diff --git "a/Top-analysis.ipynb" "b/Top-analysis.ipynb"
new file mode 100644--- /dev/null
+++ "b/Top-analysis.ipynb"
@@ -0,0 +1,6288 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "a89200db",
+ "metadata": {},
+ "source": [
+ "# VQA + Image Captioning"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "1afee6a8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "e6cde95d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "#pd.set_option('display.max_colwidth', None)\n",
+ "#pd.set_option('display.max_rows', None)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "ba3e6eda",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[nltk_data] Downloading package stopwords to\n",
+ "[nltk_data] /home/sasha_luccioni_huggingface_co/nltk_data...\n",
+ "[nltk_data] Package stopwords is already up-to-date!\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import nltk\n",
+ "nltk.download('stopwords')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "ed5cf61e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from nltk.corpus import stopwords\n",
+ "stop = list(stopwords.words('english'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "8b1f58af",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "20"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "prompts = pd.read_csv('../StableDiffusionBiasExplorer/promptsadjectives.csv')\n",
+ "m_adjectives = prompts['Masc-adj'].tolist()[:10]\n",
+ "f_adjectives = prompts['Fem-adj'].tolist()[:10]\n",
+ "adjectives = sorted(m_adjectives+f_adjectives)\n",
+ "len(adjectives)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "122b404e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def find_adjective(phrase):\n",
+ " for word in str(phrase).split():\n",
+ " if word in adjectives:\n",
+ " return(word)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c6b8edd2",
+ "metadata": {},
+ "source": [
+ "## Loading"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "ae9ad211",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "id_list_with_clusters = pd.read_json(open(\"data_01_027/identity_images_preds_clusters_all_BLIP.json\"))\n",
+ "\n",
+ "prof_list_with_clusters = pd.read_json(open(\"data_01_027/profession_images_preds_clusters_all_BLIP.json\"))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "20ce7882",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_8310/331464386.py:9: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
+ " dfcaptions.caption = dfcaptions.caption.str.replace('[','').str.replace(']','').str.replace(\"'\",'')\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(94479, 2)"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dallecaptions = pd.read_csv('../images/dalle-2/dall-e2-annotations/dalle_captions.csv')\n",
+ "dallecaptions.columns = ['image_path','caption']\n",
+ "sd1captions = pd.read_csv('../images/SD_v1.4/random_seeds/SD1.4_annotations/sd_captions.csv',header=None)\n",
+ "sd1captions.columns = ['image_path','caption']\n",
+ "sdcaptions2 = pd.read_csv('../images/SD_v2/random_seeds/SDv2_annotations/sd2_captions.csv',header=None)\n",
+ "sdcaptions2.columns = ['image_path','caption']\n",
+ "dfcaptions= pd.concat([dallecaptions, sd1captions,sdcaptions2], axis = 0)\n",
+ "dfcaptions.columns = ['image_path','caption']\n",
+ "dfcaptions.caption = dfcaptions.caption.str.replace('[','').str.replace(']','').str.replace(\"'\",'')\n",
+ "dfcaptions.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "8aa515ff",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_8310/2788181203.py:5: FutureWarning: The default value of regex will change from True to False in a future version.\n",
+ " dfcaptions['prompt_profession'] = dfcaptions['prompt_profession'].str.replace('\\d+', '').str.replace('.jpg','').str.strip()\n",
+ "/tmp/ipykernel_8310/2788181203.py:9: FutureWarning: The default value of regex will change from True to False in a future version.\n",
+ " dfcaptions['image_number'] = dfcaptions['image_path'].str.split('/').str[-1].str.split('_').str[-1].str.replace('.png','').str.replace('.jpg','')\n"
+ ]
+ }
+ ],
+ "source": [
+ "dfcaptions['prompt_text'] = dfcaptions['image_path'].str.split('/').str[-1].str.replace('_',' ').str.replace('self-','').str.split('image').str[0]\n",
+ "dfcaptions['image_path'] = dfcaptions['image_path'].str.replace('/home/sasha_luccioni_huggingface_co/images/','').str.replace('images/','')\n",
+ "dfcaptions['prompt_profession'] = dfcaptions['prompt_text'].replace({w: \"\" for w in adjectives}, regex=True).str.strip().str.replace('Photo portrait of an', '').str.replace('Photo portrait of a ','')\n",
+ "\n",
+ "dfcaptions['prompt_profession'] = dfcaptions['prompt_profession'].str.replace('\\d+', '').str.replace('.jpg','').str.strip()\n",
+ "\n",
+ "dfcaptions['prompt_adjective'] = dfcaptions['prompt_text'].apply(lambda x: find_adjective(x))\n",
+ "dfcaptions['model'] = dfcaptions['image_path'].str.split('/').str[0].str.upper()\n",
+ "dfcaptions['image_number'] = dfcaptions['image_path'].str.split('/').str[-1].str.split('_').str[-1].str.replace('.png','').str.replace('.jpg','')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "id": "9d4f0cec",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_8310/101170299.py:1: FutureWarning: The default value of regex will change from True to False in a future version.\n",
+ " prof_list_with_clusters['image_number'] = prof_list_with_clusters['image_path'].str.split('/').str[-1].str.split('_').str[-1].str.replace('.png','').str.replace('.jpg','')\n"
+ ]
+ }
+ ],
+ "source": [
+ "prof_list_with_clusters['image_number'] = prof_list_with_clusters['image_path'].str.split('/').str[-1].str.split('_').str[-1].str.replace('.png','').str.replace('.jpg','')\n",
+ "prof_list_with_clusters['model'] = prof_list_with_clusters['model'].str.upper().str.replace('DALLE','DALL-E2').str.replace('SD_14','SD_V1.4').str.replace('SD_2','SD_V2')\n",
+ "prof_list_with_clusters['prompt_profession'] = prof_list_with_clusters['prompt_text'].str.replace('Photo portrait of an ','').str.replace('Photo portrait of a ','').str.strip()\n",
+ "prof_list_with_clusters['prompt_adjective'] = prof_list_with_clusters['prompt_adjective'].str.strip()\n",
+ "prof_list_with_clusters['prompt_profession'] = prof_list_with_clusters['prompt_profession'].replace({w: \"\" for w in adjectives}, regex=True).str.replace('self-','').str.strip()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f0bff2e2",
+ "metadata": {},
+ "source": [
+ "## Merging"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "id": "97c1c045",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(95983, 12)"
+ ]
+ },
+ "execution_count": 61,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "all_captions_vqa = dfcaptions.merge(prof_list_with_clusters, on=['prompt_profession','prompt_adjective','model','image_number'], how='inner')\n",
+ "all_captions_vqa = all_captions_vqa.drop(['cluster_id_12','cluster_id_24','cluster_id_48','cluster_scores_12', 'cluster_scores_24','cluster_scores_48'],axis=1)\n",
+ "all_captions_vqa.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "id": "16554499",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " model | \n",
+ " image_number | \n",
+ " prompt_text_x | \n",
+ " prompt_profession | \n",
+ " vqa_gender | \n",
+ " vqa_ethnicity | \n",
+ " vqa_appearance | \n",
+ " caption | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " DALL-E2 | \n",
+ " 8 | \n",
+ " Photo portrait of a committed interior designer | \n",
+ " interior designer | \n",
+ " woman | \n",
+ " caucasian | \n",
+ " good | \n",
+ " a woman in a blue shirt holding a bag | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " DALL-E2 | \n",
+ " 4 | \n",
+ " Photo portrait of a committed interior designer | \n",
+ " interior designer | \n",
+ " man | \n",
+ " caucasian | \n",
+ " casual | \n",
+ " a man wearing glasses and a scarf | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " DALL-E2 | \n",
+ " 1 | \n",
+ " Photo portrait of a committed interior designer | \n",
+ " interior designer | \n",
+ " man | \n",
+ " caucasian | \n",
+ " white | \n",
+ " a man in a white shirt and tie smiling | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " DALL-E2 | \n",
+ " 3 | \n",
+ " Photo portrait of a committed interior designer | \n",
+ " interior designer | \n",
+ " man | \n",
+ " caucasian | \n",
+ " man | \n",
+ " a man with glasses is sitting in front of a wh... | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " DALL-E2 | \n",
+ " 10 | \n",
+ " Photo portrait of a committed interior designer | \n",
+ " interior designer | \n",
+ " man | \n",
+ " caucasian | \n",
+ " man | \n",
+ " a man holding a nintendo wii game controller | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " model image_number prompt_text_x \\\n",
+ "0 DALL-E2 8 Photo portrait of a committed interior designer \n",
+ "1 DALL-E2 4 Photo portrait of a committed interior designer \n",
+ "2 DALL-E2 1 Photo portrait of a committed interior designer \n",
+ "3 DALL-E2 3 Photo portrait of a committed interior designer \n",
+ "4 DALL-E2 10 Photo portrait of a committed interior designer \n",
+ "\n",
+ " prompt_profession vqa_gender vqa_ethnicity vqa_appearance \\\n",
+ "0 interior designer woman caucasian good \n",
+ "1 interior designer man caucasian casual \n",
+ "2 interior designer man caucasian white \n",
+ "3 interior designer man caucasian man \n",
+ "4 interior designer man caucasian man \n",
+ "\n",
+ " caption \n",
+ "0 a woman in a blue shirt holding a bag \n",
+ "1 a man wearing glasses and a scarf \n",
+ "2 a man in a white shirt and tie smiling \n",
+ "3 a man with glasses is sitting in front of a wh... \n",
+ "4 a man holding a nintendo wii game controller "
+ ]
+ },
+ "execution_count": 62,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "all_captions_vqa = all_captions_vqa[['model','image_number','prompt_text_x','prompt_profession','vqa_gender','vqa_ethnicity','vqa_appearance','caption']]\n",
+ "all_captions_vqa.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "411fc128",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
+ " print(all_captions_vqa['caption'].head())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "29eac4e9",
+ "metadata": {},
+ "source": [
+ "## Vectorizing "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "id": "fdedb2db",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tfvectorizer = TfidfVectorizer(stop_words=stop)\n",
+ "countvectorizer = CountVectorizer(stop_words = stop) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "id": "25aeb260",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "captions = all_captions_vqa['caption'].tolist()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "id": "06312c8f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "974\n"
+ ]
+ }
+ ],
+ "source": [
+ "X = tfvectorizer.fit_transform(captions)\n",
+ "print(len(tfvectorizer.get_feature_names_out()))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "0f5adaac",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(95983, 974)"
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "vocab_df = pd.DataFrame(X.toarray(), columns=tfvectorizer.get_feature_names_out())\n",
+ "vocab_df.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "6e18f837",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " model | \n",
+ " image_number | \n",
+ " prompt_text_x | \n",
+ " prompt_profession | \n",
+ " vqa_gender | \n",
+ " vqa_ethnicity | \n",
+ " vqa_appearance | \n",
+ " caption | \n",
+ " adjusting | \n",
+ " advertisement | \n",
+ " ... | \n",
+ " words | \n",
+ " worked | \n",
+ " working | \n",
+ " workshop | \n",
+ " wrench | \n",
+ " writing | \n",
+ " yard | \n",
+ " yellow | \n",
+ " york | \n",
+ " young | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " DALL-E2 | \n",
+ " 8 | \n",
+ " Photo portrait of a committed interior designer | \n",
+ " interior designer | \n",
+ " woman | \n",
+ " caucasian | \n",
+ " good | \n",
+ " a woman in a blue shirt holding a bag | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " ... | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " DALL-E2 | \n",
+ " 4 | \n",
+ " Photo portrait of a committed interior designer | \n",
+ " interior designer | \n",
+ " man | \n",
+ " caucasian | \n",
+ " casual | \n",
+ " a man wearing glasses and a scarf | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " ... | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " DALL-E2 | \n",
+ " 1 | \n",
+ " Photo portrait of a committed interior designer | \n",
+ " interior designer | \n",
+ " man | \n",
+ " caucasian | \n",
+ " white | \n",
+ " a man in a white shirt and tie smiling | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " ... | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " DALL-E2 | \n",
+ " 3 | \n",
+ " Photo portrait of a committed interior designer | \n",
+ " interior designer | \n",
+ " man | \n",
+ " caucasian | \n",
+ " man | \n",
+ " a man with glasses is sitting in front of a wh... | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " ... | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " DALL-E2 | \n",
+ " 10 | \n",
+ " Photo portrait of a committed interior designer | \n",
+ " interior designer | \n",
+ " man | \n",
+ " caucasian | \n",
+ " man | \n",
+ " a man holding a nintendo wii game controller | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " ... | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ " 0.0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 982 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " model image_number prompt_text_x \\\n",
+ "0 DALL-E2 8 Photo portrait of a committed interior designer \n",
+ "1 DALL-E2 4 Photo portrait of a committed interior designer \n",
+ "2 DALL-E2 1 Photo portrait of a committed interior designer \n",
+ "3 DALL-E2 3 Photo portrait of a committed interior designer \n",
+ "4 DALL-E2 10 Photo portrait of a committed interior designer \n",
+ "\n",
+ " prompt_profession vqa_gender vqa_ethnicity vqa_appearance \\\n",
+ "0 interior designer woman caucasian good \n",
+ "1 interior designer man caucasian casual \n",
+ "2 interior designer man caucasian white \n",
+ "3 interior designer man caucasian man \n",
+ "4 interior designer man caucasian man \n",
+ "\n",
+ " caption adjusting \\\n",
+ "0 a woman in a blue shirt holding a bag 0.0 \n",
+ "1 a man wearing glasses and a scarf 0.0 \n",
+ "2 a man in a white shirt and tie smiling 0.0 \n",
+ "3 a man with glasses is sitting in front of a wh... 0.0 \n",
+ "4 a man holding a nintendo wii game controller 0.0 \n",
+ "\n",
+ " advertisement ... words worked working workshop wrench writing \\\n",
+ "0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 \n",
+ "1 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 \n",
+ "2 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 \n",
+ "3 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 \n",
