eeo.tab <- read.csv("EEO_tab.csv")
occ.only <- read.csv("occ.only.csv")new.data <- na.omit(eeo.tab)join.inner <- inner_join(eeo.tab,occ.only)## Joining, by = "OCC"head(join.inner,10)## GEO.id GEO.id2 GEO.display.label OCC
## 1 0500000US36005 36005 Bronx County, New York 10
## 2 0500000US36005 36005 Bronx County, New York 20
## 3 0500000US36005 36005 Bronx County, New York 60
## 4 0500000US36005 36005 Bronx County, New York 100
## 5 0500000US36005 36005 Bronx County, New York 110
## 6 0500000US36005 36005 Bronx County, New York 120
## 7 0500000US36005 36005 Bronx County, New York 150
## 8 0500000US36005 36005 Bronx County, New York 160
## 9 0500000US36005 36005 Bronx County, New York 220
## 10 0500000US36005 36005 Bronx County, New York 300
## OCCUPATION2010.display.label
## 1 Chief executives and legislators 0010 (SOC 11-10XX)
## 2 General and operations managers 0020 (SOC 11-1021)
## 3 Public relations and fundraising managers 0060 (SOC 11-2031)
## 4 Administrative services managers 0100 (SOC 11-3011)
## 5 Computer and information systems managers 0110 (SOC 11-3021)
## 6 Financial managers 0120 (SOC 11-3031)
## 7 Purchasing managers 0150 (SOC 11-3061)
## 8 Transportation, storage, and distribution managers 0160 (SOC 11-3071)
## 9 Construction managers 0220 (SOC 11-9021)
## 10 Architectural and engineering managers 0300 (SOC 11-9041)
## EST_HC1_VC2 EST_HC2_VC2 EST_HC3_VC2 EST_HC4_VC2 EST_HC5_VC2 EST_HC6_VC2
## 1 925 65 165 365 225 0
## 2 1975 245 660 420 485 0
## 3 105 15 25 50 15 0
## 4 390 4 170 75 130 0
## 5 665 40 285 190 115 0
## 6 2655 130 735 520 1120 0
## 7 235 15 50 85 70 0
## 8 465 25 115 150 175 0
## 9 1205 155 350 420 170 0
## 10 30 0 15 15 0 0
## EST_HC7_VC2 EST_HC8_VC2 EST_HC9_VC2 EST_HC10_VC2 EST_HC11_VC2
## 1 70 0 0 0 0
## 2 145 0 20 0 0
## 3 0 0 0 0 0
## 4 4 0 0 0 0
## 5 20 0 0 0 0
## 6 150 4 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 90 0 0 0 0
## 10 0 0 0 0 0
## EST_HC12_VC2 EST_HC13_VC2 EST_HC14_VC2 EST_HC15_VC2 EST_HC16_VC2
## 1 20 (X) (X) (X) 15
## 2 0 (X) (X) (X) 0
## 3 0 (X) (X) (X) 0
## 4 0 (X) (X) (X) 0
## 5 0 (X) (X) (X) 10
## 6 0 (X) (X) (X) 0
## 7 0 (X) (X) (X) 15
## 8 0 (X) (X) (X) 0
## 9 0 (X) (X) (X) 20
## 10 0 (X) (X) (X) 0
## EST_HC1_VC3 EST_HC2_VC3 EST_HC3_VC3 EST_HC4_VC3 EST_HC5_VC3 EST_HC6_VC3
## 1 100 7 18 40 24 0
## 2 100 12 33 21 25 0
## 3 100 14 24 48 14 0
## 4 100 1 44 19 33 0
## 5 100 6 43 29 17 0
## 6 100 5 28 20 42 0
## 7 100 6 21 36 30 0
## 8 100 5 25 32 38 0
## 9 100 13 29 35 14 0
## 10 100 0 50 50 0 0
## EST_HC7_VC3 EST_HC8_VC3 EST_HC9_VC3 EST_HC10_VC3 EST_HC11_VC3
## 1 8 0 0 0 0
## 2 7 0 1 0 0
## 3 0 0 0 0 0
## 4 1 0 0 0 0
## 5 3 0 0 0 0
## 6 6 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 8 0 0 0 0
## 10 0 0 0 0 0
## EST_HC12_VC3 EST_HC13_VC3 EST_HC14_VC3 EST_HC15_VC3 EST_HC16_VC3
## 1 2 (X) (X) (X) 2
## 2 0 (X) (X) (X) 0
## 3 0 (X) (X) (X) 0
## 4 0 (X) (X) (X) 0
## 5 0 (X) (X) (X) 2
## 6 0 (X) (X) (X) 0
## 7 0 (X) (X) (X) 6
## 8 0 (X) (X) (X) 0
## 9 0 (X) (X) (X) 2
## 10 0 (X) (X) (X) 0
## EST_HC1_VC5 EST_HC2_VC5 EST_HC3_VC5 EST_HC4_VC5 EST_HC5_VC5 EST_HC6_VC5
## 1 725 65 130 285 185 0
## 2 1105 130 300 225 310 0
## 3 15 15 0 0 0 0
## 4 260 0 120 45 90 0
## 5 465 0 210 150 75 0
## 6 1070 25 355 245 390 0
## 7 140 0 40 65 35 0
## 8 310 15 75 115 110 0
## 9 1070 145 325 335 170 0
## 10 15 0 0 15 0 0
## EST_HC7_VC5 EST_HC8_VC5 EST_HC9_VC5 EST_HC10_VC5 EST_HC11_VC5
## 1 45 0 0 0 0
## 2 120 0 20 0 0
## 3 0 0 0 0 0
## 4 4 0 0 0 0
## 5 20 0 0 0 0
## 6 55 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 75 0 0 0 0
## 10 0 0 0 0 0
## EST_HC12_VC5 EST_HC13_VC5 EST_HC14_VC5 EST_HC15_VC5 EST_HC16_VC5
## 1 0 (X) (X) (X) 15
## 2 0 (X) (X) (X) 0
## 3 0 (X) (X) (X) 0
## 4 0 (X) (X) (X) 0
## 5 0 (X) (X) (X) 10
## 6 0 (X) (X) (X) 0
## 7 0 (X) (X) (X) 0
## 8 0 (X) (X) (X) 0
## 9 0 (X) (X) (X) 20
## 10 0 (X) (X) (X) 0
## EST_HC1_VC6 EST_HC2_VC6 EST_HC3_VC6 EST_HC4_VC6 EST_HC5_VC6 EST_HC6_VC6
## 1 78 7 14 31 20 0
## 2 56 7 15 11 16 0
## 3 14 14 0 0 0 0
## 4 67 0 31 12 23 0
## 5 70 0 32 23 11 0
## 6 40 1 13 9 15 0
## 7 60 0 17 28 15 0
## 8 67 3 16 25 24 0
## 9 89 12 27 28 14 0
## 10 50 0 0 50 0 0
## EST_HC7_VC6 EST_HC8_VC6 EST_HC9_VC6 EST_HC10_VC6 EST_HC11_VC6
## 1 5 0 0 0 0
## 2 6 0 1 0 0
## 3 0 0 0 0 0
## 4 1 0 0 0 0
## 5 3 0 0 0 0
## 6 2 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 6 0 0 0 0
## 10 0 0 0 0 0
## EST_HC12_VC6 EST_HC13_VC6 EST_HC14_VC6 EST_HC15_VC6 EST_HC16_VC6
## 1 0 (X) (X) (X) 2
## 2 0 (X) (X) (X) 0
## 3 0 (X) (X) (X) 0
## 4 0 (X) (X) (X) 0
## 5 0 (X) (X) (X) 2
## 6 0 (X) (X) (X) 0
## 7 0 (X) (X) (X) 0
## 8 0 (X) (X) (X) 0
## 9 0 (X) (X) (X) 2
## 10 0 (X) (X) (X) 0
## EST_HC1_VC8 EST_HC2_VC8 EST_HC3_VC8 EST_HC4_VC8 EST_HC5_VC8 EST_HC6_VC8
## 1 205 0 35 80 40 0
## 2 865 115 355 195 175 0
## 3 90 0 25 50 15 0
## 4 130 4 50 35 40 0
## 5 200 40 75 40 45 0
## 6 1580 105 380 275 730 0
## 7 95 15 10 15 35 0
## 8 150 4 40 40 65 0
## 9 135 10 25 80 0 0
## 10 15 0 15 0 0 0
## EST_HC7_VC8 EST_HC8_VC8 EST_HC9_VC8 EST_HC10_VC8 EST_HC11_VC8
## 1 25 0 0 0 0
## 2 25 0 0 0 0
## 3 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 90 4 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 15 0 0 0 0
## 10 0 0 0 0 0
## EST_HC12_VC8 EST_HC13_VC8 EST_HC14_VC8 EST_HC15_VC8 EST_HC16_VC8
## 1 20 (X) (X) (X) 0
## 2 0 (X) (X) (X) 0
## 3 0 (X) (X) (X) 0
## 4 0 (X) (X) (X) 0
## 5 0 (X) (X) (X) 0
## 6 0 (X) (X) (X) 0
## 7 0 (X) (X) (X) 15
## 8 0 (X) (X) (X) 0
## 9 0 (X) (X) (X) 0
## 10 0 (X) (X) (X) 0
## EST_HC1_VC9 EST_HC2_VC9 EST_HC3_VC9 EST_HC4_VC9 EST_HC5_VC9 EST_HC6_VC9
## 1 22 0 4 9 4 0
## 2 44 6 18 10 9 0
## 3 86 0 24 48 14 0
## 4 33 1 13 9 10 0
## 5 30 6 11 6 7 0
## 6 60 4 14 10 28 0
## 7 40 6 4 6 15 0
## 8 32 1 9 9 14 0
## 9 11 1 2 7 0 0
## 10 50 0 50 0 0 0
## EST_HC7_VC9 EST_HC8_VC9 EST_HC9_VC9 EST_HC10_VC9 EST_HC11_VC9
## 1 3 0 0 0 0
## 2 1 0 0 0 0
## 3 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 3 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 1 0 0 0 0
## 10 0 0 0 0 0
## EST_HC12_VC9 EST_HC13_VC9 EST_HC14_VC9 EST_HC15_VC9 EST_HC16_VC9
## 1 2 (X) (X) (X) 0
## 2 0 (X) (X) (X) 0
## 3 0 (X) (X) (X) 0
## 4 0 (X) (X) (X) 0
## 5 0 (X) (X) (X) 0
## 6 0 (X) (X) (X) 0
## 7 0 (X) (X) (X) 6
## 8 0 (X) (X) (X) 0
## 9 0 (X) (X) (X) 0
## 10 0 (X) (X) (X) 0
## MOE_HC1_VC2 MOE_HC2_VC2 MOE_HC3_VC2 MOE_HC4_VC2 MOE_HC5_VC2 MOE_HC6_VC2
## 1 198 57 95 119 121 123
## 2 407 102 248 127 184 123
## 3 74 25 43 57 24 123
## 4 137 17 98 46 79 123
## 5 195 43 153 84 75 123
## 6 416 96 210 171 265 123
## 7 104 24 41 70 57 123
## 8 155 25 79 90 95 123
## 9 290 84 153 161 85 123
## 10 35 123 28 23 123 123
## MOE_HC7_VC2 MOE_HC8_VC2 MOE_HC9_VC2 MOE_HC10_VC2 MOE_HC11_VC2
## 1 47 123 123 123 123
## 2 79 123 39 123 123
## 3 123 123 123 123 123
## 4 21 123 123 123 123
## 5 21 123 123 123 123
## 6 74 21 123 123 123
## 7 123 123 123 123 123
## 8 123 123 123 123 123
## 9 78 123 123 123 123
## 10 123 123 123 123 123
## MOE_HC12_VC2 MOE_HC13_VC2 MOE_HC14_VC2 MOE_HC15_VC2 MOE_HC16_VC2
## 1 38 (X) (X) (X) 26
## 2 123 (X) (X) (X) 123
## 3 123 (X) (X) (X) 123
## 4 123 (X) (X) (X) 123
## 5 123 (X) (X) (X) 19
## 6 123 (X) (X) (X) 123
## 7 123 (X) (X) (X) 29
## 8 123 (X) (X) (X) 123
## 9 123 (X) (X) (X) 31
## 10 123 (X) (X) (X) 123
## MOE_HC1_VC3 MOE_HC2_VC3 MOE_HC3_VC3 MOE_HC4_VC3 MOE_HC5_VC3 MOE_HC6_VC3
## 1 4 6 10 12 12 4
## 2 2 5 9 6 7 2
## 3 28 26 37 37 24 28
## 4 9 4 19 11 17 9
## 5 5 6 15 12 11 5
## 6 1 3 7 6 8 1
## 7 14 10 16 23 21 14
## 8 7 5 15 16 17 7
## 9 3 7 10 10 6 3
## 10 56 56 50 50 56 56
## MOE_HC7_VC3 MOE_HC8_VC3 MOE_HC9_VC3 MOE_HC10_VC3 MOE_HC11_VC3
## 1 5 4 4 4 4
## 2 4 2 2 2 2
## 3 28 28 28 28 28
## 4 5 9 9 9 9
## 5 3 5 5 5 5
## 6 3 1 1 1 1
## 7 14 14 14 14 14
## 8 7 7 7 7 7
## 9 6 3 3 3 3
## 10 56 56 56 56 56
## MOE_HC12_VC3 MOE_HC13_VC3 MOE_HC14_VC3 MOE_HC15_VC3 MOE_HC16_VC3
## 1 4 (X) (X) (X) 3
## 2 2 (X) (X) (X) 2
## 3 28 (X) (X) (X) 28
## 4 9 (X) (X) (X) 9
## 5 5 (X) (X) (X) 3
## 6 1 (X) (X) (X) 1
## 7 14 (X) (X) (X) 12
## 8 7 (X) (X) (X) 7
## 9 3 (X) (X) (X) 3
## 10 56 (X) (X) (X) 56
## MOE_HC1_VC5 MOE_HC2_VC5 MOE_HC3_VC5 MOE_HC4_VC5 MOE_HC5_VC5 MOE_HC6_VC5
## 1 164 57 85 100 118 123
## 2 294 83 186 94 151 123
## 3 25 25 123 123 123 123
## 4 116 123 86 37 67 123
## 5 169 123 122 74 62 123
## 6 230 37 162 105 163 123
## 7 81 123 37 64 43 123
## 8 120 24 69 72 71 123
## 9 254 87 145 130 85 123
## 10 23 123 123 23 123 123
## MOE_HC7_VC5 MOE_HC8_VC5 MOE_HC9_VC5 MOE_HC10_VC5 MOE_HC11_VC5
## 1 36 123 123 123 123
## 2 77 123 39 123 123
## 3 123 123 123 123 123
## 4 21 123 123 123 123
## 5 21 123 123 123 123
## 6 42 123 123 123 123
## 7 123 123 123 123 123
## 8 123 123 123 123 123
## 9 76 123 123 123 123
## 10 123 123 123 123 123
## MOE_HC12_VC5 MOE_HC13_VC5 MOE_HC14_VC5 MOE_HC15_VC5 MOE_HC16_VC5
## 1 123 (X) (X) (X) 26
## 2 123 (X) (X) (X) 123
## 3 123 (X) (X) (X) 123
## 4 123 (X) (X) (X) 123
## 5 123 (X) (X) (X) 19
## 6 123 (X) (X) (X) 123
## 7 123 (X) (X) (X) 123
## 8 123 (X) (X) (X) 123
## 9 123 (X) (X) (X) 31
## 10 123 (X) (X) (X) 123
## MOE_HC1_VC6 MOE_HC2_VC6 MOE_HC3_VC6 MOE_HC4_VC6 MOE_HC5_VC6 MOE_HC6_VC6
## 1 9 6 9 11 12 4
## 2 8 4 8 5 7 2
## 3 26 26 28 28 28 28
## 4 15 9 19 9 14 9
## 5 11 5 12 10 9 5
## 6 7 1 6 4 6 1
## 7 22 14 15 22 18 14
## 8 16 5 14 15 14 7
## 9 7 7 10 9 6 3
## 10 50 56 56 50 56 56
## MOE_HC7_VC6 MOE_HC8_VC6 MOE_HC9_VC6 MOE_HC10_VC6 MOE_HC11_VC6
## 1 4 4 4 4 4
## 2 4 2 2 2 2
## 3 28 28 28 28 28
## 4 5 9 9 9 9
## 5 3 5 5 5 5
## 6 2 1 1 1 1
## 7 14 14 14 14 14
## 8 7 7 7 7 7
## 9 6 3 3 3 3
## 10 56 56 56 56 56
## MOE_HC12_VC6 MOE_HC13_VC6 MOE_HC14_VC6 MOE_HC15_VC6 MOE_HC16_VC6
## 1 4 (X) (X) (X) 3
## 2 2 (X) (X) (X) 2
## 3 28 (X) (X) (X) 28
## 4 9 (X) (X) (X) 9
## 5 5 (X) (X) (X) 3
## 6 1 (X) (X) (X) 1
## 7 14 (X) (X) (X) 14
## 8 7 (X) (X) (X) 7
## 9 3 (X) (X) (X) 3
## 10 56 (X) (X) (X) 56
## MOE_HC1_VC8 MOE_HC2_VC8 MOE_HC3_VC8 MOE_HC4_VC8 MOE_HC5_VC8 MOE_HC6_VC8
## 1 92 123 35 56 40 123
## 2 219 61 156 93 115 123
## 3 73 123 43 57 24 123
## 4 73 17 56 32 35 123
## 5 83 43 68 38 41 123
## 6 313 90 131 124 214 123
## 7 65 24 20 31 41 123
## 8 93 15 44 60 58 123
## 9 96 22 42 81 123 123
## 10 28 123 28 123 123 123
## MOE_HC7_VC8 MOE_HC8_VC8 MOE_HC9_VC8 MOE_HC10_VC8 MOE_HC11_VC8
## 1 32 123 123 123 123
## 2 29 123 123 123 123
## 3 123 123 123 123 123
## 4 123 123 123 123 123
## 5 123 123 123 123 123
## 6 67 21 123 123 123
## 7 123 123 123 123 123
## 8 123 123 123 123 123
## 9 16 123 123 123 123
## 10 123 123 123 123 123
## MOE_HC12_VC8 MOE_HC13_VC8 MOE_HC14_VC8 MOE_HC15_VC8 MOE_HC16_VC8
## 1 38 (X) (X) (X) 123
## 2 123 (X) (X) (X) 123
## 3 123 (X) (X) (X) 123
## 4 123 (X) (X) (X) 123
## 5 123 (X) (X) (X) 123
## 6 123 (X) (X) (X) 123
## 7 123 (X) (X) (X) 29
## 8 123 (X) (X) (X) 123
## 9 123 (X) (X) (X) 123
## 10 123 (X) (X) (X) 123
## MOE_HC1_VC9 MOE_HC2_VC9 MOE_HC3_VC9 MOE_HC4_VC9 MOE_HC5_VC9 MOE_HC6_VC9
## 1 8 4 4 6 4 4
## 2 8 3 7 4 5 2
## 3 24 28 37 37 24 28
## 4 16 4 13 8 9 9
## 5 11 6 10 6 6 5
## 6 7 3 5 4 7 1
## 7 22 10 8 13 16 14
## 8 16 3 9 13 11 7
## 9 7 2 3 6 3 3
## 10 50 56 50 56 56 56
## MOE_HC7_VC9 MOE_HC8_VC9 MOE_HC9_VC9 MOE_HC10_VC9 MOE_HC11_VC9
## 1 3 4 4 4 4
## 2 2 2 2 2 2
## 3 28 28 28 28 28
## 4 9 9 9 9 9
## 5 5 5 5 5 5
## 6 3 1 1 1 1
## 7 14 14 14 14 14
## 8 7 7 7 7 7
## 9 1 3 3 3 3
## 10 56 56 56 56 56
## MOE_HC12_VC9 MOE_HC13_VC9 MOE_HC14_VC9 MOE_HC15_VC9 MOE_HC16_VC9
## 1 4 (X) (X) (X) 4
## 2 2 (X) (X) (X) 2
## 3 28 (X) (X) (X) 28
## 4 9 (X) (X) (X) 9
## 5 5 (X) (X) (X) 5
## 6 1 (X) (X) (X) 1
## 7 14 (X) (X) (X) 12
## 8 7 (X) (X) (X) 7
## 9 3 (X) (X) (X) 3
## 10 56 (X) (X) (X) 56
## EEO.4.Descr
## 1 Officials/Administrators
## 2 Officials/Administrators
## 3 Officials/Administrators
## 4 Officials/Administrators
## 5 Officials/Administrators
## 6 Officials/Administrators
## 7 Officials/Administrators
## 8 Officials/Administrators
## 9 Officials/Administrators
## 10 Officials/Administratorsdf.census <- join.inner[2:nrow(join.inner),c("OCC","OCCUPATION2010.display.label","EEO.4.Descr","EST_HC2_VC5","EST_HC3_VC5","EST_HC4_VC5",
"EST_HC5_VC5","EST_HC6_VC5","EST_HC7_VC5","EST_HC8_VC5","EST_HC9_VC5",
