main.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9a9c995a",
   "metadata": {},
   "source": [
    "# Generate (message, image) recommendations for each user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "25b67a7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import openai\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "openai.api_key = os.environ['OPENAI_API_KEY']\n",
    "np.set_printoptions(precision=3, suppress=True)\n",
    "sns.set_theme(style='ticks', palette='Set2', font='monospace', font_scale=1.)\n",
    "\n",
    "\n",
    "def get_embedding(text):\n",
    "    \"\"\"Compute embedding for a given text string.\"\"\"\n",
    "    result = openai.Embedding.create(input=text, model='text-embedding-ada-002')\n",
    "    return np.array(result.data[0].embedding)\n",
    "\n",
    "\n",
    "def center_embeddings(df):\n",
    "    \"\"\"Offset embeddings by it's center.\"\"\"\n",
    "    emb_center = df['embedding'].mean()\n",
    "    df['embedding'] = df['embedding'].apply(lambda emb: emb - emb_center)\n",
    "\n",
    "\n",
    "def softmax(x, temp=1.):\n",
    "    \"\"\"Compute row-wise softmax of a matrix x.\"\"\"\n",
    "    z = np.array(x)\n",
    "    z -= z.max(axis=1, keepdims=True)\n",
    "    z = np.exp(z / temp)\n",
    "    z /= z.sum(axis=1, keepdims=True)\n",
    "    return z\n",
    "\n",
    "\n",
    "def visualize_embeddings():\n",
    "    \"\"\"Plot PCA projection of embeddings.\"\"\"\n",
    "    # compute embedding pca\n",
    "    embs = np.array(messages.embedding.tolist() + images.embedding.tolist() + users.embedding.tolist())\n",
    "    emb_pca = PCA(n_components=2).fit_transform(embs)\n",
    "    messages_pca, images_pca, users_pca = np.split(emb_pca, [len(messages),-len(users)])\n",
    "\n",
    "    # plot pca for messages, images, users\n",
    "    fig, ax = plt.subplots(figsize=(6,4))\n",
    "    ax.scatter(messages_pca[:,0], messages_pca[:,1], s=100)\n",
    "    ax.scatter(images_pca[:,0], images_pca[:,1], s=100)\n",
    "    ax.scatter(users_pca[:,0], users_pca[:,1], s=100)\n",
    "\n",
    "    # add legend\n",
    "    ax.scatter(-1, -1, s=125, color=sns.color_palette()[0], label='messages')\n",
    "    ax.scatter(-1, -1, s=125, color=sns.color_palette()[1], label='images')\n",
    "    ax.scatter(-1, -1, s=125, color=sns.color_palette()[2], label='users')\n",
    "    ax.legend()\n",
    "    \n",
    "    # configure axes\n",
    "    (x0, y0), (x1, y1) = 1.25*emb_pca.min(axis=0), 1.25*emb_pca.max(axis=0)\n",
    "    ax.set_xlim(x0, x1)\n",
    "    ax.set_ylim(y0, y1)    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def get_embedding_user(user, wl=.2, wd=.2):\n",
    "    \"\"\"Compute user embeddings accounting for likes and dislikes.\"\"\"\n",
    "    demo = f'{user.Age} year old {user.Race.lower()} {user.Gender.lower()}'\n",
    "    emb = get_embedding(demo)\n",
    "\n",
    "    # positively adjust embedding for likes\n",
    "    for like in user.Likes.split(';'):\n",
    "        emb += wl * get_embedding(like)\n",
    "    \n",
    "    # negatively adjust embedding for dislikes\n",
    "    for dislike in user.Dislikes.split(';'):\n",
    "        emb -= wd * get_embedding(dislike)\n",
    "    \n",
    "    return emb\n",
    "\n",
    "\n",
    "def get_prefs(k=5, temp=.1):\n",
    "    \"\"\"Compute (user,message,image) proximity and return top k recommendations.\"\"\"\n",
    "    num_messages = len(messages)\n",
    "    num_images = len(images)\n",
    "\n",
    "    # compute preferences\n",
    "    user_prefs = []\n",
    "    for u, user_emb in enumerate(users.embedding):\n",
    "        prefs = np.zeros((num_messages, num_images))\n",
    "        for i, message_emb in enumerate(messages.embedding):\n",
    "            for j, image_emb in enumerate(images.embedding):\n",
    "\n",
    "                # compute (user,message,image) preference\n",
    "                prefs[i][j] = np.dot(user_emb, message_emb)\\\n",
    "                            + np.dot(user_emb, image_emb)\\\n",
    "                            + np.dot(message_emb, image_emb)\n",
    "\n",
    "        # normalize preferences\n",
    "        probs = softmax(prefs.reshape(1,-1), temp=temp).reshape(num_messages, num_images)\n",
    "        user_prefs.append(probs)\n",
    "\n",
    "        # show k best recommendations for each person\n",
    "        user = users.iloc[u]\n",
    "        print(f'User {u}')\n",
    "        print(f\"Demographics: {user.Age} year old {user.Race.lower()} {user.Gender.lower()}\")\n",
    "        print(f\"Likes: {', '.join(user.Likes.split(';'))}\")\n",
    "        print(f\"Dislikes: {', '.join(user.Dislikes.split(';'))}\\n\")\n",
    "        for ii, jj in zip(*np.unravel_index(np.argsort(probs, axis=None)[-1:-k-1:-1], probs.shape)):\n",
    "            print(f'#{jj}/#{ii} ({100*probs[ii][jj]:2.0f}%): '\\\n",
    "                  + f'{images.loc[jj].Caption}\\n{messages.loc[ii].Message}\\n')\n",
    "        print('================================================\\n')\n",
    "\n",
    "    return user_prefs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a83afc2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "92b4e4fd",
   "metadata": {},
   "source": [
    "## Load and process content data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "26f7d3d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "        text-align: right;\n",
       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Message</th>\n",
       "      <th>embedding</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Get up and groove! Dancing is your ticket to f...</td>\n",
       "      <td>[-0.018372368067502975, -0.02267819456756115, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ditch the screen, hit the trail! Discover natu...</td>\n",
       "      <td>[0.004869637545198202, -0.014446374028921127, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Give your eyes a break and let your body flow ...</td>\n",
       "      <td>[-0.010543269105255604, -0.012533052824437618,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hey! Why not leave the screen behind and hop o...</td>\n",
       "      <td>[0.014402525499463081, -0.014138374477624893, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Step away from the screen and let's stroll! Wa...</td>\n",
       "      <td>[0.008818642236292362, -0.01577472686767578, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Dive into the pool and feel the freedom! Swap ...</td>\n",
       "      <td>[0.00595455477014184, -0.0062295845709741116, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Why not give your thumbs a break and start pum...</td>\n",
       "      <td>[-0.01912401057779789, -0.028402743861079216, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Hey! Ready to get moving? Put down the screen ...</td>\n",
       "      <td>[-0.0047124940901994705, -0.01810096949338913,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Step away from the screen and let's roll! Expe...</td>\n",
       "      <td>[0.005596579518169165, -0.017040908336639404, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Step away from the screen and tee off into a w...</td>\n",
       "      <td>[0.0009409974445588887, -0.021286888048052788,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Why not give your brain a boost and challenge ...</td>\n",