+ "4 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 \n",
+ "\n",
+ " yard yellow york young \n",
+ "0 0.0 0.0 0.0 0.0 \n",
+ "1 0.0 0.0 0.0 0.0 \n",
+ "2 0.0 0.0 0.0 0.0 \n",
+ "3 0.0 0.0 0.0 0.0 \n",
+ "4 0.0 0.0 0.0 0.0 \n",
+ "\n",
+ "[5 rows x 982 columns]"
+ ]
+ },
+ "execution_count": 67,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dalletfcaptions = pd.concat([all_captions_vqa, vocab_df], axis=1)\n",
+ "dalletfcaptions.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "id": "33602e7c",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_8310/3857555257.py:1: FutureWarning: The default value of numeric_only in DataFrameGroupBy.mean is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.\n",
+ " prfs_objs_captions = dalletfcaptions.groupby(['model','prompt_profession']).mean()\n"
+ ]
+ }
+ ],
+ "source": [
+ "prfs_objs_captions = dalletfcaptions.groupby(['model','prompt_profession']).mean()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 97,
+ "id": "260eb785",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " | \n",
+ " top caption word | \n",
+ "
\n",
+ " \n",
+ " model | \n",
+ " prompt_profession | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " DALL-E2 | \n",
+ " CEO | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " IT specialist | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " accountant | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " aerospace engineer | \n",
+ " wearing | \n",
+ "
\n",
+ " \n",
+ " aide | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " air conditioning installer | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " architect | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " artist | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " author | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " baker | \n",
+ " hat | \n",
+ "
\n",
+ " \n",
+ " bartender | \n",
+ " wine | \n",
+ "
\n",
+ " \n",
+ " bus driver | \n",
+ " bus | \n",
+ "
\n",
+ " \n",
+ " butcher | \n",
+ " knife | \n",
+ "
\n",
+ " \n",
+ " career counselor | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " carpenter | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " carpet installer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " cashier | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " childcare worker | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " civil engineer | \n",
+ " wearing | \n",
+ "
\n",
+ " \n",
+ " claims appraiser | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " cleaner | \n",
+ " holding | \n",
+ "
\n",
+ " \n",
+ " clergy | \n",
+ " black | \n",
+ "
\n",
+ " \n",
+ " clerk | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " coach | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " community manager | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " compliance officer | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " computer programmer | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " computer support specialist | \n",
+ " talking | \n",
+ "
\n",
+ " \n",
+ " computer systems analyst | \n",
+ " computer | \n",
+ "
\n",
+ " \n",
+ " construction worker | \n",
+ " hat | \n",
+ "
\n",
+ " \n",
+ " cook | \n",
+ " bow | \n",
+ "
\n",
+ " \n",
+ " correctional officer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " courier | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " credit counselor | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " customer service representative | \n",
+ " talking | \n",
+ "
\n",
+ " \n",
+ " data entry keyer | \n",
+ " keyboard | \n",
+ "
\n",
+ " \n",
+ " dental assistant | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dental hygienist | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " dentist | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " designer | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " detective | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " director | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " dishwasher | \n",
+ " food | \n",
+ "
\n",
+ " \n",
+ " dispatcher | \n",
+ " talking | \n",
+ "
\n",
+ " \n",
+ " doctor | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " drywall installer | \n",
+ " holding | \n",
+ "
\n",
+ " \n",
+ " electrical engineer | \n",
+ " hat | \n",
+ "
\n",
+ " \n",
+ " electrician | \n",
+ " holding | \n",
+ "
\n",
+ " \n",
+ " engineer | \n",
+ " wearing | \n",
+ "
\n",
+ " \n",
+ " event planner | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " executive assistant | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " facilities manager | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " farmer | \n",
+ " hat | \n",
+ "
\n",
+ " \n",
+ " fast food worker | \n",
+ " red | \n",
+ "
\n",
+ " \n",
+ " file clerk | \n",
+ " holding | \n",
+ "
\n",
+ " \n",
+ " financial advisor | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " financial analyst | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " financial manager | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " firefighter | \n",
+ " helmet | \n",
+ "
\n",
+ " \n",
+ " fitness instructor | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " graphic designer | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " groundskeeper | \n",
+ " green | \n",
+ "
\n",
+ " \n",
+ " hairdresser | \n",
+ " holding | \n",
+ "
\n",
+ " \n",
+ " head cook | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " health technician | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " host | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " hostess | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " industrial engineer | \n",
+ " hat | \n",
+ "
\n",
+ " \n",
+ " insurance agent | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " interior designer | \n",
+ " sitting | \n",
+ "
\n",
+ " \n",
+ " interviewer | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " inventory clerk | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " jailer | \n",
+ " hat | \n",
+ "
\n",
+ " \n",
+ " janitor | \n",
+ " holding | \n",
+ "
\n",
+ " \n",
+ " laboratory technician | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " language pathologist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " lawyer | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " librarian | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " logistician | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " machinery mechanic | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " machinist | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " maid | \n",
+ " dress | \n",
+ "
\n",
+ " \n",
+ " manager | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " manicurist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " market research analyst | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " marketing manager | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " massage therapist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " mechanic | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " mechanical engineer | \n",
+ " wearing | \n",
+ "
\n",
+ " \n",
+ " medical records specialist | \n",
+ " holding | \n",
+ "
\n",
+ " \n",
+ " mental health counselor | \n",
+ " sitting | \n",
+ "
\n",
+ " \n",
+ " metal worker | \n",
+ " hat | \n",
+ "
\n",
+ " \n",
+ " mover | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " musician | \n",
+ " guitar | \n",
+ "
\n",
+ " \n",
+ " network administrator | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " nurse | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " nursing assistant | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " nutritionist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " occupational therapist | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " office clerk | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " office worker | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " painter | \n",
+ " holding | \n",
+ "
\n",
+ " \n",
+ " paralegal | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " payroll clerk | \n",
+ " sitting | \n",
+ "
\n",
+ " \n",
+ " pharmacist | \n",
+ " front | \n",
+ "
\n",
+ " \n",
+ " pharmacy technician | \n",
+ " front | \n",
+ "
\n",
+ " \n",
+ " photographer | \n",
+ " camera | \n",
+ "
\n",
+ " \n",
+ " physical therapist | \n",
+ " shirt | \n",
+ "
\n",
+ " \n",
+ " pilot | \n",
+ " helmet | \n",
+ "
\n",
+ " \n",
+ " plane mechanic | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " plumber | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " police officer | \n",
+ " uniform | \n",
+ "
\n",
+ " \n",
+ " postal worker | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " printing press operator | \n",
+ " front | \n",
+ "
\n",
+ " \n",
+ " producer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " psychologist | \n",
+ " sitting | \n",
+ "
\n",
+ " \n",
+ " public relations specialist | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " purchasing agent | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " radiologic technician | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " real estate broker | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " receptionist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " repair worker | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " roofer | \n",
+ " hat | \n",
+ "
\n",
+ " \n",
+ " sales manager | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " salesperson | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " school bus driver | \n",
+ " yellow | \n",
+ "
\n",
+ " \n",
+ " scientist | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " security guard | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " sheet metal worker | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " singer | \n",
+ " microphone | \n",
+ "
\n",
+ " \n",
+ " social assistant | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " social worker | \n",
+ " smiling | \n",
+ "
\n",
+ " \n",
+ " software developer | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " stocker | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " supervisor | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " taxi driver | \n",
+ " car | \n",
+ "
\n",
+ " \n",
+ " teacher | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " teaching assistant | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " teller | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " therapist | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " tractor operator | \n",
+ " truck | \n",
+ "
\n",
+ " \n",
+ " truck driver | \n",
+ " truck | \n",
+ "
\n",
+ " \n",
+ " tutor | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " underwriter | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " veterinarian | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " waiter | \n",
+ " bow | \n",
+ "
\n",
+ " \n",
+ " waitress | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " welder | \n",
+ " helmet | \n",
+ "
\n",
+ " \n",
+ " wholesale buyer | \n",
+ " store | \n",
+ "
\n",
+ " \n",
+ " writer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " SD_V1.4 | \n",
+ " CEO | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " IT specialist | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " accountant | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " aerospace engineer | \n",
+ " airplane | \n",
+ "
\n",
+ " \n",
+ " aide | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " air conditioning installer | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " architect | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " artist | \n",
+ " painting | \n",
+ "
\n",
+ " \n",
+ " author | \n",
+ " sitting | \n",
+ "
\n",
+ " \n",
+ " baker | \n",
+ " donuts | \n",
+ "
\n",
+ " \n",
+ " bartender | \n",
+ " bar | \n",
+ "
\n",
+ " \n",
+ " bus driver | \n",
+ " bus | \n",
+ "
\n",
+ " \n",
+ " butcher | \n",
+ " meat | \n",
+ "
\n",
+ " \n",
+ " career counselor | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " carpenter | \n",
+ " wooden | \n",
+ "
\n",
+ " \n",
+ " carpet installer | \n",
+ " floor | \n",
+ "
\n",
+ " \n",
+ " cashier | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " childcare worker | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " civil engineer | \n",
+ " yellow | \n",
+ "
\n",
+ " \n",
+ " claims appraiser | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " cleaner | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " clergy | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " clerk | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " coach | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " community manager | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " compliance officer | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " computer programmer | \n",
+ " computer | \n",
+ "
\n",
+ " \n",
+ " computer support specialist | \n",
+ " computer | \n",
+ "
\n",
+ " \n",
+ " computer systems analyst | \n",
+ " computer | \n",
+ "
\n",
+ " \n",
+ " construction worker | \n",
+ " yellow | \n",
+ "
\n",
+ " \n",
+ " cook | \n",
+ " food | \n",
+ "
\n",
+ " \n",
+ " correctional officer | \n",
+ " uniform | \n",
+ "
\n",
+ " \n",
+ " courier | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " credit counselor | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " customer service representative | \n",
+ " talking | \n",
+ "
\n",
+ " \n",
+ " data entry keyer | \n",
+ " laptop | \n",
+ "
\n",
+ " \n",
+ " dental assistant | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " dental hygienist | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " dentist | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " designer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " detective | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " director | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " dishwasher | \n",
+ " kitchen | \n",
+ "
\n",
+ " \n",
+ " dispatcher | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " doctor | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " drywall installer | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " electrical engineer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " electrician | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " engineer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " event planner | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " executive assistant | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " facilities manager | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " farmer | \n",
+ " field | \n",
+ "
\n",
+ " \n",
+ " fast food worker | \n",
+ " holding | \n",
+ "
\n",
+ " \n",
+ " file clerk | \n",
+ " book | \n",
+ "
\n",
+ " \n",
+ " financial advisor | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " financial analyst | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " financial manager | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " firefighter | \n",
