After reading in data, view file
str(csvdata2)
## 'data.frame': 101 obs. of 49 variables:
## $ ï..Occupation : chr "....Total" "Management, science, and arts occupations" "..Management, business, and financial operations occupations" "..Management occupations" ...
## $ Total.with.Earnings : chr "79,440" "34,830" "12,376" "7,821" ...
## $ X.1.to..2.499.or.loss: chr "3,324" "812" "173" "133" ...
## $ X.2.500.to..4.999 : chr "2,752" "527" "121" "70" ...
## $ X.5.000.to..7.499 : chr "2,918" "709" "186" "124" ...
## $ X.7.500.to..9.999 : chr "2,068" "473" "113" "86" ...
## $ X.10.000.to..12.499 : chr "3,730" "789" "190" "124" ...
## $ X.12.500.to..14.999 : chr "1,713" "375" "90" "45" ...
## $ X.15.000.to..17.499 : chr "3,401" "800" "188" "143" ...
## $ X.17.500.to..19.999 : chr "2,394" "636" "145" "116" ...
## $ X.20.000.to..22.499 : chr "4,357" "1,007" "293" "197" ...
## $ X.22.500.to..24.999 : chr "2,312" "614" "182" "93" ...
## $ X.25.000.to..27.499 : chr "4,074" "1,110" "283" "162" ...
## $ X.27.500.to..29.999 : chr "1,748" "486" "114" "68" ...
## $ X.30.000.to..32.499 : chr "4,852" "1,466" "463" "260" ...
## $ X.32.500.to..34.999 : chr "1,244" "389" "142" "75" ...
## $ X.35.000.to..37.499 : chr "3,638" "1,334" "432" "249" ...
## $ X.37.500.to..39.999 : chr "1,374" "616" "244" "152" ...
## $ X.40.000.to..42.499 : chr "3,642" "1,812" "655" "409" ...
## $ X.42.500.to..44.999 : int 937 477 146 99 8 0 92 47 23 24 ...
## $ X.45.000.to..47.499 : chr "2,643" "1,428" "526" "332" ...
## $ X.47.500.to..49.999 : chr "1,185" "641" "193" "81" ...
## $ X.50.000.to..52.499 : chr "3,487" "2,214" "793" "496" ...
## $ X.52.500.to..54.999 : int 786 488 156 86 4 0 82 70 32 38 ...
## $ X.55.000.to..57.499 : chr "1,803" "1,123" "394" "201" ...
## $ X.57.500.to..59.999 : int 601 387 153 88 22 0 65 65 32 33 ...
## $ X.60.000.to..62.499 : chr "2,575" "1,702" "633" "372" ...
## $ X.62.500.to..64.999 : int 517 349 120 88 1 0 87 32 7 25 ...
## $ X.65.000.to..67.499 : chr "1,381" "1,002" "436" "228" ...
## $ X.67.500.to..69.999 : int 463 292 113 55 0 0 55 58 24 34 ...
## $ X.70.000.to..72.499 : chr "1,543" "1,115" "437" "262" ...
## $ X.72.500.to..74.999 : int 321 251 100 55 1 0 54 45 18 27 ...
## $ X.75.000.to..77.499 : chr "1,210" "950" "403" "210" ...
## $ X.77.500.to..79.999 : int 359 293 112 52 4 0 48 60 39 20 ...
## $ X.80.000.to..82.499 : chr "1,254" "971" "408" "230" ...
## $ X.82.500.to..84.999 : int 251 207 76 48 11 0 37 28 25 3 ...
## $ X.85.000.to..87.499 : int 756 624 274 192 6 0 186 83 40 43 ...
## $ X.87.500.to..89.999 : int 175 122 33 22 0 0 22 11 8 3 ...
## $ X.90.000.to..92.499 : int 770 623 206 133 3 0 130 73 49 24 ...
## $ X.92.500.to..94.999 : int 204 148 68 56 8 0 48 12 8 4 ...
## $ X.95.000.to..97.499 : int 436 352 136 94 3 0 91 42 19 22 ...
## $ X.97.500.to..99.999 : int 156 117 45 32 3 0 28 13 0 13 ...
## $ X.100.000.and.over : chr "6,086" "5,000" "2,405" "1,806" ...
## $ Median.earnings : chr "32,654" "51,033" "57,292" "60,153" ...
## $ Median.earnings.1 : chr "420" "159" "860" "993" ...
## $ Mean.earnings : chr "44,594" "62,071" "70,552" "74,345" ...
## $ Mean.earnings.1 : chr "338" "603" "1,030" "1,291" ...
## $ Gini.ratio : chr "0.472" "0.414" "0.391" "0.407" ...
## $ Gini.ratio.1 : chr "0.0032" "0.004" "0.0059" "0.0072" ...
raw.tablefemale <- data.frame(csvdata2)
names(raw.tablefemale)[1]<-"Occupation"
str(raw.tablefemale)
## 'data.frame': 101 obs. of 49 variables:
## $ Occupation : chr "....Total" "Management, science, and arts occupations" "..Management, business, and financial operations occupations" "..Management occupations" ...
