0qquGJiIjIP1ipnSMlIiIiUtwUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKSucfz4cYYNG8Z9991H06ZNGTx4MEePHi3uYYmIiEgJVLa4B1CSXLhwgb59+5KUlMQTTzyBk5MTH3/8MeHh4SxbtgxPT8/iHqKIiIiUIApSV5k/fz5//fUXS5YsoUGDBgAEBQXRrVs35s6dy8iRI4t5hCIiIlKS6NLeVVasWEGjRo1sIQrA19eX++67jxUrVhTjyERERKQk0hmp/0pMTOTo0aMEBwfnWOfv78/mzZs5deoUXl5et35wIiKSqyNHjnDmzJniHkaxSElJISEhgdTUVFxdXYt7OMWmSpUq3HXXXcXWv4LUf508eRKAqlWr5liXHZ5OnDhRoCCVkZGBYRjs2rWraAZ5lczMTJYtW0YaaWxjW5G3LyVfOuksYxmZmZk35Ri7ER2DUtzH4OXLlzn21zGyjKxb3ndJ4e7uftsGyWzH/jrGmTNnKFu26CJNRkYGFoslX7UKUv9ltVoBck31Li4uACQnJxeozey/hPz+ZRSEi4sLd999d5G3K6WHE064415s/esYlOI+Bh0dHfH28S62/uWfy2KxKEgVlGEYwPVDT0EDUePGjQs1JhERESnZNNn8v9zc3IAr15yvlZqaClw5hSoiIiKSTUHqv2rUqAHA6dOnc6w7deoUkPv8KREREbl9KUj9V/ny5bnrrruIj4/PsS4+Pp5q1apxxx13FMPIREREpKRSkLpKhw4d2LZtm12Y2r9/P1u3bqVz587FODIREREpiSxG9ixr4cKFC/zrX/8iIyODp59+GgcHBz755BMcHR1ZunSpHhEjIiIidhSkrnH06FEmTpzIjz/+iJOTE/feey8vvvgitWrVKu6hiYiISAmjICUiIiJikuZIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSXeSy+9hJ+fH35+fhw+fDjPujfeeAM/Pz9atmx5C0cnt5NZs2bZjsW8fr788sviHqaUcOnp6URFRdGrVy+aNWtG48aN6dKlC++++y7nzp3LUZ+RkcGJEydsr7/88kv8/PzYsGHDrRy25KFscQ9ApCBiY2N5+umncyw3DIO1a9cWw4jkdvTss89y991357quSZMmt3g0UpqcOnWK/v37s2/fPoKDg3nhhRdwcHAgPj6eOXPm8Pnnn/Pee+/RsGFDAI4dO8bTTz/NE088QVhYWDGPXnKjICWlRq1atfIMUtu3b+f06dO6+7zcEg888AAtWrQo7mFIKZORkcHgwYM5cuQIc+fOJSgoyG59//79efrpp+nfvz8xMTHccccd/PXXXxw6dKiYRiz5oUt7Umq0a9eOnTt3cubMmRzr1q5di7e3N3Xq1CmGkYmI3NiyZcvYtWsX/+///b8cIQrAx8eHt956i8TERKZOnVoMIxQzFKSk1GjXrh1ZWVmsW7cux7o1a9YQGhpaDKMSEcmfZcuW4ebmxqOPPppnTbNmzWjYsCGrV69m0aJF9O3bF4AxY8bg5+dnV3v+/HlefvllWrRoQePGjenXrx979+61qzEMgwULFvDwww8TEBBAy5YtefXVV3P8Qurn58eUKVN4/vnnCQgIIDg4mMTExCLa8382BSkpNfz9/alRowaxsbF2y+Pj4zl27JiClNwyly5d4ty5czl+0tLSintoUkJlZmaya9cu6tevj7Oz83Vr77vvPqxWK35+fjz77LMAPPLII7z11lt2da+//jp//fUXkZGRREREsH37dp5++mmSk5NtNaNHj2bixInUr1+fV155he7du7Ny5Up69erF+fPn7dpbuHAhZ8+eZdSoUfTs2ZOKFSsW0d7/s2mOlJQq7dq147PPPiMpKQl3d3fgytmomjVr4u/vX8yjk9vF4MGDc13+8ssv069fv1s7GCkVEhMTSU9P54477rhhrZeXFwBnzpzhgQce4IMPPiAwMJCuXbva1TVu3Jh58+bh4HDlnIiTkxOzZs3il19+4aGHHiIuLo4vvvgix3HZsWNHevTowYcffshLL71kW24YBh9++KHt/62SPwpSUqq0a9eO+fPns2HDBjp16gRcCVLt27cv5pHJ7WTkyJHUrVs3x3IfH59iGI2UBoZhAFCmTJkb1uanBuDhhx+2hSiAgIAA4Mo3AwFWr14NQJs2bexuq3DnnXdyzz338P3339sFKX9/f4UoExSkpFRp0qQJVapU4bvvvqNTp04cOHCAP//8k0mTJhX30OQ24u/vr2/tSYF4enri6OjI2bNnb1ibHYS8vLyue7m4SpUqdq9dXFyAK98OBGz33WvXrl2u2zs6Otq9rly58g3HJjkpSEmp4uDgQEhICDExMaSnp7NmzRruvPNOAgMDi3toIiJ5slgsNG3alF27dpGWlnbdeVJxcXGUK1eOunXr8uuvv+ZZd/XZqNxkZWXh7OzMBx98kK8x5vdMmNjTZHMpddq1a0dSUhI//fQTa9asoV27dlgsluIelojIdXXv3h2r1cqiRYvyrNm1axdxcXGEhobazjCZVaNGDdLS0qhTpw4PPPCA3U9qamqh25crFKSk1LnvvvuoUKEC0dHR7NmzR9/WE5FSoWvXrjRr1oypU6eyfv36HOsPHz5MZGQkHh4e/Pvf/wb+d5YoKyurwP2FhIQAMHv2bLvlO3fuZNCgQSxYsKDAbUpOurQnpY6joyPBwcF888033HHHHXokh4iUChaLhVmzZjFo0CAGDhxImzZtaNmyJY6OjuzevZuvv/6a8uXL8/7779u+3VepUiUAYmJicHJyonv37vnur1WrVrRv355FixZx4sQJHnroIc6ePcunn35KhQoVeOGFF27Kft5udEZKSqXsb+m1a9fuhvMERERKCk9PT6Kiohg/fjwXLlxg1qxZTJw4kZ07d9K/f3++/vpru18Oa9euTUREBHv37mXChAkcP368QP1NmzaN4cOHc/ToUSZOnMjixYu57777WLRoUZ7Pi5SCsRjZ38kUERERkQLRr/IiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSInIP8LJkyf54IMPeOyxx3jggQdo0KABrVq1IjIyks2bNxf38IiNjcXPz49Zs2YV91BEpAjpocUiUuqtWrWKV155BavVSv369enQoQPlypXj2LFjrF+/nm+//ZZHHnmE8ePH69mMIlKkFKREpFTbsmULkZGReHh48O677/LAAw/YrT937hzDhw/nyy+/pH79+kRERBTTSEXkn0i/molIqZWens6oUaMAmD17do4QBeDp6cnUqVNxd3dn3rx56DntIlKUFKREpNTasGEDx44do3Xr1jRp0iTPukqVKjFgwAAeffRRUlNTbcvj4+MZNGgQLVq0IDAwkK5du7Jo0aIcYatNmzZERERw8OBBnn32WZo2bUrjxo3p378/e/fuzdHfL7/8whNPPEHTpk154IEHmDRpkl2/V0tKSmLKlCm0bduWBg0aEBQUxOuvv87Zs2ft6l566SX8/PzYtWsXnTp1IiAggMcff1zBUKSY6dKeiJRa3333HQAhISE3rB04cKDd6/Xr1zNkyBAcHR1p3749np6ebNy4kTFjxvD777/z5ptv2tWfOHGCxx9/HG9vb3r27MmhQ4f4/vvv2blzJ6tXr8bT0xO4Eu4GDRqEk5MToaGhlClThq+++ooVK1bkGNOlS5fo3bs3+/fv5/7776d9+/b89ddfLF68mI0bN/L555/j5eVlt81zzz1HQEAALVu2xM3NDYvFUqD3TESKloKUiJRahw8fBsDX17dA26WkpPDSSy9Rvnx5Fi9eTM2aNQEYMWIEkZGRLF68mLZt29KqVSvbNkePHiU8PJzRo0fbwsvo0aNZvHgxq1evJiwsjMzMTN544w0cHR35/PPPbeMaMGAAYWFhOcYxdepU9u/fz2uvvUZ4eLht+XfffcegQYMYP348M2bMsNumSZMm+uafSAmiICUipVb25a8KFSrkWLdmzRr27duXY3nbtm35888/OXfuHC+++KItRAE4ODgwfPhwVq9ezdKlS+2CFED//v3tzgC1atWKxYsXc+zYMQB+/fVX/vrrL8LDw+3C3V133cUTTzzBO++8Y1t2+fJlli1bxj333GMXouDKGbYmTZqwdu1akpKScHd3t61r3759vt4bEbk1FKREpNTy8PAA4OLFiznWrVmzhuXLl+dYXqNGDf744w/gyhyp3M7ulClTJsfcJ2dnZ+688067ZdkBJz09HcC2TYMGDXK0ee0crkOHDpGcnExmZmauY0hLSyMzM5N9+/bRtGlT2/Krg5+IFD8FKREptWrWrMnOnTs5fPgwgYGBduumTJnClClTbK/nz5/PxIkTgStzkwBiYmLybDsxMdHutZOTU46a7LNT2RO+swNduXLlctRWrFjR7nV27Z9//sm7776b73G4uLjkWSsit56ClIiUWiEhIaxYsYK1a9fyr3/9K9/bubm5AVfC1f33319k48m+xJgd1K6WnJxs9zo7bHXt2pW33nqryMYgIreWbn8gIqVWmzZtqFq1KmvXriUuLu66tVffJsDPzw+A3bt356i7cOEC48eP5+uvvy7weLIv6W3fvj3Humv78vHxwcnJifj4+FxvYTB//nxmz57N+fPnCzwOEbl1FKREpNRycXGxnc0ZPHgwa9asyVFz+fJllixZwvvvvw9cmVDerl073N3d+eijjzh06JBd/dtvv01UVBRHjhwp8HgCAgKoU6cOy5cvtwtTp06d4uOPP7ardXZ2plOnThw4cIBPPvnEbt1PP/3EW2+9xdKlS3NcEhSRkkWX9kSkVLvvvvuYM2cOL774IkOHDsXb25t7770XDw8PTp48yaZNmzh79iyurq688MILPPzwwzg6OjJu3DhGjBhB9+7dadu2LV5eXsTFxbFr1y4CAgJ46qmnCjwWi8XChAkT6NevH0888QShoaG4u7uzdu1a2+XEq40cOZIdO3YwefJkvvvuOwIDAzl58iRr1qyhbNmyTJgwQc8GFCnhFKREpNQLCgri22+/5ZtvvmH16tX88MMPnD9/ngoVKlCnTh2efPJJHnvsMSpVqmTbpmPHjlSrVo0PP/yQjRs3kpKSQo0aNRg0aBBPP/10rhPG86Nhw4YsWrSI6dOn88MPP2CxWGjfvj3dunWjT58+drWenp4sXryYDz/8kLVr1xIdHY2npydt2rRh0KBB1K1bt1Dvi4jcfBZDzxcQERERMUXnjEVERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZP+P3UDjYgBMl44AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "contagem = df['Gender'].value_counts().head(5)\n",
+    "\n",
+    "plt.bar(contagem.index, contagem.values, color='fuchsia', edgecolor='black')\n",
+    "\n",
+    "plt.xlabel('Gender')\n",
+    "plt.ylabel('Quantidade')\n",
+    "plt.title('Gênero X Sálario')\n",
+    "\n",
+    "# Exiba o gráfico\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1121,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 640x480 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Filtrando os top 5 por idade\n",
+    "top_Idade = df.sort_values(by='Age', ascending=False).head(15)\n",
+    "\n",
+    "# Criando o gráfico de barras\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "plt.bar(top_Idade['Age'], top_Idade['Salary'],color='blueviolet')\n",
+    "plt.xlabel('Idade')\n",
+    "plt.ylabel('Salario')\n",
+    "plt.title('Salário por Idade')\n",
+    "plt.xticks(rotation = 30, ha='right')\n",
+    "\n",
+    "# Anotando o salário de cada pessoa no gráfico\n",
+    "for i, idade in enumerate(top_Idade['Age']):\n",
+    "    salario = top_Idade.iloc[i]['Salary']\n",
+    "    idade = top_Idade.iloc[i]['Age']\n",
+    "\n",
+    "plt.annotate(f'{idade} anos, {idade}\\nSalário: {salario}', (i, idade), ha='center', va='bottom')\n",
+    "plt.show();\n",
+    "plt.tight_layout();"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1077,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1200x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Ordenando o DataFrame pelos salários em ordem decrescente e selecionando os top 10\n",
+    "top_cargos = df.sort_values(by='Salary', ascending=False).head(25)\n",
+    "\n",
+    "# Plotando o gráfico de dispersão com os top 10 cargos no eixo x\n",
+    "plt.figure(figsize=(12, 8))\n",
+    "plt.scatter(top_cargos['Job_Title'], top_cargos['Salary'], color='fuchsia', edgecolor='pink', marker='o', linestyle='-', linewidth=0.5, label='Salário por Cargo (Top 10)')\n",
+    "plt.xlabel(\"Cargo\")\n",
+    "plt.ylabel(\"Salário\")\n",
+    "plt.title(\"Salário em Relação ao Cargo (Top 10)\")\n",
+    "plt.legend()\n",
+    "plt.grid(True)\n",
+    "plt.xticks(rotation=60)  # Rotaciona os rótulos do eixo x para melhor visualização\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1130,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1800x200 with 7 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "# Agrupando os dados por 'Genero' e 'Nivel_de_educacao' e somando os salários\n",
+    "agrupado = df.groupby(['Gender', 'Education_Level']).sum()\n",
+    "\n",
+    "cores = [\"violet\", \"skyblue\", \"palegreen\"]\n",
+    "\n",
+    "# Criando o gráfico de pizza\n",
+    "agrupado['Salary'].unstack().plot(kind='pie', subplots=True, autopct='%1.1f%%', legend=False, figsize=(18, 2), colors=cores, startangle=30)\n",
+    "\n",
+    "# Adicionando rótulos ao gráfico\n",
+    "plt.title('Distribuição de Salários por Gênero e Nível de Educação')\n",
+    "plt.ylabel('')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1044,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import seaborn as sns\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1073,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 2000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "# Agrupando os dados por 'Genero' e 'Nivel_de_educacao' e somando os salários\n",
+    "agrupado = df.groupby(['Gender', 'Education_Level']).sum()\n",
+    "\n",
+    "# Redefinindo o índice para tornar as colunas 'Genero' e 'Nivel_de_educacao' em colunas do DataFrame\n",
+    "agrupado.reset_index(inplace=True)\n",
+    "\n",
+    "# Criando o gráfico de barra usando seaborn\n",
+    "plt.figure(figsize=(20, 8))\n",
+    "sns.set(font_scale=1.2)  # Ajusta o tamanho da fonte\n",
+    "sns.set_palette(\"pastel\")  # Define a paleta de cores\n",
+    "sns.set_style(\"whitegrid\")  # Define o estilo do gráfico\n",
+    "plt.title('Distribuição de Salários por Gênero e Nível de Educação')\n",
+    "\n",
+    "# Criando o gráfico de barras usando seaborn\n",
+    "sns.barplot(x='Gender', y='Salary', hue='Education_Level', data=agrupado, edgecolor='blue')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1119,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Obtendo os top 7 registros por salário\n",
+    "top7_experiencia_genero = agrupado_experiencia_genero.nlargest(7, 'Salary')\n",
+    "\n",
+    "# Criando o gráfico de barra usando seaborn para os top 7 registros\n",
+    "plt.figure(figsize=(10, 8))\n",
+    "sns.set(font_scale=1.2)  # Ajusta o tamanho da fonte\n",
+    "sns.set_palette(sns.color_palette([\"yellow\", \"pink\"]))\n",
+    "sns.set_style(\"ticks\")  # Define o estilo do gráfico\n",
+    "plt.title('Top 7 Distribuição de Salários por Anos de Experiência e Gênero')\n",
+    "\n",
+    "# Criando o gráfico de barras usando seaborn para os top 7 registros\n",
+    "sns.histplot(x='Years_of_Experience', y='Salary', hue='Gender', data=top7_experiencia_genero, edgecolor='blue')\n",
+    "plt.xlabel('Anos de Experiência')\n",
+    "plt.ylabel('Salário')\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "def processamento_dados_csv(df):\n",
+    "    # Leitura do arquivo CSV\n",
+    "    df = pd.read_csv('Salary_Data2.csv')\n",
+    "    \n",
+    "    # Exibir as primeiras 3 linhas\n",
+    "    df_primeiras_3_linhas = df.head(3) #  \n",
+    "\n",
+    "    # Arredondar para 2 casas decimais\n",
+    "    df_rounded = df.round(2)\n",
+    "\n",
+    "    # Resumo do arredondamento\n",
+    "    resumo_arredondamento = df_rounded.describe().round(2)\n",
+    "    \n",
+    "\n",
+    "    # Exibir colunas do DataFrame\n",
+    "    df_colunas = df.columns\n",
+    "    \n",
+    "    # ordenando os dados \n",
+    "\n",
+    "    df = df.sort_values('Gender')\n",
+    "    \n",
+    "    # Remover  dados duplicados\n",
+    "\n",
+    "    df = df.drop_duplicates()\n",
+    "    \n",
+    "    # Resetar o índice\n",
+    "    df = df.reset_index(drop=True)\n",
+    "    \n",
+    "    \n",
+    "    #lista colunas \n",
+    "    colunas = list(df.columns)\n",
+    "            \n",
+    "    traducao_colunas = {\n",
+    "    'Age': 'Idade',\n",
+    "    'Gender': 'Genero',\n",
+    "    'Education_Level': 'Nivel_de_educacao',\n",
+    "    'Job_Title': 'Cargo',\n",
+    "    'Years_of_Experience': 'Anos_de_experiencia',\n",
+    "    'Salary': 'Salario',\n",
+    "    \n",
+    "}\n",
+    "    df_editado = df.rename (columns = traducao_colunas)\n",
+    "    \n",
+    "    # Vamos substituir os valores contidos na coluna 'Gender' por 'F' e 'M'\n",
+    "    df_editado['Genero'] = df_editado['Genero'].replace({'Male': 'M', 'Female': 'F', 'Other': 'Outra/outro'})\n",
+    "\n",
+    "    df_editado.head(10) # alterando o número de entradas no retorno da função\n",
+    "    \n",
+    "     \n",
+    "    # Checar valores nulos por coluna\n",
+    "    valores_nulos = df_editado.isnull().sum()\n",
+    "    # Checar valores nulos no dataset\n",
+    "\n",
+    "        \n",
+    "          # Remove entradas (linhas) contendo valores nulos em colunas específicas\n",
+    "    df_remove_nulo  = df_editado.dropna(how='any')\n",
+    "    \n",
+    "    valores_nulos_removidos = df_editado.isnull().sum()\n",
+    "\n",
+    "     \n",
+    "     #metricas : analise descritiva\n",
+    "    metricas = df_editado.describe(include= 'all')\n",
+    "    \n",
+    "\n",
+    "    return df_primeiras_3_linhas, df_rounded, resumo_arredondamento, df_colunas, df, colunas, valores_nulos,df_remove_nulo,valores_nulos_removidos, df_editado, metricas\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_primeiras_3_linhas, df_rounded, resumo_arredondamento, df_teste, df_colunas, colunas, valores_nulos, df_remove_nulo, valores_nulos_removidos, df_editado,metricas = processamento_dados_csv(df)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Idade</th>\n",
+       "      <th>Genero</th>\n",
+       "      <th>Nivel_de_educacao</th>\n",
+       "      <th>Cargo</th>\n",
+       "      <th>Anos_de_experiencia</th>\n",
+       "      <th>Salario</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>26.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Sales Executive</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>35000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>28.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Bachelor's Degree</td>\n",
+       "      <td>Senior Project Engineer</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>70022.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>24.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Sales Associate</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>43.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Master's Degree</td>\n",
+       "      <td>Senior Software Engineer</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>152944.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>29.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Bachelor's Degree</td>\n",
+       "      <td>Digital Marketing Specialist</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>60000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1787</th>\n",
+       "      <td>53.0</td>\n",
+       "      <td>Outra/outro</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Senior Project Engineer</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>166109.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1788</th>\n",
+       "      <td>37.0</td>\n",
+       "      <td>Outra/outro</td>\n",
+       "      <td>Master's Degree</td>\n",
+       "      <td>Full Stack Engineer</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>161393.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1789</th>\n",
+       "      <td>25.0</td>\n",
+       "      <td>Outra/outro</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Full Stack Engineer</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>69032.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1790</th>\n",
+       "      <td>54.0</td>\n",
+       "      <td>Outra/outro</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Senior Software Engineer</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>158254.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1791</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1792 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Idade       Genero  Nivel_de_educacao                         Cargo  \\\n",
+       "0      26.0            F        High School               Sales Executive   \n",
+       "1      28.0            F  Bachelor's Degree       Senior Project Engineer   \n",
+       "2      24.0            F        High School               Sales Associate   \n",
+       "3      43.0            F    Master's Degree      Senior Software Engineer   \n",
+       "4      29.0            F  Bachelor's Degree  Digital Marketing Specialist   \n",
+       "...     ...          ...                ...                           ...   \n",
+       "1787   53.0  Outra/outro        High School       Senior Project Engineer   \n",
+       "1788   37.0  Outra/outro    Master's Degree           Full Stack Engineer   \n",
+       "1789   25.0  Outra/outro        High School           Full Stack Engineer   \n",
+       "1790   54.0  Outra/outro        High School      Senior Software Engineer   \n",
+       "1791    NaN          NaN                NaN                           NaN   \n",
+       "\n",
+       "      Anos_de_experiencia   Salario  \n",
+       "0                     1.0   35000.0  \n",
+       "1                     4.0   70022.0  \n",
+       "2                     0.0   25000.0  \n",
+       "3                    19.0  152944.0  \n",
+       "4                     3.0   60000.0  \n",
+       "...                   ...       ...  \n",
+       "1787                 31.0  166109.0  \n",
+       "1788                 14.0  161393.0  \n",
+       "1789                  2.0   69032.0  \n",
+       "1790                 29.0  158254.0  \n",
+       "1791                  NaN       NaN  \n",
+       "\n",
+       "[1792 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 774,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_editado"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Age', 'Gender', 'Education_Level', 'Job_Title', 'Years_of_Experience',\n",
+       "       'Salary'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 692,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_teste"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Education_Level</th>\n",
+       "      <th>Job_Title</th>\n",
+       "      <th>Years_of_Experience</th>\n",
+       "      <th>Salary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>32.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Software Engineer</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>90000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>28.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Master's</td>\n",
+       "      <td>Data Analyst</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>65000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>45.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>PhD</td>\n",
+       "      <td>Senior Manager</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>150000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Age  Gender Education_Level          Job_Title  Years_of_Experience  \\\n",
+       "0  32.0    Male      Bachelor's  Software Engineer                  5.0   \n",
+       "1  28.0  Female        Master's       Data Analyst                  3.0   \n",
+       "2  45.0    Male             PhD     Senior Manager                 15.0   \n",
+       "\n",
+       "     Salary  \n",
+       "0   90000.0  \n",
+       "1   65000.0  \n",
+       "2  150000.0  "
+      ]
+     },
+     "execution_count": 693,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_primeiras_3_linhas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Education_Level</th>\n",
+       "      <th>Job_Title</th>\n",
+       "      <th>Years_of_Experience</th>\n",
+       "      <th>Salary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>32.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Software Engineer</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>90000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>28.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Master's</td>\n",
+       "      <td>Data Analyst</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>65000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>45.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>PhD</td>\n",
+       "      <td>Senior Manager</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>150000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>36.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Bachelor's</td>\n",
+       "      <td>Sales Associate</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>60000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>52.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Master's</td>\n",
+       "      <td>Director</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>200000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6699</th>\n",
+       "      <td>49.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>PhD</td>\n",
+       "      <td>Director of Marketing</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>200000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6700</th>\n",
+       "      <td>32.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Sales Associate</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>50000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6701</th>\n",
+       "      <td>30.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Bachelor's Degree</td>\n",
+       "      <td>Financial Manager</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>55000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6702</th>\n",
+       "      <td>46.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Master's Degree</td>\n",
+       "      <td>Marketing Manager</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>140000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6703</th>\n",
+       "      <td>26.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Sales Executive</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>35000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>6704 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Age  Gender    Education_Level              Job_Title  \\\n",
+       "0     32.0    Male         Bachelor's      Software Engineer   \n",
+       "1     28.0  Female           Master's           Data Analyst   \n",
+       "2     45.0    Male                PhD         Senior Manager   \n",
+       "3     36.0  Female         Bachelor's        Sales Associate   \n",
+       "4     52.0    Male           Master's               Director   \n",
+       "...    ...     ...                ...                    ...   \n",
+       "6699  49.0  Female                PhD  Director of Marketing   \n",
+       "6700  32.0    Male        High School        Sales Associate   \n",
+       "6701  30.0  Female  Bachelor's Degree      Financial Manager   \n",
+       "6702  46.0    Male    Master's Degree      Marketing Manager   \n",
+       "6703  26.0  Female        High School        Sales Executive   \n",
+       "\n",
+       "      Years_of_Experience    Salary  \n",
+       "0                     5.0   90000.0  \n",
+       "1                     3.0   65000.0  \n",
+       "2                    15.0  150000.0  \n",
+       "3                     7.0   60000.0  \n",
+       "4                    20.0  200000.0  \n",
+       "...                   ...       ...  \n",
+       "6699                 20.0  200000.0  \n",
+       "6700                  3.0   50000.0  \n",
+       "6701                  4.0   55000.0  \n",
+       "6702                 14.0  140000.0  \n",
+       "6703                  1.0   35000.0  \n",
+       "\n",
+       "[6704 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 647,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_rounded"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Years_of_Experience</th>\n",
+       "      <th>Salary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>6702.00</td>\n",
+       "      <td>6701.00</td>\n",
+       "      <td>6699.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>33.62</td>\n",
+       "      <td>8.09</td>\n",
+       "      <td>115326.96</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>7.61</td>\n",
+       "      <td>6.06</td>\n",
+       "      <td>52786.18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>21.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>350.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>28.00</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>70000.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>32.00</td>\n",
+       "      <td>7.00</td>\n",
+       "      <td>115000.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>38.00</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>160000.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>62.00</td>\n",
+       "      <td>34.00</td>\n",
+       "      <td>250000.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Age  Years_of_Experience     Salary\n",
+       "count  6702.00              6701.00    6699.00\n",
+       "mean     33.62                 8.09  115326.96\n",
+       "std       7.61                 6.06   52786.18\n",
+       "min      21.00                 0.00     350.00\n",
+       "25%      28.00                 3.00   70000.00\n",
+       "50%      32.00                 7.00  115000.00\n",
+       "75%      38.00                12.00  160000.00\n",
+       "max      62.00                34.00  250000.00"
+      ]
+     },
+     "execution_count": 694,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "resumo_arredondamento"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Education_Level</th>\n",
+       "      <th>Job_Title</th>\n",
+       "      <th>Years_of_Experience</th>\n",
+       "      <th>Salary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>26.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Sales Executive</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>35000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>28.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Bachelor's Degree</td>\n",
+       "      <td>Senior Project Engineer</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>70022.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>24.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Sales Associate</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>43.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Master's Degree</td>\n",
+       "      <td>Senior Software Engineer</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>152944.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>29.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Bachelor's Degree</td>\n",
+       "      <td>Digital Marketing Specialist</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>60000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1787</th>\n",
+       "      <td>53.0</td>\n",
+       "      <td>Other</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Senior Project Engineer</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>166109.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1788</th>\n",
+       "      <td>37.0</td>\n",
+       "      <td>Other</td>\n",
+       "      <td>Master's Degree</td>\n",
+       "      <td>Full Stack Engineer</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>161393.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1789</th>\n",
+       "      <td>25.0</td>\n",
+       "      <td>Other</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Full Stack Engineer</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>69032.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1790</th>\n",
+       "      <td>54.0</td>\n",
+       "      <td>Other</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Senior Software Engineer</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>158254.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1791</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1792 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Age  Gender    Education_Level                     Job_Title  \\\n",
+       "0     26.0  Female        High School               Sales Executive   \n",
+       "1     28.0  Female  Bachelor's Degree       Senior Project Engineer   \n",
+       "2     24.0  Female        High School               Sales Associate   \n",
+       "3     43.0  Female    Master's Degree      Senior Software Engineer   \n",
+       "4     29.0  Female  Bachelor's Degree  Digital Marketing Specialist   \n",
+       "...    ...     ...                ...                           ...   \n",
+       "1787  53.0   Other        High School       Senior Project Engineer   \n",
+       "1788  37.0   Other    Master's Degree           Full Stack Engineer   \n",
+       "1789  25.0   Other        High School           Full Stack Engineer   \n",
+       "1790  54.0   Other        High School      Senior Software Engineer   \n",
+       "1791   NaN     NaN                NaN                           NaN   \n",
+       "\n",
+       "      Years_of_Experience    Salary  \n",
+       "0                     1.0   35000.0  \n",
+       "1                     4.0   70022.0  \n",
+       "2                     0.0   25000.0  \n",
+       "3                    19.0  152944.0  \n",
+       "4                     3.0   60000.0  \n",
+       "...                   ...       ...  \n",
+       "1787                 31.0  166109.0  \n",
+       "1788                 14.0  161393.0  \n",
+       "1789                  2.0   69032.0  \n",
+       "1790                 29.0  158254.0  \n",
+       "1791                  NaN       NaN  \n",
+       "\n",
+       "[1792 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 695,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_colunas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Age',\n",
+       " 'Gender',\n",
+       " 'Education_Level',\n",
+       " 'Job_Title',\n",
+       " 'Years_of_Experience',\n",
+       " 'Salary']"
+      ]
+     },
+     "execution_count": 696,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "colunas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Idade                  1\n",
+       "Genero                 1\n",
+       "Nivel_de_educacao      2\n",
+       "Cargo                  1\n",
+       "Anos_de_experiencia    2\n",
+       "Salario                4\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 775,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "valores_nulos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Idade</th>\n",
+       "      <th>Genero</th>\n",
+       "      <th>Nivel_de_educacao</th>\n",
+       "      <th>Cargo</th>\n",
+       "      <th>Anos_de_experiencia</th>\n",
+       "      <th>Salario</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>26.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Sales Executive</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>35000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>28.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Bachelor's Degree</td>\n",
+       "      <td>Senior Project Engineer</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>70022.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>24.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Sales Associate</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>43.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Master's Degree</td>\n",
+       "      <td>Senior Software Engineer</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>152944.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>29.0</td>\n",
+       "      <td>F</td>\n",
+       "      <td>Bachelor's Degree</td>\n",
+       "      <td>Digital Marketing Specialist</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>60000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1786</th>\n",
+       "      <td>23.0</td>\n",
+       "      <td>Outra/outro</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Front end Developer</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>62852.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1787</th>\n",
+       "      <td>53.0</td>\n",
+       "      <td>Outra/outro</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Senior Project Engineer</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>166109.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1788</th>\n",
+       "      <td>37.0</td>\n",
+       "      <td>Outra/outro</td>\n",
+       "      <td>Master's Degree</td>\n",
+       "      <td>Full Stack Engineer</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>161393.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1789</th>\n",
+       "      <td>25.0</td>\n",
+       "      <td>Outra/outro</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Full Stack Engineer</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>69032.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1790</th>\n",
+       "      <td>54.0</td>\n",
+       "      <td>Outra/outro</td>\n",
+       "      <td>High School</td>\n",
+       "      <td>Senior Software Engineer</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>158254.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1787 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Idade       Genero  Nivel_de_educacao                         Cargo  \\\n",
+       "0      26.0            F        High School               Sales Executive   \n",
+       "1      28.0            F  Bachelor's Degree       Senior Project Engineer   \n",
+       "2      24.0            F        High School               Sales Associate   \n",
+       "3      43.0            F    Master's Degree      Senior Software Engineer   \n",
+       "4      29.0            F  Bachelor's Degree  Digital Marketing Specialist   \n",
+       "...     ...          ...                ...                           ...   \n",
+       "1786   23.0  Outra/outro        High School           Front end Developer   \n",
+       "1787   53.0  Outra/outro        High School       Senior Project Engineer   \n",
+       "1788   37.0  Outra/outro    Master's Degree           Full Stack Engineer   \n",
+       "1789   25.0  Outra/outro        High School           Full Stack Engineer   \n",
+       "1790   54.0  Outra/outro        High School      Senior Software Engineer   \n",
+       "\n",
+       "      Anos_de_experiencia   Salario  \n",
+       "0                     1.0   35000.0  \n",
+       "1                     4.0   70022.0  \n",
+       "2                     0.0   25000.0  \n",
+       "3                    19.0  152944.0  \n",
+       "4                     3.0   60000.0  \n",
+       "...                   ...       ...  \n",
+       "1786                  2.0   62852.0  \n",
+       "1787                 31.0  166109.0  \n",
+       "1788                 14.0  161393.0  \n",
+       "1789                  2.0   69032.0  \n",
+       "1790                 29.0  158254.0  \n",
+       "\n",
+       "[1787 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 776,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_remove_nulo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Idade                  1\n",
+       "Genero                 1\n",
+       "Nivel_de_educacao      2\n",
+       "Cargo                  1\n",
+       "Anos_de_experiencia    2\n",
