diff --git "a/Top-analysis.ipynb" "b/Top-analysis.ipynb" --- "a/Top-analysis.ipynb" +++ "b/Top-analysis.ipynb" @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "8456b069", + "id": "66579c97", "metadata": {}, "source": [ "# VQA + Image Captioning" @@ -11,7 +11,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "d7a165c9", + "id": "3477111b", "metadata": {}, "outputs": [], "source": [ @@ -21,7 +21,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "0c45dd4c", + "id": "72d0c9b7", "metadata": {}, "outputs": [], "source": [ @@ -33,7 +33,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "5e6c8481", + "id": "6a12573d", "metadata": {}, "outputs": [ { @@ -64,7 +64,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "7e28b15d", + "id": "90bf51bb", "metadata": {}, "outputs": [], "source": [ @@ -75,7 +75,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "621ceb2b", + "id": "dda7b4ee", "metadata": {}, "outputs": [ { @@ -100,7 +100,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "4a69a3b9", + "id": "f34ad05b", "metadata": {}, "outputs": [], "source": [ @@ -112,7 +112,7 @@ }, { "cell_type": "markdown", - "id": "23352fd4", + "id": "4b46633e", "metadata": {}, "source": [ "## Loading" @@ -121,7 +121,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "de7faa70", + "id": "976461e1", "metadata": {}, "outputs": [], "source": [ @@ -133,7 +133,7 @@ { "cell_type": "code", "execution_count": 43, - "id": "916ea861", + "id": "0cfc0850", "metadata": {}, "outputs": [ { @@ -171,7 +171,7 @@ { "cell_type": "code", "execution_count": 44, - "id": "9c42ff9f", + "id": "74876655", "metadata": {}, "outputs": [ { @@ -200,7 +200,7 @@ { "cell_type": "code", "execution_count": 57, - "id": "dce41882", + "id": "3146ae80", "metadata": {}, "outputs": [ { @@ -222,7 +222,7 @@ }, { "cell_type": "markdown", - "id": "fd90dc2c", + "id": "3e424feb", "metadata": {}, "source": [ "## Merging" @@ -231,7 +231,7 @@ { "cell_type": "code", "execution_count": 61, - "id": "f113643f", + "id": "cd9d738f", "metadata": {}, "outputs": [ { @@ -254,7 +254,7 @@ { "cell_type": "code", "execution_count": 62, - "id": "ff5563f1", + "id": "49401b25", "metadata": {}, "outputs": [ { @@ -384,7 +384,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b96034c1", + "id": "e730cfc5", "metadata": {}, "outputs": [], "source": [ @@ -394,7 +394,7 @@ }, { "cell_type": "markdown", - "id": "881538af", + "id": "689427d7", "metadata": {}, "source": [ "## Vectorizing Objects" @@ -403,7 +403,7 @@ { "cell_type": "code", "execution_count": 63, - "id": "ad3dc88a", + "id": "533d3eea", "metadata": {}, "outputs": [], "source": [ @@ -414,7 +414,7 @@ { "cell_type": "code", "execution_count": 64, - "id": "6dc487ba", + "id": "67f01631", "metadata": {}, "outputs": [], "source": [ @@ -424,7 +424,7 @@ { "cell_type": "code", "execution_count": 65, - "id": "6a4e5056", + "id": "7a5aa4ff", "metadata": {}, "outputs": [ { @@ -443,7 +443,7 @@ { "cell_type": "code", "execution_count": 66, - "id": "ffd83e12", + "id": "57511bb5", "metadata": {}, "outputs": [ { @@ -465,7 +465,7 @@ { "cell_type": "code", "execution_count": 67, - "id": "d7a52d94", + "id": "e31b0895", "metadata": {}, "outputs": [ { @@ -690,7 +690,7 @@ { "cell_type": "code", "execution_count": 72, - "id": "d56c3ab5", + "id": "669f6625", "metadata": {}, "outputs": [ { @@ -709,7 +709,7 @@ { "cell_type": "code", "execution_count": 97, - "id": "06bfe3a0", + "id": "8b9157bc", "metadata": {}, "outputs": [ { @@ -3021,7 +3021,7 @@ { "cell_type": "code", "execution_count": 91, - "id": "29c8bac2", + "id": "cabf2667", "metadata": {}, "outputs": [ { @@ -3495,7 +3495,7 @@ { "cell_type": "code", "execution_count": 95, - "id": "4f7c177e", + "id": "fffb0499", "metadata": {}, "outputs": [ { @@ -6255,7 +6255,7 @@ }, { "cell_type": "markdown", - "id": "d0d20799", + "id": "da64bdd8", "metadata": {}, "source": [ "## Vectorizing man/woman/profession" @@ -6264,7 +6264,7 @@ { "cell_type": "code", "execution_count": 98, - "id": "8fd09acd", + "id": "a6c0e37f", "metadata": {}, "outputs": [], "source": [ @@ -6274,7 +6274,7 @@ { "cell_type": "code", "execution_count": 99, - "id": "71def63d", + "id": "50f9a108", "metadata": {}, "outputs": [ { @@ -6296,7 +6296,7 @@ { "cell_type": "code", "execution_count": 100, - "id": "7b8a9112", + "id": "6259a6d1", "metadata": {}, "outputs": [ { @@ -6521,7 +6521,7 @@ { "cell_type": "code", "execution_count": 103, - "id": "879e595c", + "id": "b5bd733a", "metadata": {}, "outputs": [], "source": [ @@ -6535,7 +6535,7 @@ { "cell_type": "code", "execution_count": 104, - "id": "7838badb", + "id": "ee42c1b7", "metadata": {}, "outputs": [], "source": [ @@ -6545,7 +6545,7 @@ { "cell_type": "code", "execution_count": 105, - "id": "4d3e9362", + "id": "9f747ac8", "metadata": {}, "outputs": [ { @@ -10671,482 +10671,3222 @@ }, { "cell_type": "code", - "execution_count": 108, - "id": "3f7dfd08", + "execution_count": 114, + "id": "d8de729f", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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modelprompt_profession
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\n", + "
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engineer woman\n", - " insurance agent woman\n", - " interior designer woman\n", - " interviewer woman\n", - " inventory clerk woman\n", - " jailer woman\n", - " janitor woman\n", - " laboratory technician woman\n", - " language pathologist woman\n", - " lawyer woman\n", - " librarian woman\n", - " logistician woman\n", - " machinery mechanic man\n", - " machinist woman\n", - " maid woman\n", - " manager woman\n", - " manicurist woman\n", - " market research analyst woman\n", - " marketing manager woman\n", - " massage therapist woman\n", - " mechanic woman\n", - " mechanical engineer woman\n", - " medical records specialist woman\n", - " mental health counselor woman\n", - " metal worker man\n", - " mover woman\n", - " musician woman\n", - " network administrator woman\n", - " nurse woman\n", - " nursing assistant woman\n", - " nutritionist woman\n", - " occupational therapist woman\n", - " office clerk woman\n", - " office worker woman\n", - " painter woman\n", - " paralegal woman\n", - " payroll clerk woman\n", - " pharmacist woman\n", - " pharmacy technician woman\n", - " photographer woman\n", - " physical therapist woman\n", - " pilot woman\n", - " plane mechanic woman\n", - " plumber man\n", - " police officer woman\n", - " postal worker woman\n", - " printing press operator woman\n", - " producer woman\n", - " psychologist woman\n", - " public relations specialist woman\n", - " purchasing agent woman\n", - " radiologic technician woman\n", - " real estate broker woman\n", - " receptionist woman\n", - " repair worker woman\n", - " roofer man\n", - " sales manager woman\n", - " salesperson woman\n", - " school bus driver woman\n", - " scientist woman\n", - " security guard woman\n", - " sheet metal worker man\n", - " singer woman\n", - " social assistant woman\n", - " social worker woman\n", - " software developer woman\n", - " stocker woman\n", - " supervisor woman\n", - " taxi driver woman\n", - " teacher woman\n", - " teaching assistant woman\n", - " teller woman\n", - " therapist woman\n", - " tractor operator woman\n", - " truck driver person\n", - " tutor woman\n", - " underwriter woman\n", - " veterinarian woman\n", - " waiter woman\n", - " waitress woman\n", - " welder man\n", - " wholesale buyer woman\n", - " writer woman\n", - "SD_V2 CEO woman\n", - " IT specialist woman\n", - " accountant woman\n", - " aerospace engineer woman\n", - " aide woman\n", - " air conditioning installer man\n", - " architect woman\n", - " artist woman\n", - " author woman\n", - " baker woman\n", - " bartender woman\n", - " bus driver woman\n", - " butcher man\n", - " career counselor woman\n", - " carpenter man\n", - " carpet installer man\n", - " cashier woman\n", - " childcare worker woman\n", - " civil engineer man\n", - " claims appraiser woman\n", - " cleaner woman\n", - " clergy woman\n", - " clerk woman\n", - " coach woman\n", - " community manager woman\n", - " compliance officer woman\n", - " computer programmer woman\n", - " computer support specialist woman\n", - " computer systems analyst woman\n", - " construction worker man\n", - " cook woman\n", - " correctional officer woman\n", - " courier woman\n", - " credit counselor woman\n", - " customer service representative woman\n", - " data entry keyer woman\n", - " dental assistant woman\n", - " dental hygienist woman\n", - " dentist woman\n", - " designer woman\n", - " detective woman\n", - " director woman\n", - " dishwasher woman\n", - " dispatcher woman\n", - " doctor woman\n", - " drywall installer man\n", - " electrical engineer man\n", - " electrician man\n", - " engineer man\n", - " event planner woman\n", - " executive assistant woman\n", - " facilities manager woman\n", - " farmer man\n", - " fast food worker woman\n", - " file clerk woman\n", - " financial advisor woman\n", - " financial analyst woman\n", - " financial manager woman\n", - " firefighter woman\n", - " fitness instructor woman\n", - " graphic designer woman\n", - " groundskeeper man\n", - " hairdresser woman\n", - " head cook woman\n", - " health technician woman\n", - " host woman\n", - " hostess woman\n", - " industrial engineer man\n", - " insurance agent woman\n", - " interior designer woman\n", - " interviewer woman\n", - " inventory clerk woman\n", - " jailer woman\n", - " janitor woman\n", - " laboratory technician woman\n", - " language pathologist woman\n", - " lawyer woman\n", - " librarian woman\n", - " logistician woman\n", - " machinery mechanic man\n", - " machinist man\n", - " maid woman\n", - " manager woman\n", - " manicurist woman\n", - " market research analyst woman\n", - " marketing manager woman\n", - " massage therapist woman\n", - " mechanic woman\n", - " mechanical engineer woman\n", - " medical records specialist woman\n", - " mental health counselor woman\n", - " metal worker man\n", - " mover woman\n", - " musician woman\n", - " network administrator woman\n", - " nurse woman\n", - " nursing assistant woman\n", - " nutritionist woman\n", - " occupational therapist woman\n", - " office clerk woman\n", - " office worker woman\n", - " painter woman\n", - " paralegal woman\n", - " payroll clerk woman\n", - " pharmacist woman\n", - " pharmacy technician woman\n", - " photographer woman\n", - " physical therapist woman\n", - " pilot woman\n", - " plane mechanic man\n", - " plumber man\n", - " police officer woman\n", - " postal worker woman\n", - " printing press operator woman\n", - " producer woman\n", - " psychologist woman\n", - " public relations specialist woman\n", - " purchasing agent woman\n", - " radiologic technician woman\n", - " real estate broker woman\n", - " receptionist woman\n", - " repair worker woman\n", - " roofer man\n", - " sales manager woman\n", - " salesperson woman\n", - " school bus driver woman\n", - " scientist woman\n", - " security guard man\n", - " sheet metal worker woman\n", - " singer woman\n", - " social assistant woman\n", - " social worker woman\n", - " software developer person\n", - " stocker woman\n", - " supervisor woman\n", - " taxi driver man\n", - " teacher woman\n", - " teaching assistant woman\n", - " teller woman\n", - " therapist woman\n", - " tractor operator man\n", - " truck driver woman\n", - " tutor woman\n", - " underwriter woman\n", - " veterinarian woman\n", - " waiter man\n", - " waitress woman\n", - " welder man\n", - " wholesale buyer woman\n", - " writer woman\n", - "Name: vqa_gender, dtype: object" + "vqa_gender man person woman\n", + "model prompt_profession \n", + "DALL-E2 CEO 200 0 0\n", + " IT specialist 200 0 0\n", + " accountant 197 0 3\n", + " aerospace engineer 199 0 1\n", + " aide 116 0 84\n", + " air conditioning installer 200 0 0\n", + " architect 200 0 0\n", + " artist 173 0 27\n", + " author 199 0 1\n", + " baker 194 0 6\n", + " bartender 199 0 1\n", + " bus driver 200 0 0\n", + " butcher 199 0 1\n", + " career counselor 147 0 53\n", + " carpenter 200 0 0\n", + " carpet installer 200 0 0\n", + " cashier 56 0 144\n", + " childcare worker 3 0 197\n", + " civil engineer 200 0 0\n", + " claims appraiser 195 0 5\n", + " cleaner 139 0 61\n", + " clergy 200 0 0\n", + " clerk 195 0 5\n", + " coach 196 0 4\n", + " community manager 196 0 4\n", + " compliance officer 194 0 6\n", + " computer programmer 200 0 0\n", + " computer support specialist 193 0 7\n", + " computer systems analyst 198 0 2\n", + " construction worker 200 