## $ Total.with.Earnings : chr "79,440" "34,830" "12,376" "7,821" ...
## $ X.1.to..2.499.or.loss: chr "3,324" "812" "173" "133" ...
## $ X.2.500.to..4.999 : chr "2,752" "527" "121" "70" ...
## $ X.5.000.to..7.499 : chr "2,918" "709" "186" "124" ...
## $ X.7.500.to..9.999 : chr "2,068" "473" "113" "86" ...
## $ X.10.000.to..12.499 : chr "3,730" "789" "190" "124" ...
## $ X.12.500.to..14.999 : chr "1,713" "375" "90" "45" ...
## $ X.15.000.to..17.499 : chr "3,401" "800" "188" "143" ...
## $ X.17.500.to..19.999 : chr "2,394" "636" "145" "116" ...
## $ X.20.000.to..22.499 : chr "4,357" "1,007" "293" "197" ...
## $ X.22.500.to..24.999 : chr "2,312" "614" "182" "93" ...
## $ X.25.000.to..27.499 : chr "4,074" "1,110" "283" "162" ...
## $ X.27.500.to..29.999 : chr "1,748" "486" "114" "68" ...
## $ X.30.000.to..32.499 : chr "4,852" "1,466" "463" "260" ...
## $ X.32.500.to..34.999 : chr "1,244" "389" "142" "75" ...
## $ X.35.000.to..37.499 : chr "3,638" "1,334" "432" "249" ...
## $ X.37.500.to..39.999 : chr "1,374" "616" "244" "152" ...
## $ X.40.000.to..42.499 : chr "3,642" "1,812" "655" "409" ...
## $ X.42.500.to..44.999 : int 937 477 146 99 8 0 92 47 23 24 ...
## $ X.45.000.to..47.499 : chr "2,643" "1,428" "526" "332" ...
## $ X.47.500.to..49.999 : chr "1,185" "641" "193" "81" ...
## $ X.50.000.to..52.499 : chr "3,487" "2,214" "793" "496" ...
## $ X.52.500.to..54.999 : int 786 488 156 86 4 0 82 70 32 38 ...
## $ X.55.000.to..57.499 : chr "1,803" "1,123" "394" "201" ...
## $ X.57.500.to..59.999 : int 601 387 153 88 22 0 65 65 32 33 ...
## $ X.60.000.to..62.499 : chr "2,575" "1,702" "633" "372" ...
## $ X.62.500.to..64.999 : int 517 349 120 88 1 0 87 32 7 25 ...
## $ X.65.000.to..67.499 : chr "1,381" "1,002" "436" "228" ...
## $ X.67.500.to..69.999 : int 463 292 113 55 0 0 55 58 24 34 ...
## $ X.70.000.to..72.499 : chr "1,543" "1,115" "437" "262" ...
## $ X.72.500.to..74.999 : int 321 251 100 55 1 0 54 45 18 27 ...
## $ X.75.000.to..77.499 : chr "1,210" "950" "403" "210" ...
## $ X.77.500.to..79.999 : int 359 293 112 52 4 0 48 60 39 20 ...
## $ X.80.000.to..82.499 : chr "1,254" "971" "408" "230" ...
## $ X.82.500.to..84.999 : int 251 207 76 48 11 0 37 28 25 3 ...
## $ X.85.000.to..87.499 : int 756 624 274 192 6 0 186 83 40 43 ...
## $ X.87.500.to..89.999 : int 175 122 33 22 0 0 22 11 8 3 ...
## $ X.90.000.to..92.499 : int 770 623 206 133 3 0 130 73 49 24 ...
## $ X.92.500.to..94.999 : int 204 148 68 56 8 0 48 12 8 4 ...
## $ X.95.000.to..97.499 : int 436 352 136 94 3 0 91 42 19 22 ...
## $ X.97.500.to..99.999 : int 156 117 45 32 3 0 28 13 0 13 ...
## $ X.100.000.and.over : chr "6,086" "5,000" "2,405" "1,806" ...
## $ Median.earnings : chr "32,654" "51,033" "57,292" "60,153" ...
## $ Median.earnings.1 : chr "420" "159" "860" "993" ...
## $ Mean.earnings : chr "44,594" "62,071" "70,552" "74,345" ...
## $ Mean.earnings.1 : chr "338" "603" "1,030" "1,291" ...
## $ Gini.ratio : chr "0.472" "0.414" "0.391" "0.407" ...
## $ Gini.ratio.1 : chr "0.0032" "0.004" "0.0059" "0.0072" ...
tidy data and rename columns
raw.tablefemale1 <- raw.tablefemale %>%
mutate(Occupation = gsub("[[:punct:]]", "", Occupation))
raw.tablefemale2 <- raw.tablefemale1 %>%
mutate(Occupation = gsub("[^a-zA-Z]","", Occupation))
raw.tablefemale2 %>% kable() %>% kable_styling()
|
Occupation
|
Total.with.Earnings
|
X.1.to..2.499.or.loss
|
X.2.500.to..4.999
|
X.5.000.to..7.499
|
X.7.500.to..9.999
|
X.10.000.to..12.499
|
X.12.500.to..14.999
|
X.15.000.to..17.499
|
X.17.500.to..19.999
|
X.20.000.to..22.499
|
X.22.500.to..24.999
|
X.25.000.to..27.499
|
X.27.500.to..29.999
|
X.30.000.to..32.499
|
X.32.500.to..34.999
|
X.35.000.to..37.499
|
X.37.500.to..39.999
|
X.40.000.to..42.499
|
X.42.500.to..44.999
|
X.45.000.to..47.499
|
X.47.500.to..49.999
|
X.50.000.to..52.499
|
X.52.500.to..54.999
|
X.55.000.to..57.499
|
X.57.500.to..59.999
|
X.60.000.to..62.499
|
X.62.500.to..64.999
|
X.65.000.to..67.499
|
X.67.500.to..69.999
|
X.70.000.to..72.499
|
X.72.500.to..74.999
|
X.75.000.to..77.499
|
X.77.500.to..79.999
|
X.80.000.to..82.499
|
X.82.500.to..84.999
|
X.85.000.to..87.499
|
X.87.500.to..89.999
|
X.90.000.to..92.499
|
X.92.500.to..94.999
|
X.95.000.to..97.499
|
X.97.500.to..99.999
|
X.100.000.and.over
|
Median.earnings
|
Median.earnings.1
|
Mean.earnings
|
Mean.earnings.1
|
Gini.ratio
|
Gini.ratio.1
|
|
Total
|
79,440
|
3,324
|
2,752
|
2,918
|
2,068
|
3,730
|
1,713
|
3,401
|
2,394
|
4,357
|
2,312
|
4,074
|
1,748
|
4,852
|
1,244
|
3,638
|
1,374
|
3,642
|
937
|
2,643
|
1,185
|
3,487
|
786
|
1,803
|
601
|
2,575
|
517
|
1,381
|
463
|
1,543
|
321
|
1,210
|
359
|
1,254
|
251
|
756
|
175
|
770
|
204
|
436
|
156
|
6,086
|
32,654
|
420
|
44,594
|
338
|
0.472
|
0.0032
|
|
Managementscienceandartsoccupations
|
34,830
|
812
|
527
|
709
|
473
|
789
|
375
|
800
|
636
|
1,007
|
614
|
1,110
|
486
|
1,466
|
389
|
1,334
|
616
|
1,812
|
477
|
1,428
|
641
|
2,214
|
488
|
1,123
|
387
|
1,702
|
349
|
1,002
|
292
|
1,115
|
251
|
950
|
293
|
971
|
207
|
624
|
122
|
623
|
148
|
352
|
117
|
5,000
|
51,033
|
159
|
62,071
|
603
|
0.414
|
0.004
|
|
Managementbusinessandfinancialoperationsoccupations
|
12,376
|
173
|
121
|
186
|
113
|
190
|
90
|
188
|
145
|
293
|
182
|
283
|
114
|
463
|
142
|
432
|
244
|
655
|
146
|
526
|
193
|
793
|
156
|
394
|
153
|
633
|
120
|
436
|
113
|
437
|
100
|
403
|
112
|
408
|
76
|
274
|
33
|
206
|
68
|
136
|
45
|
2,405
|
57,292
|
860
|
70,552
|
1,030
|
0.391
|
0.0059
|
|
Managementoccupations
|
7,821
|
133
|
70
|
124
|
86
|
124
|
45
|
143
|
116
|
197
|
93
|
162
|
68
|
260
|
75
|
249
|
152
|
409
|
99
|
332
|
81
|
496
|
86
|
201
|
88
|
372
|
88
|
228
|
55
|
262
|
55
|
210
|
52
|
230
|
48
|
192
|
22
|
133
|
56
|
94
|
32
|
1,806
|
60,153
|
993
|
74,345
|
1,291
|
0.407
|
0.0072
|
|
ChiefExecutivesGeneralandOperationsManagers
|
781
|
8
|
6
|
13
|
3
|
2
|
0
|
18
|
2
|
16
|
3
|
21
|
1
|
18
|
3
|
10
|
7
|
51
|
8
|
22
|
4
|
26
|
4
|
15
|
22
|
20
|
1
|
24
|
0
|
23
|
1
|
16
|
4
|
9
|
11
|
6
|
0
|
3
|
8
|
3
|
3
|
366
|
84,746
|
11,184
|
116,422
|
6,200
|
0.447
|
0.0182
|
|
Legislators
|
24
|
4
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
4
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
15
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
AllotherManagers
|
7,017
|
121
|
65
|
111
|
84
|
121
|
45
|
125
|
114
|
177
|
90
|
141
|
67
|
242
|
72
|
239
|
145
|
358
|
92
|
311
|
77
|
470
|
82
|
186
|
65
|
352
|
87
|
204
|
55
|
223
|
54
|
194
|
48
|
221
|
37
|
186
|
22
|
130
|
48
|
91
|
28
|
1,440
|
57,188
|
1,430
|
69,750
|
1,186
|
0.389
|
0.0074
|
|
Businessandfinancialoperationsoccupations
|
4,555
|
41
|
51
|
61
|
27
|
66
|
45
|
45
|
29
|
96
|
89
|
121
|
45
|
203
|
67
|
183
|
92
|
246
|
47
|
194
|
112
|
297
|
70
|
193
|
65
|
261
|
32
|
208
|
58
|
175
|
45
|
193
|
60
|
178
|
28
|
83
|
11
|
73
|
12
|
42
|
13
|
599
|
55,648
|
698
|
64,038
|
1,328
|
0.351
|
0.0096
|
|
BusinessOperationsSpecialists
|
2,510
|
29
|
39
|
41
|
21
|
25
|
27
|
14
|
25
|
46
|
69
|
65
|
28
|
140
|
39
|
107
|
40
|
131
|
23
|
109
|
72
|
122
|
32
|
90
|
32
|
125
|
7
|
99
|
24
|
107
|
18
|
116
|
39
|
90
|
25
|
40
|
8
|
49
|
8
|
19
|
0
|
370
|
55,259
|
1,710
|
65,603
|
1,963
|
0.38
|
0.0144
|
|
FinancialSpecialists
|
2,044
|
12
|
11
|
20
|
5
|
42
|
18
|
31
|
4
|
49
|
21
|
56
|
17
|
63
|
29
|
75
|
52
|
115
|
24
|
85
|
40
|
176
|
38
|
103
|
33
|
136
|
25
|
109
|
34
|
68
|
27
|
77
|
20
|
88
|
3
|
43
|
3
|
24
|
4
|
22
|
13
|
228
|
55,986
|
777
|
62,117
|
1,482
|
0.313
|
0.0115
|
|
Professionalandrelatedoccupations
|
22,454
|
639
|
406
|
524
|
360
|
599
|
285
|
612
|
491
|
714
|
432
|
827
|
372
|
1,003
|
247
|
902
|
372
|
1,157
|
331
|
902
|
449
|
1,420
|
332
|
729
|
234
|
1,069
|
229
|
566
|
179
|
678
|
151
|
547
|
182
|
563
|
132
|
350
|
90
|
417
|
80
|
216
|
72
|
2,596
|
47,797
|
596
|
57,397
|
724
|
0.422
|
0.0056
|
|
Computerandmathematicaloccupations
|
1,362
|
15
|
10
|
14
|
5
|
23
|
0
|
8
|
0
|
12
|
6
|
57
|
13
|
25
|
18
|
31
|
8
|
33
|
17
|
29
|
23
|
76
|
19
|
31
|
9
|
80
|
28
|
58
|
10
|
50
|
17
|
38
|
26
|
74
|
20
|
58
|
11
|
26
|
16
|
25
|
12
|
331
|
71,204
|
2,093
|
76,283
|
2,489
|
0.314
|
0.0193
|
|
Computerscientistsanalystsprogrammersengineersandadministrators
|
1,234
|
15
|
10
|
14
|
5
|
15
|
0
|
8
|
0
|
12
|
6
|
57
|
13
|
25
|
18
|
30
|
5
|
31
|
17
|
22
|
16
|
69
|
19
|
31
|
8
|
77
|
25
|
56
|
10
|
40
|
17
|
33
|
24
|
68
|
20
|
54
|
11
|
24
|
15
|
20
|
10
|
283
|
70,115
|
3,324
|
75,385
|
2,633
|
0.318
|
0.0206
|
|
Actuaries
|
9
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
4
|
0
|
0
|
0
|
0
|
2
|
1
|
0
|
2
|
|
|
|
|
|
|
|
Mathematiciansstatisticiansoperationsresearchandothermathoccupations
|
119
|
0
|
0
|
0
|
0
|
8
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
1
|
3
|
2
|
0
|
7
|
7
|
7
|
0
|
0
|
0
|
2
|
2
|
2
|
0
|
10
|
0
|
6
|
1
|
2
|
0
|
4
|
0
|
2
|
0
|
4
|
2
|
45
|
80,688
|
11,710
|
84,371
|
6,708
|
0.275
|
0.0328
|
|
Architectureandengineeringoccupations