       "      <td>[0.0062602548860013485, 0.004825878888368607, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Give your eyes a break and let your imaginatio...</td>\n",
       "      <td>[0.0017695111455395818, -0.017884759232401848,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Why not give your brain a workout and have som...</td>\n",
       "      <td>[-0.015146062709391117, 0.0036282057408243418,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Why not challenge your brain and have some fun...</td>\n",
       "      <td>[-0.006203598342835903, 0.0007033522124402225,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Why not discover new horizons and boost your b...</td>\n",
       "      <td>[-0.0063139209523797035, -0.008804733864963055...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Give your mind a well-deserved vacation and un...</td>\n",
       "      <td>[0.0007354691624641418, -0.011086471378803253,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Step away from the screen and dive into the ca...</td>\n",
       "      <td>[0.004872945602983236, -0.00493822293356061, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Feeling screen overload? Time to conquer the c...</td>\n",
       "      <td>[0.00778947863727808, -0.0014330311678349972, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Why stare at screens when you can immerse your...</td>\n",
       "      <td>[-0.006471192464232445, -0.008258656598627567,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Why stare at screens when you can conquer chal...</td>\n",
       "      <td>[-0.011565295979380608, 0.0073746852576732635,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Why not add some color to your day? Put down t...</td>\n",
       "      <td>[0.006661734078079462, 0.010731402784585953, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Give your eyes a break and let your imaginatio...</td>\n",
       "      <td>[-0.004089458379894495, 0.0037052780389785767,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Why not turn off the screen and embark on a de...</td>\n",
       "      <td>[-0.005631725303828716, -0.01873769424855709, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Why not let your imagination soar and bring yo...</td>\n",
       "      <td>[0.007798132952302694, -0.019279422238469124, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Give your eyes a break and let your voice shin...</td>\n",
       "      <td>[-0.0004915491444990039, -0.022051386535167694...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Why stare at a screen when you can create stun...</td>\n",
       "      <td>[-0.009311257861554623, 0.0033402598928660154,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Why not switch off your screen and dive into t...</td>\n",
       "      <td>[-0.0070434445515275, -0.00028832696261815727,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Step away from your screen and let your hands ...</td>\n",
       "      <td>[-0.015774395316839218, 0.0005165570182725787,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Capture the world through your lens and unlock...</td>\n",
       "      <td>[0.009026539511978626, -0.004176796413958073, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Why not turn off the screen and let your creat...</td>\n",
       "      <td>[0.005430859979242086, -0.011849732138216496, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Give your screen a break and let's clean inste...</td>\n",
       "      <td>[0.0071598379872739315, -0.003542102873325348,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Why not whip up a delicious meal and discover ...</td>\n",
       "      <td>[0.001767211826518178, -0.0063537722453475, 0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Why not give your eyes a break and pick up som...</td>\n",
       "      <td>[-0.00881766527891159, -0.004642053507268429, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Put down the screen and pick up a needle - sew...</td>\n",
       "      <td>[-0.01780322939157486, -0.01272126380354166, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Take a break from screens and discover the joy...</td>\n",
       "      <td>[0.01171336229890585, -0.015918975695967674, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Get off your screen and embrace the joy of woo...</td>\n",
       "      <td>[0.002259277505800128, -0.006006489507853985, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Why not give your eyes a break and whip up som...</td>\n",
       "      <td>[0.013802740722894669, 0.003836575197055936, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Why not give your screen a rest and transform ...</td>\n",
       "      <td>[0.024569952860474586, -0.0015663506928831339,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Why not trade your screen for a scenic green? ...</td>\n",
       "      <td>[0.02342558279633522, 0.0012241358635947108, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Why not give your eyes a break and dive into t...</td>\n",
       "      <td>[0.019983887672424316, 0.0021108142100274563, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Message  \\\n",
       "0   Get up and groove! Dancing is your ticket to f...   \n",
       "1   Ditch the screen, hit the trail! Discover natu...   \n",
       "2   Give your eyes a break and let your body flow ...   \n",
       "3   Hey! Why not leave the screen behind and hop o...   \n",
       "4   Step away from the screen and let's stroll! Wa...   \n",
       "5   Dive into the pool and feel the freedom! Swap ...   \n",
       "6   Why not give your thumbs a break and start pum...   \n",
       "7   Hey! Ready to get moving? Put down the screen ...   \n",
       "8   Step away from the screen and let's roll! Expe...   \n",
       "9   Step away from the screen and tee off into a w...   \n",
       "10  Why not give your brain a boost and challenge ...   \n",
       "11  Give your eyes a break and let your imaginatio...   \n",
       "12  Why not give your brain a workout and have som...   \n",
       "13  Why not challenge your brain and have some fun...   \n",
       "14  Why not discover new horizons and boost your b...   \n",
       "15  Give your mind a well-deserved vacation and un...   \n",
       "16  Step away from the screen and dive into the ca...   \n",
       "17  Feeling screen overload? Time to conquer the c...   \n",
       "18  Why stare at screens when you can immerse your...   \n",
       "19  Why stare at screens when you can conquer chal...   \n",
       "20  Why not add some color to your day? Put down t...   \n",
       "21  Give your eyes a break and let your imaginatio...   \n",
       "22  Why not turn off the screen and embark on a de...   \n",
       "23  Why not let your imagination soar and bring yo...   \n",
       "24  Give your eyes a break and let your voice shin...   \n",
       "25  Why stare at a screen when you can create stun...   \n",
       "26  Why not switch off your screen and dive into t...   \n",
       "27  Step away from your screen and let your hands ...   \n",
       "28  Capture the world through your lens and unlock...   \n",
       "29  Why not turn off the screen and let your creat...   \n",
