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Processing data, cleaning data, pivot table, and simple visualization, Exercises of MS Microsoft Excel skills

This is an exercise to process data that is still dirty or messy to clean and tidy up. After that it is analyzed and made a simple visualization.

Typology: Exercises

2016/2017

Available from 08/01/2022

Holly_Molly98
Holly_Molly98 🇮🇩

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ID Marital Status Gender Income Children Education Occupation
12496 M F $40,000.00 1 Bachelors Skilled Manual
24107 M M $30,000.00 3 Partial College Clerical
14177 M M $80,000.00 5 Partial College Professional
24381 S M $70,000.00 0 Bachelors Professional
25597 S M $30,000.00 0 Bachelors Clerical
13507 M F $10,000.00 2 Partial College Manual
27974 S M $160,000.00 2 High School Management
19364 M M $40,000.00 1 Bachelors Skilled Manual
22155 M M $20,000.00 2 Partial High School Clerical
19280 M M $120,000.00 2 Partial College Manual
22173 M F $30,000.00 3 High School Skilled Manual
12697 S F $90,000.00 0 Bachelors Professional
11434 M M $170,000.00 5 Partial College Professional
25323 M M $40,000.00 2 Partial College Clerical
23542 S M $60,000.00 1 Partial College Skilled Manual
20870 S F $10,000.00 2 High School Manual
23316 S M $30,000.00 3 Partial College Clerical
12610 M F $30,000.00 1 Bachelors Clerical
27183 S M $40,000.00 2 Partial College Clerical
25940 S M $20,000.00 2 Partial High School Clerical
25598 M F $40,000.00 0 Graduate Degree Clerical
21564 S F $80,000.00 0 Bachelors Professional
19193 S M $40,000.00 2 Partial College Clerical
26412 M F $80,000.00 5 High School Management
27184 S M $40,000.00 2 Partial College Clerical
12590 S M $30,000.00 1 Bachelors Clerical
17841 S M $30,000.00 0 Partial College Clerical
18283 S F $100,000.00 0 Bachelors Professional
18299 M M $70,000.00 5 Partial College Skilled Manual
16466 S F $20,000.00 0 Partial High School Manual
19273 M F $20,000.00 2 Partial College Manual
22400 M M $10,000.00 0 Partial College Manual
20942 S F $20,000.00 0 High School Manual
18484 S M $80,000.00 2 High School Skilled Manual
12291 S M $90,000.00 5 Partial College Professional
28380 S F $10,000.00 5 Partial High School Manual
17891 M F $10,000.00 2 Partial College Manual
27832 S F $30,000.00 0 Partial College Clerical
26863 S M $20,000.00 0 High School Manual
16259 S F $10,000.00 4 Partial High School Manual
27803 S F $30,000.00 2 Partial College Clerical
14347 S F $40,000.00 2 Bachelors Management
17703 M F $10,000.00 1 Graduate Degree Manual
17185 M F $170,000.00 4 Partial College Professional
29380 M F $20,000.00 3 High School Manual
23986 M F $20,000.00 1 Bachelors Clerical
24466 M F $60,000.00 1 Partial College Skilled Manual
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ID Marital Status Gender Income Children Education Occupation 12496 M F $40,000.00 1 Bachelors Skilled Manual 24107 M M $30,000.00 3 Partial College Clerical 14177 M M $80,000.00 5 Partial College Professional 24381 S M $70,000.00 0 Bachelors Professional 25597 S M $30,000.00 0 Bachelors Clerical 13507 M F $10,000.00 2 Partial College Manual 27974 S M $160,000.00 2 High School Management 19364 M M $40,000.00 1 Bachelors Skilled Manual 22155 M M $20,000.00 2 Partial High School Clerical 19280 M M $120,000.00 2 Partial College Manual 22173 M F $30,000.00 3 High School Skilled Manual 12697 S F $90,000.00 0 Bachelors Professional 11434 M M $170,000.00 5 Partial College Professional 25323 M M $40,000.00 2 Partial College Clerical 23542 S M $60,000.00 1 Partial College Skilled Manual 20870 S F $10,000.00 2 High School Manual 23316 S M $30,000.00 3 Partial College Clerical 12610 M F $30,000.00 1 Bachelors Clerical 27183 S M $40,000.00 2 Partial College Clerical 25940 S M $20,000.00 2 Partial High School Clerical 25598 M F $40,000.00 0 Graduate Degree Clerical 21564 S F $80,000.00 0 Bachelors Professional 19193 S M $40,000.00 2 Partial College Clerical 26412 M F $80,000.00 5 High School Management 27184 S M $40,000.00 2 Partial College Clerical 12590 S M $30,000.00 1 Bachelors Clerical 17841 S M $30,000.00 0 Partial College Clerical 18283 S F $100,000.00 0 Bachelors Professional 18299 M M $70,000.00 5 Partial College Skilled Manual 16466 S F $20,000.00 0 Partial High School Manual 19273 M F $20,000.00 2 Partial College Manual 22400 M M $10,000.00 0 Partial College Manual 20942 S F $20,000.00 0 High School Manual 18484 S M $80,000.00 2 High School Skilled Manual 12291 S M $90,000.00 5 Partial College Professional 28380 S F $10,000.00 5 Partial High School Manual 17891 M F $10,000.00 2 Partial College Manual 27832 S F $30,000.00 0 Partial College Clerical 26863 S M $20,000.00 0 High School Manual 16259 S F $10,000.00 4 Partial High School Manual 27803 S F $30,000.00 2 Partial College Clerical 14347 S F $40,000.00 2 Bachelors Management 17703 M F $10,000.00 1 Graduate Degree Manual 17185 M F $170,000.00 4 Partial College Professional 29380 M F $20,000.00 3 High School Manual 23986 M F $20,000.00 1 Bachelors Clerical 24466 M F $60,000.00 1 Partial College Skilled Manual