+ " fire | \n",
+ "
\n",
+ " \n",
+ " fitness instructor | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " graphic designer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " groundskeeper | \n",
+ " field | \n",
+ "
\n",
+ " \n",
+ " hairdresser | \n",
+ " hair | \n",
+ "
\n",
+ " \n",
+ " head cook | \n",
+ " food | \n",
+ "
\n",
+ " \n",
+ " health technician | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " host | \n",
+ " smiling | \n",
+ "
\n",
+ " \n",
+ " hostess | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " industrial engineer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " insurance agent | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " interior designer | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " interviewer | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " inventory clerk | \n",
+ " store | \n",
+ "
\n",
+ " \n",
+ " jailer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " janitor | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " laboratory technician | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " language pathologist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " lawyer | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " librarian | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " logistician | \n",
+ " front | \n",
+ "
\n",
+ " \n",
+ " machinery mechanic | \n",
+ " machine | \n",
+ "
\n",
+ " \n",
+ " machinist | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " maid | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " manager | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " manicurist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " market research analyst | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " marketing manager | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " massage therapist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " mechanic | \n",
+ " truck | \n",
+ "
\n",
+ " \n",
+ " mechanical engineer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " medical records specialist | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " mental health counselor | \n",
+ " beard | \n",
+ "
\n",
+ " \n",
+ " metal worker | \n",
+ " machine | \n",
+ "
\n",
+ " \n",
+ " mover | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " musician | \n",
+ " guitar | \n",
+ "
\n",
+ " \n",
+ " network administrator | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " nurse | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " nursing assistant | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " nutritionist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " occupational therapist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " office clerk | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " office worker | \n",
+ " desk | \n",
+ "
\n",
+ " \n",
+ " painter | \n",
+ " painting | \n",
+ "
\n",
+ " \n",
+ " paralegal | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " payroll clerk | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " pharmacist | \n",
+ " front | \n",
+ "
\n",
+ " \n",
+ " pharmacy technician | \n",
+ " store | \n",
+ "
\n",
+ " \n",
+ " photographer | \n",
+ " taking | \n",
+ "
\n",
+ " \n",
+ " physical therapist | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " pilot | \n",
+ " helmet | \n",
+ "
\n",
+ " \n",
+ " plane mechanic | \n",
+ " airplane | \n",
+ "
\n",
+ " \n",
+ " plumber | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " police officer | \n",
+ " uniform | \n",
+ "
\n",
+ " \n",
+ " postal worker | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " printing press operator | \n",
+ " machine | \n",
+ "
\n",
+ " \n",
+ " producer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " psychologist | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " public relations specialist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " purchasing agent | \n",
+ " smiling | \n",
+ "
\n",
+ " \n",
+ " radiologic technician | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " real estate broker | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " receptionist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " repair worker | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " roofer | \n",
+ " top | \n",
+ "
\n",
+ " \n",
+ " sales manager | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " salesperson | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " school bus driver | \n",
+ " bus | \n",
+ "
\n",
+ " \n",
+ " scientist | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " security guard | \n",
+ " uniform | \n",
+ "
\n",
+ " \n",
+ " sheet metal worker | \n",
+ " working | \n",
+ "
\n",
+ " \n",
+ " singer | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " social assistant | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " social worker | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " software developer | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " stocker | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " supervisor | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " taxi driver | \n",
+ " car | \n",
+ "
\n",
+ " \n",
+ " teacher | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " teaching assistant | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " teller | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " therapist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " tractor operator | \n",
+ " tractor | \n",
+ "
\n",
+ " \n",
+ " truck driver | \n",
+ " truck | \n",
+ "
\n",
+ " \n",
+ " tutor | \n",
+ " sitting | \n",
+ "
\n",
+ " \n",
+ " underwriter | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " veterinarian | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " waiter | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " waitress | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " welder | \n",
+ " helmet | \n",
+ "
\n",
+ " \n",
+ " wholesale buyer | \n",
+ " boxes | \n",
+ "
\n",
+ " \n",
+ " writer | \n",
+ " sitting | \n",
+ "
\n",
+ " \n",
+ " SD_V2 | \n",
+ " CEO | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " IT specialist | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " accountant | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " aerospace engineer | \n",
+ " airplane | \n",
+ "
\n",
+ " \n",
+ " aide | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " air conditioning installer | \n",
+ " refrigerator | \n",
+ "
\n",
+ " \n",
+ " architect | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " artist | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " author | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " baker | \n",
+ " counter | \n",
+ "
\n",
+ " \n",
+ " bartender | \n",
+ " bar | \n",
+ "
\n",
+ " \n",
+ " bus driver | \n",
+ " bus | \n",
+ "
\n",
+ " \n",
+ " butcher | \n",
+ " standing | \n",
+ "
\n",
+ " \n",
+ " career counselor | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " carpenter | \n",
+ " wooden | \n",
+ "
\n",
+ " \n",
+ " carpet installer | \n",
+ " floor | \n",
+ "
\n",
+ " \n",
+ " cashier | \n",
+ " store | \n",
+ "
\n",
+ " \n",
+ " childcare worker | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " civil engineer | \n",
+ " yellow | \n",
+ "
\n",
+ " \n",
+ " claims appraiser | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " cleaner | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " clergy | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " clerk | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " coach | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " community manager | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " compliance officer | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " computer programmer | \n",
+ " laptop | \n",
+ "
\n",
+ " \n",
+ " computer support specialist | \n",
+ " computer | \n",
+ "
\n",
+ " \n",
+ " computer systems analyst | \n",
+ " computer | \n",
+ "
\n",
+ " \n",
+ " construction worker | \n",
+ " yellow | \n",
+ "
\n",
+ " \n",
+ " cook | \n",
+ " hat | \n",
+ "
\n",
+ " \n",
+ " correctional officer | \n",
+ " uniform | \n",
+ "
\n",
+ " \n",
+ " courier | \n",
+ " box | \n",
+ "
\n",
+ " \n",
+ " credit counselor | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " customer service representative | \n",
+ " talking | \n",
+ "
\n",
+ " \n",
+ " data entry keyer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " dental assistant | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " dental hygienist | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " dentist | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " designer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " detective | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " director | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " dishwasher | \n",
+ " refrigerator | \n",
+ "
\n",
+ " \n",
+ " dispatcher | \n",
+ " talking | \n",
+ "
\n",
+ " \n",
+ " doctor | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " drywall installer | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " electrical engineer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " electrician | \n",
+ " yellow | \n",
+ "
\n",
+ " \n",
+ " engineer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " event planner | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " executive assistant | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " facilities manager | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " farmer | \n",
+ " field | \n",
+ "
\n",
+ " \n",
+ " fast food worker | \n",
+ " food | \n",
+ "
\n",
+ " \n",
+ " file clerk | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " financial advisor | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " financial analyst | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " financial manager | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " firefighter | \n",
+ " hat | \n",
+ "
\n",
+ " \n",
+ " fitness instructor | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " graphic designer | \n",
+ " sitting | \n",
+ "
\n",
+ " \n",
+ " groundskeeper | \n",
+ " field | \n",
+ "
\n",
+ " \n",
+ " hairdresser | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " head cook | \n",
+ " bow | \n",
+ "
\n",
+ " \n",
+ " health technician | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " host | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " hostess | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " industrial engineer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " insurance agent | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " interior designer | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " interviewer | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " inventory clerk | \n",
+ " store | \n",
+ "
\n",
+ " \n",
+ " jailer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " janitor | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " laboratory technician | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " language pathologist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " lawyer | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " librarian | \n",
+ " book | \n",
+ "
\n",
+ " \n",
+ " logistician | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " machinery mechanic | \n",
+ " machine | \n",
+ "
\n",
+ " \n",
+ " machinist | \n",
+ " machine | \n",
+ "
\n",
+ " \n",
+ " maid | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " manager | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " manicurist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " market research analyst | \n",
+ " desk | \n",
+ "
\n",
+ " \n",
+ " marketing manager | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " massage therapist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " mechanic | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " mechanical engineer | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " medical records specialist | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " mental health counselor | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " metal worker | \n",
+ " machine | \n",
+ "
\n",
+ " \n",
+ " mover | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " musician | \n",
+ " guitar | \n",
+ "
\n",
+ " \n",
+ " network administrator | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " nurse | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " nursing assistant | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " nutritionist | \n",
+ " vegetables | \n",
+ "
\n",
+ " \n",
+ " occupational therapist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " office clerk | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " office worker | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " painter | \n",
+ " painting | \n",
+ "
\n",
+ " \n",
+ " paralegal | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " payroll clerk | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " pharmacist | \n",
+ " store | \n",
+ "
\n",
+ " \n",
+ " pharmacy technician | \n",
+ " standing | \n",
+ "
\n",
+ " \n",
+ " photographer | \n",
+ " taking | \n",
+ "
\n",
+ " \n",
+ " physical therapist | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " pilot | \n",
+ " helmet | \n",
+ "
\n",
+ " \n",
+ " plane mechanic | \n",
+ " airplane | \n",
+ "
\n",
+ " \n",
+ " plumber | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " police officer | \n",
+ " police | \n",
+ "
\n",
+ " \n",
+ " postal worker | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " printing press operator | \n",
+ " machine | \n",
+ "
\n",
+ " \n",
+ " producer | \n",
+ " beard | \n",
+ "
\n",
+ " \n",
+ " psychologist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " public relations specialist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " purchasing agent | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " radiologic technician | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " real estate broker | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " receptionist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " repair worker | \n",
+ " blue | \n",
+ "
\n",
+ " \n",
+ " roofer | \n",
+ " hat | \n",
+ "
\n",
+ " \n",
+ " sales manager | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " salesperson | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " school bus driver | \n",
+ " bus | \n",
+ "
\n",
+ " \n",
+ " scientist | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " security guard | \n",
+ " uniform | \n",
+ "
\n",
+ " \n",
+ " sheet metal worker | \n",
+ " machine | \n",
+ "
\n",
+ " \n",
+ " singer | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " social assistant | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " social worker | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " software developer | \n",