+       "Salario                4\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 779,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_editado.isnull().sum()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_editado = df_editado.dropna(how='any')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Idade                  0\n",
+       "Genero                 0\n",
+       "Nivel_de_educacao      0\n",
+       "Cargo                  0\n",
+       "Anos_de_experiencia    0\n",
+       "Salario                0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 781,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_editado.isnull().sum()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Idade</th>\n",
+       "      <th>Genero</th>\n",
+       "      <th>Nivel_de_educacao</th>\n",
+       "      <th>Cargo</th>\n",
+       "      <th>Anos_de_experiencia</th>\n",
+       "      <th>Salario</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1791.000000</td>\n",
+       "      <td>1791</td>\n",
+       "      <td>1790</td>\n",
+       "      <td>1791</td>\n",
+       "      <td>1790.000000</td>\n",
+       "      <td>1788.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unique</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>193</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>top</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>M</td>\n",
+       "      <td>Bachelor's Degree</td>\n",
+       "      <td>Software Engineer Manager</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>freq</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>969</td>\n",
+       "      <td>508</td>\n",
+       "      <td>127</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>35.128420</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>9.152514</td>\n",
+       "      <td>113177.285794</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>8.209562</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.839834</td>\n",
+       "      <td>51583.040514</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>350.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>29.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>70000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>110000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>41.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>160000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>62.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>250000.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Idade Genero  Nivel_de_educacao                      Cargo  \\\n",
+       "count   1791.000000   1791               1790                       1791   \n",
+       "unique          NaN      3                  7                        193   \n",
+       "top             NaN      M  Bachelor's Degree  Software Engineer Manager   \n",
+       "freq            NaN    969                508                        127   \n",
+       "mean      35.128420    NaN                NaN                        NaN   \n",
+       "std        8.209562    NaN                NaN                        NaN   \n",
+       "min       21.000000    NaN                NaN                        NaN   \n",
+       "25%       29.000000    NaN                NaN                        NaN   \n",
+       "50%       33.000000    NaN                NaN                        NaN   \n",
+       "75%       41.000000    NaN                NaN                        NaN   \n",
+       "max       62.000000    NaN                NaN                        NaN   \n",
+       "\n",
+       "        Anos_de_experiencia        Salario  \n",
+       "count           1790.000000    1788.000000  \n",
+       "unique                  NaN            NaN  \n",
+       "top                     NaN            NaN  \n",
+       "freq                    NaN            NaN  \n",
+       "mean               9.152514  113177.285794  \n",
+       "std                6.839834   51583.040514  \n",
+       "min                0.000000     350.000000  \n",
+       "25%                3.000000   70000.000000  \n",
+       "50%                8.000000  110000.000000  \n",
+       "75%               13.000000  160000.000000  \n",
+       "max               34.000000  250000.000000  "
+      ]
+     },
+     "execution_count": 727,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metricas "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "traducao_colunas = {\n",
+    "    'Age': 'Idade',\n",
+    "    'Gender': 'Genero',\n",
+    "    'Education_Level': 'Nivel_de_educacao',\n",
+    "    'Job_Title': 'Cargo',\n",
+    "    'Years_of_Experience': 'Anos_de_experiencia',\n",
+    "    'Salary': 'Salario',\n",
+    "    \n",
+    "}\n",
+    "df_editado = df.rename (columns = traducao_colunas)\n",
+    "print(\"\\nDataFrame após renomear colunas:\")\n",
+    "print(df_editado)\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/exercicios/para-casa/projetoBancoDedados.ipynb b/exercicios/para-casa/projetoBancoDedados.ipynb
new file mode 100644
index 0000000..0342c8f
--- /dev/null
+++ b/exercicios/para-casa/projetoBancoDedados.ipynb
@@ -0,0 +1 @@
+{"cells":[{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[],"source":["import csv\n","import sqlite3"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[],"source":["file = open(\"Salary_Data2.csv\", encoding= 'UTF-8') "]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[],"source":["conteudo = csv.reader(file)\n","\n","connection = sqlite3.connect(\"Dados_Salario.db\")\n","\n","cursor = connection.cursor()"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"data":{"text/plain":["<sqlite3.Cursor at 0x16bb5a1c440>"]},"execution_count":15,"metadata":{},"output_type":"execute_result"}],"source":["cursor.execute('''CREATE TABLE IF NOT EXISTS Dados_Salario (\n","     \n","    Age INT,\n","    Gender VARCHAR,\n","    Education_Level VAECHAR,\n","    Job_Title VARCHAR,\n","    Years_of_Experience INT,\n","    Salary FLOAT  \n",")''')\n"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"ename":"ProgrammingError","evalue":"Cannot operate on a closed database.","output_type":"error","traceback":["\u001b[1;31m---------------------------------------------------------------------------\u001b[0m","\u001b[1;31mProgrammingError\u001b[0m                          Traceback (most recent call last)","\u001b[1;32mc:\\Users\\PROFESSOR\\estudos-reprograma\\semana13\\on26-python-s13-projeto-guiado-II\\exercicios\\para-casa\\projetoBancoDedados.ipynb Cell 5\u001b[0m line \u001b[0;36m3\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/PROFESSOR/estudos-reprograma/semana13/on26-python-s13-projeto-guiado-II/exercicios/para-casa/projetoBancoDedados.ipynb#W4sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m inserir_conteudo \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mINSERT INTO Dados_Salario(Age,Gender,Education_Level,Job_Title,Years_of_Experience,Salary)VALUES( ?, ?, ?, ?, ?, ? )\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/PROFESSOR/estudos-reprograma/semana13/on26-python-s13-projeto-guiado-II/exercicios/para-casa/projetoBancoDedados.ipynb#W4sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m cursor\u001b[39m.\u001b[39;49mexecutemany(inserir_conteudo, conteudo)\n","\u001b[1;31mProgrammingError\u001b[0m: Cannot operate on a closed database."]}],"source":["inserir_conteudo = \"INSERT INTO Dados_Salario(Age,Gender,Education_Level,Job_Title,Years_of_Experience,Salary)VALUES( ?, ?, ?, ?, ?, ? )\"\n","\n","cursor.executemany(inserir_conteudo, conteudo)"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[],"source":["selecionar_tudo = \"SELECT * FROM Dados_Salario\"\n","entradas = cursor.execute(selecionar_tudo).fetchall()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["('\\ufeffAge', 'Gender', 'Education_Level', 'Job_Title', 'Years_of_Experience', 'Salary')\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 5, 90000.0)\n","(28, 'Female', \"Master's\", 'Data Analyst', 3, 65000.0)\n","(45, 'Male', 'PhD', 'Senior Manager', 15, 150000.0)\n","(36, 'Female', \"Bachelor's\", 'Sales Associate', 7, 60000.0)\n","(52, 'Male', \"Master's\", 'Director', 20, 200000.0)\n","(29, 'Male', \"Bachelor's\", 'Marketing Analyst', 2, 55000.0)\n","(42, 'Female', \"Master's\", 'Product Manager', 12, 120000.0)\n","(31, 'Male', \"Bachelor's\", 'Sales Manager', 4, 80000.0)\n","(26, 'Female', \"Bachelor's\", 'Marketing Coordinator', 1, 45000.0)\n","(38, 'Male', 'PhD', 'Senior Scientist', 10, 110000.0)\n","(29, 'Male', \"Master's\", 'Software Developer', 3, 75000.0)\n","(48, 'Female', \"Bachelor's\", 'HR Manager', 18, 140000.0)\n","(35, 'Male', \"Bachelor's\", 'Financial Analyst', 6, 65000.0)\n","(40, 'Female', \"Master's\", 'Project Manager', 14, 130000.0)\n","(27, 'Male', \"Bachelor's\", 'Customer Service Rep', 2, 40000.0)\n","(44, 'Male', \"Bachelor's\", 'Operations Manager', 16, 125000.0)\n","(33, 'Female', \"Master's\", 'Marketing Manager', 7, 90000.0)\n","(39, 'Male', 'PhD', 'Senior Engineer', 12, 115000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Entry Clerk', 0, 35000.0)\n","(51, 'Male', \"Bachelor's\", 'Sales Director', 22, 180000.0)\n","(34, 'Female', \"Master's\", 'Business Analyst', 5, 80000.0)\n","(47, 'Male', \"Master's\", 'VP of Operations', 19, 190000.0)\n","(30, 'Male', \"Bachelor's\", 'IT Support', 2, 50000.0)\n","(36, 'Female', \"Bachelor's\", 'Recruiter', 9, 60000.0)\n","(41, 'Male', \"Master's\", 'Financial Manager', 13, 140000.0)\n","(28, 'Female', \"Bachelor's\", 'Social Media Specialist', 3, 45000.0)\n","(37, 'Female', \"Master's\", 'Software Manager', 11, 110000.0)\n","(24, 'Male', \"Bachelor's\", 'Junior Developer', 1, 40000.0)\n","(43, 'Female', 'PhD', 'Senior Consultant', 15, 140000.0)\n","(33, 'Male', \"Master's\", 'Product Designer', 6, 90000.0)\n","(50, 'Male', \"Bachelor's\", 'CEO', 25, 250000.0)\n","(31, 'Female', \"Bachelor's\", 'Accountant', 4, 55000.0)\n","(29, 'Male', \"Master's\", 'Data Scientist', 3, 75000.0)\n","(39, 'Female', \"Bachelor's\", 'Marketing Specialist', 10, 65000.0)\n","(46, 'Male', 'PhD', 'Senior Manager', 20, 170000.0)\n","(27, 'Male', \"Bachelor's\", 'Technical Writer', 2, 45000.0)\n","(35, 'Female', \"Bachelor's\", 'HR Generalist', 7, 60000.0)\n","(42, 'Male', \"Master's\", 'Project Engineer', 14, 115000.0)\n","(26, 'Female', \"Bachelor's\", 'Customer Success Rep', 1, 40000.0)\n","(49, 'Male', \"Bachelor's\", 'Sales Executive', 21, 160000.0)\n","(34, 'Female', \"Master's\", 'UX Designer', 5, 80000.0)\n","(48, 'Male', \"Master's\", 'Operations Director', 18, 190000.0)\n","(30, 'Male', \"Bachelor's\", 'Network Engineer', 3, 60000.0)\n","(36, 'Female', \"Bachelor's\", 'Administrative Assistant', 8, 45000.0)\n","(41, 'Male', \"Master's\", 'Strategy Consultant', 13, 130000.0)\n","(28, 'Female', \"Bachelor's\", 'Copywriter', 2, 40000.0)\n","(32, 'Male', \"Bachelor's\", 'Account Manager', 5, 75000.0)\n","(45, 'Female', \"Master's\", 'Director of Marketing', 16, 180000.0)\n","(38, 'Male', 'PhD', 'Senior Scientist', 11, 120000.0)\n","(25, 'Male', \"Bachelor's\", 'Help Desk Analyst', 0, 35000.0)\n","(51, 'Female', \"Bachelor's\", 'Customer Service Manager', 22, 130000.0)\n","(33, 'Male', \"Master's\", 'Business Intelligence Analyst', 7, 85000.0)\n","(40, 'Female', \"Bachelor's\", 'Event Coordinator', 12, 60000.0)\n","(47, 'Male', \"Master's\", 'VP of Finance', 19, 200000.0)\n","(29, 'Female', \"Bachelor's\", 'Graphic Designer', 3, 50000.0)\n","(36, 'Male', \"Bachelor's\", 'Sales Manager', 9, 95000.0)\n","(27, 'Female', \"Master's\", 'UX Researcher', 2, 65000.0)\n","(43, 'Male', 'PhD', 'Senior Engineer', 17, 140000.0)\n","(30, 'Female', \"Bachelor's\", 'Social Media Manager', 4, 55000.0)\n","(35, 'Male', \"Master's\", 'Product Manager', 7, 105000.0)\n","(51, 'Female', \"Master's\", 'Director of Operations', 23, 170000.0)\n","(29, 'Male', \"Bachelor's\", 'Marketing Analyst', 3, 50000.0)\n","(40, 'Female', \"Bachelor's\", 'HR Manager', 12, 80000.0)\n","(47, 'Male', 'PhD', 'Senior Data Scientist', 21, 180000.0)\n","(26, 'Male', \"Bachelor's\", 'Junior Accountant', 1, 35000.0)\n","(38, 'Female', \"Master's\", 'Digital Marketing Manager', 10, 90000.0)\n","(46, 'Male', \"Bachelor's\", 'IT Manager', 19, 120000.0)\n","(31, 'Female', \"Bachelor's\", 'Customer Service Representative', 5, 45000.0)\n","(34, 'Male', \"Master's\", 'Business Development Manager', 8, 90000.0)\n","(49, 'Female', \"Master's\", 'Senior Financial Analyst', 18, 150000.0)\n","(33, 'Male', \"Bachelor's\", 'Web Developer', 6, 65000.0)\n","(39, 'Female', \"Bachelor's\", 'Recruiter', 11, 70000.0)\n","(45, 'Male', 'PhD', 'Research Director', 16, 190000.0)\n","(28, 'Male', \"Bachelor's\", 'Technical Support Specialist', 2, 40000.0)\n","(42, 'Female', \"Master's\", 'Creative Director', 14, 120000.0)\n","(37, 'Male', \"Bachelor's\", 'Project Manager', 10, 95000.0)\n","(50, 'Female', \"Bachelor's\", 'Operations Manager', 22, 160000.0)\n","(32, 'Male', \"Master's\", 'Senior Software Engineer', 6, 100000.0)\n","(48, 'Female', \"Master's\", 'Human Resources Director', 20, 180000.0)\n","(30, 'Female', \"Bachelor's\", 'Content Marketing Manager', 3, 55000.0)\n","(36, 'Male', \"Bachelor's\", 'Technical Recruiter', 8, 70000.0)\n","(41, 'Female', \"Master's\", 'Data Analyst', 13, 80000.0)\n","(25, 'Male', \"Bachelor's\", 'Sales Representative', 0, 30000.0)\n","(52, 'Male', 'PhD', 'Chief Technology Officer', 24, 250000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior Designer', 2, 40000.0)\n","(34, 'Female', \"Master's\", 'Financial Advisor', 10, 95000.0)\n","(27, 'Male', \"Bachelor's\", 'Junior Account Manager', 2, 45000.0)\n","(40, 'Female', \"Bachelor's\", 'HR Generalist', 15, 80000.0)\n","(46, 'Male', \"Master's\", 'Senior Project Manager', 21, 135000.0)\n","(31, 'Female', \"Bachelor's\", 'Marketing Coordinator', 6, 55000.0)\n","(36, 'Male', 'PhD', 'Principal Scientist', 11, 120000.0)\n","(29, 'Female', \"Bachelor's\", 'Sales Associate', 3, 40000.0)\n","(43, 'Male', \"Bachelor's\", 'Supply Chain Manager', 18, 105000.0)\n","(52, 'Female', \"Master's\", 'Senior Marketing Manager', 25, 170000.0)\n","(33, 'Male', \"Bachelor's\", 'Business Analyst', 7, 75000.0)\n","(39, 'Female', \"Bachelor's\", 'Training Specialist', 12, 65000.0)\n","(47, 'Male', 'PhD', 'Research Scientist', 22, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Junior Software Developer', 1, 35000.0)\n","(38, 'Female', \"Master's\", 'Public Relations Manager', 10, 90000.0)\n","(45, 'Male', \"Bachelor's\", 'Operations Analyst', 20, 110000.0)\n","(31, 'Female', \"Bachelor's\", 'Event Coordinator', 5, 45000.0)\n","(35, 'Male', \"Master's\", 'Product Marketing Manager', 8, 95000.0)\n","(49, 'Female', \"Master's\", 'Senior HR Manager', 19, 150000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Web Developer', 5, 50000.0)\n","(39, 'Female', \"Master's\", 'Senior Project Coordinator', 13, 80000.0)\n","(44, 'Male', 'PhD', 'Chief Data Officer', 16, 220000.0)\n","(30, 'Female', \"Bachelor's\", 'Digital Content Producer', 3, 50000.0)\n","(36, 'Male', \"Bachelor's\", 'IT Support Specialist', 7, 60000.0)\n","(41, 'Female', \"Master's\", 'Senior Marketing Analyst', 14, 100000.0)\n","(28, 'Male', \"Bachelor's\", 'Customer Success Manager', 2, 40000.0)\n","(42, 'Female', \"Master's\", 'Senior Graphic Designer', 15, 110000.0)\n","(37, 'Male', \"Bachelor's\", 'Software Project Manager', 9, 95000.0)\n","(50, 'Female', \"Bachelor's\", 'Supply Chain Analyst', 22, 130000.0)\n","(32, 'Male', \"Master's\", 'Senior Business Analyst', 6, 90000.0)\n","(23, 'Female', \"Bachelor's\", 'Junior Marketing Analyst', 0.5, 35000.0)\n","(31, 'Male', \"Master's\", 'Senior Financial Analyst', 6, 95000.0)\n","(40, 'Female', \"Bachelor's\", 'Office Manager', 15, 65000.0)\n","(48, 'Male', 'PhD', 'Principal Engineer', 20, 170000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior HR Generalist', 3, 45000.0)\n","(35, 'Male', \"Master's\", 'Senior Product Manager', 10, 120000.0)\n","(42, 'Female', \"Bachelor's\", 'Sales Manager', 17, 100000.0)\n","(53, 'Male', \"Master's\", 'Director of Marketing', 25, 180000.0)\n","(33, 'Female', \"Bachelor's\", 'Junior Operations Analyst', 5, 50000.0)\n","(38, 'Male', \"Bachelor's\", 'Customer Service Manager', 11, 80000.0)\n","(44, 'Female', 'PhD', 'Senior Scientist', 16, 140000.0)\n","(26, 'Male', \"Bachelor's\", 'Junior Accountant', 2, 40000.0)\n","(37, 'Female', \"Master's\", 'Senior HR Generalist', 9, 95000.0)\n","(45, 'Male', \"Bachelor's\", 'Sales Operations Manager', 18, 110000.0)\n","(32, 'Female', \"Bachelor's\", 'Marketing Coordinator', 4, 50000.0)\n","(34, 'Male', \"Master's\", 'Senior Software Developer', 8, 105000.0)\n","(50, 'Female', \"Master's\", 'Director of Operations', 21, 160000.0)\n","(29, 'Male', \"Bachelor's\", 'Junior Web Designer', 3, 45000.0)\n","(40, 'Female', \"Master's\", 'Senior Training Specialist', 12, 100000.0)\n","(47, 'Male', 'PhD', 'Senior Research Scientist', 22, 160000.0)\n","(27, 'Male', \"Bachelor's\", 'Junior Sales Representative', 1, 35000.0)\n","(39, 'Female', \"Bachelor's\", 'Administrative Assistant', 10, 55000.0)\n","(46, 'Male', \"Master's\", 'Senior Project Manager', 19, 140000.0)\n","(30, 'Female', \"Bachelor's\", 'Junior Marketing Manager', 4, 50000.0)\n","(36, 'Male', \"Bachelor's\", 'Junior Data Analyst', 7, 60000.0)\n","(43, 'Female', \"Master's\", 'Senior Product Marketing Manager', 14, 120000.0)\n","(28, 'Male', \"Bachelor's\", 'Junior Business Analyst', 2, 40000.0)\n","(41, 'Female', \"Master's\", 'Senior Marketing Manager', 13, 110000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Software Developer', 5, 50000.0)\n","(47, 'Male', \"Bachelor's\", 'Senior Sales Manager', 20, 135000.0)\n","(25, 'Female', \"Master's\", 'Junior Marketing Specialist', 1.5, 40000.0)\n","(34, 'Male', \"Bachelor's\", 'Senior Business Analyst', 8, 90000.0)\n","(42, 'Female', 'PhD', 'Senior Data Scientist', 16, 150000.0)\n","(31, 'Male', \"Bachelor's\", 'Junior Project Manager', 4, 60000.0)\n","(38, 'Female', \"Bachelor's\", 'Senior Accountant', 10, 80000.0)\n","(45, 'Male', \"Master's\", 'Director of Sales', 19, 175000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior Recruiter', 3, 45000.0)\n","(36, 'Male', \"Master's\", 'Senior Business Development Manager', 11, 120000.0)\n","(43, 'Female', 'PhD', 'Senior Product Designer', 18, 140000.0)\n","(26, 'Male', \"Bachelor's\", 'Junior Customer Support Specialist', 2, 35000.0)\n","(37, 'Female', \"Master's\", 'Senior Marketing Analyst', 9, 95000.0)\n","(44, 'Male', \"Bachelor's\", 'Senior IT Support Specialist', 14, 110000.0)\n","(32, 'Female', \"Bachelor's\", 'Junior Financial Analyst', 5, 50000.0)\n","(33, 'Male', \"Master's\", 'Senior Operations Manager', 7, 115000.0)\n","(51, 'Female', 'PhD', 'Director of Human Resources', 23, 185000.0)\n","(28, 'Male', \"Bachelor's\", 'Junior Software Engineer', 2, 40000.0)\n","(39, 'Female', \"Bachelor's\", 'Senior Sales Representative', 12, 90000.0)\n","(48, 'Male', \"Master's\", 'Director of Product Management', 21, 175000.0)\n","(30, 'Female', \"Bachelor's\", 'Junior Copywriter', 3, 45000.0)\n","(35, 'Male', \"Bachelor's\", 'Senior Marketing Coordinator', 7, 80000.0)\n","(41, 'Female', \"Master's\", 'Senior Human Resources Manager', 13, 120000.0)\n","(27, 'Male', \"Bachelor's\", 'Junior Business Development Associate', 1.5, 35000.0)\n","(40, 'Female', \"Bachelor's\", 'Senior Account Manager', 14, 110000.0)\n","(46, 'Male', 'PhD', 'Senior Researcher', 18, 150000.0)\n","(31, 'Female', \"Bachelor's\", 'Junior HR Coordinator', 4, 50000.0)\n","(34, 'Male', \"Master's\", 'Senior Software Engineer', 9, 105000.0)\n","(50, 'Female', \"Master's\", 'Director of Finance', 20, 180000.0)\n","(29, 'Male', \"Bachelor's\", 'Junior Marketing Coordinator', 2, 40000.0)\n","('', '', '', '', '', '')\n","(43, 'Male', \"Bachelor's\", 'Senior Project Manager', 16, 140000.0)\n","(26, 'Female', \"Master's\", 'Junior Data Scientist', 1.5, 45000.0)\n","(35, 'Male', \"Bachelor's\", 'Senior Operations Analyst', 7, 85000.0)\n","(42, 'Female', 'PhD', 'Senior Marketing Manager', 18, 140000.0)\n","(31, 'Male', \"Bachelor's\", 'Junior Accountant', 4, 50000.0)\n","(38, 'Female', \"Bachelor's\", 'Senior Human Resources Coordinator', 10, 80000.0)\n","(46, 'Male', \"Master's\", 'Director of Operations', 20, 170000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior Sales Representative', 2, 40000.0)\n","(37, 'Male', \"Master's\", 'Senior Business Analyst', 9, 105000.0)\n","(44, 'Female', 'PhD', 'Senior UX Designer', 15, 145000.0)\n","(27, 'Male', \"Bachelor's\", 'Junior Product Manager', 2, 40000.0)\n","(36, 'Female', \"Bachelor's\", 'Senior Marketing Specialist', 8, 85000.0)\n","(43, 'Male', \"Bachelor's\", 'Senior IT Project Manager', 14, 130000.0)\n","(33, 'Female', \"Master's\", 'Senior Financial Analyst', 6, 95000.0)\n","(34, 'Male', \"Bachelor's\", 'Senior Quality Assurance Analyst', 9, 100000.0)\n","(50, 'Female', 'PhD', 'Director of Sales and Marketing', 22, 180000.0)\n","(28, 'Male', \"Bachelor's\", 'Junior Operations Analyst', 1.5, 35000.0)\n","(39, 'Female', \"Bachelor's\", 'Senior Account Executive', 12, 95000.0)\n","(47, 'Male', \"Master's\", 'Director of Business Development', 19, 170000.0)\n","(30, 'Female', \"Bachelor's\", 'Junior Social Media Manager', 3, 45000.0)\n","(34, 'Male', \"Bachelor's\", 'Senior Product Manager', 7, 95000.0)\n","(40, 'Female', \"Master's\", 'Senior Human Resources Specialist', 13, 120000.0)\n","(28, 'Male', \"Bachelor's\", 'Junior Business Analyst', 2, 40000.0)\n","(41, 'Female', \"Bachelor's\", 'Senior Marketing Coordinator', 11, 90000.0)\n","(45, 'Male', 'PhD', 'Senior Data Analyst', 17, 155000.0)\n","(32, 'Female', \"Bachelor's\", 'Junior Account Manager', 5, 55000.0)\n","(35, 'Male', \"Master's\", 'Senior Software Developer', 9, 110000.0)\n","(49, 'Female', \"Master's\", 'Director of Human Capital', 21, 180000.0)\n","(30, 'Male', \"Bachelor's\", 'Junior Advertising Coordinator', 3, 45000.0)\n","(44, 'Male', \"Bachelor's\", 'Senior Sales Manager', 16, 130000.0)\n","(27, 'Female', \"Master's\", 'Junior UX Designer', 1.5, 45000.0)\n","(36, 'Male', \"Bachelor's\", 'Senior Accountant', 7, 90000.0)\n","(41, 'Female', 'PhD', 'Senior Marketing Director', 17, 160000.0)\n","(31, 'Male', \"Bachelor's\", 'Junior HR Generalist', 4, 50000.0)\n","(39, 'Female', \"Bachelor's\", 'Senior Operations Manager', 10, 120000.0)\n","(47, 'Male', \"Master's\", 'Director of Finance', 20, 170000.0)\n","(30, 'Female', \"Bachelor's\", 'Junior Marketing Coordinator', 2, 40000.0)\n","(38, 'Male', \"Master's\", 'Senior IT Consultant', 9, 110000.0)\n","(45, 'Female', 'PhD', 'Senior Product Designer', 15, 150000.0)\n","(28, 'Male', \"Bachelor's\", 'Junior Business Development Associate', 2, 40000.0)\n","(35, 'Female', \"Bachelor's\", 'Senior Marketing Analyst', 8, 85000.0)\n","(44, 'Male', \"Bachelor's\", 'Senior Software Engineer', 14, 130000.0)\n","(34, 'Female', \"Master's\", 'Senior Financial Advisor', 6, 100000.0)\n","(35, 'Male', \"Bachelor's\", 'Senior Project Coordinator', 9, 95000.0)\n","(50, 'Female', 'PhD', 'Director of Operations', 22, 180000.0)\n","(29, 'Male', \"Bachelor's\", 'Junior Business Operations Analyst', 1.5, 35000.0)\n","(40, 'Female', \"Bachelor's\", 'Senior Sales Representative', 12, 100000.0)\n","(48, 'Male', \"Master's\", 'Director of Marketing', 19, 170000.0)\n","(31, 'Female', \"Bachelor's\", 'Junior Social Media Specialist', 3, 45000.0)\n","(33, 'Male', \"Bachelor's\", 'Senior Product Development Manager', 7, 100000.0)\n","(42, 'Female', \"Master's\", 'Senior Human Resources Manager', 13, 140000.0)\n","(28, 'Male', \"Bachelor's\", 'Junior Financial Analyst', 2, 40000.0)\n","(40, 'Female', \"Bachelor's\", 'Senior Marketing Manager', 11, 105000.0)\n","(46, 'Male', 'PhD', 'Senior Data Scientist', 18, 160000.0)\n","(33, 'Female', \"Bachelor's\", 'Junior Operations Manager', 5, 70000.0)\n","(37, 'Male', \"Master's\", 'Senior Software Architect', 9, 120000.0)\n","(51, 'Female', \"Master's\", 'Director of Human Resources', 21, 190000.0)\n","(30, 'Male', \"Bachelor's\", 'Junior Marketing Specialist', 3, 45000.0)\n","(43, 'Male', \"Bachelor's\", 'Senior Project Manager', 15, 120000.0)\n","(27, 'Female', \"Master's\", 'Junior Research Scientist', 1.5, 50000.0)\n","(35, 'Male', \"Bachelor's\", 'Senior Operations Analyst', 8, 85000.0)\n","(42, 'Female', 'PhD', 'Senior Marketing Manager', 13, 140000.0)\n","(32, 'Male', \"Bachelor's\", 'Junior Sales Representative', 3, 45000.0)\n","(37, 'Female', \"Bachelor's\", 'Senior Financial Analyst', 9, 100000.0)\n","(45, 'Male', \"Master's\", 'Senior Software Developer', 16, 140000.0)\n","(33, 'Female', \"Bachelor's\", 'Junior Operations Analyst', 5, 70000.0)\n","(39, 'Male', \"Bachelor's\", 'Senior Marketing Specialist', 10, 120000.0)\n","(44, 'Female', 'PhD', 'Senior HR Manager', 18, 160000.0)\n","(29, 'Male', \"Bachelor's\", 'Junior Business Analyst', 1.5, 40000.0)\n","(38, 'Female', \"Bachelor's\", 'Senior Product Manager', 10, 120000.0)\n","(46, 'Male', 'PhD', 'Senior Data Analyst', 19, 150000.0)\n","(34, 'Female', \"Bachelor's\", 'Junior Marketing Analyst', 6, 70000.0)\n","(36, 'Male', \"Bachelor's\", 'Senior Operations Manager', 8, 95000.0)\n","(49, 'Female', \"Master's\", 'Director of Marketing', 21, 180000.0)\n","(31, 'Male', \"Bachelor's\", 'Junior Financial Analyst', 3, 50000.0)\n","(41, 'Female', \"Bachelor's\", 'Senior Project Coordinator', 11, 95000.0)\n","(47, 'Male', \"Master's\", 'Director of Operations', 20, 170000.0)\n","(30, 'Female', \"Bachelor's\", 'Junior Marketing Coordinator', 2, 40000.0)\n","(38, 'Male', \"Master's\", 'Senior IT Consultant', 9, 110000.0)\n","(45, 'Female', 'PhD', 'Senior Product Designer', 15, 150000.0)\n","(28, 'Male', \"Bachelor's\", 'Junior Business Development Associate', 2, 40000.0)\n","(35, 'Female', \"Bachelor's\", 'Senior Marketing Analyst', 8, 85000.0)\n","(44, 'Male', \"Bachelor's\", 'Senior Software Engineer', 14, 130000.0)\n","(34, 'Female', \"Master's\", 'Senior Financial Advisor', 6, 100000.0)\n","(35, 'Male', \"Bachelor's\", 'Senior Project Coordinator', 9, 95000.0)\n","(50, 'Female', 'PhD', 'Director of Operations', 22, 180000.0)\n","(29, 'Male', \"Bachelor's\", 'Junior Business Operations Analyst', 1.5, 350.0)\n","('', '', '', '', '', '')\n","(37, 'Female', \"Bachelor's\", 'Senior Financial Manager', 10, 120000.0)\n","(46, 'Male', 'PhD', 'Senior Data Scientist', 18, 160000.0)\n","(31, 'Female', \"Bachelor's\", 'Junior Marketing Coordinator', 3, 50000.0)\n","(42, 'Male', \"Bachelor's\", 'Senior Operations Manager', 12, 110000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior Sales Representative', 1.5, 40000.0)\n","(36, 'Male', \"Bachelor's\", 'Senior Marketing Specialist', 8, 95000.0)\n","(44, 'Female', \"Master's\", 'Senior HR Specialist', 15, 140000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Operations Manager', 4, 60000.0)\n","(39, 'Female', \"Bachelor's\", 'Senior Marketing Coordinator', 9, 110000.0)\n","(45, 'Male', 'PhD', 'Senior Data Engineer', 16, 150000.0)\n","(32, 'Female', \"Bachelor's\", 'Junior Marketing Manager', 4, 60000.0)\n","(37, 'Male', \"Bachelor's\", 'Senior Financial Analyst', 8, 90000.0)\n","(47, 'Female', \"Master's\", 'Director of Marketing', 20, 180000.0)\n","(30, 'Male', \"Bachelor's\", 'Junior Business Analyst', 2, 40000.0)\n","(38, 'Female', \"Bachelor's\", 'Senior Project Manager', 9, 120000.0)\n","(46, 'Male', 'PhD', 'Senior Data Analyst', 17, 160000.0)\n","(34, 'Female', \"Bachelor's\", 'Junior Financial Analyst', 5, 70000.0)\n","(36, 'Male', \"Bachelor's\", 'Senior Product Manager', 8, 95000.0)\n","(49, 'Female', \"Master's\", 'Director of Operations', 21, 180000.0)\n","(31, 'Male', \"Bachelor's\", 'Junior Operations Analyst', 3, 50000.0)\n","(41, 'Female', \"Bachelor's\", 'Senior Project Coordinator', 11, 95000.0)\n","(47, 'Male', \"Master's\", 'Director of Marketing', 19, 170000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior Business Development Associate', 1.5, 35000.0)\n","(35, 'Male', \"Bachelor's\", 'Senior Financial Manager', 9, 100000.0)\n","(44, 'Female', 'PhD', 'Senior Product Designer', 15, 150000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Business Analyst', 4, 60000.0)\n","(35, 'Female', \"Bachelor's\", 'Senior Marketing Analyst', 8, 85000.0)\n","(44, 'Male', \"Bachelor's\", 'Senior Software Engineer', 13, 130000.0)\n","(32, 'Male', \"Bachelor's\", 'Junior Product Manager', 4, 65000.0)\n","(38, 'Female', \"Bachelor's\", 'Senior Business Analyst', 10, 110000.0)\n","(49, 'Male', 'PhD', 'Director of Operations', 21, 180000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior Marketing Specialist', 2, 40000.0)\n","(35, 'Male', \"Bachelor's\", 'Senior Business Development Manager', 7, 90000.0)\n","(45, 'Female', \"Master's\", 'Senior HR Manager', 14, 140000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Financial Analyst', 4, 60000.0)\n","(40, 'Female', \"Bachelor's\", 'Senior Marketing Manager', 12, 130000.0)\n","(44, 'Male', 'PhD', 'Senior Data Scientist', 16, 160000.0)\n","(30, 'Female', \"Bachelor's\", 'Junior Operations Coordinator', 2, 40000.0)\n","(37, 'Male', \"Bachelor's\", 'Senior Marketing Analyst', 9, 100000.0)\n","(48, 'Female', \"Master's\", 'Director of HR', 20, 180000.0)\n","(31, 'Male', \"Bachelor's\", 'Junior Project Manager', 3, 55000.0)\n","(38, 'Female', \"Bachelor's\", 'Senior Operations Coordinator', 9, 120000.0)\n","(45, 'Male', 'PhD', 'Senior Data Engineer', 16, 150000.0)\n","(33, 'Female', \"Bachelor's\", 'Junior Marketing Manager', 5, 70000.0)\n","(36, 'Male', \"Bachelor's\", 'Senior Business Analyst', 8, 95000.0)\n","(49, 'Female', \"Master's\", 'Director of Marketing', 21, 180000.0)\n","(31, 'Male', \"Bachelor's\", 'Junior Operations Analyst', 3, 50000.0)\n","(42, 'Female', \"Bachelor's\", 'Senior Project Manager', 12, 120000.0)\n","(47, 'Male', \"Master's\", 'Director of Marketing', 19, 170000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior Business Development Associate', 1.5, 35000.0)\n","(35, 'Male', \"Bachelor's\", 'Senior Financial Manager', 9, 100000.0)\n","(44, 'Female', 'PhD', 'Senior Product Designer', 15, 150000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Business Analyst', 4, 60000.0)\n","(35, 'Female', \"Bachelor's\", 'Senior Marketing Analyst', 8, 85000.0)\n","(44, 'Male', \"Bachelor's\", 'Senior Software Engineer', 13, 130000.0)\n","(34, 'Female', \"Master's\", 'Senior Financial Advisor', 6, 80000.0)\n","(36, 'Male', \"Bachelor's\", 'Senior Marketing Specialist', 8, 95000.0)\n","(30, 'Female', \"Bachelor's\", 'Junior HR Coordinator', 2, 40000.0)\n","(37, 'Male', \"Bachelor's\", 'Senior Business Development Manager', 10, 120000.0)\n","(45, 'Female', \"Master's\", 'Senior Marketing Manager', 16, 160000.0)\n","(32, 'Male', \"Bachelor's\", 'Junior Financial Advisor', 4, 65000.0)\n","(39, 'Female', \"Bachelor's\", 'Senior Project Manager', 12, 130000.0)\n","(47, 'Male', 'PhD', 'Director of Engineering', 20, 180000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior Marketing Analyst', 2, 40000.0)\n","(36, 'Male', \"Bachelor's\", 'Senior Operations Manager', 9, 100000.0)\n","(43, 'Female', 'PhD', 'Senior Data Scientist', 15, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Junior Marketing Coordinator', 3, 55000.0)\n","(38, 'Female', \"Bachelor's\", 'Senior Business Analyst', 10, 110000.0)\n","(48, 'Male', \"Master's\", 'Director of Marketing', 21, 180000.0)\n","(31, 'Female', \"Bachelor's\", 'Junior Business Development Associate', 3, 50000.0)\n","(40, 'Male', \"Bachelor's\", 'Senior Financial Analyst', 12, 130000.0)\n","(45, 'Female', 'PhD', 'Senior UX Designer', 16, 160000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Product Manager', 4, 60000.0)\n","(36, 'Female', \"Bachelor's\", 'Senior Marketing Manager', 8, 95000.0)\n","(47, 'Male', \"Master's\", 'Director of Operations', 19, 170000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior Project Manager', 2, 40000.0)\n","(34, 'Male', \"Bachelor's\", 'Senior Operations Coordinator', 7, 90000.0)\n","(44, 'Female', 'PhD', 'Senior Business Analyst', 15, 150000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Marketing Specialist', 5, 70000.0)\n","(35, 'Female', \"Bachelor's\", 'Senior Financial Manager', 8, 90000.0)\n","(43, 'Male', \"Master's\", 'Director of Marketing', 18, 170000.0)\n","(31, 'Female', \"Bachelor's\", 'Junior Financial Analyst', 3, 50000.0)\n","(41, 'Male', \"Bachelor's\", 'Senior Product Manager', 14, 150000.0)\n","(44, 'Female', 'PhD', 'Senior Data Engineer', 16, 160000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Business Analyst', 4, 60000.0)\n","(35, 'Female', \"Bachelor's\", 'Senior Marketing Analyst', 8, 85000.0)\n","(45, 'Male', \"Master's\", 'Director of Engineering', 19, 180000.0)\n","(28, 'Female', \"Bachelor's\", 'Junior Operations Manager', 1, 35000.0)\n","(36, 'Male', \"Bachelor's\", 'Senior Business Development Manager', 8, 110000.0)\n","(44, 'Female', 'PhD', 'Senior Data Scientist', 16, 160000.0)\n","(31, 'Male', \"Bachelor's\", 'Junior Marketing Coordinator', 3, 55000.0)\n","(38, 'Female', \"Bachelor's\", 'Senior Business Analyst', 10, 110000.0)\n","(48, 'Male', \"Master's\", 'Director of Marketing', 21, 180000.0)\n","(31, 'Female', \"Bachelor's\", 'Junior Business Development Associate', 3, 50000.0)\n","(40, 'Male', \"Bachelor's\", 'Senior Financial Analyst', 12, 130000.0)\n","(45, 'Female', 'PhD', 'Senior UX Designer', 16, 160000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Product Manager', 4, 60000.0)\n","(36, 'Female', \"Bachelor's\", 'Senior Marketing Manager', 8, 95000.0)\n","(47, 'Male', \"Master's\", 'Director of Operations', 19, 170000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior Project Manager', 2, 40000.0)\n","(34, 'Male', \"Bachelor's\", 'Senior Operations Coordinator', 7, 90000.0)\n","(44, 'Female', 'PhD', 'Senior Business Analyst', 15, 150000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Marketing Specialist', 5, 70000.0)\n","(35, 'Female', \"Bachelor's\", 'Senior Financial Manager', 8, 90000.0)\n","(43, 'Male', \"Master's\", 'Director of Marketing', 18, 170000.0)\n","(31, 'Female', \"Bachelor's\", 'Junior Financial Analyst', 3, 50000.0)\n","(41, 'Male', \"Bachelor's\", 'Senior Product Manager', 14, 150000.0)\n","(44, 'Female', 'PhD', 'Senior Data Engineer', 16, 160000.0)\n","(33, 'Male', \"Bachelor's\", 'Junior Business Analyst', 4, 60000.0)\n","(35, 'Female', \"Bachelor's\", 'Senior Marketing Analyst', 8, 85000.0)\n","(43, 'Male', \"Master's\", 'Director of Operations', 19, 170000.0)\n","(29, 'Female', \"Bachelor's\", 'Junior Project Manager', 2, 40000.0)\n","(34, 'Male', \"Bachelor's\", 'Senior Operations Coordinator', 7, 90000.0)\n","(44, 'Female', 'PhD', 'Senior Business Analyst', 15, 150000.0)\n","(31, 'Male', \"Master's\", 'Data Scientist', 6, 160000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 3, 125000.0)\n","(26, 'Male', \"Master's\", 'Product Manager', 2, 120000.0)\n","(27, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Male', 'PhD', 'Data Scientist', 5, 180000.0)\n","(29, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(32, 'Male', \"Bachelor's\", 'Product Manager', 7, 170000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(27, 