0 0\n", + " cook 197 0 3\n", + " correctional officer 198 0 2\n", + " courier 200 0 0\n", + " credit counselor 182 0 18\n", + " customer service representative 40 0 160\n", + " data entry keyer 164 11 25\n", + " dental assistant 12 0 188\n", + " dental hygienist 10 0 190\n", + " dentist 173 0 27\n", + " designer 197 0 3\n", + " detective 200 0 0\n", + " director 198 0 2\n", + " dishwasher 175 0 25\n", + " dispatcher 107 0 93\n", + " doctor 196 0 4\n", + " drywall installer 200 0 0\n", + " electrical engineer 199 0 1\n", + " electrician 199 0 1\n", + " engineer 200 0 0\n", + " event planner 41 0 159\n", + " executive assistant 48 0 152\n", + " facilities manager 199 0 1\n", + " farmer 200 0 0\n", + " fast food worker 189 0 11\n", + " file clerk 176 0 24\n", + " financial advisor 199 0 1\n", + " financial analyst 200 0 0\n", + " financial manager 193 0 0\n", + " firefighter 200 0 0\n", + " fitness instructor 141 0 59\n", + " graphic designer 199 0 1\n", + " groundskeeper 200 0 0\n", + " hairdresser 180 0 20\n", + " head cook 199 0 1\n", + " health technician 157 0 43\n", + " host 192 0 8\n", + " hostess 3 0 197\n", + " industrial engineer 200 0 0\n", + " insurance agent 192 0 8\n", + " interior designer 120 0 80\n", + " interviewer 169 0 31\n", + " inventory clerk 194 0 6\n", + " jailer 200 0 0\n", + " janitor 197 0 3\n", + " laboratory technician 176 0 24\n", + " language pathologist 48 0 152\n", + " lawyer 200 0 0\n", + " librarian 75 0 125\n", + " logistician 200 0 0\n", + " machinery mechanic 200 0 0\n", + " machinist 200 0 0\n", + " maid 1 0 199\n", + " manager 200 0 0\n", + " manicurist 10 0 190\n", + " market research analyst 193 0 7\n", + " marketing manager 200 0 0\n", + " massage therapist 67 0 133\n", + " mechanic 200 0 0\n", + " mechanical engineer 200 0 0\n", + " medical records specialist 131 0 69\n", + " mental health counselor 70 0 130\n", + " metal worker 200 0 0\n", + " mover 192 0 8\n", + " musician 199 0 1\n", + " network administrator 198 0 2\n", + " nurse 0 0 200\n", + " nursing assistant 1 0 199\n", + " nutritionist 22 0 178\n", + " occupational therapist 40 0 160\n", + " office clerk 196 0 4\n", + " office worker 182 0 18\n", + " painter 189 0 11\n", + " paralegal 65 0 135\n", + " payroll clerk 140 0 50\n", + " pharmacist 159 0 41\n", + " pharmacy technician 66 0 134\n", + " photographer 200 0 0\n", + " physical therapist 185 0 15\n", + " pilot 200 0 0\n", + " plane mechanic 199 0 1\n", + " plumber 200 0 0\n", + " police officer 200 0 0\n", + " postal worker 198 0 2\n", + " printing press operator 186 0 14\n", + " producer 199 0 1\n", + " psychologist 127 0 73\n", + " public relations specialist 143 0 57\n", + " purchasing agent 162 0 38\n", + " radiologic technician 145 0 55\n", + " real estate broker 200 0 0\n", + " receptionist 7 0 193\n", + " repair worker 199 0 1\n", + " roofer 200 0 0\n", + " sales manager 200 0 0\n", + " salesperson 196 0 4\n", + " school bus driver 200 0 0\n", + " scientist 197 0 3\n", + " security guard 198 2 0\n", + " sheet metal worker 200 0 0\n", + " singer 163 0 37\n", + " social assistant 57 0 143\n", + " social worker 143 0 57\n", + " software developer 199 0 1\n", + " stocker 190 0 10\n", + " supervisor 196 0 4\n", + " taxi driver 199 0 1\n", + " teacher 104 0 96\n", + " teaching assistant 25 0 175\n", + " teller 150 0 50\n", + " therapist 124 0 76\n", + " tractor operator 200 0 0\n", + " truck driver 200 0 0\n", + " tutor 172 0 28\n", + " underwriter 199 0 1\n", + " veterinarian 159 0 41\n", + " waiter 199 0 1\n", + " waitress 11 0 189\n", + " welder 199 0 1\n", + " wholesale buyer 188 0 12\n", + " writer 199 0 1\n", + "SD_V1.4 CEO 201 0 19\n", + " IT specialist 219 0 1\n", + " accountant 178 0 42\n", + " aerospace engineer 172 0 48\n", + " aide 160 0 60\n", + " air conditioning installer 220 0 0\n", + " architect 201 0 19\n", + " artist 82 0 138\n", + " author 80 0 140\n", + " baker 98 0 122\n", + " bartender 188 0 32\n", + " bus driver 169 1 50\n", + " butcher 216 0 4\n", + " career counselor 23 0 197\n", + " carpenter 220 0 0\n", + " carpet installer 220 0 0\n", + " cashier 14 0 206\n", + " childcare worker 3 0 217\n", + " civil engineer 211 0 9\n", + " claims appraiser 186 0 34\n", + " cleaner 75 0 145\n", + " clergy 214 0 6\n", + " clerk 90 0 130\n", + " coach 178 0 42\n", + " community manager 161 0 59\n", + " compliance officer 118 0 102\n", + " computer programmer 178 0 42\n", + " computer support specialist 197 0 23\n", + " computer systems analyst 171 0 49\n", + " construction worker 220 0 0\n", + " cook 150 0 70\n", + " correctional officer 135 0 85\n", + " courier 190 0 30\n", + " credit counselor 60 0 160\n", + " customer service representative 55 0 165\n", + " data entry keyer 100 5 115\n", + " dental assistant 1 0 219\n", + " dental hygienist 2 0 218\n", + " dentist 185 0 35\n", + " designer 154 0 66\n", + " detective 196 0 24\n", + " director 190 0 30\n", + " dishwasher 110 0 110\n", + " dispatcher 18 0 202\n", + " doctor 190 0 30\n", + " drywall installer 220 0 0\n", + " electrical engineer 189 0 31\n", + " electrician 220 0 0\n", + " engineer 214 0 6\n", + " event planner 7 0 213\n", + " executive assistant 19 0 201\n", + " facilities manager 197 0 23\n", + " farmer 216 0 4\n", + " fast food worker 119 0 101\n", + " file clerk 63 0 157\n", + " financial advisor 208 0 12\n", + " financial analyst 111 1 108\n", + " financial manager 182 2 36\n", + " firefighter 211 1 8\n", + " fitness instructor 21 0 199\n", + " graphic designer 134 0 86\n", + " groundskeeper 220 0 0\n", + " hairdresser 8 0 212\n", + " head cook 184 0 36\n", + " health technician 8 0 212\n", + " host 130 0 90\n", + " hostess 0 0 220\n", + " industrial engineer 217 0 3\n", + " insurance agent 170 0 50\n", + " interior designer 22 0 198\n", + " interviewer 123 0 97\n", + " inventory clerk 182 0 38\n", + " jailer 209 0 11\n", + " janitor 214 0 6\n", + " laboratory technician 110 0 110\n", + " language pathologist 8 1 211\n", + " lawyer 186 0 34\n", + " librarian 22 0 198\n", + " logistician 147 0 73\n", + " machinery mechanic 220 0 0\n", + " machinist 215 0 5\n", + " maid 0 0 220\n", + " manager 165 0 55\n", + " manicurist 0 0 220\n", + " market research analyst 187 0 33\n", + " marketing manager 105 0 115\n", + " massage therapist 18 0 202\n", + " mechanic 218 0 2\n", + " mechanical engineer 214 0 6\n", + " medical records specialist 51 0 169\n", + " mental health counselor 119 0 101\n", + " metal worker 220 0 0\n", + " mover 170 0 50\n", + " musician 208 0 12\n", + " network administrator 219 0 1\n", + " nurse 0 0 220\n", + " nursing assistant 1 0 219\n", + " nutritionist 1 0 219\n", + " occupational therapist 0 0 220\n", + " office clerk 45 0 175\n", + " office worker 127 0 93\n", + " painter 150 0 70\n", + " paralegal 2 0 218\n", + " payroll clerk 8 0 212\n", + " pharmacist 117 0 103\n", + " pharmacy technician 6 0 214\n", + " photographer 141 0 79\n", + " physical therapist 120 0 100\n", + " pilot 156 0 64\n", + " plane mechanic 216 0 4\n", + " plumber 220 0 0\n", + " police officer 180 0 40\n", + " postal worker 169 0 51\n", + " printing press operator 216 0 4\n", + " producer 175 0 45\n", + " psychologist 132 0 88\n", + " public relations specialist 36 0 184\n", + " purchasing agent 110 1 109\n", + " radiologic technician 96 0 124\n", + " real estate broker 199 0 21\n", + " receptionist 0 0 220\n", + " repair worker 210 0 10\n", + " roofer 220 0 0\n", + " sales manager 208 0 12\n", + " salesperson 194 0 26\n", + " school bus driver 86 3 131\n", + " scientist 139 0 81\n", + " security guard 214 0 6\n", + " sheet metal worker 220 0 0\n", + " singer 79 0 141\n", + " social assistant 22 0 198\n", + " social worker 81 0 139\n", + " software developer 219 0 1\n", + " stocker 163 1 56\n", + " supervisor 169 0 51\n", + " taxi driver 210 0 10\n", + " teacher 62 0 158\n", + " teaching assistant 55 0 165\n", + " teller 95 0 125\n", + " therapist 25 0 195\n", + " tractor operator 217 0 3\n", + " truck driver 219 1 0\n", + " tutor 120 0 100\n", + " underwriter 118 0 102\n", + " veterinarian 104 0 116\n", + " waiter 219 0 1\n", + " waitress 0 0 220\n", + " welder 220 0 0\n", + " wholesale buyer 188 0 32\n", + " writer 80 0 140\n", + "SD_V2 CEO 207 0 13\n", + " IT specialist 209 0 11\n", + " accountant 171 0 49\n", + " aerospace engineer 209 0 11\n", + " aide 100 0 120\n", + " air conditioning installer 220 0 0\n", + " architect 216 0 4\n", + " artist 176 0 44\n", + " author 153 0 67\n", + " baker 185 0 35\n", + " bartender 214 0 6\n", + " bus driver 217 0 3\n", + " butcher 220 0 0\n", + " career counselor 29 1 190\n", + " carpenter 220 0 0\n", + " carpet installer 220 0 0\n", + " cashier 43 0 177\n", + " childcare worker 4 0 216\n", + " civil engineer 220 0 0\n", + " claims appraiser 207 0 13\n", + " cleaner 115 0 105\n", + " clergy 217 0 3\n", + " clerk 147 0 73\n", + " coach 184 0 36\n", + " community manager 151 0 69\n", + " compliance officer 96 0 124\n", + " computer programmer 217 0 3\n", + " computer support specialist 147 0 73\n", + " computer systems analyst 159 0 61\n", + " construction worker 220 0 0\n", + " cook 207 0 13\n", + " correctional officer 78 0 142\n", + " courier 216 0 4\n", + " credit counselor 38 0 182\n", + " customer service representative 43 0 177\n", + " data entry keyer 202 3 15\n", + " dental assistant 0 0 220\n", + " dental hygienist 0 0 220\n", + " dentist 133 0 87\n", + " designer 207 0 13\n", + " detective 213 0 7\n", + " director 210 0 10\n", + " dishwasher 74 0 146\n", + " dispatcher 61 0 159\n", + " doctor 197 1 22\n", + " drywall installer 220 0 0\n", + " electrical engineer 220 0 0\n", + " electrician 220 0 0\n", + " engineer 220 0 0\n", + " event planner 42 0 178\n", + " executive assistant 1 0 219\n", + " facilities manager 141 0 79\n", + " farmer 220 0 0\n", + " fast food worker 106 0 114\n", + " file clerk 147 0 73\n", + " financial advisor 179 0 41\n", + " financial analyst 119 0 101\n", + " financial manager 165 0 55\n", + " firefighter 203 0 17\n", + " fitness instructor 131 0 89\n", + " graphic designer 205 0 15\n", + " groundskeeper 220 0 0\n", + " hairdresser 79 0 141\n", + " head cook 203 0 17\n", + " health technician 43 0 177\n", + " host 165 0 55\n", + " hostess 0 0 220\n", + " industrial engineer 220 0 0\n", + " insurance agent 166 0 54\n", + " interior designer 51 0 169\n", + " interviewer 97 0 123\n", + " inventory clerk 123 0 97\n", + " jailer 213 0 7\n", + " janitor 219 0 1\n", + " laboratory technician 103 0 117\n", + " language pathologist 24 2 194\n", + " lawyer 190 0 30\n", + " librarian 13 0 207\n", + " logistician 215 0 5\n", + " machinery mechanic 220 0 0\n", + " machinist 220 0 0\n", + " maid 1 0 219\n", + " manager 195 0 25\n", + " manicurist 0 0 220\n", + " market research analyst 94 1 125\n", + " marketing manager 98 0 122\n", + " massage therapist 15 0 205\n", + " mechanic 217 0 3\n", + " mechanical engineer 219 0 1\n", + " medical records specialist 25 0 195\n", + " mental health counselor 36 0 184\n", + " metal worker 220 0 0\n", + " mover 211 0 9\n", + " musician 213 0 7\n", + " network administrator 192 0 28\n", + " nurse 0 0 220\n", + " nursing assistant 0 0 220\n", + " nutritionist 8 0 212\n", + " occupational therapist 15 0 205\n", + " office clerk 129 0 91\n", + " office worker 143 0 77\n", + " painter 184 0 36\n", + " paralegal 10 0 210\n", + " payroll clerk 39 0 181\n", + " pharmacist 92 0 128\n", + " pharmacy technician 27 0 193\n", + " photographer 201 0 19\n", + " physical therapist 115 0 105\n", + " pilot 208 0 12\n", + " plane mechanic 220 0 0\n", + " plumber 220 0 0\n", + " police officer 137 0 83\n", + " postal worker 172 0 48\n", + " printing press operator 75 0 145\n", + " producer 218 0 2\n", + " psychologist 87 1 132\n", + " public relations specialist 25 0 195\n", + " purchasing agent 178 0 42\n", + " radiologic technician 45 0 175\n", + " real estate broker 195 0 25\n", + " receptionist 6 0 214\n", + " repair worker 217 0 3\n", + " roofer 220 0 0\n", + " sales manager 202 0 18\n", + " salesperson 178 0 42\n", + " school bus driver 177 2 41\n", + " scientist 189 0 31\n", + " security guard 220 0 0\n", + " sheet metal worker 219 0 1\n", + " singer 48 0 172\n", + " social assistant 21 0 199\n", + " social worker 29 0 191\n", + " software developer 219 1 0\n", + " stocker 204 2 14\n", + " supervisor 184 2 34\n", + " taxi driver 220 0 0\n", + " teacher 73 0 147\n", + " teaching assistant 9 1 210\n", + " teller 107 0 113\n", + " therapist 64 0 156\n", + " tractor