29097 S F $40,000.00 2 Partial College Skilled Manual 19487 M M $30,000.00 2 Partial College Clerical 14939 S M $40,000.00 0 Bachelors Clerical 13826 S F $30,000.00 0 Partial College Clerical 20619 S M $80,000.00 0 Bachelors Professional 12558 M F $20,000.00 1 Bachelors Clerical 24871 S F $90,000.00 4 High School Management 17319 S F $70,000.00 0 Bachelors Professional 28906 M M $80,000.00 4 High School Professional 12808 M M $40,000.00 0 Bachelors Clerical 20567 M M $130,000.00 4 Partial College Professional 25502 M F $40,000.00 1 Bachelors Skilled Manual 15580 M M $60,000.00 2 Bachelors Professional 24185 S F $10,000.00 1 High School Manual 19291 S F $10,000.00 2 High School Manual 16713 M M $40,000.00 2 Bachelors Management 16185 S M $60,000.00 4 Bachelors Professional 14927 M F $30,000.00 1 Bachelors Clerical 29337 S M $30,000.00 2 Partial College Clerical 29355 M F $40,000.00 0 Graduate Degree Clerical 25303 S M $30,000.00 0 High School Manual 14813 S F $20,000.00 4 High School Manual 16438 M F $10,000.00 0 Partial High School Manual 14238 M M $120,000.00 0 Partial High School Professional 16200 S F $10,000.00 0 Partial High School Manual 24857 M F $130,000.00 3 High School Professional 26956 S F $20,000.00 0 Partial College Manual 14517 M F $20,000.00 3 High School Skilled Manual 12678 S F $130,000.00 4 High School Management 16188 S F $20,000.00 0 Partial High School Manual 27969 M M $80,000.00 0 Bachelors Professional 15752 M M $80,000.00 2 High School Skilled Manual 27745 S M $40,000.00 2 Bachelors Management 20828 M F $30,000.00 4 Graduate Degree Clerical 19461 S F $10,000.00 4 Partial High School Manual 26941 M M $30,000.00 0 Bachelors Clerical 28412 S M $20,000.00 0 High School Manual 24485 S M $40,000.00 2 Bachelors Management 16514 S M $10,000.00 0 Partial College Manual 17191 S M $130,000.00 3 Partial College Professional 19608 M M $80,000.00 5 Bachelors Professional 24119 S M $30,000.00 0 Partial College Clerical 25458 M M $20,000.00 1 High School Manual 26886 S F $30,000.00 0 Partial College Clerical 28436 S M $30,000.00 0 Partial College Clerical 19562 S F $60,000.00 2 Bachelors Professional 15608 S F $30,000.00 0 Partial College Clerical 16487 S F $30,000.00 3 High School Skilled Manual

16614 M F $80,000.00 0 Bachelors Professional 20877 S M $30,000.00 1 Bachelors Clerical 20729 M F $40,000.00 2 Partial College Clerical 22464 M M $40,000.00 0 Graduate Degree Clerical 19475 M F $40,000.00 0 Bachelors Professional 19675 M M $20,000.00 4 High School Skilled Manual 12728 S M $30,000.00 0 Partial College Clerical 26154 M M $60,000.00 1 Partial College Skilled Manual 29117 S M $100,000.00 1 Bachelors Management 17845 S F $20,000.00 0 Partial High School Manual 25058 M M $100,000.00 1 Bachelors Management 23426 S M $80,000.00 5 Graduate Degree Management 14798 S F $10,000.00 4 Partial High School Manual 12664 M F $130,000.00 5 Partial College Professional 23979 S M $10,000.00 2 Partial College Manual 25605 S F $20,000.00 2 Partial College Manual 20797 M F $10,000.00 1 Bachelors Manual 21980 S F $60,000.00 1 Bachelors Professional 25460 M F $20,000.00 2 High School Manual 29181 S F $60,000.00 2 Bachelors Professional 24279 S M $40,000.00 2 Partial College Skilled Manual 22402 M M $10,000.00 0 Partial College Manual 15465 M F $10,000.00 0 Partial College Manual 26757 S M $90,000.00 1 Bachelors Professional 14233 S M $100,000.00 0 High School Management 14058 S M $70,000.00 0 Bachelors Professional 12273 M M $30,000.00 1 Bachelors Clerical 17203 M F $130,000.00 4 Partial College Professional 18144 M F $80,000.00 5 Bachelors Management 23963 M M $10,000.00 0 Partial High School Manual 17907 M F $10,000.00 0 Partial College Manual 19442 S M $50,000.00 0 Graduate Degree Skilled Manual 17504 S F $80,000.00 2 Partial College Skilled Manual 12253 S F $20,000.00 0 Partial College Manual 27304 S F $110,000.00 2 Partial College Professional 14191 M M $160,000.00 4 Partial College Professional 12212 M F $10,000.00 0 Graduate Degree Manual 25529 S M $10,000.00 1 Graduate Degree Manual 22170 M F $30,000.00 3 Partial College Clerical 19445 M F $10,000.00 2 High School Manual 15265 S M $40,000.00 2 Bachelors Management 28918 M F $130,000.00 4 High School Management 15799 M F $90,000.00 1 Bachelors Professional 11047 M F $30,000.00 3 High School Skilled Manual 18151 S M $80,000.00 5 Partial College Professional 20606 M F $70,000.00 0 Bachelors Professional 19482 M M $30,000.00 1 Partial College Clerical 16489 M M $30,000.00 3 High School Skilled Manual