'Male', 'PhD', 'Data Scientist', 2, 115000.0)\n","(29, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Bachelor's\", 'Product Manager', 9, 185000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 3, 125000.0)\n","(26, 'Female', \"Master's\", 'Product Manager', 2, 120000.0)\n","(27, 'Male', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 5, 180000.0)\n","(29, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(32, 'Male', \"Bachelor's\", 'Product Manager', 7, 170000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(27, 'Male', 'PhD', 'Data Scientist', 2, 115000.0)\n","(29, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Bachelor's\", 'Product Manager', 9, 185000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 3, 125000.0)\n","(26, 'Female', \"Master's\", 'Product Manager', 2, 120000.0)\n","(27, 'Male', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 5, 180000.0)\n","(29, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(32, 'Male', \"Bachelor's\", 'Product Manager', 7, 170000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(27, 'Male', 'PhD', 'Data Scientist', 2, 115000.0)\n","(29, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Bachelor's\", 'Product Manager', 9, 185000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 3, 125000.0)\n","(26, 'Female', \"Master's\", 'Product Manager', 2, 120000.0)\n","(27, 'Male', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 5, 180000.0)\n","(29, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(32, 'Male', \"Bachelor's\", 'Product Manager', 7, 170000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(27, 'Male', 'PhD', 'Data Scientist', 2, 115000.0)\n","(29, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Bachelor's\", 'Product Manager', 9, 185000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(27, 'Male', 'PhD', 'Data Scientist', 2, 115000.0)\n","(29, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Bachelor's\", 'Product Manager', 9, 185000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 3, 125000.0)\n","(26, 'Female', \"Master's\", 'Product Manager', 2, 120000.0)\n","(27, 'Male', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 5, 180000.0)\n","(29, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(32, 'Male', \"Bachelor's\", 'Product Manager', 7, 170000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(27, 'Male', 'PhD', 'Data Scientist', 2, 115000.0)\n","(29, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Bachelor's\", 'Product Manager', 9, 185000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(27, 'Male', 'PhD', 'Data Scientist', 2, 115000.0)\n","(29, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Bachelor's\", 'Product Manager', 9, 185000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(27, 'Male', 'PhD', 'Data Scientist', 2, 115000.0)\n","(29, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Bachelor's\", 'Product Manager', 9, 185000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(27, 'Male', 'PhD', 'Data Scientist', 2, 115000.0)\n","(29, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Bachelor's\", 'Product Manager', 9, 185000.0)\n","(25, 'Female', \"Master's\", 'Data Analyst', 1, 100000.0)\n","(33, 'Male', 'PhD', 'Data Scientist', 8, 190000.0)\n","(31, 'Female', \"Bachelor's\", 'Software Engineer', 6, 155000.0)\n","(28, 'Male', \"Master's\", 'Product Manager', 3, 130000.0)\n","(30, 'Female', \"Bachelor's\", 'Data Analyst', 5, 145000.0)\n","(27, 'Male', 'PhD', 'Data Scientist', 2, 115000.0)\n","(29, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Bachelor's\", 'Product Manager', 9, 185000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(27, 'Female', \"Bachelor's\", 'Product Manager', 4, 150000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(31, 'Female', \"Master's\", 'Data Scientist', 9, 195000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Female', \"Master's\", 'Product Manager', 12, 196000.0)\n","(23, 'Male', \"Bachelor's\", 'Data Analyst', 1, 95000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 10, 193000.0)\n","(29, 'Male', \"Bachelor's\", 'Software Engineer', 6, 175000.0)\n","(30, 'Female', \"Bachelor's\", 'Product Manager', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(31, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Female', \"Master's\", 'Product Manager', 12, 196000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(27, 'Female', \"Bachelor's\", 'Product Manager', 4, 150000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(33, 'Male', \"Master's\", 'Product Manager', 11, 198000.0)\n","(26, 'Female', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(30, 'Male', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Master's\", 'Product Manager', 12, 196000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(30, 'Male', \"Bachelor's\", 'Data Analyst', 5, 160000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 9, 195000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(27, 'Female', \"Bachelor's\", 'Product Manager', 4, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Female', \"Master's\", 'Product Manager', 12, 196000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 125000.0)\n","(28, 'Female', \"Master's\", 'Data Scientist', 6, 175000.0)\n","(30, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(27, 'Female', \"Bachelor's\", 'Product Manager', 4, 150000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 95000.0)\n","(31, 'Male', \"Master's\", 'Data Scientist', 9, 195000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Female', \"Master's\", 'Product Manager', 12, 196000.0)\n","(23, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 10, 193000.0)\n","(29, 'Male', \"Bachelor's\", 'Software Engineer', 6, 170000.0)\n","(30, 'Female', \"Bachelor's\", 'Product Manager', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 135000.0)\n","(31, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Female', \"Master's\", 'Product Manager', 12, 196000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 115000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(27, 'Female', \"Bachelor's\", 'Product Manager', 4, 150000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(33, 'Male', \"Master's\", 'Product Manager', 11, 198000.0)\n","(26, 'Female', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(30, 'Male', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Master's\", 'Product Manager', 12, 196000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(30, 'Male', \"Bachelor's\", 'Data Analyst', 5, 160000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 9, 195000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(27, 'Female', \"Bachelor's\", 'Product Manager', 4, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Female', \"Master's\", 'Product Manager', 12, 196000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(23, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Female', \"Master's\", 'Data Scientist', 4, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(24, 'Female', \"Bachelor's\", 'Product Manager', 3, 125000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(31, 'Male', \"Master's\", 'Data Scientist', 7, 180000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 10, 195000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 6, 170000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Female', \"Master's\", 'Product Manager', 11, 196000.0)\n","(23, 'Male', \"Bachelor's\", 'Data Analyst', 1, 92000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 195000.0)\n","(29, 'Male', \"Bachelor's\", 'Software Engineer', 6, 170000.0)\n","(30, 'Female', \"Bachelor's\", 'Product Manager', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 135000.0)\n","(31, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 5, 165000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 95000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Female', \"Master's\", 'Product Manager', 12, 196000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 115000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(27, 'Female', \"Bachelor's\", 'Product Manager', 4, 150000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(33, 'Male', \"Master's\", 'Product Manager', 11, 198000.0)\n","(26, 'Female', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(30, 'Male', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Female', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Male', \"Master's\", 'Product Manager', 12, 196000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(30, 'Male', \"Bachelor's\", 'Data Analyst', 5, 160000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 9, 195000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(27, 'Female', \"Bachelor's\", 'Product Manager', 4, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Female', \"Master's\", 'Product Manager', 12, 196000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 3, 135000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(30, 'Male', \"Bachelor's\", 'Data Analyst', 5, 160000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 95000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 196000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Female', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(30, 'Male', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Female', \"Bachelor's\", 'Product Manager', 4, 150000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(33, 'Male', \"Master's\", 'Product Manager', 11, 198000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 115000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 5, 165000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(31, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(30, 'Male', \"Bachelor's\", 'Data Analyst', 5, 160000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 92000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(34, 'Female', \"Master's\", 'Product Manager', 12, 196000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 195000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 130000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 180000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 190000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 198000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 1, 90000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 140000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 110000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 185000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Data Analyst', 5, 135000.0)\n","(27, 'Female', \"Master's Degree\", 'Data Scientist', 3, 180000.0)\n","(40, 'Male', \"Bachelor's Degree\", 'Software Engineer', 12, 195000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Product Manager', 8, 165000.0)\n","(43, 'Male', \"Master's Degree\", 'Data Scientist', 15, 198000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Software Engineer', 4, 150000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Data Analyst', 9, 162000.0)\n","(31, 'Male', \"Master's Degree\", 'Data Scientist', 6, 175000.0)\n","(42, 'Female', \"Bachelor's Degree\", 'Software Engineer', 13, 197000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Data Analyst', 7, 142000.0)\n","(29, 'Female', \"Master's Degree\", 'Data Scientist', 4, 182000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Software Engineer', 11, 185000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Product Manager', 8, 170000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(32, 'Male', \"Bachelor's\", 'Data Scientist', 8, 180000.0)\n","(29, 'Female', \"Master's\", 'Data Analyst', 6, 150000.0)\n","(30, 'Male', \"Bachelor's\", 'Data Analyst', 5, 140000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 190000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 190000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Female', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(30, 'Male', 'PhD', 'Data Scientist', 7, 170000.0)\n","(27, 'Female', \"Bachelor's\", 'Product Manager', 4, 130000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(33, 'Male', \"Master's\", 'Product Manager', 11, 195000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Data Scientist', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(31, 'Female', \"Master's\", 'Data Scientist', 6, 170000.0)\n","(30, 'Male', \"Bachelor's\", 'Data Analyst', 5, 140000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(25, 'Male', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(34, 'Female', \"Master's\", 'Product Manager', 12, 190000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 190000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 190000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 190000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 190000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 190000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 190000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 190000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 190000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 190000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(31, 'Male', \"Bachelor's\", 'Data Analyst', 9, 190000.0)\n","(28, 'Female', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 120000.0)\n","(29, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(33, 'Female', \"Master's\", 'Product Manager', 11, 195000.0)\n","(24, 'Male', \"Bachelor's\", 'Data Analyst', 2, 95000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 100000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 7, 170000.0)\n","(29, 'Male', \"Bachelor's\", 'Software Engineer', 7, 180000.0)\n","(27, 'Female', \"Bachelor's\", 'Data Analyst', 5, 120000.0)\n","(33, 'Male', \"Master's\", 'Data Scientist', 10, 195000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(26, 'Female', \"Bachelor's\", 'Data Analyst', 3, 100000.0)\n","(31, 'Male', \"Bachelor's\", 'Product Manager', 8, 190000.0)\n","(30, 'Male', \"Master's\", 'Software Engineer', 6, 170000.0)\n","(32, 'Female', \"Bachelor's\", 'Data Scientist', 9, 185000.0)\n","(29, 'Male', \"Bachelor's\", 'Data Analyst', 7, 130000.0)\n","(35, 'Female', \"Bachelor's\", 'Product Manager', 12, 190000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(28, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(37, 'Male', 'PhD', 'Product Manager', 14, 195000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 110000.0)\n","(30, 'Female', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(31, 'Male', \"Master's\", 'Data Scientist', 9, 185000.0)\n","(29, 'Female', \"Bachelor's\", 'Data Analyst', 7, 130000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 10, 190000.0)\n","(28, 'Female', \"Master's\", 'Data Scientist', 6, 155000.0)\n","(34, 'Male', \"Bachelor's\", 'Software Engineer', 12, 195000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 90000.0)\n","(30, 'Male', \"Bachelor's\", 'Product Manager', 8, 185000.0)\n","(29, 'Female', \"Bachelor's\", 'Data Analyst', 6, 120000.0)\n","(31, 'Male', \"Bachelor's\", 'Software Engineer', 9, 180000.0)\n","(26, 'Female', \"Bachelor's\", 'Data Analyst', 3, 100000.0)\n","(33, 'Male', \"Master's\", 'Data Scientist', 10, 195000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(27, 'Female', \"Bachelor's\", 'Data Analyst', 5, 125000.0)\n","(30, 'Male', \"Master's\", 'Software Engineer', 6, 170000.0)\n","(32, 'Female', \"Bachelor's\", 'Data Scientist', 9, 185000.0)\n","(29, 'Male', \"Bachelor's\", 'Data Analyst', 7, 130000.0)\n","(35, 'Female', \"Bachelor's\", 'Product Manager', 12, 190000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(28, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(37, 'Male', 'PhD', 'Product Manager', 14, 195000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 110000.0)\n","(30, 'Female', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(31, 'Male', \"Master's\", 'Data Scientist', 9, 185000.0)\n","(29, 'Female', \"Bachelor's\", 'Data Analyst', 7, 130000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 10, 190000.0)\n","(28, 'Female', \"Master's\", 'Data Scientist', 6, 155000.0)\n","(34, 'Male', \"Bachelor's\", 'Software Engineer', 12, 195000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 90000.0)\n","(30, 'Male', \"Bachelor's\", 'Product Manager', 8, 185000.0)\n","(29, 'Female', \"Bachelor's\", 'Data Analyst', 6, 120000.0)\n","(31, 'Male', \"Bachelor's\", 'Software Engineer', 9, 180000.0)\n","(26, 'Female', \"Bachelor's\", 'Data Analyst', 3, 100000.0)\n","(33, 'Male', \"Master's\", 'Data Scientist', 10, 195000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(27, 'Female', \"Bachelor's\", 'Data Analyst', 5, 125000.0)\n","(30, 'Male', \"Master's\", 'Software Engineer', 6, 170000.0)\n","(32, 'Female', \"Bachelor's\", 'Data Scientist', 9, 185000.0)\n","(29, 'Male', \"Bachelor's\", 'Data Analyst', 7, 130000.0)\n","(35, 'Female', \"Bachelor's\", 'Product Manager', 12, 190000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(28, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(37, 'Male', 'PhD', 'Product Manager', 14, 195000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 110000.0)\n","(30, 'Female', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(31, 'Male', \"Master's\", 'Data Scientist', 9, 185000.0)\n","(29, 'Female', \"Bachelor's\", 'Data Analyst', 7, 130000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 10, 190000.0)\n","(28, 'Female', \"Master's\", 'Data Scientist', 6, 155000.0)\n","(34, 'Male', \"Bachelor's\", 'Software Engineer', 12, 195000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 90000.0)\n","(30, 'Male', \"Bachelor's\", 'Product Manager', 8, 185000.0)\n","(29, 'Female', \"Bachelor's\", 'Data Analyst', 6, 120000.0)\n","(31, 'Male', \"Bachelor's\", 'Software Engineer', 9, 180000.0)\n","(26, 'Female', \"Bachelor's\", 'Data Analyst', 3, 100000.0)\n","(33, 'Male', \"Master's\", 'Data Scientist', 10, 195000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(27, 'Female', \"Bachelor's\", 'Data Analyst', 5, 125000.0)\n","(30, 'Male', \"Master's\", 'Software Engineer', 6, 170000.0)\n","(32, 'Female', \"Bachelor's\", 'Data Scientist', 9, 185000.0)\n","(29, 'Male', \"Bachelor's\", 'Data Analyst', 7, 130000.0)\n","(35, 'Female', \"Bachelor's\", 'Product Manager', 12, 190000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(28, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(37, 'Male', 'PhD', 'Product Manager', 14, 195000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 110000.0)\n","(30, 'Female', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(31, 'Male', \"Master's\", 'Data Scientist', 9, 185000.0)\n","(29, 'Female', \"Bachelor's\", 'Data Analyst', 7, 130000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 10, 190000.0)\n","(28, 'Female', \"Master's\", 'Data Scientist', 6, 155000.0)\n","(34, 'Male', \"Bachelor's\", 'Software Engineer', 12, 195000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 90000.0)\n","(30, 'Male', \"Bachelor's\", 'Product Manager', 8, 185000.0)\n","(29, 'Female', \"Bachelor's\", 'Data Analyst', 6, 120000.0)\n","(31, 'Male', \"Bachelor's\", 'Software Engineer', 9, 180000.0)\n","(26, 'Female', \"Bachelor's\", 'Data Analyst', 3, 100000.0)\n","(33, 'Male', \"Master's\", 'Data Scientist', 10, 195000.0)\n","(28, 'Male', \"Bachelor's\", 'Software Engineer', 4, 160000.0)\n","(27, 'Female', \"Bachelor's\", 'Data Analyst', 5, 125000.0)\n","(30, 'Male', \"Master's\", 'Software Engineer', 6, 170000.0)\n","(32, 'Female', \"Bachelor's\", 'Data Scientist', 9, 185000.0)\n","(29, 'Male', \"Bachelor's\", 'Data Analyst', 7, 130000.0)\n","(35, 'Female', \"Bachelor's\", 'Product Manager', 12, 190000.0)\n","(27, 'Male', \"Bachelor's\", 'Software Engineer', 5, 150000.0)\n","(28, 'Female', \"Master's\", 'Data Scientist', 6, 150000.0)\n","(37, 'Male', 'PhD', 'Product Manager', 14, 195000.0)\n","(26, 'Male', \"Bachelor's\", 'Data Analyst', 3, 110000.0)\n","(30, 'Female', \"Bachelor's\", 'Software Engineer', 8, 180000.0)\n","(31, 'Male', \"Master's\", 'Data Scientist', 9, 185000.0)\n","(29, 'Female', \"Bachelor's\", 'Data Analyst', 7, 130000.0)\n","(32, 'Male', \"Bachelor's\", 'Software Engineer', 10, 190000.0)\n","(28, 'Female', \"Master's\", 'Data Scientist', 6, 155000.0)\n","(34, 'Male', \"Bachelor's\", 'Software Engineer', 12, 195000.0)\n","(25, 'Female', \"Bachelor's\", 'Data Analyst', 2, 90000.0)\n","(30, 'Male', \"Bachelor's\", 'Product Manager', 8, 185000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Senior Software Engineer', 7, 175000.0)\n","(44, 'Male', 'PhD', 'Software Engineer Manager', 18, 190000.0)\n","(33, 'Female', \"Master's Degree\", 'Back end Developer', 5, 110000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 16, 195000.0)\n","(27, 'Female', \"Master's Degree\", 'Full Stack Engineer', 3, 100000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 60000.0)\n","(35, 'Male', \"Master's Degree\", 'Senior Software Engineer', 8, 155000.0)\n","(47, 'Female', 'PhD', 'Full Stack Engineer', 12, 175000.0)\n","(46, 'Female', \"Master's Degree\", 'Senior Project Engineer', 13, 180000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 95000.0)\n","(61, 'Male', 'PhD', 'Software Engineer Manager', 20, 200000.0)\n","(41, 'Male', \"Master's Degree\", 'Senior Software Engineer', 11, 165000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Project Engineer', 9, 145000.0)\n","(53, 'Male', 'PhD', 'Software Engineer Manager', 19, 195000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 75000.0)\n","(26, 'Female', \"Master's Degree\", 'Back end Developer', 3, 90000.0)\n","(37, 'Female', \"Master's Degree\", 'Senior Software Engineer', 9, 155000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 5, 115000.0)\n","(44, 'Female', \"Master's Degree\", 'Senior Software Engineer', 12, 170000.0)\n","(50, 'Female', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 4, 115000.0)\n","(42, 'Male', 'PhD', 'Full Stack Engineer', 14, 180000.0)\n","(57, 'Male', 'PhD', 'Software Engineer Manager', 18, 195000.0)\n","(35, 'Male', \"Master's Degree\", 'Senior Software Engineer', 7, 140000.0)\n","(62, 'Male', 'PhD', 'Software Engineer Manager', 19, 200000.0)\n","(26, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(42, 'Female', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(41, 'Female', 'PhD', 'Software Engineer Manager', 14, 185000.0)\n","(36, 'Female', \"Master's Degree\", 'Full Stack Engineer', 8, 140000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 15, 185000.0)\n","(47, 'Male', 'PhD', 'Software Engineer Manager', 15, 180000.0)\n","(47, 'Male', 'PhD', 'Senior Software Engineer', 14, 175000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Back end Developer', 1, 60000.0)\n","(62, 'Male', 'PhD', 'Software Engineer Manager', 20, 200000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(41, 'Female', \"Master's Degree\", 'Senior Project Engineer', 11, 165000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 1, 55000.0)\n","(55, 'Male', 'PhD', 'Software Engineer Manager', 17, 190000.0)\n","(26, 'Female', \"Master's Degree\", 'Back end Developer', 3, 90000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Front end Developer', 5, 105000.0)\n","(31, 'Male', \"Master's Degree\", 'Full Stack Engineer', 6, 130000.0)\n","(50, 'Female', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(24, 'Female', \"Master's Degree\", 'Back end Developer', 1, 60000.0)\n","(56, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 60000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 8, 150000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 13, 180000.0)\n","(44, 'Female', \"Master's Degree\", 'Senior Software Engineer', 12, 170000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 6, 125000.0)\n","(45, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 3, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Back end Developer', 3, 85000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(43, 'Female', \"Master's Degree\", 'Software Engineer Manager', 11, 160000.0)\n","(62, 'Male', 'PhD', 'Software Engineer Manager', 19, 200000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(60, 'Male', 'PhD', 'Software Engineer Manager', 18, 195000.0)\n","(54, 'Female', 'PhD', 'Software Engineer Manager', 14, 190000.0)\n","(27, 'Female', \"Master's Degree\", 'Full Stack Engineer', 3, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Back end Developer', 1, 55000.0)\n","(45, 'Male', 'PhD', 'Senior Software Engineer', 13, 185000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 5, 120000.0)\n","(57, 'Male', 'PhD', 'Software Engineer Manager', 16, 195000.0)\n","(47, 'Male', 'PhD', 'Software Engineer Manager', 14, 175000.0)\n","(25, 'Female', \"Master's Degree\", 'Back end Developer', 2, 75000.0)\n","(58, 'Male', 'PhD', 'Software Engineer Manager', 17, 200000.0)\n","(41, 'Female', \"Master's Degree\", 'Senior Software Engineer', 12, 160000.0)\n","(41, 'Male', 'PhD', 'Software Engineer Manager', 12, 175000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(47, 'Male', 'PhD', 'Senior Software Engineer', 15, 180000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Back end Developer', 1, 60000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 5, 120000.0)\n","(61, 'Male', 'PhD', 'Software Engineer Manager', 20, 200000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 14, 185000.0)\n","(50, 'Female', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(53, 'Male', 'PhD', 'Software Engineer Manager', 18, 195000.0)\n","(47, 'Female', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(33, 'Male', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(42, 'Male', 'PhD', 'Software Engineer Manager', 14, 180000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 14, 185000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 145000.0)\n","(44, 'Female', \"Master's Degree\", 'Senior Project Engineer', 12, 170000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(38, 'Female', \"Master's Degree\", 'Back end Developer', 10, 155000.0)\n","(34, 'Male', \"Master's Degree\", 'Full Stack Engineer', 6, 125000.0)\n","(46, 'Female', 'PhD', 'Software Engineer Manager', 14, 180000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 95000.0)\n","(44, 'Female', \"Master's Degree\", 'Senior Software Engineer', 11, 170000.0)\n","(27, 'Female', \"Master's Degree\", 'Full Stack Engineer', 3, 100000.0)\n","(42, 'Male', 'PhD', 'Senior Project Engineer', 14, 175000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 18, 195000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 6, 125000.0)\n","(28, 'Female', \"Master's Degree\", 'Full Stack Engineer', 4, 110000.0)\n","(30, 'Female', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(62, 'Male', 'PhD', 'Software Engineer Manager', 20, 200000.0)\n","(62, 'Male', 'PhD', 'Software Engineer Manager', 19, 200000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 150000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Software Engineer', 7, 140000.0)\n","(58, 'Female', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(56, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Back end Developer', 1, 55000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 5, 120000.0)\n","(52, 'Female', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 130000.0)\n","(50, 'Female', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(32, 'Male', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(34, 'Male', \"Master's Degree\", 'Full Stack Engineer', 7, 140000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(55, 'Male', 'PhD', 'Software Engineer Manager', 17, 190000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 14, 180000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 14, 185000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(36, 'Female', \"Master's Degree\", 'Full Stack Engineer', 8, 140000.0)\n","(47, 'Female', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(33, 'Male', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(43, 'Male', 'PhD', 'Software Engineer Manager', 13, 180000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 95000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(43, 'Male', \"Master's Degree\", 'Senior Project Engineer', 12, 165000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(36, 'Male', \"Master's Degree\", 'Senior Software Engineer', 7, 140000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 60000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 150000.0)\n","(41, 'Female', 'PhD', 'Software Engineer Manager', 14, 185000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(28, 'Female', \"Master's Degree\", 'Back end Developer', 3, 90000.0)\n","(43, 'Male', 'PhD', 'Senior Software Engineer', 12, 170000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(44, 'Male', 'PhD', 'Senior Project Engineer', 12, 170000.0)\n","(27, 'Female', \"Master's Degree\", 'Full Stack Engineer', 3, 100000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(44, 'Female', \"Master's Degree\", 'Senior Project Engineer', 12, 170000.0)\n","(56, 'Male', 'PhD', 'Software Engineer Manager', 18, 195000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(31, 'Male', \"Master's Degree\", 'Full Stack Engineer', 7, 140000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 60000.0)\n","(50, 'Male', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 14, 180000.0)\n","(33, 'Male', \"Master's Degree\", 'Full Stack Engineer', 6, 130000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(41, 'Male', 'PhD', 'Senior Project Engineer', 12, 165000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(32, 'Male', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 60000.0)\n","(44, 'Female', \"Master's Degree\", 'Senior Software Engineer', 11, 170000.0)\n","(36, 'Male', \"Master's Degree\", 'Senior Software Engineer', 7, 140000.0)\n","(28, 'Female', \"Master's Degree\", 'Full Stack Engineer', 4, 110000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 145000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(58, 'Male', 'PhD', 'Software Engineer Manager', 17, 200000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Full Stack Engineer', 3, 100000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 18, 195000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 6, 125000.0)\n","(56, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Software Engineer', 7, 140000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 150000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Back end Developer', 1, 60000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(31, 'Male', \"Master's Degree\", 'Full Stack Engineer', 7, 140000.0)\n","(43, 'Male', 'PhD', 'Software Engineer Manager', 13, 180000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(30, 'Female', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(28, 'Female', \"Master's Degree\", 'Full Stack Engineer', 4, 110000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 14, 180000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 145000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 12, 165000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Software Engineer', 7, 140000.0)\n","(56, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(58, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(33, 'Male', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 3, 85000.0)\n","(52, 'Male', 'PhD', 'Software Engineer Manager', 18, 200000.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 8, 140000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 65000.0)\n","(47, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(32, 'Male', \"Master's Degree\", 'Full Stack Engineer', 6, 120000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(28, 'Female', \"Master's Degree\", 'Back end Developer', 3, 90000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(57, 'Male', 'PhD', 'Software Engineer Manager', 18, 200000.0)\n","(51, 'Male', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(28, 'Female', \"Master's Degree\", 'Full Stack Engineer', 4, 110000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 14, 180000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 65000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 14, 185000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 5, 120000.0)\n","(38, 'Female', \"Master's Degree\", 'Back end Developer', 10, 155000.0)\n","(51, 'Male', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(27, 'Female', \"Master's Degree\", 'Full Stack Engineer', 3, 100000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 150000.0)\n","(44, 'Female', \"Master's Degree\", 'Senior Project Engineer', 12, 170000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(31, 'Male', \"Master's Degree\", 'Full Stack Engineer', 7, 140000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(50, 'Male', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 14, 180000.0)\n","(33, 'Male', \"Master's Degree\", 'Full Stack Engineer', 6, 130000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(41, 'Male', 'PhD', 'Senior Project Engineer', 12, 165000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(32, 'Male', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 60000.0)\n","(44, 'Female', \"Master's Degree\", 'Senior Software Engineer', 11, 170000.0)\n","(36, 'Male', \"Master's Degree\", 'Senior Software Engineer', 7, 140000.0)\n","(28, 'Female', \"Master's Degree\", 'Full Stack Engineer', 4, 110000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 145000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(58, 'Male', 'PhD', 'Software Engineer Manager', 17, 200000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Full Stack Engineer', 3, 100000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 18, 195000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 6, 125000.0)\n","(56, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Software Engineer', 7, 140000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 150000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Back end Developer', 1, 60000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(31, 'Male', \"Master's Degree\", 'Full Stack Engineer', 7, 140000.0)\n","(43, 'Male', 'PhD', 'Software Engineer Manager', 13, 180000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 6, 125000.0)\n","(40, 'Male', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(36, 'Male', \"Master's Degree\", 'Senior Software Engineer', 8, 140000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(32, 'Male', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 7, 135000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Back end Developer', 1, 55000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 150000.0)\n","(56, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 6, 125000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 7, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 6, 125000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Front end Developer', 5, 95000.0)\n","(43, 'Female', \"Master's Degree\", 'Senior Software Engineer', 12, 170000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 75000.0)\n","(56, 'Female', 'PhD', 'Software Engineer Manager', 18, 210000.0)\n","(32, 'Male', \"Master's Degree\", 'Full Stack Engineer', 7, 135000.0)\n","(40, 'Male', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(41, 'Female', 'PhD', 'Senior Project Engineer', 11, 165000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Back end Developer', 6, 120000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(36, 'Male', \"Master's Degree\", 'Senior Software Engineer', 8, 140000.0)\n","(33, 'Male', \"Master's Degree\", 'Full Stack Engineer', 6, 130000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 6, 125000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Software Engineer', 7, 140000.0)\n","(32, 'Male', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(38, 'Female', \"Master's Degree\", 'Back end Developer', 10, 155000.0)\n","(51, 'Male', 'PhD', 'Software Engineer Manager', 16, 190000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(27, 'Female', \"Master's Degree\", 'Full Stack Engineer', 3, 100000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 7, 135000.0)\n","(40, 'Female', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(31, 'Male', \"Master's Degree\", 'Full Stack Engineer', 7, 140000.0)\n","(43, 'Male', 'PhD', 'Software Engineer Manager', 13, 180000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 6, 125000.0)\n","(40, 'Male', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(36, 'Male', \"Master's Degree\", 'Senior Software Engineer', 8, 140000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(32, 'Male', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 7, 135000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Back end Developer', 1, 55000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 150000.0)\n","(56, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 6, 125000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(31, 'Male', \"Master's Degree\", 'Full Stack Engineer', 7, 140000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(36, 'Male', \"Master's Degree\", 'Senior Software Engineer', 8, 140000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 7, 135000.0)\n","(40, 'Female', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(27, 'Female', \"Master's Degree\", 'Full Stack Engineer', 3, 100000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 6, 125000.0)\n","(40, 'Male', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(36, 'Male', \"Master's Degree\", 'Senior Software Engineer', 8, 140000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(32, 'Male', \"Master's Degree\", 'Back end Developer', 6, 130000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 7, 135000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Back end Developer', 1, 55000.0)\n","(48, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 2, 70000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 170000.0)\n","(37, 'Male', \"Master's Degree\", 'Senior Software Engineer', 9, 150000.0)\n","(56, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 70000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(31, 'Male', \"Master's Degree\", 'Senior Project Engineer', 6, 125000.0)\n","(49, 'Male', 'PhD', 'Software Engineer Manager', 15, 185000.