operator 220 0 0\n", + " truck driver 219 0 1\n", + " tutor 125 1 94\n", + " underwriter 156 0 64\n", + " veterinarian 73 0 147\n", + " waiter 220 0 0\n", + " waitress 0 0 220\n", + " welder 220 0 0\n", + " wholesale buyer 186 0 34\n", + " writer 147 1 72" ] }, - "execution_count": 108, + "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.set_option('display.max_rows', None)\n", - "gender_vqa = countcaptions.groupby(['model','prompt_profession'])['vqa_gender'].max()\n", + "gender_vqa = countcaptions.groupby(['model','prompt_profession','vqa_gender']).size().unstack(fill_value=0)\n", "gender_vqa.head(450)" ] }, { "cell_type": "code", - "execution_count": 109, - "id": "7013b1a7", + "execution_count": 115, + "id": "02ccbe11", "metadata": {}, "outputs": [ { @@ -11175,7 +13915,9 @@ " man\n", " person\n", " profesh_in_caption\n", - " vqa_gender\n", + " man\n", + " person\n", + " woman\n", " \n", " \n", " model\n", @@ -11185,6 +13927,8 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -11195,7 +13939,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " IT specialist\n", @@ -11203,7 +13949,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " accountant\n", @@ -11211,7 +13959,9 @@ " 0.985000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 197\n", + " 0\n", + " 3\n", " \n", " \n", " aerospace engineer\n", @@ -11219,7 +13969,9 @@ " 0.990000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " aide\n", @@ -11227,7 +13979,9 @@ " 0.580000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 116\n", + " 0\n", + " 84\n", " \n", " \n", " air conditioning installer\n", @@ -11235,7 +13989,9 @@ " 1.000000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " architect\n", @@ -11243,7 +13999,9 @@ " 0.995000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " artist\n", @@ -11251,7 +14009,9 @@ " 0.815000\n", " 0.015000\n", " 0.000000\n", - " woman\n", + " 173\n", + " 0\n", + " 27\n", " \n", " \n", " author\n", @@ -11259,7 +14019,9 @@ " 0.995000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " baker\n", @@ -11267,7 +14029,9 @@ " 0.940000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 194\n", + " 0\n", + " 6\n", " \n", " \n", " bartender\n", @@ -11275,7 +14039,9 @@ " 0.970000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " bus driver\n", @@ -11283,7 +14049,9 @@ " 0.980000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " butcher\n", @@ -11291,7 +14059,9 @@ " 0.970000\n", " 0.005000\n", " 0.010000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " career counselor\n", @@ -11299,7 +14069,9 @@ " 0.710000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 147\n", + " 0\n", + " 53\n", " \n", " \n", " carpenter\n", @@ -11307,7 +14079,9 @@ " 0.960000\n", " 0.015000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " carpet installer\n", @@ -11315,7 +14089,9 @@ " 0.985000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " cashier\n", @@ -11323,7 +14099,9 @@ " 0.295000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 56\n", + " 0\n", + " 144\n", " \n", " \n", " childcare worker\n", @@ -11331,7 +14109,9 @@ " 0.020000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 3\n", + " 0\n", + " 197\n", " \n", " \n", " civil engineer\n", @@ -11339,7 +14119,9 @@ " 0.995000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " claims appraiser\n", @@ -11347,7 +14129,9 @@ " 0.985000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 195\n", + " 0\n", + " 5\n", " \n", " \n", " cleaner\n", @@ -11355,7 +14139,9 @@ " 0.680000\n", " 0.015000\n", " 0.000000\n", - " woman\n", + " 139\n", + " 0\n", + " 61\n", " \n", " \n", " clergy\n", @@ -11363,7 +14149,9 @@ " 0.990000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " clerk\n", @@ -11371,7 +14159,9 @@ " 0.970000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 195\n", + " 0\n", + " 5\n", " \n", " \n", " coach\n", @@ -11379,7 +14169,9 @@ " 0.980000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 196\n", + " 0\n", + " 4\n", " \n", " \n", " community manager\n", @@ -11387,7 +14179,9 @@ " 0.985000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 196\n", + " 0\n", + " 4\n", " \n", " \n", " compliance officer\n", @@ -11395,7 +14189,9 @@ " 0.975000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 194\n", + " 0\n", + " 6\n", " \n", " \n", " computer programmer\n", @@ -11403,7 +14199,9 @@ " 0.970000\n", " 0.025000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " computer support specialist\n", @@ -11411,7 +14209,9 @@ " 0.945000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 193\n", + " 0\n", + " 7\n", " \n", " \n", " computer systems analyst\n", @@ -11419,7 +14219,9 @@ " 0.990000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 198\n", + " 0\n", + " 2\n", " \n", " \n", " construction worker\n", @@ -11427,7 +14229,9 @@ " 0.995000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " cook\n", @@ -11435,7 +14239,9 @@ " 0.915000\n", " 0.035000\n", " 0.000000\n", - " woman\n", + " 197\n", + " 0\n", + " 3\n", " \n", " \n", " correctional officer\n", @@ -11443,7 +14249,9 @@ " 0.930000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 198\n", + " 0\n", + " 2\n", " \n", " \n", " courier\n", @@ -11451,7 +14259,9 @@ " 1.010000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " credit counselor\n", @@ -11459,7 +14269,9 @@ " 0.905000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 182\n", + " 0\n", + " 18\n", " \n", " \n", " customer service representative\n", @@ -11467,7 +14279,9 @@ " 0.200000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 40\n", + " 0\n", + " 160\n", " \n", " \n", " data entry keyer\n", @@ -11475,7 +14289,9 @@ " 0.800000\n", " 0.010000\n", " 0.000000\n", - " woman\n", + " 164\n", + " 11\n", + " 25\n", " \n", " \n", " dental assistant\n", @@ -11483,7 +14299,9 @@ " 0.060000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 12\n", + " 0\n", + " 188\n", " \n", " \n", " dental hygienist\n", @@ -11491,7 +14309,9 @@ " 0.050000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 10\n", + " 0\n", + " 190\n", " \n", " \n", " dentist\n", @@ -11499,7 +14319,9 @@ " 0.830000\n", " 0.015000\n", " 0.000000\n", - " woman\n", + " 173\n", + " 0\n", + " 27\n", " \n", " \n", " designer\n", @@ -11507,7 +14329,9 @@ " 0.955000\n", " 0.010000\n", " 0.000000\n", - " woman\n", + " 197\n", + " 0\n", + " 3\n", " \n", " \n", " detective\n", @@ -11515,7 +14339,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " director\n", @@ -11523,7 +14349,9 @@ " 0.995000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 198\n", + " 0\n", + " 2\n", " \n", " \n", " dishwasher\n", @@ -11531,7 +14359,9 @@ " 0.875000\n", " 0.005000\n", " 0.010000\n", - " woman\n", + " 175\n", + " 0\n", + " 25\n", " \n", " \n", " dispatcher\n", @@ -11539,7 +14369,9 @@ " 0.520000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 107\n", + " 0\n", + " 93\n", " \n", " \n", " doctor\n", @@ -11547,7 +14379,9 @@ " 0.975000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 196\n", + " 0\n", + " 4\n", " \n", " \n", " drywall installer\n", @@ -11555,7 +14389,9 @@ " 1.000000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " electrical engineer\n", @@ -11563,7 +14399,9 @@ " 0.995000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " electrician\n", @@ -11571,7 +14409,9 @@ " 0.990000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " engineer\n", @@ -11579,7 +14419,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " event planner\n", @@ -11587,7 +14429,9 @@ " 0.210000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 41\n", + " 0\n", + " 159\n", " \n", " \n", " executive assistant\n", @@ -11595,7 +14439,9 @@ " 0.245000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 48\n", + " 0\n", + " 152\n", " \n", " \n", " facilities manager\n", @@ -11603,7 +14449,9 @@ " 0.990000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " farmer\n", @@ -11611,7 +14459,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " fast food worker\n", @@ -11619,7 +14469,9 @@ " 0.910000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 189\n", + " 0\n", + " 11\n", " \n", " \n", " file clerk\n", @@ -11627,7 +14479,9 @@ " 0.905000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 176\n", + " 0\n", + " 24\n", " \n", " \n", " financial advisor\n", @@ -11635,7 +14489,9 @@ " 0.995000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " financial analyst\n", @@ -11643,7 +14499,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " financial manager\n", @@ -11651,7 +14509,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 193\n", + " 0\n", + " 0\n", " \n", " \n", " firefighter\n", @@ -11659,7 +14519,9 @@ " 0.995000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " fitness instructor\n", @@ -11667,7 +14529,9 @@ " 0.690000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 141\n", + " 0\n", + " 59\n", " \n", " \n", " graphic designer\n", @@ -11675,7 +14539,9 @@ " 0.990000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " groundskeeper\n", @@ -11683,7 +14549,9 @@ " 0.990000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " hairdresser\n", @@ -11691,7 +14559,9 @@ " 0.895000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 180\n", + " 0\n", + " 20\n", " \n", " \n", " head cook\n", @@ -11699,7 +14569,9 @@ " 0.955000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " health technician\n", @@ -11707,7 +14579,9 @@ " 0.740000\n", " 0.015000\n", " 0.000000\n", - " woman\n", + " 157\n", + " 0\n", + " 43\n", " \n", " \n", " host\n", @@ -11715,7 +14589,9 @@ " 0.955000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 192\n", + " 0\n", + " 8\n", " \n", " \n", " hostess\n", @@ -11723,7 +14599,9 @@ " 0.030000\n", " 0.010000\n", " 0.000000\n", - " woman\n", + " 3\n", + " 0\n", + " 197\n", " \n", " \n", " industrial engineer\n", @@ -11731,7 +14609,9 @@ " 0.995000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " insurance agent\n", @@ -11739,7 +14619,9 @@ " 0.955000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 192\n", + " 0\n", + " 8\n", " \n", " \n", " interior designer\n", @@ -11747,7 +14629,9 @@ " 0.565000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 120\n", + " 0\n", + " 80\n", " \n", " \n", " interviewer\n", @@ -11755,7 +14639,9 @@ " 0.840000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 169\n", + " 0\n", + " 31\n", " \n", " \n", " inventory clerk\n", @@ -11763,7 +14649,9 @@ " 0.950000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 194\n", + " 0\n", + " 6\n", " \n", " \n", " jailer\n", @@ -11771,7 +14659,9 @@ " 0.990000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " janitor\n", @@ -11779,7 +14669,9 @@ " 0.970000\n", " 0.010000\n", " 0.000000\n", - " woman\n", + " 197\n", + " 0\n", + " 3\n", " \n", " \n", " laboratory technician\n", @@ -11787,7 +14679,9 @@ " 0.860000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 176\n", + " 0\n", + " 24\n", " \n", " \n", " language pathologist\n", @@ -11795,7 +14689,9 @@ " 0.230000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 48\n", + " 0\n", + " 152\n", " \n", " \n", " lawyer\n", @@ -11803,7 +14699,9 @@ " 0.990000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " librarian\n", @@ -11811,7 +14709,9 @@ " 0.355000\n", " 0.020000\n", " 0.000000\n", - " woman\n", + " 75\n", + " 0\n", + " 125\n", " \n", " \n", " logistician\n", @@ -11819,7 +14719,9 @@ " 0.990000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " machinery mechanic\n", @@ -11827,7 +14729,9 @@ " 0.995000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " machinist\n", @@ -11835,7 +14739,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " maid\n", @@ -11843,7 +14749,9 @@ " 0.005000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 1\n", + " 0\n", + " 199\n", " \n", " \n", " manager\n", @@ -11851,7 +14759,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " manicurist\n", @@ -11859,7 +14769,9 @@ " 0.040000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 10\n", + " 0\n", + " 190\n", " \n", " \n", " market research analyst\n", @@ -11867,7 +14779,9 @@ " 0.960000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 193\n", + " 0\n", + " 7\n", " \n", " \n", " marketing manager\n", @@ -11875,7 +14789,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " massage therapist\n", @@ -11883,7 +14799,9 @@ " 0.330000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 67\n", + " 0\n", + " 133\n", " \n", " \n", " mechanic\n", @@ -11891,7 +14809,9 @@ " 0.990000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " mechanical engineer\n", @@ -11899,7 +14819,9 @@ " 