       "30  Give your screen a break and let's clean inste...   \n",
       "31  Why not whip up a delicious meal and discover ...   \n",
       "32  Why not give your eyes a break and pick up som...   \n",
       "33  Put down the screen and pick up a needle - sew...   \n",
       "34  Take a break from screens and discover the joy...   \n",
       "35  Get off your screen and embrace the joy of woo...   \n",
       "36  Why not give your eyes a break and whip up som...   \n",
       "37  Why not give your screen a rest and transform ...   \n",
       "38  Why not trade your screen for a scenic green? ...   \n",
       "39  Why not give your eyes a break and dive into t...   \n",
       "\n",
       "                                            embedding  \n",
       "0   [-0.018372368067502975, -0.02267819456756115, ...  \n",
       "1   [0.004869637545198202, -0.014446374028921127, ...  \n",
       "2   [-0.010543269105255604, -0.012533052824437618,...  \n",
       "3   [0.014402525499463081, -0.014138374477624893, ...  \n",
       "4   [0.008818642236292362, -0.01577472686767578, 0...  \n",
       "5   [0.00595455477014184, -0.0062295845709741116, ...  \n",
       "6   [-0.01912401057779789, -0.028402743861079216, ...  \n",
       "7   [-0.0047124940901994705, -0.01810096949338913,...  \n",
       "8   [0.005596579518169165, -0.017040908336639404, ...  \n",
       "9   [0.0009409974445588887, -0.021286888048052788,...  \n",
       "10  [0.0062602548860013485, 0.004825878888368607, ...  \n",
       "11  [0.0017695111455395818, -0.017884759232401848,...  \n",
       "12  [-0.015146062709391117, 0.0036282057408243418,...  \n",
       "13  [-0.006203598342835903, 0.0007033522124402225,...  \n",
       "14  [-0.0063139209523797035, -0.008804733864963055...  \n",
       "15  [0.0007354691624641418, -0.011086471378803253,...  \n",
       "16  [0.004872945602983236, -0.00493822293356061, 0...  \n",
       "17  [0.00778947863727808, -0.0014330311678349972, ...  \n",
       "18  [-0.006471192464232445, -0.008258656598627567,...  \n",
       "19  [-0.011565295979380608, 0.0073746852576732635,...  \n",
       "20  [0.006661734078079462, 0.010731402784585953, 0...  \n",
       "21  [-0.004089458379894495, 0.0037052780389785767,...  \n",
       "22  [-0.005631725303828716, -0.01873769424855709, ...  \n",
       "23  [0.007798132952302694, -0.019279422238469124, ...  \n",
       "24  [-0.0004915491444990039, -0.022051386535167694...  \n",
       "25  [-0.009311257861554623, 0.0033402598928660154,...  \n",
       "26  [-0.0070434445515275, -0.00028832696261815727,...  \n",
       "27  [-0.015774395316839218, 0.0005165570182725787,...  \n",
       "28  [0.009026539511978626, -0.004176796413958073, ...  \n",
       "29  [0.005430859979242086, -0.011849732138216496, ...  \n",
       "30  [0.0071598379872739315, -0.003542102873325348,...  \n",
       "31  [0.001767211826518178, -0.0063537722453475, 0....  \n",
       "32  [-0.00881766527891159, -0.004642053507268429, ...  \n",
       "33  [-0.01780322939157486, -0.01272126380354166, 0...  \n",
       "34  [0.01171336229890585, -0.015918975695967674, 0...  \n",
       "35  [0.002259277505800128, -0.006006489507853985, ...  \n",
       "36  [0.013802740722894669, 0.003836575197055936, 0...  \n",
       "37  [0.024569952860474586, -0.0015663506928831339,...  \n",
       "38  [0.02342558279633522, 0.0012241358635947108, 0...  \n",
       "39  [0.019983887672424316, 0.0021108142100274563, ...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages = pd.read_csv('./data/messages.csv', index_col=0)\n",
    "messages['embedding'] = messages['Message'].apply(get_embedding)\n",
    "messages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1cef9658",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Caption</th>\n",
       "      <th>embedding</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>male, young, indian, playing guitar, smiling, ...</td>\n",
       "      <td>[-0.011041686870157719, -0.006765862926840782,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>woman, adult, white, sitting at a desk, writing</td>\n",
       "      <td>[-0.010470823384821415, 0.0002593616663943976,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>woman, adult, white, preparing food, preparing...</td>\n",
       "      <td>[0.012738562189042568, -0.026432039216160774, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>senior, white, male, holding a book, walking</td>\n",
       "      <td>[0.00892753154039383, -0.024854984134435654, -...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>female, adult, white, reading a book with a be...</td>\n",
       "      <td>[-0.015471101738512516, -0.011768052354454994,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>senior, white, male, sewing, working on a sewi...</td>\n",
       "      <td>[-0.02783632092177868, -0.03537313640117645, -...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>female, young, adult, and smiling while leanin...</td>\n",
       "      <td>[-0.0005857327487319708, 0.007398729212582111,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>young, white, male, listening to music, headph...</td>\n",
       "      <td>[-0.006932427175343037, -0.01554698683321476, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>male, adult, white, working on wood, making fu...</td>\n",
       "      <td>[0.0075802281498909, -0.01660185679793358, -0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>female, young, asian, taking a photo with a ca...</td>\n",
       "      <td>[-0.021007735282182693, 0.0020092143677175045,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>male, young, adult, and indonesian, and they a...</td>\n",
       "      <td>[0.005567923653870821, -0.011227607727050781, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>male, adult, white, reading a newspaper, cross...</td>\n",
       "      <td>[-0.00310553889721632, -0.014306269586086273, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>male, young, adult, and they are making art wi...</td>\n",
       "      <td>[-0.01417518686503172, 0.0007439599721692502, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>man, adult, white, cooking, frying, preparing ...</td>\n",
       "      <td>[0.029521696269512177, -0.029055563732981682, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>female, young, adult, white, sewing, working o...</td>\n",
       "      <td>[-0.03526139631867409, -0.01988639123737812, -...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>woman, adult, afro-american, meditating, yoga</td>\n",
       "      <td>[-0.012446131557226181, -0.0076660956256091595...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>young, white, male, chess, playing, chess</td>\n",
       "      <td>[-0.013341465033590794, -0.0061516840942204, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>senior, female, white, knitting, sitting at a ...</td>\n",
       "      <td>[-0.014964387752115726, -0.020549872890114784,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>male, adult, black, watering plants in a kitchen</td>\n",
       "      <td>[0.007813745178282261, -0.0238832775503397, -0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>male, adult, white, taking a photo with a camera</td>\n",
       "      <td>[-0.0014007792342454195, -0.014549323357641697...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>female, young, adult, white, running in the park</td>\n",