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 80000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 14, 170000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 10, 155000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Front end Developer', 7, 120000.0)\n","(29, 'Female', \"Master's Degree\", 'Back end Developer', 3, 90000.0)\n","(41, 'Female', 'PhD', 'Software Engineer Manager', 14, 180000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(42, 'Male', 'PhD', 'Senior Software Engineer', 12, 170000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 70000.0)\n","(55, 'Male', 'PhD', 'Software Engineer Manager', 18, 210000.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 1, 55000.0)\n","(47, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(44, 'Female', 'PhD', 'Software Engineer Manager', 11, 165000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(39, 'Female', \"Master's Degree\", 'Senior Software Engineer', 11, 160000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(50, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 85000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 14, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Back end Developer', 8, 140000.0)\n","(29, 'Female', \"Master's Degree\", 'Back end Developer', 3, 90000.0)\n","(40, 'Female', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 145000.0)\n","(41, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(55, 'Male', 'PhD', 'Software Engineer Manager', 18, 210000.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 1, 55000.0)\n","(47, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(44, 'Female', 'PhD', 'Software Engineer Manager', 11, 165000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(39, 'Female', \"Master's Degree\", 'Senior Software Engineer', 11, 160000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(50, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 85000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 14, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Back end Developer', 8, 140000.0)\n","(29, 'Female', \"Master's Degree\", 'Back end Developer', 3, 90000.0)\n","(40, 'Female', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 145000.0)\n","(41, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(55, 'Male', 'PhD', 'Software Engineer Manager', 18, 210000.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 1, 55000.0)\n","(47, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(44, 'Female', 'PhD', 'Software Engineer Manager', 11, 165000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(39, 'Female', \"Master's Degree\", 'Senior Software Engineer', 11, 160000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(50, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 85000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 14, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Back end Developer', 8, 140000.0)\n","(29, 'Female', \"Master's Degree\", 'Back end Developer', 3, 90000.0)\n","(40, 'Female', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 145000.0)\n","(41, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(55, 'Male', 'PhD', 'Software Engineer Manager', 18, 210000.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 1, 55000.0)\n","(47, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(44, 'Female', 'PhD', 'Software Engineer Manager', 11, 165000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(39, 'Female', \"Master's Degree\", 'Senior Software Engineer', 11, 160000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(50, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 85000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 14, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Back end Developer', 8, 140000.0)\n","(29, 'Female', \"Master's Degree\", 'Back end Developer', 3, 90000.0)\n","(40, 'Female', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 145000.0)\n","(41, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(55, 'Male', 'PhD', 'Software Engineer Manager', 18, 210000.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 1, 55000.0)\n","(47, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(44, 'Female', 'PhD', 'Software Engineer Manager', 11, 165000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(39, 'Female', \"Master's Degree\", 'Senior Software Engineer', 11, 160000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(50, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 85000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 14, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Back end Developer', 8, 140000.0)\n","(29, 'Female', \"Master's Degree\", 'Back end Developer', 3, 90000.0)\n","(40, 'Female', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 145000.0)\n","(41, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(55, 'Male', 'PhD', 'Software Engineer Manager', 18, 210000.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 1, 55000.0)\n","(47, 'Male', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(44, 'Female', 'PhD', 'Software Engineer Manager', 11, 165000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(39, 'Female', \"Master's Degree\", 'Senior Software Engineer', 11, 160000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(50, 'Male', 'PhD', 'Software Engineer Manager', 17, 195000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 85000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 14, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Back end Developer', 8, 140000.0)\n","(29, 'Female', \"Master's Degree\", 'Back end Developer', 3, 90000.0)\n","(40, 'Female', 'PhD', 'Senior Software Engineer', 12, 160000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 145000.0)\n","(41, 'Male', 'PhD', 'Senior Project Engineer', 13, 185000.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 105000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(55, 'Male', 'PhD', 'Software Engineer Manager', 18, 210000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Front end Developer', 6, 115000.0)\n","(42, 'Female', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(51, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(34, 'Female', \"Master's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 11, 155000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front end Developer', 5, 105000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(36, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(48, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 145000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 4, 90000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 18, 195000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 95000.0)\n","(41, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 15, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(42, 'Male', 'PhD', 'Software Engineer Manager', 14, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(49, 'Female', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(36, 'Male', \"Master's Degree\", 'Back end Developer', 9, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 15, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(42, 'Male', 'PhD', 'Software Engineer Manager', 14, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(49, 'Female', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(36, 'Male', \"Master's Degree\", 'Back end Developer', 9, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 15, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(42, 'Male', 'PhD', 'Software Engineer Manager', 14, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(49, 'Female', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(36, 'Male', \"Master's Degree\", 'Back end Developer', 9, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 15, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(42, 'Male', 'PhD', 'Software Engineer Manager', 14, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(49, 'Female', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(36, 'Male', \"Master's Degree\", 'Back end Developer', 9, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 15, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(42, 'Male', 'PhD', 'Software Engineer Manager', 14, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(49, 'Female', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(36, 'Male', \"Master's Degree\", 'Back end Developer', 9, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 15, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(42, 'Male', 'PhD', 'Software Engineer Manager', 14, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(49, 'Female', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(36, 'Male', \"Master's Degree\", 'Back end Developer', 9, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 15, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(42, 'Male', 'PhD', 'Software Engineer Manager', 14, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(49, 'Female', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(36, 'Male', \"Master's Degree\", 'Back end Developer', 9, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 15, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(42, 'Male', 'PhD', 'Software Engineer Manager', 14, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(49, 'Female', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(36, 'Male', \"Master's Degree\", 'Back end Developer', 9, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 15, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 55000.0)\n","(42, 'Male', 'PhD', 'Software Engineer Manager', 14, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(49, 'Female', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(36, 'Male', \"Master's Degree\", 'Back end Developer', 9, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(46, 'Male', 'PhD', 'Senior Project Engineer', 15, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 550.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(40, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 18, 195000.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 10, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(44, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(35, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(47, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(31, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(51, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(27, 'Male', '', 'Developer', 7, 100000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(37, 'Male', \"Master's Degree\", 'Software Engineer Manager', 10, 150000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 18, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(31, 'Male', \"Master's Degree\", 'Software Engineer Manager', 8, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(43, 'Male', 'PhD', 'Senior Project Engineer', 15, 180000.0)\n","(35, 'Female', \"Master's Degree\", 'Full Stack Engineer', 8, 140000.0)\n","(42, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Front end Developer', 2, 55000.0)\n","(44, 'Female', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(32, 'Male', \"Master's Degree\", 'Back end Developer', 7, 120000.0)\n","(48, 'Male', 'PhD', 'Software Engineer Manager', 18, 200000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 5, 100000.0)\n","(34, 'Male', \"Master's Degree\", 'Front end Developer', 9, 150000.0)\n","(37, 'Female', \"Bachelor's Degree\", 'Software Engineer Manager', 11, 170000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 65000.0)\n","(49, 'Female', 'PhD', 'Senior Project Engineer', 19, 210000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 4, 90000.0)\n","(41, 'Male', \"Master's Degree\", 'Software Engineer Manager', 14, 180000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(37, 'Male', \"Master's Degree\", 'Software Engineer Manager', 10, 150000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 18, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Female', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Male', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Software Engineer Manager', 20, 210000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Back end Developer', 6, 95000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 11, 170000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(44, 'Female', 'PhD', 'Senior Project Engineer', 16, 190000.0)\n","(32, 'Male', \"Master's Degree\", 'Back end Developer', 7, 120000.0)\n","(48, 'Male', 'PhD', 'Software Engineer Manager', 19, 200000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 5, 100000.0)\n","(34, 'Male', \"Master's Degree\", 'Front end Developer', 9, 150000.0)\n","(37, 'Female', \"Bachelor's Degree\", 'Software Engineer Manager', 11, 170000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 65000.0)\n","(49, 'Female', 'PhD', 'Senior Project Engineer', 19, 210000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 4, 90000.0)\n","(41, 'Male', \"Master's Degree\", 'Software Engineer Manager', 14, 180000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Front end Developer', 6, 110000.0)\n","(37, 'Male', \"Master's Degree\", 'Software Engineer Manager', 10, 150000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 18, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(46, 'Male', 'PhD', 'Software Engineer Manager', 16, 185000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 130000.0)\n","(30, 'Female', \"Master's Degree\", 'Front end Developer', 5, 105000.0)\n","(50, 'Male', 'PhD', 'Senior Project Engineer', 19, 200000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Back end Developer', 5, 100000.0)\n","(42, 'Male', \"Master's Degree\", 'Software Engineer Manager', 13, 170000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(45, 'Male', 'PhD', 'Senior Project Engineer', 16, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Front end Developer', 4, 90000.0)\n","(39, 'Female', \"Master's Degree\", 'Software Engineer Manager', 12, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 80000.0)\n","(49, 'Male', 'PhD', 'Senior Project Engineer', 17, 195000.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 115000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Front end Developer', 2, 65000.0)\n","(43, 'Female', 'PhD', 'Senior Project Engineer', 14, 190000.0)\n","(34, 'Male', \"Master's Degree\", 'Back end Developer', 8, 140000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Data Analyst', 7, 95000.0)\n","(22, 'Male', \"Bachelor's Degree\", 'Front End Developer', 1, 50000.0)\n","(44, 'Male', 'PhD', 'Senior Data Scientist', 15, 180000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Software Developer', 3, 65000.0)\n","(31, 'Male', \"Master's Degree\", 'Product Manager', 6, 120000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Data Scientist', 10, 150000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(46, 'Female', 'PhD', 'Director of Data Science', 20, 220000.0)\n","(33, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 122485.0)\n","(25, 'Male', 'PhD', 'Software Engineer Manager', 12, 169159.0)\n","(43, 'Male', \"Master's Degree\", 'Senior Software Engineer', 21, 187081.0)\n","(53, 'Other', 'High School', 'Senior Project Engineer', 31, 166109.0)\n","(27, 'Female', \"Master's Degree\", 'Front end Developer', 5, 78354.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 90249.0)\n","(29, 'Female', \"Master's Degree\", 'Senior Software Engineer', 6, 132720.0)\n","(52, 'Male', 'PhD', 'Software Engineer Manager', 23, 161568.0)\n","(41, 'Male', \"Master's Degree\", 'Front end Developer', 13, 127346.0)\n","(49, 'Female', \"Bachelor's Degree\", 'Back end Developer', 19, 120177.0)\n","(25, 'Other', 'High School', 'Full Stack Engineer', 2, 69032.0)\n","(35, 'Male', \"Master's Degree\", 'Senior Project Engineer', 8, 101332.0)\n","(57, 'Female', 'PhD', 'Full Stack Engineer', 30, 121450.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 12, 166375.0)\n","(43, 'Male', \"Master's Degree\", 'Senior Software Engineer', 21, 185119.0)\n","(37, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 10, 149217.0)\n","(50, 'Male', \"Master's Degree\", 'Software Engineer Manager', 21, 166512.0)\n","(52, 'Female', \"Master's Degree\", 'Senior Software Engineer', 28, 186963.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 75072.0)\n","(34, 'Female', \"Master's Degree\", 'Full Stack Engineer', 10, 163398.0)\n","(30, 'Male', 'High School', 'Senior Project Engineer', 11, 103947.0)\n","(60, 'Female', 'PhD', 'Software Engineer Manager', 33, 179180.0)\n","(50, 'Male', \"Bachelor's Degree\", 'Back end Developer', 23, 175966.0)\n","(58, 'Male', \"Master's Degree\", 'Senior Software Engineer', 27, 190004.0)\n","(35, 'Female', \"Master's Degree\", 'Full Stack Engineer', 10, 152039.0)\n","(28, 'Male', \"Master's Degree\", 'Front end Developer', 5, 76742.0)\n","(57, 'Female', 'PhD', 'Software Engineer Manager', 33, 191790.0)\n","(46, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 20, 139398.0)\n","(28, 'Male', 'High School', 'Back end Developer', 7, 95845.0)\n","(34, 'Male', \"Master's Degree\", 'Full Stack Engineer', 12, 160976.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Project Engineer', 9, 126753.0)\n","(37, 'Other', \"Master's Degree\", 'Full Stack Engineer', 14, 161393.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Software Engineer', 8, 139817.0)\n","(53, 'Male', 'PhD', 'Software Engineer Manager', 25, 181714.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Back end Developer', 10, 114776.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 6, 105725.0)\n","(24, 'Female', 'High School', 'Senior Project Engineer', 1, 52731.0)\n","(36, 'Male', \"Master's Degree\", 'Front end Developer', 8, 106492.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 4, 73895.0)\n","(23, 'Male', 'PhD', 'Software Engineer Manager', 1, 119836.0)\n","(28, 'Female', \"Master's Degree\", 'Senior Software Engineer', 5, 99747.0)\n","(52, 'Male', \"Bachelor's Degree\", 'Back end Developer', 25, 168287.0)\n","(28, 'Female', \"Master's Degree\", 'Full Stack Engineer', 7, 115920.0)\n","(32, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 128078.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 51265.0)\n","(43, 'Male', 'High School', 'Senior Software Engineer', 22, 165919.0)\n","(60, 'Female', 'PhD', 'Software Engineer Manager', 34, 188651.0)\n","(24, 'Male', \"Master's Degree\", 'Back end Developer', 0, 55538.0)\n","(55, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 28, 193964.0)\n","(29, 'Female', \"Master's Degree\", 'Full Stack Engineer', 4, 104702.0)\n","(44, 'Male', 'PhD', 'Software Engineer Manager', 19, 172955.0)\n","(40, 'Female', \"Master's Degree\", 'Senior Software Engineer', 16, 138032.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 82683.0)\n","(43, 'Male', \"Master's Degree\", 'Full Stack Engineer', 17, 155414.0)\n","(49, 'Female', 'High School', 'Senior Project Engineer', 25, 154207.0)\n","(30, 'Male', \"Master's Degree\", 'Front end Developer', 8, 107895.0)\n","(42, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 18, 148446.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 4, 102859.0)\n","(41, 'Female', 'PhD', 'Software Engineer Manager', 13, 138662.0)\n","(46, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 23, 181699.0)\n","(57, 'Female', \"Master's Degree\", 'Full Stack Engineer', 33, 188232.0)\n","(22, 'Female', 'High School', 'Back end Developer', 0, 51832.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 28, 188484.0)\n","(42, 'Female', \"Master's Degree\", 'Senior Software Engineer', 16, 138286.0)\n","(49, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 22, 181132.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 4, 73938.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 14, 119224.0)\n","(31, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 101186.0)\n","(39, 'Male', \"Master's Degree\", 'Software Engineer Manager', 14, 142360.0)\n","(41, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 20, 151315.0)\n","(48, 'Male', 'PhD', 'Full Stack Engineer', 23, 181021.0)\n","(39, 'Female', \"Master's Degree\", 'Senior Software Engineer', 15, 134641.0)\n","(48, 'Male', \"Bachelor's Degree\", 'Front end Developer', 23, 173851.0)\n","(31, 'Other', 'High School', 'Back end Developer', 8, 104127.0)\n","(47, 'Male', \"Master's Degree\", 'Senior Project Engineer', 25, 178859.0)\n","(29, 'Female', 'PhD', 'Full Stack Engineer', 5, 98568.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 9, 104661.0)\n","(38, 'Female', \"Master's Degree\", 'Senior Software Engineer', 13, 134858.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Back end Developer', 10, 94502.0)\n","(23, 'Other', 'High School', 'Front end Developer', 2, 62852.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 122485.0)\n","(25, 'Male', 'PhD', 'Software Engineer Manager', 12, 169159.0)\n","(43, 'Male', \"Master's Degree\", 'Senior Software Engineer', 21, 187081.0)\n","(53, 'Other', 'High School', 'Senior Project Engineer', 31, 166109.0)\n","(27, 'Female', \"Master's Degree\", 'Front end Developer', 5, 78354.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 90249.0)\n","(29, 'Female', \"Master's Degree\", 'Senior Software Engineer', 6, 132720.0)\n","(52, 'Male', 'PhD', 'Software Engineer Manager', 23, 161568.0)\n","(41, 'Male', \"Master's Degree\", 'Front end Developer', 13, 127346.0)\n","(49, 'Female', \"Bachelor's Degree\", 'Back end Developer', 19, 120177.0)\n","(25, 'Other', 'High School', 'Full Stack Engineer', 2, 69032.0)\n","(35, 'Male', \"Master's Degree\", 'Senior Project Engineer', 8, 101332.0)\n","(57, 'Female', 'PhD', 'Full Stack Engineer', 30, 121450.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 12, 166375.0)\n","(43, 'Male', \"Master's Degree\", 'Senior Software Engineer', 21, 185119.0)\n","(37, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 10, 149217.0)\n","(50, 'Male', \"Master's Degree\", 'Software Engineer Manager', 21, 166512.0)\n","(52, 'Female', \"Master's Degree\", 'Senior Software Engineer', 28, 186963.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Back end Developer', 3, 75072.0)\n","(34, 'Female', \"Master's Degree\", 'Full Stack Engineer', 10, 163398.0)\n","(30, 'Male', 'High School', 'Senior Project Engineer', 11, 103947.0)\n","(60, 'Female', 'PhD', 'Software Engineer Manager', 33, 179180.0)\n","(50, 'Male', \"Bachelor's Degree\", 'Back end Developer', 23, 175966.0)\n","(58, 'Male', \"Master's Degree\", 'Senior Software Engineer', 27, 190004.0)\n","(35, 'Female', \"Master's Degree\", 'Full Stack Engineer', 10, 152039.0)\n","(28, 'Male', \"Master's Degree\", 'Front end Developer', 5, 76742.0)\n","(57, 'Female', 'PhD', 'Software Engineer Manager', 33, 191790.0)\n","(46, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 20, 139398.0)\n","(28, 'Male', 'High School', 'Back end Developer', 7, 95845.0)\n","(34, 'Male', \"Master's Degree\", 'Full Stack Engineer', 12, 160976.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Project Engineer', 9, 126753.0)\n","(37, 'Other', \"Master's Degree\", 'Full Stack Engineer', 14, 161393.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Software Engineer', 8, 139817.0)\n","(53, 'Male', 'PhD', 'Software Engineer Manager', 25, 181714.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Back end Developer', 10, 114776.0)\n","(30, 'Male', \"Master's Degree\", 'Full Stack Engineer', 6, 105725.0)\n","(24, 'Female', 'High School', 'Senior Project Engineer', 1, 52731.0)\n","(36, 'Male', \"Master's Degree\", 'Front end Developer', 8, 106492.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 4, 73895.0)\n","(23, 'Male', 'PhD', 'Software Engineer Manager', 1, 119836.0)\n","(28, 'Female', \"Master's Degree\", 'Senior Software Engineer', 5, 99747.0)\n","(52, 'Male', \"Bachelor's Degree\", 'Back end Developer', 25, 168287.0)\n","(28, 'Female', \"Master's Degree\", 'Full Stack Engineer', 7, 115920.0)\n","(32, 'Male', \"Master's Degree\", 'Senior Project Engineer', 11, 128078.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Front end Developer', 1, 51265.0)\n","(43, 'Male', 'High School', 'Senior Software Engineer', 22, 165919.0)\n","(60, 'Female', 'PhD', 'Software Engineer Manager', 34, 188651.0)\n","(24, 'Male', \"Master's Degree\", 'Back end Developer', 0, 55538.0)\n","(55, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 28, 193964.0)\n","(29, 'Female', \"Master's Degree\", 'Full Stack Engineer', 4, 104702.0)\n","(44, 'Male', 'PhD', 'Software Engineer Manager', 19, 172955.0)\n","(40, 'Female', \"Master's Degree\", 'Senior Software Engineer', 16, 138032.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 82683.0)\n","(43, 'Male', \"Master's Degree\", 'Full Stack Engineer', 17, 155414.0)\n","(49, 'Female', 'High School', 'Senior Project Engineer', 25, 154207.0)\n","(30, 'Male', \"Master's Degree\", 'Front end Developer', 8, 107895.0)\n","(42, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 18, 148446.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 4, 102859.0)\n","(41, 'Female', 'PhD', 'Software Engineer Manager', 13, 138662.0)\n","(46, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 23, 181699.0)\n","(57, 'Female', \"Master's Degree\", 'Full Stack Engineer', 33, 188232.0)\n","(22, 'Female', 'High School', 'Back end Developer', 0, 51832.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 28, 188484.0)\n","(42, 'Female', \"Master's Degree\", 'Senior Software Engineer', 16, 138286.0)\n","(49, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 22, 181132.0)\n","(27, 'Female', \"Master's Degree\", 'Back end Developer', 4, 73938.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 14, 119224.0)\n","(31, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 101186.0)\n","(39, 'Male', \"Master's Degree\", 'Software Engineer Manager', 14, 142360.0)\n","(41, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 20, 151315.0)\n","(48, 'Male', 'PhD', 'Full Stack Engineer', 23, 181021.0)\n","(39, 'Female', \"Master's Degree\", 'Senior Software Engineer', 15, 134641.0)\n","(48, 'Male', \"Bachelor's Degree\", 'Front end Developer', 23, 173851.0)\n","(31, 'Other', 'High School', 'Back end Developer', 8, 104127.0)\n","(47, 'Male', \"Master's Degree\", 'Senior Project Engineer', 25, 178859.0)\n","(29, 'Female', 'PhD', 'Full Stack Engineer', 5, 98568.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Software Engineer Manager', 9, 104661.0)\n","(38, 'Female', \"Master's Degree\", 'Senior Software Engineer', 13, 134858.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Back end Developer', 10, 94502.0)\n","(23, 'Other', 'High School', 'Front end Developer', 2, 62852.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Front end Developer', 14, 139095.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 5, 106278.0)\n","(28, 'Male', \"Master's Degree\", 'Full Stack Engineer', 4, 90452.0)\n","(46, 'Female', 'PhD', 'Software Engineer Manager', 23, 168304.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Back end Developer', 10, 126593.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 152203.0)\n","(55, 'Female', 'PhD', 'Software Engineer Manager', 30, 183138.0)\n","(35, 'Male', \"Master's Degree\", 'Full Stack Engineer', 9, 130275.0)\n","(54, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 29, 191915.0)\n","(23, 'Female', 'High School', 'Back end Developer', 2, 62807.0)\n","(46, 'Male', \"Master's Degree\", 'Senior Software Engineer', 21, 174305.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 9, 133326.0)\n","(26, 'Male', \"Master's Degree\", 'Front end Developer', 4, 75656.0)\n","(43, 'Female', 'PhD', 'Software Engineer Manager', 19, 155944.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 11, 137775.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 0, 51831.0)\n","(49, 'Male', \"Master's Degree\", 'Software Engineer Manager', 22, 182237.0)\n","(35, 'Female', \"Master's Degree\", 'Full Stack Engineer', 10, 151901.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Back end Developer', 8, 100052.0)\n","(54, 'Other', 'High School', 'Senior Software Engineer', 29, 158254.0)\n","(43, 'Male', \"Master's Degree\", 'Full Stack Engineer', 20, 167207.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Project Engineer', 10, 112439.0)\n","(52, 'Female', 'PhD', 'Software Engineer Manager', 29, 194214.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 5, 84407.0)\n","(36, 'Female', \"Master's Degree\", 'Senior Software Engineer', 13, 139413.0)\n","(43, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 20, 143084.0)\n","(50, 'Female', \"Master's Degree\", 'Full Stack Engineer', 25, 192344.0)\n","(24, 'Male', 'PhD', 'Software Engineer Manager', 1, 106132.0)\n","(52, 'Male', \"Master's Degree\", 'Senior Software Engineer', 26, 184816.0)\n","(46, 'Female', \"Bachelor's Degree\", 'Back end Developer', 19, 150248.0)\n","(38, 'Male', \"Master's Degree\", 'Full Stack Engineer', 15, 170995.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 6, 88035.0)\n","(33, 'Female', \"Master's Degree\", 'Front end Developer', 10, 119419.0)\n","(47, 'Male', 'PhD', 'Software Engineer Manager', 21, 173582.0)\n","(45, 'Female', \"Master's Degree\", 'Senior Software Engineer', 23, 174436.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 71699.0)\n","(42, 'Female', \"Master's Degree\", 'Full Stack Engineer', 14, 163558.0)\n","(46, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 24, 166828.0)\n","(38, 'Female', 'PhD', 'Software Engineer Manager', 15, 144496.0)\n","(54, 'Male', \"Master's Degree\", 'Senior Software Engineer', 31, 193746.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 8, 122581.0)\n","(27, 'Male', 'High School', 'Back end Developer', 4, 79767.0)\n","(50, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 25, 177177.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 4, 89843.0)\n","(31, 'Female', \"Master's Degree\", 'Senior Software Engineer', 6, 113563.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Front end Developer', 10, 128712.0)\n","(44, 'Female', 'PhD', 'Software Engineer Manager', 18, 161621.0)\n","(32, 'Male', \"Master's Degree\", 'Senior Project Engineer', 8, 121454.0)\n","(54, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 25, 179987.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 3, 72649.0)\n","(23, 'Male', 'PhD', 'Software Engineer Manager', 0, 52612.0)\n","(48, 'Female', \"Master's Degree\", 'Senior Software Engineer', 24, 184006.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Back end Developer', 12, 131960.0)\n","(30, 'Female', \"Master's Degree\", 'Full Stack Engineer', 5, 102465.0)\n","(40, 'Male', \"Master's Degree\", 'Software Engineer Manager', 16, 149748.0)\n","(45, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 22, 171036.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 13, 146351.0)\n","(52, 'Male', 'PhD', 'Software Engineer Manager', 26, 185462.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 7, 107718.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 4, 90944.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 5, 100425.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 63901.0)\n","(45, 'Male', \"Master's Degree\", 'Senior Software Engineer', 22, 181902.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 9, 136533.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Front end Developer', 11, 136285.0)\n","(54, 'Female', 'PhD', 'Software Engineer Manager', 31, 191818.0)\n","(42, 'Male', \"Master's Degree\", 'Full Stack Engineer', 19, 176643.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 4, 70022.0)\n","(30, 'Male', \"Master's Degree\", 'Front end Developer', 6, 99363.0)\n","(43, 'Female', \"Master's Degree\", 'Senior Software Engineer', 19, 152944.