"EST_HC10_VC5","EST_HC11_VC5","EST_HC12_VC5","EST_HC13_VC5","EST_HC14_VC5","EST_HC15_VC5",
"EST_HC16_VC5", "EST_HC2_VC8", "EST_HC3_VC8", "EST_HC4_VC8",
"EST_HC5_VC8", "EST_HC6_VC8", "EST_HC7_VC8", "EST_HC8_VC8", "EST_HC9_VC8",
"EST_HC10_VC8", "EST_HC11_VC8", "EST_HC12_VC8", "EST_HC13_VC8", "EST_HC14_VC8", "EST_HC15_VC8",
"EST_HC16_VC8", "MOE_HC1_VC5", "MOE_HC2_VC5", "MOE_HC3_VC5", "MOE_HC4_VC5", "MOE_HC5_VC5",
"MOE_HC6_VC5", "MOE_HC7_VC5", "MOE_HC8_VC5", "MOE_HC9_VC5", "MOE_HC10_VC5", "MOE_HC11_VC5",
"MOE_HC12_VC5", "MOE_HC13_VC5", "MOE_HC14_VC5", "MOE_HC15_VC5", "MOE_HC16_VC5", "MOE_HC1_VC8",
"MOE_HC2_VC8","MOE_HC3_VC8","MOE_HC4_VC8","MOE_HC5_VC8","MOE_HC6_VC8","MOE_HC7_VC8","MOE_HC8_VC8",
"MOE_HC9_VC8","MOE_HC10_VC8","MOE_HC11_VC8","MOE_HC12_VC8","MOE_HC13_VC8","MOE_HC14_VC8","MOE_HC15_VC8",
"MOE_HC16_VC8")]
df.census## OCC
## 2 20
## 3 60
## 4 100
## 5 110
## 6 120
## 7 150
## 8 160
## 9 220
## 10 300
## 11 350
## 12 510
## 13 540
## 14 565
## 15 640
## 16 650
## 17 710
## 18 800
## 19 1005
## 20 1010
## 21 1050
## 22 1107
## 23 1220
## 24 1300
## 25 1310
## 26 1360
## 27 1410
## 28 1460
## 29 1550
## 30 1610
## 31 1760
## 32 1840
## 33 2000
## 34 2145
## 35 2160
## 36 2160
## 37 2630
## 38 2630
## 39 3258
## 40 3540
## 41 3645
## 42 3730
## 43 3955
## 44 4720
## 45 4720
## 46 5100
## 47 5240
## 48 5410
## 49 5520
## 50 5700
## 51 5700
## 52 5700
## 53 5700
## 54 5810
## 55 5820
## 56 5840
## 57 5860
## 58 5900
## 59 5940
## 60 6200
## 61 6200
## 62 6210
## 63 6355
## 64 6740
## 65 7000
## 66 7020
## 67 7020
## 68 7040
## 69 7040
## 70 7150
## 71 7220
## 72 7410
## 73 7610
## 74 7950
## 75 8030
## 76 8140
## 77 8256
## 78 9000
## 79 9000
## 80 9120
## 81 9150
## 82 9200
## 83 9200
## 84 9240
## 85 9260
## 86 9410
## 87 9415
## 88 9510
## 89 9610
## 90 9620
## 91 10
## 92 20
## 93 60
## 94 100
## 95 110
## 96 120
## 97 150
## 98 160
## 99 220
## 100 300
## 101 350
## 102 510
## 103 540
## 104 565
## 105 640
## 106 650
## 107 710
## 108 800
## 109 1005
## 110 1010
## 111 1050
## 112 1107
## 113 1220
## 114 1300
## 115 1310
## 116 1360
## 117 1410
## 118 1460
## 119 1550
## 120 1610
## 121 1760
## 122 1840
## 123 2000
## 124 2145
## 125 2160
## 126 2160
## 127 2630
## 128 2630
## 129 3258
## 130 3540
## 131 3645
## 132 3730
## 133 3955
## 134 4720
## 135 4720
## 136 5100
## 137 5240
## 138 5410
## 139 5520
## 140 5700
## 141 5700
## 142 5700
## 143 5700
## 144 5810
## 145 5820
## 146 5840
## 147 5860
## 148 5900
## 149 5940
## 150 6200
## 151 6200
## 152 6210
## 153 6355
## 154 6740
## 155 7000
## 156 7020
## 157 7020
## 158 7040
## 159 7040
## 160 7150
## 161 7220
## 162 7410
## 163 7610
## 164 7950
## 165 8030
## 166 8140
## 167 8256
## 168 9000
## 169 9000
## 170 9120
## 171 9150
## 172 9200
## 173 9200
## 174 9240
## 175 9260
## 176 9410
## 177 9415
## 178 9510
## 179 9610
## 180 9620
## 181 10
## 182 20
## 183 60
## 184 100
## 185 110
## 186 120
## 187 150
## 188 160
## 189 220
## 190 300
## 191 350
## 192 425
## 193 510
## 194 540
## 195 565
## 196 640
## 197 650
## 198 710
## 199 800
## 200 1005
## 201 1010
## 202 1050
## 203 1107
## 204 1220
## 205 1300
## 206 1310
## 207 1360
## 208 1410
## 209 1460
## 210 1550
## 211 1610
## 212 1760
## 213 1840
## 214 2000
## 215 2145
## 216 2160
## 217 2160
## 218 2630
## 219 2630
## 220 3258
## 221 3540
## 222 3645
## 223 3730
## 224 3955
## 225 4720
## 226 4720
## 227 5100
## 228 5240
## 229 5410
## 230 5520
## 231 5700
## 232 5700
## 233 5700
## 234 5700
## 235 5810
## 236 5820
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## 369 150
## 370 160
## 371 220
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## 377 565
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## 454 3850
## 455 3955
## 456 3850
## 457 3850
## 458 3850
## 459 3955
## 460 3850
## 461 3850
## 462 3850
## 463 3955
## 464 3850
## 465 3850
## 466 3850
## 467 3955
## 468 3850
## 469 3850
## 470 3850
## 471 3955
## OCCUPATION2010.display.label
## 2 General and operations managers 0020 (SOC 11-1021)
## 3 Public relations and fundraising managers 0060 (SOC 11-2031)
## 4 Administrative services managers 0100 (SOC 11-3011)
## 5 Computer and information systems managers 0110 (SOC 11-3021)
## 6 Financial managers 0120 (SOC 11-3031)
## 7 Purchasing managers 0150 (SOC 11-3061)
## 8 Transportation, storage, and distribution managers 0160 (SOC 11-3071)
## 9 Construction managers 0220 (SOC 11-9021)
## 10 Architectural and engineering managers 0300 (SOC 11-9041)
## 11 Medical and health services managers 0350 (SOC 11-9111)
## 12 Buyers and purchasing agents, farm products 0510 (SOC 13-1021)
## 13 Claims adjusters, appraisers, examiners, and investigators 0540 (SOC 13-1030)
## 14 Compliance officers 0565 (SOC 13-1041)
## 15 Compensation, benefits, and job analysis specialists 0640 (SOC 13-1141)
## 16 Training and development specialists 0650 (SOC 13-1151)
## 17 Management analysts 0710 (SOC 13-1111)
## 18 Accountants and auditors 0800 (SOC 13-2011)
## 19 Computer and information research scientists 1005 (SOC 15-1111)
## 20 Computer programmers 1010 (SOC 15-1131)
## 21 Computer support specialists 1050 (SOC 15-1150)
## 22 Computer occupations, all other 1107 (SOC 15-1199)
## 23 Operations research analysts 1220 (SOC 15-2031)
## 24 Architects, except naval 1300 (SOC 17-1010)
## 25 Surveyors, cartographers, and photogrammetrists 1310 (SOC 17-1020)
## 26 Civil engineers 1360 (SOC 17-2051)
## 27 Electrical and electronics engineers 1410 (SOC 17-2070)
## 28 Mechanical engineers 1460 (SOC 17-2141)
## 29 Engineering technicians, except drafters 1550 (SOC 17-3020)
## 30 Biological scientists 1610 (SOC 19-1020)
## 31 Physical scientists, all other 1760 (SOC 19-2099)
## 32 Urban and regional planners 1840 (SOC 19-3051)
## 33 Counselors 2000 (SOC 21-1010)
## 34 Paralegals and legal assistants 2145 (SOC 23-2011)
## 35 Miscellaneous legal support workers 2160 (SOC 23-2090)
## 36 Miscellaneous legal support workers 2160 (SOC 23-2090)
## 37 Designers 2630 (SOC 27-1020)
## 38 Designers 2630 (SOC 27-1020)
## 39 Nurse practitioners and nurse midwives 3258 (SOC 29-11XX)
## 40 Other healthcare practitioners and technical occupations 3540 (SOC 29-9000)
## 41 Medical assistants 3645 (SOC 31-9092)
## 42 First-line supervisors of protective service workers, all other 3730 (SOC 33-1099)
## 43 Lifeguards and other recreational, and all other protective service workers 3955 (SOC 33-909X)
## 44 Cashiers 4720 (SOC 41-2010)
## 45 Cashiers 4720 (SOC 41-2010)
## 46 Bill and account collectors 5100 (SOC 43-3011)
## 47 Customer service representatives 5240 (SOC 43-4051)
## 48 Reservation and transportation ticket agents and travel clerks 5410 (SOC 43-4181)
## 49 Dispatchers 5520 (SOC 43-5030)
## 50 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 51 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 52 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 53 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 54 Data entry keyers 5810 (SOC 43-9021)
## 55 Word processors and typists 5820 (SOC 43-9022)
## 56 Insurance claims and policy processing clerks 5840 (SOC 43-9041)
## 57 Office clerks, general 5860 (SOC 43-9061)
## 58 Office machine operators, except computer 5900 (SOC 43-9071)
## 59 Miscellaneous office and administrative support workers, including desktop publishers 5940 (SOC 43-9XXX)
## 60 First-line supervisors of construction trades and extraction workers 6200 (SOC 47-1011)
## 61 First-line supervisors of construction trades and extraction workers 6200 (SOC 47-1011)
## 62 Boilermakers 6210 (SOC 47-2011)
## 63 Electricians 6355 (SOC 47-2111)
## 64 Rail-track laying and maintenance equipment operators 6740 (SOC 47-4061)
## 65 First-line supervisors of mechanics, installers, and repairers 7000 (SOC 49-1011)
## 66 Radio and telecommunications equipment installers and repairers 7020 (SOC 49-2020)
## 67 Radio and telecommunications equipment installers and repairers 7020 (SOC 49-2020)
## 68 Electric motor, power tool, and related repairers 7040 (SOC 49-2092)
## 69 Electric motor, power tool, and related repairers 7040 (SOC 49-2092)
## 70 Automotive body and related repairers 7150 (SOC 49-3021)
## 71 Heavy vehicle and mobile equipment service technicians and mechanics 7220 (SOC 49-3040)
## 72 Electrical power-line installers and repairers 7410 (SOC 49-9051)
## 73 Helpers--installation, maintenance, and repair workers 7610 (SOC 49-9098)
## 74 Cutting, punching, and press machine setters, operators, and tenders, metal and plastic 7950 (SOC 51-4031)
## 75 Machinists 8030 (SOC 51-4041)
## 76 Welding, soldering, and brazing workers 8140 (SOC 51-4120)
## 77 Print binding and finishing workers 8256 (SOC 51-5113)
## 78 Supervisors of transportation and material moving workers 9000 (SOC 53-1000)
## 79 Supervisors of transportation and material moving workers 9000 (SOC 53-1000)
## 80 Bus drivers 9120 (SOC 53-3020)
## 81 Motor vehicle operators, all other 9150 (SOC 53-3099)
## 82 Locomotive engineers and operators 9200 (SOC 53-4010)
## 83 Locomotive engineers and operators 9200 (SOC 53-4010)
## 84 Railroad conductors and yardmasters 9240 (SOC 53-4031)
## 85 Subway, streetcar, and other rail transportation workers 9260 (SOC 53-40XX)
## 86 Transportation inspectors 9410 (SOC 53-6051)
## 87 Transportation attendants, except flight attendants 9415 (SOC 53-6061)
## 88 Crane and tower operators 9510 (SOC 53-7021)
## 89 Cleaners of vehicles and equipment 9610 (SOC 53-7061)
## 90 Laborers and