       "      <td>[-0.016341557726264, -0.006813231855630875, -0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>woman, adult, asian, putting flowers in a vase</td>\n",
       "      <td>[-0.010705491527915001, -0.021177690476179123,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>male, adult, black, golfing, teeing off</td>\n",
       "      <td>[-0.007410133257508278, -0.0337088406085968, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>senior, female, white, cutting a bush with sci...</td>\n",
       "      <td>[-0.01802080310881138, -0.010971213690936565, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>female, adult, white, and they are working on ...</td>\n",
       "      <td>[-0.005277314223349094, -0.010249543935060501,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>female, adult, white, coloring a mandala</td>\n",
       "      <td>[-0.008306702598929405, -0.008923959918320179,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>female, adult, white, and they are writing cal...</td>\n",
       "      <td>[-0.009160838089883327, -0.004411973524838686,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>young, adult, black, looking up at the sky, hat</td>\n",
       "      <td>[-0.0021372393239289522, -0.01824958808720112,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>woman, adult, white, carrying boxes, moving, m...</td>\n",
       "      <td>[-0.005828385706990957, -0.02749006822705269, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>female, young, asian, jogging</td>\n",
       "      <td>[-0.026153452694416046, 0.0027691503055393696,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>male, young, adult, and he is tying his shoe</td>\n",
       "      <td>[-0.011412062682211399, -0.02765008993446827, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>female, adult, asian, looking at the sky</td>\n",
       "      <td>[-0.0018404083093628287, -0.010524025186896324...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>male, adult, white, and they are mowing the lawn</td>\n",
       "      <td>[0.0015449236379936337, -0.013984126970171928,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>young, white, male, backpack, hiking, mountain...</td>\n",
       "      <td>[0.009684805758297443, -0.009723212569952011, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>senior, white, male, writing, drawing, paintin...</td>\n",
       "      <td>[-0.000647077162284404, -0.02026507630944252, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>male, young, black, reading to a baby, sitting...</td>\n",
       "      <td>[-0.011841034516692162, -0.01896604895591736, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>female, adult, black, singing into a microphon...</td>\n",
       "      <td>[-0.01541196834295988, -0.03266938403248787, -...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>male, adult, white, writing at a table, prepar...</td>\n",
       "      <td>[-0.003284888342022896, -0.014809079468250275,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>male, adult, white, posing with a bike</td>\n",
       "      <td>[0.0026045027188956738, -0.016796255484223366,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>male, adult, senior, and they are doing yoga i...</td>\n",
       "      <td>[0.0011133311782032251, -0.02724386751651764, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>woman, asian, adult, watering plants, watering...</td>\n",
       "      <td>[-0.00972410012036562, -0.015393211506307125, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>woman, adult, white, cleaning the mirror, clea...</td>\n",
       "      <td>[0.0025913098361343145, -0.006795837078243494,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>female, young, white, writing in a notebook,</td>\n",
       "      <td>[-0.025933420285582542, -0.005601309705525637,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>senior woman in floral dress with basket on bi...</td>\n",
       "      <td>[0.0028492496348917484, -0.02419431135058403, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>senior, male, white, playing with a rubik's cube</td>\n",
       "      <td>[-0.0015990560641512275, -0.010657108388841152...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>female, adult, asian, working on a sculpture</td>\n",
       "      <td>[-0.019934210926294327, -0.0018343155970796943...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>female, young, black, working on a project in ...</td>\n",
       "      <td>[-0.030555501580238342, -0.01458330824971199, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>female, young, adult, white, listening to musi...</td>\n",
       "      <td>[-0.011804008856415749, -0.0073822904378175735...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>female, young, adult, and white, and they are ...</td>\n",
       "      <td>[-0.02030368521809578, -0.024759646505117416, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>male, adult, black, walking a dog in the park</td>\n",
       "      <td>[0.00616084598004818, -0.020712537690997124, -...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Caption  \\\n",
       "0   male, young, indian, playing guitar, smiling, ...   \n",
       "1     woman, adult, white, sitting at a desk, writing   \n",
       "2   woman, adult, white, preparing food, preparing...   \n",
       "3        senior, white, male, holding a book, walking   \n",
       "4   female, adult, white, reading a book with a be...   \n",
       "5   senior, white, male, sewing, working on a sewi...   \n",
       "6   female, young, adult, and smiling while leanin...   \n",
       "7   young, white, male, listening to music, headph...   \n",
       "8   male, adult, white, working on wood, making fu...   \n",
       "9   female, young, asian, taking a photo with a ca...   \n",
       "10  male, young, adult, and indonesian, and they a...   \n",
       "11  male, adult, white, reading a newspaper, cross...   \n",
       "12  male, young, adult, and they are making art wi...   \n",
       "13  man, adult, white, cooking, frying, preparing ...   \n",
       "14  female, young, adult, white, sewing, working o...   \n",
       "15      woman, adult, afro-american, meditating, yoga   \n",
       "16          young, white, male, chess, playing, chess   \n",
       "17  senior, female, white, knitting, sitting at a ...   \n",
       "18   male, adult, black, watering plants in a kitchen   \n",
       "19   male, adult, white, taking a photo with a camera   \n",
       "20   female, young, adult, white, running in the park   \n",
       "21     woman, adult, asian, putting flowers in a vase   \n",
       "22            male, adult, black, golfing, teeing off   \n",
       "23  senior, female, white, cutting a bush with sci...   \n",
       "24  female, adult, white, and they are working on ...   \n",
       "25           female, adult, white, coloring a mandala   \n",
       "26  female, adult, white, and they are writing cal...   \n",
       "27    young, adult, black, looking up at the sky, hat   \n",
       "28  woman, adult, white, carrying boxes, moving, m...   \n",
       "29                      female, young, asian, jogging   \n",
       "30       male, young, adult, and he is tying his shoe   \n",