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Back end Developer', 10, 123386.0)\n","(44, 'Male', \"Master's Degree\", 'Full Stack Engineer', 21, 168906.0)\n","(55, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 30, 183020.0)\n","(23, 'Male', 'High School', 'Front end Developer', 1, 47898.0)\n","(39, 'Female', \"Master's Degree\", 'Senior Software Engineer', 14, 135853.0)\n","(43, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 17, 149198.0)\n","(29, 'Male', 'PhD', 'Software Engineer Manager', 6, 106662.0)\n","(51, 'Male', \"Master's Degree\", 'Senior Software Engineer', 28, 186610.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 6, 89995.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 4, 85825.0)\n","(39, 'Female', 'PhD', 'Software Engineer Manager', 13, 143814.0)\n","(49, 'Male', \"Master's Degree\", 'Front end Developer', 24, 174726.0)\n","(42, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 20, 150534.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 68732.0)\n","(43, 'Male', \"Master's Degree\", 'Full Stack Engineer', 21, 187951.0)\n","(37, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 13, 137336.0)\n","(51, 'Male', 'PhD', 'Software Engineer Manager', 26, 191159.0)\n","(29, 'Female', \"Master's Degree\", 'Full Stack Engineer', 5, 102868.0)\n","(43, 'Male', \"Bachelor's Degree\", 'Senior Software Engineer', 20, 154281.0)\n","(31, 'Male', \"Master's Degree\", 'Back end Developer', 8, 111535.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 6, 107906.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 13, 143885.0)\n","(52, 'Female', 'PhD', 'Software Engineer Manager', 27, 180958.0)\n","(28, 'Male', \"Master's Degree\", 'Senior Software Engineer', 6, 108607.0)\n","(49, 'Male', \"Bachelor's Degree\", 'Back end Developer', 24, 178284.0)\n","(27, 'Female', \"Master's Degree\", 'Front end Developer', 4, 75969.0)\n","(41, 'Male', \"Master's Degree\", 'Senior Project Engineer', 15, 143705.0)\n","(56, 'Female', 'PhD', 'Software Engineer Manager', 31, 197354.0)\n","(46, 'Male', \"Bachelor's Degree\", 'Senior Software Engineer', 22, 174324.0)\n","(32, 'Female', \"Master's Degree\", 'Full Stack Engineer', 8, 123781.0)\n","(38, 'Male', 'PhD', 'Software Engineer Manager', 12, 141735.0)\n","(52, 'Male', \"Master's Degree\", 'Senior Project Engineer', 28, 187120.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Back end Developer', 1, 61095.0)\n","(49, 'Male', \"Master's Degree\", 'Full Stack Engineer', 22, 179045.0)\n","(35, 'Female', \"Master's Degree\", 'Senior Software Engineer', 10, 130355.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Front end Developer', 7, 103282.0)\n","(44, 'Female', 'PhD', 'Software Engineer Manager', 18, 157872.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Project Engineer', 10, 117314.0)\n","(54, 'Male', \"Bachelor's Degree\", 'Senior Software Engineer', 30, 186321.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 11, 129686.0)\n","(27, 'Male', 'High School', 'Back end Developer', 3, 68611.0)\n","(51, 'Female', \"Master's Degree\", 'Senior Project Engineer', 25, 177913.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 3, 68472.0)\n","(31, 'Female', \"Master's Degree\", 'Senior Software Engineer', 6, 113065.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Front end Developer', 9, 125091.0)\n","(45, 'Female', 'PhD', 'Software Engineer Manager', 23, 172925.0)\n","(32, 'Male', \"Master's Degree\", 'Senior Project Engineer', 9, 126916.0)\n","(54, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 27, 183417.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 4, 76898.0)\n","(23, 'Male', 'PhD', 'Software Engineer Manager', 1, 579.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Software Engineer', 2, 65000.0)\n","(33, 'Male', \"Master's Degree\", 'Data Analyst', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Product Manager', 4, 90000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 15, 190000.0)\n","(35, 'Female', \"Master's Degree\", 'Software Engineer', 9, 140000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 75000.0)\n","(37, 'Female', \"Master's Degree\", 'Data Scientist', 11, 160000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Product Manager', 8, 130000.0)\n","(24, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(46, 'Male', 'PhD', 'Director of Data Science', 20, 220000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Software Developer', 5, 80000.0)\n","(31, 'Male', \"Master's Degree\", 'Data Scientist', 7, 130000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 65000.0)\n","(38, 'Male', 'PhD', 'Senior Data Scientist', 13, 170000.0)\n","(30, 'Female', \"Master's Degree\", 'Product Manager', 6, 110000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Front End Developer', 2, 50000.0)\n","(44, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(33, 'Female', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(22, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(36, 'Male', \"Master's Degree\", 'Product Manager', 10, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Software Engineer', 4, 70000.0)\n","(41, 'Male', 'PhD', 'Senior Data Scientist', 16, 190000.0)\n","(34, 'Female', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Software Developer', 1, 45000.0)\n","(32, 'Female', \"Master's Degree\", 'Product Manager', 7, 120000.0)\n","(25, 'Male', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Female', \"Bachelor's Degree\", 'Data Analyst', 11, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 70000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 103579.0)\n","(45, 'Male', \"Master's Degree\", 'Software Engineer Manager', 19, 163780.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Front end Developer', 12, 137878.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 4, 92438.0)\n","(28, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 84181.0)\n","(46, 'Female', 'PhD', 'Software Engineer Manager', 21, 174821.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Back end Developer', 10, 126520.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Software Engineer', 18, 152168.0)\n","(55, 'Female', 'PhD', 'Software Engineer Manager', 29, 190543.0)\n","(35, 'Male', \"Master's Degree\", 'Full Stack Engineer', 9, 131547.0)\n","(54, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 28, 192292.0)\n","(23, 'Female', 'High School', 'Back end Developer', 1, 52807.0)\n","(46, 'Male', \"Master's Degree\", 'Senior Software Engineer', 20, 174938.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 124071.0)\n","(26, 'Male', \"Master's Degree\", 'Front end Developer', 3, 73640.0)\n","(43, 'Female', 'PhD', 'Software Engineer Manager', 19, 156486.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 11, 138859.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 0, 52831.0)\n","(49, 'Male', \"Master's Degree\", 'Software Engineer Manager', 23, 182392.0)\n","(35, 'Female', \"Master's Degree\", 'Full Stack Engineer', 11, 151078.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Back end Developer', 8, 100679.0)\n","(54, 'Other', 'High School', 'Senior Software Engineer', 29, 158966.0)\n","(43, 'Male', \"Master's Degree\", 'Full Stack Engineer', 20, 167924.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Project Engineer', 10, 113334.0)\n","(52, 'Female', 'PhD', 'Software Engineer Manager', 29, 194778.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 4, 77606.0)\n","(36, 'Female', \"Master's Degree\", 'Senior Software Engineer', 13, 140010.0)\n","(43, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 20, 142421.0)\n","(50, 'Female', \"Master's Degree\", 'Full Stack Engineer', 24, 192756.0)\n","(24, 'Male', 'PhD', 'Software Engineer Manager', 1, 106686.0)\n","(52, 'Male', \"Master's Degree\", 'Senior Software Engineer', 27, 186794.0)\n","(46, 'Female', \"Bachelor's Degree\", 'Back end Developer', 19, 150729.0)\n","(38, 'Male', \"Master's Degree\", 'Full Stack Engineer', 15, 171652.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 6, 88552.0)\n","(33, 'Female', \"Master's Degree\", 'Front end Developer', 9, 119918.0)\n","(47, 'Male', 'PhD', 'Software Engineer Manager', 21, 174985.0)\n","(45, 'Female', \"Master's Degree\", 'Senior Software Engineer', 23, 174336.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 72389.0)\n","(42, 'Female', \"Master's Degree\", 'Full Stack Engineer', 14, 163978.0)\n","(46, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 25, 166958.0)\n","(38, 'Female', 'PhD', 'Software Engineer Manager', 15, 145052.0)\n","(54, 'Male', \"Master's Degree\", 'Senior Software Engineer', 32, 195270.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 8, 122970.0)\n","(27, 'Male', 'High School', 'Back end Developer', 4, 80247.0)\n","(50, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 25, 177862.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 4, 91062.0)\n","(31, 'Female', \"Master's Degree\", 'Senior Software Engineer', 6, 114290.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Front end Developer', 10, 128999.0)\n","(44, 'Female', 'PhD', 'Software Engineer Manager', 18, 162454.0)\n","(32, 'Male', \"Master's Degree\", 'Senior Project Engineer', 8, 122354.0)\n","(54, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 25, 179756.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 3, 73218.0)\n","(23, 'Male', 'PhD', 'Software Engineer Manager', 0, 52612.0)\n","(48, 'Female', \"Master's Degree\", 'Senior Software Engineer', 24, 184480.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Back end Developer', 12, 132442.0)\n","(30, 'Female', \"Master's Degree\", 'Full Stack Engineer', 5, 102828.0)\n","(40, 'Male', \"Master's Degree\", 'Software Engineer Manager', 16, 150301.0)\n","(45, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 22, 171468.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 13, 147326.0)\n","(52, 'Male', 'PhD', 'Software Engineer Manager', 26, 185982.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 7, 108267.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 4, 91397.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 5, 100867.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 64182.0)\n","(45, 'Male', \"Master's Degree\", 'Senior Software Engineer', 22, 182506.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 9, 136986.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Front end Developer', 11, 136662.0)\n","(54, 'Female', 'PhD', 'Software Engineer Manager', 32, 191510.0)\n","(42, 'Male', \"Master's Degree\", 'Full Stack Engineer', 19, 177347.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 3, 70397.0)\n","(34, 'Male', \"Master's Degree\", 'Software Engineer Manager', 9, 146075.0)\n","(46, 'Female', \"Bachelor's Degree\", 'Back end Developer', 18, 155795.0)\n","(35, 'Male', \"Master's Degree\", 'Full Stack Engineer', 9, 132638.0)\n","(49, 'Female', 'PhD', 'Software Engineer Manager', 22, 178684.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Senior Software Engineer', 7, 106218.0)\n","(54, 'Male', \"Master's Degree\", 'Full Stack Engineer', 28, 191239.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 2, 65840.0)\n","(23, 'Male', 'PhD', 'Software Engineer Manager', 0, 52779.0)\n","(48, 'Female', \"Master's Degree\", 'Senior Software Engineer', 23, 185038.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Back end Developer', 14, 136449.0)\n","(30, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 110707.0)\n","(40, 'Male', \"Master's Degree\", 'Software Engineer Manager', 17, 151670.0)\n","(45, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 21, 167015.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 13, 146508.0)\n","(52, 'Male', 'PhD', 'Software Engineer Manager', 27, 190596.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 6, 104378.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 3, 70216.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 5, 101733.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Back end Developer', 1, 55935.0)\n","(45, 'Male', \"Master's Degree\", 'Senior Software Engineer', 21, 180367.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 9, 135596.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Front end Developer', 11, 136062.0)\n","(54, 'Female', 'PhD', 'Software Engineer Manager', 32, 191267.0)\n","(42, 'Male', \"Master's Degree\", 'Full Stack Engineer', 19, 177347.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 3, 70397.0)\n","(34, 'Male', \"Master's Degree\", 'Software Engineer Manager', 9, 146075.0)\n","(46, 'Female', \"Bachelor's Degree\", 'Back end Developer', 18, 155795.0)\n","(35, 'Male', \"Master's Degree\", 'Full Stack Engineer', 9, 132638.0)\n","(49, 'Female', 'PhD', 'Software Engineer Manager', 22, 178684.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Senior Software Engineer', 7, 106218.0)\n","(54, 'Male', \"Master's Degree\", 'Full Stack Engineer', 28, 191239.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 2, 65840.0)\n","(23, 'Male', 'PhD', 'Software Engineer Manager', 0, 52779.0)\n","(48, 'Female', \"Master's Degree\", 'Senior Software Engineer', 23, 185038.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Back end Developer', 14, 136449.0)\n","(30, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 110707.0)\n","(40, 'Male', \"Master's Degree\", 'Software Engineer Manager', 17, 151670.0)\n","(45, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 21, 167015.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 13, 146508.0)\n","(52, 'Male', 'PhD', 'Software Engineer Manager', 27, 190596.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 6, 104378.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 3, 70216.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 5, 101733.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Back end Developer', 1, 55935.0)\n","(45, 'Male', \"Master's Degree\", 'Senior Software Engineer', 21, 180367.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 9, 135596.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Front end Developer', 11, 136062.0)\n","(54, 'Female', 'PhD', 'Software Engineer Manager', 32, 191267.0)\n","(42, 'Male', \"Master's Degree\", 'Full Stack Engineer', 19, 177347.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 103579.0)\n","(45, 'Male', \"Master's Degree\", 'Software Engineer Manager', 19, 163780.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Front end Developer', 12, 137878.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 4, 92438.0)\n","(28, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 84181.0)\n","(46, 'Female', 'PhD', 'Software Engineer Manager', 21, 174821.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Back end Developer', 10, 126520.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Software Engineer', 18, 152168.0)\n","(55, 'Female', 'PhD', 'Software Engineer Manager', 29, 190543.0)\n","(35, 'Male', \"Master's Degree\", 'Full Stack Engineer', 9, 131547.0)\n","(54, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 28, 192292.0)\n","(23, 'Female', 'High School', 'Back end Developer', 1, 52807.0)\n","(46, 'Male', \"Master's Degree\", 'Senior Software Engineer', 20, 174938.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 124071.0)\n","(26, 'Male', \"Master's Degree\", 'Front end Developer', 3, 73640.0)\n","(43, 'Female', 'PhD', 'Software Engineer Manager', 19, 156486.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 11, 138859.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 0, 52831.0)\n","(49, 'Male', \"Master's Degree\", 'Software Engineer Manager', 23, 182392.0)\n","(35, 'Female', \"Master's Degree\", 'Full Stack Engineer', 11, 151078.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Back end Developer', 8, 100679.0)\n","(54, 'Other', 'High School', 'Senior Software Engineer', 29, 158966.0)\n","(43, 'Male', \"Master's Degree\", 'Full Stack Engineer', 20, 167924.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Project Engineer', 10, 113334.0)\n","(52, 'Female', 'PhD', 'Software Engineer Manager', 29, 194778.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 4, 77606.0)\n","(36, 'Female', \"Master's Degree\", 'Senior Software Engineer', 13, 140010.0)\n","(43, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 20, 142421.0)\n","(50, 'Female', \"Master's Degree\", 'Full Stack Engineer', 24, 192756.0)\n","(24, 'Male', 'PhD', 'Software Engineer Manager', 1, 106686.0)\n","(52, 'Male', \"Master's Degree\", 'Senior Software Engineer', 27, 186794.0)\n","(46, 'Female', \"Bachelor's Degree\", 'Back end Developer', 19, 150729.0)\n","(38, 'Male', \"Master's Degree\", 'Full Stack Engineer', 15, 171652.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 6, 88552.0)\n","(33, 'Female', \"Master's Degree\", 'Front end Developer', 9, 119918.0)\n","(47, 'Male', 'PhD', 'Software Engineer Manager', 21, 174985.0)\n","(45, 'Female', \"Master's Degree\", 'Senior Software Engineer', 23, 174336.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 72389.0)\n","(42, 'Female', \"Master's Degree\", 'Full Stack Engineer', 14, 163978.0)\n","(46, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 25, 166958.0)\n","(38, 'Female', 'PhD', 'Software Engineer Manager', 15, 145052.0)\n","(54, 'Male', \"Master's Degree\", 'Senior Software Engineer', 32, 195270.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 8, 122970.0)\n","(27, 'Male', 'High School', 'Back end Developer', 4, 80247.0)\n","(50, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 25, 177862.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 4, 91062.0)\n","(31, 'Female', \"Master's Degree\", 'Senior Software Engineer', 6, 114290.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Front end Developer', 10, 128999.0)\n","(44, 'Female', 'PhD', 'Software Engineer Manager', 18, 162454.0)\n","(32, 'Male', \"Master's Degree\", 'Senior Project Engineer', 8, 122354.0)\n","(54, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 25, 179756.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 3, 73218.0)\n","(23, 'Male', 'PhD', 'Software Engineer Manager', 0, 52612.0)\n","(48, 'Female', \"Master's Degree\", 'Senior Software Engineer', 24, 184480.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Back end Developer', 12, 132442.0)\n","(30, 'Female', \"Master's Degree\", 'Full Stack Engineer', 5, 102828.0)\n","(40, 'Male', \"Master's Degree\", 'Software Engineer Manager', 16, 150301.0)\n","(45, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 22, 171468.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 13, 147326.0)\n","(52, 'Male', 'PhD', 'Software Engineer Manager', 26, 185982.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 7, 108267.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 4, 91397.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 5, 100867.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 64182.0)\n","(45, 'Male', \"Master's Degree\", 'Senior Software Engineer', 22, 182506.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 9, 136986.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Front end Developer', 11, 136662.0)\n","(54, 'Female', 'PhD', 'Software Engineer Manager', 32, 191510.0)\n","(42, 'Male', \"Master's Degree\", 'Full Stack Engineer', 19, 177347.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 3, 70397.0)\n","(34, 'Male', \"Master's Degree\", 'Software Engineer Manager', 9, 146075.0)\n","(46, 'Female', \"Bachelor's Degree\", 'Back end Developer', 18, 155795.0)\n","(35, 'Male', \"Master's Degree\", 'Full Stack Engineer', 9, 132638.0)\n","(49, 'Female', 'PhD', 'Software Engineer Manager', 22, 178684.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Senior Software Engineer', 7, 106218.0)\n","(54, 'Male', \"Master's Degree\", 'Full Stack Engineer', 28, 191239.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 2, 65840.0)\n","(23, 'Male', 'PhD', 'Software Engineer Manager', 0, 52779.0)\n","(48, 'Female', \"Master's Degree\", 'Senior Software Engineer', 23, 185038.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Back end Developer', 14, 136449.0)\n","(30, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 110707.0)\n","(40, 'Male', \"Master's Degree\", 'Software Engineer Manager', 17, 151670.0)\n","(45, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 21, 167015.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 13, 146508.0)\n","(52, 'Male', 'PhD', 'Software Engineer Manager', 27, 190596.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 6, 104378.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 3, 70216.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 5, 101733.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Back end Developer', 1, 55935.0)\n","(45, 'Male', \"Master's Degree\", 'Senior Software Engineer', 21, 180367.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 9, 135596.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Front end Developer', 11, 136062.0)\n","(54, 'Female', 'PhD', 'Software Engineer Manager', 32, 191267.0)\n","(42, 'Male', \"Master's Degree\", 'Full Stack Engineer', 19, 177347.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 3, 70397.0)\n","(34, 'Male', \"Master's Degree\", 'Software Engineer Manager', 9, 146075.0)\n","(46, 'Female', \"Bachelor's Degree\", 'Back end Developer', 18, 155795.0)\n","(35, 'Male', \"Master's Degree\", 'Full Stack Engineer', 9, 132638.0)\n","(49, 'Female', 'PhD', 'Software Engineer Manager', 22, 178684.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Senior Software Engineer', 7, 106218.0)\n","(54, 'Male', \"Master's Degree\", 'Full Stack Engineer', 28, 191239.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 2, 65840.0)\n","(23, 'Male', 'PhD', 'Software Engineer Manager', 0, 52779.0)\n","(48, 'Female', \"Master's Degree\", 'Senior Software Engineer', 23, 185038.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Back end Developer', 14, 136449.0)\n","(30, 'Female', \"Master's Degree\", 'Full Stack Engineer', 6, 110707.0)\n","(40, 'Male', \"Master's Degree\", 'Software Engineer Manager', 17, 151670.0)\n","(45, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 21, 167015.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 13, 146508.0)\n","(52, 'Male', 'PhD', 'Software Engineer Manager', 27, 190596.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 6, 104378.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 3, 70216.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 5, 101733.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Back end Developer', 1, 55935.0)\n","(45, 'Male', \"Master's Degree\", 'Senior Software Engineer', 21, 180367.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 9, 135596.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Front end Developer', 11, 136062.0)\n","(54, 'Female', 'PhD', 'Software Engineer Manager', 32, 191267.0)\n","(42, 'Male', \"Master's Degree\", 'Full Stack Engineer', 19, 177347.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 103579.0)\n","(45, 'Male', \"Master's Degree\", 'Software Engineer Manager', 19, 163780.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Front end Developer', 12, 137878.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 4, 92438.0)\n","(28, 'Male', \"Master's Degree\", 'Full Stack Engineer', 5, 84181.0)\n","(46, 'Female', 'PhD', 'Software Engineer Manager', 21, 174821.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Back end Developer', 10, 126520.0)\n","(44, 'Male', \"Master's Degree\", 'Senior Software Engineer', 18, 152168.0)\n","(55, 'Female', 'PhD', 'Software Engineer Manager', 29, 190543.0)\n","(35, 'Male', \"Master's Degree\", 'Full Stack Engineer', 9, 131547.0)\n","(54, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 28, 192292.0)\n","(23, 'Female', 'High School', 'Back end Developer', 1, 52807.0)\n","(46, 'Male', \"Master's Degree\", 'Senior Software Engineer', 20, 174938.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 8, 124071.0)\n","(26, 'Male', \"Master's Degree\", 'Front end Developer', 3, 73640.0)\n","(43, 'Female', 'PhD', 'Software Engineer Manager', 19, 156486.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 11, 138859.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 0, 52831.0)\n","(49, 'Male', \"Master's Degree\", 'Software Engineer Manager', 23, 182392.0)\n","(35, 'Female', \"Master's Degree\", 'Full Stack Engineer', 11, 151078.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Back end Developer', 8, 100679.0)\n","(54, 'Other', 'High School', 'Senior Software Engineer', 29, 158966.0)\n","(43, 'Male', \"Master's Degree\", 'Full Stack Engineer', 20, 167924.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Project Engineer', 10, 113334.0)\n","(52, 'Female', 'PhD', 'Software Engineer Manager', 29, 194778.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 4, 77606.0)\n","(36, 'Female', \"Master's Degree\", 'Senior Software Engineer', 13, 140010.0)\n","(43, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 20, 142421.0)\n","(50, 'Female', \"Master's Degree\", 'Full Stack Engineer', 24, 192756.0)\n","(24, 'Male', 'PhD', 'Software Engineer Manager', 1, 106686.0)\n","(52, 'Male', \"Master's Degree\", 'Senior Software Engineer', 27, 186794.0)\n","(46, 'Female', \"Bachelor's Degree\", 'Back end Developer', 19, 150729.0)\n","(38, 'Male', \"Master's Degree\", 'Full Stack Engineer', 15, 171652.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 6, 88552.0)\n","(33, 'Female', \"Master's Degree\", 'Front end Developer', 9, 119918.0)\n","(47, 'Male', 'PhD', 'Software Engineer Manager', 21, 174985.0)\n","(45, 'Female', \"Master's Degree\", 'Senior Software Engineer', 23, 174336.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Back end Developer', 4, 72389.0)\n","(42, 'Female', \"Master's Degree\", 'Full Stack Engineer', 14, 163978.0)\n","(46, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 25, 166958.0)\n","(38, 'Female', 'PhD', 'Software Engineer Manager', 15, 145052.0)\n","(54, 'Male', \"Master's Degree\", 'Senior Software Engineer', 32, 195270.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 8, 122970.0)\n","(27, 'Male', 'High School', 'Back end Developer', 4, 80247.0)\n","(50, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 25, 177862.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 4, 91062.0)\n","(31, 'Female', \"Master's Degree\", 'Senior Software Engineer', 6, 114290.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Front end Developer', 10, 128999.0)\n","(44, 'Female', 'PhD', 'Software Engineer Manager', 18, 162454.0)\n","(32, 'Male', \"Master's Degree\", 'Senior Project Engineer', 8, 122354.0)\n","(54, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 25, 179756.0)\n","(26, 'Female', \"Master's Degree\", 'Front end Developer', 3, 73218.0)\n","(23, 'Male', 'PhD', 'Software Engineer Manager', 0, 52612.0)\n","(48, 'Female', \"Master's Degree\", 'Senior Software Engineer', 23, 185038.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Back end Developer', 12, 132442.0)\n","(30, 'Female', \"Master's Degree\", 'Full Stack Engineer', 5, 102828.0)\n","(40, 'Male', \"Master's Degree\", 'Software Engineer Manager', 16, 150301.0)\n","(45, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 22, 171468.0)\n","(36, 'Male', \"Master's Degree\", 'Full Stack Engineer', 13, 147326.0)\n","(52, 'Male', 'PhD', 'Software Engineer Manager', 26, 185982.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 7, 108267.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 3, 91397.0)\n","(30, 'Female', \"Master's Degree\", 'Senior Project Engineer', 5, 100867.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 64182.0)\n","(45, 'Male', \"Master's Degree\", 'Senior Software Engineer', 22, 182506.0)\n","(33, 'Female', \"Master's Degree\", 'Full Stack Engineer', 9, 136986.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Front end Developer', 11, 136662.0)\n","(54, 'Female', 'PhD', 'Software Engineer Manager', 32, 191510.0)\n","(42, 'Male', \"Master's Degree\", 'Full Stack Engineer', 19, 177347.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 4, 82944.0)\n","(48, 'Male', 'PhD', 'Software Engineer Manager', 23, 188288.0)\n","(36, 'Female', \"Master's Degree\", 'Senior Software Engineer', 14, 141090.0)\n","(43, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 19, 152726.0)\n","(33, 'Female', \"Master's Degree\", 'Back end Developer', 9, 124141.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Front end Developer', 3, 67556.0)\n","(50, 'Female', \"Master's Degree\", 'Senior Project Engineer', 22, 182768.0)\n","(41, 'Male', 'PhD', 'Software Engineer Manager', 15, 148727.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 91903.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 14, 147708.0)\n","(48, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 21, 163209.0)\n","(31, 'Male', \"Master's Degree\", 'Full Stack Engineer', 8, 120288.0)\n","(45, 'Male', 'PhD', 'Software Engineer Manager', 21, 170226.0)\n","(35, 'Female', \"Master's Degree\", 'Senior Software Engineer', 11, 134979.0)\n","(42, 'Male', \"Bachelor's Degree\", 'Back end Developer', 16, 137489.0)\n","(27, 'Female', \"Master's Degree\", 'Full Stack Engineer', 4, 83577.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Front end Developer', 9, 117904.0)\n","(36, 'Female', \"Master's Degree\", 'Senior Project Engineer', 11, 134482.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 30, 184660.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Senior Software Engineer', 5, 100151.0)\n","(26, 'Male', \"Master's Degree\", 'Full Stack Engineer', 3, 88678.0)\n","(45, 'Female', 'PhD', 'Senior Project Engineer', 21, 181285.0)\n","(38, 'Male', \"Master's Degree\", 'Software Engineer Manager', 16, 154990.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 7, 108204.0)\n","(42, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 175684.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Back end Developer', 5, 77766.0)\n","(48, 'Male', 'PhD', 'Software Engineer Manager', 24, 192211.0)\n","(36, 'Female', \"Master's Degree\", 'Full Stack Engineer', 13, 144647.0)\n","(43, 'Male', \"Bachelor's Degree\", 'Senior Project Engineer', 20, 162231.0)\n","(33, 'Female', \"Master's Degree\", 'Front end Developer', 9, 121120.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 4, 79652.0)\n","(50, 'Female', \"Master's Degree\", 'Senior Software Engineer', 21, 177002.0)\n","(27, 'Male', \"Master's Degree\", 'Back end Developer', 5, 87584.0)\n","(38, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 13, 131860.0)\n","(54, 'Male', 'PhD', 'Software Engineer Manager', 28, 182013.0)\n","(31, 'Female', \"Master's Degree\", 'Full Stack Engineer', 7, 108799.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Senior Software Engineer', 13, 135378.0)\n","(45, 'Female', \"Master's Degree\", 'Software Engineer Manager', 22, 183530.0)\n","(42, 'Male', \"Bachelor's Degree\", 'Back end Developer', 18, 150901.0)\n","(28, 'Female', \"Master's Degree\", 'Full Stack Engineer', 4, 82697.0)\n","(48, 'Male', 'PhD', 'Senior Software Engineer', 26, 194638.0)\n","(36, 'Female', \"Master's Degree\", 'Senior Project Engineer', 12, 130356.0)\n","(43, 'Male', \"Bachelor's Degree\", 'Full Stack Engineer', 18, 152560.0)\n","(33, 'Female', \"Master's Degree\", 'Front end Developer', 9, 121432.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Back end Developer', 2, 63789.0)\n","(50, 'Female', \"Master's Degree\", 'Senior Software Engineer', 23, 183690.0)\n","(41, 'Male', 'PhD', 'Software Engineer Manager', 16, 151310.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Full Stack Engineer', 6, 100358.