freight, stock, and material movers, hand 9620 (SOC 53-7062)
## 91 Chief executives and legislators 0010 (SOC 11-10XX)
## 92 General and operations managers 0020 (SOC 11-1021)
## 93 Public relations and fundraising managers 0060 (SOC 11-2031)
## 94 Administrative services managers 0100 (SOC 11-3011)
## 95 Computer and information systems managers 0110 (SOC 11-3021)
## 96 Financial managers 0120 (SOC 11-3031)
## 97 Purchasing managers 0150 (SOC 11-3061)
## 98 Transportation, storage, and distribution managers 0160 (SOC 11-3071)
## 99 Construction managers 0220 (SOC 11-9021)
## 100 Architectural and engineering managers 0300 (SOC 11-9041)
## 101 Medical and health services managers 0350 (SOC 11-9111)
## 102 Buyers and purchasing agents, farm products 0510 (SOC 13-1021)
## 103 Claims adjusters, appraisers, examiners, and investigators 0540 (SOC 13-1030)
## 104 Compliance officers 0565 (SOC 13-1041)
## 105 Compensation, benefits, and job analysis specialists 0640 (SOC 13-1141)
## 106 Training and development specialists 0650 (SOC 13-1151)
## 107 Management analysts 0710 (SOC 13-1111)
## 108 Accountants and auditors 0800 (SOC 13-2011)
## 109 Computer and information research scientists 1005 (SOC 15-1111)
## 110 Computer programmers 1010 (SOC 15-1131)
## 111 Computer support specialists 1050 (SOC 15-1150)
## 112 Computer occupations, all other 1107 (SOC 15-1199)
## 113 Operations research analysts 1220 (SOC 15-2031)
## 114 Architects, except naval 1300 (SOC 17-1010)
## 115 Surveyors, cartographers, and photogrammetrists 1310 (SOC 17-1020)
## 116 Civil engineers 1360 (SOC 17-2051)
## 117 Electrical and electronics engineers 1410 (SOC 17-2070)
## 118 Mechanical engineers 1460 (SOC 17-2141)
## 119 Engineering technicians, except drafters 1550 (SOC 17-3020)
## 120 Biological scientists 1610 (SOC 19-1020)
## 121 Physical scientists, all other 1760 (SOC 19-2099)
## 122 Urban and regional planners 1840 (SOC 19-3051)
## 123 Counselors 2000 (SOC 21-1010)
## 124 Paralegals and legal assistants 2145 (SOC 23-2011)
## 125 Miscellaneous legal support workers 2160 (SOC 23-2090)
## 126 Miscellaneous legal support workers 2160 (SOC 23-2090)
## 127 Designers 2630 (SOC 27-1020)
## 128 Designers 2630 (SOC 27-1020)
## 129 Nurse practitioners and nurse midwives 3258 (SOC 29-11XX)
## 130 Other healthcare practitioners and technical occupations 3540 (SOC 29-9000)
## 131 Medical assistants 3645 (SOC 31-9092)
## 132 First-line supervisors of protective service workers, all other 3730 (SOC 33-1099)
## 133 Lifeguards and other recreational, and all other protective service workers 3955 (SOC 33-909X)
## 134 Cashiers 4720 (SOC 41-2010)
## 135 Cashiers 4720 (SOC 41-2010)
## 136 Bill and account collectors 5100 (SOC 43-3011)
## 137 Customer service representatives 5240 (SOC 43-4051)
## 138 Reservation and transportation ticket agents and travel clerks 5410 (SOC 43-4181)
## 139 Dispatchers 5520 (SOC 43-5030)
## 140 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 141 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 142 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 143 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 144 Data entry keyers 5810 (SOC 43-9021)
## 145 Word processors and typists 5820 (SOC 43-9022)
## 146 Insurance claims and policy processing clerks 5840 (SOC 43-9041)
## 147 Office clerks, general 5860 (SOC 43-9061)
## 148 Office machine operators, except computer 5900 (SOC 43-9071)
## 149 Miscellaneous office and administrative support workers, including desktop publishers 5940 (SOC 43-9XXX)
## 150 First-line supervisors of construction trades and extraction workers 6200 (SOC 47-1011)
## 151 First-line supervisors of construction trades and extraction workers 6200 (SOC 47-1011)
## 152 Boilermakers 6210 (SOC 47-2011)
## 153 Electricians 6355 (SOC 47-2111)
## 154 Rail-track laying and maintenance equipment operators 6740 (SOC 47-4061)
## 155 First-line supervisors of mechanics, installers, and repairers 7000 (SOC 49-1011)
## 156 Radio and telecommunications equipment installers and repairers 7020 (SOC 49-2020)
## 157 Radio and telecommunications equipment installers and repairers 7020 (SOC 49-2020)
## 158 Electric motor, power tool, and related repairers 7040 (SOC 49-2092)
## 159 Electric motor, power tool, and related repairers 7040 (SOC 49-2092)
## 160 Automotive body and related repairers 7150 (SOC 49-3021)
## 161 Heavy vehicle and mobile equipment service technicians and mechanics 7220 (SOC 49-3040)
## 162 Electrical power-line installers and repairers 7410 (SOC 49-9051)
## 163 Helpers--installation, maintenance, and repair workers 7610 (SOC 49-9098)
## 164 Cutting, punching, and press machine setters, operators, and tenders, metal and plastic 7950 (SOC 51-4031)
## 165 Machinists 8030 (SOC 51-4041)
## 166 Welding, soldering, and brazing workers 8140 (SOC 51-4120)
## 167 Print binding and finishing workers 8256 (SOC 51-5113)
## 168 Supervisors of transportation and material moving workers 9000 (SOC 53-1000)
## 169 Supervisors of transportation and material moving workers 9000 (SOC 53-1000)
## 170 Bus drivers 9120 (SOC 53-3020)
## 171 Motor vehicle operators, all other 9150 (SOC 53-3099)
## 172 Locomotive engineers and operators 9200 (SOC 53-4010)
## 173 Locomotive engineers and operators 9200 (SOC 53-4010)
## 174 Railroad conductors and yardmasters 9240 (SOC 53-4031)
## 175 Subway, streetcar, and other rail transportation workers 9260 (SOC 53-40XX)
## 176 Transportation inspectors 9410 (SOC 53-6051)
## 177 Transportation attendants, except flight attendants 9415 (SOC 53-6061)
## 178 Crane and tower operators 9510 (SOC 53-7021)
## 179 Cleaners of vehicles and equipment 9610 (SOC 53-7061)
## 180 Laborers and freight, stock, and material movers, hand 9620 (SOC 53-7062)
## 181 Chief executives and legislators 0010 (SOC 11-10XX)
## 182 General and operations managers 0020 (SOC 11-1021)
## 183 Public relations and fundraising managers 0060 (SOC 11-2031)
## 184 Administrative services managers 0100 (SOC 11-3011)
## 185 Computer and information systems managers 0110 (SOC 11-3021)
## 186 Financial managers 0120 (SOC 11-3031)
## 187 Purchasing managers 0150 (SOC 11-3061)
## 188 Transportation, storage, and distribution managers 0160 (SOC 11-3071)
## 189 Construction managers 0220 (SOC 11-9021)
## 190 Architectural and engineering managers 0300 (SOC 11-9041)
## 191 Medical and health services managers 0350 (SOC 11-9111)
## 192 Emergency management directors 0425 (SOC 11-9161)
## 193 Buyers and purchasing agents, farm products 0510 (SOC 13-1021)
## 194 Claims adjusters, appraisers, examiners, and investigators 0540 (SOC 13-1030)
## 195 Compliance officers 0565 (SOC 13-1041)
## 196 Compensation, benefits, and job analysis specialists 0640 (SOC 13-1141)
## 197 Training and development specialists 0650 (SOC 13-1151)
## 198 Management analysts 0710 (SOC 13-1111)
## 199 Accountants and auditors 0800 (SOC 13-2011)
## 200 Computer and information research scientists 1005 (SOC 15-1111)
## 201 Computer programmers 1010 (SOC 15-1131)
## 202 Computer support specialists 1050 (SOC 15-1150)
## 203 Computer occupations, all other 1107 (SOC 15-1199)
## 204 Operations research analysts 1220 (SOC 15-2031)
## 205 Architects, except naval 1300 (SOC 17-1010)
## 206 Surveyors, cartographers, and photogrammetrists 1310 (SOC 17-1020)
## 207 Civil engineers 1360 (SOC 17-2051)
## 208 Electrical and electronics engineers 1410 (SOC 17-2070)
## 209 Mechanical engineers 1460 (SOC 17-2141)
## 210 Engineering technicians, except drafters 1550 (SOC 17-3020)
## 211 Biological scientists 1610 (SOC 19-1020)
## 212 Physical scientists, all other 1760 (SOC 19-2099)
## 213 Urban and regional planners 1840 (SOC 19-3051)
## 214 Counselors 2000 (SOC 21-1010)
## 215 Paralegals and legal assistants 2145 (SOC 23-2011)
## 216 Miscellaneous legal support workers 2160 (SOC 23-2090)
## 217 Miscellaneous legal support workers 2160 (SOC 23-2090)
## 218 Designers 2630 (SOC 27-1020)
## 219 Designers 2630 (SOC 27-1020)
## 220 Nurse practitioners and nurse midwives 3258 (SOC 29-11XX)
## 221 Other healthcare practitioners and technical occupations 3540 (SOC 29-9000)
## 222 Medical assistants 3645 (SOC 31-9092)
## 223 First-line supervisors of protective service workers, all other 3730 (SOC 33-1099)
## 224 Lifeguards and other recreational, and all other protective service workers 3955 (SOC 33-909X)
## 225 Cashiers 4720 (SOC 41-2010)
## 226 Cashiers 4720 (SOC 41-2010)
## 227 Bill and account collectors 5100 (SOC 43-3011)
## 228 Customer service representatives 5240 (SOC 43-4051)
## 229 Reservation and transportation ticket agents and travel clerks 5410 (SOC 43-4181)
## 230 Dispatchers 5520 (SOC 43-5030)
## 231 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 232 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 233 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 234 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 235 Data entry keyers 5810 (SOC 43-9021)
## 236 Word processors and typists 5820 (SOC 43-9022)
## 237 Insurance claims and policy processing clerks 5840 (SOC 43-9041)
## 238 Office clerks, general 5860 (SOC 43-9061)
## 239 Office machine operators, except computer 5900 (SOC 43-9071)
## 240 Miscellaneous office and administrative support workers, including desktop publishers 5940 (SOC 43-9XXX)
## 241 First-line supervisors of construction trades and extraction workers 6200 (SOC 47-1011)
## 242 First-line supervisors of construction trades and extraction workers 6200 (SOC 47-1011)
## 243 Boilermakers 6210 (SOC 47-2011)
## 244 Electricians 6355 (SOC 47-2111)
## 245 Rail-track laying and maintenance equipment operators 6740 (SOC 47-4061)
## 246 First-line supervisors of mechanics, installers, and repairers 7000 (SOC 49-1011)
## 247 Radio and telecommunications equipment installers and repairers 7020 (SOC 49-2020)
## 248 Radio and telecommunications equipment installers and repairers 7020 (SOC 49-2020)
## 249 Electric motor, power tool, and related repairers 7040 (SOC 49-2092)
## 250 Electric motor, power tool, and related repairers 7040 (SOC 49-2092)
## 251 Automotive body and related repairers 7150 (SOC 49-3021)
## 252 Heavy vehicle and mobile equipment service technicians and mechanics 7220 (SOC 49-3040)
## 253 Electrical power-line installers and repairers 7410 (SOC 49-9051)
## 254 Helpers--installation, maintenance, and repair workers 7610 (SOC 49-9098)
## 255 Cutting, punching, and press machine setters, operators, and tenders, metal and plastic 7950 (SOC 51-4031)
## 256 Machinists 8030 (SOC 51-4041)
## 257 Welding, soldering, and brazing workers 8140 (SOC 51-4120)
## 258 Print binding and finishing workers 8256 (SOC 51-5113)
## 259 Supervisors of transportation and material moving