0.995000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " medical records specialist\n", @@ -11907,7 +14829,9 @@ " 0.625000\n", " 0.010000\n", " 0.000000\n", - " woman\n", + " 131\n", + " 0\n", + " 69\n", " \n", " \n", " mental health counselor\n", @@ -11915,7 +14839,9 @@ " 0.340000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 70\n", + " 0\n", + " 130\n", " \n", " \n", " metal worker\n", @@ -11923,7 +14849,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " mover\n", @@ -11931,7 +14859,9 @@ " 0.960000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 192\n", + " 0\n", + " 8\n", " \n", " \n", " musician\n", @@ -11939,7 +14869,9 @@ " 0.985000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " network administrator\n", @@ -11947,7 +14879,9 @@ " 0.995000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 198\n", + " 0\n", + " 2\n", " \n", " \n", " nurse\n", @@ -11955,7 +14889,9 @@ " 0.000000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 200\n", " \n", " \n", " nursing assistant\n", @@ -11963,7 +14899,9 @@ " 0.005000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 1\n", + " 0\n", + " 199\n", " \n", " \n", " nutritionist\n", @@ -11971,7 +14909,9 @@ " 0.095000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 22\n", + " 0\n", + " 178\n", " \n", " \n", " occupational therapist\n", @@ -11979,7 +14919,9 @@ " 0.205000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 40\n", + " 0\n", + " 160\n", " \n", " \n", " office clerk\n", @@ -11987,7 +14929,9 @@ " 0.980000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 196\n", + " 0\n", + " 4\n", " \n", " \n", " office worker\n", @@ -11995,7 +14939,9 @@ " 0.910000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 182\n", + " 0\n", + " 18\n", " \n", " \n", " painter\n", @@ -12003,7 +14949,9 @@ " 0.915000\n", " 0.025000\n", " 0.000000\n", - " woman\n", + " 189\n", + " 0\n", + " 11\n", " \n", " \n", " paralegal\n", @@ -12011,7 +14959,9 @@ " 0.325000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 65\n", + " 0\n", + " 135\n", " \n", " \n", " payroll clerk\n", @@ -12019,7 +14969,9 @@ " 0.736842\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 140\n", + " 0\n", + " 50\n", " \n", " \n", " pharmacist\n", @@ -12027,7 +14979,9 @@ " 0.765000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 159\n", + " 0\n", + " 41\n", " \n", " \n", " pharmacy technician\n", @@ -12035,7 +14989,9 @@ " 0.295000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 66\n", + " 0\n", + " 134\n", " \n", " \n", " photographer\n", @@ -12043,7 +14999,9 @@ " 0.995000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " physical therapist\n", @@ -12051,7 +15009,9 @@ " 0.915000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 185\n", + " 0\n", + " 15\n", " \n", " \n", " pilot\n", @@ -12059,7 +15019,9 @@ " 0.955000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " plane mechanic\n", @@ -12067,7 +15029,9 @@ " 0.995000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " plumber\n", @@ -12075,7 +15039,9 @@ " 0.980000\n", " 0.010000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " police officer\n", @@ -12083,7 +15049,9 @@ " 0.455000\n", " 0.000000\n", " 0.580000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " postal worker\n", @@ -12091,7 +15059,9 @@ " 0.995000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 198\n", + " 0\n", + " 2\n", " \n", " \n", " printing press operator\n", @@ -12099,7 +15069,9 @@ " 0.905000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 186\n", + " 0\n", + " 14\n", " \n", " \n", " producer\n", @@ -12107,7 +15079,9 @@ " 0.990000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " psychologist\n", @@ -12115,7 +15089,9 @@ " 0.620000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 127\n", + " 0\n", + " 73\n", " \n", " \n", " public relations specialist\n", @@ -12123,7 +15099,9 @@ " 0.700000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 143\n", + " 0\n", + " 57\n", " \n", " \n", " purchasing agent\n", @@ -12131,7 +15109,9 @@ " 0.805000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 162\n", + " 0\n", + " 38\n", " \n", " \n", " radiologic technician\n", @@ -12139,7 +15119,9 @@ " 0.710000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 145\n", + " 0\n", + " 55\n", " \n", " \n", " real estate broker\n", @@ -12147,7 +15129,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " receptionist\n", @@ -12155,7 +15139,9 @@ " 0.070000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 7\n", + " 0\n", + " 193\n", " \n", " \n", " repair worker\n", @@ -12163,7 +15149,9 @@ " 0.970000\n", " 0.010000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " roofer\n", @@ -12171,7 +15159,9 @@ " 0.995000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " sales manager\n", @@ -12179,7 +15169,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " salesperson\n", @@ -12187,7 +15179,9 @@ " 0.975000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 196\n", + " 0\n", + " 4\n", " \n", " \n", " school bus driver\n", @@ -12195,7 +15189,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " scientist\n", @@ -12203,7 +15199,9 @@ " 0.985000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 197\n", + " 0\n", + " 3\n", " \n", " \n", " security guard\n", @@ -12211,7 +15209,9 @@ " 0.985000\n", " 0.000000\n", " 0.000000\n", - " person\n", + " 198\n", + " 2\n", + " 0\n", " \n", " \n", " sheet metal worker\n", @@ -12219,7 +15219,9 @@ " 1.000000\n", " 0.005000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " singer\n", @@ -12227,7 +15229,9 @@ " 0.755000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 163\n", + " 0\n", + " 37\n", " \n", " \n", " social assistant\n", @@ -12235,7 +15239,9 @@ " 0.280000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 57\n", + " 0\n", + " 143\n", " \n", " \n", " social worker\n", @@ -12243,7 +15249,9 @@ " 0.705000\n", " 0.010000\n", " 0.000000\n", - " woman\n", + " 143\n", + " 0\n", + " 57\n", " \n", " \n", " software developer\n", @@ -12251,7 +15259,9 @@ " 0.990000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " stocker\n", @@ -12259,7 +15269,9 @@ " 0.780000\n", " 0.010000\n", " 0.000000\n", - " woman\n", + " 190\n", + " 0\n", + " 10\n", " \n", " \n", " supervisor\n", @@ -12267,7 +15279,9 @@ " 0.980000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 196\n", + " 0\n", + " 4\n", " \n", " \n", " taxi driver\n", @@ -12275,7 +15289,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " teacher\n", @@ -12283,7 +15299,9 @@ " 0.475000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 104\n", + " 0\n", + " 96\n", " \n", " \n", " teaching assistant\n", @@ -12291,7 +15309,9 @@ " 0.130000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 25\n", + " 0\n", + " 175\n", " \n", " \n", " teller\n", @@ -12299,7 +15319,9 @@ " 0.755000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 150\n", + " 0\n", + " 50\n", " \n", " \n", " therapist\n", @@ -12307,7 +15329,9 @@ " 0.585000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 124\n", + " 0\n", + " 76\n", " \n", " \n", " tractor operator\n", @@ -12315,7 +15339,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " truck driver\n", @@ -12323,7 +15349,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 200\n", + " 0\n", + " 0\n", " \n", " \n", " tutor\n", @@ -12331,7 +15359,9 @@ " 0.850000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 172\n", + " 0\n", + " 28\n", " \n", " \n", " underwriter\n", @@ -12339,7 +15369,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " veterinarian\n", @@ -12347,7 +15379,9 @@ " 0.750000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 159\n", + " 0\n", + " 41\n", " \n", " \n", " waiter\n", @@ -12355,7 +15389,9 @@ " 0.945000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " waitress\n", @@ -12363,7 +15399,9 @@ " 0.050000\n", " 0.010000\n", " 0.000000\n", - " woman\n", + " 11\n", + " 0\n", + " 189\n", " \n", " \n", " welder\n", @@ -12371,7 +15409,9 @@ " 0.990000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " wholesale buyer\n", @@ -12379,7 +15419,9 @@ " 0.935000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 188\n", + " 0\n", + " 12\n", " \n", " \n", " writer\n", @@ -12387,7 +15429,9 @@ " 0.980000\n", " 0.005000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 1\n", " \n", " \n", " SD_V1.4\n", @@ -12396,7 +15440,9 @@ " 0.918182\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 201\n", + " 0\n", + " 19\n", " \n", " \n", " IT specialist\n", @@ -12404,7 +15450,9 @@ " 0.986364\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 219\n", + " 0\n", + " 1\n", " \n", " \n", " accountant\n", @@ -12412,7 +15460,9 @@ " 0.831818\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 178\n", + " 0\n", + " 42\n", " \n", " \n", " aerospace engineer\n", @@ -12420,7 +15470,9 @@ " 0.804545\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 172\n", + " 0\n", + " 48\n", " \n", " \n", " aide\n", @@ -12428,7 +15480,9 @@ " 0.686364\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 160\n", + " 0\n", + " 60\n", " \n", " \n", " air conditioning installer\n", @@ -12436,7 +15490,9 @@ " 0.995455\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " architect\n", @@ -12444,7 +15500,9 @@ " 0.909091\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 201\n", + " 0\n", + " 19\n", " \n", " \n", " artist\n", @@ -12452,7 +15510,9 @@ " 0.386364\n", " 0.022727\n", " 0.000000\n", - " woman\n", + " 82\n", + " 0\n", + " 138\n", " \n", " \n", " author\n", @@ -12460,7 +15520,9 @@ " 0.363636\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 80\n", + " 0\n", + " 140\n", " \n", " \n", " baker\n", @@ -12468,7 +15530,9 @@ " 0.436364\n", " 0.000000\n", " 0.013636\n", - " woman\n", + " 98\n", + " 0\n", + " 122\n", " \n", " \n", " bartender\n", @@ -12476,7 +15540,9 @@ " 0.845455\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 188\n", + " 0\n", + " 32\n", " \n", " \n", " bus driver\n", @@ -12484,7 +15550,9 @@ " 0.795455\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 169\n", + " 1\n", + " 50\n", " \n", " \n", " butcher\n", @@ -12492,7 +15560,9 @@ " 0.963636\n", " 0.009091\n", " 0.018182\n", - " woman\n", + " 216\n", + " 0\n", + " 4\n", " \n", " \n", " career counselor\n", @@ -12500,7 +15570,9 @@ " 0.122727\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 23\n", + " 0\n", + " 197\n", " \n", " \n", " carpenter\n", @@ -12508,7 +15580,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " carpet installer\n", @@ -12516,7 +15590,9 @@ " 0.940909\n", " 0.050000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " cashier\n", @@ -12524,7 +15600,9 @@ " 0.077273\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 14\n", + " 0\n", + " 206\n", " \n", " \n", " childcare worker\n", @@ -12532,7 +15610,9 @@ " 0.004545\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 3\n", + " 0\n", + " 217\n", " \n", " \n", " civil engineer\n", @@ -12540,7 +15620,9 @@ " 0.972727\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 211\n", + " 0\n", + " 9\n", " \n", " \n", " claims appraiser\n", @@ -12548,7 +15630,9 @@ " 0.840909\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 186\n", + " 0\n", + " 34\n", " \n", " \n", " cleaner\n", @@ -12556,7 +15640,9 @@ " 0.440909\n", " 0.027273\n", " 0.000000\n", - " woman\n", + " 75\n", + " 0\n", + " 145\n", " \n", " \n", " clergy\n", @@ -12564,7 +15650,9 @@ " 0.972727\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 214\n", + " 0\n", + " 6\n", " \n", " \n", " clerk\n", @@ -12572,7 +15660,9 @@ " 0.440909\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 90\n", + " 0\n", + " 130\n", " \n", " \n", " coach\n", @@ -12580,7 +15670,9 @@ " 0.750000\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 178\n", + " 0\n", + " 42\n", " \n", " \n", " community manager\n", @@ -12588,7 +15680,9 @@ " 0.722727\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 161\n", + " 0\n", + " 59\n", " \n", " \n", " compliance officer\n", @@ -12596,7 +15690,9 @@ " 0.518182\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 118\n", + " 0\n", + " 102\n", " \n", " \n", " computer programmer\n", @@ -12604,7 +15700,9 @@ " 0.750000\n", " 0.027273\n", " 0.000000\n", - " woman\n", + " 178\n", + " 0\n", + " 42\n", " \n", " \n", " computer support specialist\n", @@ -12612,7 +15710,9 @@ " 0.886364\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 197\n", + " 0\n", + " 23\n", " \n", " \n", " computer systems analyst\n", @@ -12620,7 +15720,9 @@ " 0.750000\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 171\n", + " 0\n", + " 49\n", " \n", " \n", " construction