|
523
|
2
|
6
|
11
|
4
|
8
|
6
|
10
|
5
|
6
|
1
|
5
|
2
|
10
|
11
|
24
|
10
|
11
|
6
|
3
|
0
|
22
|
9
|
9
|
11
|
33
|
13
|
20
|
0
|
25
|
7
|
32
|
6
|
28
|
0
|
21
|
2
|
23
|
2
|
12
|
0
|
109
|
70,502
|
4,278
|
73,596
|
3,196
|
0.332
|
0.0223
|
|
Architectsexceptnaval
|
57
|
0
|
2
|
0
|
0
|
1
|
4
|
1
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
9
|
0
|
0
|
0
|
11
|
0
|
1
|
0
|
6
|
4
|
0
|
0
|
10
|
0
|
0
|
0
|
4
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
SurveyorsCartographersandphonogrammetrists
|
7
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
3
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
4
|
0
|
0
|
|
|
|
|
|
|
|
Engineers
|
320
|
0
|
0
|
11
|
4
|
4
|
3
|
5
|
2
|
2
|
0
|
1
|
0
|
4
|
6
|
0
|
4
|
3
|
0
|
3
|
0
|
9
|
9
|
6
|
8
|
13
|
13
|
5
|
0
|
11
|
1
|
27
|
0
|
17
|
0
|
21
|
2
|
18
|
2
|
8
|
0
|
101
|
81,366
|
4,585
|
86,514
|
4,760
|
0.306
|
0.0293
|
|
DraftersEngineeringtechniciansandSurveyingandmappingtechnicians
|
139
|
2
|
4
|
1
|
0
|
3
|
0
|
5
|
2
|
5
|
1
|
3
|
2
|
6
|
5
|
24
|
4
|
8
|
6
|
0
|
0
|
3
|
0
|
2
|
3
|
6
|
0
|
13
|
0
|
8
|
2
|
5
|
6
|
2
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
7
|
41,146
|
4,182
|
49,960
|
4,305
|
0.332
|
0.0423
|
|
Lifephysicalandsocialscienceoccupations
|
813
|
10
|
5
|
11
|
6
|
18
|
14
|
9
|
6
|
22
|
12
|
17
|
19
|
28
|
9
|
26
|
9
|
51
|
20
|
36
|
12
|
75
|
10
|
13
|
4
|
35
|
3
|
27
|
3
|
25
|
5
|
34
|
0
|
32
|
9
|
34
|
3
|
7
|
4
|
5
|
0
|
145
|
52,262
|
2,272
|
65,565
|
2,542
|
0.364
|
0.0167
|
|
AstronomersandPhysicists
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
2
|
|
|
|
|
|
|
|
Economists
|
16
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
3
|
0
|
0
|
0
|
0
|
1
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
3
|
0
|
0
|
0
|
0
|
0
|
3
|
0
|
6
|
|
|
|
|
|
|
|
PsychologistsandSociologists
|
206
|
2
|
0
|
0
|
3
|
0
|
3
|
2
|
0
|
1
|
0
|
5
|
9
|
9
|
0
|
13
|
0
|
10
|
2
|
13
|
4
|
2
|
2
|
6
|
0
|
9
|
2
|
9
|
2
|
0
|
0
|
17
|
0
|
15
|
9
|
10
|
3
|
3
|
0
|
2
|
0
|
37
|
66,465
|
8,020
|
71,605
|
4,960
|
0.324
|
0.0306
|
|
Allotherscientists
|
449
|
3
|
0
|
6
|
2
|
9
|
11
|
3
|
5
|
13
|
3
|
10
|
9
|
14
|
5
|
2
|
5
|
31
|
15
|
19
|
6
|
50
|
6
|
4
|
4
|
23
|
1
|
11
|
1
|
15
|
5
|
12
|
0
|
14
|
0
|
20
|
0
|
4
|
4
|
1
|
0
|
99
|
53,372
|
5,435
|
69,723
|
3,560
|
0.365
|
0.0201
|
|
Sciencetechnicians
|
140
|
5
|
4
|
5
|
0
|
9
|
0
|
4
|
0
|
8
|
9
|
2
|
2
|
6
|
4
|
10
|
4
|
6
|
4
|
3
|
2
|
22
|
1
|
3
|
0
|
2
|
0
|
6
|
0
|
10
|
0
|
4
|
0
|
0
|
0
|
3
|
0
|
0
|
0
|
0
|
0
|
0
|
38,945
|
4,934
|
38,617
|
3,518
|
0.321
|
0.0455
|
|
Communityandsocialservicesoccupations
|
1,959
|
52
|
33
|
16
|
29
|
57
|
19
|
48
|
46
|
69
|
58
|
80
|
32
|
124
|
44
|
132
|
49
|
162
|
59
|
83
|
63
|
130
|
44
|
54
|
19
|
105
|
19
|
50
|
30
|
67
|
6
|
28
|
18
|
18
|
9
|
0
|
5
|
31
|
4
|
9
|
2
|
58
|
41,424
|
494
|
44,543
|
1,194
|
0.327
|
0.0137
|
|
Legaloccupations
|
902
|
5
|
3
|
12
|
7
|
5
|
9
|
15
|
21
|
18
|
15
|
25
|
8
|
33
|
21
|
32
|
9
|
61
|
0
|
23
|
7
|
64
|
12
|
24
|
0
|
43
|
14
|
22
|
8
|
47
|
3
|
32
|
3
|
28
|
5
|
13
|
3
|
6
|
0
|
0
|
0
|
247
|
61,338
|
2,056
|
96,760
|
8,494
|
0.503
|
0.0336
|
|
LawyersJudgesandMagistrates
|
373
|
0
|
0
|
0
|
0
|
0
|
5
|
0
|
6
|
5
|
4
|
7
|
0
|
0
|
2
|
6
|
2
|
25
|
0
|
5
|
0
|
5
|
5
|
4
|
0
|
11
|
3
|
3
|
2
|
32
|
3
|
9
|
0
|
10
|
0
|
10
|
1
|
6
|
0
|
0
|
0
|
203
|
106,550
|
7,688
|
150,715
|
16,015
|
0.463
|
0.039
|
|
ParalegalsLegalassistantsandLegalsupportworkers
|
529
|
5
|
3
|
12
|
7
|
5
|
4
|
14
|
14
|
13
|
10
|
18
|
8
|
33
|
19
|
26
|
8
|
36
|
0
|
18
|
7
|
59
|
7
|
20
|
0
|
32
|
11
|
19
|
6
|
15
|
0
|
23
|
3
|
18
|
5
|
3
|
2
|
0
|
0
|
0
|
0
|
43
|
50,149
|
2,947
|
58,652
|
7,690
|
0.401
|
0.0729
|
|
Educationtrainingandlibraryoccupations
|
7,740
|
331
|
220
|
278
|
196
|
318
|
158
|
298
|
263
|
306
|
199
|
332
|
138
|
340
|
91
|
236
|
167
|
460
|
139
|
358
|
164
|
497
|
130
|
265
|
107
|
261
|
61
|
148
|
65
|
213
|
64
|
91
|
45
|
113
|
50
|
83
|
26
|
100
|
18
|
50
|
20
|
340
|
39,973
|
781
|
42,425
|
850
|
0.406
|
0.0092
|
|
Postsecondaryteachers
|
703
|
20
|
13
|
25
|
30
|
31
|
14
|
13
|
30
|
27
|
7
|
23
|
3
|
42
|
2
|
12
|
11
|
16
|
5
|
14
|
7
|
47
|
11
|
20
|
3
|
15
|
4
|
6
|
6
|
20
|
5
|
20
|
6
|
9
|
5
|
10
|
4
|
24
|
0
|
14
|
3
|
125
|
50,308
|
2,999
|
57,542
|
2,829
|
0.443
|
0.0167
|
|
Allotherteachers
|
5,618
|
246
|
156
|
179
|
115
|
183
|
84
|
198
|
116
|
167
|
103
|
175
|
79
|
236
|
78
|
201
|
120
|
382
|
124
|
310
|
151
|
414
|
115
|
230
|
87
|
228
|
50
|
133
|
50
|
179
|
56
|
71
|
38
|
96
|
45
|
72
|
20
|
68
|
18
|
35
|
14
|
192
|
42,439
|
739
|
44,013
|
891
|
0.369
|
0.0108
|
|
ArchivistsCuratorsMuseumtechniciansLibrariansandOthertechniciansandassistants
|
1,419
|
65
|
52
|
74
|
50
|
104
|
61
|
87
|
117
|
113
|
89
|
134
|
56
|
62
|
11
|
23
|
36
|
62
|
9
|
34
|
6
|
36
|
4
|
14
|
16
|
18
|
7
|
9
|
8
|
13
|
3
|
0
|
2
|
8
|
0
|
0
|
3
|
8
|
0
|
0
|
2
|
23
|
22,232
|
674
|
28,651
|
2,333
|
0.443
|
0.0415
|
|
Artsdesignentertainmentsportsandmediaoccupations
|
1,812
|
190
|
91
|
79
|
37
|
56
|
25
|
60
|
50
|
74
|
36
|
73
|
5
|
103
|
4
|
71
|
17
|
63
|
13
|
91
|
22
|
70
|
22
|
29
|
22
|
68
|
9
|
36
|
10
|
49
|
0
|
53
|
19
|
36
|
2
|
21
|
3
|
29
|
3
|
10
|
9
|
155
|
35,798
|
2,168
|
48,890
|
2,954
|
0.538
|
0.0207
|
|
Healthcarepractitionerandtechnicaloccupations
|
7,344
|
32
|
39
|
102
|
78
|
116
|
53
|
163
|
101
|
207
|
106
|
239
|
154
|
340
|
48
|
351
|
104
|
316
|
77
|
279
|
158
|
487
|
87
|
304
|
63
|
444
|
82
|
207
|
53
|
202
|
49
|
240
|
64
|
234
|
37
|
121
|
37
|
194
|
33
|
104
|
29
|
1,212
|
55,303
|
770
|
68,312
|
1,437
|
0.394
|
0.0088
|
|
Doctors
|
602
|
0
|
0
|
0
|
0
|
14
|
1
|
3
|
0
|
5
|
4
|
11
|
8
|
11
|
0
|
7
|
0
|
12
|
0
|
2
|
7
|
11
|
0
|
20
|
0
|
36
|
0
|
0
|
0
|
4
|
0
|
14
|
3
|
17
|
0
|
10
|
0
|
20
|
1
|
7
|
2
|
370
|
130,746
|
13,733
|
160,306
|
7,095
|
0.393
|
0.0139
|
|
Nurses
|
3,850
|
10
|
20
|
47
|
33
|
50
|
23
|
82
|
50
|
99
|
36
|
137
|
68
|
161
|
11
|
172
|
51
|
155
|
34
|
119
|
76
|
277
|
65
|
159
|
34
|
271
|
44
|
137
|
26
|
141
|
34
|
141
|
60
|
145
|
26
|
66
|
25
|
122
|
27
|
76
|
16
|
521
|
57,313
|
1,864
|
63,441
|
1,686
|
0.326
|
0.0133
|
|
Allotherhealthandtechnicaloccupations
|
2,892
|
23
|
18
|
55
|
45
|
52
|
29
|
78
|
51
|
102
|
66
|
90
|
78
|
167
|
37
|
171
|
53
|
148
|
43
|
158
|
75
|
199
|
22
|
124
|
28
|
137
|
38
|
70
|
28
|
57
|
15
|
85
|
2
|
72
|
10
|
44
|
13
|
52
|
5
|
21
|
11
|
321
|
47,197
|
752
|
55,654
|
2,095
|
0.37
|
0.0193
|
|
Serviceoccupations
|
17,187
|
1,249
|
1,094
|
1,056
|
774
|
1,469
|
699
|
1,325
|
910
|
1,515
|
665
|
1,233
|
464
|
1,261
|
254
|
693
|
247
|
520
|
91
|
250
|
142
|
219
|
33
|
125
|
24
|
208
|
37
|
52
|
29
|
94
|
17
|
59
|
6
|
60
|
17
|
16
|
6
|
37
|
3
|
28
|
3
|
203
|
20,028
|
236
|
24,848
|
608
|
0.474
|
0.0121
|
|
Healthcaresupportoccupations
|
3,364
|
75
|
64
|
128
|
116
|
214
|
104
|
206
|
131
|
322
|
162
|
312
|
139
|
404
|
83
|
199
|
109
|
122
|
45
|
87
|
44
|
50
|
15
|
46
|
1
|
68
|
15
|
4
|
0
|
37
|
6
|
5
|
3
|
12
|
0
|
0
|
0
|
3
|
0
|
2
|
0
|
32
|
26,287
|
355
|
29,533
|
954
|
0.365
|
0.0173
|
|
Protectiveserviceoccupations
|
801
|
49
|
65
|
39
|
7
|
12
|
19
|
12
|
23
|
31
|
27
|
36
|
10
|
66
|
4
|
50
|
15
|
45
|
6
|
17
|
18
|
22
|
0
|
8
|
16
|
30
|
4
|
3
|
16
|
18
|
2
|
7
|
3
|
14
|
10
|
5
|
0
|
11
|
0
|
12
|
3
|
66
|
35,117
|
3,462
|
41,860
|
2,017
|
0.451
|
0.0172
|
|
Supervisors
|
45
|
0
|
1
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
2
|
0
|
4
|
0
|
4
|
0
|
2
|
0
|
3
|
4
|
9
|
0
|
0
|
4
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
5
|
0
|
4
|
0
|
2
|
|
|
|
|
|
|
|
FirefightersandPolice
|
175
|
0
|
2
|
5
|
0
|
0
|
0
|
0
|
0
|
4
|
5
|
0
|
0
|
10
|
0
|
0
|
1
|
7
|
3
|
2
|
0
|
7
|
0
|
0
|
5
|
21
|
4
|
0
|
4
|
12
|
2
|
5
|
3
|
12
|
10
|
0
|
0
|
4
|
0
|
6
|
3
|
37
|
71,146
|
3,826
|
73,287
|
4,178
|
0.267
|
0.0241
|
|
Allotherprotectiveserviceoccupations
|
581
|
49
|
62
|
34
|
7
|
11
|
19
|
12
|
23
|
28
|
20
|
36
|
10
|
56
|
3
|
48
|
13
|
34
|
2
|
11
|
18
|
13
|
0
|
6
|
7
|
0
|
0
|
3
|
8
|
6
|
0
|
2
|
0
|
2
|
0
|
4
|
0
|
2
|
0
|
3
|
0
|
28
|
26,808
|
1,917
|
30,830
|
1,971
|
0.469
|
0.0229
|
|
Foodpreparationsandservingrelatedoccupations
|
5,232
|
471
|
489
|
367
|
288
|
515
|
260
|
511
|
308
|
456
|
182
|
353
|
108
|
325
|
58
|
132
|
34
|
93
|
22
|
49
|
19
|
43
|
5
|
30
|
4
|
37
|
2
|
2
|
0
|
6
|
0
|
13
|
0
|
5
|
2
|
3
|
5
|
0
|
3
|
3
|
0
|
28
|
16,103
|
250
|
19,090
|
592
|
0.455
|
0.0144
|
|
Supervisors
|
383
|
14
|
9
|
15
|
12
|
14
|
9
|
53
|
17
|
53
|
17
|
37
|
11
|
38
|
3
|
7
|
4
|
19
|
0
|
10
|
10
|
7
|
0
|
7
|
2
|
10
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
3
|
22,246
|
1,315
|
26,975
|
2,511
|
0.368
|
0.0492
|
|
ChefsandCooks
|
1,102
|
58
|
74
|
71
|
38
|
107
|
76
|
118
|
78
|
108
|
48
|
84
|
29
|
89
|
10
|
24
|
7
|
18
|
5
|
9
|
2
|
10
|
3
|
20
|
0
|
4
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
5
|
2
|
2
|
0
|
0
|
0
|
0
|
0