workers 9000 (SOC 53-1000)
## 260 Supervisors of transportation and material moving workers 9000 (SOC 53-1000)
## 261 Bus drivers 9120 (SOC 53-3020)
## 262 Motor vehicle operators, all other 9150 (SOC 53-3099)
## 263 Locomotive engineers and operators 9200 (SOC 53-4010)
## 264 Locomotive engineers and operators 9200 (SOC 53-4010)
## 265 Railroad conductors and yardmasters 9240 (SOC 53-4031)
## 266 Subway, streetcar, and other rail transportation workers 9260 (SOC 53-40XX)
## 267 Transportation inspectors 9410 (SOC 53-6051)
## 268 Transportation attendants, except flight attendants 9415 (SOC 53-6061)
## 269 Crane and tower operators 9510 (SOC 53-7021)
## 270 Cleaners of vehicles and equipment 9610 (SOC 53-7061)
## 271 Laborers and freight, stock, and material movers, hand 9620 (SOC 53-7062)
## 272 Chief executives and legislators 0010 (SOC 11-10XX)
## 273 General and operations managers 0020 (SOC 11-1021)
## 274 Public relations and fundraising managers 0060 (SOC 11-2031)
## 275 Administrative services managers 0100 (SOC 11-3011)
## 276 Computer and information systems managers 0110 (SOC 11-3021)
## 277 Financial managers 0120 (SOC 11-3031)
## 278 Purchasing managers 0150 (SOC 11-3061)
## 279 Transportation, storage, and distribution managers 0160 (SOC 11-3071)
## 280 Construction managers 0220 (SOC 11-9021)
## 281 Architectural and engineering managers 0300 (SOC 11-9041)
## 282 Medical and health services managers 0350 (SOC 11-9111)
## 283 Emergency management directors 0425 (SOC 11-9161)
## 284 Buyers and purchasing agents, farm products 0510 (SOC 13-1021)
## 285 Claims adjusters, appraisers, examiners, and investigators 0540 (SOC 13-1030)
## 286 Compliance officers 0565 (SOC 13-1041)
## 287 Compensation, benefits, and job analysis specialists 0640 (SOC 13-1141)
## 288 Training and development specialists 0650 (SOC 13-1151)
## 289 Management analysts 0710 (SOC 13-1111)
## 290 Accountants and auditors 0800 (SOC 13-2011)
## 291 Computer and information research scientists 1005 (SOC 15-1111)
## 292 Computer programmers 1010 (SOC 15-1131)
## 293 Computer support specialists 1050 (SOC 15-1150)
## 294 Computer occupations, all other 1107 (SOC 15-1199)
## 295 Operations research analysts 1220 (SOC 15-2031)
## 296 Architects, except naval 1300 (SOC 17-1010)
## 297 Surveyors, cartographers, and photogrammetrists 1310 (SOC 17-1020)
## 298 Civil engineers 1360 (SOC 17-2051)
## 299 Electrical and electronics engineers 1410 (SOC 17-2070)
## 300 Mechanical engineers 1460 (SOC 17-2141)
## 301 Engineering technicians, except drafters 1550 (SOC 17-3020)
## 302 Biological scientists 1610 (SOC 19-1020)
## 303 Physical scientists, all other 1760 (SOC 19-2099)
## 304 Urban and regional planners 1840 (SOC 19-3051)
## 305 Counselors 2000 (SOC 21-1010)
## 306 Paralegals and legal assistants 2145 (SOC 23-2011)
## 307 Miscellaneous legal support workers 2160 (SOC 23-2090)
## 308 Miscellaneous legal support workers 2160 (SOC 23-2090)
## 309 Designers 2630 (SOC 27-1020)
## 310 Designers 2630 (SOC 27-1020)
## 311 Nurse practitioners and nurse midwives 3258 (SOC 29-11XX)
## 312 Other healthcare practitioners and technical occupations 3540 (SOC 29-9000)
## 313 Medical assistants 3645 (SOC 31-9092)
## 314 First-line supervisors of protective service workers, all other 3730 (SOC 33-1099)
## 315 Lifeguards and other recreational, and all other protective service workers 3955 (SOC 33-909X)
## 316 Cashiers 4720 (SOC 41-2010)
## 317 Cashiers 4720 (SOC 41-2010)
## 318 Bill and account collectors 5100 (SOC 43-3011)
## 319 Customer service representatives 5240 (SOC 43-4051)
## 320 Reservation and transportation ticket agents and travel clerks 5410 (SOC 43-4181)
## 321 Dispatchers 5520 (SOC 43-5030)
## 322 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 323 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 324 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 325 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 326 Data entry keyers 5810 (SOC 43-9021)
## 327 Word processors and typists 5820 (SOC 43-9022)
## 328 Insurance claims and policy processing clerks 5840 (SOC 43-9041)
## 329 Office clerks, general 5860 (SOC 43-9061)
## 330 Office machine operators, except computer 5900 (SOC 43-9071)
## 331 Miscellaneous office and administrative support workers, including desktop publishers 5940 (SOC 43-9XXX)
## 332 First-line supervisors of construction trades and extraction workers 6200 (SOC 47-1011)
## 333 First-line supervisors of construction trades and extraction workers 6200 (SOC 47-1011)
## 334 Boilermakers 6210 (SOC 47-2011)
## 335 Electricians 6355 (SOC 47-2111)
## 336 Rail-track laying and maintenance equipment operators 6740 (SOC 47-4061)
## 337 First-line supervisors of mechanics, installers, and repairers 7000 (SOC 49-1011)
## 338 Radio and telecommunications equipment installers and repairers 7020 (SOC 49-2020)
## 339 Radio and telecommunications equipment installers and repairers 7020 (SOC 49-2020)
## 340 Electric motor, power tool, and related repairers 7040 (SOC 49-2092)
## 341 Electric motor, power tool, and related repairers 7040 (SOC 49-2092)
## 342 Automotive body and related repairers 7150 (SOC 49-3021)
## 343 Heavy vehicle and mobile equipment service technicians and mechanics 7220 (SOC 49-3040)
## 344 Electrical power-line installers and repairers 7410 (SOC 49-9051)
## 345 Helpers--installation, maintenance, and repair workers 7610 (SOC 49-9098)
## 346 Cutting, punching, and press machine setters, operators, and tenders, metal and plastic 7950 (SOC 51-4031)
## 347 Machinists 8030 (SOC 51-4041)
## 348 Welding, soldering, and brazing workers 8140 (SOC 51-4120)
## 349 Print binding and finishing workers 8256 (SOC 51-5113)
## 350 Supervisors of transportation and material moving workers 9000 (SOC 53-1000)
## 351 Supervisors of transportation and material moving workers 9000 (SOC 53-1000)
## 352 Bus drivers 9120 (SOC 53-3020)
## 353 Motor vehicle operators, all other 9150 (SOC 53-3099)
## 354 Locomotive engineers and operators 9200 (SOC 53-4010)
## 355 Locomotive engineers and operators 9200 (SOC 53-4010)
## 356 Railroad conductors and yardmasters 9240 (SOC 53-4031)
## 357 Subway, streetcar, and other rail transportation workers 9260 (SOC 53-40XX)
## 358 Transportation inspectors 9410 (SOC 53-6051)
## 359 Transportation attendants, except flight attendants 9415 (SOC 53-6061)
## 360 Crane and tower operators 9510 (SOC 53-7021)
## 361 Cleaners of vehicles and equipment 9610 (SOC 53-7061)
## 362 Laborers and freight, stock, and material movers, hand 9620 (SOC 53-7062)
## 363 Chief executives and legislators 0010 (SOC 11-10XX)
## 364 General and operations managers 0020 (SOC 11-1021)
## 365 Public relations and fundraising managers 0060 (SOC 11-2031)
## 366 Administrative services managers 0100 (SOC 11-3011)
## 367 Computer and information systems managers 0110 (SOC 11-3021)
## 368 Financial managers 0120 (SOC 11-3031)
## 369 Purchasing managers 0150 (SOC 11-3061)
## 370 Transportation, storage, and distribution managers 0160 (SOC 11-3071)
## 371 Construction managers 0220 (SOC 11-9021)
## 372 Architectural and engineering managers 0300 (SOC 11-9041)
## 373 Medical and health services managers 0350 (SOC 11-9111)
## 374 Emergency management directors 0425 (SOC 11-9161)
## 375 Buyers and purchasing agents, farm products 0510 (SOC 13-1021)
## 376 Claims adjusters, appraisers, examiners, and investigators 0540 (SOC 13-1030)
## 377 Compliance officers 0565 (SOC 13-1041)
## 378 Compensation, benefits, and job analysis specialists 0640 (SOC 13-1141)
## 379 Training and development specialists 0650 (SOC 13-1151)
## 380 Management analysts 0710 (SOC 13-1111)
## 381 Accountants and auditors 0800 (SOC 13-2011)
## 382 Computer and information research scientists 1005 (SOC 15-1111)
## 383 Computer programmers 1010 (SOC 15-1131)
## 384 Computer support specialists 1050 (SOC 15-1150)
## 385 Computer occupations, all other 1107 (SOC 15-1199)
## 386 Operations research analysts 1220 (SOC 15-2031)
## 387 Architects, except naval 1300 (SOC 17-1010)
## 388 Surveyors, cartographers, and photogrammetrists 1310 (SOC 17-1020)
## 389 Civil engineers 1360 (SOC 17-2051)
## 390 Electrical and electronics engineers 1410 (SOC 17-2070)
## 391 Mechanical engineers 1460 (SOC 17-2141)
## 392 Engineering technicians, except drafters 1550 (SOC 17-3020)
## 393 Biological scientists 1610 (SOC 19-1020)
## 394 Physical scientists, all other 1760 (SOC 19-2099)
## 395 Urban and regional planners 1840 (SOC 19-3051)
## 396 Counselors 2000 (SOC 21-1010)
## 397 Paralegals and legal assistants 2145 (SOC 23-2011)
## 398 Miscellaneous legal support workers 2160 (SOC 23-2090)
## 399 Miscellaneous legal support workers 2160 (SOC 23-2090)
## 400 Designers 2630 (SOC 27-1020)
## 401 Designers 2630 (SOC 27-1020)
## 402 Nurse practitioners and nurse midwives 3258 (SOC 29-11XX)
## 403 Other healthcare practitioners and technical occupations 3540 (SOC 29-9000)
## 404 Medical assistants 3645 (SOC 31-9092)
## 405 First-line supervisors of protective service workers, all other 3730 (SOC 33-1099)
## 406 Lifeguards and other recreational, and all other protective service workers 3955 (SOC 33-909X)
## 407 Cashiers 4720 (SOC 41-2010)
## 408 Cashiers 4720 (SOC 41-2010)
## 409 Bill and account collectors 5100 (SOC 43-3011)
## 410 Customer service representatives 5240 (SOC 43-4051)
## 411 Reservation and transportation ticket agents and travel clerks 5410 (SOC 43-4181)
## 412 Dispatchers 5520 (SOC 43-5030)
## 413 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 414 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 415 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 416 Secretaries and administrative assistants 5700 (SOC 43-6010)
## 417 Data entry keyers 5810 (SOC 43-9021)
## 418 Word processors and typists 5820 (SOC 43-9022)
## 419 Insurance claims and policy processing clerks 5840 (SOC 43-9041)
## 420 Office clerks, general 5860 (SOC 43-9061)
## 421 Office machine operators, except computer 5900 (SOC 43-9071)
## 422 Miscellaneous office and administrative support workers, including desktop publishers 5940 (SOC 43-9XXX)
## 423 First-line supervisors of construction trades and extraction workers 6200 (SOC 47-1011)
## 424 First-line supervisors of construction trades and extraction workers 6200 (SOC 47-1011)
## 425 Electricians 6355 (SOC 47-2111)
## 426 Rail-track laying and maintenance equipment operators 6740 (SOC 47-4061)
## 427 First-line supervisors of mechanics, installers, and repairers 7000 (SOC 49-1011)
## 428 Radio and telecommunications equipment installers and repairers 7020 (SOC 49-2020)
## 429 Radio and telecommunications equipment installers and repairers 7020 (SOC 49-2020)
## 430 Electric