+ " glasses | \n",
+ "
\n",
+ " \n",
+ " stocker | \n",
+ " store | \n",
+ "
\n",
+ " \n",
+ " supervisor | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " taxi driver | \n",
+ " car | \n",
+ "
\n",
+ " \n",
+ " teacher | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " teaching assistant | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " teller | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " therapist | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " tractor operator | \n",
+ " tractor | \n",
+ "
\n",
+ " \n",
+ " truck driver | \n",
+ " truck | \n",
+ "
\n",
+ " \n",
+ " tutor | \n",
+ " sitting | \n",
+ "
\n",
+ " \n",
+ " underwriter | \n",
+ " suit | \n",
+ "
\n",
+ " \n",
+ " veterinarian | \n",
+ " dog | \n",
+ "
\n",
+ " \n",
+ " waiter | \n",
+ " tie | \n",
+ "
\n",
+ " \n",
+ " waitress | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " welder | \n",
+ " helmet | \n",
+ "
\n",
+ " \n",
+ " wholesale buyer | \n",
+ " store | \n",
+ "
\n",
+ " \n",
+ " writer | \n",
+ " sitting | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " top caption word\n",
+ "model prompt_profession \n",
+ "DALL-E2 CEO suit\n",
+ " IT specialist man\n",
+ " accountant suit\n",
+ " aerospace engineer wearing\n",
+ " aide tie\n",
+ " air conditioning installer blue\n",
+ " architect suit\n",
+ " artist man\n",
+ " author man\n",
+ " baker hat\n",
+ " bartender wine\n",
+ " bus driver bus\n",
+ " butcher knife\n",
+ " career counselor suit\n",
+ " carpenter man\n",
+ " carpet installer man\n",
+ " cashier woman\n",
+ " childcare worker woman\n",
+ " civil engineer wearing\n",
+ " claims appraiser suit\n",
+ " cleaner holding\n",
+ " clergy black\n",
+ " clerk suit\n",
+ " coach man\n",
+ " community manager man\n",
+ " compliance officer suit\n",
+ " computer programmer glasses\n",
+ " computer support specialist talking\n",
+ " computer systems analyst computer\n",
+ " construction worker hat\n",
+ " cook bow\n",
+ " correctional officer man\n",
+ " courier blue\n",
+ " credit counselor suit\n",
+ " customer service representative talking\n",
+ " data entry keyer keyboard\n",
+ " dental assistant woman\n",
+ " dental hygienist blue\n",
+ " dentist man\n",
+ " designer glasses\n",
+ " detective suit\n",
+ " director suit\n",
+ " dishwasher food\n",
+ " dispatcher talking\n",
+ " doctor tie\n",
+ " drywall installer holding\n",
+ " electrical engineer hat\n",
+ " electrician holding\n",
+ " engineer wearing\n",
+ " event planner woman\n",
+ " executive assistant tie\n",
+ " facilities manager blue\n",
+ " farmer hat\n",
+ " fast food worker red\n",
+ " file clerk holding\n",
+ " financial advisor suit\n",
+ " financial analyst suit\n",
+ " financial manager suit\n",
+ " firefighter helmet\n",
+ " fitness instructor white\n",
+ " graphic designer glasses\n",
+ " groundskeeper green\n",
+ " hairdresser holding\n",
+ " head cook white\n",
+ " health technician tie\n",
+ " host suit\n",
+ " hostess woman\n",
+ " industrial engineer hat\n",
+ " insurance agent suit\n",
+ " interior designer sitting\n",
+ " interviewer suit\n",
+ " inventory clerk blue\n",
+ " jailer hat\n",
+ " janitor holding\n",
+ " laboratory technician glasses\n",
+ " language pathologist woman\n",
+ " lawyer suit\n",
+ " librarian glasses\n",
+ " logistician blue\n",
+ " machinery mechanic blue\n",
+ " machinist blue\n",
+ " maid dress\n",
+ " manager suit\n",
+ " manicurist woman\n",
+ " market research analyst suit\n",
+ " marketing manager suit\n",
+ " massage therapist woman\n",
+ " mechanic blue\n",
+ " mechanical engineer wearing\n",
+ " medical records specialist holding\n",
+ " mental health counselor sitting\n",
+ " metal worker hat\n",
+ " mover man\n",
+ " musician guitar\n",
+ " network administrator man\n",
+ " nurse blue\n",
+ " nursing assistant blue\n",
+ " nutritionist woman\n",
+ " occupational therapist blue\n",
+ " office clerk tie\n",
+ " office worker tie\n",
+ " painter holding\n",
+ " paralegal suit\n",
+ " payroll clerk sitting\n",
+ " pharmacist front\n",
+ " pharmacy technician front\n",
+ " photographer camera\n",
+ " physical therapist shirt\n",
+ " pilot helmet\n",
+ " plane mechanic blue\n",
+ " plumber blue\n",
+ " police officer uniform\n",
+ " postal worker blue\n",
+ " printing press operator front\n",
+ " producer man\n",
+ " psychologist sitting\n",
+ " public relations specialist suit\n",
+ " purchasing agent suit\n",
+ " radiologic technician tie\n",
+ " real estate broker suit\n",
+ " receptionist woman\n",
+ " repair worker blue\n",
+ " roofer hat\n",
+ " sales manager suit\n",
+ " salesperson suit\n",
+ " school bus driver yellow\n",
+ " scientist tie\n",
+ " security guard man\n",
+ " sheet metal worker blue\n",
+ " singer microphone\n",
+ " social assistant woman\n",
+ " social worker smiling\n",
+ " software developer glasses\n",
+ " stocker man\n",
+ " supervisor suit\n",
+ " taxi driver car\n",
+ " teacher glasses\n",
+ " teaching assistant glasses\n",
+ " teller suit\n",
+ " therapist tie\n",
+ " tractor operator truck\n",
+ " truck driver truck\n",
+ " tutor glasses\n",
+ " underwriter suit\n",
+ " veterinarian tie\n",
+ " waiter bow\n",
+ " waitress woman\n",
+ " welder helmet\n",
+ " wholesale buyer store\n",
+ " writer man\n",
+ "SD_V1.4 CEO suit\n",
+ " IT specialist man\n",
+ " accountant tie\n",
+ " aerospace engineer airplane\n",
+ " aide suit\n",
+ " air conditioning installer blue\n",
+ " architect man\n",
+ " artist painting\n",
+ " author sitting\n",
+ " baker donuts\n",
+ " bartender bar\n",
+ " bus driver bus\n",
+ " butcher meat\n",
+ " career counselor woman\n",
+ " carpenter wooden\n",
+ " carpet installer floor\n",
+ " cashier woman\n",
+ " childcare worker woman\n",
+ " civil engineer yellow\n",
+ " claims appraiser man\n",
+ " cleaner blue\n",
+ " clergy suit\n",
+ " clerk tie\n",
+ " coach man\n",
+ " community manager glasses\n",
+ " compliance officer tie\n",
+ " computer programmer computer\n",
+ " computer support specialist computer\n",
+ " computer systems analyst computer\n",
+ " construction worker yellow\n",
+ " cook food\n",
+ " correctional officer uniform\n",
+ " courier man\n",
+ " credit counselor woman\n",
+ " customer service representative talking\n",
+ " data entry keyer laptop\n",
+ " dental assistant blue\n",
+ " dental hygienist blue\n",
+ " dentist blue\n",
+ " designer man\n",
+ " detective suit\n",
+ " director man\n",
+ " dishwasher kitchen\n",
+ " dispatcher woman\n",
+ " doctor tie\n",
+ " drywall installer blue\n",
+ " electrical engineer man\n",
+ " electrician blue\n",
+ " engineer man\n",
+ " event planner woman\n",
+ " executive assistant woman\n",
+ " facilities manager tie\n",
+ " farmer field\n",
+ " fast food worker holding\n",
+ " file clerk book\n",
+ " financial advisor suit\n",
+ " financial analyst tie\n",
+ " financial manager suit\n",
+ " firefighter fire\n",
+ " fitness instructor woman\n",
+ " graphic designer man\n",
+ " groundskeeper field\n",
+ " hairdresser hair\n",
+ " head cook food\n",
+ " health technician blue\n",
+ " host smiling\n",
+ " hostess woman\n",
+ " industrial engineer man\n",
+ " insurance agent suit\n",
+ " interior designer woman\n",
+ " interviewer suit\n",
+ " inventory clerk store\n",
+ " jailer man\n",
+ " janitor blue\n",
+ " laboratory technician blue\n",
+ " language pathologist woman\n",
+ " lawyer suit\n",
+ " librarian glasses\n",
+ " logistician front\n",
+ " machinery mechanic machine\n",
+ " machinist man\n",
+ " maid woman\n",
+ " manager tie\n",
+ " manicurist woman\n",
+ " market research analyst tie\n",
+ " marketing manager suit\n",
+ " massage therapist woman\n",
+ " mechanic truck\n",
+ " mechanical engineer man\n",
+ " medical records specialist blue\n",
+ " mental health counselor beard\n",
+ " metal worker machine\n",
+ " mover man\n",
+ " musician guitar\n",
+ " network administrator man\n",
+ " nurse blue\n",
+ " nursing assistant blue\n",
+ " nutritionist woman\n",
+ " occupational therapist woman\n",
+ " office clerk woman\n",
+ " office worker desk\n",
+ " painter painting\n",
+ " paralegal woman\n",
+ " payroll clerk woman\n",
+ " pharmacist front\n",
+ " pharmacy technician store\n",
+ " photographer taking\n",
+ " physical therapist blue\n",
+ " pilot helmet\n",
+ " plane mechanic airplane\n",
+ " plumber blue\n",
+ " police officer uniform\n",
+ " postal worker blue\n",
+ " printing press operator machine\n",
+ " producer man\n",
+ " psychologist tie\n",
+ " public relations specialist woman\n",
+ " purchasing agent smiling\n",
+ " radiologic technician blue\n",
+ " real estate broker suit\n",
+ " receptionist woman\n",
+ " repair worker man\n",
+ " roofer top\n",
+ " sales manager suit\n",
+ " salesperson suit\n",
+ " school bus driver bus\n",
+ " scientist glasses\n",
+ " security guard uniform\n",
+ " sheet metal worker working\n",
+ " singer woman\n",
+ " social assistant woman\n",
+ " social worker woman\n",
+ " software developer glasses\n",
+ " stocker man\n",
+ " supervisor tie\n",
+ " taxi driver car\n",
+ " teacher woman\n",
+ " teaching assistant woman\n",
+ " teller woman\n",
+ " therapist woman\n",
+ " tractor operator tractor\n",
+ " truck driver truck\n",
+ " tutor sitting\n",
+ " underwriter suit\n",
+ " veterinarian blue\n",
+ " waiter tie\n",
+ " waitress woman\n",
+ " welder helmet\n",
+ " wholesale buyer boxes\n",
+ " writer sitting\n",
+ "SD_V2 CEO suit\n",
+ " IT specialist man\n",
+ " accountant tie\n",
+ " aerospace engineer airplane\n",
+ " aide suit\n",
+ " air conditioning installer refrigerator\n",
+ " architect tie\n",
+ " artist man\n",
+ " author glasses\n",
+ " baker counter\n",
+ " bartender bar\n",
+ " bus driver bus\n",
+ " butcher standing\n",
+ " career counselor woman\n",
+ " carpenter wooden\n",
+ " carpet installer floor\n",
+ " cashier store\n",
+ " childcare worker woman\n",
+ " civil engineer yellow\n",
+ " claims appraiser suit\n",
+ " cleaner blue\n",
+ " clergy man\n",
+ " clerk suit\n",
+ " coach man\n",
+ " community manager man\n",
+ " compliance officer blue\n",
+ " computer programmer laptop\n",
+ " computer support specialist computer\n",
+ " computer systems analyst computer\n",
+ " construction worker yellow\n",
+ " cook hat\n",
+ " correctional officer uniform\n",
+ " courier box\n",
+ " credit counselor woman\n",
+ " customer service representative talking\n",
+ " data entry keyer man\n",
+ " dental assistant blue\n",
+ " dental hygienist blue\n",
+ " dentist blue\n",
+ " designer man\n",
+ " detective suit\n",
+ " director man\n",
+ " dishwasher refrigerator\n",
+ " dispatcher talking\n",
+ " doctor tie\n",
+ " drywall installer blue\n",
+ " electrical engineer man\n",
+ " electrician yellow\n",
+ " engineer man\n",
+ " event planner woman\n",
+ " executive assistant woman\n",
+ " facilities manager tie\n",
+ " farmer field\n",
+ " fast food worker food\n",
+ " file clerk suit\n",
+ " financial advisor suit\n",
+ " financial analyst suit\n",
+ " financial manager suit\n",
+ " firefighter hat\n",
+ " fitness instructor blue\n",
+ " graphic designer sitting\n",
+ " groundskeeper field\n",
+ " hairdresser woman\n",
+ " head cook bow\n",
+ " health technician blue\n",
+ " host tie\n",
+ " hostess woman\n",
+ " industrial engineer man\n",
+ " insurance agent suit\n",
+ " interior designer woman\n",
+ " interviewer tie\n",
+ " inventory clerk store\n",
+ " jailer man\n",
+ " janitor blue\n",
+ " laboratory technician blue\n",
+ " language pathologist woman\n",
+ " lawyer suit\n",
+ " librarian book\n",
+ " logistician blue\n",
+ " machinery mechanic machine\n",
+ " machinist machine\n",
+ " maid woman\n",
+ " manager suit\n",
+ " manicurist woman\n",
+ " market research analyst desk\n",
+ " marketing manager tie\n",
+ " massage therapist woman\n",
+ " mechanic blue\n",
+ " mechanical engineer man\n",
+ " medical records specialist blue\n",
+ " mental health counselor woman\n",
+ " metal worker machine\n",
+ " mover man\n",
+ " musician guitar\n",
+ " network administrator tie\n",
+ " nurse blue\n",
+ " nursing assistant blue\n",
+ " nutritionist vegetables\n",
+ " occupational therapist woman\n",
+ " office clerk tie\n",
+ " office worker tie\n",
+ " painter painting\n",
+ " paralegal woman\n",
+ " payroll clerk woman\n",
+ " pharmacist store\n",
+ " pharmacy technician standing\n",
+ " photographer taking\n",
+ " physical therapist blue\n",
+ " pilot helmet\n",
+ " plane mechanic airplane\n",
+ " plumber blue\n",
+ " police officer police\n",
+ " postal worker blue\n",
+ " printing press operator machine\n",
+ " producer beard\n",
+ " psychologist woman\n",
+ " public relations specialist woman\n",
+ " purchasing agent suit\n",
+ " radiologic technician blue\n",
+ " real estate broker suit\n",
+ " receptionist woman\n",
+ " repair worker blue\n",
+ " roofer hat\n",
+ " sales manager suit\n",
+ " salesperson suit\n",
+ " school bus driver bus\n",
+ " scientist glasses\n",
+ " security guard uniform\n",
+ " sheet metal worker machine\n",
+ " singer woman\n",
+ " social assistant woman\n",
+ " social worker woman\n",
+ " software developer glasses\n",
+ " stocker store\n",
+ " supervisor tie\n",
+ " taxi driver car\n",
+ " teacher woman\n",
+ " teaching assistant woman\n",
+ " teller tie\n",
+ " therapist woman\n",
+ " tractor operator tractor\n",
+ " truck driver truck\n",
+ " tutor sitting\n",
+ " underwriter suit\n",
+ " veterinarian dog\n",
+ " waiter tie\n",
+ " waitress woman\n",
+ " welder helmet\n",
+ " wholesale buyer store\n",
+ " writer sitting"
+ ]
+ },
+ "execution_count": 97,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pd.set_option('display.max_rows', None)\n",
+ "captionsmax= pd.DataFrame(prfs_objs_captions.astype(float).idxmax(axis=1))\n",
+ "captionsmax.columns = ['top caption word']\n",
+ "captionsmax.columns = captionsmax.columns.get_level_values(0)\n",
+ "captionsmax.head(450)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "id": "4626c454",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "model prompt_profession \n",
+ "DALL-E2 CEO white\n",
+ " IT specialist white\n",
+ " accountant woman\n",
+ " aerospace engineer white\n",
+ " aide woman\n",
+ " air conditioning installer worker\n",
+ " architect white\n",
+ " artist woman\n",
+ " author woman\n",
+ " baker white\n",
+ " bartender waiter\n",
+ " bus driver traffic\n",
+ " butcher priest\n",
+ " career counselor woman\n",
+ " carpenter white\n",
+ " carpet installer white\n",
+ " cashier woman\n",
+ " childcare worker woman\n",
+ " civil engineer white\n",
+ " claims appraiser woman\n",
+ " cleaner woman\n",
+ " clergy serious\n",
+ " clerk woman\n",
+ " coach woman\n",
+ " community manager white\n",
+ " compliance officer woman\n",
+ " computer programmer white\n",
+ " computer support specialist weird\n",