|
4
|
17,780
|
724
|
19,843
|
756
|
0.377
|
0.0152
|
|
Allotherfoodpreparationoccupations
|
3,748
|
400
|
406
|
282
|
238
|
394
|
175
|
340
|
213
|
296
|
117
|
232
|
69
|
199
|
46
|
102
|
23
|
56
|
17
|
30
|
6
|
27
|
2
|
2
|
2
|
23
|
2
|
2
|
0
|
4
|
0
|
13
|
0
|
0
|
0
|
1
|
5
|
0
|
3
|
3
|
0
|
22
|
14,725
|
612
|
18,063
|
736
|
0.482
|
0.019
|
|
Buildingandgroundscleaningandmaintenanceoccupations
|
2,747
|
177
|
175
|
129
|
141
|
293
|
115
|
215
|
166
|
299
|
132
|
209
|
84
|
166
|
45
|
108
|
26
|
86
|
14
|
27
|
16
|
31
|
10
|
4
|
2
|
20
|
3
|
12
|
6
|
2
|
1
|
13
|
0
|
6
|
0
|
0
|
2
|
3
|
0
|
0
|
0
|
10
|
19,438
|
592
|
20,689
|
469
|
0.386
|
0.0097
|
|
Supervisors
|
160
|
2
|
13
|
0
|
2
|
4
|
8
|
8
|
4
|
17
|
13
|
12
|
3
|
14
|
7
|
7
|
0
|
13
|
0
|
5
|
2
|
1
|
4
|
4
|
0
|
9
|
3
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
3
|
0
|
0
|
0
|
0
|
27,077
|
3,190
|
30,619
|
2,301
|
0.327
|
0.0288
|
|
Allothermaintenanceoccupations
|
2,587
|
175
|
162
|
129
|
139
|
289
|
107
|
208
|
162
|
282
|
120
|
196
|
80
|
152
|
38
|
102
|
25
|
73
|
14
|
22
|
14
|
30
|
5
|
0
|
2
|
11
|
0
|
10
|
6
|
2
|
1
|
13
|
0
|
6
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
10
|
18,804
|
584
|
20,074
|
466
|
0.385
|
0.01
|
|
Personalcareandserviceoccupations
|
5,042
|
477
|
302
|
394
|
222
|
436
|
200
|
381
|
282
|
406
|
162
|
323
|
123
|
300
|
65
|
203
|
64
|
175
|
5
|
70
|
45
|
72
|
3
|
37
|
0
|
52
|
13
|
31
|
7
|
31
|
7
|
22
|
0
|
23
|
5
|
9
|
0
|
20
|
0
|
11
|
0
|
66
|
18,471
|
486
|
27,260
|
1,980
|
0.555
|
0.0299
|
|
Supervisors
|
241
|
8
|
3
|
8
|
7
|
10
|
5
|
4
|
4
|
6
|
11
|
16
|
5
|
34
|
1
|
14
|
0
|
15
|
0
|
22
|
6
|
7
|
0
|
8
|
0
|
5
|
0
|
0
|
0
|
2
|
0
|
13
|
0
|
9
|
5
|
0
|
0
|
0
|
0
|
0
|
0
|
14
|
34,012
|
3,962
|
64,742
|
17,669
|
0.598
|
0.1
|
|
Allotherpersonalcareandserviceoccupations
|
4,801
|
468
|
299
|
386
|
215
|
426
|
195
|
377
|
278
|
400
|
151
|
307
|
118
|
267
|
64
|
189
|
64
|
159
|
5
|
48
|
39
|
66
|
3
|
29
|
0
|
47
|
13
|
30
|
7
|
29
|
7
|
9
|
0
|
13
|
0
|
9
|
0
|
20
|
0
|
11
|
0
|
52
|
17,800
|
472
|
25,375
|
1,903
|
0.54
|
0.0315
|
|
Salesandofficeoccupations
|
21,917
|
993
|
920
|
909
|
670
|
1,199
|
445
|
971
|
583
|
1,381
|
773
|
1,304
|
598
|
1,640
|
479
|
1,278
|
413
|
1,081
|
301
|
793
|
355
|
908
|
240
|
479
|
164
|
539
|
106
|
293
|
123
|
307
|
48
|
175
|
60
|
200
|
24
|
98
|
47
|
99
|
44
|
44
|
32
|
799
|
30,321
|
181
|
36,034
|
430
|
0.438
|
0.0055
|
|
Salesandrelatedoccupations
|
8,639
|
596
|
564
|
452
|
369
|
665
|
238
|
460
|
337
|
650
|
296
|
421
|
187
|
458
|
107
|
309
|
86
|
282
|
77
|
221
|
74
|
282
|
51
|
139
|
41
|
163
|
28
|
95
|
12
|
114
|
13
|
63
|
34
|
63
|
14
|
43
|
12
|
51
|
25
|
14
|
12
|
526
|
22,459
|
430
|
35,497
|
941
|
0.541
|
0.0092
|
|
Supervisors
|
1,926
|
49
|
28
|
33
|
15
|
48
|
45
|
75
|
59
|
99
|
60
|
100
|
63
|
165
|
41
|
110
|
34
|
79
|
21
|
100
|
42
|
98
|
11
|
69
|
25
|
52
|
15
|
52
|
7
|
35
|
9
|
22
|
13
|
32
|
9
|
16
|
8
|
21
|
11
|
5
|
0
|
154
|
36,912
|
991
|
47,610
|
1,692
|
0.408
|
0.0151
|
|
Cashiers
|
2,860
|
315
|
312
|
283
|
227
|
370
|
109
|
231
|
149
|
284
|
141
|
123
|
49
|
79
|
14
|
47
|
14
|
36
|
8
|
15
|
7
|
19
|
0
|
4
|
1
|
16
|
0
|
0
|
0
|
0
|
0
|
3
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
6
|
11,982
|
275
|
14,564
|
330
|
0.426
|
0.0093
|
|
Insurancesalesagents
|
297
|
3
|
3
|
5
|
0
|
2
|
0
|
2
|
2
|
10
|
11
|
22
|
4
|
43
|
7
|
21
|
7
|
26
|
5
|
24
|
2
|
26
|
10
|
12
|
2
|
4
|
1
|
3
|
0
|
3
|
0
|
0
|
5
|
0
|
0
|
0
|
0
|
4
|
0
|
0
|
6
|
20
|
40,573
|
1,904
|
46,017
|
2,715
|
0.305
|
0.0247
|
|
Realestatebrokersandsalesagents
|
611
|
6
|
12
|
10
|
8
|
29
|
5
|
7
|
12
|
46
|
10
|
21
|
3
|
14
|
11
|
42
|
5
|
54
|
6
|
22
|
3
|
47
|
14
|
21
|
0
|
26
|
0
|
10
|
0
|
18
|
4
|
9
|
3
|
12
|
3
|
17
|
0
|
3
|
0
|
0
|
2
|
92
|
45,244
|
3,433
|
57,280
|
3,868
|
0.423
|
0.0292
|
|
Allothersalesandrelatedoccupations
|
2,946
|
224
|
209
|
121
|
119
|
216
|
78
|
144
|
115
|
210
|
74
|
155
|
69
|
157
|
33
|
88
|
26
|
88
|
35
|
60
|
21
|
93
|
16
|
32
|
13
|
65
|
12
|
29
|
5
|
58
|
0
|
29
|
12
|
19
|
2
|
10
|
4
|
23
|
13
|
9
|
3
|
253
|
23,697
|
1,522
|
42,323
|
2,158
|
0.593
|
0.0172
|
|
Officeandadministrativesupportoccupations
|
13,277
|
397
|
357
|
457
|
301
|
534
|
208
|
510
|
247
|
730
|
478
|
883
|
411
|
1,182
|
372
|
969
|
327
|
798
|
225
|
572
|
281
|
626
|
189
|
340
|
123
|
376
|
78
|
199
|
111
|
193
|
35
|
113
|
26
|
137
|
11
|
55
|
34
|
48
|
20
|
30
|
20
|
273
|
32,380
|
252
|
36,384
|
420
|
0.361
|
0.0054
|
|
Supervisors
|
877
|
9
|
0
|
7
|
5
|
4
|
8
|
12
|
8
|
17
|
4
|
76
|
26
|
60
|
25
|
68
|
19
|
63
|
28
|
43
|
22
|
47
|
18
|
26
|
8
|
45
|
18
|
30
|
8
|
34
|
12
|
22
|
1
|
16
|
4
|
8
|
12
|
15
|
3
|
0
|
2
|
41
|
44,859
|
1,598
|
50,661
|
1,578
|
0.295
|
0.015
|
|
Postalworkers
|
241
|
0
|
0
|
2
|
2
|
1
|
4
|
2
|
0
|
12
|
4
|
5
|
0
|
13
|
4
|
20
|
0
|
16
|
3
|
29
|
9
|
14
|
7
|
15
|
8
|
19
|
8
|
9
|
6
|
12
|
0
|
4
|
0
|
5
|
0
|
0
|
0
|
0
|
0
|
4
|
3
|
2
|
48,473
|
2,603
|
49,050
|
1,760
|
0.215
|
0.017
|
|
Allotherofficeandadministrativesupportoccupations
|
12,159
|
388
|
357
|
448
|
294
|
530
|
195
|
496
|
239
|
702
|
470
|
801
|
385
|
1,110
|
342
|
882
|
308
|
719
|
194
|
499
|
251
|
565
|
164
|
300
|
107
|
312
|
52
|
160
|
97
|
147
|
23
|
87
|
25
|
116
|
6
|
47
|
23
|
33
|
16
|
26
|
14
|
231
|
31,748
|
192
|
35,102
|
449
|
0.365
|
0.006
|
|
Naturalresourcesconstructionandmaintenanceoccupations
|
868
|
67
|
23
|
48
|
12
|
39
|
42
|
38
|
41
|
62
|
32
|
63
|
33
|
74
|
16
|
40
|
15
|
54
|
12
|
12
|
6
|
17
|
0
|
18
|
5
|
48
|
0
|
1
|
4
|
8
|
0
|
4
|
0
|
9
|
1
|
0
|
0
|
0
|
0
|
6
|
5
|
13
|
26,210
|
769
|
32,082
|
2,358
|
0.455
|
0.0365
|
|
Farmingfishingandforestryoccupations
|
364
|
48
|
15
|
30
|
8
|
13
|
23
|
21
|
25
|
29
|
15
|
25
|
14
|
22
|
5
|
10
|
2
|
6
|
2
|
4
|
0
|
3
|
0
|
13
|
0
|
19
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
4
|
0
|
0
|
0
|
0
|
0
|
0
|
3
|
4
|
19,867
|
1,258
|
29,076
|
5,058
|
0.568
|
0.0721
|
|
Supervisors
|
8
|
0
|
0
|
0
|
0
|
0
|
1
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
1
|
0
|
1
|
2
|
4
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Allotherfarmingfishingandforestryoccupations
|
356
|
48
|
15
|
30
|
8
|
13
|
22
|
21
|
25
|
29
|
15
|
25
|
14
|
22
|
5
|
9
|
2
|
6
|
0
|
0
|
0
|
3
|
0
|
13
|
0
|
19
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
4
|
0
|
0
|
0
|
0
|
0
|
0
|
3
|
4
|
19,550
|
1,278
|
28,832
|
5,161
|
0.574
|
0.0733
|
|
Constructionandextractionoccupations
|
324
|
13
|
4
|
16
|
5
|
11
|
15
|
17
|
14
|
17
|
10
|
25
|
6
|
24
|
8
|
26
|
9
|
29
|
6
|
8
|
1
|
6
|
0
|
3
|
5
|
13
|
0
|
1
|
4
|
2
|
0
|
2
|
0
|
5
|
1
|
0
|
0
|
0
|
0
|
6
|
2
|
9
|
30,773
|
2,082
|
35,010
|
2,416
|
0.396
|
0.0306
|
|
Construction
|
320
|
13
|
4
|
16
|
5
|
11
|
15
|
17
|
14
|
17
|
10
|
25
|
4
|
24
|
8
|
26
|
9
|
29
|
6
|
8
|
1
|
6
|
0
|
3
|
5
|
13
|
0
|
1
|
3
|
2
|
0
|
2
|
0
|
5
|
1
|
0
|
0
|
0
|
0
|
6
|
2
|
8
|
30,848
|
2,252
|
34,879
|
2,421
|
0.395
|
0.0313
|
|
Supervisors
|
13
|
0
|
0
|
6
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
3
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Brickmasonsblockmasonsandstonemasons
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Carpenters
|
40
|
0
|
0
|
0
|
3
|
1
|
0
|
2
|
0
|
9
|
2
|
0
|
2
|
7
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
2
|
3
|
5
|
0
|
0
|
0
|
0
|
0
|
1
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Electricians
|
23
|
0
|
0
|
0
|
0
|
1
|
2
|
0
|
0
|
0
|
0
|
3
|
0
|
1
|
4
|
8
|
5
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
1
|
|
|
|
|
|
|
|
Paintersandpaperhangers
|
47
|
2
|
0
|
2
|
0
|
2
|
5
|
0
|
1
|
6
|
6
|
0
|
2
|
0
|
0
|
11
|
0
|
2
|
0
|
4
|
0
|
1
|
0
|
1
|
0
|
0
|
0
|
0
|
1
|
0
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Sheetmetalworkers
|
23
|
0
|
0
|
0
|
0
|
0
|
0
|
7
|
0
|
0
|
0
|
10
|
0
|
0
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
1
|
0
|
0
|
0
|
0
|
0
|
1
|
0
|
1
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Structuralironandsteelworkers
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Allotherconstructiontrades
|
174
|
11
|
4
|
8
|
2
|
5
|
9
|
8
|
12
|
3
|
3
|
13
|
0
|
17
|
4
|
4
|
4
|
23
|
6
|
3
|
1
|
3
|
0
|
0
|
2
|
6
|
0
|
0
|
2
|
1
|
0
|
0
|
0
|
3
|
1
|
0
|
0
|
0
|
0
|
6
|
2
|
8
|
31,483
|
2,928
|
37,971
|
4,216
|
0.444
|
0.043
|
|
Extractionworkers
|
5
|
1
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
1
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
1
|
|
|
|
|
|
|
|
Installationmaintenanceandrepairoccupations
|
180
|
5
|
5
|
2
|
0
|
14
|
4
|
0
|
2
|
16
|
6
|
12
|
13
|
28
|
3
|
4
|
4
|
19
|
4
|
1
|
5
|
8
|
0
|
2
|
0
|
16
|
0
|
0
|
0
|
6
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
30,993
|
984
|
32,881
|
2,051
|
0.297
|
0.0255
|
|
Supervisors
|
12
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
4
|
0
|
0
|
0
|
1
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
1
|
0
|
1
|