26944 S M $90,000.00 2 High School Manual 15682 S F $80,000.00 5 Bachelors Management 26032 M F $70,000.00 5 Bachelors Professional 17843 S F $10,000.00 0 Partial High School Manual 25559 S M $20,000.00 0 Bachelors Clerical 16209 S F $50,000.00 0 Graduate Degree Skilled Manual 11147 M M $60,000.00 2 Graduate Degree Management 15214 S F $100,000.00 0 Graduate Degree Management 11453 S M $80,000.00 0 Bachelors Professional 24584 S M $60,000.00 0 Bachelors Professional 12585 M M $10,000.00 1 High School Manual 18626 S M $40,000.00 2 Partial College Clerical 29298 S F $60,000.00 1 Partial College Skilled Manual 24842 S F $90,000.00 3 High School Professional 15657 M M $30,000.00 3 Graduate Degree Clerical 11415 S M $90,000.00 5 Partial College Professional 28729 S F $20,000.00 0 Partial High School Manual 22633 S F $40,000.00 0 Graduate Degree Clerical 25649 S F $30,000.00 3 Partial College Clerical 14669 M F $80,000.00 4 Graduate Degree Management 19299 M F $50,000.00 0 Graduate Degree Skilled Manual 20946 S F $30,000.00 0 Partial College Clerical 11451 S M $70,000.00 0 Bachelors Professional 25553 M M $30,000.00 1 Bachelors Clerical 27951 S M $80,000.00 4 Partial College Professional 25026 M M $20,000.00 2 Partial High School Clerical 13673 S F $20,000.00 0 Partial High School Manual 16043 S M $10,000.00 1 Bachelors Manual 22399 S M $10,000.00 0 Partial College Manual 27696 M M $60,000.00 1 Bachelors Professional 25313 S M $10,000.00 0 Partial High School Manual 13813 M F $30,000.00 3 Partial College Clerical 18711 S F $70,000.00 5 Bachelors Professional 19650 M F $30,000.00 2 Partial College Clerical 14135 M M $20,000.00 1 Partial College Manual 12833 S F $20,000.00 3 High School Manual 26849 M M $10,000.00 3 Partial High School Manual 20962 M F $20,000.00 1 Graduate Degree Clerical 28915 S M $80,000.00 5 High School Management 22830 M M $120,000.00 4 Partial College Management 14777 M F $40,000.00 0 Bachelors Clerical 12591 M F $30,000.00 4 Graduate Degree Clerical 24174 M M $20,000.00 0 Bachelors Clerical 24611 S M $90,000.00 0 Bachelors Professional 11340 M F $10,000.00 1 Graduate Degree Clerical 25693 S F $30,000.00 5 Graduate Degree Clerical 25555 M F $10,000.00 0 Partial College Manual 22006 M M $70,000.00 5 Partial College Skilled Manual

24187 S F $30,000.00 3 Graduate Degree Clerical 15758 M M $130,000.00 0 Graduate Degree Management 29094 M M $30,000.00 3 High School Skilled Manual 28319 S F $60,000.00 1 Partial College Skilled Manual 16406 M M $40,000.00 0 Bachelors Clerical 20923 M F $40,000.00 1 Bachelors Skilled Manual 11378 S F $10,000.00 1 High School Manual 20851 S M $20,000.00 0 Partial College Manual 21557 S F $110,000.00 0 Partial College Management 26663 S F $60,000.00 2 Bachelors Professional 11896 M M $100,000.00 1 Graduate Degree Management 14189 M F $90,000.00 4 High School Professional 13136 M F $30,000.00 2 Partial College Clerical 25906 S F $10,000.00 5 High School Skilled Manual 17926 S F $40,000.00 0 Bachelors Clerical 26928 S M $30,000.00 1 Bachelors Clerical 20897 M F $30,000.00 1 Bachelors Skilled Manual 28207 M M $80,000.00 4 Graduate Degree Management 25923 S M $10,000.00 2 Partial High School Clerical 11000 M M $90,000.00 2 Bachelors Professional 20974 M M $10,000.00 2 Bachelors Clerical 28758 M M $40,000.00 2 Partial College Clerical 11381 M F $20,000.00 2 Partial College Manual 17522 M M $120,000.00 4 Bachelors Management 21207 M M $60,000.00 1 Partial College Skilled Manual 28102 M M $20,000.00 4 High School Skilled Manual 23105 S M $40,000.00 3 Partial High School Clerical 18740 M M $80,000.00 5 Bachelors Professional 21213 S M $70,000.00 0 Bachelors Professional 17352 M M $50,000.00 2 Graduate Degree Management 14154 M M $30,000.00 0 Bachelors Clerical 19066 M M $130,000.00 4 Partial College Professional 11386 M F $30,000.00 3 Bachelors Clerical 20228 M M $100,000.00 0 Graduate Degree Management 16675 S F $160,000.00 0 Graduate Degree Management 16410 S F $10,000.00 4 Partial High School Manual 27760 S F $40,000.00 0 Graduate Degree Clerical 22930 M M $90,000.00 4 Bachelors Professional 23780 S M $40,000.00 2 Partial College Clerical 20994 M F $20,000.00 0 Bachelors Clerical 28379 M M $30,000.00 1 Bachelors Skilled Manual 14865 S M $40,000.00 2 Partial College Clerical 12663 M F $90,000.00 5 Partial High School Skilled Manual 24898 S F $80,000.00 0 Bachelors Professional 19508 M M $10,000.00 0 Partial High School Manual 11489 S F $20,000.00 0 Partial High School Manual 18160 M M $130,000.00 3 High School Professional 25241 M M $90,000.00 2 Bachelors Professional