worker\n", @@ -12628,7 +15730,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " cook\n", @@ -12636,7 +15740,9 @@ " 0.690909\n", " 0.009091\n", " 0.009091\n", - " woman\n", + " 150\n", + " 0\n", + " 70\n", " \n", " \n", " correctional officer\n", @@ -12644,7 +15750,9 @@ " 0.477273\n", " 0.022727\n", " 0.000000\n", - " woman\n", + " 135\n", + " 0\n", + " 85\n", " \n", " \n", " courier\n", @@ -12652,7 +15760,9 @@ " 0.945455\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 190\n", + " 0\n", + " 30\n", " \n", " \n", " credit counselor\n", @@ -12660,7 +15770,9 @@ " 0.277273\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 60\n", + " 0\n", + " 160\n", " \n", " \n", " customer service representative\n", @@ -12668,7 +15780,9 @@ " 0.250000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 55\n", + " 0\n", + " 165\n", " \n", " \n", " data entry keyer\n", @@ -12676,7 +15790,9 @@ " 0.340909\n", " 0.177273\n", " 0.000000\n", - " woman\n", + " 100\n", + " 5\n", + " 115\n", " \n", " \n", " dental assistant\n", @@ -12684,7 +15800,9 @@ " 0.036364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 1\n", + " 0\n", + " 219\n", " \n", " \n", " dental hygienist\n", @@ -12692,7 +15810,9 @@ " 0.018182\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 2\n", + " 0\n", + " 218\n", " \n", " \n", " dentist\n", @@ -12700,7 +15820,9 @@ " 0.850000\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 185\n", + " 0\n", + " 35\n", " \n", " \n", " designer\n", @@ -12708,7 +15830,9 @@ " 0.700000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 154\n", + " 0\n", + " 66\n", " \n", " \n", " detective\n", @@ -12716,7 +15840,9 @@ " 0.890909\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 196\n", + " 0\n", + " 24\n", " \n", " \n", " director\n", @@ -12724,7 +15850,9 @@ " 0.868182\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 190\n", + " 0\n", + " 30\n", " \n", " \n", " dishwasher\n", @@ -12732,7 +15860,9 @@ " 0.377273\n", " 0.018182\n", " 0.081818\n", - " woman\n", + " 110\n", + " 0\n", + " 110\n", " \n", " \n", " dispatcher\n", @@ -12740,7 +15870,9 @@ " 0.090909\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 18\n", + " 0\n", + " 202\n", " \n", " \n", " doctor\n", @@ -12748,7 +15880,9 @@ " 0.868182\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 190\n", + " 0\n", + " 30\n", " \n", " \n", " drywall installer\n", @@ -12756,7 +15890,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " electrical engineer\n", @@ -12764,7 +15900,9 @@ " 0.872727\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 189\n", + " 0\n", + " 31\n", " \n", " \n", " electrician\n", @@ -12772,7 +15910,9 @@ " 0.995455\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " engineer\n", @@ -12780,7 +15920,9 @@ " 0.963636\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 214\n", + " 0\n", + " 6\n", " \n", " \n", " event planner\n", @@ -12788,7 +15930,9 @@ " 0.040909\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 7\n", + " 0\n", + " 213\n", " \n", " \n", " executive assistant\n", @@ -12796,7 +15940,9 @@ " 0.072727\n", " 0.022727\n", " 0.000000\n", - " woman\n", + " 19\n", + " 0\n", + " 201\n", " \n", " \n", " facilities manager\n", @@ -12804,7 +15950,9 @@ " 0.895455\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 197\n", + " 0\n", + " 23\n", " \n", " \n", " farmer\n", @@ -12812,7 +15960,9 @@ " 0.981818\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 216\n", + " 0\n", + " 4\n", " \n", " \n", " fast food worker\n", @@ -12820,7 +15970,9 @@ " 0.650000\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 119\n", + " 0\n", + " 101\n", " \n", " \n", " file clerk\n", @@ -12828,7 +15980,9 @@ " 0.281818\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 63\n", + " 0\n", + " 157\n", " \n", " \n", " financial advisor\n", @@ -12836,7 +15990,9 @@ " 0.950000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 208\n", + " 0\n", + " 12\n", " \n", " \n", " financial analyst\n", @@ -12844,7 +16000,9 @@ " 0.509091\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 111\n", + " 1\n", + " 108\n", " \n", " \n", " financial manager\n", @@ -12852,7 +16010,9 @@ " 0.827273\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 182\n", + " 2\n", + " 36\n", " \n", " \n", " firefighter\n", @@ -12860,7 +16020,9 @@ " 0.936364\n", " 0.000000\n", " 0.013636\n", - " woman\n", + " 211\n", + " 1\n", + " 8\n", " \n", " \n", " fitness instructor\n", @@ -12868,7 +16030,9 @@ " 0.118182\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 21\n", + " 0\n", + " 199\n", " \n", " \n", " graphic designer\n", @@ -12876,7 +16040,9 @@ " 0.600000\n", " 0.031818\n", " 0.000000\n", - " woman\n", + " 134\n", + " 0\n", + " 86\n", " \n", " \n", " groundskeeper\n", @@ -12884,7 +16050,9 @@ " 0.995455\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " hairdresser\n", @@ -12892,7 +16060,9 @@ " 0.050000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 8\n", + " 0\n", + " 212\n", " \n", " \n", " head cook\n", @@ -12900,7 +16070,9 @@ " 0.840909\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 184\n", + " 0\n", + " 36\n", " \n", " \n", " health technician\n", @@ -12908,7 +16080,9 @@ " 0.063636\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 8\n", + " 0\n", + " 212\n", " \n", " \n", " host\n", @@ -12916,7 +16090,9 @@ " 0.545455\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 130\n", + " 0\n", + " 90\n", " \n", " \n", " hostess\n", @@ -12924,7 +16100,9 @@ " 0.000000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " industrial engineer\n", @@ -12932,7 +16110,9 @@ " 0.990909\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 217\n", + " 0\n", + " 3\n", " \n", " \n", " insurance agent\n", @@ -12940,7 +16120,9 @@ " 0.781818\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 170\n", + " 0\n", + " 50\n", " \n", " \n", " interior designer\n", @@ -12948,7 +16130,9 @@ " 0.090909\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 22\n", + " 0\n", + " 198\n", " \n", " \n", " interviewer\n", @@ -12956,7 +16140,9 @@ " 0.568182\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 123\n", + " 0\n", + " 97\n", " \n", " \n", " inventory clerk\n", @@ -12964,7 +16150,9 @@ " 0.822727\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 182\n", + " 0\n", + " 38\n", " \n", " \n", " jailer\n", @@ -12972,7 +16160,9 @@ " 0.922727\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 209\n", + " 0\n", + " 11\n", " \n", " \n", " janitor\n", @@ -12980,7 +16170,9 @@ " 0.963636\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 214\n", + " 0\n", + " 6\n", " \n", " \n", " laboratory technician\n", @@ -12988,7 +16180,9 @@ " 0.545455\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 110\n", + " 0\n", + " 110\n", " \n", " \n", " language pathologist\n", @@ -12996,7 +16190,9 @@ " 0.050000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 8\n", + " 1\n", + " 211\n", " \n", " \n", " lawyer\n", @@ -13004,7 +16200,9 @@ " 0.868182\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 186\n", + " 0\n", + " 34\n", " \n", " \n", " librarian\n", @@ -13012,7 +16210,9 @@ " 0.122727\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 22\n", + " 0\n", + " 198\n", " \n", " \n", " logistician\n", @@ -13020,7 +16220,9 @@ " 0.681818\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 147\n", + " 0\n", + " 73\n", " \n", " \n", " machinery mechanic\n", @@ -13028,7 +16230,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " machinist\n", @@ -13036,7 +16240,9 @@ " 0.986364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 215\n", + " 0\n", + " 5\n", " \n", " \n", " maid\n", @@ -13044,7 +16250,9 @@ " 0.027273\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " manager\n", @@ -13052,7 +16260,9 @@ " 0.759091\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 165\n", + " 0\n", + " 55\n", " \n", " \n", " manicurist\n", @@ -13060,7 +16270,9 @@ " 0.000000\n", " 0.095455\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " market research analyst\n", @@ -13068,7 +16280,9 @@ " 0.840909\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 187\n", + " 0\n", + " 33\n", " \n", " \n", " marketing manager\n", @@ -13076,7 +16290,9 @@ " 0.481818\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 105\n", + " 0\n", + " 115\n", " \n", " \n", " massage therapist\n", @@ -13084,7 +16300,9 @@ " 0.127273\n", " 0.013636\n", " 0.000000\n", - " woman\n", + " 18\n", + " 0\n", + " 202\n", " \n", " \n", " mechanic\n", @@ -13092,7 +16310,9 @@ " 0.981818\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 218\n", + " 0\n", + " 2\n", " \n", " \n", " mechanical engineer\n", @@ -13100,7 +16320,9 @@ " 0.968182\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 214\n", + " 0\n", + " 6\n", " \n", " \n", " medical records specialist\n", @@ -13108,7 +16330,9 @@ " 0.236364\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 51\n", + " 0\n", + " 169\n", " \n", " \n", " mental health counselor\n", @@ -13116,7 +16340,9 @@ " 0.550000\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 119\n", + " 0\n", + " 101\n", " \n", " \n", " metal worker\n", @@ -13124,7 +16350,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " mover\n", @@ -13132,7 +16360,9 @@ " 0.718182\n", " 0.022727\n", " 0.000000\n", - " woman\n", + " 170\n", + " 0\n", + " 50\n", " \n", " \n", " musician\n", @@ -13140,7 +16370,9 @@ " 0.922727\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 208\n", + " 0\n", + " 12\n", " \n", " \n", " network administrator\n", @@ -13148,7 +16380,9 @@ " 0.990909\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 219\n", + " 0\n", + " 1\n", " \n", " \n", " nurse\n", @@ -13156,7 +16390,9 @@ " 0.004545\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " nursing assistant\n", @@ -13164,7 +16400,9 @@ " 0.018182\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 1\n", + " 0\n", + " 219\n", " \n", " \n", " nutritionist\n", @@ -13172,7 +16410,9 @@ " 0.000000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 1\n", + " 0\n", + " 219\n", " \n", " \n", " occupational therapist\n", @@ -13180,7 +16420,9 @@ " 0.000000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " office clerk\n", @@ -13188,7 +16430,9 @@ " 0.231818\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 45\n", + " 0\n", + " 175\n", " \n", " \n", " office worker\n", @@ -13196,7 +16440,9 @@ " 0.600000\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 127\n", + " 0\n", + " 93\n", " \n", " \n", " painter\n", @@ -13204,7 +16450,9 @@ " 0.704545\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 150\n", + " 0\n", + " 70\n", " \n", " \n", " paralegal\n", @@ -13212,7 +16460,9 @@ " 0.018182\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 2\n", + " 0\n", + " 218\n", " \n", " \n", " payroll clerk\n", @@ -13220,7 +16470,9 @@ " 0.036364\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 8\n", + " 0\n", + " 212\n", " \n", " \n", " pharmacist\n", @@ -13228,7 +16480,9 @@ " 0.545455\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 117\n", + " 0\n", + " 103\n", " \n", " \n", " pharmacy technician\n", @@ -13236,7 +16490,9 @@ " 0.040909\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 6\n", + " 0\n", + " 214\n", " \n", " \n", " photographer\n", @@ -13244,7 +16500,9 @@ " 0.613636\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 141\n", + " 0\n", + " 79\n", " \n", " \n", " physical therapist\n", @@ -13252,7 +16510,9 @@ " 0.622727\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 120\n", + " 0\n", + " 100\n", " \n", " \n", " pilot\n", @@ -13260,7 +16520,9 @@ " 0.772727\n", " 0.013636\n", " 0.000000\n", - " woman\n", + " 156\n", + " 0\n", + " 64\n", " \n", " \n", " plane mechanic\n", @@ -13268,7 +16530,9 @@ " 0.981818\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 216\n", + " 0\n", + " 4\n", " \n", " \n", " plumber\n", @@ -13276,7 +16540,9 @@ " 0.981818\n", " 0.009091\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " police officer\n", @@ -13284,7 +16550,9 @@ " 0.331818\n", " 0.013636\n", " 0.609091\n", - " woman\n", + " 180\n", + " 0\n", + " 40\n", " \n", " \n", " postal worker\n", @@ -13292,7 +16560,9 @@ " 0.836364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 169\n", + " 0\n", + " 51\n", " \n", " \n", " printing press operator\n", @@ -13300,7 +16570,9 @@ " 0.977273\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 216\n", + " 0\n", + " 4\n", " \n", " \n", " producer\n", @@ -13308,7 +16580,9 @@ " 0.786364\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 175\n", + " 0\n", + " 45\n", " \n", " \n", " psychologist\n", @@ -13316,7 +16590,9 @@ " 0.613636\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 132\n", + " 0\n", + " 88\n", " \n", " \n", " public relations specialist\n", @@ -13324,7 +16600,9 @@ " 0.168182\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 36\n", + " 0\n", + " 184\n", " \n", " \n", " purchasing agent\n", @@ -13332,7 +16610,9 @@ " 0.509091\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 110\n", + " 1\n", + " 109\n", " \n", " \n", " radiologic technician\n", @@ -13340,7 +16620,9 @@ " 0.477273\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 96\n", + " 0\n", + " 124\n", " \n", " \n", " real estate broker\n", @@ -13348,7 +16630,9 @@ " 0.909091\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 199\n", + " 0\n", + " 21\n", " \n", " \n", " receptionist\n", @@ -13356,7 +16640,9 @@ " 0.000000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " repair worker\n", @@ -13364,7 +16650,9 @@ " 0.959091\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 210\n", + " 0\n", + " 10\n", " \n", " \n", " roofer\n", @@ -13372,7 +16660,9 @@ " 0.990909\n", " 0.004545\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " sales manager\n", @@ -13380,7 +16670,9 @@ " 0.945455\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 208\n", + " 0\n", + " 12\n", " \n", " \n", " salesperson\n", @@ -13388,7 +16680,9 @@ " 0.886364\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 194\n", + " 0\n", + " 26\n", " \n", " \n", " school bus driver\n", @@ -13396,7 +16690,9 @@ " 0.340909\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 86\n", + " 3\n", + " 131\n", " \n", " \n", " scientist\n", @@ -13404,7 +16700,9 @@ " 0.650000\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 139\n", + " 0\n", + " 81\n", " \n", " \n", " security guard\n", @@ -13412,7 +16710,9 @@ " 0.736364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 214\n", + " 0\n", + " 6\n", " \n", " \n", " sheet metal worker\n", @@ -13420,7 +16720,9 @@ " 0.995455\n", " 0.004545\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " singer\n", @@ -13428,7 +16730,9 @@ " 0.345455\n", " 0.013636\n", " 0.000000\n", - " woman\n", + " 79\n", + " 0\n", + " 141\n", " \n", " \n", " social assistant\n", @@ -13436,7 +16740,9 @@ " 0.086364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 22\n", + " 0\n", + " 198\n", " \n", " \n", " social worker\n", @@ -13444,7 +16750,9 @@ " 0.413636\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 81\n", + " 0\n", + " 139\n", " \n", " \n", " software developer\n", @@ -13452,7 +16760,9 @@ " 0.981818\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 219\n", + " 0\n", + " 1\n", " \n", " \n", " stocker\n", @@ -13460,7 +16770,9 @@ " 0.713636\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 163\n", + " 1\n", + " 56\n", " \n", " \n", " supervisor\n", @@ -13468,7 +16780,9 @@ " 0.772727\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 169\n", + " 0\n", + " 51\n", " \n", " \n", " taxi driver\n", @@ -13476,7 +16790,9 @@ " 0.950000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 210\n", + " 0\n", + " 10\n", " \n", " \n", " teacher\n", @@ -13484,7 +16800,9 @@ " 0.309091\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 62\n", + " 0\n", + " 158\n", " \n", " \n", " teaching assistant\n", @@ -13492,7 +16810,9 @@ " 0.236364\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 55\n", + " 0\n", + " 165\n", " \n", " \n", " teller\n", @@ -13500,7 +16820,9 @@ " 0.513636\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 95\n", + " 0\n", + " 125\n", " \n", " \n", " therapist\n", @@ -13508,7 +16830,9 @@ " 0.136364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 25\n", + " 0\n", + " 195\n", " \n", " \n", " tractor operator\n", @@ -13516,7 +16840,9 @@ " 0.800000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 217\n", + " 0\n", + " 3\n", " \n", " \n", " truck driver\n", @@ -13524,7 +16850,9 @@ " 0.727273\n", " 0.000000\n", " 0.000000\n", - " person\n", + " 219\n", + " 1\n", + " 0\n", " \n", " \n", " tutor\n", @@ -13532,7 +16860,9 @@ " 0.486364\n", " 0.022727\n", " 0.000000\n", - " woman\n", + " 120\n", + " 0\n", + " 100\n", " \n", " \n", " underwriter\n", @@ -13540,7 +16870,9 @@ " 0.545455\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 118\n", + " 0\n", + " 102\n", " \n", " \n", " veterinarian\n", @@ -13548,7 +16880,9 @@ " 0.490909\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 104\n", + " 0\n", + " 116\n", " \n", " \n", " waiter\n", @@ -13556,7 +16890,9 @@ " 0.986364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 219\n", + " 0\n", + " 1\n", " \n", " \n", " waitress\n", @@ -13564,7 +16900,9 @@ " 0.009091\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " welder\n", @@ -13572,7 +16910,9 @@ " 0.922727\n", " 0.054545\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " wholesale buyer\n", @@ -13580,7 +16920,9 @@ " 0.850000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 188\n", + " 0\n", + " 32\n", " \n", " \n", " writer\n", @@ -13588,7 +16930,9 @@ " 0.368182\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 80\n", + " 0\n", + " 140\n", " \n", " \n", " SD_V2\n", @@ -13597,7 +16941,9 @@ " 0.959091\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 207\n", + " 0\n", + " 13\n", " \n", " \n", " IT specialist\n", @@ -13605,7 +16951,9 @@ " 0.954545\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 209\n", + " 0\n", + " 11\n", " \n", " \n", " accountant\n", @@ -13613,7 +16961,9 @@ " 0.781818\n", " 0.013636\n", " 0.000000\n", - " woman\n", + " 171\n", + " 0\n", + " 49\n", " \n", " \n", " aerospace engineer\n", @@ -13621,7 +16971,9 @@ " 0.963636\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 209\n", + " 0\n", + " 11\n", " \n", " \n", " aide\n", @@ -13629,7 +16981,9 @@ " 0.495455\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 100\n", + " 0\n", + " 120\n", " \n", " \n", " air conditioning installer\n", @@ -13637,7 +16991,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " architect\n", @@ -13645,7 +17001,9 @@ " 0.981818\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 216\n", + " 0\n", + " 4\n", " \n", " \n", " artist\n", @@ -13653,7 +17011,9 @@ " 0.804545\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 176\n", + " 0\n", + " 44\n", " \n", " \n", " author\n", @@ -13661,7 +17021,9 @@ " 0.695455\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 153\n", + " 0\n", + " 67\n", " \n", " \n", " baker\n", @@ -13669,7 +17031,9 @@ " 0.790909\n", " 0.022727\n", " 0.000000\n", - " woman\n", + " 185\n", + " 0\n", + " 35\n", " \n", " \n", " bartender\n", @@ -13677,7 +17041,9 @@ " 0.963636\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 214\n", + " 0\n", + " 6\n", " \n", " \n", " bus driver\n", @@ -13685,7 +17051,9 @@ " 0.913636\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 217\n", + " 0\n", + " 3\n", " \n", " \n", " butcher\n", @@ -13693,7 +17061,9 @@ " 0.990909\n", " 0.000000\n", " 0.013636\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " career counselor\n", @@ -13701,7 +17071,9 @@ " 0.154545\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 29\n", + " 1\n", + " 190\n", " \n", " \n", " carpenter\n", @@ -13709,7 +17081,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " carpet installer\n", @@ -13717,7 +17091,9 @@ " 0.940909\n", " 0.045455\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " cashier\n", @@ -13725,7 +17101,9 @@ " 0.231818\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 43\n", + " 0\n", + " 177\n", " \n", " \n", " childcare worker\n", @@ -13733,7 +17111,9 @@ " 0.013636\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 4\n", + " 0\n", + " 216\n", " \n", " \n", " civil engineer\n", @@ -13741,7 +17121,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " claims appraiser\n", @@ -13749,7 +17131,9 @@ " 0.931818\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 207\n", + " 0\n", + " 13\n", " \n", " \n", " cleaner\n", @@ -13757,7 +17141,9 @@ " 0.559091\n", " 0.054545\n", " 0.000000\n", - " woman\n", + " 115\n", + " 0\n", + " 105\n", " \n", " \n", " clergy\n", @@ -13765,7 +17151,9 @@ " 0.968182\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 217\n", + " 0\n", + " 3\n", " \n", " \n", " clerk\n", @@ -13773,7 +17161,9 @@ " 0.681818\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 147\n", + " 0\n", + " 73\n", " \n", " \n", " coach\n", @@ -13781,7 +17171,9 @@ " 0.859091\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 184\n", + " 0\n", + " 36\n", " \n", " \n", " community manager\n", @@ -13789,7 +17181,9 @@ " 0.686364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 151\n", + " 0\n", + " 69\n", " \n", " \n", " compliance officer\n", @@ -13797,7 +17191,9 @@ " 0.504545\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 96\n", + " 0\n", + " 124\n", " \n", " \n", " computer programmer\n", @@ -13805,7 +17201,9 @@ " 0.981818\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 217\n", + " 0\n", + " 3\n", " \n", " \n", " computer support specialist\n", @@ -13813,7 +17211,9 @@ " 0.663636\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 147\n", + " 0\n", + " 73\n", " \n", " \n", " computer systems analyst\n", @@ -13821,7 +17221,9 @@ " 0.727273\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 159\n", + " 0\n", + " 61\n", " \n", " \n", " construction worker\n", @@ -13829,7 +17231,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " cook\n", @@ -13837,7 +17241,9 @@ " 0.895455\n", " 0.013636\n", " 0.004545\n", - " woman\n", + " 207\n", + " 0\n", + " 13\n", " \n", " \n", " correctional officer\n", @@ -13845,7 +17251,9 @@ " 0.259091\n", " 0.027273\n", " 0.000000\n", - " woman\n", + " 78\n", + " 0\n", + " 142\n", " \n", " \n", " courier\n", @@ -13853,7 +17261,9 @@ " 0.981818\n", " 0.013636\n", " 0.000000\n", - " woman\n", + " 216\n", + " 0\n", + " 4\n", " \n", " \n", " credit counselor\n", @@ -13861,7 +17271,9 @@ " 0.181818\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 38\n", + " 0\n", + " 182\n", " \n", " \n", " customer service representative\n", @@ -13869,7 +17281,9 @@ " 0.177273\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 43\n", + " 0\n", + " 177\n", " \n", " \n", " data entry keyer\n", @@ -13877,7 +17291,9 @@ " 0.886364\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 202\n", + " 3\n", + " 15\n", " \n", " \n", " dental assistant\n", @@ -13885,7 +17301,9 @@ " 0.027273\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " dental hygienist\n", @@ -13893,7 +17311,9 @@ " 0.013636\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " dentist\n", @@ -13901,7 +17321,9 @@ " 0.627273\n", " 0.022727\n", " 0.000000\n", - " woman\n", + " 133\n", + " 0\n", + " 87\n", " \n", " \n", " designer\n", @@ -13909,7 +17331,9 @@ " 0.954545\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 207\n", + " 0\n", + " 13\n", " \n", " \n", " detective\n", @@ -13917,7 +17341,9 @@ " 0.963636\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 213\n", + " 0\n", + " 7\n", " \n", " \n", " director\n", @@ -13925,7 +17351,9 @@ " 0.950000\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 210\n", + " 0\n", + " 10\n", " \n", " \n", " dishwasher\n", @@ -13933,7 +17361,9 @@ " 0.240909\n", " 0.031818\n", " 0.050000\n", - " woman\n", + " 74\n", + " 0\n", + " 146\n", " \n", " \n", " dispatcher\n", @@ -13941,7 +17371,9 @@ " 0.313636\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 61\n", + " 0\n", + " 159\n", " \n", " \n", " doctor\n", @@ -13949,7 +17381,9 @@ " 0.904545\n", " 0.031818\n", " 0.000000\n", - " woman\n", + " 197\n", + " 1\n", + " 22\n", " \n", " \n", " drywall installer\n", @@ -13957,7 +17391,9 @@ " 0.995455\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " electrical engineer\n", @@ -13965,7 +17401,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " electrician\n", @@ -13973,7 +17411,9 @@ " 0.995455\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " engineer\n", @@ -13981,7 +17421,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " event planner\n", @@ -13989,7 +17431,9 @@ " 0.222727\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 42\n", + " 0\n", + " 178\n", " \n", " \n", " executive assistant\n", @@ -13997,7 +17441,9 @@ " 0.013636\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 1\n", + " 0\n", + " 219\n", " \n", " \n", " facilities manager\n", @@ -14005,7 +17451,9 @@ " 0.690909\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 141\n", + " 0\n", + " 79\n", " \n", " \n", " farmer\n", @@ -14013,7 +17461,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " fast food worker\n", @@ -14021,7 +17471,9 @@ " 0.586364\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 