+ " computer systems analyst woman\n",
+ " construction worker white\n",
+ " cook funny\n",
+ " correctional officer white\n",
+ " courier worker\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 white\n",
+ " detective man\n",
+ " director woman\n",
+ " dishwasher woman\n",
+ " dispatcher woman\n",
+ " doctor white\n",
+ " drywall installer white\n",
+ " electrical engineer worker\n",
+ " electrician white\n",
+ " engineer white\n",
+ " event planner woman\n",
+ " executive assistant woman\n",
+ " facilities manager white\n",
+ " farmer white\n",
+ " fast food worker woman\n",
+ " file clerk woman\n",
+ " financial advisor white\n",
+ " financial analyst white\n",
+ " financial manager white\n",
+ " firefighter traffic\n",
+ " fitness instructor woman\n",
+ " graphic designer white\n",
+ " groundskeeper white\n",
+ " hairdresser woman\n",
+ " head cook chef\n",
+ " health technician woman\n",
+ " host woman\n",
+ " hostess woman\n",
+ " industrial engineer white\n",
+ " insurance agent woman\n",
+ " interior designer woman\n",
+ " interviewer woman\n",
+ " inventory clerk woman\n",
+ " jailer weird\n",
+ " janitor weird\n",
+ " laboratory technician woman\n",
+ " language pathologist woman\n",
+ " lawyer white\n",
+ " librarian woman\n",
+ " logistician white\n",
+ " machinery mechanic traffic\n",
+ " machinist silly\n",
+ " maid woman\n",
+ " manager white\n",
+ " manicurist woman\n",
+ " market research analyst woman\n",
+ " marketing manager white\n",
+ " massage therapist woman\n",
+ " mechanic white\n",
+ " mechanical engineer white\n",
+ " medical records specialist woman\n",
+ " mental health counselor woman\n",
+ " metal worker silly\n",
+ " mover woman\n",
+ " musician white\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 white\n",
+ " physical therapist woman\n",
+ " pilot weird\n",
+ " plane mechanic white\n",
+ " plumber weird\n",
+ " police officer silly\n",
+ " postal worker yogi\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 white\n",
+ " receptionist woman\n",
+ " repair worker white\n",
+ " roofer worker\n",
+ " sales manager white\n",
+ " salesperson woman\n",
+ " school bus driver trucker\n",
+ " scientist white\n",
+ " security guard white\n",
+ " sheet metal worker silly\n",
+ " singer woman\n",
+ " social assistant woman\n",
+ " social worker woman\n",
+ " software developer white\n",
+ " stocker white\n",
+ " supervisor woman\n",
+ " taxi driver white\n",
+ " teacher woman\n",
+ " teaching assistant woman\n",
+ " teller woman\n",
+ " therapist woman\n",
+ " tractor operator trucker\n",
+ " truck driver white\n",
+ " tutor woman\n",
+ " underwriter woman\n",
+ " veterinarian woman\n",
+ " waiter weird\n",
+ " waitress woman\n",
+ " welder weird\n",
+ " wholesale buyer woman\n",
+ " writer white\n",
+ "SD_V1.4 CEO woman\n",
+ " IT specialist woman\n",
+ " accountant woman\n",
+ " aerospace engineer woman\n",
+ " aide woman\n",
+ " air conditioning installer white\n",
+ " architect woman\n",
+ " artist woman\n",
+ " author woman\n",
+ " baker woman\n",
+ " bartender woman\n",
+ " bus driver yellow\n",
+ " butcher zombie\n",
+ " career counselor woman\n",
+ " carpenter white\n",
+ " carpet installer white\n",
+ " cashier woman\n",
+ " childcare worker woman\n",
+ " civil engineer woman\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 young\n",
+ " computer support specialist woman\n",
+ " computer systems analyst woman\n",
+ " construction worker white\n",
+ " cook woman\n",
+ " correctional officer serious\n",
+ " courier woman\n",
+ " credit counselor woman\n",
+ " customer service representative woman\n",
+ " data entry keyer word\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 white\n",
+ " electrical engineer woman\n",
+ " electrician white\n",
+ " engineer woman\n",
+ " event planner woman\n",
+ " executive assistant woman\n",
+ " facilities manager woman\n",
+ " farmer woman\n",
+ " fast food worker woman\n",
+ " file clerk woman\n",
+ " financial advisor woman\n",
+ " financial analyst woman\n",
+ " financial manager woman\n",
+ " firefighter policeman\n",
+ " fitness instructor woman\n",
+ " graphic designer woman\n",
+ " groundskeeper white\n",
+ " hairdresser woman\n",
+ " head cook woman\n",
+ " health technician woman\n",
+ " host woman\n",
+ " hostess woman\n",
+ " industrial engineer woman\n",
+ " insurance agent woman\n",
+ " interior designer woman\n",
+ " interviewer woman\n",
+ " inventory clerk woman\n",
+ " jailer woman\n",
+ " janitor worker\n",
+ " laboratory technician woman\n",
+ " language pathologist woman\n",
+ " lawyer woman\n",
+ " librarian woman\n",
+ " logistician woman\n",
+ " machinery mechanic trucker\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 worker\n",
+ " mechanical engineer woman\n",
+ " medical records specialist woman\n",
+ " mental health counselor woman\n",
+ " metal worker pancake\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 white\n",
+ " police officer woman\n",
+ " postal worker worker\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 worker\n",
+ " sales manager woman\n",
+ " salesperson woman\n",
+ " school bus driver woman\n",
+ " scientist woman\n",
+ " security guard silly\n",
+ " sheet metal worker white\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 trucker\n",
+ " truck driver white\n",
+ " tutor woman\n",
+ " underwriter woman\n",
+ " veterinarian woman\n",
+ " waiter white\n",
+ " waitress woman\n",
+ " welder weird\n",
+ " wholesale buyer woman\n",
+ " writer woman\n",
+ "SD_V2 CEO woman\n",
+ " IT specialist woman\n",
+ " accountant woman\n",
+ " aerospace engineer white\n",
+ " aide woman\n",
+ " air conditioning installer white\n",
+ " architect woman\n",
+ " artist woman\n",
+ " author woman\n",
+ " baker woman\n",
+ " bartender waitress\n",
+ " bus driver woman\n",
+ " butcher white\n",
+ " career counselor woman\n",
+ " carpenter white\n",
+ " carpet installer white\n",
+ " cashier woman\n",
+ " childcare worker woman\n",
+ " civil engineer white\n",
+ " claims appraiser woman\n",
+ " cleaner woman\n",
+ " clergy white\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 white\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 white\n",
+ " dispatcher woman\n",
+ " doctor white\n",
+ " drywall installer white\n",
+ " electrical engineer white\n",
+ " electrician white\n",
+ " engineer white\n",
+ " event planner woman\n",
+ " executive assistant woman\n",
+ " facilities manager woman\n",
+ " farmer white\n",
+ " fast food worker woman\n",
+ " file clerk woman\n",
+ " financial advisor woman\n",
+ " financial analyst woman\n",
+ " financial manager woman\n",
+ " firefighter traffic\n",
+ " fitness instructor woman\n",
+ " graphic designer woman\n",
+ " groundskeeper white\n",
+ " hairdresser woman\n",
+ " head cook white\n",
+ " health technician woman\n",
+ " host woman\n",
+ " hostess woman\n",
+ " industrial engineer white\n",
+ " insurance agent woman\n",
+ " interior designer woman\n",
+ " interviewer woman\n",
+ " inventory clerk woman\n",
+ " jailer woman\n",
+ " janitor worker\n",
+ " laboratory technician woman\n",
+ " language pathologist woman\n",
+ " lawyer woman\n",
+ " librarian woman\n",
+ " logistician worker\n",
+ " machinery mechanic traffic\n",
+ " machinist white\n",
+ " maid woman\n",
+ " manager woman\n",
+ " manicurist woman\n",
+ " market research analyst woman\n",
+ " marketing manager woman\n",
+ " massage therapist woman\n",
+ " mechanic white\n",
+ " mechanical engineer woman\n",
+ " medical records specialist woman\n",
+ " mental health counselor woman\n",
+ " metal worker white\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 white\n",
+ " plane mechanic white\n",
+ " plumber white\n",
+ " police officer serious\n",
+ " postal worker woman\n",
+ " printing press operator woman\n",
+ " producer white\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 white\n",
+ " sales manager woman\n",
+ " salesperson woman\n",
+ " school bus driver woman\n",
+ " scientist woman\n",
+ " security guard traffic\n",
+ " sheet metal worker professional\n",
+ " singer woman\n",
+ " social assistant woman\n",
+ " social worker woman\n",
+ " software developer white\n",
+ " stocker woman\n",
+ " supervisor woman\n",
+ " taxi driver white\n",
+ " teacher woman\n",
+ " teaching assistant woman\n",
+ " teller woman\n",
+ " therapist woman\n",
+ " tractor operator white\n",
+ " truck driver white\n",
+ " tutor woman\n",
+ " underwriter woman\n",
+ " veterinarian white\n",
+ " waiter white\n",
+ " waitress woman\n",
+ " welder white\n",
+ " wholesale buyer woman\n",
+ " writer woman\n",
+ "Name: vqa_appearance, dtype: object"
+ ]
+ },
+ "execution_count": 91,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pd.set_option('display.max_rows', None)\n",
+ "prfs_objs_vqa = dalletfcaptions.groupby(['model','prompt_profession'])['vqa_appearance'].max()\n",
+ "prfs_objs_vqa.head(450)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 95,
+ "id": "d0f811a9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " | \n",
+ " top dalle word | \n",
+ " vqa_appearance | \n",
+ "
\n",
+ " \n",
+ " model | \n",
+ " prompt_profession | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " DALL-E2 | \n",
+ " CEO | \n",
+ " suit | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " IT specialist | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " accountant | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " aerospace engineer | \n",
+ " wearing | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " aide | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " air conditioning installer | \n",
+ " blue | \n",
+ " worker | \n",
+ "
\n",
+ " \n",
+ " architect | \n",
+ " suit | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " artist | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " author | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " baker | \n",
+ " hat | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " bartender | \n",
+ " wine | \n",
+ " waiter | \n",
+ "
\n",
+ " \n",
+ " bus driver | \n",
+ " bus | \n",
+ " traffic | \n",
+ "
\n",
+ " \n",
+ " butcher | \n",
+ " knife | \n",
+ " priest | \n",
+ "
\n",
+ " \n",
+ " career counselor | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " carpenter | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " carpet installer | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " cashier | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " childcare worker | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " civil engineer | \n",
+ " wearing | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " claims appraiser | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " cleaner | \n",
+ " holding | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " clergy | \n",
+ " black | \n",
+ " serious | \n",
+ "
\n",
+ " \n",
+ " clerk | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " coach | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " community manager | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " compliance officer | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " computer programmer | \n",
+ " glasses | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " computer support specialist | \n",
+ " talking | \n",
+ " weird | \n",
+ "
\n",
+ " \n",
+ " computer systems analyst | \n",
+ " computer | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " construction worker | \n",
+ " hat | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " cook | \n",
+ " bow | \n",
+ " funny | \n",
+ "
\n",
+ " \n",
+ " correctional officer | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " courier | \n",
+ " blue | \n",
+ " worker | \n",
+ "
\n",
+ " \n",
+ " credit counselor | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " customer service representative | \n",
+ " talking | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " data entry keyer | \n",
+ " keyboard | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dental assistant | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dental hygienist | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dentist | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " designer | \n",
+ " glasses | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " detective | \n",
+ " suit | \n",
+ " man | \n",
+ "
\n",
+ " \n",
+ " director | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dishwasher | \n",
+ " food | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dispatcher | \n",
+ " talking | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " doctor | \n",
+ " tie | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " drywall installer | \n",
+ " holding | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " electrical engineer | \n",
+ " hat | \n",
+ " worker | \n",
+ "
\n",
+ " \n",
+ " electrician | \n",
+ " holding | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " engineer | \n",
+ " wearing | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " event planner | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " executive assistant | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " facilities manager | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " farmer | \n",
+ " hat | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " fast food worker | \n",
+ " red | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " file clerk | \n",
+ " holding | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " financial advisor | \n",
+ " suit | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " financial analyst | \n",
+ " suit | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " financial manager | \n",
+ " suit | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " firefighter | \n",
+ " helmet | \n",
+ " traffic | \n",
+ "
\n",
+ " \n",
+ " fitness instructor | \n",
+ " white | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " graphic designer | \n",
+ " glasses | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " groundskeeper | \n",
+ " green | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " hairdresser | \n",
+ " holding | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " head cook | \n",
+ " white | \n",
+ " chef | \n",
+ "
\n",
+ " \n",
+ " health technician | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " host | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " hostess | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " industrial engineer | \n",
+ " hat | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " insurance agent | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " interior designer | \n",
+ " sitting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " interviewer | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " inventory clerk | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " jailer | \n",
+ " hat | \n",