motor, power tool, and related repairers 7040 (SOC 49-2092)
## 431 Electric motor, power tool, and related repairers 7040 (SOC 49-2092)
## 432 Automotive body and related repairers 7150 (SOC 49-3021)
## 433 Heavy vehicle and mobile equipment service technicians and mechanics 7220 (SOC 49-3040)
## 434 Electrical power-line installers and repairers 7410 (SOC 49-9051)
## 435 Helpers--installation, maintenance, and repair workers 7610 (SOC 49-9098)
## 436 Cutting, punching, and press machine setters, operators, and tenders, metal and plastic 7950 (SOC 51-4031)
## 437 Machinists 8030 (SOC 51-4041)
## 438 Welding, soldering, and brazing workers 8140 (SOC 51-4120)
## 439 Supervisors of transportation and material moving workers 9000 (SOC 53-1000)
## 440 Supervisors of transportation and material moving workers 9000 (SOC 53-1000)
## 441 Bus drivers 9120 (SOC 53-3020)
## 442 Motor vehicle operators, all other 9150 (SOC 53-3099)
## 443 Locomotive engineers and operators 9200 (SOC 53-4010)
## 444 Locomotive engineers and operators 9200 (SOC 53-4010)
## 445 Railroad conductors and yardmasters 9240 (SOC 53-4031)
## 446 Subway, streetcar, and other rail transportation workers 9260 (SOC 53-40XX)
## 447 Transportation inspectors 9410 (SOC 53-6051)
## 448 Transportation attendants, except flight attendants 9415 (SOC 53-6061)
## 449 Crane and tower operators 9510 (SOC 53-7021)
## 450 Cleaners of vehicles and equipment 9610 (SOC 53-7061)
## 451 Laborers and freight, stock, and material movers, hand 9620 (SOC 53-7062)
## 452 Police officers 3850 (SOC 33-3050)
## 453 Police officers 3850 (SOC 33-3050)
## 454 Police officers 3850 (SOC 33-3050)
## 455 Lifeguards and other recreational, and all other protective service workers 3955 (SOC 33-909X)
## 456 Police officers 3850 (SOC 33-3050)
## 457 Police officers 3850 (SOC 33-3050)
## 458 Police officers 3850 (SOC 33-3050)
## 459 Lifeguards and other recreational, and all other protective service workers 3955 (SOC 33-909X)
## 460 Police officers 3850 (SOC 33-3050)
## 461 Police officers 3850 (SOC 33-3050)
## 462 Police officers 3850 (SOC 33-3050)
## 463 Lifeguards and other recreational, and all other protective service workers 3955 (SOC 33-909X)
## 464 Police officers 3850 (SOC 33-3050)
## 465 Police officers 3850 (SOC 33-3050)
## 466 Police officers 3850 (SOC 33-3050)
## 467 Lifeguards and other recreational, and all other protective service workers 3955 (SOC 33-909X)
## 468 Police officers 3850 (SOC 33-3050)
## 469 Police officers 3850 (SOC 33-3050)
## 470 Police officers 3850 (SOC 33-3050)
## 471 Lifeguards and other recreational, and all other protective service workers 3955 (SOC 33-909X)
## EEO.4.Descr EST_HC2_VC5 EST_HC3_VC5 EST_HC4_VC5
## 2 Officials/Administrators 130 300 225
## 3 Officials/Administrators 15 0 0
## 4 Officials/Administrators 0 120 45
## 5 Officials/Administrators 0 210 150
## 6 Officials/Administrators 25 355 245
## 7 Officials/Administrators 0 40 65
## 8 Officials/Administrators 15 75 115
## 9 Officials/Administrators 145 325 335
## 10 Officials/Administrators 0 0 15
## 11 Officials/Administrators 60 165 175
## 12 Professionals 0 0 0
## 13 Paraprofessional 0 0 40
## 14 Officials/Administrators 25 65 10
## 15 Paraprofessional 0 25 0
## 16 Professionals 0 25 4
## 17 Professionals 40 80 225
## 18 Professionals 160 440 640
## 19 Professionals 0 30 40
## 20 Professionals 25 65 115
## 21 Professionals 45 375 50
## 22 Officials/Administrators 115 270 60
## 23 Professionals 0 0 0
## 24 Professionals 0 70 95
## 25 Officials/Administrators 0 0 0
## 26 Professionals 30 100 60
## 27 Professionals 0 75 100
## 28 Officials/Administrators 10 85 10
## 29 Technicians 100 60 40
## 30 Technicians 0 0 15
## 31 Officials/Administrators 10 0 85
## 32 Professionals 15 10 4
## 33 Professionals 140 475 210
## 34 Office/Clerical 80 20 35
## 35 Professionals 50 40 60
## 36 Officials/Administrators 50 40 60
## 37 Professionals 65 325 110
## 38 Professionals 65 325 110
## 39 Professionals 0 0 0
## 40 Professionals 25 40 45
## 41 Technicians 15 40 0
## 42 Officials/Administrators 4 185 95
## 43 Protective Service 55 155 115
## 44 Office/Clerical 555 2500 550
## 45 Officials/Administrators 555 2500 550
## 46 Office/Clerical 10 40 0
## 47 Professionals 275 1285 150
## 48 Office/Clerical 10 10 10
## 49 Officials/Administrators 30 215 75
## 50 Office/Clerical 4 340 95
## 51 Office/Clerical 4 340 95
## 52 Office/Clerical 4 340 95
## 53 Office/Clerical 4 340 95
## 54 Office/Clerical 80 170 95
## 55 Office/Clerical 75 55 45
## 56 Paraprofessional 0 85 10
## 57 Office/Clerical 260 685 315
## 58 Office/Clerical 10 20 55
## 59 Office/Clerical 50 290 100
## 60 Officials/Administrators 155 555 425
## 61 Officials/Administrators 155 555 425
## 62 Skilled Craft 0 70 0
## 63 Skilled Craft 160 755 410
## 64 Skilled Craft 0 40 0
## 65 Officials/Administrators 15 90 150
## 66 Technicians 40 215 185
## 67 Skilled Craft 40 215 185
## 68 Skilled Craft 0 25 0
## 69 Skilled Craft 0 25 0
## 70 Skilled Craft 85 215 0
## 71 Skilled Craft 15 4 85
## 72 Skilled Craft 65 95 0
## 73 Service Maintenance 50 170 20
## 74 Skilled Craft 0 10 0
## 75 Skilled Craft 15 95 60
## 76 Officials/Administrators 140 430 25
## 77 Office/Clerical 0 0 10
## 78 Officials/Administrators 80 240 130
## 79 Service Maintenance 80 240 130
## 80 Service Maintenance 310 1430 200
## 81 Service Maintenance 0 85 0
## 82 Skilled Craft 0 15 60
## 83 Skilled Craft 0 15 60
## 84 Service Maintenance 0 115 40
## 85 Professionals 10 0 20
## 86 Officials/Administrators 20 50 90
## 87 Office/Clerical 70 65 20
## 88 Skilled Craft 0 0 0
## 89 Service Maintenance 105 780 45
## 90 Office/Clerical 885 2970 405
## 91 Officials/Administrators 210 85 2680
## 92 Officials/Administrators 60 165 1585
## 93 Officials/Administrators 0 0 140
## 94 Officials/Administrators 50 10 280
## 95 Officials/Administrators 115 60 1145
## 96 Officials/Administrators 215 140 2320
## 97 Officials/Administrators 10 0 55
## 98 Officials/Administrators 60 100 545
## 99 Officials/Administrators 165 200 1985
## 100 Officials/Administrators 0 0 70
## 101 Officials/Administrators 40 130 595
## 102 Professionals 0 0 45
## 103 Paraprofessional 25 40 200
## 104 Officials/Administrators 25 70 245
## 105 Paraprofessional 0 15 105
## 106 Professionals 0 0 220
## 107 Professionals 35 100 1460
## 108 Professionals 300 220 4585
## 109 Professionals 0 0 15
## 110 Professionals 135 75 3625
## 111 Professionals 135 140 770
## 112 Officials/Administrators 145 65 925
## 113 Professionals 10 40 170
## 114 Professionals 95 105 1810
## 115 Officials/Administrators 0 35 10
## 116 Professionals 10 35 720
## 117 Professionals 10 10 410
## 118 Officials/Administrators 10 55 205
## 119 Technicians 90 65 405
## 120 Technicians 0 0 85
## 121 Officials/Administrators 15 15 210
## 122 Professionals 0 0 70
## 123 Professionals 125 225 865
## 124 Office/Clerical 55 30 990
## 125 Professionals 35 110 525
## 126 Officials/Administrators 35 110 525
## 127 Professionals 415 475 4750
## 128 Professionals 415 475 4750
## 129 Professionals 0 0 0
## 130 Professionals 0 15 20
## 131 Technicians 15 115 90
## 132 Officials/Administrators 90 55 215
## 133 Protective Service 65 0 115
## 134 Office/Clerical 705 1105 1980
## 135 Officials/Administrators 705 1105 1980
## 136 Office/Clerical 10 25 70
## 137 Professionals 540 750 1755
## 138 Office/Clerical 40 10 170
## 139 Officials/Administrators 125 140 455
## 140 Office/Clerical 110 185 1980
## 141 Office/Clerical 110 185 1980
## 142 Office/Clerical 110 185 1980
## 143 Office/Clerical 110 185 1980
## 144 Office/Clerical 110 125 375
## 145 Office/Clerical 80 75 215
## 146 Paraprofessional 0 85 125
## 147 Office/Clerical 430 590 1705
## 148 Office/Clerical 60 70 60
## 149 Office/Clerical 55 150 545
## 150 Officials/Administrators 150 310 1675
## 151 Officials/Administrators 150 310 1675
## 152 Skilled Craft 30 35 100
## 153 Skilled Craft 215 500 2255
## 154 Skilled Craft 15 0 35
## 155 Officials/Administrators 70 135 270
## 156 Technicians 50 80 445
## 157 Skilled Craft 50 80 445
## 158 Skilled Craft 10 15 45
## 159 Skilled Craft 10 15 45
## 160 Skilled Craft 100 190 270
## 161 Skilled Craft 20 85 155
## 162 Skilled Craft 25 85 235
## 163 Service Maintenance 75 130 10
## 164 Skilled Craft 10 40 10
## 165 Skilled Craft 100 70 195
## 166 Officials/Administrators 165 185 380
## 167 Office/Clerical 70 20 20
## 168 Officials/Administrators 315 235 385
## 169 Service Maintenance 315 235 385
## 170 Service Maintenance 615 550 1655
## 171 Service Maintenance 35 35 70
## 172 Skilled Craft 20 55 75
## 173 Skilled Craft 20 55 75
## 174 Service Maintenance 4 20 55
## 175 Professionals 25 0 140
## 176 Officials/Administrators 20 10 340
## 177 Office/Clerical 40 85 100
## 178 Skilled Craft 0 50 25
## 179 Service Maintenance 135 405 135
## 180 Office/Clerical 1145 1995 2190
## 181 Officials/Administrators 335 190 8795
## 182 Officials/Administrators 200 220 3210
## 183 Officials/Administrators 0 0 370
## 184 Officials/Administrators 25 135 255
## 185 Officials/Administrators 145 35 1815
## 186 Officials/Administrators 550 290 8025
## 187 Officials/Administrators 65 0 290
## 188 Officials/Administrators 175 35 115
## 189 Officials/Administrators 165 100 1120
## 190 Officials/Administrators 15 15 195
## 191 Officials/Administrators 110 105 815
## 192 Officials/Administrators 0 0 55
## 193 Professionals 0 0 0
## 194 Paraprofessional 20 0 115
## 195 Officials/Administrators 95 40 420
## 196 Paraprofessional 0 10 115
## 197 Professionals 0 15 155
## 198 Professionals 365 160 5765
## 199 Professionals 480 345 10360
## 200 Professionals 0 0 35
## 201 Professionals 30 115 1835
## 202 Professionals 125 130 685
## 203 Officials/Administrators 65 80 710
## 204 Professionals 65 15 120
## 205 Professionals 150 20 2560
## 206 Officials/Administrators 0 0 35
## 207 Professionals 60 0 530
## 208 Professionals 15 140 105
## 209 Officials/Administrators 20 50 55
## 210 Technicians 25 65 320
## 211 Technicians 0 0 80
## 212 Officials/Administrators 55 40 795
## 213 Professionals 0 0 60
## 214 Professionals 160 290 500
## 215 Office/Clerical 30 135 1850
## 216 Professionals 35 35 295
## 217 Officials/Administrators 35 35 295
## 218 Professionals 450 470 6255
## 219 Professionals 450 470 6255
## 220 Professionals 20 0 15
## 221 Professionals 10 0 25
## 222 Technicians 40 25 10
## 223 Officials/Administrators 35 20 140
## 224 Protective Service 45 70 95
## 225 Office/Clerical 545 1380 915
## 226 Officials/Administrators 545 1380 915
## 227 Office/Clerical 40 10 105
## 228 Professionals 195 500 1460
## 229 Office/Clerical 0 105 245
## 230 Officials/Administrators 50 90 150
## 231 Office/Clerical 215 195 1215
## 232 Office/Clerical 215 195 1215