0
|
0
|
0
|
0
|
0
|
4
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Aircraftmechanicsandservice
|
8
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
1
|
0
|
0
|
4
|
0
|
0
|
0
|
0
|
0
|
1
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Autobustruckheavyequipmentmechanics
|
35
|
1
|
0
|
2
|
0
|
5
|
0
|
0
|
0
|
10
|
0
|
0
|
4
|
0
|
0
|
0
|
0
|
4
|
4
|
0
|
2
|
3
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Heatingairconditioningandrefrigerationmechanicsandinstallers
|
14
|
0
|
0
|
0
|
0
|
5
|
0
|
0
|
0
|
0
|
0
|
5
|
0
|
0
|
0
|
0
|
0
|
4
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Electricalpowerlineandtelecommunicationslineinstallersandrepairers
|
5
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Allotheroccupations
|
107
|
4
|
5
|
0
|
0
|
4
|
4
|
0
|
2
|
2
|
5
|
7
|
8
|
22
|
3
|
4
|
2
|
9
|
0
|
0
|
1
|
5
|
0
|
1
|
0
|
16
|
0
|
0
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
31,242
|
882
|
33,273
|
2,657
|
0.291
|
0.0359
|
|
Productiontransportationandmaterialmovingoccupations
|
4,590
|
204
|
180
|
195
|
134
|
234
|
152
|
267
|
218
|
391
|
225
|
364
|
167
|
410
|
106
|
290
|
84
|
171
|
53
|
159
|
41
|
128
|
26
|
57
|
21
|
75
|
25
|
29
|
16
|
18
|
5
|
19
|
0
|
12
|
2
|
14
|
0
|
11
|
8
|
6
|
0
|
71
|
25,647
|
356
|
29,236
|
883
|
0.396
|
0.0152
|
|
Productionoccupations
|
2,646
|
88
|
83
|
84
|
67
|
120
|
70
|
155
|
141
|
220
|
146
|
217
|
109
|
240
|
70
|
180
|
54
|
115
|
30
|
89
|
32
|
80
|
20
|
28
|
8
|
51
|
16
|
26
|
11
|
5
|
5
|
13
|
0
|
9
|
2
|
9
|
0
|
0
|
8
|
3
|
0
|
41
|
26,695
|
456
|
30,904
|
1,216
|
0.378
|
0.0216
|
|
Supervisors
|
204
|
0
|
0
|
0
|
0
|
2
|
0
|
8
|
8
|
13
|
3
|
15
|
11
|
13
|
5
|
13
|
2
|
7
|
8
|
5
|
5
|
12
|
3
|
5
|
0
|
18
|
10
|
0
|
0
|
2
|
0
|
0
|
0
|
5
|
2
|
1
|
0
|
0
|
0
|
0
|
0
|
29
|
43,196
|
5,054
|
56,233
|
5,103
|
0.378
|
0.0239
|
|
Allotheroccupations
|
2,442
|
88
|
83
|
84
|
67
|
118
|
70
|
147
|
133
|
207
|
143
|
202
|
99
|
226
|
65
|
167
|
52
|
108
|
22
|
84
|
26
|
68
|
18
|
23
|
8
|
33
|
6
|
26
|
11
|
3
|
5
|
13
|
0
|
4
|
0
|
8
|
0
|
0
|
8
|
3
|
0
|
12
|
25,979
|
441
|
28,788
|
1,228
|
0.362
|
0.0249
|
|
Transportationandmaterialmovingoccupations
|
1,944
|
115
|
97
|
112
|
67
|
114
|
82
|
112
|
77
|
171
|
79
|
147
|
57
|
170
|
36
|
110
|
30
|
56
|
24
|
70
|
9
|
48
|
6
|
30
|
12
|
24
|
10
|
3
|
5
|
13
|
0
|
6
|
0
|
3
|
0
|
5
|
0
|
11
|
0
|
2
|
0
|
31
|
23,324
|
1,068
|
26,966
|
1,020
|
0.42
|
0.016
|
|
Supervisors
|
42
|
0
|
0
|
0
|
0
|
3
|
4
|
0
|
0
|
7
|
3
|
2
|
3
|
6
|
2
|
4
|
0
|
0
|
0
|
6
|
0
|
0
|
0
|
0
|
0
|
1
|
1
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
2
|
|
|
|
|
|
|
|
Aircraftpilotsandflightengineers
|
10
|
3
|
0
|
0
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
3
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
2
|
|
|
|
|
|
|
|
Airtrafficcontrollersandairfieldoperationspecialists
|
4
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
3
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Autobustruckambulancetaxidrivers
|
720
|
36
|
20
|
67
|
21
|
50
|
20
|
36
|
37
|
57
|
30
|
45
|
15
|
67
|
20
|
42
|
19
|
15
|
8
|
27
|
0
|
24
|
4
|
8
|
8
|
11
|
5
|
3
|
1
|
4
|
0
|
4
|
0
|
0
|
0
|
0
|
0
|
4
|
0
|
2
|
0
|
11
|
23,854
|
1,677
|
28,170
|
1,922
|
0.425
|
0.033
|
|
Railandsubwayworkers
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Shipcaptainsandengineers
|
2
|
0
|
0
|
0
|
0
|
0
|
2
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
|
Allothertransportationoccupations
|
1,165
|
76
|
77
|
45
|
46
|
61
|
55
|
73
|
39
|
107
|
47
|
100
|
40
|
98
|
14
|
63
|
11
|
41
|
15
|
37
|
9
|
21
|
1
|
21
|
4
|
9
|
5
|
0
|
3
|
9
|
0
|
3
|
0
|
3
|
0
|
5
|
0
|
7
|
0
|
0
|
0
|
17
|
22,626
|
1,164
|
25,566
|
1,000
|
0.409
|
0.0164
|
|
ArmedForces
|
48
|
0
|
7
|
0
|
4
|
0
|
0
|
0
|
5
|
1
|
3
|
1
|
0
|
0
|
1
|
3
|
0
|
3
|
2
|
1
|
0
|
0
|
0
|
1
|
1
|
4
|
0
|
2
|
0
|
0
|
0
|
2
|
0
|
2
|
0
|
3
|
0
|
0
|
0
|
0
|
0
|
0
|
|
|
|
|
|
|
arrange data and order
melt.tablefemale <- melt(raw.tablefemale2,id.vars="Occupation",variable.name = "Earnings", value.name = "Count")
melt.tablefemale3 <- subset (melt.tablefemale, Count != "(B)")
#head(melt.tablefemale,n=200)
str(melt.tablefemale3)
## 'data.frame': 4686 obs. of 3 variables:
## $ Occupation: chr "Total" "Managementscienceandartsoccupations" "Managementbusinessandfinancialoperationsoccupations" "Managementoccupations" ...
## $ Earnings : Factor w/ 48 levels "Total.with.Earnings",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ Count : chr "79,440" "34,830" "12,376" "7,821" ...
head(melt.tablefemale3,n=200) %>% kable() %>% kable_styling()
|
Occupation
|
Earnings
|
Count
|
|
Total
|
Total.with.Earnings
|
79,440
|
|
Managementscienceandartsoccupations
|
Total.with.Earnings
|
34,830
|
|
Managementbusinessandfinancialoperationsoccupations
|
Total.with.Earnings
|
12,376
|
|
Managementoccupations
|
Total.with.Earnings
|
7,821
|
|
ChiefExecutivesGeneralandOperationsManagers
|
Total.with.Earnings
|
781
|
|
Legislators
|
Total.with.Earnings
|
24
|
|
AllotherManagers
|
Total.with.Earnings
|
7,017
|
|
Businessandfinancialoperationsoccupations
|
Total.with.Earnings
|
4,555
|
|
BusinessOperationsSpecialists
|
Total.with.Earnings
|
2,510
|
|
FinancialSpecialists
|
Total.with.Earnings
|
2,044
|
|
Professionalandrelatedoccupations
|
Total.with.Earnings
|
22,454
|
|
Computerandmathematicaloccupations
|
Total.with.Earnings
|
1,362
|
|
Computerscientistsanalystsprogrammersengineersandadministrators
|
Total.with.Earnings
|
1,234
|
|
Actuaries
|
Total.with.Earnings
|
9
|
|
Mathematiciansstatisticiansoperationsresearchandothermathoccupations
|
Total.with.Earnings
|
119
|
|
Architectureandengineeringoccupations
|
Total.with.Earnings
|
523
|
|
Architectsexceptnaval
|
Total.with.Earnings
|
57
|
|
SurveyorsCartographersandphonogrammetrists
|
Total.with.Earnings
|
7
|
|
Engineers
|
Total.with.Earnings
|
320
|
|
DraftersEngineeringtechniciansandSurveyingandmappingtechnicians
|
Total.with.Earnings
|
139
|
|
Lifephysicalandsocialscienceoccupations
|
Total.with.Earnings
|
813
|
|
AstronomersandPhysicists
|
Total.with.Earnings
|
2
|
|
Economists
|
Total.with.Earnings
|
16
|
|
PsychologistsandSociologists
|
Total.with.Earnings
|
206
|
|
Allotherscientists
|
Total.with.Earnings
|
449
|
|
Sciencetechnicians
|
Total.with.Earnings
|
140
|
|
Communityandsocialservicesoccupations
|
Total.with.Earnings
|
1,959
|
|
Legaloccupations
|
Total.with.Earnings
|
902
|
|
LawyersJudgesandMagistrates
|
Total.with.Earnings
|
373
|
|
ParalegalsLegalassistantsandLegalsupportworkers
|
Total.with.Earnings
|
529
|
|
Educationtrainingandlibraryoccupations
|
Total.with.Earnings
|
7,740
|
|
Postsecondaryteachers
|
Total.with.Earnings
|
703
|
|
Allotherteachers
|
Total.with.Earnings
|
5,618
|
|
ArchivistsCuratorsMuseumtechniciansLibrariansandOthertechniciansandassistants
|
Total.with.Earnings
|
1,419
|
|
Artsdesignentertainmentsportsandmediaoccupations
|
Total.with.Earnings
|
1,812
|
|
Healthcarepractitionerandtechnicaloccupations
|
Total.with.Earnings
|
7,344
|
|
Doctors
|
Total.with.Earnings
|
602
|
|
Nurses
|
Total.with.Earnings
|
3,850
|
|
Allotherhealthandtechnicaloccupations
|
Total.with.Earnings
|
2,892
|
|
Serviceoccupations
|
Total.with.Earnings
|
17,187
|
|
Healthcaresupportoccupations
|
Total.with.Earnings
|
3,364
|
|
Protectiveserviceoccupations
|
Total.with.Earnings
|
801
|
|
Supervisors
|
Total.with.Earnings
|
45
|
|
FirefightersandPolice
|
Total.with.Earnings
|
175
|
|
Allotherprotectiveserviceoccupations
|
Total.with.Earnings
|
581
|
|
Foodpreparationsandservingrelatedoccupations
|
Total.with.Earnings
|
5,232
|
|
Supervisors
|
Total.with.Earnings
|
383
|
|
ChefsandCooks
|
Total.with.Earnings
|
1,102
|
|
Allotherfoodpreparationoccupations
|
Total.with.Earnings
|
3,748
|
|
Buildingandgroundscleaningandmaintenanceoccupations
|
Total.with.Earnings
|
2,747
|
|
Supervisors
|
Total.with.Earnings
|
160
|
|
Allothermaintenanceoccupations
|
Total.with.Earnings
|
2,587
|
|
Personalcareandserviceoccupations
|
Total.with.Earnings
|
5,042
|
|
Supervisors
|
Total.with.Earnings
|
241
|
|
Allotherpersonalcareandserviceoccupations
|
Total.with.Earnings
|
4,801
|
|
Salesandofficeoccupations
|
Total.with.Earnings
|
21,917
|
|
Salesandrelatedoccupations
|
Total.with.Earnings
|
8,639
|
|
Supervisors
|
Total.with.Earnings
|
1,926
|
|
Cashiers
|
Total.with.Earnings
|
2,860
|
|
Insurancesalesagents
|
Total.with.Earnings
|
297
|
|
Realestatebrokersandsalesagents
|
Total.with.Earnings
|
611
|
|
Allothersalesandrelatedoccupations
|
Total.with.Earnings
|
2,946
|
|
Officeandadministrativesupportoccupations
|
Total.with.Earnings
|
13,277
|
|
Supervisors
|
Total.with.Earnings
|
877
|
|
Postalworkers
|
Total.with.Earnings
|
241
|
|
Allotherofficeandadministrativesupportoccupations
|
Total.with.Earnings
|
12,159
|
|
Naturalresourcesconstructionandmaintenanceoccupations
|
Total.with.Earnings
|
868
|
|