24369 M M $80,000.00 5 Graduate Degree Management 27165 S M $20,000.00 0 Partial High School Manual 29424 M M $10,000.00 0 Partial High School Manual 15926 S F $120,000.00 3 High School Professional 14554 M M $20,000.00 1 Bachelors Clerical 16468 S M $30,000.00 0 Partial College Clerical 19174 S F $30,000.00 0 High School Manual 19183 S M $10,000.00 0 Partial High School Manual 13683 S F $30,000.00 0 High School Manual 17848 S M $30,000.00 0 Partial College Clerical 17894 M F $20,000.00 1 Bachelors Clerical 25651 M M $40,000.00 1 Bachelors Skilled Manual 22936 S F $60,000.00 1 Partial College Skilled Manual 23915 M M $20,000.00 2 High School Manual 24121 S F $30,000.00 0 Partial College Clerical 27878 S M $20,000.00 0 Partial College Manual 13572 S M $10,000.00 3 High School Manual 27941 M F $80,000.00 4 Partial College Professional 26354 S M $40,000.00 0 Graduate Degree Clerical 14785 S M $30,000.00 1 Bachelors Clerical 17238 S M $80,000.00 0 Bachelors Professional 23608 M F $150,000.00 3 High School Professional 22538 S F $10,000.00 0 Partial High School Manual 12332 M M $90,000.00 4 High School Management 17230 M M $80,000.00 0 Bachelors Professional 13082 S M $130,000.00 0 Graduate Degree Management 22518 S F $30,000.00 3 Partial College Clerical 13687 M M $40,000.00 1 Bachelors Skilled Manual 23571 M F $40,000.00 2 Bachelors Management 19305 S F $10,000.00 2 High School Manual 22636 S F $40,000.00 0 Bachelors Clerical 17310 M M $60,000.00 1 Partial College Skilled Manual 12133 M F $130,000.00 3 Partial College Professional 25918 S F $30,000.00 2 Partial College Clerical 25752 S F $20,000.00 2 Partial College Manual 17324 M F $100,000.00 4 Bachelors Professional 22918 S M $80,000.00 5 Graduate Degree Management 12510 M M $40,000.00 1 Bachelors Skilled Manual 25512 S M $20,000.00 0 High School Manual 16179 S F $80,000.00 5 Bachelors Professional 15628 M F $40,000.00 1 Bachelors Skilled Manual 20977 M M $20,000.00 1 Bachelors Clerical 18140 M M $130,000.00 3 Partial College Professional 20417 M M $30,000.00 3 Partial College Clerical 18267 M M $60,000.00 3 Bachelors Professional 13620 S M $70,000.00 0 Bachelors Professional 22974 M F $30,000.00 2 Partial College Clerical 13586 M M $80,000.00 4 Partial College Professional

28488 S M $20,000.00 0 Partial College Manual 21891 M F $110,000.00 0 High School Management 27814 S F $30,000.00 3 Partial College Clerical 22175 M F $30,000.00 3 High School Skilled Manual 29447 S F $10,000.00 2 Bachelors Clerical 19784 M F $80,000.00 2 High School Skilled Manual 27824 S F $30,000.00 3 Partial College Clerical 24093 S F $80,000.00 0 Graduate Degree Skilled Manual 19618 M M $70,000.00 5 Partial College Skilled Manual 21561 S M $90,000.00 0 Bachelors Professional 11061 M M $70,000.00 2 Partial College Skilled Manual 26651 S M $80,000.00 4 Graduate Degree Management 21108 M F $40,000.00 1 Bachelors Skilled Manual 12731 S M $30,000.00 0 High School Manual 25307 M F $40,000.00 1 Bachelors Skilled Manual 14278 M F $130,000.00 0 Graduate Degree Management 20711 M F $40,000.00 1 Bachelors Skilled Manual 11383 M F $30,000.00 3 Graduate Degree Clerical 12497 M F $40,000.00 1 Bachelors Skilled Manual 16559 S F $10,000.00 2 High School Manual 11585 M F $40,000.00 1 Bachelors Skilled Manual 20277 M F $30,000.00 2 Partial College Clerical 26765 S F $70,000.00 5 Partial College Skilled Manual 12389 S M $30,000.00 0 High School Manual 13585 M F $80,000.00 4 Partial College Professional 26385 S M $120,000.00 3 High School Professional 12236 M F $20,000.00 1 Partial College Manual 21560 M M $120,000.00 0 Partial High School Professional 21554 S F $80,000.00 0 Bachelors Professional 13662 S M $20,000.00 0 Partial High School Manual 13089 M F $120,000.00 1 Bachelors Management 14791 M F $40,000.00 0 Bachelors Clerical 19331 S M $20,000.00 2 High School Manual 17754 S F $30,000.00 3 Bachelors Clerical 11149 M M $40,000.00 2 Bachelors Management 16549 S F $30,000.00 3 Bachelors Clerical 24305 S M $100,000.00 1 Bachelors Management 18253 M F $80,000.00 5 Graduate Degree Management 20147 M F $30,000.00 1 Bachelors Clerical 15612 S M $30,000.00 0 High School Manual 28323 S M $70,000.00 0 Bachelors Professional 22634 S F $40,000.00 0 Graduate Degree Clerical 15665 M F $30,000.00 0 Bachelors Clerical 27585 M F $90,000.00 2 Bachelors Professional 19748 M M $20,000.00 4 High School Skilled Manual 21974 S F $70,000.00 0 Bachelors Professional 14032 M M $70,000.00 2 High School Skilled Manual 22610 M M $30,000.00 0 Bachelors Clerical