       "31           female, adult, asian, looking at the sky   \n",
       "32   male, adult, white, and they are mowing the lawn   \n",
       "33  young, white, male, backpack, hiking, mountain...   \n",
       "34  senior, white, male, writing, drawing, paintin...   \n",
       "35  male, young, black, reading to a baby, sitting...   \n",
       "36  female, adult, black, singing into a microphon...   \n",
       "37  male, adult, white, writing at a table, prepar...   \n",
       "38             male, adult, white, posing with a bike   \n",
       "39  male, adult, senior, and they are doing yoga i...   \n",
       "40  woman, asian, adult, watering plants, watering...   \n",
       "41  woman, adult, white, cleaning the mirror, clea...   \n",
       "42       female, young, white, writing in a notebook,   \n",
       "43  senior woman in floral dress with basket on bi...   \n",
       "44   senior, male, white, playing with a rubik's cube   \n",
       "45       female, adult, asian, working on a sculpture   \n",
       "46  female, young, black, working on a project in ...   \n",
       "47  female, young, adult, white, listening to musi...   \n",
       "48  female, young, adult, and white, and they are ...   \n",
       "49      male, adult, black, walking a dog in the park   \n",
       "\n",
       "                                            embedding  \n",
       "0   [-0.011041686870157719, -0.006765862926840782,...  \n",
       "1   [-0.010470823384821415, 0.0002593616663943976,...  \n",
       "2   [0.012738562189042568, -0.026432039216160774, ...  \n",
       "3   [0.00892753154039383, -0.024854984134435654, -...  \n",
       "4   [-0.015471101738512516, -0.011768052354454994,...  \n",
       "5   [-0.02783632092177868, -0.03537313640117645, -...  \n",
       "6   [-0.0005857327487319708, 0.007398729212582111,...  \n",
       "7   [-0.006932427175343037, -0.01554698683321476, ...  \n",
       "8   [0.0075802281498909, -0.01660185679793358, -0....  \n",
       "9   [-0.021007735282182693, 0.0020092143677175045,...  \n",
       "10  [0.005567923653870821, -0.011227607727050781, ...  \n",
       "11  [-0.00310553889721632, -0.014306269586086273, ...  \n",
       "12  [-0.01417518686503172, 0.0007439599721692502, ...  \n",
       "13  [0.029521696269512177, -0.029055563732981682, ...  \n",
       "14  [-0.03526139631867409, -0.01988639123737812, -...  \n",
       "15  [-0.012446131557226181, -0.0076660956256091595...  \n",
       "16  [-0.013341465033590794, -0.0061516840942204, 0...  \n",
       "17  [-0.014964387752115726, -0.020549872890114784,...  \n",
       "18  [0.007813745178282261, -0.0238832775503397, -0...  \n",
       "19  [-0.0014007792342454195, -0.014549323357641697...  \n",
       "20  [-0.016341557726264, -0.006813231855630875, -0...  \n",
       "21  [-0.010705491527915001, -0.021177690476179123,...  \n",
       "22  [-0.007410133257508278, -0.0337088406085968, 0...  \n",
       "23  [-0.01802080310881138, -0.010971213690936565, ...  \n",
       "24  [-0.005277314223349094, -0.010249543935060501,...  \n",
       "25  [-0.008306702598929405, -0.008923959918320179,...  \n",
       "26  [-0.009160838089883327, -0.004411973524838686,...  \n",
       "27  [-0.0021372393239289522, -0.01824958808720112,...  \n",
       "28  [-0.005828385706990957, -0.02749006822705269, ...  \n",
       "29  [-0.026153452694416046, 0.0027691503055393696,...  \n",
       "30  [-0.011412062682211399, -0.02765008993446827, ...  \n",
       "31  [-0.0018404083093628287, -0.010524025186896324...  \n",
       "32  [0.0015449236379936337, -0.013984126970171928,...  \n",
       "33  [0.009684805758297443, -0.009723212569952011, ...  \n",
       "34  [-0.000647077162284404, -0.02026507630944252, ...  \n",
       "35  [-0.011841034516692162, -0.01896604895591736, ...  \n",
       "36  [-0.01541196834295988, -0.03266938403248787, -...  \n",
       "37  [-0.003284888342022896, -0.014809079468250275,...  \n",
       "38  [0.0026045027188956738, -0.016796255484223366,...  \n",
       "39  [0.0011133311782032251, -0.02724386751651764, ...  \n",
       "40  [-0.00972410012036562, -0.015393211506307125, ...  \n",
       "41  [0.0025913098361343145, -0.006795837078243494,...  \n",
       "42  [-0.025933420285582542, -0.005601309705525637,...  \n",
       "43  [0.0028492496348917484, -0.02419431135058403, ...  \n",
       "44  [-0.0015990560641512275, -0.010657108388841152...  \n",
       "45  [-0.019934210926294327, -0.0018343155970796943...  \n",
       "46  [-0.030555501580238342, -0.01458330824971199, ...  \n",
       "47  [-0.011804008856415749, -0.0073822904378175735...  \n",
       "48  [-0.02030368521809578, -0.024759646505117416, ...  \n",
       "49  [0.00616084598004818, -0.020712537690997124, -...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images = pd.read_csv('./data/images.csv', index_col=0)\n",
    "images['embedding'] = images['Caption'].apply(get_embedding)\n",
    "images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a61d24a8",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Race</th>\n",
       "      <th>Likes</th>\n",
       "      <th>Dislikes</th>\n",
       "      <th>embedding</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Female</td>\n",
       "      <td>23</td>\n",
       "      <td>White</td>\n",
       "      <td>active;outdoors;learning</td>\n",
       "      <td>mental;crafts;homemaking</td>\n",
       "      <td>[-0.010761871002614498, -0.011412447225302456,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Male</td>\n",
       "      <td>42</td>\n",
       "      <td>Black</td>\n",
       "      <td>outdoors;mental;active</td>\n",
       "      <td>learning;exploration;arts</td>\n",
       "      <td>[-0.004902204847894608, -0.020479298185091466,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Female</td>\n",
       "      <td>25</td>\n",
       "      <td>Asian</td>\n",
       "      <td>crafts;indoors;arts</td>\n",
       "      <td>passive;mental;outdoors</td>\n",
       "      <td>[-0.009427704568952323, -0.0053283689776435494...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Male</td>\n",
       "      <td>68</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>passive;indoors;homemaking</td>\n",
       "      <td>relaxation;learning;physical</td>\n",
       "      <td>[-0.019659086503088476, 0.006189140398055315, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Female</td>\n",
       "      <td>39</td>\n",
       "      <td>White</td>\n",
       "      <td>mental;homemaking;crafts</td>\n",
       "      <td>outdoors;active;relaxation</td>\n",
       "      <td>[0.009292262489907444, -0.006819726130925118, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Male</td>\n",
       "      <td>43</td>\n",
       "      <td>Black</td>\n",
       "      <td>outdoors;exploration;relaxation</td>\n",
       "      <td>indoors;passive;homemaking</td>\n",
       "      <td>[0.0004858113825321202, -0.01771110842237249, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Female</td>\n",
       "      <td>22</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>active;mental;homenaking</td>\n",
       "      <td>learning;exploration;relaxation</td>\n",
       "      <td>[-0.029410792212001984, 0.014790286927018313, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Male</td>\n",