Farmingfishingandforestryoccupations
|
Total.with.Earnings
|
364
|
|
Supervisors
|
Total.with.Earnings
|
8
|
|
Allotherfarmingfishingandforestryoccupations
|
Total.with.Earnings
|
356
|
|
Constructionandextractionoccupations
|
Total.with.Earnings
|
324
|
|
Construction
|
Total.with.Earnings
|
320
|
|
Supervisors
|
Total.with.Earnings
|
13
|
|
Brickmasonsblockmasonsandstonemasons
|
Total.with.Earnings
|
0
|
|
Carpenters
|
Total.with.Earnings
|
40
|
|
Electricians
|
Total.with.Earnings
|
23
|
|
Paintersandpaperhangers
|
Total.with.Earnings
|
47
|
|
Sheetmetalworkers
|
Total.with.Earnings
|
23
|
|
Structuralironandsteelworkers
|
Total.with.Earnings
|
0
|
|
Allotherconstructiontrades
|
Total.with.Earnings
|
174
|
|
Extractionworkers
|
Total.with.Earnings
|
5
|
|
Installationmaintenanceandrepairoccupations
|
Total.with.Earnings
|
180
|
|
Supervisors
|
Total.with.Earnings
|
12
|
|
Aircraftmechanicsandservice
|
Total.with.Earnings
|
8
|
|
Autobustruckheavyequipmentmechanics
|
Total.with.Earnings
|
35
|
|
Heatingairconditioningandrefrigerationmechanicsandinstallers
|
Total.with.Earnings
|
14
|
|
Electricalpowerlineandtelecommunicationslineinstallersandrepairers
|
Total.with.Earnings
|
5
|
|
Allotheroccupations
|
Total.with.Earnings
|
107
|
|
Productiontransportationandmaterialmovingoccupations
|
Total.with.Earnings
|
4,590
|
|
Productionoccupations
|
Total.with.Earnings
|
2,646
|
|
Supervisors
|
Total.with.Earnings
|
204
|
|
Allotheroccupations
|
Total.with.Earnings
|
2,442
|
|
Transportationandmaterialmovingoccupations
|
Total.with.Earnings
|
1,944
|
|
Supervisors
|
Total.with.Earnings
|
42
|
|
Aircraftpilotsandflightengineers
|
Total.with.Earnings
|
10
|
|
Airtrafficcontrollersandairfieldoperationspecialists
|
Total.with.Earnings
|
4
|
|
Autobustruckambulancetaxidrivers
|
Total.with.Earnings
|
720
|
|
Railandsubwayworkers
|
Total.with.Earnings
|
0
|
|
Shipcaptainsandengineers
|
Total.with.Earnings
|
2
|
|
Allothertransportationoccupations
|
Total.with.Earnings
|
1,165
|
|
ArmedForces
|
Total.with.Earnings
|
48
|
|
Total
|
X.1.to..2.499.or.loss
|
3,324
|
|
Managementscienceandartsoccupations
|
X.1.to..2.499.or.loss
|
812
|
|
Managementbusinessandfinancialoperationsoccupations
|
X.1.to..2.499.or.loss
|
173
|
|
Managementoccupations
|
X.1.to..2.499.or.loss
|
133
|
|
ChiefExecutivesGeneralandOperationsManagers
|
X.1.to..2.499.or.loss
|
8
|
|
Legislators
|
X.1.to..2.499.or.loss
|
4
|
|
AllotherManagers
|
X.1.to..2.499.or.loss
|
121
|
|
Businessandfinancialoperationsoccupations
|
X.1.to..2.499.or.loss
|
41
|
|
BusinessOperationsSpecialists
|
X.1.to..2.499.or.loss
|
29
|
|
FinancialSpecialists
|
X.1.to..2.499.or.loss
|
12
|
|
Professionalandrelatedoccupations
|
X.1.to..2.499.or.loss
|
639
|
|
Computerandmathematicaloccupations
|
X.1.to..2.499.or.loss
|
15
|
|
Computerscientistsanalystsprogrammersengineersandadministrators
|
X.1.to..2.499.or.loss
|
15
|
|
Actuaries
|
X.1.to..2.499.or.loss
|
0
|
|
Mathematiciansstatisticiansoperationsresearchandothermathoccupations
|
X.1.to..2.499.or.loss
|
0
|
|
Architectureandengineeringoccupations
|
X.1.to..2.499.or.loss
|
2
|
|
Architectsexceptnaval
|
X.1.to..2.499.or.loss
|
0
|
|
SurveyorsCartographersandphonogrammetrists
|
X.1.to..2.499.or.loss
|
0
|
|
Engineers
|
X.1.to..2.499.or.loss
|
0
|
|
DraftersEngineeringtechniciansandSurveyingandmappingtechnicians
|
X.1.to..2.499.or.loss
|
2
|
|
Lifephysicalandsocialscienceoccupations
|
X.1.to..2.499.or.loss
|
10
|
|
AstronomersandPhysicists
|
X.1.to..2.499.or.loss
|
0
|
|
Economists
|
X.1.to..2.499.or.loss
|
0
|
|
PsychologistsandSociologists
|
X.1.to..2.499.or.loss
|
2
|
|
Allotherscientists
|
X.1.to..2.499.or.loss
|
3
|
|
Sciencetechnicians
|
X.1.to..2.499.or.loss
|
5
|
|
Communityandsocialservicesoccupations
|
X.1.to..2.499.or.loss
|
52
|
|
Legaloccupations
|
X.1.to..2.499.or.loss
|
5
|
|
LawyersJudgesandMagistrates
|
X.1.to..2.499.or.loss
|
0
|
|
ParalegalsLegalassistantsandLegalsupportworkers
|
X.1.to..2.499.or.loss
|
5
|
|
Educationtrainingandlibraryoccupations
|
X.1.to..2.499.or.loss
|
331
|
|
Postsecondaryteachers
|
X.1.to..2.499.or.loss
|
20
|
|
Allotherteachers
|
X.1.to..2.499.or.loss
|
246
|
|
ArchivistsCuratorsMuseumtechniciansLibrariansandOthertechniciansandassistants
|
X.1.to..2.499.or.loss
|
65
|
|
Artsdesignentertainmentsportsandmediaoccupations
|
X.1.to..2.499.or.loss
|
190
|
|
Healthcarepractitionerandtechnicaloccupations
|
X.1.to..2.499.or.loss
|
32
|
|
Doctors
|
X.1.to..2.499.or.loss
|
0
|
|
Nurses
|
X.1.to..2.499.or.loss
|
10
|
|
Allotherhealthandtechnicaloccupations
|
X.1.to..2.499.or.loss
|
23
|
|
Serviceoccupations
|
X.1.to..2.499.or.loss
|
1,249
|
|
Healthcaresupportoccupations
|
X.1.to..2.499.or.loss
|
75
|
|
Protectiveserviceoccupations
|
X.1.to..2.499.or.loss
|
49
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
FirefightersandPolice
|
X.1.to..2.499.or.loss
|
0
|
|
Allotherprotectiveserviceoccupations
|
X.1.to..2.499.or.loss
|
49
|
|
Foodpreparationsandservingrelatedoccupations
|
X.1.to..2.499.or.loss
|
471
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
14
|
|
ChefsandCooks
|
X.1.to..2.499.or.loss
|
58
|
|
Allotherfoodpreparationoccupations
|
X.1.to..2.499.or.loss
|
400
|
|
Buildingandgroundscleaningandmaintenanceoccupations
|
X.1.to..2.499.or.loss
|
177
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
2
|
|
Allothermaintenanceoccupations
|
X.1.to..2.499.or.loss
|
175
|
|
Personalcareandserviceoccupations
|
X.1.to..2.499.or.loss
|
477
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
8
|
|
Allotherpersonalcareandserviceoccupations
|
X.1.to..2.499.or.loss
|
468
|
|
Salesandofficeoccupations
|
X.1.to..2.499.or.loss
|
993
|
|
Salesandrelatedoccupations
|
X.1.to..2.499.or.loss
|
596
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
49
|
|
Cashiers
|
X.1.to..2.499.or.loss
|
315
|
|
Insurancesalesagents
|
X.1.to..2.499.or.loss
|
3
|
|
Realestatebrokersandsalesagents
|
X.1.to..2.499.or.loss
|
6
|
|
Allothersalesandrelatedoccupations
|
X.1.to..2.499.or.loss
|
224
|
|
Officeandadministrativesupportoccupations
|
X.1.to..2.499.or.loss
|
397
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
9
|
|
Postalworkers
|
X.1.to..2.499.or.loss
|
0
|
|
Allotherofficeandadministrativesupportoccupations
|
X.1.to..2.499.or.loss
|
388
|
|
Naturalresourcesconstructionandmaintenanceoccupations
|
X.1.to..2.499.or.loss
|
67
|
|
Farmingfishingandforestryoccupations
|
X.1.to..2.499.or.loss
|
48
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
Allotherfarmingfishingandforestryoccupations
|
X.1.to..2.499.or.loss
|
48
|
|
Constructionandextractionoccupations
|
X.1.to..2.499.or.loss
|
13
|
|
Construction
|
X.1.to..2.499.or.loss
|
13
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
Brickmasonsblockmasonsandstonemasons
|
X.1.to..2.499.or.loss
|
0
|
|
Carpenters
|
X.1.to..2.499.or.loss
|
0
|
|
Electricians
|
X.1.to..2.499.or.loss
|
0
|
|
Paintersandpaperhangers
|
X.1.to..2.499.or.loss
|
2
|
|
Sheetmetalworkers
|
X.1.to..2.499.or.loss
|
0
|
|
Structuralironandsteelworkers
|
X.1.to..2.499.or.loss
|
0
|
|
Allotherconstructiontrades
|
X.1.to..2.499.or.loss
|
11
|
|
Extractionworkers
|
X.1.to..2.499.or.loss
|
1
|
|
Installationmaintenanceandrepairoccupations
|
X.1.to..2.499.or.loss
|
5
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
Aircraftmechanicsandservice
|
X.1.to..2.499.or.loss
|
0
|
|
Autobustruckheavyequipmentmechanics
|
X.1.to..2.499.or.loss
|
1
|
|
Heatingairconditioningandrefrigerationmechanicsandinstallers
|
X.1.to..2.499.or.loss
|
0
|
|
Electricalpowerlineandtelecommunicationslineinstallersandrepairers
|
X.1.to..2.499.or.loss
|
0
|
|
Allotheroccupations
|
X.1.to..2.499.or.loss
|
4
|
|
Productiontransportationandmaterialmovingoccupations
|
X.1.to..2.499.or.loss
|
204
|
|
Productionoccupations
|
X.1.to..2.499.or.loss
|
88
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
Allotheroccupations
|
X.1.to..2.499.or.loss
|
88
|
|
Transportationandmaterialmovingoccupations
|
X.1.to..2.499.or.loss
|
115
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
Aircraftpilotsandflightengineers
|
X.1.to..2.499.or.loss
|
3
|
|
Airtrafficcontrollersandairfieldoperationspecialists
|
X.1.to..2.499.or.loss
|
0
|
|
Autobustruckambulancetaxidrivers
|
X.1.to..2.499.or.loss
|
36
|
|
Railandsubwayworkers
|
X.1.to..2.499.or.loss
|
0
|
|
Shipcaptainsandengineers
|
X.1.to..2.499.or.loss
|
0
|
check<-function(x){
return(as.numeric(gsub("[[:punct:]]","",x)))
#gsub("[[:punct:]]", "",as.character(x))))
}
melt.tablefemale3[3] <- lapply(melt.tablefemale3[3],FUN=check)
str(melt.tablefemale3)
## 'data.frame': 4686 obs. of 3 variables:
## $ Occupation: chr "Total" "Managementscienceandartsoccupations" "Managementbusinessandfinancialoperationsoccupations" "Managementoccupations" ...
## $ Earnings : Factor w/ 48 levels "Total.with.Earnings",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ Count : num 79440 34830 12376 7821 781 ...