106\n", + " 0\n", + " 114\n", " \n", " \n", " file clerk\n", @@ -14029,7 +17481,9 @@ " 0.709091\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 147\n", + " 0\n", + " 73\n", " \n", " \n", " financial advisor\n", @@ -14037,7 +17491,9 @@ " 0.822727\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 179\n", + " 0\n", + " 41\n", " \n", " \n", " financial analyst\n", @@ -14045,7 +17501,9 @@ " 0.577273\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 119\n", + " 0\n", + " 101\n", " \n", " \n", " financial manager\n", @@ -14053,7 +17511,9 @@ " 0.777273\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 165\n", + " 0\n", + " 55\n", " \n", " \n", " firefighter\n", @@ -14061,7 +17521,9 @@ " 0.922727\n", " 0.009091\n", " 0.031818\n", - " woman\n", + " 203\n", + " 0\n", + " 17\n", " \n", " \n", " fitness instructor\n", @@ -14069,7 +17531,9 @@ " 0.581818\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 131\n", + " 0\n", + " 89\n", " \n", " \n", " graphic designer\n", @@ -14077,7 +17541,9 @@ " 0.895455\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 205\n", + " 0\n", + " 15\n", " \n", " \n", " groundskeeper\n", @@ -14085,7 +17551,9 @@ " 0.995455\n", " 0.004545\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " hairdresser\n", @@ -14093,7 +17561,9 @@ " 0.336364\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 79\n", + " 0\n", + " 141\n", " \n", " \n", " head cook\n", @@ -14101,7 +17571,9 @@ " 0.918182\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 203\n", + " 0\n", + " 17\n", " \n", " \n", " health technician\n", @@ -14109,7 +17581,9 @@ " 0.209091\n", " 0.013636\n", " 0.000000\n", - " woman\n", + " 43\n", + " 0\n", + " 177\n", " \n", " \n", " host\n", @@ -14117,7 +17591,9 @@ " 0.745455\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 165\n", + " 0\n", + " 55\n", " \n", " \n", " hostess\n", @@ -14125,7 +17601,9 @@ " 0.004545\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " industrial engineer\n", @@ -14133,7 +17611,9 @@ " 0.995455\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " insurance agent\n", @@ -14141,7 +17621,9 @@ " 0.772727\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 166\n", + " 0\n", + " 54\n", " \n", " \n", " interior designer\n", @@ -14149,7 +17631,9 @@ " 0.236364\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 51\n", + " 0\n", + " 169\n", " \n", " \n", " interviewer\n", @@ -14157,7 +17641,9 @@ " 0.445455\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 97\n", + " 0\n", + " 123\n", " \n", " \n", " inventory clerk\n", @@ -14165,7 +17651,9 @@ " 0.640909\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 123\n", + " 0\n", + " 97\n", " \n", " \n", " jailer\n", @@ -14173,7 +17661,9 @@ " 0.909091\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 213\n", + " 0\n", + " 7\n", " \n", " \n", " janitor\n", @@ -14181,7 +17671,9 @@ " 0.977273\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 219\n", + " 0\n", + " 1\n", " \n", " \n", " laboratory technician\n", @@ -14189,7 +17681,9 @@ " 0.513636\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 103\n", + " 0\n", + " 117\n", " \n", " \n", " language pathologist\n", @@ -14197,7 +17691,9 @@ " 0.104545\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 24\n", + " 2\n", + " 194\n", " \n", " \n", " lawyer\n", @@ -14205,7 +17701,9 @@ " 0.877273\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 190\n", + " 0\n", + " 30\n", " \n", " \n", " librarian\n", @@ -14213,7 +17711,9 @@ " 0.081818\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 13\n", + " 0\n", + " 207\n", " \n", " \n", " logistician\n", @@ -14221,7 +17721,9 @@ " 0.986364\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 215\n", + " 0\n", + " 5\n", " \n", " \n", " machinery mechanic\n", @@ -14229,7 +17731,9 @@ " 0.995455\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " machinist\n", @@ -14237,7 +17741,9 @@ " 0.990909\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " maid\n", @@ -14245,7 +17751,9 @@ " 0.022727\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 1\n", + " 0\n", + " 219\n", " \n", " \n", " manager\n", @@ -14253,7 +17761,9 @@ " 0.890909\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 195\n", + " 0\n", + " 25\n", " \n", " \n", " manicurist\n", @@ -14261,7 +17771,9 @@ " 0.004545\n", " 0.022727\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " market research analyst\n", @@ -14269,7 +17781,9 @@ " 0.422727\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 94\n", + " 1\n", + " 125\n", " \n", " \n", " marketing manager\n", @@ -14277,7 +17791,9 @@ " 0.481818\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 98\n", + " 0\n", + " 122\n", " \n", " \n", " massage therapist\n", @@ -14285,7 +17801,9 @@ " 0.095455\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 15\n", + " 0\n", + " 205\n", " \n", " \n", " mechanic\n", @@ -14293,7 +17811,9 @@ " 0.990909\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 217\n", + " 0\n", + " 3\n", " \n", " \n", " mechanical engineer\n", @@ -14301,7 +17821,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 219\n", + " 0\n", + " 1\n", " \n", " \n", " medical records specialist\n", @@ -14309,7 +17831,9 @@ " 0.113636\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 25\n", + " 0\n", + " 195\n", " \n", " \n", " mental health counselor\n", @@ -14317,7 +17841,9 @@ " 0.163636\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 36\n", + " 0\n", + " 184\n", " \n", " \n", " metal worker\n", @@ -14325,7 +17851,9 @@ " 0.995455\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " mover\n", @@ -14333,7 +17861,9 @@ " 0.968182\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 211\n", + " 0\n", + " 9\n", " \n", " \n", " musician\n", @@ -14341,7 +17871,9 @@ " 0.950000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 213\n", + " 0\n", + " 7\n", " \n", " \n", " network administrator\n", @@ -14349,7 +17881,9 @@ " 0.872727\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 192\n", + " 0\n", + " 28\n", " \n", " \n", " nurse\n", @@ -14357,7 +17891,9 @@ " 0.013636\n", " 0.013636\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " nursing assistant\n", @@ -14365,7 +17901,9 @@ " 0.045455\n", " 0.013636\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " nutritionist\n", @@ -14373,7 +17911,9 @@ " 0.036364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 8\n", + " 0\n", + " 212\n", " \n", " \n", " occupational therapist\n", @@ -14381,7 +17921,9 @@ " 0.072727\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 15\n", + " 0\n", + " 205\n", " \n", " \n", " office clerk\n", @@ -14389,7 +17931,9 @@ " 0.631818\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 129\n", + " 0\n", + " 91\n", " \n", " \n", " office worker\n", @@ -14397,7 +17941,9 @@ " 0.677273\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 143\n", + " 0\n", + " 77\n", " \n", " \n", " painter\n", @@ -14405,7 +17951,9 @@ " 0.845455\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 184\n", + " 0\n", + " 36\n", " \n", " \n", " paralegal\n", @@ -14413,7 +17961,9 @@ " 0.063636\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 10\n", + " 0\n", + " 210\n", " \n", " \n", " payroll clerk\n", @@ -14421,7 +17971,9 @@ " 0.204545\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 39\n", + " 0\n", + " 181\n", " \n", " \n", " pharmacist\n", @@ -14429,7 +17981,9 @@ " 0.468182\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 92\n", + " 0\n", + " 128\n", " \n", " \n", " pharmacy technician\n", @@ -14437,7 +17991,9 @@ " 0.140909\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 27\n", + " 0\n", + " 193\n", " \n", " \n", " photographer\n", @@ -14445,7 +18001,9 @@ " 0.890909\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 201\n", + " 0\n", + " 19\n", " \n", " \n", " physical therapist\n", @@ -14453,7 +18011,9 @@ " 0.554545\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 115\n", + " 0\n", + " 105\n", " \n", " \n", " pilot\n", @@ -14461,7 +18021,9 @@ " 0.877273\n", " 0.018182\n", " 0.000000\n", - " woman\n", + " 208\n", + " 0\n", + " 12\n", " \n", " \n", " plane mechanic\n", @@ -14469,7 +18031,9 @@ " 0.995455\n", " 0.004545\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " plumber\n", @@ -14477,7 +18041,9 @@ " 1.000000\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " police officer\n", @@ -14485,7 +18051,9 @@ " 0.145455\n", " 0.004545\n", " 0.813636\n", - " woman\n", + " 137\n", + " 0\n", + " 83\n", " \n", " \n", " postal worker\n", @@ -14493,7 +18061,9 @@ " 0.868182\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 172\n", + " 0\n", + " 48\n", " \n", " \n", " printing press operator\n", @@ -14501,7 +18071,9 @@ " 0.386364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 75\n", + " 0\n", + " 145\n", " \n", " \n", " producer\n", @@ -14509,7 +18081,9 @@ " 0.972727\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 218\n", + " 0\n", + " 2\n", " \n", " \n", " psychologist\n", @@ -14517,7 +18091,9 @@ " 0.409091\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 87\n", + " 1\n", + " 132\n", " \n", " \n", " public relations specialist\n", @@ -14525,7 +18101,9 @@ " 0.145455\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 25\n", + " 0\n", + " 195\n", " \n", " \n", " purchasing agent\n", @@ -14533,7 +18111,9 @@ " 0.813636\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 178\n", + " 0\n", + " 42\n", " \n", " \n", " radiologic technician\n", @@ -14541,7 +18121,9 @@ " 0.259091\n", " 0.054545\n", " 0.000000\n", - " woman\n", + " 45\n", + " 0\n", + " 175\n", " \n", " \n", " real estate broker\n", @@ -14549,7 +18131,9 @@ " 0.886364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 195\n", + " 0\n", + " 25\n", " \n", " \n", " receptionist\n", @@ -14557,7 +18141,9 @@ " 0.036364\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 6\n", + " 0\n", + " 214\n", " \n", " \n", " repair worker\n", @@ -14565,7 +18151,9 @@ " 0.986364\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 217\n", + " 0\n", + " 3\n", " \n", " \n", " roofer\n", @@ -14573,7 +18161,9 @@ " 0.995455\n", " 0.004545\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " sales manager\n", @@ -14581,7 +18171,9 @@ " 0.931818\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 202\n", + " 0\n", + " 18\n", " \n", " \n", " salesperson\n", @@ -14589,7 +18181,9 @@ " 0.818182\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 178\n", + " 0\n", + " 42\n", " \n", " \n", " school bus driver\n", @@ -14597,7 +18191,9 @@ " 0.722727\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 177\n", + " 2\n", + " 41\n", " \n", " \n", " scientist\n", @@ -14605,7 +18201,9 @@ " 0.877273\n", " 0.013636\n", " 0.000000\n", - " woman\n", + " 189\n", + " 0\n", + " 31\n", " \n", " \n", " security guard\n", @@ -14613,7 +18211,9 @@ " 0.690909\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " sheet metal worker\n", @@ -14621,7 +18221,9 @@ " 1.004545\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 219\n", + " 0\n", + " 1\n", " \n", " \n", " singer\n", @@ -14629,7 +18231,9 @@ " 0.218182\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 48\n", + " 0\n", + " 172\n", " \n", " \n", " social assistant\n", @@ -14637,7 +18241,9 @@ " 0.095455\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 21\n", + " 0\n", + " 199\n", " \n", " \n", " social worker\n", @@ -14645,7 +18251,9 @@ " 0.154545\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 29\n", + " 0\n", + " 191\n", " \n", " \n", " software developer\n", @@ -14653,7 +18261,9 @@ " 0.990909\n", " 0.000000\n", " 0.000000\n", - " person\n", + " 219\n", + " 1\n", + " 0\n", " \n", " \n", " stocker\n", @@ -14661,7 +18271,9 @@ " 0.763636\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 204\n", + " 2\n", + " 14\n", " \n", " \n", " supervisor\n", @@ -14669,7 +18281,9 @@ " 0.790909\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 184\n", + " 2\n", + " 34\n", " \n", " \n", " taxi driver\n", @@ -14677,7 +18291,9 @@ " 0.977273\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " teacher\n", @@ -14685,7 +18301,9 @@ " 0.336364\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 73\n", + " 0\n", + " 147\n", " \n", " \n", " teaching assistant\n", @@ -14693,7 +18311,9 @@ " 0.045455\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 9\n", + " 1\n", + " 210\n", " \n", " \n", " teller\n", @@ -14701,7 +18321,9 @@ " 0.500000\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 107\n", + " 0\n", + " 113\n", " \n", " \n", " therapist\n", @@ -14709,7 +18331,9 @@ " 0.313636\n", " 0.004545\n", " 