       "      <td>45</td>\n",
       "      <td>Asian</td>\n",
       "      <td>indoors;passive;exploration</td>\n",
       "      <td>outdoors;active;mental</td>\n",
       "      <td>[-0.011290624807588757, -0.0069435208424692965...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Female</td>\n",
       "      <td>35</td>\n",
       "      <td>White</td>\n",
       "      <td>active;outdoors;exploration</td>\n",
       "      <td>passive;indoors;physical</td>\n",
       "      <td>[-0.01298711784183979, -0.008983216958586128, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Male</td>\n",
       "      <td>31</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>mental;learning;relaxation</td>\n",
       "      <td>outdoors;active;arts</td>\n",
       "      <td>[-0.004691364313475787, 0.017402885621413587, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Female</td>\n",
       "      <td>26</td>\n",
       "      <td>Black</td>\n",
       "      <td>indoors;passive;crafts</td>\n",
       "      <td>outdoors;active;mental</td>\n",
       "      <td>[-0.010049853241071105, -0.013023385661654176,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Male</td>\n",
       "      <td>39</td>\n",
       "      <td>Asian</td>\n",
       "      <td>active;mental;homenaking</td>\n",
       "      <td>learning;exploration;relaxation</td>\n",
       "      <td>[-0.0013606426306068892, -0.015632232034113257...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Female</td>\n",
       "      <td>40</td>\n",
       "      <td>White</td>\n",
       "      <td>indoors;passive;exploration</td>\n",
       "      <td>outdoors;active;mental</td>\n",
       "      <td>[-0.0085549644427374, -0.01840671176323667, -0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Male</td>\n",
       "      <td>49</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>outdoors;active;arts</td>\n",
       "      <td>passive;indoors;physical</td>\n",
       "      <td>[-0.013936239574104545, 0.01345920345047489, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Female</td>\n",
       "      <td>37</td>\n",
       "      <td>Black</td>\n",
       "      <td>mental;learning;crafts</td>\n",
       "      <td>outdoors;active;relaxation</td>\n",
       "      <td>[0.00873739820672199, 0.0010690882802009585, -...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Male</td>\n",
       "      <td>41</td>\n",
       "      <td>White</td>\n",
       "      <td>outdoors;active;exploration</td>\n",
       "      <td>passive;indoors;physical</td>\n",
       "      <td>[-0.008570058178156615, -0.016259212570730597,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Female</td>\n",
       "      <td>48</td>\n",
       "      <td>Asian</td>\n",
       "      <td>active;mental;homenaking</td>\n",
       "      <td>learning;exploration;relaxation</td>\n",
       "      <td>[-0.007365093356929718, -0.015442311225342563,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Male</td>\n",
       "      <td>56</td>\n",
       "      <td>Hispanic</td>\n",
       "      <td>indoors;passive;exploration</td>\n",
       "      <td>outdoors;active;mental</td>\n",
       "      <td>[-0.014471617178060113, 0.011835614906158299, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Female</td>\n",
       "      <td>53</td>\n",
       "      <td>White</td>\n",
       "      <td>outdoors;active;arts</td>\n",
       "      <td>passive;indoors;physical</td>\n",
       "      <td>[-0.005996932950802147, -0.0154313956387341, -...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Male</td>\n",
       "      <td>60</td>\n",
       "      <td>Black</td>\n",
       "      <td>mental;learning;crafts</td>\n",
       "      <td>outdoors;active;relaxation</td>\n",
       "      <td>[0.004767476255074144, -0.008331703557632865, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Gender Age      Race                            Likes  \\\n",
       "0   Female  23     White         active;outdoors;learning   \n",
       "1     Male  42     Black           outdoors;mental;active   \n",
       "2   Female  25     Asian              crafts;indoors;arts   \n",
       "3     Male  68  Hispanic       passive;indoors;homemaking   \n",
       "4   Female  39     White         mental;homemaking;crafts   \n",
       "5     Male  43     Black  outdoors;exploration;relaxation   \n",
       "6   Female  22  Hispanic         active;mental;homenaking   \n",
       "7     Male  45     Asian      indoors;passive;exploration   \n",
       "8   Female  35     White      active;outdoors;exploration   \n",
       "9     Male  31  Hispanic       mental;learning;relaxation   \n",
       "10  Female  26     Black           indoors;passive;crafts   \n",
       "11    Male  39     Asian         active;mental;homenaking   \n",
       "12  Female  40     White      indoors;passive;exploration   \n",
       "13    Male  49  Hispanic             outdoors;active;arts   \n",
       "14  Female  37     Black           mental;learning;crafts   \n",
       "15    Male  41     White      outdoors;active;exploration   \n",
       "16  Female  48     Asian         active;mental;homenaking   \n",
       "17    Male  56  Hispanic      indoors;passive;exploration   \n",
       "18  Female  53     White             outdoors;active;arts   \n",
       "19    Male  60     Black           mental;learning;crafts   \n",
       "\n",
       "                           Dislikes  \\\n",
       "0          mental;crafts;homemaking   \n",
       "1         learning;exploration;arts   \n",
       "2           passive;mental;outdoors   \n",
       "3      relaxation;learning;physical   \n",
       "4        outdoors;active;relaxation   \n",
       "5        indoors;passive;homemaking   \n",
       "6   learning;exploration;relaxation   \n",
       "7            outdoors;active;mental   \n",
       "8          passive;indoors;physical   \n",
       "9              outdoors;active;arts   \n",
       "10           outdoors;active;mental   \n",
       "11  learning;exploration;relaxation   \n",
       "12           outdoors;active;mental   \n",
       "13         passive;indoors;physical   \n",
       "14       outdoors;active;relaxation   \n",
       "15         passive;indoors;physical   \n",
       "16  learning;exploration;relaxation   \n",
       "17           outdoors;active;mental   \n",
       "18         passive;indoors;physical   \n",
       "19       outdoors;active;relaxation   \n",
       "\n",
       "                                            embedding  \n",
       "0   [-0.010761871002614498, -0.011412447225302456,...  \n",
       "1   [-0.004902204847894608, -0.020479298185091466,...  \n",
       "2   [-0.009427704568952323, -0.0053283689776435494...  \n",
       "3   [-0.019659086503088476, 0.006189140398055315, ...  \n",
       "4   [0.009292262489907444, -0.006819726130925118, ...  \n",
       "5   [0.0004858113825321202, -0.01771110842237249, ...  \n",
       "6   [-0.029410792212001984, 0.014790286927018313, ...  \n",
       "7   [-0.011290624807588757, -0.0069435208424692965...  \n",
       "8   [-0.01298711784183979, -0.008983216958586128, ...  \n",
       "9   [-0.004691364313475787, 0.017402885621413587, ...  \n",
       "10  [-0.010049853241071105, -0.013023385661654176,...  \n",
       "11  [-0.0013606426306068892, -0.015632232034113257...  \n",