## 233 Office/Clerical 215 195 1215
## 234 Office/Clerical 215 195 1215
## 235 Office/Clerical 35 225 295
## 236 Office/Clerical 20 55 380
## 237 Paraprofessional 15 80 15
## 238 Office/Clerical 310 385 870
## 239 Office/Clerical 20 30 35
## 240 Office/Clerical 25 270 775
## 241 Officials/Administrators 60 205 680
## 242 Officials/Administrators 60 205 680
## 243 Skilled Craft 0 35 60
## 244 Skilled Craft 130 275 250
## 245 Skilled Craft 10 0 30
## 246 Officials/Administrators 65 110 155
## 247 Technicians 15 55 50
## 248 Skilled Craft 15 55 50
## 249 Skilled Craft 15 15 0
## 250 Skilled Craft 15 15 0
## 251 Skilled Craft 20 105 0
## 252 Skilled Craft 25 20 30
## 253 Skilled Craft 30 0 25
## 254 Service Maintenance 0 120 0
## 255 Skilled Craft 0 25 0
## 256 Skilled Craft 55 0 60
## 257 Officials/Administrators 40 70 50
## 258 Office/Clerical 0 10 15
## 259 Officials/Administrators 15 185 120
## 260 Service Maintenance 15 185 120
## 261 Service Maintenance 125 550 60
## 262 Service Maintenance 20 110 0
## 263 Skilled Craft 30 0 20
## 264 Skilled Craft 30 0 20
## 265 Service Maintenance 0 10 50
## 266 Professionals 0 40 65
## 267 Officials/Administrators 0 0 60
## 268 Office/Clerical 15 95 10
## 269 Skilled Craft 0 0 10
## 270 Service Maintenance 95 555 10
## 271 Office/Clerical 435 1285 945
## 272 Officials/Administrators 190 170 1995
## 273 Officials/Administrators 365 260 1270
## 274 Officials/Administrators 10 0 70
## 275 Officials/Administrators 25 125 270
## 276 Officials/Administrators 180 70 885
## 277 Officials/Administrators 645 330 1675
## 278 Officials/Administrators 80 0 165
## 279 Officials/Administrators 225 145 385
## 280 Officials/Administrators 305 325 1775
## 281 Officials/Administrators 10 10 135
## 282 Officials/Administrators 70 160 440
## 283 Officials/Administrators 0 0 0
## 284 Professionals 0 0 40
## 285 Paraprofessional 80 105 285
## 286 Officials/Administrators 130 55 315
## 287 Paraprofessional 20 25 90
## 288 Professionals 0 15 150
## 289 Professionals 105 10 1020
## 290 Professionals 610 580 3705
## 291 Professionals 0 0 0
## 292 Professionals 155 160 1125
## 293 Professionals 265 380 580
## 294 Officials/Administrators 200 305 600
## 295 Professionals 55 35 140
## 296 Professionals 75 65 430
## 297 Officials/Administrators 0 0 60
## 298 Professionals 45 35 830
## 299 Professionals 40 4 305
## 300 Officials/Administrators 20 20 210
## 301 Technicians 165 200 370
## 302 Technicians 0 0 35
## 303 Officials/Administrators 40 50 135
## 304 Professionals 0 0 80
## 305 Professionals 190 265 345
## 306 Office/Clerical 175 55 525
## 307 Professionals 75 35 335
## 308 Officials/Administrators 75 35 335
## 309 Professionals 550 330 1740
## 310 Professionals 550 330 1740
## 311 Professionals 0 0 0
## 312 Professionals 10 0 70
## 313 Technicians 45 15 35
## 314 Officials/Administrators 65 80 305
## 315 Protective Service 30 15 205
## 316 Office/Clerical 1360 1090 1930
## 317 Officials/Administrators 1360 1090 1930
## 318 Office/Clerical 80 0 75
## 319 Professionals 590 805 1195
## 320 Office/Clerical 165 15 280
## 321 Officials/Administrators 295 105 305
## 322 Office/Clerical 340 360 775
## 323 Office/Clerical 340 360 775
## 324 Office/Clerical 340 360 775
## 325 Office/Clerical 340 360 775
## 326 Office/Clerical 95 190 270
## 327 Office/Clerical 35 45 205
## 328 Paraprofessional 45 0 170
## 329 Office/Clerical 525 475 1085
## 330 Office/Clerical 20 45 65
## 331 Office/Clerical 170 175 470
## 332 Officials/Administrators 630 465 2030
## 333 Officials/Administrators 630 465 2030
## 334 Skilled Craft 0 40 35
## 335 Skilled Craft 845 835 2860
## 336 Skilled Craft 60 55 95
## 337 Officials/Administrators 85 155 305
## 338 Technicians 210 120 440
## 339 Skilled Craft 210 120 440
## 340 Skilled Craft 60 10 0
## 341 Skilled Craft 60 10 0
## 342 Skilled Craft 190 120 135
## 343 Skilled Craft 70 145 325
## 344 Skilled Craft 65 25 180
## 345 Service Maintenance 25 75 55
## 346 Skilled Craft 90 15 30
## 347 Skilled Craft 200 110 175
## 348 Officials/Administrators 510 275 290
## 349 Office/Clerical 10 0 0
## 350 Officials/Administrators 290 270 610
## 351 Service Maintenance 290 270 610
## 352 Service Maintenance 495 520 995
## 353 Service Maintenance 60 4 135
## 354 Skilled Craft 10 50 90
## 355 Skilled Craft 10 50 90
## 356 Service Maintenance 30 45 55
## 357 Professionals 30 35 70
## 358 Officials/Administrators 10 50 155
## 359 Office/Clerical 20 130 110
## 360 Skilled Craft 0 0 10
## 361 Service Maintenance 580 540 160
## 362 Office/Clerical 1925 1480 1485
## 363 Officials/Administrators 45 15 960
## 364 Officials/Administrators 165 0 585
## 365 Officials/Administrators 0 0 30
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## 367 Officials/Administrators 80 0 325
## 368 Officials/Administrators 225 50 845
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## 370 Officials/Administrators 80 0 100
## 371 Officials/Administrators 90 120 1100
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## 380 Professionals 45 0 350
## 381 Professionals 55 70 1310
## 382 Professionals 0 0 40
## 383 Professionals 20 30 560
## 384 Professionals 90 15 400
## 385 Officials/Administrators 0 30 385
## 386 Professionals 85 0 40
## 387 Professionals 0 15 110
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## 390 Professionals 40 0 200
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## 393 Technicians 0 0 25
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## 398 Professionals 60 25 85
## 399 Officials/Administrators 60 25 85
## 400 Professionals 110 0 360
## 401 Professionals 110 0 360
## 402 Professionals 0 0 0
## 403 Professionals 15 0 20
## 404 Technicians 0 15 30
## 405 Officials/Administrators 20 50 160
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## 407 Office/Clerical 310 135 940
## 408 Officials/Administrators 310 135 940
## 409 Office/Clerical 15 0 25
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## 414 Office/Clerical 0 40 200
## 415 Office/Clerical 0 40 200
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## 420 Office/Clerical 55 45 475
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## 423 Officials/Administrators 80 75 1210
## 424 Officials/Administrators 80 75 1210
## 425 Skilled Craft 120 65 1745
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## 431 Skilled Craft 0 0 10
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## 433 Skilled Craft 0 0 55
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## 452 Protective Service 345 1070 315
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## 454 Protective Service 345 1070 315
## 455 Protective Service 55 155 115
## 456 Protective Service 520 370 1360
## 457 Officials/Administrators 520 370 1360
## 458 Protective Service 520 370 1360
## 459 Protective Service 65 0 115
## 460 Protective Service 215 405 470
## 461 Officials/Administrators 215 405 470
## 462 Protective Service 215 405 470
## 463 Protective Service 45 70 95
## 464 Protective Service 670 660 2000
## 465 Officials/Administrators 670 660 2000
## 466 Protective Service 670 660 2000
## 467 Protective Service 30 15 205
## 468 Protective Service 360 75 2105
## 469 Officials/Administrators 360 75 2105
## 470 Protective Service 360 75 2105
## 471 Protective Service 10 0 120
## EST_HC5_VC5 EST_HC6_VC5 EST_HC7_VC5 EST_HC8_VC5 EST_HC9_VC5
## 2 310 0 120 0 20
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## EST_HC15_VC8 EST_HC16_VC8 MOE_HC1_VC5 MOE_HC2_VC5 MOE_HC3_VC5
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## MOE_HC4_VC5 MOE_HC5_VC5 MOE_HC6_VC5 MOE_HC7_VC5 MOE_HC8_VC5
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## MOE_HC9_VC5 MOE_HC10_VC5 MOE_HC11_VC5 MOE_HC12_VC5 MOE_HC13_VC5
## 2 39 123 123 123 (X)
## 3 123 123 123 123 (X)
## 4 123 123 123 123 (X)
## 5 123 123 123 123 (X)
## 6 123 123 123 123 (X)
## 7 123 123 123 123 (X)
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## 27 123 123 123 123 (X)
## 28 123 123 123 123 (X)
## 29 123 123 123 123 (X)
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## 31 123 123 123 123 (X)
## 32 123 123 123 123 (X)
## 33 123 123 123 123 (X)
## 34 123 123 123 123 (X)
## 35 123 123 123 123 (X)
## 36 123 123 123 123 (X)
## 37 123 123 123 123 (X)
## 38 123 123 123 123 (X)
## 39 123 123 123 123 (X)
## 40 123 123 123 123 (X)
## 41 123 123 123 123 (X)
## 42 123 123 123 123 (X)
## 43 123 123 123 123 (X)
## 44 123 123 36 123 (X)
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## 47 123 123 123 123 (X)
## 48 123 123 123 123 (X)
## 49 123 123 123 123 (X)
## 50 123 123 123 123 (X)
## 51 123 123 123 123 (X)
## 52 123 123 123 123 (X)
## 53 123 123 123 123 (X)
## 54 123 123 123 123 (X)
## 55 123 123 123 123 (X)
## 56 123 123 123 123 (X)
## 57 123 123 123 123 (X)
## 58 123 123 123 123 (X)
## 59 123 123 123 123 (X)
## 60 123 47 123 123 (X)
## 61 123 47 123 123 (X)
## 62 123 123 123 123 (X)
## 63 123 123 123 123 (X)
## 64 123 123 123 123 (X)
## 65 123 123 123 29 (X)
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## 69 123 123 123 123 (X)
## 70 123 123 123 123 (X)
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## 72 123 123 123 123 (X)
## 73 123 123 123 123 (X)
## 74 123 123 123 123 (X)
## 75 123 123 123 123 (X)
## 76 123 123 123 123 (X)
## 77 123 123 123 123 (X)
## 78 123 123 123 123 (X)
## 79 123 123 123 123 (X)
## 80 123 123 123 123 (X)
## 81 123 123 123 123 (X)
## 82 123 123 123 123 (X)
## 83 123 123 123 123 (X)
## 84 123 123 123 123 (X)
## 85 123 123 123 123 (X)
## 86 123 123 123 123 (X)
## 87 123 123 123 123 (X)
## 88 123 123 123 123 (X)
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## 144 123 123 123 17 (X)
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## 294 38 29 123 123 (X)
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## 400 56 123 123 123 (X)
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## 405 123 123 123 20 (X)
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## 409 123 123 123 123 (X)
## 410 123 123 123 123 (X)
## 411 123 123 123 123 (X)
## 412 123 123 123 123 (X)
## 413 123 123 123 123 (X)
## 414 123 123 123 123 (X)
## 415 123 123 123 123 (X)
## 416 123 123 123 123 (X)
## 417 14 123 123 123 (X)
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## 419 123 123 123 123 (X)
## 420 123 123 16 123 (X)
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## 423 123 30 123 123 (X)
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## 425 123 123 123 23 (X)