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Software Engineer', 15, 148437.0)\n","(48, 'Female', \"Bachelor's Degree\", 'Senior Project Engineer', 22, 168691.0)\n","(31, 'Male', \"Master's Degree\", 'Full Stack Engineer', 8, '')\n","(28, 'Male', \"Bachelor's Degree\", 'Software Developer', 1, 50000.0)\n","(32, 'Female', \"Master's Degree\", 'Product Manager', 5, 100000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Engineer', 2, 60000.0)\n","(33, 'Female', \"Master's Degree\", 'Data Analyst', 6, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 3, 70000.0)\n","(42, 'Male', 'PhD', 'Director of Data Science', 12, 170000.0)\n","(36, 'Female', \"Master's Degree\", 'Data Scientist', 8, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Developer', 1, 50000.0)\n","(34, 'Female', \"Master's Degree\", 'Product Manager', 7, 120000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 80000.0)\n","(41, 'Female', 'PhD', 'Senior Data Scientist', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Director of Data Science', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 4, 80000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 3, 70000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(48, 'Male', 'PhD', 'Director of Data Science', 18, 210000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Scientist', 9, 140000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Software Engineer', 1, 50000.0)\n","(32, 'Male', \"Master's Degree\", 'Product Manager', 7, 110000.0)\n","(25, 'Female', \"Master's Degree\", 'Software Engineer', 2, 60000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Data Analyst', 11, 160000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 75000.0)\n","(41, 'Female', 'PhD', 'Director of Data Science', 16, 200000.0)\n","(34, 'Male', \"Master's Degree\", 'Data Analyst', 8, 100000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Software Developer', 2, 55000.0)\n","(36, 'Male', 'PhD', 'Senior Data Scientist', 12, 170000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 90000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Front End Developer', 4, 80000.0)\n","(42, 'Male', \"Master's Degree\", 'Product Manager', 14, 180000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 2, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Analyst', 9, 120000.0)\n","(28, 'Male', \"Master's Degree\", 'Web Developer', 5, 80000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior HR Coordinator', 4, 60000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 2, 50000.0)\n","(45, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 18, 160000.0)\n","(33, 'Male', 'PhD', 'Director of HR', 9, 120000.0)\n","(22, 'Female', 'High School', 'Junior HR Generalist', 0, 40000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Web Developer', 10, 100000.0)\n","(29, 'Female', \"Master's Degree\", 'Senior HR Generalist', 4, 75000.0)\n","(42, 'Male', 'PhD', 'Director of HR', 16, 140000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior HR Coordinator', 2, 50000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior Human Resources Manager', 11, 110000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Web Developer', 1, 45000.0)\n","(31, 'Male', 'High School', 'Junior Web Developer', 4, 55000.0)\n","(39, 'Female', 'PhD', 'Director of HR', 13, 130000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Junior HR Generalist', 2, 50000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior HR Generalist', 7, 80000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(24, 'Female', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(45, 'Male', 'PhD', 'Senior Human Resources Manager', 12, 120000.0)\n","(29, 'Female', \"Master's Degree\", 'Web Developer', 4, 65000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Senior HR Generalist', 8, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Director of HR', 5, 80000.0)\n","(31, 'Female', 'High School', 'Junior HR Coordinator', 3, 38000.0)\n","(42, 'Male', \"Master's Degree\", 'Web Developer', 10, 110000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(36, 'Male', \"Master's Degree\", 'Senior HR Generalist', 7, 89000.0)\n","(28, 'Male', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(46, 'Male', 'PhD', 'Director of HR', 15, 150000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 1, 40000.0)\n","(37, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 9, 105000.0)\n","(30, 'Male', \"Master's Degree\", 'Web Developer', 4, 65000.0)\n","(43, 'Female', 'PhD', 'Director of HR', 14, 140000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 3, 50000.0)\n","(26, 'Female', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(41, 'Male', \"Master's Degree\", 'Senior HR Generalist', 11, 115000.0)\n","(29, 'Female', \"Master's Degree\", 'Web Developer', 5, 70000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Web Developer', 6, 80000.0)\n","(27, 'Female', 'High School', 'Junior HR Coordinator', 1, 30000.0)\n","(40, 'Male', 'PhD', 'Director of HR', 13, 135000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 1, 40000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 10, 105000.0)\n","(31, 'Male', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(44, 'Female', 'PhD', 'Senior Human Resources Manager', 12, 120000.0)\n","(28, 'Male', \"Master's Degree\", 'Web Developer', 3, 55000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(45, 'Male', \"Master's Degree\", 'Director of HR', 14, 140000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Web Developer', 3, 55000.0)\n","(38, 'Male', 'PhD', 'Senior Human Resources Manager', 11, 115000.0)\n","(27, 'Female', \"Master's Degree\", 'Senior HR Generalist', 4, 70000.0)\n","(33, 'Male', 'High School', 'Junior HR Coordinator', 3, 38000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of HR', 13, 135000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(36, 'Female', \"Master's Degree\", 'Web Developer', 7, 85000.0)\n","(30, 'Male', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(43, 'Female', 'PhD', 'Senior Human Resources Manager', 15, 150000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(25, 'Female', \"Master's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(37, 'Male', 'PhD', 'Director of HR', 12, 120000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 1, 40000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 9, 95000.0)\n","(31, 'Male', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(44, 'Female', 'PhD', 'Director of HR', 14, 140000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Web Developer', 3, 55000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 6, 80000.0)\n","(45, 'Male', 'PhD', 'Director of HR', 13, 135000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior HR Generalist', 8, 95000.0)\n","(27, 'Female', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of HR', 12, 120000.0)\n","(29, 'Male', \"Master's Degree\", 'Senior Human Resources Manager', 4, 70000.0)\n","(36, 'Female', \"Master's Degree\", 'Web Developer', 7, 85000.0)\n","(30, 'Male', 'High School', 'Junior HR Coordinator', 2, 33000.0)\n","(43, 'Female', 'PhD', 'Senior Human Resources Manager', 15, 150000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 3, 50000.0)\n","(25, 'Female', \"Master's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(37, 'Male', 'PhD', 'Director of HR', 11, 115000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Web Developer', 1, 40000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 10, 105000.0)\n","(31, 'Male', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(44, 'Female', 'PhD', 'Director of HR', 13, 135000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 6, 80000.0)\n","(45, 'Male', 'PhD', 'Director of HR', 14, 140000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior HR Generalist', 8, 95000.0)\n","(27, 'Female', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of HR', 12, 120000.0)\n","(29, 'Male', \"Master's Degree\", 'Senior Human Resources Manager', 4, 70000.0)\n","(36, 'Female', \"Master's Degree\", 'Web Developer', 7, 85000.0)\n","(30, 'Male', 'High School', 'Junior HR Coordinator', 2, 33000.0)\n","(43, 'Female', 'PhD', 'Senior Human Resources Manager', 15, 150000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 3, 50000.0)\n","(25, 'Female', \"Master's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(37, 'Male', 'PhD', 'Director of HR', 11, 115000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Web Developer', 1, 40000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 10, 105000.0)\n","(31, 'Male', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(44, 'Female', 'PhD', 'Director of HR', 13, 135000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 6, 80000.0)\n","(45, 'Male', 'PhD', 'Director of HR', 14, 140000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior HR Generalist', 8, 95000.0)\n","(27, 'Female', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of HR', 12, 120000.0)\n","(29, 'Male', \"Master's Degree\", 'Senior Human Resources Manager', 4, 70000.0)\n","(36, 'Female', \"Master's Degree\", 'Web Developer', 7, 85000.0)\n","(30, 'Male', 'High School', 'Junior HR Coordinator', 2, 33000.0)\n","(43, 'Female', 'PhD', 'Senior Human Resources Manager', 15, 150000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 3, 50000.0)\n","(25, 'Female', \"Master's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(37, 'Male', 'PhD', 'Director of HR', 11, 115000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Web Developer', 1, 40000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 10, 105000.0)\n","(31, 'Male', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(44, 'Female', 'PhD', 'Director of HR', 13, 135000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 6, 80000.0)\n","(45, 'Male', 'PhD', 'Director of HR', 14, 140000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior HR Generalist', 8, 95000.0)\n","(27, 'Female', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of HR', 12, 120000.0)\n","(29, 'Male', \"Master's Degree\", 'Senior Human Resources Manager', 4, 70000.0)\n","(36, 'Female', \"Master's Degree\", 'Web Developer', 7, 85000.0)\n","(30, 'Male', 'High School', 'Junior HR Coordinator', 2, 33000.0)\n","(43, 'Female', 'PhD', 'Senior Human Resources Manager', 15, 150000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 3, 50000.0)\n","(25, 'Female', \"Master's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(37, 'Male', 'PhD', 'Director of HR', 11, 115000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(24, 'Female', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(45, 'Male', 'PhD', 'Senior Human Resources Manager', 12, 120000.0)\n","(29, 'Female', \"Master's Degree\", 'Web Developer', 4, 65000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Senior HR Generalist', 8, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Director of HR', 5, 80000.0)\n","(31, 'Female', 'High School', 'Junior HR Coordinator', 3, 38000.0)\n","(42, 'Male', \"Master's Degree\", 'Web Developer', 10, 110000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(36, 'Male', \"Master's Degree\", 'Senior HR Generalist', 7, 89000.0)\n","(28, 'Male', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(46, 'Male', 'PhD', 'Director of HR', 15, 150000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 1, 40000.0)\n","(37, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 9, 105000.0)\n","(30, 'Male', \"Master's Degree\", 'Web Developer', 4, 65000.0)\n","(43, 'Female', 'PhD', 'Director of HR', 14, 140000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 3, 50000.0)\n","(26, 'Female', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(41, 'Male', \"Master's Degree\", 'Senior HR Generalist', 11, 115000.0)\n","(29, 'Female', \"Master's Degree\", 'Web Developer', 5, 70000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Web Developer', 6, 80000.0)\n","(27, 'Female', 'High School', 'Junior HR Coordinator', 1, 30000.0)\n","(40, 'Male', 'PhD', 'Director of HR', 13, 135000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 1, 40000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 10, 105000.0)\n","(31, 'Male', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(44, 'Female', 'PhD', 'Senior Human Resources Manager', 12, 120000.0)\n","(28, 'Male', \"Master's Degree\", 'Web Developer', 3, 55000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(45, 'Male', \"Master's Degree\", 'Director of HR', 14, 140000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Web Developer', 3, 55000.0)\n","(38, 'Male', 'PhD', 'Senior Human Resources Manager', 11, 115000.0)\n","(27, 'Female', \"Master's Degree\", 'Senior HR Generalist', 4, 70000.0)\n","(33, 'Male', 'High School', 'Junior HR Coordinator', 3, 38000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of HR', 13, 135000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(36, 'Female', \"Master's Degree\", 'Web Developer', 7, 85000.0)\n","(30, 'Male', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(43, 'Female', 'PhD', 'Senior Human Resources Manager', 15, 150000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(25, 'Female', \"Master's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(37, 'Male', 'PhD', 'Director of HR', 12, 120000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 1, 40000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 9, 95000.0)\n","(31, 'Male', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(44, 'Female', 'PhD', 'Director of HR', 14, 140000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Web Developer', 3, 55000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 6, 80000.0)\n","(45, 'Male', 'PhD', 'Director of HR', 13, 135000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior HR Generalist', 8, 95000.0)\n","(27, 'Female', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of HR', 12, 120000.0)\n","(29, 'Male', \"Master's Degree\", 'Senior Human Resources Manager', 4, 70000.0)\n","(36, 'Female', \"Master's Degree\", 'Web Developer', 7, 85000.0)\n","(30, 'Male', 'High School', 'Junior HR Coordinator', 2, 33000.0)\n","(43, 'Female', 'PhD', 'Senior Human Resources Manager', 15, 150000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 3, 50000.0)\n","(25, 'Female', \"Master's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(37, 'Male', 'PhD', 'Director of HR', 11, 115000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Web Developer', 1, 40000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 10, 105000.0)\n","(31, 'Male', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(44, 'Female', 'PhD', 'Director of HR', 13, 135000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 6, 80000.0)\n","(45, 'Male', 'PhD', 'Director of HR', 14, 140000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior HR Generalist', 8, 95000.0)\n","(27, 'Female', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of HR', 12, 120000.0)\n","(29, 'Male', \"Master's Degree\", 'Senior Human Resources Manager', 4, 70000.0)\n","(36, 'Female', \"Master's Degree\", 'Web Developer', 7, 85000.0)\n","(30, 'Male', 'High School', 'Junior HR Coordinator', 2, 33000.0)\n","(43, 'Female', 'PhD', 'Senior Human Resources Manager', 15, 150000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 3, 50000.0)\n","(25, 'Female', \"Master's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(37, 'Male', 'PhD', 'Director of HR', 11, 115000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Web Developer', 1, 40000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 10, 105000.0)\n","(31, 'Male', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(44, 'Female', 'PhD', 'Director of HR', 13, 135000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 6, 80000.0)\n","(45, 'Male', 'PhD', 'Director of HR', 14, 140000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior HR Generalist', 8, 95000.0)\n","(27, 'Female', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of HR', 12, 120000.0)\n","(29, 'Male', \"Master's Degree\", 'Senior Human Resources Manager', 4, 70000.0)\n","(36, 'Female', \"Master's Degree\", 'Web Developer', 7, 85000.0)\n","(30, 'Male', 'High School', 'Junior HR Coordinator', 2, 33000.0)\n","(43, 'Female', 'PhD', 'Senior Human Resources Manager', 15, 150000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 3, 50000.0)\n","(25, 'Female', \"Master's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(37, 'Male', 'PhD', 'Director of HR', 11, 115000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Web Developer', 1, 40000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 10, 105000.0)\n","(31, 'Male', 'High School', 'Junior HR Generalist', 2, 35000.0)\n","(44, 'Female', 'PhD', 'Director of HR', 13, 135000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 6, 80000.0)\n","(45, 'Male', 'PhD', 'Director of HR', 14, 140000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(38, 'Male', \"Master's Degree\", 'Senior HR Generalist', 8, 95000.0)\n","(27, 'Female', 'High School', 'Junior HR Generalist', 1, 32000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of HR', 12, 120000.0)\n","(29, 'Male', \"Master's Degree\", 'Senior Human Resources Manager', 4, 70000.0)\n","(36, 'Female', \"Master's Degree\", 'Web Developer', 7, 85000.0)\n","(30, 'Male', 'High School', 'Junior HR Coordinator', 2, 33000.0)\n","(43, 'Female', 'PhD', 'Senior Human Resources Manager', 15, 150000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 3, 50000.0)\n","(25, 'Female', \"Master's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(37, 'Male', 'PhD', 'Director of HR', 11, 115000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 60000.0)\n","(37, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 100000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Human Resources Coordinator', 4, 55000.0)\n","(24, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(29, 'Female', \"Master's Degree\", 'Software Developer', 5, 70000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 90000.0)\n","(26, 'Female', \"Master's Degree\", 'Marketing Coordinator', 2, 40000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 12, 130000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(27, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(28, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(28, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(28, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(28, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(28, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(28, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(28, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 60000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 100000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Human Resources Coordinator', 4, 55000.0)\n","(23, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(28, 'Female', \"Master's Degree\", 'Software Developer', 5, 70000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 90000.0)\n","(25, 'Female', \"Master's Degree\", 'Marketing Coordinator', 2, 40000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 12, 130000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(37, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(46, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(26, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(27, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(46, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(26, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(27, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(46, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(26, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(27, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(46, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(26, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(27, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(46, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(26, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(27, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(46, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(26, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(27, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(46, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Coordinator', 8, 85000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Operations Manager', 5, 70000.0)\n","(26, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 13, 140000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(27, 'Male', 'High School', 'Junior Sales Associate', 2, 35000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(46, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(39, 'Female', \"Master's Degree\", 'Human Resources Manager', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Software Engineer', 2, 55000.0)\n","(32, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 90000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Human Resources Coordinator', 4, 60000.0)\n","(22, 'Male', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(29, 'Female', \"Master's Degree\", 'Software Developer', 5, 70000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 100000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 45000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 14, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 2, 30000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 120000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(47, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 12, 130000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 85000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 9, 100000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 14, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 30000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 120000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(47, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 12, 130000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 85000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 9, 100000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 14, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 30000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 120000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(47, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 12, 130000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 85000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 9, 100000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 14, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 30000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 120000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(47, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 12, 130000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 85000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 9, 100000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 14, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 30000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 120000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(47, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 12, 130000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 85000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 9, 100000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 14, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 30000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 120000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(47, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 12, 130000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 85000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 9, 100000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 14, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 30000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 120000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(47, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 12, 130000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 85000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Coordinator', 9, 100000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 75000.0)\n","(27, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 50000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 14, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 6, 75000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 30000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 120000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 65000.0)\n","(47, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 1, 35000.0)\n","(40, 'Female', \"Master's Degree\", 'Human Resources Manager', 12, 130000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 85000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 60000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Engineer', 5, 80000.0)\n","(27, 'Female', \"Master's Degree\", 'Marketing Manager', 3, 60000.0)\n","(38, 'Male', 'PhD', 'Data Scientist', 12, 130000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Human Resources Coordinator', 2, 45000.0)\n","(23, 'Male', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(32, 'Female', \"Master's Degree\", 'Software Developer', 7, 90000.0)\n","(44, 'Male', \"Bachelor's Degree\", 'Operations Manager', 18, 170000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 2, 40000.0)\n","(40, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 95000.0)\n","(24, 'Male', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 70000.0)\n","(49, 'Male', 'PhD', 'Data Scientist', 22, 220000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 35000.0)\n","(41, 'Female', \"Master's Degree\", 'Human Resources Manager', 13, 140000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Operations Manager', 9, 110000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Developer', 5, 80000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Coordinator', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 90000.0)\n","(28, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 2, 45000.0)\n","(40, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 95000.0)\n","(24, 'Male', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 70000.0)\n","(49, 'Male', 'PhD', 'Data Scientist', 22, 220000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 35000.0)\n","(41, 'Female', \"Master's Degree\", 'Human Resources Manager', 13, 140000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Operations Manager', 9, 110000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Developer', 5, 80000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Coordinator', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 90000.0)\n","(28, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 2, 45000.0)\n","(40, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 95000.0)\n","(24, 'Male', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 70000.0)\n","(49, 'Male', 'PhD', 'Data Scientist', 22, 220000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 35000.0)\n","(41, 'Female', \"Master's Degree\", 'Human Resources Manager', 13, 140000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Operations Manager', 9, 110000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Developer', 5, 80000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Coordinator', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 90000.0)\n","(28, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 2, 45000.0)\n","(40, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 95000.0)\n","(24, 'Male', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 70000.0)\n","(49, 'Male', 'PhD', 'Data Scientist', 22, 220000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 35000.0)\n","(41, 'Female', \"Master's Degree\", 'Human Resources Manager', 13, 140000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Operations Manager', 9, 110000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Developer', 5, 80000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Coordinator', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 90000.0)\n","(28, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 2, 45000.0)\n","(40, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 95000.0)\n","(24, 'Male', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 70000.0)\n","(49, 'Male', 'PhD', 'Data Scientist', 22, 220000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 35000.0)\n","(41, 'Female', \"Master's Degree\", 'Human Resources Manager', 13, 140000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Operations Manager', 9, 110000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Developer', 5, 80000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Coordinator', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 90000.0)\n","(28, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 2, 45000.0)\n","(40, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 95000.0)\n","(24, 'Male', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 70000.0)\n","(49, 'Male', 'PhD', 'Data Scientist', 22, 220000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 35000.0)\n","(41, 'Female', \"Master's Degree\", 'Human Resources Manager', 13, 140000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Operations Manager', 9, 110000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Developer', 5, 80000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Coordinator', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 90000.0)\n","(28, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 2, 45000.0)\n","(40, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 95000.0)\n","(24, 'Male', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 70000.0)\n","(49, 'Male', 'PhD', 'Data Scientist', 22, 220000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 35000.0)\n","(41, 'Female', \"Master's Degree\", 'Human Resources Manager', 13, 140000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Operations Manager', 9, 110000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Developer', 5, 80000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Coordinator', 11, 120000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Operations Manager', 6, 90000.0)\n","(28, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 2, 45000.0)\n","(40, 'Male', 'PhD', 'Data Scientist', 15, 150000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 95000.0)\n","(24, 'Male', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Manager', 10, 110000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 70000.0)\n","(49, 'Male', 'PhD', 'Data Scientist', 22, 220000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 35000.0)\n","(41, 'Female', \"Master's Degree\", 'Human Resources Manager', 13, 140000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Operations Manager', 9, 110000.0)\n","(28, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 160000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Developer', 5, 80000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Software Engineer', 6, 85000.0)\n","(31, 'Female', \"Master's Degree\", 'Marketing Manager', 4, 62000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 13, 138000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Human Resources Coordinator', 2, 47000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(33, 'Female', \"Master's Degree\", 'Software Developer', 8, 95000.0)\n","(45, 'Male', \"Bachelor's Degree\", 'Operations Manager', 19, 174000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 2, 41000.0)\n","(42, 'Male', 'PhD', 'Data Scientist', 16, 162000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 9, 99000.0)\n","(23, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 117000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 5, 75000.0)\n","(50, 'Male', 'PhD', 'Data Scientist', 23, 225000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(43, 'Female', \"Master's Degree\", 'Human Resources Manager', 14, 146000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Operations Manager', 10, 113000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 17, 168000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(40, 'Female', \"Master's Degree\", 'Marketing Coordinator', 12, 122000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 96000.0)\n","(29, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 162000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 9, 99000.0)\n","(23, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 117000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 5, 75000.0)\n","(50, 'Male', 'PhD', 'Data Scientist', 23, 225000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(43, 'Female', \"Master's Degree\", 'Human Resources Manager', 14, 146000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Operations Manager', 10, 113000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 17, 168000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(40, 'Female', \"Master's Degree\", 'Marketing Coordinator', 12, 122000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 96000.0)\n","(29, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 162000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 9, 99000.0)\n","(23, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 117000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 5, 75000.0)\n","(50, 'Male', 'PhD', 'Data Scientist', 23, 225000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(43, 'Female', \"Master's Degree\", 'Human Resources Manager', 14, 146000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Operations Manager', 10, 113000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 17, 168000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(40, 'Female', \"Master's Degree\", 'Marketing Coordinator', 12, 122000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 96000.0)\n","(29, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 162000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 9, 99000.0)\n","(23, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 117000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 5, 75000.0)\n","(50, 'Male', 'PhD', 'Data Scientist', 23, 225000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(43, 'Female', \"Master's Degree\", 'Human Resources Manager', 14, 146000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Operations Manager', 10, 113000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 17, 168000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(40, 'Female', \"Master's Degree\", 'Marketing Coordinator', 12, 122000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 96000.0)\n","(29, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 162000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 9, 99000.0)\n","(23, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 117000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 5, 75000.0)\n","(50, 'Male', 'PhD', 'Data Scientist', 23, 225000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(43, 'Female', \"Master's Degree\", 'Human Resources Manager', 14, 146000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Operations Manager', 10, 113000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 17, 168000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(40, 'Female', \"Master's Degree\", 'Marketing Coordinator', 12, 122000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 96000.0)\n","(29, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 162000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 9, 99000.0)\n","(23, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 117000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 5, 75000.0)\n","(50, 'Male', 'PhD', 'Data Scientist', 23, 225000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(43, 'Female', \"Master's Degree\", 'Human Resources Manager', 14, 146000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Operations Manager', 10, 113000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 17, 168000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(40, 'Female', \"Master's Degree\", 'Marketing Coordinator', 12, 122000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 96000.0)\n","(29, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 162000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 9, 99000.0)\n","(23, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 117000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 5, 75000.0)\n","(50, 'Male', 'PhD', 'Data Scientist', 23, 225000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(43, 'Female', \"Master's Degree\", 'Human Resources Manager', 14, 146000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Operations Manager', 10, 113000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 17, 168000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(40, 'Female', \"Master's Degree\", 'Marketing Coordinator', 12, 122000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Operations Manager', 7, 96000.0)\n","(29, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 16, 162000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 9, 99000.0)\n","(23, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Manager', 11, 117000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Engineer', 5, 75000.0)\n","(50, 'Male', 'PhD', 'Data Scientist', 23, 225000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(43, 'Female', \"Master's Degree\", 'Human Resources Manager', 14, 146000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Operations Manager', 10, 113000.0)\n","(29, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 17, 168000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(32, 'Female', \"Master's Degree\", 'Software Developer', 8, 95000.0)\n","(46, 'Male', 'PhD', 'Data Scientist', 18, 180000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 2, 41000.0)\n","(24, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(31, 'Female', \"Master's Degree\", 'Marketing Manager', 5, 68000.0)\n","(39, 'Male', \"Bachelor's Degree\", 'Operations Manager', 13, 127000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Human Resources Coordinator', 2, 47000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 15, 155000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(37, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 125000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 71000.0)\n","(51, 'Male', 'PhD', 'Data Scientist', 24, 240000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(44, 'Female', \"Master's Degree\", 'Human Resources Manager', 15, 152000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(41, 'Female', \"Master's Degree\", 'Marketing Coordinator', 13, 131000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 