       "12  [-0.0085549644427374, -0.01840671176323667, -0...  \n",
       "13  [-0.013936239574104545, 0.01345920345047489, 0...  \n",
       "14  [0.00873739820672199, 0.0010690882802009585, -...  \n",
       "15  [-0.008570058178156615, -0.016259212570730597,...  \n",
       "16  [-0.007365093356929718, -0.015442311225342563,...  \n",
       "17  [-0.014471617178060113, 0.011835614906158299, ...  \n",
       "18  [-0.005996932950802147, -0.0154313956387341, -...  \n",
       "19  [0.004767476255074144, -0.008331703557632865, ...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users = pd.read_csv('./data/users.csv', dtype='str', index_col=0)\n",
    "users['embedding'] = users.apply(get_embedding_user, axis=1)\n",
    "users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ffcd5568",
   "metadata": {},
   "outputs": [],
   "source": [
    "center_embeddings(users)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a0fcdf41",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "186766a7",
   "metadata": {},
   "source": [
    "## Visualize content embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a45a939e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_embeddings()\n",
    "for df in [messages, images, users]:\n",
    "    center_embeddings(df)\n",
    "visualize_embeddings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4780f409",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a4cccab7",
   "metadata": {},
   "source": [
    "## Compute recommendations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c17bf7c2",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "User 0\n",
      "Demographics: 23 year old white female\n",
      "Likes: active, outdoors, learning\n",
      "Dislikes: mental, crafts, homemaking\n",
      "\n",
      "#6/#5 (41%): female, young, adult, and smiling while leaning on the edge of a pool\n",
      "Dive into the pool and feel the freedom! Swap screens for a refreshing swim, unleash your energy, and let the water ignite your senses.\n",
      "\n",
      "#48/#6 ( 9%): female, young, adult, and white, and they are lifting a barbell\n",
      "Why not give your thumbs a break and start pumping some iron? Weightlifting will boost your strength, tone your muscles, and leave you feeling unstoppable!\n",
      "\n",
      "#33/#1 ( 6%): young, white, male, backpack, hiking, mountain, forest, view\n",
      "Ditch the screen, hit the trail! Discover nature's wonders, boost your mood, and energize your body with an invigorating hike.\n",
      "\n",
      "#16/#16 ( 4%): young, white, male, chess, playing, chess\n",
      "Step away from the screen and dive into the captivating world of chess - sharpen your focus, boost problem-solving skills, and have a blast strategizing your way to victory!\n",
      "\n",
      "#20/#7 ( 3%): female, young, adult, white, running in the park\n",
      "Hey! Ready to get moving? Put down the screen and let's hit the pavement - jogging boosts energy, reduces stress, and gives you a natural high! Let's go!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 1\n",
      "Demographics: 42 year old black male\n",
      "Likes: outdoors, mental, active\n",
      "Dislikes: learning, exploration, arts\n",
      "\n",
      "#22/#9 (87%): male, adult, black, golfing, teeing off\n",
      "Step away from the screen and tee off into a world of fun and relaxation! Golfing boosts your mood, improves focus, and gets you outdoors enjoying nature. Let's swing into action!\n",
      "\n",
      "#38/#3 ( 4%): male, adult, white, posing with a bike\n",
      "Hey! Why not leave the screen behind and hop on your bike? Feel the wind in your hair, soak up the sunshine, and boost your mood while getting some exercise. Let's go biking and enjoy the great outdoors!\n",
      "\n",
      "#49/#4 ( 1%): male, adult, black, walking a dog in the park\n",
      "Step away from the screen and let's stroll! Walking boosts energy, clears the mind, and fills your day with fresh inspiration. Let's get moving!\n",
      "\n",
      "#49/#7 ( 1%): male, adult, black, walking a dog in the park\n",
      "Hey! Ready to get moving? Put down the screen and let's hit the pavement - jogging boosts energy, reduces stress, and gives you a natural high! Let's go!\n",
      "\n",
      "#49/#3 ( 1%): male, adult, black, walking a dog in the park\n",
      "Hey! Why not leave the screen behind and hop on your bike? Feel the wind in your hair, soak up the sunshine, and boost your mood while getting some exercise. Let's go biking and enjoy the great outdoors!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 2\n",
      "Demographics: 25 year old asian female\n",
      "Likes: crafts, indoors, arts\n",
      "Dislikes: passive, mental, outdoors\n",
      "\n",
      "#26/#25 (36%): female, adult, white, and they are writing calligraphy\n",
      "Why stare at a screen when you can create stunning art with a pen? Embrace the beauty and mindfulness of calligraphy, and unlock your artistic potential!\n",
      "\n",
      "#45/#27 (35%): female, adult, asian, working on a sculpture\n",
      "Step away from your screen and let your hands mold something extraordinary. Sculpting is a creative adventure that unleashes your imagination and brings joy to your soul. Start sculpting now and experience the incredible benefits of self-expression and relaxation.\n",
      "\n",
      "#9/#28 ( 7%): female, young, asian, taking a photo with a camera\n",
      "Capture the world through your lens and unlock a world of creativity, beauty, and self-expression. Embrace the magic of photography and watch your screen time fade away!\n",
      "\n",
      "#45/#25 ( 7%): female, adult, asian, working on a sculpture\n",
      "Why stare at a screen when you can create stunning art with a pen? Embrace the beauty and mindfulness of calligraphy, and unlock your artistic potential!\n",
      "\n",
      "#14/#33 ( 3%): female, young, adult, white, sewing, working on a sewing machine\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 3\n",
      "Demographics: 68 year old hispanic male\n",
      "Likes: passive, indoors, homemaking\n",
      "Dislikes: relaxation, learning, physical\n",
      "\n",
      "#44/#17 (28%): senior, male, white, playing with a rubik's cube\n",
      "Feeling screen overload? Time to conquer the colorful challenge of a Rubik's cube! Unleash your problem-solving skills, improve focus, and enjoy a satisfying victory! Let's cube it!\n",
      "\n",
      "#5/#33 (27%): senior, white, male, sewing, working on a sewing machine\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "#11/#13 (15%): male, adult, white, reading a newspaper, crossword puzzle\n",
      "Why not challenge your brain and have some fun with crosswords? They boost your mental agility and memory while giving you a break from screens!\n",
      "\n",
      "#8/#35 ( 8%): male, adult, white, working on wood, making furniture\n",
      "Get off your screen and embrace the joy of woodworking! Discover the satisfaction of creating something with your own hands while unleashing your imagination and reducing stress. Start your woodworking adventure today!\n",
      "\n",
      "#22/#9 ( 5%): male, adult, black, golfing, teeing off\n",