## 426 123 123 123 123 (X)
## 427 123 123 123 123 (X)
## 428 123 123 123 123 (X)
## 429 123 123 123 123 (X)
## 430 123 123 123 123 (X)
## 431 123 123 123 123 (X)
## 432 123 123 123 123 (X)
## 433 123 123 123 123 (X)
## 434 123 123 123 123 (X)
## 435 123 123 123 123 (X)
## 436 123 123 123 123 (X)
## 437 123 123 123 123 (X)
## 438 123 123 11 123 (X)
## 439 123 123 123 123 (X)
## 440 123 123 123 123 (X)
## 441 123 123 123 123 (X)
## 442 123 123 123 123 (X)
## 443 123 123 123 10 (X)
## 444 123 123 123 10 (X)
## 445 123 123 123 123 (X)
## 446 123 123 123 123 (X)
## 447 123 123 123 123 (X)
## 448 123 123 123 123 (X)
## 449 123 123 12 123 (X)
## 450 123 123 123 123 (X)
## 451 123 123 123 17 (X)
## 452 123 123 123 34 (X)
## 453 123 123 123 34 (X)
## 454 123 123 123 34 (X)
## 455 123 123 123 123 (X)
## 456 123 123 24 123 (X)
## 457 123 123 24 123 (X)
## 458 123 123 24 123 (X)
## 459 123 123 123 123 (X)
## 460 123 123 123 123 (X)
## 461 123 123 123 123 (X)
## 462 123 123 123 123 (X)
## 463 123 123 123 123 (X)
## 464 26 123 123 16 (X)
## 465 26 123 123 16 (X)
## 466 26 123 123 16 (X)
## 467 123 123 123 123 (X)
## 468 123 19 38 22 (X)
## 469 123 19 38 22 (X)
## 470 123 19 38 22 (X)
## 471 123 123 123 123 (X)
## MOE_HC14_VC5 MOE_HC15_VC5 MOE_HC16_VC5 MOE_HC1_VC8 MOE_HC2_VC8
## 2 (X) (X) 123 219 61
## 3 (X) (X) 123 73 123
## 4 (X) (X) 123 73 17
## 5 (X) (X) 19 83 43
## 6 (X) (X) 123 313 90
## 7 (X) (X) 123 65 24
## 8 (X) (X) 123 93 15
## 9 (X) (X) 31 96 22
## 10 (X) (X) 123 28 123
## 11 (X) (X) 39 277 96
## 12 (X) (X) 123 34 123
## 13 (X) (X) 27 204 39
## 14 (X) (X) 123 138 25
## 15 (X) (X) 123 135 53
## 16 (X) (X) 123 117 19
## 17 (X) (X) 123 162 13
## 18 (X) (X) 33 459 172
## 19 (X) (X) 123 10 123
## 20 (X) (X) 123 108 62
## 21 (X) (X) 123 135 34
## 22 (X) (X) 123 53 20
## 23 (X) (X) 123 40 21
## 24 (X) (X) 123 31 16
## 25 (X) (X) 123 123 123
## 26 (X) (X) 123 60 17
## 27 (X) (X) 123 24 123
## 28 (X) (X) 123 33 123
## 29 (X) (X) 43 125 123
## 30 (X) (X) 123 57 123
## 31 (X) (X) 123 65 26
## 32 (X) (X) 123 123 123
## 33 (X) (X) 52 447 110
## 34 (X) (X) 21 296 86
## 35 (X) (X) 123 187 38
## 36 (X) (X) 123 187 38
## 37 (X) (X) 123 265 62
## 38 (X) (X) 123 265 62
## 39 (X) (X) 123 43 123
## 40 (X) (X) 123 65 20
## 41 (X) (X) 123 325 70
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## 432 (X) (X) 123 123 123
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## 434 (X) (X) 123 123 123
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## 436 (X) (X) 123 123 123
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## 439 (X) (X) 22 95 123
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## 441 (X) (X) 123 105 63
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## 447 (X) (X) 123 30 123
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## 471 (X) (X) 123 86 27
## MOE_HC3_VC8 MOE_HC4_VC8 MOE_HC5_VC8 MOE_HC6_VC8 MOE_HC7_VC8
## 2 156 93 115 123 29
## 3 43 57 24 123 123
## 4 56 32 35 123 123
## 5 68 38 41 123 123
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## 466 139 94 222 123 37
## 467 22 57 119 123 48
## 468 29 126 117 123 33
## 469 29 126 117 123 33
## 470 29 126 117 123 33
## 471 123 79 31 123 11
## MOE_HC8_VC8 MOE_HC9_VC8 MOE_HC10_VC8 MOE_HC11_VC8 MOE_HC12_VC8
## 2 123 123 123 123 123
## 3 123 123 123 123 123
## 4 123 123 123 123 123
## 5 123 123 123 123 123
## 6 21 123 123 123 123
## 7 123 123 123 123 123
## 8 123 123 123 123 123
## 9 123 123 123 123 123
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## 467 123 123 123 123 123
## 468 123 123 123 123 123
## 469 123 123 123 123 123
## 470 123 123 123 123 123
## 471 123 123 123 123 123
## MOE_HC13_VC8 MOE_HC14_VC8 MOE_HC15_VC8 MOE_HC16_VC8
## 2 (X) (X) (X) 123
## 3 (X) (X) (X) 123
## 4 (X) (X) (X) 123
## 5 (X) (X) (X) 123
## 6 (X) (X) (X) 123
## 7 (X) (X) (X) 29
## 8 (X) (X) (X) 123
## 9 (X) (X) (X) 123
## 10 (X) (X) (X) 123
## 11 (X) (X) (X) 35
## 12 (X) (X) (X) 123
## 13 (X) (X) (X) 40
## 14 (X) (X) (X) 123
## 15 (X) (X) (X) 123
## 16 (X) (X) (X) 123
## 17 (X) (X) (X) 123
## 18 (X) (X) (X) 63
## 19 (X) (X) (X) 123
## 20 (X) (X) (X) 123
## 21 (X) (X) (X) 123
## 22 (X) (X) (X) 123
## 23 (X) (X) (X) 123
## 24 (X) (X) (X) 123
## 25 (X) (X) (X) 123
## 26 (X) (X) (X) 123
## 27 (X) (X) (X) 123
## 28 (X) (X) (X) 123
## 29 (X) (X) (X) 123
## 30 (X) (X) (X) 123
## 31 (X) (X) (X) 123
## 32 (X) (X) (X) 123
## 33 (X) (X) (X) 37
## 34 (X) (X) (X) 68
## 35 (X) (X) (X) 123
## 36 (X) (X) (X) 123
## 37 (X) (X) (X) 32
## 38 (X) (X) (X) 32
## 39 (X) (X) (X) 123
## 40 (X) (X) (X) 123
## 41 (X) (X) (X) 123
## 42 (X) (X) (X) 123
## 43 (X) (X) (X) 123
## 44 (X) (X) (X) 171
## 45 (X) (X) (X) 171
## 46 (X) (X) (X) 13
## 47 (X) (X) (X) 38
## 48 (X) (X) (X) 123
## 49 (X) (X) (X) 123
## 50 (X) (X) (X) 86
## 51 (X) (X) (X) 86
## 52 (X) (X) (X) 86
## 53 (X) (X) (X) 86
## 54 (X) (X) (X) 37
## 55 (X) (X) (X) 24
## 56 (X) (X) (X) 123
## 57 (X) (X) (X) 99
## 58 (X) (X) (X) 123
## 59 (X) (X) (X) 123
## 60 (X) (X) (X) 47
## 61 (X) (X) (X) 47
## 62 (X) (X) (X) 123
## 63 (X) (X) (X) 123
## 64 (X) (X) (X) 123
## 65 (X) (X) (X) 123
## 66 (X) (X) (X) 123
## 67 (X) (X) (X) 123
## 68 (X) (X) (X) 123
## 69 (X) (X) (X) 123
## 70 (X) (X) (X) 123
## 71 (X) (X) (X) 123
## 72 (X) (X) (X) 123
## 73 (X) (X) (X) 123
## 74 (X) (X) (X) 123
## 75 (X) (X) (X) 123
## 76 (X) (X) (X) 123
## 77 (X) (X) (X) 123
## 78 (X) (X) (X) 13
## 79 (X) (X) (X) 13
## 80 (X) (X) (X) 39
## 81 (X) (X) (X) 123
## 82 (X) (X) (X) 123
## 83 (X) (X) (X) 123
## 84 (X) (X) (X) 123
## 85 (X) (X) (X) 123
## 86 (X) (X) (X) 123
## 87 (X) (X) (X) 123
## 88 (X) (X) (X) 123
## 89 (X) (X) (X) 123
## 90 (X) (X) (X) 123
## 91 (X) (X) (X) 123
## 92 (X) (X) (X) 11
## 93 (X) (X) (X) 123
## 94 (X) (X) (X) 123
## 95 (X) (X) (X) 31
## 96 (X) (X) (X) 35
## 97 (X) (X) (X) 123
## 98 (X) (X) (X) 123
## 99 (X) (X) (X) 123
## 100 (X) (X) (X) 123
## 101 (X) (X) (X) 123
## 102 (X) (X) (X) 123
## 103 (X) (X) (X) 123
## 104 (X) (X) (X) 123
## 105 (X) (X) (X) 123
## 106 (X) (X) (X) 22
## 107 (X) (X) (X) 16
## 108 (X) (X) (X) 49
## 109 (X) (X) (X) 123
## 110 (X) (X) (X) 123
## 111 (X) (X) (X) 123
## 112 (X) (X) (X) 123
## 113 (X) (X) (X) 123
## 114 (X) (X) (X) 123
## 115 (X) (X) (X) 123
## 116 (X) (X) (X) 123
## 117 (X) (X) (X) 123
## 118 (X) (X) (X) 123
## 119 (X) (X) (X) 123
## 120 (X) (X) (X) 123
## 121 (X) (X) (X) 123
## 122 (X) (X) (X) 123
## 123 (X) (X) (X) 58
## 124 (X) (X) (X) 48
## 125 (X) (X) (X) 123
## 126 (X) (X) (X) 123
## 127 (X) (X) (X) 46
## 128 (X) (X) (X) 46
## 129 (X) (X) (X) 123
## 130 (X) (X) (X) 123
## 131 (X) (X) (X) 46
## 132 (X) (X) (X) 24
## 133 (X) (X) (X) 47
## 134 (X) (X) (X) 76
## 135 (X) (X) (X) 76
## 136 (X) (X) (X) 123
## 137 (X) (X) (X) 65
## 138 (X) (X) (X) 15
## 139 (X) (X) (X) 29
## 140 (X) (X) (X) 138
## 141 (X) (X) (X) 138
## 142 (X) (X) (X) 138
## 143 (X) (X) (X) 138
## 144 (X) (X) (X) 17
## 145 (X) (X) (X) 123
## 146 (X) (X) (X) 32
## 147 (X) (X) (X) 49
## 148 (X) (X) (X) 123
## 149 (X) (X) (X) 42
## 150 (X) (X) (X) 123
## 151 (X) (X) (X) 123
## 152 (X) (X) (X) 123
## 153 (X) (X) (X) 123
## 154 (X) (X) (X) 123
## 155 (X) (X) (X) 123
## 156 (X) (X) (X) 123
## 157 (X) (X) (X) 123
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## 162 (X) (X) (X) 123
## 163 (X) (X) (X) 123
## 164 (X) (X) (X) 123
## 165 (X) (X) (X) 32
## 166 (X) (X) (X) 123
## 167 (X) (X) (X) 123
## 168 (X) (X) (X) 123
## 169 (X) (X) (X) 123
## 170 (X) (X) (X) 38
## 171 (X) (X) (X) 123
## 172 (X) (X) (X) 123
## 173 (X) (X) (X) 123
## 174 (X) (X) (X) 123
## 175 (X) (X) (X) 123
## 176 (X) (X) (X) 123
## 177 (X) (X) (X) 123
## 178 (X) (X) (X) 123
## 179 (X) (X) (X) 123
## 180 (X) (X) (X) 123
## 181 (X) (X) (X) 81
## 182 (X) (X) (X) 31
## 183 (X) (X) (X) 123
## 184 (X) (X) (X) 123
## 185 (X) (X) (X) 123
## 186 (X) (X) (X) 123
## 187 (X) (X) (X) 123
## 188 (X) (X) (X) 123
## 189 (X) (X) (X) 123
## 190 (X) (X) (X) 123
## 191 (X) (X) (X) 123
## 192 (X) (X) (X) 123
## 193 (X) (X) (X) 123
## 194 (X) (X) (X) 123
## 195 (X) (X) (X) 123
## 196 (X) (X) (X) 123
## 197 (X) (X) (X) 80
## 198 (X) (X) (X) 123
## 199 (X) (X) (X) 43
## 200 (X) (X) (X) 123
## 201 (X) (X) (X) 32
## 202 (X) (X) (X) 123
## 203 (X) (X) (X) 123
## 204 (X) (X) (X) 123
## 205 (X) (X) (X) 123
## 206 (X) (X) (X) 123
## 207 (X) (X) (X) 123
## 208 (X) (X) (X) 123
## 209 (X) (X) (X) 123
## 210 (X) (X) (X) 123
## 211 (X) (X) (X) 123
## 212 (X) (X) (X) 123
## 213 (X) (X) (X) 123
## 214 (X) (X) (X) 7
## 215 (X) (X) (X) 24
## 216 (X) (X) (X) 123
## 217 (X) (X) (X) 123
## 218 (X) (X) (X) 47
## 219 (X) (X) (X) 47
## 220 (X) (X) (X) 123
## 221 (X) (X) (X) 123
## 222 (X) (X) (X) 25
## 223 (X) (X) (X) 123
## 224 (X) (X) (X) 123
## 225 (X) (X) (X) 25
## 226 (X) (X) (X) 25
## 227 (X) (X) (X) 123
## 228 (X) (X) (X) 70
## 229 (X) (X) (X) 123
## 230 (X) (X) (X) 123
## 231 (X) (X) (X) 33
## 232 (X) (X) (X) 33
## 233 (X) (X) (X) 33
## 234 (X) (X) (X) 33
## 235 (X) (X) (X) 123
## 236 (X) (X) (X) 123
## 237 (X) (X) (X) 58
## 238 (X) (X) (X) 43
## 239 (X) (X) (X) 123
## 240 (X) (X) (X) 123
## 241 (X) (X) (X) 35
## 242 (X) (X) (X) 35
## 243 (X) (X) (X) 123
## 244 (X) (X) (X) 123
## 245 (X) (X) (X) 123
## 246 (X) (X) (X) 123
## 247 (X) (X) (X) 123
## 248 (X) (X) (X) 123
## 249 (X) (X) (X) 123
## 250 (X) (X) (X) 123
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## 252 (X) (X) (X) 123
## 253 (X) (X) (X) 123
## 254 (X) (X) (X) 123
## 255 (X) (X) (X) 123
## 256 (X) (X) (X) 24
## 257 (X) (X) (X) 123
## 258 (X) (X) (X) 123
## 259 (X) (X) (X) 123
## 260 (X) (X) (X) 123
## 261 (X) (X) (X) 123
## 262 (X) (X) (X) 123
## 263 (X) (X) (X) 123
## 264 (X) (X) (X) 123
## 265 (X) (X) (X) 123
## 266 (X) (X) (X) 123
## 267 (X) (X) (X) 123
## 268 (X) (X) (X) 123
## 269 (X) (X) (X) 123
## 270 (X) (X) (X) 123
## 271 (X) (X) (X) 123
## 272 (X) (X) (X) 123
## 273 (X) (X) (X) 123
## 274 (X) (X) (X) 123
## 275 (X) (X) (X) 123
## 276 (X) (X) (X) 123
## 277 (X) (X) (X) 90
## 278 (X) (X) (X) 123
## 279 (X) (X) (X) 123
## 280 (X) (X) (X) 33
## 281 (X) (X) (X) 123
## 282 (X) (X) (X) 73
## 283 (X) (X) (X) 123
## 284 (X) (X) (X) 123
## 285 (X) (X) (X) 39
## 286 (X) (X) (X) 28
## 287 (X) (X) (X) 13
## 288 (X) (X) (X) 123
## 289 (X) (X) (X) 25
## 290 (X) (X) (X) 148
## 291 (X) (X) (X) 123
## 292 (X) (X) (X) 17
## 293 (X) (X) (X) 37
## 294 (X) (X) (X) 43
## 295 (X) (X) (X) 18
## 296 (X) (X) (X) 123
## 297 (X) (X) (X) 123
## 298 (X) (X) (X) 123
## 299 (X) (X) (X) 123
## 300 (X) (X) (X) 123
## 301 (X) (X) (X) 25
## 302 (X) (X) (X) 123
## 303 (X) (X) (X) 123
## 304 (X) (X) (X) 123
## 305 (X) (X) (X) 28
## 306 (X) (X) (X) 89
## 307 (X) (X) (X) 123
## 308 (X) (X) (X) 123
## 309 (X) (X) (X) 63
## 310 (X) (X) (X) 63
## 311 (X) (X) (X) 123
## 312 (X) (X) (X) 123
## 313 (X) (X) (X) 36
## 314 (X) (X) (X) 123
## 315 (X) (X) (X) 16
## 316 (X) (X) (X) 225
## 317 (X) (X) (X) 225
## 318 (X) (X) (X) 26
## 319 (X) (X) (X) 88
## 320 (X) (X) (X) 51
## 321 (X) (X) (X) 48
## 322 (X) (X) (X) 172
## 323 (X) (X) (X) 172
## 324 (X) (X) (X) 172
## 325 (X) (X) (X) 172
## 326 (X) (X) (X) 61
## 327 (X) (X) (X) 55
## 328 (X) (X) (X) 17
## 329 (X) (X) (X) 136
## 330 (X) (X) (X) 123
## 331 (X) (X) (X) 41
## 332 (X) (X) (X) 123
## 333 (X) (X) (X) 123
## 334 (X) (X) (X) 123
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## 344 (X) (X) (X) 123