head(melt.tablefemale3,n=200) %>% kable() %>% kable_styling()
|
Occupation
|
Earnings
|
Count
|
|
Total
|
Total.with.Earnings
|
79440
|
|
Managementscienceandartsoccupations
|
Total.with.Earnings
|
34830
|
|
Managementbusinessandfinancialoperationsoccupations
|
Total.with.Earnings
|
12376
|
|
Managementoccupations
|
Total.with.Earnings
|
7821
|
|
ChiefExecutivesGeneralandOperationsManagers
|
Total.with.Earnings
|
781
|
|
Legislators
|
Total.with.Earnings
|
24
|
|
AllotherManagers
|
Total.with.Earnings
|
7017
|
|
Businessandfinancialoperationsoccupations
|
Total.with.Earnings
|
4555
|
|
BusinessOperationsSpecialists
|
Total.with.Earnings
|
2510
|
|
FinancialSpecialists
|
Total.with.Earnings
|
2044
|
|
Professionalandrelatedoccupations
|
Total.with.Earnings
|
22454
|
|
Computerandmathematicaloccupations
|
Total.with.Earnings
|
1362
|
|
Computerscientistsanalystsprogrammersengineersandadministrators
|
Total.with.Earnings
|
1234
|
|
Actuaries
|
Total.with.Earnings
|
9
|
|
Mathematiciansstatisticiansoperationsresearchandothermathoccupations
|
Total.with.Earnings
|
119
|
|
Architectureandengineeringoccupations
|
Total.with.Earnings
|
523
|
|
Architectsexceptnaval
|
Total.with.Earnings
|
57
|
|
SurveyorsCartographersandphonogrammetrists
|
Total.with.Earnings
|
7
|
|
Engineers
|
Total.with.Earnings
|
320
|
|
DraftersEngineeringtechniciansandSurveyingandmappingtechnicians
|
Total.with.Earnings
|
139
|
|
Lifephysicalandsocialscienceoccupations
|
Total.with.Earnings
|
813
|
|
AstronomersandPhysicists
|
Total.with.Earnings
|
2
|
|
Economists
|
Total.with.Earnings
|
16
|
|
PsychologistsandSociologists
|
Total.with.Earnings
|
206
|
|
Allotherscientists
|
Total.with.Earnings
|
449
|
|
Sciencetechnicians
|
Total.with.Earnings
|
140
|
|
Communityandsocialservicesoccupations
|
Total.with.Earnings
|
1959
|
|
Legaloccupations
|
Total.with.Earnings
|
902
|
|
LawyersJudgesandMagistrates
|
Total.with.Earnings
|
373
|
|
ParalegalsLegalassistantsandLegalsupportworkers
|
Total.with.Earnings
|
529
|
|
Educationtrainingandlibraryoccupations
|
Total.with.Earnings
|
7740
|
|
Postsecondaryteachers
|
Total.with.Earnings
|
703
|
|
Allotherteachers
|
Total.with.Earnings
|
5618
|
|
ArchivistsCuratorsMuseumtechniciansLibrariansandOthertechniciansandassistants
|
Total.with.Earnings
|
1419
|
|
Artsdesignentertainmentsportsandmediaoccupations
|
Total.with.Earnings
|
1812
|
|
Healthcarepractitionerandtechnicaloccupations
|
Total.with.Earnings
|
7344
|
|
Doctors
|
Total.with.Earnings
|
602
|
|
Nurses
|
Total.with.Earnings
|
3850
|
|
Allotherhealthandtechnicaloccupations
|
Total.with.Earnings
|
2892
|
|
Serviceoccupations
|
Total.with.Earnings
|
17187
|
|
Healthcaresupportoccupations
|
Total.with.Earnings
|
3364
|
|
Protectiveserviceoccupations
|
Total.with.Earnings
|
801
|
|
Supervisors
|
Total.with.Earnings
|
45
|
|
FirefightersandPolice
|
Total.with.Earnings
|
175
|
|
Allotherprotectiveserviceoccupations
|
Total.with.Earnings
|
581
|
|
Foodpreparationsandservingrelatedoccupations
|
Total.with.Earnings
|
5232
|
|
Supervisors
|
Total.with.Earnings
|
383
|
|
ChefsandCooks
|
Total.with.Earnings
|
1102
|
|
Allotherfoodpreparationoccupations
|
Total.with.Earnings
|
3748
|
|
Buildingandgroundscleaningandmaintenanceoccupations
|
Total.with.Earnings
|
2747
|
|
Supervisors
|
Total.with.Earnings
|
160
|
|
Allothermaintenanceoccupations
|
Total.with.Earnings
|
2587
|
|
Personalcareandserviceoccupations
|
Total.with.Earnings
|
5042
|
|
Supervisors
|
Total.with.Earnings
|
241
|
|
Allotherpersonalcareandserviceoccupations
|
Total.with.Earnings
|
4801
|
|
Salesandofficeoccupations
|
Total.with.Earnings
|
21917
|
|
Salesandrelatedoccupations
|
Total.with.Earnings
|
8639
|
|
Supervisors
|
Total.with.Earnings
|
1926
|
|
Cashiers
|
Total.with.Earnings
|
2860
|
|
Insurancesalesagents
|
Total.with.Earnings
|
297
|
|
Realestatebrokersandsalesagents
|
Total.with.Earnings
|
611
|
|
Allothersalesandrelatedoccupations
|
Total.with.Earnings
|
2946
|
|
Officeandadministrativesupportoccupations
|
Total.with.Earnings
|
13277
|
|
Supervisors
|
Total.with.Earnings
|
877
|
|
Postalworkers
|
Total.with.Earnings
|
241
|
|
Allotherofficeandadministrativesupportoccupations
|
Total.with.Earnings
|
12159
|
|
Naturalresourcesconstructionandmaintenanceoccupations
|
Total.with.Earnings
|
868
|
|
Farmingfishingandforestryoccupations
|
Total.with.Earnings
|
364
|
|
Supervisors
|
Total.with.Earnings
|
8
|
|
Allotherfarmingfishingandforestryoccupations
|
Total.with.Earnings
|
356
|
|
Constructionandextractionoccupations
|
Total.with.Earnings
|
324
|
|
Construction
|
Total.with.Earnings
|
320
|
|
Supervisors
|
Total.with.Earnings
|
13
|
|
Brickmasonsblockmasonsandstonemasons
|
Total.with.Earnings
|
0
|
|
Carpenters
|
Total.with.Earnings
|
40
|
|
Electricians
|
Total.with.Earnings
|
23
|
|
Paintersandpaperhangers
|
Total.with.Earnings
|
47
|
|
Sheetmetalworkers
|
Total.with.Earnings
|
23
|
|
Structuralironandsteelworkers
|
Total.with.Earnings
|
0
|
|
Allotherconstructiontrades
|
Total.with.Earnings
|
174
|
|
Extractionworkers
|
Total.with.Earnings
|
5
|
|
Installationmaintenanceandrepairoccupations
|
Total.with.Earnings
|
180
|
|
Supervisors
|
Total.with.Earnings
|
12
|
|
Aircraftmechanicsandservice
|
Total.with.Earnings
|
8
|
|
Autobustruckheavyequipmentmechanics
|
Total.with.Earnings
|
35
|
|
Heatingairconditioningandrefrigerationmechanicsandinstallers
|
Total.with.Earnings
|
14
|
|
Electricalpowerlineandtelecommunicationslineinstallersandrepairers
|
Total.with.Earnings
|
5
|
|
Allotheroccupations
|
Total.with.Earnings
|
107
|
|
Productiontransportationandmaterialmovingoccupations
|
Total.with.Earnings
|
4590
|
|
Productionoccupations
|
Total.with.Earnings
|
2646
|
|
Supervisors
|
Total.with.Earnings
|
204
|
|
Allotheroccupations
|
Total.with.Earnings
|
2442
|
|
Transportationandmaterialmovingoccupations
|
Total.with.Earnings
|
1944
|
|
Supervisors
|
Total.with.Earnings
|
42
|
|
Aircraftpilotsandflightengineers
|
Total.with.Earnings
|
10
|
|
Airtrafficcontrollersandairfieldoperationspecialists
|
Total.with.Earnings
|
4
|
|
Autobustruckambulancetaxidrivers
|
Total.with.Earnings
|
720
|
|
Railandsubwayworkers
|
Total.with.Earnings
|
0
|
|
Shipcaptainsandengineers
|
Total.with.Earnings
|
2
|
|
Allothertransportationoccupations
|
Total.with.Earnings
|
1165
|
|
ArmedForces
|
Total.with.Earnings
|
48
|
|
Total
|
X.1.to..2.499.or.loss
|
3324
|
|
Managementscienceandartsoccupations
|
X.1.to..2.499.or.loss
|
812
|
|
Managementbusinessandfinancialoperationsoccupations
|
X.1.to..2.499.or.loss
|
173
|
|
Managementoccupations
|
X.1.to..2.499.or.loss
|
133
|
|
ChiefExecutivesGeneralandOperationsManagers
|
X.1.to..2.499.or.loss
|
8
|
|
Legislators
|
X.1.to..2.499.or.loss
|
4
|
|
AllotherManagers
|
X.1.to..2.499.or.loss
|
121
|
|
Businessandfinancialoperationsoccupations
|
X.1.to..2.499.or.loss
|
41
|
|
BusinessOperationsSpecialists
|
X.1.to..2.499.or.loss
|
29
|
|
FinancialSpecialists
|
X.1.to..2.499.or.loss
|
12
|
|
Professionalandrelatedoccupations
|
X.1.to..2.499.or.loss
|
639
|
|
Computerandmathematicaloccupations
|
X.1.to..2.499.or.loss
|
15
|
|
Computerscientistsanalystsprogrammersengineersandadministrators
|
X.1.to..2.499.or.loss
|
15
|
|
Actuaries
|
X.1.to..2.499.or.loss
|
0
|
|
Mathematiciansstatisticiansoperationsresearchandothermathoccupations
|
X.1.to..2.499.or.loss
|
0
|
|
Architectureandengineeringoccupations
|
X.1.to..2.499.or.loss
|
2
|
|
Architectsexceptnaval
|
X.1.to..2.499.or.loss
|
0
|
|
SurveyorsCartographersandphonogrammetrists
|
X.1.to..2.499.or.loss
|
0
|
|
Engineers
|
X.1.to..2.499.or.loss
|
0
|
|
DraftersEngineeringtechniciansandSurveyingandmappingtechnicians
|
X.1.to..2.499.or.loss
|
2
|
|
Lifephysicalandsocialscienceoccupations
|
X.1.to..2.499.or.loss
|
10
|
|
AstronomersandPhysicists
|
X.1.to..2.499.or.loss
|
0
|
|
Economists
|
X.1.to..2.499.or.loss
|
0
|
|
PsychologistsandSociologists
|
X.1.to..2.499.or.loss
|
2
|
|
Allotherscientists
|
X.1.to..2.499.or.loss
|
3
|
|
Sciencetechnicians
|
X.1.to..2.499.or.loss
|
5
|
|
Communityandsocialservicesoccupations
|
X.1.to..2.499.or.loss
|
52
|
|
Legaloccupations
|
X.1.to..2.499.or.loss
|
5
|
|
LawyersJudgesandMagistrates
|
X.1.to..2.499.or.loss
|
0
|
|
ParalegalsLegalassistantsandLegalsupportworkers
|
X.1.to..2.499.or.loss
|
5
|
|
Educationtrainingandlibraryoccupations
|
X.1.to..2.499.or.loss
|
331
|
|
Postsecondaryteachers
|
X.1.to..2.499.or.loss
|
20
|
|
Allotherteachers
|
X.1.to..2.499.or.loss
|
246
|
|
ArchivistsCuratorsMuseumtechniciansLibrariansandOthertechniciansandassistants
|
X.1.to..2.499.or.loss
|
65
|
|
Artsdesignentertainmentsportsandmediaoccupations
|
X.1.to..2.499.or.loss
|
190
|
|
Healthcarepractitionerandtechnicaloccupations
|
X.1.to..2.499.or.loss
|
32
|
|
Doctors
|
X.1.to..2.499.or.loss
|
0
|
|
Nurses
|
X.1.to..2.499.or.loss
|
10
|
|
Allotherhealthandtechnicaloccupations
|
X.1.to..2.499.or.loss
|
23
|
|
Serviceoccupations
|
X.1.to..2.499.or.loss
|
1249
|
|
Healthcaresupportoccupations
|
X.1.to..2.499.or.loss
|
75
|
|
Protectiveserviceoccupations
|
X.1.to..2.499.or.loss
|
49
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
FirefightersandPolice
|
X.1.to..2.499.or.loss
|
0
|
|
Allotherprotectiveserviceoccupations
|
X.1.to..2.499.or.loss
|
49
|
|
Foodpreparationsandservingrelatedoccupations
|
X.1.to..2.499.or.loss
|
471
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
14
|
|
ChefsandCooks
|
X.1.to..2.499.or.loss
|
58
|
|
Allotherfoodpreparationoccupations
|
X.1.to..2.499.or.loss
|
400
|
|
Buildingandgroundscleaningandmaintenanceoccupations
|
X.1.to..2.499.or.loss
|
177
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
2
|
|
Allothermaintenanceoccupations
|
X.1.to..2.499.or.loss
|
175
|
|
Personalcareandserviceoccupations
|
X.1.to..2.499.or.loss
|
477
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
8
|
|
Allotherpersonalcareandserviceoccupations
|
X.1.to..2.499.or.loss
|
468
|
|
Salesandofficeoccupations
|
X.1.to..2.499.or.loss
|
993
|
|
Salesandrelatedoccupations
|
X.1.to..2.499.or.loss
|
596
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
49
|
|
Cashiers
|
X.1.to..2.499.or.loss
|
315
|
|
Insurancesalesagents
|
X.1.to..2.499.or.loss
|
3
|
|
Realestatebrokersandsalesagents
|
X.1.to..2.499.or.loss
|
6
|
|
Allothersalesandrelatedoccupations
|
X.1.to..2.499.or.loss
|
224
|
|
Officeandadministrativesupportoccupations
|
X.1.to..2.499.or.loss
|
397
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
9
|
|
Postalworkers
|
X.1.to..2.499.or.loss
|
0
|
|
Allotherofficeandadministrativesupportoccupations
|
X.1.to..2.499.or.loss
|
388
|
|
Naturalresourcesconstructionandmaintenanceoccupations
|
X.1.to..2.499.or.loss
|
67
|
|
Farmingfishingandforestryoccupations
|
X.1.to..2.499.or.loss
|
48
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
Allotherfarmingfishingandforestryoccupations
|
X.1.to..2.499.or.loss
|
48
|
|
Constructionandextractionoccupations
|
X.1.to..2.499.or.loss
|
13
|
|
Construction
|
X.1.to..2.499.or.loss
|
13
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
Brickmasonsblockmasonsandstonemasons
|
X.1.to..2.499.or.loss
|
0
|
|
Carpenters
|
X.1.to..2.499.or.loss
|
0
|
|
Electricians
|