26984 M M $40,000.00 1 Bachelors Skilled Manual 18294 M F $90,000.00 1 Bachelors Professional 28564 S F $40,000.00 2 Partial College Clerical 28521 S M $40,000.00 0 Graduate Degree Clerical 15450 M M $10,000.00 1 Graduate Degree Clerical 25681 S F $30,000.00 0 Partial College Clerical 19491 S M $30,000.00 2 Partial College Clerical 26415 M F $90,000.00 4 Partial High School Skilled Manual 12821 M M $40,000.00 0 Bachelors Clerical 15629 S F $10,000.00 0 Partial High School Manual 27835 M M $20,000.00 0 Partial High School Manual 11738 M M $60,000.00 4 Bachelors Professional 25065 M M $70,000.00 2 Partial High School Skilled Manual 26238 S F $40,000.00 3 Partial College Clerical 23707 S M $70,000.00 5 Bachelors Management 27650 M M $70,000.00 4 High School Professional 24981 M M $60,000.00 2 Partial College Professional 20678 S F $60,000.00 3 Bachelors Skilled Manual 15302 S F $70,000.00 1 Graduate Degree Professional 26012 M M $80,000.00 1 Partial College Skilled Manual 26575 S F $40,000.00 0 High School Skilled Manual 15559 M M $60,000.00 5 Bachelors Professional 19235 M F $50,000.00 0 Graduate Degree Skilled Manual 15275 M M $40,000.00 0 Partial College Skilled Manual 20339 M F $130,000.00 1 Bachelors Management 25405 M M $70,000.00 2 Bachelors Skilled Manual 15940 M M $100,000.00 4 Partial College Professional 25074 M F $70,000.00 4 Bachelors Professional 24738 M F $40,000.00 1 Partial College Clerical 16337 M M $60,000.00 0 Partial College Skilled Manual 24357 M M $80,000.00 3 Bachelors Professional 18613 S M $70,000.00 0 Bachelors Professional 12207 S M $80,000.00 4 Bachelors Management 18052 M F $60,000.00 1 Partial College Skilled Manual 13353 S F $60,000.00 4 Graduate Degree Management 19399 S M $40,000.00 0 Bachelors Professional 16154 M F $70,000.00 5 Bachelors Professional 22219 M F $60,000.00 2 High School Professional 17269 S M $60,000.00 3 Bachelors Professional 23586 M F $80,000.00 0 Bachelors Management 15740 M M $80,000.00 5 Bachelors Management 27638 S M $100,000.00 1 Partial College Professional 18976 S M $40,000.00 4 High School Professional 19413 S M $60,000.00 3 Bachelors Professional 13283 M M $80,000.00 3 Partial College Professional 17471 S F $80,000.00 4 Graduate Degree Management 16791 S M $60,000.00 5 Bachelors Management 15382 M F $110,000.00 1 Bachelors Management