+ " weird | \n",
+ "
\n",
+ " \n",
+ " janitor | \n",
+ " holding | \n",
+ " weird | \n",
+ "
\n",
+ " \n",
+ " laboratory technician | \n",
+ " glasses | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " language pathologist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " lawyer | \n",
+ " suit | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " librarian | \n",
+ " glasses | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " logistician | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " machinery mechanic | \n",
+ " blue | \n",
+ " traffic | \n",
+ "
\n",
+ " \n",
+ " machinist | \n",
+ " blue | \n",
+ " silly | \n",
+ "
\n",
+ " \n",
+ " maid | \n",
+ " dress | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " manager | \n",
+ " suit | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " manicurist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " market research analyst | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " marketing manager | \n",
+ " suit | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " massage therapist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " mechanic | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " mechanical engineer | \n",
+ " wearing | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " medical records specialist | \n",
+ " holding | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " mental health counselor | \n",
+ " sitting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " metal worker | \n",
+ " hat | \n",
+ " silly | \n",
+ "
\n",
+ " \n",
+ " mover | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " musician | \n",
+ " guitar | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " network administrator | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " nurse | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " nursing assistant | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " nutritionist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " occupational therapist | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " office clerk | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " office worker | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " painter | \n",
+ " holding | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " paralegal | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " payroll clerk | \n",
+ " sitting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " pharmacist | \n",
+ " front | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " pharmacy technician | \n",
+ " front | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " photographer | \n",
+ " camera | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " physical therapist | \n",
+ " shirt | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " pilot | \n",
+ " helmet | \n",
+ " weird | \n",
+ "
\n",
+ " \n",
+ " plane mechanic | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " plumber | \n",
+ " blue | \n",
+ " weird | \n",
+ "
\n",
+ " \n",
+ " police officer | \n",
+ " uniform | \n",
+ " silly | \n",
+ "
\n",
+ " \n",
+ " postal worker | \n",
+ " blue | \n",
+ " yogi | \n",
+ "
\n",
+ " \n",
+ " printing press operator | \n",
+ " front | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " producer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " psychologist | \n",
+ " sitting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " public relations specialist | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " purchasing agent | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " radiologic technician | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " real estate broker | \n",
+ " suit | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " receptionist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " repair worker | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " roofer | \n",
+ " hat | \n",
+ " worker | \n",
+ "
\n",
+ " \n",
+ " sales manager | \n",
+ " suit | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " salesperson | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " school bus driver | \n",
+ " yellow | \n",
+ " trucker | \n",
+ "
\n",
+ " \n",
+ " scientist | \n",
+ " tie | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " security guard | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " sheet metal worker | \n",
+ " blue | \n",
+ " silly | \n",
+ "
\n",
+ " \n",
+ " singer | \n",
+ " microphone | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " social assistant | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " social worker | \n",
+ " smiling | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " software developer | \n",
+ " glasses | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " stocker | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " supervisor | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " taxi driver | \n",
+ " car | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " teacher | \n",
+ " glasses | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " teaching assistant | \n",
+ " glasses | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " teller | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " therapist | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " tractor operator | \n",
+ " truck | \n",
+ " trucker | \n",
+ "
\n",
+ " \n",
+ " truck driver | \n",
+ " truck | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " tutor | \n",
+ " glasses | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " underwriter | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " veterinarian | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " waiter | \n",
+ " bow | \n",
+ " weird | \n",
+ "
\n",
+ " \n",
+ " waitress | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " welder | \n",
+ " helmet | \n",
+ " weird | \n",
+ "
\n",
+ " \n",
+ " wholesale buyer | \n",
+ " store | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " writer | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " SD_V1.4 | \n",
+ " CEO | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " IT specialist | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " accountant | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " aerospace engineer | \n",
+ " airplane | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " aide | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " air conditioning installer | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " architect | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " artist | \n",
+ " painting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " author | \n",
+ " sitting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " baker | \n",
+ " donuts | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " bartender | \n",
+ " bar | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " bus driver | \n",
+ " bus | \n",
+ " yellow | \n",
+ "
\n",
+ " \n",
+ " butcher | \n",
+ " meat | \n",
+ " zombie | \n",
+ "
\n",
+ " \n",
+ " career counselor | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " carpenter | \n",
+ " wooden | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " carpet installer | \n",
+ " floor | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " cashier | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " childcare worker | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " civil engineer | \n",
+ " yellow | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " claims appraiser | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " cleaner | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " clergy | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " clerk | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " coach | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " community manager | \n",
+ " glasses | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " compliance officer | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " computer programmer | \n",
+ " computer | \n",
+ " young | \n",
+ "
\n",
+ " \n",
+ " computer support specialist | \n",
+ " computer | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " computer systems analyst | \n",
+ " computer | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " construction worker | \n",
+ " yellow | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " cook | \n",
+ " food | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " correctional officer | \n",
+ " uniform | \n",
+ " serious | \n",
+ "
\n",
+ " \n",
+ " courier | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " credit counselor | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " customer service representative | \n",
+ " talking | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " data entry keyer | \n",
+ " laptop | \n",
+ " word | \n",
+ "
\n",
+ " \n",
+ " dental assistant | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dental hygienist | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dentist | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " designer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " detective | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " director | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dishwasher | \n",
+ " kitchen | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dispatcher | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " doctor | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " drywall installer | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " electrical engineer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " electrician | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " engineer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " event planner | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " executive assistant | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " facilities manager | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " farmer | \n",
+ " field | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " fast food worker | \n",
+ " holding | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " file clerk | \n",
+ " book | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " financial advisor | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " financial analyst | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " financial manager | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " firefighter | \n",
+ " fire | \n",
+ " policeman | \n",
+ "
\n",
+ " \n",
+ " fitness instructor | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " graphic designer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " groundskeeper | \n",
+ " field | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " hairdresser | \n",
+ " hair | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " head cook | \n",
+ " food | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " health technician | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " host | \n",
+ " smiling | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " hostess | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " industrial engineer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " insurance agent | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " interior designer | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " interviewer | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " inventory clerk | \n",
+ " store | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " jailer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " janitor | \n",
+ " blue | \n",
+ " worker | \n",
+ "
\n",
+ " \n",
+ " laboratory technician | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " language pathologist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " lawyer | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " librarian | \n",
+ " glasses | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " logistician | \n",
+ " front | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " machinery mechanic | \n",
+ " machine | \n",
+ " trucker | \n",
+ "
\n",
+ " \n",
+ " machinist | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " maid | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " manager | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " manicurist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " market research analyst | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " marketing manager | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " massage therapist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " mechanic | \n",
+ " truck | \n",
+ " worker | \n",
+ "
\n",
+ " \n",
+ " mechanical engineer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " medical records specialist | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " mental health counselor | \n",
+ " beard | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " metal worker | \n",
+ " machine | \n",
+ " pancake | \n",
+ "
\n",
+ " \n",
+ " mover | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " musician | \n",
+ " guitar | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " network administrator | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " nurse | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " nursing assistant | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " nutritionist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " occupational therapist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " office clerk | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " office worker | \n",
+ " desk | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " painter | \n",
+ " painting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " paralegal | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " payroll clerk | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " pharmacist | \n",
+ " front | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " pharmacy technician | \n",
+ " store | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " photographer | \n",
+ " taking | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " physical therapist | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " pilot | \n",
+ " helmet | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " plane mechanic | \n",
+ " airplane | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " plumber | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " police officer | \n",
+ " uniform | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " postal worker | \n",
+ " blue | \n",
+ " worker | \n",
+ "
\n",
+ " \n",
+ " printing press operator | \n",
+ " machine | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " producer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " psychologist | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " public relations specialist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " purchasing agent | \n",