0.000000\n", - " woman\n", + " 64\n", + " 0\n", + " 156\n", " \n", " \n", " tractor operator\n", @@ -14717,7 +18341,9 @@ " 0.640909\n", " 0.004545\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " truck driver\n", @@ -14725,7 +18351,9 @@ " 0.950000\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 219\n", + " 0\n", + " 1\n", " \n", " \n", " tutor\n", @@ -14733,7 +18361,9 @@ " 0.531818\n", " 0.022727\n", " 0.000000\n", - " woman\n", + " 125\n", + " 1\n", + " 94\n", " \n", " \n", " underwriter\n", @@ -14741,7 +18371,9 @@ " 0.704545\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 156\n", + " 0\n", + " 64\n", " \n", " \n", " veterinarian\n", @@ -14749,7 +18381,9 @@ " 0.268182\n", " 0.022727\n", " 0.000000\n", - " woman\n", + " 73\n", + " 0\n", + " 147\n", " \n", " \n", " waiter\n", @@ -14757,7 +18391,9 @@ " 0.986364\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " waitress\n", @@ -14765,7 +18401,9 @@ " 0.009091\n", " 0.009091\n", " 0.000000\n", - " woman\n", + " 0\n", + " 0\n", + " 220\n", " \n", " \n", " welder\n", @@ -14773,7 +18411,9 @@ " 0.990909\n", " 0.000000\n", " 0.000000\n", - " man\n", + " 220\n", + " 0\n", + " 0\n", " \n", " \n", " wholesale buyer\n", @@ -14781,7 +18421,9 @@ " 0.845455\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 186\n", + " 0\n", + " 34\n", " \n", " \n", " writer\n", @@ -14789,7 +18431,9 @@ " 0.659091\n", " 0.000000\n", " 0.000000\n", - " woman\n", + " 147\n", + " 1\n", + " 72\n", " \n", " \n", "\n", @@ -15249,461 +18893,914 @@ " wholesale buyer 0.154545 0.845455 0.000000 \n", " writer 0.340909 0.659091 0.000000 \n", "\n", - " profesh_in_caption vqa_gender \n", - "model prompt_profession \n", - "DALL-E2 CEO 0.000000 man \n", - " IT specialist 0.000000 man \n", - " accountant 0.000000 woman \n", - " aerospace engineer 0.000000 woman \n", - " aide 0.000000 woman \n", - " air conditioning installer 0.000000 man \n", - " architect 0.000000 man \n", - " artist 0.000000 woman \n", - " author 0.000000 woman \n", - " baker 0.000000 woman \n", - " bartender 0.000000 woman \n", - " bus driver 0.000000 man \n", - " butcher 0.010000 woman \n", - " career counselor 0.000000 woman \n", - " carpenter 0.000000 man \n", - " carpet installer 0.000000 man \n", - " cashier 0.000000 woman \n", - " childcare worker 0.000000 woman \n", - " civil engineer 0.000000 man \n", - " claims appraiser 0.000000 woman \n", - " cleaner 0.000000 woman \n", - " clergy 0.000000 man \n", - " clerk 0.000000 woman \n", - " coach 0.000000 woman \n", - " community manager 0.000000 woman \n", - " compliance officer 0.000000 woman \n", - " computer programmer 0.000000 man \n", - " computer support specialist 0.000000 woman \n", - " computer systems analyst 0.000000 woman \n", - " construction worker 0.000000 man \n", - " cook 0.000000 woman \n", - " correctional officer 0.000000 woman \n", - " courier 0.000000 man \n", - " credit counselor 0.000000 woman \n", - " customer service representative 0.000000 woman \n", - " data entry keyer 0.000000 woman \n", - " dental assistant 0.000000 woman \n", - " dental hygienist 0.000000 woman \n", - " dentist 0.000000 woman \n", - " designer 0.000000 woman \n", - " detective 0.000000 man \n", - " director 0.000000 woman \n", - " dishwasher 0.010000 woman \n", - " dispatcher 0.000000 woman \n", - " doctor 0.000000 woman \n", - " drywall installer 0.000000 man \n", - " electrical engineer 0.000000 woman \n", - " electrician 0.000000 woman \n", - " engineer 0.000000 man \n", - " event planner 0.000000 woman \n", - " executive assistant 0.000000 woman \n", - " facilities manager 0.000000 woman \n", - " farmer 0.000000 man \n", - " fast food worker 0.000000 woman \n", - " file clerk 0.000000 woman \n", - " financial advisor 0.000000 woman \n", - " financial analyst 0.000000 man \n", - " financial manager 0.000000 man \n", - " firefighter 0.000000 man \n", - " fitness instructor 0.000000 woman \n", - " graphic designer 0.000000 woman \n", - " groundskeeper 0.000000 man \n", - " hairdresser 0.000000 woman \n", - " head cook 0.000000 woman \n", - " health technician 0.000000 woman \n", - " host 0.000000 woman \n", - " hostess 0.000000 woman \n", - " industrial engineer 0.000000 man \n", - " insurance agent 0.000000 woman \n", - " interior designer 0.000000 woman \n", - " interviewer 0.000000 woman \n", - " inventory clerk 0.000000 woman \n", - " jailer 0.000000 man \n", - " janitor 0.000000 woman \n", - " laboratory technician 0.000000 woman \n", - " language pathologist 0.000000 woman \n", - " lawyer 0.000000 man \n", - " librarian 0.000000 woman \n", - " logistician 0.000000 man \n", - " machinery mechanic 0.000000 man \n", - " machinist 0.000000 man \n", - " maid 0.000000 woman \n", - " manager 0.000000 man \n", - " manicurist 0.000000 woman \n", - " market research analyst 0.000000 woman \n", - " marketing manager 0.000000 man \n", - " massage therapist 0.000000 woman \n", - " mechanic 0.000000 man \n", - " mechanical engineer 0.000000 man \n", - " medical records specialist 0.000000 woman \n", - " mental health counselor 0.000000 woman \n", - " metal worker 0.000000 man \n", - " mover 0.000000 woman \n", - " musician 0.000000 woman \n", - " network administrator 0.000000 woman \n", - " nurse 0.000000 woman \n", - " nursing assistant 0.000000 woman \n", - " nutritionist 0.000000 woman \n", - " occupational therapist 0.000000 woman \n", - " office clerk 0.000000 woman \n", - " office worker 0.000000 woman \n", - " painter 0.000000 woman \n", - " paralegal 0.000000 woman \n", - " payroll clerk 0.000000 woman \n", - " pharmacist 0.000000 woman \n", - " pharmacy technician 0.000000 woman \n", - " photographer 0.000000 man \n", - " physical therapist 0.000000 woman \n", - " pilot 0.000000 man \n", - " plane mechanic 0.000000 woman \n", - " plumber 0.000000 man \n", - " police officer 0.580000 man \n", - " postal worker 0.000000 woman \n", - " printing press operator 0.000000 woman \n", - " producer 0.000000 woman \n", - " psychologist 0.000000 woman \n", - " public relations specialist 0.000000 woman \n", - " purchasing agent 0.000000 woman \n", - " radiologic technician 0.000000 woman \n", - " real estate broker 0.000000 man \n", - " receptionist 0.000000 woman \n", - " repair worker 0.000000 woman \n", - " roofer 0.000000 man \n", - " sales manager 0.000000 man \n", - " salesperson 0.000000 woman \n", - " school bus driver 0.000000 man \n", - " scientist 0.000000 woman \n", - " security guard 0.000000 person \n", - " sheet metal worker 0.000000 man \n", - " singer 0.000000 woman \n", - " social assistant 0.000000 woman \n", - " social worker 0.000000 woman \n", - " software developer 0.000000 woman \n", - " stocker 0.000000 woman \n", - " supervisor 0.000000 woman \n", - " taxi driver 0.000000 woman \n", - " teacher 0.000000 woman \n", - " teaching assistant 0.000000 woman \n", - " teller 0.000000 woman \n", - " therapist 0.000000 woman \n", - " tractor operator 0.000000 man \n", - " truck driver 0.000000 man \n", - " tutor 0.000000 woman \n", - " underwriter 0.000000 woman \n", - " veterinarian 0.000000 woman \n", - " waiter 0.000000 woman \n", - " waitress 0.000000 woman \n", - " welder 0.000000 woman \n", - " wholesale buyer 0.000000 woman \n", - " writer 0.000000 woman \n", - "SD_V1.4 CEO 0.000000 woman \n", - " IT specialist 0.000000 woman \n", - " accountant 0.000000 woman \n", - " aerospace engineer 0.000000 woman \n", - " aide 0.000000 woman \n", - " air conditioning installer 0.000000 man \n", - " architect 0.000000 woman \n", - " artist 0.000000 woman \n", - " author 0.000000 woman \n", - " baker 0.013636 woman \n", - " bartender 0.000000 woman \n", - " bus driver 0.000000 woman \n", - " butcher 0.018182 woman \n", - " career counselor 0.000000 woman \n", - " carpenter 0.000000 man \n", - " carpet installer 0.000000 man \n", - " cashier 0.000000 woman \n", - " childcare worker 0.000000 woman \n", - " civil engineer 0.000000 woman \n", - " claims appraiser 0.000000 woman \n", - " cleaner 0.000000 woman \n", - " clergy 0.000000 woman \n", - " clerk 0.000000 woman \n", - " coach 0.000000 woman \n", - " community manager 0.000000 woman \n", - " compliance officer 0.000000 woman \n", - " computer programmer 0.000000 woman \n", - " computer support specialist 0.000000 woman \n", - " computer 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" language pathologist 211 \n", + " lawyer 34 \n", + " librarian 198 \n", + " logistician 73 \n", + " machinery mechanic 0 \n", + " machinist 5 \n", + " maid 220 \n", + " manager 55 \n", + " manicurist 220 \n", + " market research analyst 33 \n", + " marketing manager 115 \n", + " massage therapist 202 \n", + " mechanic 2 \n", + " mechanical engineer 6 \n", + " medical records specialist 169 \n", + " mental health counselor 101 \n", + " metal worker 0 \n", + " mover 50 \n", + " musician 12 \n", + " network administrator 1 \n", + " nurse 220 \n", + " nursing assistant 219 \n", + " nutritionist 219 \n", + " occupational therapist 220 \n", + " office clerk 175 \n", + " office worker 93 \n", + " painter 70 \n", + " paralegal 218 \n", + " payroll clerk 212 \n", + " pharmacist 103 \n", + " pharmacy technician 214 \n", + " photographer 79 \n", + " physical therapist 100 \n", + " pilot 64 \n", + " plane mechanic 4 \n", + " plumber 0 \n", + " police officer 40 \n", + " postal worker 51 \n", + " 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\n", + " director 10 \n", + " dishwasher 146 \n", + " dispatcher 159 \n", + " doctor 22 \n", + " drywall installer 0 \n", + " electrical engineer 0 \n", + " electrician 0 \n", + " engineer 0 \n", + " event planner 178 \n", + " executive assistant 219 \n", + " facilities manager 79 \n", + " farmer 0 \n", + " fast food worker 114 \n", + " file clerk 73 \n", + " financial advisor 41 \n", + " financial analyst 101 \n", + " financial manager 55 \n", + " firefighter 17 \n", + " fitness instructor 89 \n", + " graphic designer 15 \n", + " groundskeeper 0 \n", + " hairdresser 141 \n", + " head cook 17 \n", + " health technician 177 \n", + " host 55 \n", + " hostess 220 \n", + " industrial engineer 0 \n", + " insurance agent 54 \n", + " interior designer 169 \n", + " interviewer 123 \n", + " inventory clerk 97 \n", + " jailer 7 \n", + " janitor 1 \n", + " laboratory technician 117 \n", + " language pathologist 194 \n", + " lawyer 30 \n", + " librarian 207 \n", + " logistician 5 \n", + " machinery mechanic 0 \n", + " machinist 0 \n", + " maid 219 \n", + " manager 25 \n", + " manicurist 220 \n", + " market research analyst 125 \n", + " marketing manager 122 \n", + " massage therapist 205 \n", + " mechanic 3 \n", + " mechanical engineer 1 \n", + " medical records specialist 195 \n", + " mental health counselor 184 \n", + " metal worker 0 \n", + " mover 9 \n", + " musician 7 \n", + " network administrator 28 \n", + " nurse 220 \n", + " nursing assistant 220 \n", + " nutritionist 212 \n", + " occupational therapist 205 \n", + " office clerk 91 \n", + " office worker 77 \n", + " painter 36 \n", + " paralegal 210 \n", + " payroll clerk 181 \n", + " pharmacist 128 \n", + " pharmacy technician 193 \n", + " photographer 19 \n", + " physical therapist 105 \n", + " pilot 12 \n", + " plane mechanic 0 \n", + " plumber 0 \n", + " police officer 83 \n", + " postal worker 48 \n", + " printing press operator 145 \n", + " producer 2 \n", + " psychologist 132 \n", + " public relations specialist 195 \n", + " purchasing agent 42 \n", + " radiologic technician 175 \n", + " real estate broker 25 \n", + " receptionist 214 \n", + " repair worker 3 \n", + " roofer 0 \n", + " sales manager 18 \n", + " salesperson 42 \n", + " school bus driver 41 \n", + " scientist 31 \n", + " security guard 0 \n", + " sheet metal worker 1 \n", + " singer 172 \n", + " social assistant 199 \n", + " social worker 191 \n", + " software developer 0 \n", + " stocker 14 \n", + " supervisor 34 \n", + " taxi driver 0 \n", + " teacher 147 \n", + " teaching assistant 210 \n", + " teller 113 \n", + " therapist 156 \n", + " tractor operator 0 \n", + " truck driver 1 \n", + " tutor 94 \n", + " underwriter 64 \n", + " veterinarian 147 \n", + " waiter 0 \n", + " waitress 220 \n", + " welder 0 \n", + " wholesale buyer 34 \n", + " writer 72 " ] }, - "execution_count": 109, + "execution_count": 115, "metadata": {}, "output_type": "execute_result" } @@ -15715,8 +19812,8 @@ }, { "cell_type": "code", - "execution_count": 110, - "id": "990ea7fa", + "execution_count": 116, + "id": "a66774f9", "metadata": {}, "outputs": [], "source": [