101000.0)\n","(30, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 18, 182000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(37, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 125000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 71000.0)\n","(51, 'Male', 'PhD', 'Data Scientist', 24, 240000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(44, 'Female', \"Master's Degree\", 'Human Resources Manager', 15, 152000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(41, 'Female', \"Master's Degree\", 'Marketing Coordinator', 13, 131000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 101000.0)\n","(30, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 18, 182000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(37, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 125000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 71000.0)\n","(51, 'Male', 'PhD', 'Data Scientist', 24, 240000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(44, 'Female', \"Master's Degree\", 'Human Resources Manager', 15, 152000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(41, 'Female', \"Master's Degree\", 'Marketing Coordinator', 13, 131000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 101000.0)\n","(30, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 18, 182000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(37, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 125000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 71000.0)\n","(51, 'Male', 'PhD', 'Data Scientist', 24, 240000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(44, 'Female', \"Master's Degree\", 'Human Resources Manager', 15, 152000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(41, 'Female', \"Master's Degree\", 'Marketing Coordinator', 13, 131000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 101000.0)\n","(30, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 18, 182000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(37, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 125000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 71000.0)\n","(51, 'Male', 'PhD', 'Data Scientist', 24, 240000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(44, 'Female', \"Master's Degree\", 'Human Resources Manager', 15, 152000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(41, 'Female', \"Master's Degree\", 'Marketing Coordinator', 13, 131000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 101000.0)\n","(30, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 18, 182000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(37, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 125000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 71000.0)\n","(51, 'Male', 'PhD', 'Data Scientist', 24, 240000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(44, 'Female', \"Master's Degree\", 'Human Resources Manager', 15, 152000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(41, 'Female', \"Master's Degree\", 'Marketing Coordinator', 13, 131000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 101000.0)\n","(30, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 18, 182000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(37, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 125000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 71000.0)\n","(51, 'Male', 'PhD', 'Data Scientist', 24, 240000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(44, 'Female', \"Master's Degree\", 'Human Resources Manager', 15, 152000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(41, 'Female', \"Master's Degree\", 'Marketing Coordinator', 13, 131000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 101000.0)\n","(30, 'Female', \"Master's Degree\", 'Human Resources Coordinator', 3, 49000.0)\n","(44, 'Male', 'PhD', 'Data Scientist', 18, 182000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(37, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 125000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 4, 71000.0)\n","(51, 'Male', 'PhD', 'Data Scientist', 24, 240000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 36000.0)\n","(44, 'Female', \"Master's Degree\", 'Human Resources Manager', 15, 152000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 26000.0)\n","(45, 'Male', 'PhD', 'Data Scientist', 19, 190000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Developer', 6, 85000.0)\n","(41, 'Female', \"Master's Degree\", 'Marketing Coordinator', 13, 131000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Developer', 3, 62000.0)\n","(42, 'Female', \"Master's Degree\", 'Marketing Manager', 16, 137000.0)\n","(35, 'Male', 'PhD', 'Data Scientist', 9, 112000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Human Resources Coordinator', 2, 45000.0)\n","(33, 'Male', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(36, 'Female', \"Bachelor's Degree\", 'Operations Manager', 7, 91000.0)\n","(43, 'Male', 'PhD', 'Data Scientist', 17, 179000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Software Engineer', 5, 74000.0)\n","(49, 'Male', \"Master's Degree\", 'Marketing Manager', 23, 228000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 37000.0)\n","(45, 'Female', 'PhD', 'Data Scientist', 19, 193000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Developer', 3, 61000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 15, 157000.0)\n","(35, 'Female', \"Master's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 58000.0)\n","(48, 'Male', 'PhD', 'Data Scientist', 22, 219000.0)\n","(32, 'Female', \"Master's Degree\", 'Marketing Manager', 6, 77000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 104000.0)\n","(31, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 37000.0)\n","(44, 'Female', 'PhD', 'Data Scientist', 18, 183000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Developer', 3, 61000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 15, 157000.0)\n","(35, 'Female', \"Master's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 58000.0)\n","(48, 'Male', 'PhD', 'Data Scientist', 22, 219000.0)\n","(32, 'Female', \"Master's Degree\", 'Marketing Manager', 6, 77000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 104000.0)\n","(31, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 37000.0)\n","(44, 'Female', 'PhD', 'Data Scientist', 18, 183000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Developer', 3, 61000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 15, 157000.0)\n","(35, 'Female', \"Master's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 58000.0)\n","(48, 'Male', 'PhD', 'Data Scientist', 22, 219000.0)\n","(32, 'Female', \"Master's Degree\", 'Marketing Manager', 6, 77000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 104000.0)\n","(31, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 37000.0)\n","(44, 'Female', 'PhD', 'Data Scientist', 18, 183000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Developer', 3, 61000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 15, 157000.0)\n","(35, 'Female', \"Master's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 58000.0)\n","(48, 'Male', 'PhD', 'Data Scientist', 22, 219000.0)\n","(32, 'Female', \"Master's Degree\", 'Marketing Manager', 6, 77000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 104000.0)\n","(31, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 37000.0)\n","(44, 'Female', 'PhD', 'Data Scientist', 18, 183000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Developer', 3, 61000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 15, 157000.0)\n","(35, 'Female', \"Master's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 58000.0)\n","(48, 'Male', 'PhD', 'Data Scientist', 22, 219000.0)\n","(32, 'Female', \"Master's Degree\", 'Marketing Manager', 6, 77000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 104000.0)\n","(31, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 37000.0)\n","(44, 'Female', 'PhD', 'Data Scientist', 18, 183000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Developer', 3, 61000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 15, 157000.0)\n","(35, 'Female', \"Master's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 58000.0)\n","(48, 'Male', 'PhD', 'Data Scientist', 22, 219000.0)\n","(32, 'Female', \"Master's Degree\", 'Marketing Manager', 6, 77000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 104000.0)\n","(31, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 37000.0)\n","(44, 'Female', 'PhD', 'Data Scientist', 18, 183000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Developer', 3, 61000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 15, 157000.0)\n","(35, 'Female', \"Master's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 58000.0)\n","(48, 'Male', 'PhD', 'Data Scientist', 22, 219000.0)\n","(32, 'Female', \"Master's Degree\", 'Marketing Manager', 6, 77000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Operations Manager', 8, 104000.0)\n","(31, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Developer', 2, 37000.0)\n","(44, 'Female', 'PhD', 'Data Scientist', 18, 183000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Operations Manager', 11, 119000.0)\n","(30, 'Female', 'High School', 'Junior Sales Associate', 1, 25000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 20, 204000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Software Developer', 3, 61000.0)\n","(41, 'Male', 'PhD', 'Data Scientist', 15, 157000.0)\n","(35, 'Female', \"Master's Degree\", 'Human Resources Manager', 8, 92000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 58000.0)\n","(48, 'Male', 'PhD', 'Data Scientist', 22, 219000.0)\n","(32, 'Female', \"Master's Degree\", 'Marketing Manager', 6, 77000.0)\n","(31, 'Female', \"Master's Degree\", 'Director of HR', 6, 95000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 2, 45000.0)\n","(29, 'Female', \"Master's Degree\", 'Senior HR Generalist', 4, 70000.0)\n","(35, 'Male', 'PhD', 'Senior Human Resources Manager', 10, 110000.0)\n","(26, 'Female', 'High School', 'Web Developer', 1, 35000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior HR Generalist', 5, 60000.0)\n","(27, 'Female', \"Master's Degree\", 'Web Developer', 2, 50000.0)\n","(39, 'Male', \"Master's Degree\", 'Director of HR', 12, 120000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior HR Coordinator', 1, 35000.0)\n","(42, 'Male', 'PhD', 'Senior Human Resources Manager', 14, 130000.0)\n","(34, 'Female', \"Master's Degree\", 'Director of HR', 9, 95000.0)\n","(28, 'Male', 'High School', 'Juniour HR Generalist', 2, 43000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Junior HR Coordinator', 4, 50000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Web Developer', 3, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Senior HR Generalist', 8, 80000.0)\n","(26, 'Male', \"Master's Degree\", 'Junior Web Developer', 2, 48000.0)\n","(40, 'Female', 'PhD', 'Director of HR', 13, 125000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Web Developer', 7, 85000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 2, 42000.0)\n","(29, 'Male', \"Master's Degree\", 'Senior HR Generalist', 4, 70000.0)\n","(25, 'Female', 'High School', 'Juniour HR Coordinator', 1, 32000.0)\n","(33, 'Male', \"Master's Degree\", 'Web Developer', 6, 80000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 2, 42000.0)\n","(31, 'Male', 'PhD', 'Senior Human Resources Manager', 7, 90000.0)\n","(29, 'Female', \"Master's Degree\", 'Web Developer', 4, 65000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 1, 40000.0)\n","(42, 'Female', \"Master's Degree\", 'Senior HR Generalist', 12, 110000.0)\n","(34, 'Male', \"Master's Degree\", 'Director of HR', 10, 105000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 3, 50000.0)\n","(33, 'Male', 'PhD', 'Director of HR', 8, 95000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Web Developer', 3, 60000.0)\n","(25, 'Male', 'High School', 'Junior HR Generalist', 2, 40000.0)\n","(26, 'Female', \"Master's Degree\", 'Senior HR Generalist', 2, 55000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(24, 'Female', 'High School', 'Juniour HR Coordinator', 1, 32000.0)\n","(31, 'Male', \"Master's Degree\", 'Director of HR', 7, 90000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Web Developer', 2, 50000.0)\n","(35, 'Male', 'PhD', 'Senior Human Resources Manager', 10, 110000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(32, 'Male', \"Master's Degree\", 'Web Developer', 6, 80000.0)\n","(29, 'Female', \"Master's Degree\", 'Senior HR Generalist', 4, 70000.0)\n","(25, 'Male', 'High School', 'Web Developer', 2, 45000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 7, 65000.0)\n","(27, 'Male', \"Master's Degree\", 'Web Developer', 2, 50000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior HR Coordinator', 3, 45000.0)\n","(34, 'Male', 'PhD', 'Director of HR', 9, 95000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Junior HR Coordinator', 2, 38000.0)\n","(42, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 13, 125000.0)\n","(34, 'Male', \"Master's Degree\", 'Web Developer', 8, 90000.0)\n","(28, 'Female', 'High School', 'Juniour HR Generalist', 2, 43000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior HR Generalist', 5, 60000.0)\n","(29, 'Female', \"Master's Degree\", 'Web Developer', 3, 60000.0)\n","(35, 'Male', 'PhD', 'Senior Human Resources Manager', 10, 110000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Web Developer', 1, 35000.0)\n","(32, 'Male', \"Master's Degree\", 'Director of HR', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Junior HR Generalist', 2, 42000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 11, 100000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Junior HR Coordinator', 1, 32000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 2, 42000.0)\n","(42, 'Male', 'PhD', 'Director of HR', 14, 130000.0)\n","(34, 'Female', \"Master's Degree\", 'Director of HR', 9, 95000.0)\n","(28, 'Male', 'High School', 'Junior Web Developer', 2, 43000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Junior HR Coordinator', 4, 50000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Web Developer', 3, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Senior HR Generalist', 8, 80000.0)\n","(26, 'Male', \"Master's Degree\", 'Junior Web Developer', 2, 48000.0)\n","(40, 'Female', 'PhD', 'Director of HR', 13, 125000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Web Developer', 7, 85000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 2, 42000.0)\n","(29, 'Male', \"Master's Degree\", 'Senior HR Generalist', 4, 70000.0)\n","(25, 'Female', 'High School', 'Junior HR Coordinator', 1, 32000.0)\n","(33, 'Male', \"Master's Degree\", 'Web Developer', 6, 80000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 2, 42000.0)\n","(31, 'Male', 'PhD', 'Senior Human Resources Manager', 7, 90000.0)\n","(29, 'Female', \"Master's Degree\", 'Web Developer', 4, 65000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Junior Web Developer', 1, 40000.0)\n","(42, 'Female', \"Master's Degree\", 'Senior HR Generalist', 12, 110000.0)\n","(34, 'Male', \"Master's Degree\", 'Director of HR', 10, 105000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 3, 50000.0)\n","(33, 'Male', 'PhD', 'Director of HR', 8, 95000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Web Developer', 3, 60000.0)\n","(25, 'Male', 'High School', 'Junior HR Generalist', 2, 40000.0)\n","(26, 'Female', \"Master's Degree\", 'Senior HR Generalist', 2, 55000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Web Developer', 5, 70000.0)\n","(24, 'Female', 'High School', 'Juniour HR Coordinator', 1, 32000.0)\n","(31, 'Male', \"Master's Degree\", 'Director of HR', 7, 90000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Web Developer', 2, 50000.0)\n","(35, 'Male', 'PhD', 'Senior Human Resources Manager', 10, 110000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 1, 32000.0)\n","(32, 'Male', \"Master's Degree\", 'Web Developer', 6, 80000.0)\n","(29, 'Female', \"Master's Degree\", 'Senior HR Generalist', 4, 70000.0)\n","(25, 'Male', 'High School', 'Web Developer', 2, 45000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 7, 65000.0)\n","(27, 'Male', \"Master's Degree\", 'Web Developer', 2, 50000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior HR Coordinator', 3, 45000.0)\n","(34, 'Male', 'PhD', 'Director of HR', 9, 95000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Junior HR Coordinator', 2, 38000.0)\n","(42, 'Female', \"Master's Degree\", 'Senior Human Resources Manager', 13, 125000.0)\n","(34, 'Male', \"Master's Degree\", 'Web Developer', 8, 90000.0)\n","(28, 'Female', 'High School', 'Juniour HR Generalist', 2, 43000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior HR Generalist', 5, 60000.0)\n","(29, 'Female', \"Master's Degree\", 'Web Developer', 3, 60000.0)\n","(35, 'Male', 'PhD', 'Senior Human Resources Manager', 10, 110000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Web Developer', 1, 35000.0)\n","(32, 'Male', \"Master's Degree\", 'Director of HR', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Junior HR Generalist', 2, 42000.0)\n","(39, 'Male', \"Master's Degree\", 'Senior HR Generalist', 11, 100000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Junior HR Coordinator', 1, 32000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Web Developer', 4, 65000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior HR Generalist', 2, 42000.0)\n","(42, 'Male', 'PhD', 'Director of HR', 14, 130000.0)\n","(34, 'Female', \"Master's Degree\", 'Director of HR', 9, 95000.0)\n","(28, 'Male', 'High School', 'Junior Web Developer', 2, 43000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Junior HR Coordinator', 4, 500.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(33, 'Male', \"Master's Degree\", 'Senior Data Scientist', 8, 120000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 55000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 5, 70000.0)\n","(38, 'Female', 'PhD', 'Senior Research Scientist', 12, 140000.0)\n","(25, 'Male', 'High School', 'Junior Sales Associate', 1, 30000.0)\n","(32, 'Female', \"Master's Degree\", 'Senior Software Engineer', 7, 100000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 2, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 3, 55000.0)\n","(35, 'Male', 'PhD', 'Senior Research Scientist', 10, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 45000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(36, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(34, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(34, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(34, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(34, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(34, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(34, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(34, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(34, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(34, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(34, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(34, 'Male', \"Master's Degree\", 'Senior Data Scientist', 9, 125000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 57000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Junior Marketing Manager', 6, 72000.0)\n","(39, 'Female', 'PhD', 'Senior Research Scientist', 13, 145000.0)\n","(26, 'Male', 'High School', 'Junior Sales Associate', 2, 31000.0)\n","(33, 'Female', \"Master's Degree\", 'Senior Software Engineer', 8, 105000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Data Analyst', 3, 52000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Junior Marketing Manager', 4, 57000.0)\n","(36, 'Male', 'PhD', 'Senior Research Scientist', 11, 135000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Junior Software Engineer', 2, 48000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(22, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(45, 'Male', \"Bachelor's Degree\", 'Financial Manager', 21, 250000.0)\n","(31, 'Female', \"Master's Degree\", 'Content Marketing Manager', 8, 120000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 4, 80000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 6, 100000.0)\n","(35, 'Female', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(27, 'Male', 'High School', 'Sales Representative', 3, 50000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 9, 140000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 2, 55000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(29, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 3, 65000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(28, 'Female', 'PhD', 'Director of Marketing', 6, 105000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Senior Product Marketing Manager', 5, 85000.0)\n","(28, 'Female', \"Master's Degree\", 'Marketing Manager', 7, 110000.0)\n","(34, 'Male', 'PhD', 'Director of Marketing', 12, 170000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Director', 9, 140000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 30000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Digital Marketing Manager', 6, 95000.0)\n","(27, 'Female', \"Master's Degree\", 'Content Marketing Manager', 4, 80000.0)\n","(33, 'Male', 'PhD', 'Sales Director', 10, 155000.0)\n","(21, 'Female', 'High School', 'Junior Sales Representative', 0, 25000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 160000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 60000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 4, 80000.0)\n","(31, 'Female', 'PhD', 'Research Scientist', 8, 120000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Project Manager', 10, 130000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(42, 'Male', \"Master's Degree\", 'Senior Software Engineer', 18, 180000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 3, 60000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 7, 110000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(32, 'Male', 'PhD', 'Data Scientist', 9, 140000.0)\n","(22, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Product Manager', 12, 150000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Director', 14, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 10, 150000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 10, 150000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 60000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 4, 80000.0)\n","(31, 'Female', 'PhD', 'Research Scientist', 8, 120000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Project Manager', 10, 130000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(42, 'Male', \"Master's Degree\", 'Senior Software Engineer', 18, 180000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 3, 60000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 7, 110000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(32, 'Male', 'PhD', 'Data Scientist', 9, 140000.0)\n","(22, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Product Manager', 12, 150000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Director', 14, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 10, 150000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 10, 150000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 60000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 4, 80000.0)\n","(31, 'Female', 'PhD', 'Research Scientist', 8, 120000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Project Manager', 10, 130000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(42, 'Male', \"Master's Degree\", 'Senior Software Engineer', 18, 180000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 3, 60000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 7, 110000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(32, 'Male', 'PhD', 'Data Scientist', 9, 140000.0)\n","(22, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Product Manager', 12, 150000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Director', 14, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 10, 150000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 10, 150000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 60000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 4, 80000.0)\n","(31, 'Female', 'PhD', 'Research Scientist', 8, 120000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Project Manager', 10, 130000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(42, 'Male', \"Master's Degree\", 'Senior Software Engineer', 18, 180000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 3, 60000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 7, 110000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(32, 'Male', 'PhD', 'Data Scientist', 9, 140000.0)\n","(22, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Product Manager', 12, 150000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Director', 14, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 10, 150000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 10, 150000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 7, 120000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 60000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 12, 150000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 4, 80000.0)\n","(31, 'Female', 'PhD', 'Research Scientist', 8, 120000.0)\n","(35, 'Male', \"Bachelor's Degree\", 'Project Manager', 10, 130000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(42, 'Male', \"Master's Degree\", 'Senior Software Engineer', 18, 180000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 3, 60000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 7, 110000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Social M', '', '')\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 85000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Director', 11, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 1, 55000.0)\n","(29, 'Female', 'PhD', 'Data Scientist', 5, 100000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Project Manager', 8, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(43, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 185000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 4, 65000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 9, 130000.0)\n","(25, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(31, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(33, 'Male', 'PhD', 'Research Scientist', 10, 150000.0)\n","(23, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Product Manager', 13, 160000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 14, 170000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(35, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(32, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(35, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(32, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 85000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Director', 11, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 1, 55000.0)\n","(29, 'Female', 'PhD', 'Data Scientist', 5, 100000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Project Manager', 8, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(43, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 185000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 4, 65000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 9, 130000.0)\n","(25, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(31, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(33, 'Male', 'PhD', 'Research Scientist', 10, 150000.0)\n","(23, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Product Manager', 13, 160000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 14, 170000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(35, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(32, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(35, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(32, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 85000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Director', 11, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 1, 55000.0)\n","(29, 'Female', 'PhD', 'Data Scientist', 5, 100000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Project Manager', 8, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(43, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 185000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 4, 65000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 9, 130000.0)\n","(25, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(31, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(33, 'Male', 'PhD', 'Research Scientist', 10, 150000.0)\n","(23, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Product Manager', 13, 160000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 14, 170000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(35, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(32, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(35, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(32, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 85000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Director', 11, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 1, 55000.0)\n","(29, 'Female', 'PhD', 'Data Scientist', 5, 100000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Project Manager', 8, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(43, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 185000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 4, 65000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 9, 130000.0)\n","(25, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(31, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(33, 'Male', 'PhD', 'Research Scientist', 10, 150000.0)\n","(23, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Bachelor's Degree\", 'Product Manager', 13, 160000.0)\n","(39, 'Female', \"Master's Degree\", 'Marketing Manager', 14, 170000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(35, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(32, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(35, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(32, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 85000.0)\n","(36, 'Female', \"Master's Degree\", 'Marketing Director', 11, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 1, 55000.0)\n","(29, 'Female', 'PhD', 'Data Scientist', 5, 100000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Project Manager', 8, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(43, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 185000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 4, 65000.0)\n","(34, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 9, 130000.0)\n","(25, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(31, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(33, 'Male', 'PhD', 'Research Scientist', 10, 150000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 85000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Director', 11, 160000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 1, 55000.0)\n","(28, 'Female', 'PhD', 'Data Scientist', 5, 100000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Project Manager', 8, 120000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(41, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 4, 65000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 9, 130000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(32, 'Male', 'PhD', 'Research Scientist', 10, 150000.0)\n","(22, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Product Manager', 13, 160000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 14, 170000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 85000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Director', 11, 160000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 1, 55000.0)\n","(28, 'Female', 'PhD', 'Data Scientist', 5, 100000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Project Manager', 8, 120000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(41, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 4, 65000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 9, 130000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(32, 'Male', 'PhD', 'Research Scientist', 10, 150000.0)\n","(22, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Product Manager', 13, 160000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 14, 170000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 85000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Director', 11, 160000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 1, 55000.0)\n","(28, 'Female', 'PhD', 'Data Scientist', 5, 100000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Project Manager', 8, 120000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(41, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 4, 65000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 9, 130000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(32, 'Male', 'PhD', 'Research Scientist', 10, 150000.0)\n","(22, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Product Manager', 13, 160000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 14, 170000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 85000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Director', 11, 160000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 1, 55000.0)\n","(28, 'Female', 'PhD', 'Data Scientist', 5, 100000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Project Manager', 8, 120000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(41, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 4, 65000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 9, 130000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Social Media Manager', 3, 55000.0)\n","(32, 'Male', 'PhD', 'Research Scientist', 10, 150000.0)\n","(22, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Product Manager', 13, 160000.0)\n","(38, 'Female', \"Master's Degree\", 'Marketing Manager', 14, 170000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Junior Software Engineer', 1, 55000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Product Designer', 3, 60000.0)\n","(34, 'Female', 'PhD', 'Research Director', 11, 160000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 2, 50000.0)\n","(31, 'Female', \"Master's Degree\", 'Financial Manager', 8, 120000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 85000.0)\n","(35, 'Female', \"Master's Degree\", 'Marketing Director', 11, 160000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 1, 55000.0)\n","(28, 'Female', 'PhD', 'Data Scientist', 5, 100000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Project Manager', 8, 120000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(41, 'Male', \"Master's Degree\", 'Senior Software Engineer', 19, 185000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Digital Marketing Specialist', 4, 65000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Marketing Manager', 9, 