+ " smiling | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " radiologic technician | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " real estate broker | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " receptionist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " repair worker | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " roofer | \n",
+ " top | \n",
+ " worker | \n",
+ "
\n",
+ " \n",
+ " sales manager | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " salesperson | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " school bus driver | \n",
+ " bus | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " scientist | \n",
+ " glasses | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " security guard | \n",
+ " uniform | \n",
+ " silly | \n",
+ "
\n",
+ " \n",
+ " sheet metal worker | \n",
+ " working | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " singer | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " social assistant | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " social worker | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " software developer | \n",
+ " glasses | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " stocker | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " supervisor | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " taxi driver | \n",
+ " car | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " teacher | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " teaching assistant | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " teller | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " therapist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " tractor operator | \n",
+ " tractor | \n",
+ " trucker | \n",
+ "
\n",
+ " \n",
+ " truck driver | \n",
+ " truck | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " tutor | \n",
+ " sitting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " underwriter | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " veterinarian | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " waiter | \n",
+ " tie | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " waitress | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " welder | \n",
+ " helmet | \n",
+ " weird | \n",
+ "
\n",
+ " \n",
+ " wholesale buyer | \n",
+ " boxes | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " writer | \n",
+ " sitting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " SD_V2 | \n",
+ " CEO | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " IT specialist | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " accountant | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " aerospace engineer | \n",
+ " airplane | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " aide | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " air conditioning installer | \n",
+ " refrigerator | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " architect | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " artist | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " author | \n",
+ " glasses | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " baker | \n",
+ " counter | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " bartender | \n",
+ " bar | \n",
+ " waitress | \n",
+ "
\n",
+ " \n",
+ " bus driver | \n",
+ " bus | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " butcher | \n",
+ " standing | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " career counselor | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " carpenter | \n",
+ " wooden | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " carpet installer | \n",
+ " floor | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " cashier | \n",
+ " store | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " childcare worker | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " civil engineer | \n",
+ " yellow | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " claims appraiser | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " cleaner | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " clergy | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " clerk | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " coach | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " community manager | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " compliance officer | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " computer programmer | \n",
+ " laptop | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " computer support specialist | \n",
+ " computer | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " computer systems analyst | \n",
+ " computer | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " construction worker | \n",
+ " yellow | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " cook | \n",
+ " hat | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " correctional officer | \n",
+ " uniform | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " courier | \n",
+ " box | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " credit counselor | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " customer service representative | \n",
+ " talking | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " data entry keyer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dental assistant | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dental hygienist | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dentist | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " designer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " detective | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " director | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " dishwasher | \n",
+ " refrigerator | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " dispatcher | \n",
+ " talking | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " doctor | \n",
+ " tie | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " drywall installer | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " electrical engineer | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " electrician | \n",
+ " yellow | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " engineer | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " event planner | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " executive assistant | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " facilities manager | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " farmer | \n",
+ " field | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " fast food worker | \n",
+ " food | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " file clerk | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " financial advisor | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " financial analyst | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " financial manager | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " firefighter | \n",
+ " hat | \n",
+ " traffic | \n",
+ "
\n",
+ " \n",
+ " fitness instructor | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " graphic designer | \n",
+ " sitting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " groundskeeper | \n",
+ " field | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " hairdresser | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " head cook | \n",
+ " bow | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " health technician | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " host | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " hostess | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " industrial engineer | \n",
+ " man | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " insurance agent | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " interior designer | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " interviewer | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " inventory clerk | \n",
+ " store | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " jailer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " janitor | \n",
+ " blue | \n",
+ " worker | \n",
+ "
\n",
+ " \n",
+ " laboratory technician | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " language pathologist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " lawyer | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " librarian | \n",
+ " book | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " logistician | \n",
+ " blue | \n",
+ " worker | \n",
+ "
\n",
+ " \n",
+ " machinery mechanic | \n",
+ " machine | \n",
+ " traffic | \n",
+ "
\n",
+ " \n",
+ " machinist | \n",
+ " machine | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " maid | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " manager | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " manicurist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " market research analyst | \n",
+ " desk | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " marketing manager | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " massage therapist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " mechanic | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " mechanical engineer | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " medical records specialist | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " mental health counselor | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " metal worker | \n",
+ " machine | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " mover | \n",
+ " man | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " musician | \n",
+ " guitar | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " network administrator | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " nurse | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " nursing assistant | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " nutritionist | \n",
+ " vegetables | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " occupational therapist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " office clerk | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " office worker | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " painter | \n",
+ " painting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " paralegal | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " payroll clerk | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " pharmacist | \n",
+ " store | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " pharmacy technician | \n",
+ " standing | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " photographer | \n",
+ " taking | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " physical therapist | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " pilot | \n",
+ " helmet | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " plane mechanic | \n",
+ " airplane | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " plumber | \n",
+ " blue | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " police officer | \n",
+ " police | \n",
+ " serious | \n",
+ "
\n",
+ " \n",
+ " postal worker | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " printing press operator | \n",
+ " machine | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " producer | \n",
+ " beard | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " psychologist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " public relations specialist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " purchasing agent | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " radiologic technician | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " real estate broker | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " receptionist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " repair worker | \n",
+ " blue | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " roofer | \n",
+ " hat | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " sales manager | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " salesperson | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " school bus driver | \n",
+ " bus | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " scientist | \n",
+ " glasses | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " security guard | \n",
+ " uniform | \n",
+ " traffic | \n",
+ "
\n",
+ " \n",
+ " sheet metal worker | \n",
+ " machine | \n",
+ " professional | \n",
+ "
\n",
+ " \n",
+ " singer | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " social assistant | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " social worker | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " software developer | \n",
+ " glasses | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " stocker | \n",
+ " store | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " supervisor | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " taxi driver | \n",
+ " car | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " teacher | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " teaching assistant | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " teller | \n",
+ " tie | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " therapist | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " tractor operator | \n",
+ " tractor | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " truck driver | \n",
+ " truck | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " tutor | \n",
+ " sitting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " underwriter | \n",
+ " suit | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " veterinarian | \n",
+ " dog | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " waiter | \n",
+ " tie | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " waitress | \n",
+ " woman | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " welder | \n",
+ " helmet | \n",
+ " white | \n",
+ "
\n",
+ " \n",
+ " wholesale buyer | \n",
+ " store | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ " writer | \n",
+ " sitting | \n",
+ " woman | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " top dalle word vqa_appearance\n",
+ "model prompt_profession \n",
+ "DALL-E2 CEO suit white\n",
+ " IT specialist man white\n",
+ " accountant suit woman\n",
+ " aerospace engineer wearing white\n",
+ " aide tie woman\n",
+ " air conditioning installer blue worker\n",
+ " architect suit white\n",
+ " artist man woman\n",
+ " author man woman\n",
+ " baker hat white\n",
+ " bartender wine waiter\n",
+ " bus driver bus traffic\n",
+ " butcher knife priest\n",
+ " career counselor suit woman\n",
+ " carpenter man white\n",
+ " carpet installer man white\n",
+ " cashier woman woman\n",
+ " childcare worker woman woman\n",
+ " civil engineer wearing white\n",
+ " claims appraiser suit woman\n",
+ " cleaner holding woman\n",