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## 348 (X) (X) (X) 123
## 349 (X) (X) (X) 123
## 350 (X) (X) (X) 123
## 351 (X) (X) (X) 123
## 352 (X) (X) (X) 36
## 353 (X) (X) (X) 123
## 354 (X) (X) (X) 123
## 355 (X) (X) (X) 123
## 356 (X) (X) (X) 123
## 357 (X) (X) (X) 123
## 358 (X) (X) (X) 123
## 359 (X) (X) (X) 17
## 360 (X) (X) (X) 123
## 361 (X) (X) (X) 123
## 362 (X) (X) (X) 27
## 363 (X) (X) (X) 123
## 364 (X) (X) (X) 49
## 365 (X) (X) (X) 123
## 366 (X) (X) (X) 123
## 367 (X) (X) (X) 123
## 368 (X) (X) (X) 123
## 369 (X) (X) (X) 123
## 370 (X) (X) (X) 123
## 371 (X) (X) (X) 123
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## 374 (X) (X) (X) 123
## 375 (X) (X) (X) 123
## 376 (X) (X) (X) 123
## 377 (X) (X) (X) 30
## 378 (X) (X) (X) 123
## 379 (X) (X) (X) 123
## 380 (X) (X) (X) 123
## 381 (X) (X) (X) 123
## 382 (X) (X) (X) 123
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## 385 (X) (X) (X) 123
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## 400 (X) (X) (X) 123
## 401 (X) (X) (X) 123
## 402 (X) (X) (X) 123
## 403 (X) (X) (X) 123
## 404 (X) (X) (X) 123
## 405 (X) (X) (X) 123
## 406 (X) (X) (X) 123
## 407 (X) (X) (X) 18
## 408 (X) (X) (X) 18
## 409 (X) (X) (X) 123
## 410 (X) (X) (X) 123
## 411 (X) (X) (X) 123
## 412 (X) (X) (X) 123
## 413 (X) (X) (X) 14
## 414 (X) (X) (X) 14
## 415 (X) (X) (X) 14
## 416 (X) (X) (X) 14
## 417 (X) (X) (X) 58
## 418 (X) (X) (X) 58
## 419 (X) (X) (X) 123
## 420 (X) (X) (X) 123
## 421 (X) (X) (X) 123
## 422 (X) (X) (X) 123
## 423 (X) (X) (X) 123
## 424 (X) (X) (X) 123
## 425 (X) (X) (X) 123
## 426 (X) (X) (X) 123
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## 428 (X) (X) (X) 123
## 429 (X) (X) (X) 123
## 430 (X) (X) (X) 123
## 431 (X) (X) (X) 123
## 432 (X) (X) (X) 123
## 433 (X) (X) (X) 123
## 434 (X) (X) (X) 123
## 435 (X) (X) (X) 123
## 436 (X) (X) (X) 123
## 437 (X) (X) (X) 123
## 438 (X) (X) (X) 123
## 439 (X) (X) (X) 123
## 440 (X) (X) (X) 123
## 441 (X) (X) (X) 123
## 442 (X) (X) (X) 123
## 443 (X) (X) (X) 123
## 444 (X) (X) (X) 123
## 445 (X) (X) (X) 123
## 446 (X) (X) (X) 123
## 447 (X) (X) (X) 123
## 448 (X) (X) (X) 123
## 449 (X) (X) (X) 123
## 450 (X) (X) (X) 123
## 451 (X) (X) (X) 123
## 452 (X) (X) (X) 39
## 453 (X) (X) (X) 39
## 454 (X) (X) (X) 39
## 455 (X) (X) (X) 123
## 456 (X) (X) (X) 75
## 457 (X) (X) (X) 75
## 458 (X) (X) (X) 75
## 459 (X) (X) (X) 47
## 460 (X) (X) (X) 123
## 461 (X) (X) (X) 123
## 462 (X) (X) (X) 123
## 463 (X) (X) (X) 123
## 464 (X) (X) (X) 45
## 465 (X) (X) (X) 45
## 466 (X) (X) (X) 45
## 467 (X) (X) (X) 16
## 468 (X) (X) (X) 123
## 469 (X) (X) (X) 123
## 470 (X) (X) (X) 123
## 471 (X) (X) (X) 123colnames(df.census) <- c("OCC", "occ.group", "EEO.Job.Group", "White.alone.Hispanic.or.Latino_Male", "All.other.Hispanic.or.Latino_Male",
"White.alone_Male", "Black.or.African.American.alone_Male", "American.Indian.and.Alaska.Native.alone_Male",
"Asian.alone_Male", "Native.Hawaiian.and.Other.Pacific.Islander.alone_Male",
"White.and.Black_Male","White.and.AIAN_Male", "White.and.Asian_Male",
"Black.and.AIAN_Male", "NHPI.and.White.Hawaii.only_Male",
"NHPI.and.Asian.Hawaii.only_Male", "NHPI.and.Asian.and.White.Hawaii.only_Male",
"Balance.of.not.Hispanic.or.Latino_Male",
"White.alone.Hispanic.or.Latino_Female", "All.other.Hispanic.or.Latino_Female",
"White.alone_Female", "Black.or.African.American.alone_Female", "American.Indian.and.Alaska.Native.alone_Female",
"Asian.alone_Female", "Native.Hawaiian.and.Other.Pacific.Islander.alone_Female",
"White.and.Black_Female", "White.and.AIAN_Female", "White.and.Asian_Female" ,
"Black.and.AIAN_Female", "NHPI.and.White.Hawaii.only_Female",
"NHPI.and.Asian.Hawaii.only_Female", "NHPI.and.Asian.and.White.Hawaii.only_Female",
"Balance.of.not.Hispanic.or.Latino_Female","MOE_Total.race.and.ethnicity_Male",
"MOE_White.alone.Hispanic.or.Latino_Male", "MOE_All.other.Hispanic.or.Latino.Male",
"MOE_White.alonE.Male", "MOE_Black.or.African.American.alone_Male", "MOE_American.Indian.and.Alaska.Native.alone_Male",
"MOE_Asian.alone_Male", "MOE_Native.Hawaiian.and.Other.Pacific.Islander.alone_Male",
"MOE_White.and.Black_Male", "MOE_White.and.AIAN_Male", "MOE_White.and.Asian_Male",
"MOE_Black_and_AIAN_Male", "MOE_NHPI.and.White.Hawaii.only_Male",
"MOE_NHPI.and.Asian.Hawaii.only_Male", "MOE_NHPI.and.Asian.and.White.Hawaii.only_Male",
"MOE_Balance.of.not.Hispanic.or.Latino_Male","MOE_Total.race.and.ethnicity_Female",
"MOE_White.alone.Hispanic.or.Latino_Female", "MOE_All.other.Hispanic.or.Latino.Female",
"MOE_White.alone.Female", "MOE_Black.or.African.American.alone_Female", "MOE_American.Indian.and.Alaska.Native.alone_Female",
"MOE_Asian.alone_Female", "MOE_Native.Hawaiian.and.Other.Pacific.Islander.alone_Female",
"MOE_White.and.Black_Female", "MOE_White.and.AIAN_Female", "MOE_White.and.Asian_Female",
"MOE_Black_and_AIAN_Female", "MOE_NHPI.and.White.Hawaii.only_Female",
"MOE_NHPI.and.Asian.Hawaii.only_Female", "MOE_NHPI.and.Asian.and.White.Hawaii.only_Female",
"MOE_Balance.of.not.Hispanic.or.Latino_Female")dfnew <- df.census %>% group_by(EEO.Job.Group) %>%
summarize(White.alone.Hispanic.or.Latino_Male = sum(White.alone.Hispanic.or.Latino_Male),
All.other.Hispanic.or.Latino_Male = sum(All.other.Hispanic.or.Latino_Male), White.alone_Male = sum(White.alone_Male),
Black.or.African.American.alone_Male = sum(Black.or.African.American.alone_Male), American.Indian.and.Alaska.Native.alone_Male = sum(American.Indian.and.Alaska.Native.alone_Male),
Asian.alone_Male = sum(Asian.alone_Male), Native.Hawaiian.and.Other.Pacific.Islander.alone_Male = sum(Native.Hawaiian.and.Other.Pacific.Islander.alone_Male),
White.and.Black_Male = sum(White.and.Black_Male), White.and.AIAN_Male = sum(White.and.AIAN_Male), White.and.Asian_Male= sum(White.and.Asian_Male),
Black.and.AIAN_Male = sum(Black.and.AIAN_Male),Balance.of.not.Hispanic.or.Latino_Male = sum(Balance.of.not.Hispanic.or.Latino_Male),
White.alone.Hispanic.or.Latino_Female = sum(White.alone.Hispanic.or.Latino_Female), White.alone_Female = sum(White.alone_Female), Black.or.African.American.alone_Female = sum(Black.or.African.American.alone_Female),
American.Indian.and.Alaska.Native.alone_Female = sum(American.Indian.and.Alaska.Native.alone_Female), Asian.alone_Female = sum(Asian.alone_Female),
Native.Hawaiian.and.Other.Pacific.Islander.alone_Female = sum(Native.Hawaiian.and.Other.Pacific.Islander.alone_Female),White.and.Black_Female = sum(White.and.Black_Female),
White.and.AIAN_Female = sum(White.and.AIAN_Female),White.and.Asian_Female = sum(White.and.Asian_Female), Black.and.AIAN_Female = sum(Black.and.AIAN_Female),
Balance.of.not.Hispanic.or.Latino_Female = sum(Balance.of.not.Hispanic.or.Latino_Female))
head(dfnew)## # A tibble: 6 × 24
## EEO.Job.Group White.alone.Hispanic.or.Latino_Male
## <fctr> <int>
## 1 Office/Clerical 14296
## 2 Officials/Administrators 17754
## 3 Paraprofessional 205
## 4 Professionals 9980
## 5 Protective Service 4630
## 6 Service Maintenance 4009
## # ... with 22 more variables: All.other.Hispanic.or.Latino_Male <int>,
## # White.alone_Male <int>, Black.or.African.American.alone_Male <int>,
## # American.Indian.and.Alaska.Native.alone_Male <int>,
## # Asian.alone_Male <int>,
## # Native.Hawaiian.and.Other.Pacific.Islander.alone_Male <int>,
## # White.and.Black_Male <int>, White.and.AIAN_Male <int>,
## # White.and.Asian_Male <int>, Black.and.AIAN_Male <int>,
## # Balance.of.not.Hispanic.or.Latino_Male <int>,
## # White.alone.Hispanic.or.Latino_Female <int>, White.alone_Female <int>,
## # Black.or.African.American.alone_Female <int>,
## # American.Indian.and.Alaska.Native.alone_Female <int>,
## # Asian.alone_Female <int>,
## # Native.Hawaiian.and.Other.Pacific.Islander.alone_Female <int>,
## # White.and.Black_Female <int>, White.and.AIAN_Female <int>,
## # White.and.Asian_Female <int>, Black.and.AIAN_Female <int>,
## # Balance.of.not.Hispanic.or.Latino_Female <int>occ.gather <- dfnew %>% gather(Race_sex, total, White.alone.Hispanic.or.Latino_Male: Balance.of.not.Hispanic.or.Latino_Female)
head(occ.gather,10)## # A tibble: 10 × 3
## EEO.Job.Group Race_sex total
## <fctr> <chr> <int>
## 1 Office/Clerical White.alone.Hispanic.or.Latino_Male 14296
## 2 Officials/Administrators White.alone.Hispanic.or.Latino_Male 17754
## 3 Paraprofessional White.alone.Hispanic.or.Latino_Male 205
## 4 Professionals White.alone.Hispanic.or.Latino_Male 9980
## 5 Protective Service White.alone.Hispanic.or.Latino_Male 4630
## 6 Service Maintenance White.alone.Hispanic.or.Latino_Male 4009
## 7 Skilled Craft White.alone.Hispanic.or.Latino_Male 3420
## 8 Technicians White.alone.Hispanic.or.Latino_Male 895
## 9 Office/Clerical All.other.Hispanic.or.Latino_Male 23600
## 10 Officials/Administrators All.other.Hispanic.or.Latino_Male 22529soc.separated <- occ.gather %>%
separate(col = Race_sex, sep = "_", into = c("Race", "Sex"))
head(soc.separated,10)## # A tibble: 10 × 4
## EEO.Job.Group Race Sex total
## <fctr> <chr> <chr> <int>
## 1 Office/Clerical White.alone.Hispanic.or.Latino Male 14296
## 2 Officials/Administrators White.alone.Hispanic.or.Latino Male 17754
## 3 Paraprofessional White.alone.Hispanic.or.Latino Male 205
## 4 Professionals White.alone.Hispanic.or.Latino Male 9980
## 5 Protective Service White.alone.Hispanic.or.Latino Male 4630
## 6 Service Maintenance White.alone.Hispanic.or.Latino Male 4009
## 7 Skilled Craft White.alone.Hispanic.or.Latino Male 3420
## 8 Technicians White.alone.Hispanic.or.Latino Male 895
## 9 Office/Clerical All.other.Hispanic.or.Latino Male 23600
## 10 Officials/Administrators All.other.Hispanic.or.Latino Male 22529eeo.breakdown <- soc.separated %>%
group_by(Race, Sex) %>%
mutate(population = sum(as.numeric(total))) %>%
mutate(EEO.Job.Group.frac = total/population)
head(eeo.breakdown,10)## Source: local data frame [10 x 6]
## Groups: Race, Sex [2]
##
## EEO.Job.Group Race Sex total
## <fctr> <chr> <chr> <int>
## 1 Office/Clerical White.alone.Hispanic.or.Latino Male 14296
## 2 Officials/Administrators White.alone.Hispanic.or.Latino Male 17754
## 3 Paraprofessional White.alone.Hispanic.or.Latino Male 205
## 4 Professionals White.alone.Hispanic.or.Latino Male 9980
## 5 Protective Service White.alone.Hispanic.or.Latino Male 4630
## 6 Service Maintenance White.alone.Hispanic.or.Latino Male 4009
## 7 Skilled Craft White.alone.Hispanic.or.Latino Male 3420
## 8 Technicians White.alone.Hispanic.or.Latino Male 895
## 9 Office/Clerical All.other.Hispanic.or.Latino Male 23600
## 10 Officials/Administrators All.other.Hispanic.or.Latino Male 22529
## # ... with 2 more variables: population <dbl>, EEO.Job.Group.frac <dbl>