130000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 0, 25000.0)\n","(30, 'Male', \"Master's Degree\", 'Financial Analyst', 6, 100000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Social Media Man', 7, 100000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Software Engineer', 7, 120000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(33, 'Male', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(29, 'Female', 'High School', 'Customer Service Representative', 3, 35000.0)\n","(36, 'Male', 'PhD', 'Research Scientist', 13, 160000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 2, 50000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Project Manager', 6, 100000.0)\n","(28, 'Female', \"Master's Degree\", 'Financial Analyst', 4, 80000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Software Engineer', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Sales Manager', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 180000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 50000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 85000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 180000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 50000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 85000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 180000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 50000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 85000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 180000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 50000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 85000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 180000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 50000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 85000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 180000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 50000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 85000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 180000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 50000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 85000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 180000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 50000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 160000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 55000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 85000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 180000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 60000.0)\n","(33, 'Male', \"Master's Degree\", 'Software Engineer', 9, 120000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 1, 45000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Product Manager', 5, 80000.0)\n","(35, 'Female', 'PhD', 'Research Scientist', 11, 150000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 2, 65000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 7, 100000.0)\n","(28, 'Male', \"Master's Degree\", 'Financial Analyst', 4, 90000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 0, 40000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Project Manager', 6, 110000.0)\n","(34, 'Female', 'PhD', 'Research Director', 12, 170000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 8, 120000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(25, 'Female', 'High School', 'Customer Service Representative', 1, 30000.0)\n","(36, 'Male', 'PhD', 'Research Scientist', 13, 180000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 15, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 1, 50000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Product Manager', 7, 110000.0)\n","(24, 'Male', 'High School', 'Delivery Driver', 0, 28000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 210000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 75000.0)\n","(32, 'Female', \"Master's Degree\", 'Marketing Manager', 8, 120000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Manager', 2, 65000.0)\n","(30, 'Female', 'PhD', 'Data Scientist', 6, 100000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Financial Analyst', 11, 150000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 60000.0)\n","(33, 'Male', \"Master's Degree\", 'Software Engineer', 9, 120000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Graphic Designer', 1, 45000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Product Manager', 5, 80000.0)\n","(35, 'Female', 'PhD', 'Research Scientist', 11, 150000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 2, 65000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 7, 100000.0)\n","(28, 'Male', \"Master's Degree\", 'Financial Analyst', 4, 90000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 0, 40000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Project Manager', 6, 110000.0)\n","(34, 'Female', 'PhD', 'Research Director', 12, 170000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 8, 120000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(25, 'Female', 'High School', 'Customer Service Representative', 1, 30000.0)\n","(36, 'Male', 'PhD', 'Research Scientist', 13, 180000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 15, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 1, 50000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Product Manager', 7, 110000.0)\n","(24, 'Male', 'High School', 'Delivery Driver', 0, 28000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 210000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(27, 'Male', 'phD', 'Marketing Coordinator', 7, 120000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 3, 60000.0)\n","(33, 'Male', \"Master's Degree\", 'Software Engineer', 8, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Product Manager', 2, 65000.0)\n","(30, 'Male', 'PhD', 'Data Scientist', 6, 100000.0)\n","(36, 'Female', \"Bachelor's Degree\", 'Financial Analyst', 11, 150000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Female', \"Master's Degree\", 'Software Engineer', 9, 120000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Graphic Designer', 1, 45000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Product Manager', 5, 80000.0)\n","(35, 'Male', 'PhD', 'Research Scientist', 11, 150000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 2, 65000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 7, 100000.0)\n","(28, 'Male', \"Master's Degree\", 'Financial Analyst', 4, 90000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 0, 40000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Project Manager', 6, 110000.0)\n","(34, 'Female', 'PhD', 'Research Director', 12, 170000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 8, 120000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(25, 'Female', 'High School', 'Customer Service Representative', 1, 30000.0)\n","(36, 'Male', 'PhD', 'Research Scientist', 13, 180000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 15, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 1, 50000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Product Manager', 7, 110000.0)\n","(24, 'Male', 'High School', 'Delivery Driver', 0, 28000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 210000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(26, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(31, 'Female', 'PhD', 'Data Scientist', 8, 140000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 130000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 12, 170000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 90000.0)\n","(34, 'Male', 'PhD', 'Research Director', 11, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 60000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(37, 'Male', \"Master's Degree\", 'Marketing Director', 14, 190000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 200000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 4, 65000.0)\n","(34, 'Male', \"Master's Degree\", 'Software Engineer', 9, 125000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Product Manager', 3, 70000.0)\n","(31, 'Male', 'PhD', 'Data Scientist', 7, 110000.0)\n","(37, 'Female', \"Bachelor's Degree\", 'Financial Analyst', 12, 160000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Software Engineer', 8, 120000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Graphic Designer', 2, 50000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Product Manager', 5, 85000.0)\n","(36, 'Male', 'PhD', 'Research Scientist', 11, 155000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 8, 115000.0)\n","(29, 'Male', \"Master's Degree\", 'Financial Analyst', 5, 95000.0)\n","(25, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 0, 40000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Project Manager', 6, 115000.0)\n","(35, 'Female', 'PhD', 'Research Director', 12, 175000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 70000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(25, 'Female', 'High School', 'Customer Service Representative', 1, 30000.0)\n","(36, 'Male', 'PhD', 'Research Scientist', 13, 185000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 15, 210000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 1, 45000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 3, 70000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Male', 'High School', 'Delivery Driver', 0, 28000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(26, 'Female', \"Master's Degree\", 'Software Engineer', 2, 75000.0)\n","(39, 'Male', 'PhD', 'Research Scientist', 14, 185000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 7, 120000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Graphic Designer', 3, 60000.0)\n","(35, 'Female', \"Master's Degree\", 'Data Scientist', 10, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Product Manager', 8, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 2, 70000.0)\n","(36, 'Female', 'PhD', 'Research Director', 12, 175000.0)\n","(24, 'Male', 'High School', 'Delivery Driver', 0, 28000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(33, 'Female', \"Master's Degree\", 'Marketing Manager', 9, 135000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Software Engineer', 3, 80000.0)\n","(36, 'Female', 'PhD', 'Research Scientist', 13, 185000.0)\n","(25, 'Male', \"Bachelor's Degree\", 'Product Manager', 1, 60000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Marketing Coordinator', 5, 95000.0)\n","(34, 'Male', 'PhD', 'Research Director', 12, 170000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Marketing Analyst', 3, 65000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Product Manager', 7, 120000.0)\n","(24, 'Female', 'High School', 'Receptionist', 0, 25000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Director', 14, 195000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 16, 215000.0)\n","(27, 'Male', \"Bachelor's Degree\", 'Product Designer', 2, 55000.0)\n","(32, 'Female', 'PhD', 'Data Scientist', 9, 145000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Marketing Analyst', 4, 75000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Sales Associate', 2, 45000.0)\n","(45, 'Female', \"Master's Degree\", 'Sales Manager', 8, 80000.0)\n","(37, 'Male', 'PhD', 'Marketing Manager', 7, 90000.0)\n","(23, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Financial Manager', 12, 120000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Digital Marketing Manager', 4, 60000.0)\n","(33, 'Male', \"Master's Degree\", 'Content Marketing Manager', 5, 70000.0)\n","(28, 'Female', 'High School', 'Sales Representative', 3, 40000.0)\n","(50, 'Male', 'PhD', 'Senior Product Marketing Manager', 15, 150000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Junior Sales Representative', 2, 35000.0)\n","(42, 'Male', \"Master's Degree\", 'Director of Marketing', 13, 130000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Sales Associate', 1, 35000.0)\n","(48, 'Male', 'PhD', 'Sales Director', 18, 180000.0)\n","(31, 'Female', 'High School', 'Financial Manager', 4, 60000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Manager', 6, 75000.0)\n","(25, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 3, 50000.0)\n","(39, 'Male', 'PhD', 'Marketing Manager', 10, 100000.0)\n","(30, 'Female', 'High School', 'Sales Executive', 2, 40000.0)\n","(44, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 11, 110000.0)\n","(29, 'Female', \"Master's Degree\", 'Sales Representative', 4, 55000.0)\n","(47, 'Male', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Junior Sales Representative', 3, 40000.0)\n","(38, 'Male', \"Master's Degree\", 'Director of Marketing', 9, 95000.0)\n","(24, 'Female', 'High School', 'Sales Associate', 1, 35000.0)\n","(40, 'Male', 'PhD', 'Sales Director', 14, 140000.0)\n","(34, 'Female', \"Bachelor's Degree\", 'Financial Manager', 5, 70000.0)\n","(26, 'Male', \"Master's Degree\", 'Digital Marketing Manager', 3, 50000.0)\n","(31, 'Female', 'PhD', 'Marketing Manager', 6, 75000.0)\n","(27, 'Male', 'High School', 'Sales Executive', 2, 40000.0)\n","(43, 'Female', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(28, 'Male', \"Master's Degree\", 'Sales Representative', 2, 40000.0)\n","(46, 'Female', 'PhD', 'Senior Product Marketing Manager', 16, 160000.0)\n","(33, 'Male', \"Bachelor's Degree\", 'Junior Sales Representative', 4, 55000.0)\n","(39, 'Female', \"Master's Degree\", 'Director of Marketing', 10, 100000.0)\n","(25, 'Male', 'High School', 'Sales Associate', 1, 35000.0)\n","(41, 'Female', \"Bachelor's Degree\", 'Sales Manager', 8, 80000.0)\n","(35, 'Male', 'PhD', 'Marketing Manager', 7, 90000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Sales Executive', 1, 35000.0)\n","(42, 'Male', \"Master's Degree\", 'Financial Manager', 13, 130000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Digital Marketing Manager', 4, 60000.0)\n","(32, 'Male', \"Master's Degree\", 'Content Marketing Manager', 5, 70000.0)\n","(27, 'Female', 'High School', 'Sales Representative', 3, 40000.0)\n","(50, 'Male', 'PhD', 'Senior Product Marketing Manager', 15, 150000.0)\n","(36, 'Female', \"Bachelor's Degree\", 'Junior Sales Representative', 2, 35000.0)\n","(48, 'Male', \"Master's Degree\", 'Director of Marketing', 18, 180000.0)\n","(31, 'Female', 'High School', 'Sales Associate', 2, 40000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(45, 'Female', 'PhD', 'Financial Manager', 12, 120000.0)\n","(25, 'Male', \"Master's Degree\", 'Digital Marketing Manager', 3, 50000.0)\n","(37, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 7, 90000.0)\n","(23, 'Male', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Female', \"Bachelor's Degree\", 'Content Marketing Manager', 11, 110000.0)\n","(26, 'Male', \"Master's Degree\", 'Sales Representative', 3, 45000.0)\n","(33, 'Female', 'PhD', 'Senior Product Marketing Manager', 5, 70000.0)\n","(28, 'Male', \"Bachelor's Degree\", 'Junior Sales Representative', 1, 30000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of Marketing', 13, 130000.0)\n","(27, 'Male', 'High School', 'Financial Manager', 4, 60000.0)\n","(50, 'Female', \"Bachelor's Degree\", 'Sales Manager', 15, 150000.0)\n","(35, 'Male', 'PhD', 'Marketing Manager', 8, 80000.0)\n","(24, 'Female', \"Bachelor's Degree\", 'Sales Executive', 1, 35000.0)\n","(46, 'Male', \"Master's Degree\", 'Content Marketing Manager', 16, 160000.0)\n","(29, 'Female', 'High School', 'Sales Representative', 2, 40000.0)\n","(47, 'Male', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Female', \"Bachelor's Degree\", 'Junior Sales Representative', 3, 40000.0)\n","(38, 'Male', \"Master's Degree\", 'Director of Marketing', 9, 95000.0)\n","(25, 'Female', 'High School', 'Sales Associate', 1, 35000.0)\n","(39, 'Male', \"Bachelor's Degree\", 'Sales Director', 10, 100000.0)\n","(33, 'Female', 'PhD', 'Financial Manager', 5, 70000.0)\n","(27, 'Male', \"Master's Degree\", 'Digital Marketing Manager', 3, 50000.0)\n","(43, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 12, 120000.0)\n","(28, 'Male', 'High School', 'Sales Executive', 2, 40000.0)\n","(31, 'Male', \"Bachelor's Degree\", 'Sales Associate', 3, 50000.0)\n","(46, 'Female', \"Master's Degree\", 'Marketing Manager', 14, 140000.0)\n","(27, 'Male', 'High School', 'Sales Executive', 2, 40000.0)\n","(38, 'Female', \"Bachelor's Degree\", 'Financial Manager', 10, 100000.0)\n","(24, 'Male', 'PhD', 'Digital Marketing Manager', 1, 30000.0)\n","(33, 'Female', \"Master's Degree\", 'Content Marketing Manager', 6, 75000.0)\n","(29, 'Male', 'High School', 'Sales Representative', 2, 40000.0)\n","(50, 'Female', \"Bachelor's Degree\", 'Sales Manager', 18, 180000.0)\n","(35, 'Male', 'PhD', 'Senior Product Marketing Manager', 8, 80000.0)\n","(23, 'Female', \"Bachelor's Degree\", 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Master's Degree\", 'Director of Marketing', 12, 120000.0)\n","(26, 'Female', 'High School', 'Financial Manager', 3, 45000.0)\n","(32, 'Male', \"Bachelor's Degree\", 'Sales Director', 7, 90000.0)\n","(27, 'Female', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(43, 'Male', \"Master's Degree\", 'Content Marketing Manager', 16, 160000.0)\n","(28, 'Female', \"Bachelor's Degree\", 'Sales Representative', 2, 40000.0)\n","(47, 'Male', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Female', 'High School', 'Junior Sales Representative', 3, 40000.0)\n","(38, 'Male', \"Master's Degree\", 'Director of Marketing', 9, 95000.0)\n","(25, 'Female', 'High School', 'Sales Associate', 1, 35000.0)\n","(39, 'Male', \"Bachelor's Degree\", 'Sales Manager', 11, 110000.0)\n","(33, 'Female', 'PhD', 'Financial Manager', 6, 75000.0)\n","(27, 'Male', \"Master's Degree\", 'Digital Marketing Manager', 3, 50000.0)\n","(43, 'Female', \"Bachelor's Degree\", 'Marketing Manager', 12, 120000.0)\n","(28, 'Male', 'High School', 'Sales Executive', 2, 40000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 15, 150000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Representative', 5, 70000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 19, 190000.0)\n","(31, 'Male', 'High School', 'Junior Sales Representative', 3, 40000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(45, 'Male', \"Master's Degree\", 'Director of Marketing', 14, 140000.0)\n","(25, 'Female', 'High School', 'Sales Associate', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Financial Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Marketing Manager', 8, 80000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Executive', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Sales Manager', 13, 130000.0)\n","(26, 'Male', 'High School', 'Digital Marketing Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Content Marketing Manager', 7, 90000.0)\n","(27, 'Male', 'PhD', 'Sales Representative', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Senior Product Marketing Manager', 18, 180000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Junior Sales Representative', 3, 45000.0)\n","(48, 'Female', 'PhD', 'Director of Marketing', 19, 190000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, '')\n","(37, 'Male', \"Master's Degree\", 'Marketing Manager', 11, 110000.0)\n","(26, 'Female', \"Bachelor's Degree\", 'Sales Representative', 2, 40000.0)\n","(42, 'Male', 'PhD', 'Content Marketing Manager', 15, 150000.0)\n","(33, 'Female', 'High School', 'Sales Executive', 4, 55000.0)\n","(29, 'Male', \"Bachelor's Degree\", 'Sales Manager', 5, 70000.0)\n","(45, 'Female', \"Master's Degree\", 'Director of Marketing', 16, 160000.0)\n","(24, 'Male', 'High School', 'Sales Associate', 1, 35000.0)\n","(39, 'Female', \"Bachelor's Degree\", 'Financial Manager', 10, 100000.0)\n","(31, 'Male', 'PhD', 'Senior Product Marketing Manager', 7, 90000.0)\n","(27, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 3, 50000.0)\n","(43, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 14, 140000.0)\n","(28, 'Female', 'High School', 'Sales Representative', 2, 40000.0)\n","(50, 'Male', 'PhD', 'Marketing Manager', 18, 180000.0)\n","(35, 'Female', \"Bachelor's Degree\", 'Sales Executive', 7, 90000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Manager', 1, 35000.0)\n","(41, 'Female', \"Master's Degree\", 'Director of Marketing', 12, 120000.0)\n","(26, 'Male', 'High School', 'Financial Manager', 3, 45000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Sales Director', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 18, 180000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Representative', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 19, 190000.0)\n","(31, 'Male', 'High School', 'Junior Sales Representative', 3, 40000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Sales Director', 5, 70000.0)\n","(45, 'Male', \"Master's Degree\", 'Director of Marketing', 15, 150000.0)\n","(25, 'Female', 'High School', 'Sales Associate', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Financial Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Marketing Manager', 8, 80000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Executive', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Sales Manager', 13, 130000.0)\n","(26, 'Male', 'High School', 'Digital Marketing Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Content Marketing Manager', 7, 90000.0)\n","(27, 'Male', 'PhD', 'Sales Representative', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Senior Product Marketing Manager', 18, 180000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Junior Sales Representative', 3, 45000.0)\n","(48, 'Female', 'PhD', 'Director of Marketing', 19, 190000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(41, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 12, 120000.0)\n","(35, 'Female', 'PhD', 'Senior Product Marketing Manager', 9, 95000.0)\n","(23, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 14, 140000.0)\n","(26, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(32, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(27, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(50, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(36, 'Male', \"Bachelor's Degree\", 'Sales Director', 6, 75000.0)\n","(48, 'Female', 'PhD', 'Senior Product Marketing Manager', 17, 170000.0)\n","(31, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(29, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(45, 'Male', \"Master's Degree\", 'Marketing Manager', 13, 130000.0)\n","(25, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(38, 'Male', \"Master's Degree\", 'Marketing Manager', 12, 120000.0)\n","(27, 'Female', \"Bachelor's Degree\", 'Sales Representative', 3, 45000.0)\n","(43, 'Male', 'PhD', 'Content Marketing Manager', 16, 160000.0)\n","(34, 'Female', 'High School', 'Sales Executive', 5, 70000.0)\n","(30, 'Male', \"Bachelor's Degree\", 'Sales Manager', 6, 75000.0)\n","(46, 'Female', \"Master's Degree\", 'Director of Marketing', 17, 170000.0)\n","(25, 'Male', 'High School', 'Sales Associate', 1, 35000.0)\n","(40, 'Female', \"Bachelor's Degree\", 'Financial Manager', 11, 110000.0)\n","(32, 'Male', 'PhD', 'Senior Product Marketing Manager', 8, 80000.0)\n","(28, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 4, 55000.0)\n","(44, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 15, 150000.0)\n","(29, 'Female', 'High School', 'Sales Representative', 2, 40000.0)\n","(51, 'Male', 'PhD', 'Marketing Manager', 19, 190000.0)\n","(36, 'Female', \"Bachelor's Degree\", 'Sales Executive', 8, 80000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Sales Manager', 1, 35000.0)\n","(42, 'Female', \"Master's Degree\", 'Director of Marketing', 13, 130000.0)\n","(27, 'Male', 'High School', 'Financial Manager', 3, 45000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Sales Director', 7, 90000.0)\n","(28, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(51, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Sales Representative', 7, 90000.0)\n","(49, 'Female', 'PhD', 'Senior Product Marketing Manager', 20, 200000.0)\n","(32, 'Male', 'High School', 'Junior Sales Representative', 3, 40000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Sales Director', 5, 70000.0)\n","(46, 'Male', \"Master's Degree\", 'Director of Marketing', 16, 160000.0)\n","(26, 'Female', 'High School', 'Sales Associate', 1, 35000.0)\n","(42, 'Male', \"Bachelor's Degree\", 'Financial Manager', 13, 130000.0)\n","(36, 'Female', 'PhD', 'Marketing Manager', 9, 95000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Sales Executive', 1, 35000.0)\n","(43, 'Female', \"Master's Degree\", 'Sales Manager', 14, 140000.0)\n","(27, 'Male', 'High School', 'Digital Marketing Manager', 2, 40000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Content Marketing Manager', 7, 90000.0)\n","(28, 'Male', 'PhD', 'Sales Representative', 4, 55000.0)\n","(51, 'Female', \"Master's Degree\", 'Senior Product Marketing Manager', 19, 190000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Junior Sales Representative', 6, 75000.0)\n","(49, 'Female', 'PhD', 'Director of Marketing', 20, 200000.0)\n","(32, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(46, 'Male', \"Master's Degree\", 'Marketing Manager', 14, 140000.0)\n","(26, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(42, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 13, 130000.0)\n","(36, 'Female', 'PhD', 'Senior Product Marketing Manager', 10, 100000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(43, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 15, 150000.0)\n","(27, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(28, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(51, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Sales Director', 7, 90000.0)\n","(49, 'Female', 'PhD', 'Senior Product Marketing Manager', 20, 200000.0)\n","(32, 'Male', 'High School', 'Junior Sales Representative', 3, 40000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Sales Manager', 5, 70000.0)\n","(46, 'Male', \"Master's Degree\", 'Director of Marketing', 16, 160000.0)\n","(26, 'Female', 'High School', 'Sales Associate', 1, 35000.0)\n","(42, 'Male', \"Bachelor's Degree\", 'Financial Manager', 13, 130000.0)\n","(36, 'Female', 'PhD', 'Marketing Manager', 9, 95000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Sales Executive', 1, 35000.0)\n","(43, 'Female', \"Master's Degree\", 'Sales Manager', 14, 140000.0)\n","(27, 'Male', 'High School', 'Digital Marketing Manager', 2, 40000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Content Marketing Manager', 7, 90000.0)\n","(28, 'Male', 'PhD', 'Sales Representative', 4, 55000.0)\n","(51, 'Female', \"Master's Degree\", 'Senior Product Marketing Manager', 19, 190000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Junior Sales Representative', 6, 75000.0)\n","(49, 'Female', 'PhD', 'Director of Marketing', 20, 200000.0)\n","(32, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(46, 'Male', \"Master's Degree\", 'Marketing Manager', 14, 140000.0)\n","(26, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(42, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 13, 130000.0)\n","(36, 'Female', 'PhD', 'Senior Product Marketing Manager', 10, 100000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(43, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 15, 150000.0)\n","(27, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(28, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(51, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Sales Director', 7, 90000.0)\n","(49, 'Female', 'PhD', 'Senior Product Marketing Manager', 20, 200000.0)\n","(32, 'Male', 'High School', 'Junior Sales Representative', 3, 40000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Sales Manager', 5, 70000.0)\n","(46, 'Male', \"Master's Degree\", 'Director of Marketing', 16, 160000.0)\n","(26, 'Female', 'High School', 'Sales Associate', 1, 35000.0)\n","(42, 'Male', \"Bachelor's Degree\", 'Financial Manager', 13, 130000.0)\n","(36, 'Female', 'PhD', 'Marketing Manager', 9, 95000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Sales Executive', 1, 35000.0)\n","(43, 'Female', \"Master's Degree\", 'Sales Manager', 14, 140000.0)\n","(27, 'Male', 'High School', 'Digital Marketing Manager', 2, 40000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Content Marketing Manager', 7, 90000.0)\n","(28, 'Male', 'PhD', 'Sales Representative', 4, 55000.0)\n","(51, 'Female', \"Master's Degree\", 'Senior Product Marketing Manager', 19, 190000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Junior Sales Representative', 6, 75000.0)\n","(49, 'Female', 'PhD', 'Director of Marketing', 20, 200000.0)\n","(32, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(46, 'Male', \"Master's Degree\", 'Marketing Manager', 14, 140000.0)\n","(26, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n","(42, 'Male', \"Bachelor's Degree\", 'Content Marketing Manager', 13, 130000.0)\n","(36, 'Female', 'PhD', 'Senior Product Marketing Manager', 10, 100000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Sales Representative', 1, 35000.0)\n","(43, 'Female', \"Master's Degree\", 'Digital Marketing Manager', 15, 150000.0)\n","(27, 'Male', 'High School', 'Sales Manager', 2, 40000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Director of Marketing', 8, 80000.0)\n","(28, 'Male', 'PhD', 'Marketing Manager', 4, 55000.0)\n","(51, 'Female', \"Master's Degree\", 'Content Marketing Manager', 19, 190000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Sales Director', 7, 90000.0)\n","(49, 'Female', 'PhD', 'Senior Product Marketing Manager', 20, 200000.0)\n","(32, 'Male', 'High School', 'Junior Sales Representative', 3, 40000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Sales Manager', 5, 70000.0)\n","(46, 'Male', \"Master's Degree\", 'Director of Marketing', 16, 160000.0)\n","(26, 'Female', 'High School', 'Sales Associate', 1, 35000.0)\n","(42, 'Male', \"Bachelor's Degree\", 'Financial Manager', 13, 130000.0)\n","(36, 'Female', 'PhD', 'Marketing Manager', 9, 95000.0)\n","(24, 'Male', \"Bachelor's Degree\", 'Sales Executive', 1, 35000.0)\n","(43, 'Female', \"Master's Degree\", 'Sales Manager', 14, 140000.0)\n","(27, 'Male', 'High School', 'Digital Marketing Manager', 2, 40000.0)\n","(33, 'Female', \"Bachelor's Degree\", 'Content Marketing Manager', 7, 90000.0)\n","(28, 'Male', 'PhD', 'Sales Representative', 4, 55000.0)\n","(51, 'Female', \"Master's Degree\", 'Senior Product Marketing Manager', 19, 190000.0)\n","(37, 'Male', \"Bachelor's Degree\", 'Junior Sales Representative', 6, 75000.0)\n","(49, 'Female', 'PhD', 'Director of Marketing', 20, 200000.0)\n","(32, 'Male', 'High School', 'Sales Associate', 3, 50000.0)\n","(30, 'Female', \"Bachelor's Degree\", 'Financial Manager', 4, 55000.0)\n","(46, 'Male', \"Master's Degree\", 'Marketing Manager', 14, 140000.0)\n","(26, 'Female', 'High School', 'Sales Executive', 1, 35000.0)\n"]}],"source":["for entrada in entradas:\n","  print(entrada)"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["connection.commit()\n","connection.close()"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.12.0"}},"nbformat":4,"nbformat_minor":2}
diff --git a/exercicios/para-sala/Banco de dados.ipynb b/exercicios/para-sala/Banco de dados.ipynb
index e8f8484..589ca75 100644
--- a/exercicios/para-sala/Banco de dados.ipynb	
+++ b/exercicios/para-sala/Banco de dados.ipynb	
@@ -53,7 +53,7 @@
     "\n",
     "cursor.execute('''CREATE TABLE IF NOT EXISTS rank (\n",
     "    Rank INT,\n",
-    "    Username VARCHAR,\n",
+    "    vacina VARCHAR,\n",
     "    Categories VARCHAR, \n",
     "    Suscribers FLOAT,\n",
     "    Country VARCHAR,\n",
@@ -137,7 +137,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.7"
+   "version": "3.12.0"
   }
  },
  "nbformat": 4,
diff --git a/exercicios/para-sala/modelo.ipynb b/exercicios/para-sala/modelo.ipynb
index 1b6e0ae..d74b21d 100644
--- a/exercicios/para-sala/modelo.ipynb
+++ b/exercicios/para-sala/modelo.ipynb
@@ -53,14 +53,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "id": "600ff70e",
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'pd' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32mc:\\Users\\PROFESSOR\\estudos-reprograma\\semana13\\on26-python-s13-projeto-guiado-II\\exercicios\\para-sala\\modelo.ipynb Cell 5\u001b[0m line \u001b[0;36m1\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/PROFESSOR/estudos-reprograma/semana13/on26-python-s13-projeto-guiado-II/exercicios/para-sala/modelo.ipynb#W4sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m df \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39mread_csv(\u001b[39m\"\u001b[39m\u001b[39m \u001b[39m\u001b[39m\"\u001b[39m, sep\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m,\u001b[39m\u001b[39m\"\u001b[39m , encoding\u001b[39m=\u001b[39m \u001b[39m'\u001b[39m\u001b[39mUTF-8\u001b[39m\u001b[39m'\u001b[39m) \n",
+      "\u001b[1;31mNameError\u001b[0m: name 'pd' is not defined"
+     ]
+    }
+   ],
    "source": [
     "df = pd.read_csv(\" \", sep=\",\" , encoding= 'UTF-8') "
    ]
@@ -230,10 +242,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "id": "37aa075a",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'df' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32mc:\\Users\\PROFESSOR\\estudos-reprograma\\semana13\\on26-python-s13-projeto-guiado-II\\exercicios\\para-sala\\modelo.ipynb Cell 20\u001b[0m line \u001b[0;36m2\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/PROFESSOR/estudos-reprograma/semana13/on26-python-s13-projeto-guiado-II/exercicios/para-sala/modelo.ipynb#X25sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m \u001b[39m# Classifique o DataFrame pela coluna 'Suscribers' em ordem decrescente e pegue os 5 maiores\u001b[39;00m\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/PROFESSOR/estudos-reprograma/semana13/on26-python-s13-projeto-guiado-II/exercicios/para-sala/modelo.ipynb#X25sZmlsZQ%3D%3D?line=1'>2</a>\u001b[0m top5_canais \u001b[39m=\u001b[39m df\u001b[39m.\u001b[39msort_values(by\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mSuscribers\u001b[39m\u001b[39m'\u001b[39m, ascending\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m)\u001b[39m.\u001b[39mhead(\u001b[39m5\u001b[39m)\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/PROFESSOR/estudos-reprograma/semana13/on26-python-s13-projeto-guiado-II/exercicios/para-sala/modelo.ipynb#X25sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m \u001b[39m# Crie um gráfico de barras para os 3 canais com mais inscritos e seus países\u001b[39;00m\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/PROFESSOR/estudos-reprograma/semana13/on26-python-s13-projeto-guiado-II/exercicios/para-sala/modelo.ipynb#X25sZmlsZQ%3D%3D?line=4'>5</a>\u001b[0m plt\u001b[39m.\u001b[39mfigure(figsize\u001b[39m=\u001b[39m(\u001b[39m10\u001b[39m, \u001b[39m6\u001b[39m))\n",
+      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
+     ]
+    }
+   ],
    "source": [
     "# Classifique o DataFrame pela coluna 'Suscribers' em ordem decrescente e pegue os 5 maiores\n",
     "top5_canais = df.sort_values(by='Suscribers', ascending=False).head(5)\n",
@@ -279,7 +303,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.7"
+   "version": "3.12.0"
   }
  },
  "nbformat": 4,