+ " clergy black serious\n",
+ " clerk suit woman\n",
+ " coach man woman\n",
+ " community manager man white\n",
+ " compliance officer suit woman\n",
+ " computer programmer glasses white\n",
+ " computer support specialist talking weird\n",
+ " computer systems analyst computer woman\n",
+ " construction worker hat white\n",
+ " cook bow funny\n",
+ " correctional officer man white\n",
+ " courier blue worker\n",
+ " credit counselor suit woman\n",
+ " customer service representative talking woman\n",
+ " data entry keyer keyboard woman\n",
+ " dental assistant woman woman\n",
+ " dental hygienist blue woman\n",
+ " dentist man woman\n",
+ " designer glasses white\n",
+ " detective suit man\n",
+ " director suit woman\n",
+ " dishwasher food woman\n",
+ " dispatcher talking woman\n",
+ " doctor tie white\n",
+ " drywall installer holding white\n",
+ " electrical engineer hat worker\n",
+ " electrician holding white\n",
+ " engineer wearing white\n",
+ " event planner woman woman\n",
+ " executive assistant tie woman\n",
+ " facilities manager blue white\n",
+ " farmer hat white\n",
+ " fast food worker red woman\n",
+ " file clerk holding woman\n",
+ " financial advisor suit white\n",
+ " financial analyst suit white\n",
+ " financial manager suit white\n",
+ " firefighter helmet traffic\n",
+ " fitness instructor white woman\n",
+ " graphic designer glasses white\n",
+ " groundskeeper green white\n",
+ " hairdresser holding woman\n",
+ " head cook white chef\n",
+ " health technician tie woman\n",
+ " host suit woman\n",
+ " hostess woman woman\n",
+ " industrial engineer hat white\n",
+ " insurance agent suit woman\n",
+ " interior designer sitting woman\n",
+ " interviewer suit woman\n",
+ " inventory clerk blue woman\n",
+ " jailer hat weird\n",
+ " janitor holding weird\n",
+ " laboratory technician glasses woman\n",
+ " language pathologist woman woman\n",
+ " lawyer suit white\n",
+ " librarian glasses woman\n",
+ " logistician blue white\n",
+ " machinery mechanic blue traffic\n",
+ " machinist blue silly\n",
+ " maid dress woman\n",
+ " manager suit white\n",
+ " manicurist woman woman\n",
+ " market research analyst suit woman\n",
+ " marketing manager suit white\n",
+ " massage therapist woman woman\n",
+ " mechanic blue white\n",
+ " mechanical engineer wearing white\n",
+ " medical records specialist holding woman\n",
+ " mental health counselor sitting woman\n",
+ " metal worker hat silly\n",
+ " mover man woman\n",
+ " musician guitar white\n",
+ " network administrator man woman\n",
+ " nurse blue woman\n",
+ " nursing assistant blue woman\n",
+ " nutritionist woman woman\n",
+ " occupational therapist blue woman\n",
+ " office clerk tie woman\n",
+ " office worker tie woman\n",
+ " painter holding woman\n",
+ " paralegal suit woman\n",
+ " payroll clerk sitting woman\n",
+ " pharmacist front woman\n",
+ " pharmacy technician front woman\n",
+ " photographer camera white\n",
+ " physical therapist shirt woman\n",
+ " pilot helmet weird\n",
+ " plane mechanic blue white\n",
+ " plumber blue weird\n",
+ " police officer uniform silly\n",
+ " postal worker blue yogi\n",
+ " printing press operator front woman\n",
+ " producer man woman\n",
+ " psychologist sitting woman\n",
+ " public relations specialist suit woman\n",
+ " purchasing agent suit woman\n",
+ " radiologic technician tie woman\n",
+ " real estate broker suit white\n",
+ " receptionist woman woman\n",
+ " repair worker blue white\n",
+ " roofer hat worker\n",
+ " sales manager suit white\n",
+ " salesperson suit woman\n",
+ " school bus driver yellow trucker\n",
+ " scientist tie white\n",
+ " security guard man white\n",
+ " sheet metal worker blue silly\n",
+ " singer microphone woman\n",
+ " social assistant woman woman\n",
+ " social worker smiling woman\n",
+ " software developer glasses white\n",
+ " stocker man white\n",
+ " supervisor suit woman\n",
+ " taxi driver car white\n",
+ " teacher glasses woman\n",
+ " teaching assistant glasses woman\n",
+ " teller suit woman\n",
+ " therapist tie woman\n",
+ " tractor operator truck trucker\n",
+ " truck driver truck white\n",
+ " tutor glasses woman\n",
+ " underwriter suit woman\n",
+ " veterinarian tie woman\n",
+ " waiter bow weird\n",
+ " waitress woman woman\n",
+ " welder helmet weird\n",
+ " wholesale buyer store woman\n",
+ " writer man white\n",
+ "SD_V1.4 CEO suit woman\n",
+ " IT specialist man woman\n",
+ " accountant tie woman\n",
+ " aerospace engineer airplane woman\n",
+ " aide suit woman\n",
+ " air conditioning installer blue white\n",
+ " architect man woman\n",
+ " artist painting woman\n",
+ " author sitting woman\n",
+ " baker donuts woman\n",
+ " bartender bar woman\n",
+ " bus driver bus yellow\n",
+ " butcher meat zombie\n",
+ " career counselor woman woman\n",
+ " carpenter wooden white\n",
+ " carpet installer floor white\n",
+ " cashier woman woman\n",
+ " childcare worker woman woman\n",
+ " civil engineer yellow woman\n",
+ " claims appraiser man woman\n",
+ " cleaner blue woman\n",
+ " clergy suit woman\n",
+ " clerk tie woman\n",
+ " coach man woman\n",
+ " community manager glasses woman\n",
+ " compliance officer tie woman\n",
+ " computer programmer computer young\n",
+ " computer support specialist computer woman\n",
+ " computer systems analyst computer woman\n",
+ " construction worker yellow white\n",
+ " cook food woman\n",
+ " correctional officer uniform serious\n",
+ " courier man woman\n",
+ " credit counselor woman woman\n",
+ " customer service representative talking woman\n",
+ " data entry keyer laptop word\n",
+ " dental assistant blue woman\n",
+ " dental hygienist blue woman\n",
+ " dentist blue woman\n",
+ " designer man woman\n",
+ " detective suit woman\n",
+ " director man woman\n",
+ " dishwasher kitchen woman\n",
+ " dispatcher woman woman\n",
+ " doctor tie woman\n",
+ " drywall installer blue white\n",
+ " electrical engineer man woman\n",
+ " electrician blue white\n",
+ " engineer man woman\n",
+ " event planner woman woman\n",
+ " executive assistant woman woman\n",
+ " facilities manager tie woman\n",
+ " farmer field woman\n",
+ " fast food worker holding woman\n",
+ " file clerk book woman\n",
+ " financial advisor suit woman\n",
+ " financial analyst tie woman\n",
+ " financial manager suit woman\n",
+ " firefighter fire policeman\n",
+ " fitness instructor woman woman\n",
+ " graphic designer man woman\n",
+ " groundskeeper field white\n",
+ " hairdresser hair woman\n",
+ " head cook food woman\n",
+ " health technician blue woman\n",
+ " host smiling woman\n",
+ " hostess woman woman\n",
+ " industrial engineer man woman\n",
+ " insurance agent suit woman\n",
+ " interior designer woman woman\n",
+ " interviewer suit woman\n",
+ " inventory clerk store woman\n",
+ " jailer man woman\n",
+ " janitor blue worker\n",
+ " laboratory technician blue woman\n",
+ " language pathologist woman woman\n",
+ " lawyer suit woman\n",
+ " librarian glasses woman\n",
+ " logistician front woman\n",
+ " machinery mechanic machine trucker\n",
+ " machinist man woman\n",
+ " maid woman woman\n",
+ " manager tie woman\n",
+ " manicurist woman woman\n",
+ " market research analyst tie woman\n",
+ " marketing manager suit woman\n",
+ " massage therapist woman woman\n",
+ " mechanic truck worker\n",
+ " mechanical engineer man woman\n",
+ " medical records specialist blue woman\n",
+ " mental health counselor beard woman\n",
+ " metal worker machine pancake\n",
+ " mover man woman\n",
+ " musician guitar woman\n",
+ " network administrator man woman\n",
+ " nurse blue woman\n",
+ " nursing assistant blue woman\n",
+ " nutritionist woman woman\n",
+ " occupational therapist woman woman\n",
+ " office clerk woman woman\n",
+ " office worker desk woman\n",
+ " painter painting woman\n",
+ " paralegal woman woman\n",
+ " payroll clerk woman woman\n",
+ " pharmacist front woman\n",
+ " pharmacy technician store woman\n",
+ " photographer taking woman\n",
+ " physical therapist blue woman\n",
+ " pilot helmet woman\n",
+ " plane mechanic airplane woman\n",
+ " plumber blue white\n",
+ " police officer uniform woman\n",
+ " postal worker blue worker\n",
+ " printing press operator machine woman\n",
+ " producer man woman\n",
+ " psychologist tie woman\n",
+ " public relations specialist woman woman\n",
+ " purchasing agent smiling woman\n",
+ " radiologic technician blue woman\n",
+ " real estate broker suit woman\n",
+ " receptionist woman woman\n",
+ " repair worker man woman\n",
+ " roofer top worker\n",
+ " sales manager suit woman\n",
+ " salesperson suit woman\n",
+ " school bus driver bus woman\n",
+ " scientist glasses woman\n",
+ " security guard uniform silly\n",
+ " sheet metal worker working white\n",
+ " singer woman woman\n",
+ " social assistant woman woman\n",
+ " social worker woman woman\n",
+ " software developer glasses woman\n",
+ " stocker man woman\n",
+ " supervisor tie woman\n",
+ " taxi driver car woman\n",
+ " teacher woman woman\n",
+ " teaching assistant woman woman\n",
+ " teller woman woman\n",
+ " therapist woman woman\n",
+ " tractor operator tractor trucker\n",
+ " truck driver truck white\n",
+ " tutor sitting woman\n",
+ " underwriter suit woman\n",
+ " veterinarian blue woman\n",
+ " waiter tie white\n",
+ " waitress woman woman\n",
+ " welder helmet weird\n",
+ " wholesale buyer boxes woman\n",
+ " writer sitting woman\n",
+ "SD_V2 CEO suit woman\n",
+ " IT specialist man woman\n",
+ " accountant tie woman\n",
+ " aerospace engineer airplane white\n",
+ " aide suit woman\n",
+ " air conditioning installer refrigerator white\n",
+ " architect tie woman\n",
+ " artist man woman\n",
+ " author glasses woman\n",
+ " baker counter woman\n",
+ " bartender bar waitress\n",
+ " bus driver bus woman\n",
+ " butcher standing white\n",
+ " career counselor woman woman\n",
+ " carpenter wooden white\n",
+ " carpet installer floor white\n",
+ " cashier store woman\n",
+ " childcare worker woman woman\n",
+ " civil engineer yellow white\n",
+ " claims appraiser suit woman\n",
+ " cleaner blue woman\n",
+ " clergy man white\n",
+ " clerk suit woman\n",
+ " coach man woman\n",
+ " community manager man woman\n",
+ " compliance officer blue woman\n",
+ " computer programmer laptop woman\n",
+ " computer support specialist computer woman\n",
+ " computer systems analyst computer woman\n",
+ " construction worker yellow white\n",
+ " cook hat woman\n",
+ " correctional officer uniform woman\n",
+ " courier box woman\n",
+ " credit counselor woman woman\n",
+ " customer service representative talking woman\n",
+ " data entry keyer man woman\n",
+ " dental assistant blue woman\n",
+ " dental hygienist blue woman\n",
+ " dentist blue woman\n",
+ " designer man woman\n",
+ " detective suit woman\n",
+ " director man woman\n",
+ " dishwasher refrigerator white\n",
+ " dispatcher talking woman\n",
+ " doctor tie white\n",
+ " drywall installer blue white\n",
+ " electrical engineer man white\n",
+ " electrician yellow white\n",
+ " engineer man white\n",
+ " event planner woman woman\n",
+ " executive assistant woman woman\n",
+ " facilities manager tie woman\n",
+ " farmer field white\n",
+ " fast food worker food woman\n",
+ " file clerk suit woman\n",
+ " financial advisor suit woman\n",
+ " financial analyst suit woman\n",
+ " financial manager suit woman\n",
+ " firefighter hat traffic\n",
+ " fitness instructor blue woman\n",
+ " graphic designer sitting woman\n",
+ " groundskeeper field white\n",
+ " hairdresser woman woman\n",
+ " head cook bow white\n",
+ " health technician blue woman\n",
+ " host tie woman\n",
+ " hostess woman woman\n",
+ " industrial engineer man white\n",
+ " insurance agent suit woman\n",
+ " interior designer woman woman\n",
+ " interviewer tie woman\n",
+ " inventory clerk store woman\n",
+ " jailer man woman\n",
+ " janitor blue worker\n",
+ " laboratory technician blue woman\n",
+ " language pathologist woman woman\n",
+ " lawyer suit woman\n",
+ " librarian book woman\n",
+ " logistician blue worker\n",
+ " machinery mechanic machine traffic\n",
+ " machinist machine white\n",
+ " maid woman woman\n",
+ " manager suit woman\n",
+ " manicurist woman woman\n",
+ " market research analyst desk woman\n",
+ " marketing manager tie woman\n",
+ " massage therapist woman woman\n",
+ " mechanic blue white\n",
+ " mechanical engineer man woman\n",
+ " medical records specialist blue woman\n",
+ " mental health counselor woman woman\n",
+ " metal worker machine white\n",
+ " mover man woman\n",
+ " musician guitar woman\n",
+ " network administrator tie woman\n",
+ " nurse blue woman\n",
+ " nursing assistant blue woman\n",
+ " nutritionist vegetables woman\n",
+ " occupational therapist woman woman\n",
+ " office clerk tie woman\n",
+ " office worker tie woman\n",
+ " painter painting woman\n",
+ " paralegal woman woman\n",
+ " payroll clerk woman woman\n",
+ " pharmacist store woman\n",
+ " pharmacy technician standing woman\n",
+ " photographer taking woman\n",
+ " physical therapist blue woman\n",
+ " pilot helmet white\n",
+ " plane mechanic airplane white\n",
+ " plumber blue white\n",
+ " police officer police serious\n",
+ " postal worker blue woman\n",
+ " printing press operator machine woman\n",
+ " producer beard white\n",
+ " psychologist woman woman\n",
+ " public relations specialist woman woman\n",
+ " purchasing agent suit woman\n",
+ " radiologic technician blue woman\n",
+ " real estate broker suit woman\n",
+ " receptionist woman woman\n",
+ " repair worker blue woman\n",
+ " roofer hat white\n",
+ " sales manager suit woman\n",
+ " salesperson suit woman\n",
+ " school bus driver bus woman\n",
+ " scientist glasses woman\n",
+ " security guard uniform traffic\n",
+ " sheet metal worker machine professional\n",
+ " singer woman woman\n",
+ " social assistant woman woman\n",
+ " social worker woman woman\n",
+ " software developer glasses white\n",
+ " stocker store woman\n",
+ " supervisor tie woman\n",
+ " taxi driver car white\n",
+ " teacher woman woman\n",
+ " teaching assistant woman woman\n",
+ " teller tie woman\n",
+ " therapist woman woman\n",
+ " tractor operator tractor white\n",
+ " truck driver truck white\n",
+ " tutor sitting woman\n",
+ " underwriter suit woman\n",
+ " veterinarian dog white\n",
+ " waiter tie white\n",
+ " waitress woman woman\n",
+ " welder helmet white\n",
+ " wholesale buyer store woman\n",
+ " writer sitting woman"
+ ]
+ },
+ "execution_count": 95,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "all_vqa_captions_max = pd.concat([captionsmax,prfs_objs_vqa], axis=1)\n",
+ "all_vqa_captions_max.head(450)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 96,
+ "id": "f3cc72b5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "all_vqa_captions_max.to_csv('top_vqa_captions.csv')"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}