13388 S M $60,000.00 2 Partial College Professional 18752 S F $40,000.00 0 High School Skilled Manual 16917 M M $120,000.00 1 Bachelors Management 15313 M M $60,000.00 4 Bachelors Management 25329 S F $40,000.00 3 Partial College Clerical 20380 M F $60,000.00 3 Graduate Degree Management 23089 M M $40,000.00 0 Partial College Skilled Manual 13749 M M $80,000.00 4 Graduate Degree Skilled Manual 24943 M M $60,000.00 3 Bachelors Management 28667 S M $70,000.00 2 Bachelors Skilled Manual 15194 S M $120,000.00 2 Bachelors Management 17436 M M $60,000.00 2 High School Professional 18935 M F $130,000.00 0 Graduate Degree Management 16871 M F $90,000.00 2 High School Professional 12100 S M $60,000.00 2 Bachelors Management 23158 M F $60,000.00 1 Graduate Degree Professional 18545 M M $40,000.00 4 High School Professional 18391 S F $80,000.00 5 Partial College Professional 19812 S F $70,000.00 2 Partial College Professional 27660 M M $80,000.00 4 Graduate Degree Management 18058 S F $20,000.00 3 High School Skilled Manual 20343 M F $90,000.00 4 Partial College Professional 28997 S M $40,000.00 2 High School Professional 24398 M M $130,000.00 1 Graduate Degree Management 19002 M F $60,000.00 2 Partial College Professional 28609 M M $30,000.00 2 High School Skilled Manual 29231 S M $80,000.00 4 Partial College Professional 18858 S M $60,000.00 2 Partial High School Skilled Manual 20000 M M $60,000.00 1 Graduate Degree Professional 25261 M M $40,000.00 0 High School Skilled Manual 17458 S M $70,000.00 3 High School Professional 11644 S M $40,000.00 2 Bachelors Skilled Manual 16145 S F $70,000.00 5 Graduate Degree Professional 16890 M M $60,000.00 3 Partial High School Skilled Manual 25983 M M $70,000.00 0 Bachelors Professional 14633 M M $60,000.00 1 Partial College Skilled Manual 22994 M F $80,000.00 0 Bachelors Management 22983 S F $30,000.00 0 Partial High School Clerical 25184 S M $110,000.00 1 Partial College Professional 14469 M F $100,000.00 3 Partial College Professional 11538 S F $60,000.00 4 Graduate Degree Skilled Manual 16245 S F $80,000.00 4 Graduate Degree Skilled Manual 17858 M M $40,000.00 4 High School Skilled Manual 25347 S F $20,000.00 3 Partial High School Clerical 15814 S F $40,000.00 0 High School Skilled Manual 11259 M F $100,000.00 4 Partial College Professional 11200 M M $70,000.00 4 Bachelors Management 25101 M M $60,000.00 5 Bachelors Professional

21801 M F $70,000.00 4 Partial College Professional 25943 S F $70,000.00 0 Partial College Skilled Manual 22127 M M $60,000.00 3 Graduate Degree Management 20414 M F $60,000.00 0 Partial College Skilled Manual 23672 M F $60,000.00 3 Graduate Degree Management 29255 S M $80,000.00 3 Partial College Professional 28815 M F $50,000.00 1 Graduate Degree Skilled Manual 27753 M M $40,000.00 0 High School Skilled Manual 27643 S M $70,000.00 5 Partial College Professional 13754 S F $80,000.00 4 Graduate Degree Skilled Manual 22088 M F $130,000.00 1 Bachelors Management 27388 M M $60,000.00 3 Bachelors Management 24745 S F $30,000.00 2 High School Skilled Manual 29237 S F $120,000.00 4 Partial College Professional 15272 S M $40,000.00 0 High School Skilled Manual 18949 S M $70,000.00 0 Graduate Degree Management 14507 M M $100,000.00 2 Graduate Degree Management 25886 M F $60,000.00 2 Partial College Professional 21441 M M $50,000.00 4 Bachelors Management 21741 M F $70,000.00 3 Partial College Professional 14572 M F $70,000.00 3 Graduate Degree Professional 23368 M F $60,000.00 5 Bachelors Skilled Manual 16217 S F $60,000.00 0 Graduate Degree Skilled Manual 16247 S F $60,000.00 4 Graduate Degree Skilled Manual 22010 S M $40,000.00 0 High School Skilled Manual 25872 S F $70,000.00 2 Bachelors Management 19164 S F $70,000.00 0 Bachelors Professional 18435 S F $70,000.00 5 Graduate Degree Management 14284 S M $60,000.00 0 Partial College Professional 11287 M M $70,000.00 5 Partial College Professional 13066 S M $30,000.00 0 High School Skilled Manual 29106 S M $40,000.00 0 High School Skilled Manual 26236 M F $40,000.00 3 Partial College Clerical 17531 M M $60,000.00 2 High School Professional 12964 M M $70,000.00 1 Partial College Skilled Manual 19133 S M $50,000.00 2 Bachelors Skilled Manual 24643 S F $60,000.00 4 Bachelors Management 21599 M F $60,000.00 1 Graduate Degree Professional 22976 S M $40,000.00 0 High School Skilled Manual 27637 S F $100,000.00 1 Partial College Professional 11890 M F $70,000.00 5 Graduate Degree Professional 28580 M F $80,000.00 0 Graduate Degree Skilled Manual 14443 M M $130,000.00 1 Graduate Degree Management 17864 M F $60,000.00 1 Partial College Skilled Manual 20505 M F $40,000.00 5 High School Professional 14592 M F $60,000.00 0 Graduate Degree Professional 22227 M F $60,000.00 2 High School Professional 21471 M M $70,000.00 2 Partial College Professional