X.1.to..2.499.or.loss
|
0
|
|
Paintersandpaperhangers
|
X.1.to..2.499.or.loss
|
2
|
|
Sheetmetalworkers
|
X.1.to..2.499.or.loss
|
0
|
|
Structuralironandsteelworkers
|
X.1.to..2.499.or.loss
|
0
|
|
Allotherconstructiontrades
|
X.1.to..2.499.or.loss
|
11
|
|
Extractionworkers
|
X.1.to..2.499.or.loss
|
1
|
|
Installationmaintenanceandrepairoccupations
|
X.1.to..2.499.or.loss
|
5
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
Aircraftmechanicsandservice
|
X.1.to..2.499.or.loss
|
0
|
|
Autobustruckheavyequipmentmechanics
|
X.1.to..2.499.or.loss
|
1
|
|
Heatingairconditioningandrefrigerationmechanicsandinstallers
|
X.1.to..2.499.or.loss
|
0
|
|
Electricalpowerlineandtelecommunicationslineinstallersandrepairers
|
X.1.to..2.499.or.loss
|
0
|
|
Allotheroccupations
|
X.1.to..2.499.or.loss
|
4
|
|
Productiontransportationandmaterialmovingoccupations
|
X.1.to..2.499.or.loss
|
204
|
|
Productionoccupations
|
X.1.to..2.499.or.loss
|
88
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
Allotheroccupations
|
X.1.to..2.499.or.loss
|
88
|
|
Transportationandmaterialmovingoccupations
|
X.1.to..2.499.or.loss
|
115
|
|
Supervisors
|
X.1.to..2.499.or.loss
|
0
|
|
Aircraftpilotsandflightengineers
|
X.1.to..2.499.or.loss
|
3
|
|
Airtrafficcontrollersandairfieldoperationspecialists
|
X.1.to..2.499.or.loss
|
0
|
|
Autobustruckambulancetaxidrivers
|
X.1.to..2.499.or.loss
|
36
|
|
Railandsubwayworkers
|
X.1.to..2.499.or.loss
|
0
|
|
Shipcaptainsandengineers
|
X.1.to..2.499.or.loss
|
0
|
#melt.tablefemale3$Count
filter by few occupations
melt.tablefemale2 <- melt.tablefemale3 %>% filter(Earnings == "Median.earnings" | Earnings == "Mean.earnings" ) %>% arrange(Earnings,desc(Count))
myselect <- c('Chief','Doctors','Nurses','FirefightersandPolice')
melt.tablefemale4 <- melt.tablefemale2 %>% filter(str_detect(Occupation, myselect) == TRUE)
head(melt.tablefemale2,n=200) %>% kable() %>% kable_styling()
|
Occupation
|
Earnings
|
Count
|
|
Doctors
|
Median.earnings
|
130746
|
|
LawyersJudgesandMagistrates
|
Median.earnings
|
106550
|
|
ChiefExecutivesGeneralandOperationsManagers
|
Median.earnings
|
84746
|
|
Engineers
|
Median.earnings
|
81366
|
|
Mathematiciansstatisticiansoperationsresearchandothermathoccupations
|
Median.earnings
|
80688
|
|
Computerandmathematicaloccupations
|
Median.earnings
|
71204
|
|
FirefightersandPolice
|
Median.earnings
|
71146
|
|
Architectureandengineeringoccupations
|
Median.earnings
|
70502
|
|
Computerscientistsanalystsprogrammersengineersandadministrators
|
Median.earnings
|
70115
|
|
PsychologistsandSociologists
|
Median.earnings
|
66465
|
|
Legaloccupations
|
Median.earnings
|
61338
|
|
Managementoccupations
|
Median.earnings
|
60153
|
|
Nurses
|
Median.earnings
|
57313
|
|
Managementbusinessandfinancialoperationsoccupations
|
Median.earnings
|
57292
|
|
AllotherManagers
|
Median.earnings
|
57188
|
|
FinancialSpecialists
|
Median.earnings
|
55986
|
|
Businessandfinancialoperationsoccupations
|
Median.earnings
|
55648
|
|
Healthcarepractitionerandtechnicaloccupations
|
Median.earnings
|
55303
|
|
BusinessOperationsSpecialists
|
Median.earnings
|
55259
|
|
Allotherscientists
|
Median.earnings
|
53372
|
|
Lifephysicalandsocialscienceoccupations
|
Median.earnings
|
52262
|
|
Managementscienceandartsoccupations
|
Median.earnings
|
51033
|
|
Postsecondaryteachers
|
Median.earnings
|
50308
|
|
ParalegalsLegalassistantsandLegalsupportworkers
|
Median.earnings
|
50149
|
|
Postalworkers
|
Median.earnings
|
48473
|
|
Professionalandrelatedoccupations
|
Median.earnings
|
47797
|
|
Allotherhealthandtechnicaloccupations
|
Median.earnings
|
47197
|
|
Realestatebrokersandsalesagents
|
Median.earnings
|
45244
|
|
Supervisors
|
Median.earnings
|
44859
|
|
Supervisors
|
Median.earnings
|
43196
|
|
Allotherteachers
|
Median.earnings
|
42439
|
|
Communityandsocialservicesoccupations
|
Median.earnings
|
41424
|
|
DraftersEngineeringtechniciansandSurveyingandmappingtechnicians
|
Median.earnings
|
41146
|
|
Insurancesalesagents
|
Median.earnings
|
40573
|
|
Educationtrainingandlibraryoccupations
|
Median.earnings
|
39973
|
|
Sciencetechnicians
|
Median.earnings
|
38945
|
|
Supervisors
|
Median.earnings
|
36912
|
|
Artsdesignentertainmentsportsandmediaoccupations
|
Median.earnings
|
35798
|
|
Protectiveserviceoccupations
|
Median.earnings
|
35117
|
|
Supervisors
|
Median.earnings
|
34012
|
|
Total
|
Median.earnings
|
32654
|
|
Officeandadministrativesupportoccupations
|
Median.earnings
|
32380
|
|
Allotherofficeandadministrativesupportoccupations
|
Median.earnings
|
31748
|
|
Allotherconstructiontrades
|
Median.earnings
|
31483
|
|
Allotheroccupations
|
Median.earnings
|
31242
|
|
Installationmaintenanceandrepairoccupations
|
Median.earnings
|
30993
|
|
Construction
|
Median.earnings
|
30848
|
|
Constructionandextractionoccupations
|
Median.earnings
|
30773
|
|
Salesandofficeoccupations
|
Median.earnings
|
30321
|
|
Supervisors
|
Median.earnings
|
27077
|
|
Allotherprotectiveserviceoccupations
|
Median.earnings
|
26808
|
|
Productionoccupations
|
Median.earnings
|
26695
|
|
Healthcaresupportoccupations
|
Median.earnings
|
26287
|
|
Naturalresourcesconstructionandmaintenanceoccupations
|
Median.earnings
|
26210
|
|
Allotheroccupations
|
Median.earnings
|
25979
|
|
Productiontransportationandmaterialmovingoccupations
|
Median.earnings
|
25647
|
|
Autobustruckambulancetaxidrivers
|
Median.earnings
|
23854
|
|
Allothersalesandrelatedoccupations
|
Median.earnings
|
23697
|
|
Transportationandmaterialmovingoccupations
|
Median.earnings
|
23324
|
|
Allothertransportationoccupations
|
Median.earnings
|
22626
|
|
Salesandrelatedoccupations
|
Median.earnings
|
22459
|
|
Supervisors
|
Median.earnings
|
22246
|
|
ArchivistsCuratorsMuseumtechniciansLibrariansandOthertechniciansandassistants
|
Median.earnings
|
22232
|
|
Serviceoccupations
|
Median.earnings
|
20028
|
|
Farmingfishingandforestryoccupations
|
Median.earnings
|
19867
|
|
Allotherfarmingfishingandforestryoccupations
|
Median.earnings
|
19550
|
|
Buildingandgroundscleaningandmaintenanceoccupations
|
Median.earnings
|
19438
|
|
Allothermaintenanceoccupations
|
Median.earnings
|
18804
|
|
Personalcareandserviceoccupations
|
Median.earnings
|
18471
|
|
Allotherpersonalcareandserviceoccupations
|
Median.earnings
|
17800
|
|
ChefsandCooks
|
Median.earnings
|
17780
|
|
Foodpreparationsandservingrelatedoccupations
|
Median.earnings
|
16103
|
|
Allotherfoodpreparationoccupations
|
Median.earnings
|
14725
|
|
Cashiers
|
Median.earnings
|
11982
|
|
Doctors
|
Mean.earnings
|
160306
|
|
LawyersJudgesandMagistrates
|
Mean.earnings
|
150715
|
|
ChiefExecutivesGeneralandOperationsManagers
|
Mean.earnings
|
116422
|
|
Legaloccupations
|
Mean.earnings
|
96760
|
|
Engineers
|
Mean.earnings
|
86514
|
|
Mathematiciansstatisticiansoperationsresearchandothermathoccupations
|
Mean.earnings
|
84371
|
|
Computerandmathematicaloccupations
|
Mean.earnings
|
76283
|
|
Computerscientistsanalystsprogrammersengineersandadministrators
|
Mean.earnings
|
75385
|
|
Managementoccupations
|
Mean.earnings
|
74345
|
|
Architectureandengineeringoccupations
|
Mean.earnings
|
73596
|
|
FirefightersandPolice
|
Mean.earnings
|
73287
|
|
PsychologistsandSociologists
|
Mean.earnings
|
71605
|
|
Managementbusinessandfinancialoperationsoccupations
|
Mean.earnings
|
70552
|
|
AllotherManagers
|
Mean.earnings
|
69750
|
|
Allotherscientists
|
Mean.earnings
|
69723
|
|
Healthcarepractitionerandtechnicaloccupations
|
Mean.earnings
|
68312
|
|
BusinessOperationsSpecialists
|
Mean.earnings
|
65603
|
|
Lifephysicalandsocialscienceoccupations
|
Mean.earnings
|
65565
|
|
Supervisors
|
Mean.earnings
|
64742
|
|
Businessandfinancialoperationsoccupations
|
Mean.earnings
|
64038
|
|
Nurses
|
Mean.earnings
|
63441
|
|
FinancialSpecialists
|
Mean.earnings
|
62117
|
|
Managementscienceandartsoccupations
|
Mean.earnings
|
62071
|
|
ParalegalsLegalassistantsandLegalsupportworkers
|
Mean.earnings
|
58652
|
|
Postsecondaryteachers
|
Mean.earnings
|
57542
|
|
Professionalandrelatedoccupations
|
Mean.earnings
|
57397
|
|
Realestatebrokersandsalesagents
|
Mean.earnings
|
57280
|
|
Supervisors
|
Mean.earnings
|
56233
|
|
Allotherhealthandtechnicaloccupations
|
Mean.earnings
|
55654
|
|
Supervisors
|
Mean.earnings
|
50661
|
|
DraftersEngineeringtechniciansandSurveyingandmappingtechnicians
|
Mean.earnings
|
49960
|
|
Postalworkers
|
Mean.earnings
|
49050
|
|
Artsdesignentertainmentsportsandmediaoccupations
|
Mean.earnings
|
48890
|
|
Supervisors
|
Mean.earnings
|
47610
|
|
Insurancesalesagents
|
Mean.earnings
|
46017
|
|
Total
|
Mean.earnings
|
44594
|
|
Communityandsocialservicesoccupations
|
Mean.earnings
|
44543
|
|
Allotherteachers
|
Mean.earnings
|
44013
|
|
Educationtrainingandlibraryoccupations
|
Mean.earnings
|
42425
|
|
Allothersalesandrelatedoccupations
|
Mean.earnings
|
42323
|
|
Protectiveserviceoccupations
|
Mean.earnings
|
41860
|
|
Sciencetechnicians
|
Mean.earnings
|
38617
|
|
Allotherconstructiontrades
|
Mean.earnings
|
37971
|
|
Officeandadministrativesupportoccupations
|
Mean.earnings
|
36384
|
|
Salesandofficeoccupations
|
Mean.earnings
|
36034
|
|
Salesandrelatedoccupations
|
Mean.earnings
|
35497
|
|
Allotherofficeandadministrativesupportoccupations
|
Mean.earnings
|
35102
|
|
Constructionandextractionoccupations
|
Mean.earnings
|
35010
|
|
Construction
|
Mean.earnings
|
34879
|
|
Allotheroccupations
|
Mean.earnings
|
33273
|
|
Installationmaintenanceandrepairoccupations
|
Mean.earnings
|
32881
|
|
Naturalresourcesconstructionandmaintenanceoccupations
|
Mean.earnings
|
32082
|
|
Productionoccupations
|
Mean.earnings
|
30904
|
|
Allotherprotectiveserviceoccupations
|
Mean.earnings
|
30830
|
|
Supervisors
|
Mean.earnings
|
30619
|
|
Healthcaresupportoccupations
|
Mean.earnings
|
29533
|
|
Productiontransportationandmaterialmovingoccupations
|
Mean.earnings
|
29236
|
|
Farmingfishingandforestryoccupations
|
Mean.earnings
|
29076
|
|
Allotherfarmingfishingandforestryoccupations
|
Mean.earnings
|
28832
|
|
Allotheroccupations
|
Mean.earnings
|
28788
|
|
ArchivistsCuratorsMuseumtechniciansLibrariansandOthertechniciansandassistants
|
Mean.earnings
|
28651
|
|
Autobustruckambulancetaxidrivers
|
Mean.earnings
|
28170
|
|
Personalcareandserviceoccupations
|
Mean.earnings
|
27260
|
|
Supervisors
|
Mean.earnings
|
26975
|
|
Transportationandmaterialmovingoccupations
|
Mean.earnings
|
26966
|
|
Allothertransportationoccupations
|
Mean.earnings
|
25566
|
|
Allotherpersonalcareandserviceoccupations
|
Mean.earnings
|
25375
|
|
Serviceoccupations
|
Mean.earnings
|
24848
|
|
Buildingandgroundscleaningandmaintenanceoccupations
|
Mean.earnings
|
20689
|
|
Allothermaintenanceoccupations
|
Mean.earnings
|
20074
|
|
ChefsandCooks
|
Mean.earnings
|
19843
|
|
Foodpreparationsandservingrelatedoccupations
|
Mean.earnings
|
19090
|
|
Allotherfoodpreparationoccupations
|
Mean.earnings
|
18063
|
|
Cashiers
|
Mean.earnings
|
14564
|
melt.tablefemale4 %>% kable() %>% kable_styling()
|
Occupation
|
Earnings
|
Count
|
|
ChiefExecutivesGeneralandOperationsManagers
|
Mean.earnings
|
116422
|
|
Nurses
|
Mean.earnings
|
63441
|
wptable4 <- head(melt.tablefemale4, n=30)