26341 M F $70,000.00 5 Graduate Degree Professional 24958 S F $40,000.00 5 High School Professional 13287 S M $110,000.00 4 Bachelors Management 14493 S F $70,000.00 3 Graduate Degree Management 26678 S F $80,000.00 2 Partial High School Skilled Manual 23275 M M $30,000.00 2 High School Skilled Manual 11270 M M $130,000.00 2 Graduate Degree Management 20084 M M $20,000.00 2 High School Manual 16144 M M $70,000.00 1 Graduate Degree Professional 27731 M M $40,000.00 0 High School Skilled Manual 11886 M F $60,000.00 3 Bachelors Professional 24324 S F $60,000.00 4 Bachelors Skilled Manual 22220 M M $60,000.00 2 High School Professional 26625 S F $60,000.00 0 Graduate Degree Professional 23027 S M $130,000.00 1 Bachelors Management 16867 S F $130,000.00 1 Bachelors Management 14514 S F $30,000.00 0 Partial College Skilled Manual 19634 M M $40,000.00 0 High School Skilled Manual 18504 M M $70,000.00 2 Partial High School Skilled Manual 28799 S F $40,000.00 2 Partial College Clerical 11225 M F $60,000.00 2 Partial College Professional 17657 M M $40,000.00 4 Partial College Clerical 14913 M F $40,000.00 1 Partial College Clerical 14077 S M $30,000.00 0 High School Skilled Manual 13296 M M $110,000.00 1 Bachelors Management 20535 M F $70,000.00 4 Partial College Professional 12452 M M $60,000.00 4 Graduate Degree Skilled Manual 28043 M F $60,000.00 2 Bachelors Management 12957 S F $70,000.00 1 Bachelors Professional 15412 M M $130,000.00 2 Graduate Degree Management 20514 M F $70,000.00 2 Partial College Professional 20758 M M $30,000.00 2 High School Skilled Manual 11801 M M $60,000.00 1 Graduate Degree Professional 22211 M M $60,000.00 0 Partial College Professional 28087 S F $40,000.00 0 Partial College Skilled Manual 23668 M F $40,000.00 4 High School Professional 27441 M M $60,000.00 3 High School Professional 27261 M M $40,000.00 1 Bachelors Skilled Manual 18649 S M $30,000.00 1 High School Clerical 21714 S F $80,000.00 5 Graduate Degree Skilled Manual 23217 S F $60,000.00 3 Graduate Degree Professional 23797 S M $20,000.00 3 Partial High School Clerical 13216 M F $60,000.00 5 Bachelors Management 20657 S M $50,000.00 2 Bachelors Skilled Manual 12882 M M $50,000.00 1 Graduate Degree Skilled Manual 25908 M F $60,000.00 0 Partial College Skilled Manual 16753 S F $70,000.00 0 Partial College Skilled Manual 14608 M M $50,000.00 4 Bachelors Skilled Manual

24979 M F $60,000.00 2 Partial College Professional 13313 M F $120,000.00 1 High School Professional 18952 M F $100,000.00 4 Bachelors Management 17699 M M $60,000.00 1 Graduate Degree Skilled Manual 14657 M M $80,000.00 1 Partial College Skilled Manual 11540 S M $60,000.00 4 Graduate Degree Skilled Manual 11783 M F $60,000.00 1 Graduate Degree Skilled Manual 14602 M F $80,000.00 3 Graduate Degree Professional 29030 M M $70,000.00 2 Partial High School Skilled Manual 26490 S M $70,000.00 2 Bachelors Management 13151 S M $40,000.00 0 High School Skilled Manual 17260 M M $90,000.00 5 Partial College Professional 15372 M M $80,000.00 3 Partial College Professional 18105 M F $60,000.00 2 Partial College Professional 19660 M M $80,000.00 4 Bachelors Management 16112 S M $70,000.00 4 Bachelors Professional 20698 M M $60,000.00 4 Bachelors Skilled Manual 20076 S F $10,000.00 2 High School Manual 24496 S F $40,000.00 0 High School Skilled Manual 15468 M F $50,000.00 1 Bachelors Skilled Manual 28031 S F $70,000.00 2 Bachelors Management 26270 S F $20,000.00 2 Partial High School Clerical 22221 M M $60,000.00 2 High School Professional 28228 S F $80,000.00 2 Partial High School Skilled Manual 18363 M M $40,000.00 0 High School Skilled Manual 23256 S M $30,000.00 1 High School Clerical 12768 M M $30,000.00 1 High School Clerical 20361 M M $50,000.00 2 Graduate Degree Management 21306 S M $60,000.00 2 High School Professional 13382 M M $70,000.00 5 Partial College Professional 20310 S M $60,000.00 0 Partial College Skilled Manual 22971 S F $30,000.00 0 High School Skilled Manual 15287 S F $50,000.00 1 Graduate Degree Skilled Manual 15532 S M $60,000.00 4 Bachelors Professional 11255 M M $70,000.00 4 Graduate Degree Management 28090 M M $40,000.00 0 Partial College Skilled Manual 15255 M M $40,000.00 0 High School Skilled Manual 13154 M M $40,000.00 0 High School Skilled Manual 26778 S F $40,000.00 0 High School Skilled Manual 23248 M F $10,000.00 2 High School Manual 21417 S F $60,000.00 0 Partial College Professional 17668 S M $30,000.00 2 High School Skilled Manual 27994 M F $40,000.00 4 High School Professional 20376 S F $70,000.00 3 Graduate Degree Management 25954 M M $60,000.00 0 Partial College Skilled Manual 15749 S F $70,000.00 4 Bachelors Management 25899 M F $70,000.00 2 High School Professional 13351 S F $70,000.00 4 Bachelors Management

18783 S M $80,000.00 0 Bachelors Management 25041 S M $40,000.00 0 High School Skilled Manual 22046 S F $80,000.00 0 Bachelors Management 28052 M M $60,000.00 2 High School Professional 26693 M M $70,000.00 3 Partial College Professional 24955 S M $30,000.00 5 Partial High School Skilled Manual 26065 S F $110,000.00 3 Bachelors Management 13942 M M $60,000.00 1 Partial College Skilled Manual 11219 M M $60,000.00 2 High School Professional 22118 S F $70,000.00 3 Graduate Degree Management 23197 M M $50,000.00 3 Bachelors Skilled Manual 14883 M F $30,000.00 1 Bachelors Skilled Manual 27279 S F $70,000.00 2 Bachelors Skilled Manual 18322 S M $30,000.00 0 Partial High School Clerical 15879 M M $70,000.00 5 Bachelors Management 28278 M M $50,000.00 2 Graduate Degree Management 24416 M M $90,000.00 4 High School Professional 28066 M M $80,000.00 2 Graduate Degree Professional 11275 M F $80,000.00 4 Graduate Degree Management 14872 M M $30,000.00 0 Graduate Degree Skilled Manual 16151 M F $60,000.00 1 Bachelors Professional 19731 M M $80,000.00 4 Graduate Degree Management 23801 M F $20,000.00 2 Partial High School Clerical 11807 M M $70,000.00 3 Graduate Degree Professional 11622 M M $50,000.00 0 Graduate Degree Skilled Manual 26597 S F $60,000.00 4 Bachelors Skilled Manual 27074 M F $70,000.00 1 Graduate Degree Skilled Manual 19228 M F $40,000.00 2 Partial College Clerical 13415 S M $100,000.00 1 Graduate Degree Management 17000 S F $70,000.00 4 Bachelors Skilled Manual 14569 M M $60,000.00 1 Graduate Degree Professional 13873 M M $70,000.00 3 Graduate Degree Professional 20401 M F $50,000.00 4 Bachelors Management 21583 M F $50,000.00 1 Bachelors Skilled Manual 12029 M M $30,000.00 0 Partial High School Clerical 18066 S M $70,000.00 5 Bachelors Management 28192 M F $70,000.00 5 Graduate Degree Professional 16122 M M $40,000.00 4 High School Skilled Manual 18607 S F $60,000.00 4 Bachelors Skilled Manual 28858 S M $80,000.00 3 Bachelors Skilled Manual 14432 S M $90,000.00 4 Graduate Degree Management 26305 S F $60,000.00 2 Bachelors Skilled Manual 22050 S M $90,000.00 4 Bachelors Management 25394 M M $60,000.00 1 Graduate Degree Professional 19747 M M $50,000.00 4 Bachelors Management 23195 S M $50,000.00 3 Bachelors Skilled Manual 21695 M M $60,000.00 0 Graduate Degree Skilled Manual 13934 M M $40,000.00 4 High School Skilled Manual

13337 M F $80,000.00 5 Bachelors Management 27190 M F $40,000.00 3 Partial College Clerical 28657 S M $60,000.00 2 Bachelors Skilled Manual 21713 S M $80,000.00 5 Graduate Degree Skilled Manual 21752 M M $60,000.00 3 Graduate Degree Management 27273 S M $70,000.00 3 Graduate Degree Professional 22719 S M $110,000.00 3 Bachelors Management 22042 M F $70,000.00 0 Partial College Skilled Manual 21451 M F $40,000.00 4 High School Professional 20754 M M $30,000.00 2 High School Skilled Manual 12153 S F $70,000.00 3 Partial College Professional 16895 M F $40,000.00 3 Partial College Professional 26728 S M $70,000.00 3 Graduate Degree Management 11090 S M $90,000.00 2 Partial College Professional 15862 S F $50,000.00 0 Graduate Degree Skilled Manual 26495 S F $40,000.00 2 High School Professional 11823 M F $70,000.00 0 Graduate Degree Professional 23449 M M $60,000.00 2 High School Professional 23459 M M $60,000.00 2 High School Professional 19543 M M $70,000.00 5 Graduate Degree Professional 14914 M F $40,000.00 1 Partial College Clerical 12033 S F $40,000.00 0 High School Skilled Manual 11941 S M $60,000.00 0 Partial College Skilled Manual 14389 M M $60,000.00 2 Bachelors Management 18050 M F $60,000.00 1 Partial College Skilled Manual 19856 M F $60,000.00 4 Bachelors Management 11663 M M $70,000.00 4 Graduate Degree Professional 27740 M F $40,000.00 0 High School Skilled Manual 23455 S M $80,000.00 2 Partial High School Skilled Manual 15292 S F $60,000.00 1 Graduate Degree Skilled Manual 21587 M F $60,000.00 1 Graduate Degree Skilled Manual 23513 M F $40,000.00 3 Partial College Professional 24322 M F $60,000.00 4 Bachelors Skilled Manual 26298 M F $50,000.00 1 Bachelors Skilled Manual 25419 S M $50,000.00 2 Bachelors Skilled Manual 13343 M F $90,000.00 5 Bachelors Management 11303 S F $90,000.00 4 High School Professional 21693 S F $60,000.00 0 Graduate Degree Skilled Manual 28056 M M $70,000.00 2 Partial High School Skilled Manual 11788 S F $70,000.00 1 Graduate Degree Professional 22296 M M $70,000.00 0 Bachelors Professional 15319 M F $70,000.00 4 Bachelors Management 17654 S F $40,000.00 3 Partial College Clerical 14662 M M $60,000.00 1 Bachelors Professional 17541 M F $40,000.00 4 High School Skilled Manual 13886 M F $70,000.00 4 Graduate Degree Professional 13073 M F $60,000.00 0 Partial College Professional 21940 M M $90,000.00 5 Graduate Degree Professional