      "Step away from the screen and tee off into a world of fun and relaxation! Golfing boosts your mood, improves focus, and gets you outdoors enjoying nature. Let's swing into action!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 4\n",
      "Demographics: 39 year old white female\n",
      "Likes: mental, homemaking, crafts\n",
      "Dislikes: outdoors, active, relaxation\n",
      "\n",
      "#2/#31 (44%): woman, adult, white, preparing food, preparing food, cooking, cooking, cooking,\n",
      "Why not whip up a delicious meal and discover the joy of creating something amazing in the kitchen? Cooking can be a tasty way to unwind, explore new flavors, and nourish your body and soul.\n",
      "\n",
      "#14/#33 (34%): female, young, adult, white, sewing, working on a sewing machine\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "#41/#30 ( 6%): woman, adult, white, cleaning the mirror, cleaning the house\n",
      "Give your screen a break and let's clean instead! Cleaning not only tidies up your space, but also clears your mind and brings a fresh start to your day. Let's get cleaning and enjoy the benefits of a clean and organized space!\n",
      "\n",
      "#24/#12 ( 2%): female, adult, white, and they are working on a puzzle\n",
      "Why not give your brain a workout and have some fun at the same time? Grab a jigsaw puzzle and let your problem-solving skills shine while enjoying the benefits of improved focus and relaxation!\n",
      "\n",
      "#5/#33 ( 2%): senior, white, male, sewing, working on a sewing machine\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 5\n",
      "Demographics: 43 year old black male\n",
      "Likes: outdoors, exploration, relaxation\n",
      "Dislikes: indoors, passive, homemaking\n",
      "\n",
      "#22/#9 (72%): male, adult, black, golfing, teeing off\n",
      "Step away from the screen and tee off into a world of fun and relaxation! Golfing boosts your mood, improves focus, and gets you outdoors enjoying nature. Let's swing into action!\n",
      "\n",
      "#33/#1 ( 6%): young, white, male, backpack, hiking, mountain, forest, view\n",
      "Ditch the screen, hit the trail! Discover nature's wonders, boost your mood, and energize your body with an invigorating hike.\n",
      "\n",
      "#44/#17 ( 5%): senior, male, white, playing with a rubik's cube\n",
      "Feeling screen overload? Time to conquer the colorful challenge of a Rubik's cube! Unleash your problem-solving skills, improve focus, and enjoy a satisfying victory! Let's cube it!\n",
      "\n",
      "#49/#4 ( 3%): male, adult, black, walking a dog in the park\n",
      "Step away from the screen and let's stroll! Walking boosts energy, clears the mind, and fills your day with fresh inspiration. Let's get moving!\n",
      "\n",
      "#49/#1 ( 2%): male, adult, black, walking a dog in the park\n",
      "Ditch the screen, hit the trail! Discover nature's wonders, boost your mood, and energize your body with an invigorating hike.\n",
      "\n",
      "================================================\n",
      "\n",
      "User 6\n",
      "Demographics: 22 year old hispanic female\n",
      "Likes: active, mental, homenaking\n",
      "Dislikes: learning, exploration, relaxation\n",
      "\n",
      "#6/#5 (15%): female, young, adult, and smiling while leaning on the edge of a pool\n",
      "Dive into the pool and feel the freedom! Swap screens for a refreshing swim, unleash your energy, and let the water ignite your senses.\n",
      "\n",
      "#14/#33 (14%): female, young, adult, white, sewing, working on a sewing machine\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "#41/#30 (11%): woman, adult, white, cleaning the mirror, cleaning the house\n",
      "Give your screen a break and let's clean instead! Cleaning not only tidies up your space, but also clears your mind and brings a fresh start to your day. Let's get cleaning and enjoy the benefits of a clean and organized space!\n",
      "\n",
      "#48/#6 ( 8%): female, young, adult, and white, and they are lifting a barbell\n",
      "Why not give your thumbs a break and start pumping some iron? Weightlifting will boost your strength, tone your muscles, and leave you feeling unstoppable!\n",
      "\n",
      "#36/#24 ( 6%): female, adult, black, singing into a microphone, performing\n",
      "Give your eyes a break and let your voice shine! Singing boosts mood, relieves stress, and brings joy to your day. So put down the screen and start serenading!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 7\n",
      "Demographics: 45 year old asian male\n",
      "Likes: indoors, passive, exploration\n",
      "Dislikes: outdoors, active, mental\n",
      "\n",
      "#9/#28 (16%): female, young, asian, taking a photo with a camera\n",
      "Capture the world through your lens and unlock a world of creativity, beauty, and self-expression. Embrace the magic of photography and watch your screen time fade away!\n",
      "\n",
      "#26/#25 (13%): female, adult, white, and they are writing calligraphy\n",
      "Why stare at a screen when you can create stunning art with a pen? Embrace the beauty and mindfulness of calligraphy, and unlock your artistic potential!\n",
      "\n",
      "#8/#35 (10%): male, adult, white, working on wood, making furniture\n",
      "Get off your screen and embrace the joy of woodworking! Discover the satisfaction of creating something with your own hands while unleashing your imagination and reducing stress. Start your woodworking adventure today!\n",
      "\n",
      "#44/#17 ( 9%): senior, male, white, playing with a rubik's cube\n",
      "Feeling screen overload? Time to conquer the colorful challenge of a Rubik's cube! Unleash your problem-solving skills, improve focus, and enjoy a satisfying victory! Let's cube it!\n",
      "\n",
      "#45/#27 ( 8%): female, adult, asian, working on a sculpture\n",
      "Step away from your screen and let your hands mold something extraordinary. Sculpting is a creative adventure that unleashes your imagination and brings joy to your soul. Start sculpting now and experience the incredible benefits of self-expression and relaxation.\n",
      "\n",
      "================================================\n",
      "\n",
      "User 8\n",
      "Demographics: 35 year old white female\n",
      "Likes: active, outdoors, exploration\n",
      "Dislikes: passive, indoors, physical\n",
      "\n",
      "#2/#31 (34%): woman, adult, white, preparing food, preparing food, cooking, cooking, cooking,\n",
      "Why not whip up a delicious meal and discover the joy of creating something amazing in the kitchen? Cooking can be a tasty way to unwind, explore new flavors, and nourish your body and soul.\n",
      "\n",
      "#33/#1 ( 7%): young, white, male, backpack, hiking, mountain, forest, view\n",
      "Ditch the screen, hit the trail! Discover nature's wonders, boost your mood, and energize your body with an invigorating hike.\n",
      "\n",
      "#43/#3 ( 4%): senior woman in floral dress with basket on bike in park with trees\n",
      "Hey! Why not leave the screen behind and hop on your bike? Feel the wind in your hair, soak up the sunshine, and boost your mood while getting some exercise. Let's go biking and enjoy the great outdoors!\n",
      "\n",
      "#48/#6 ( 4%): female, young, adult, and white, and they are lifting a barbell\n",
      "Why not give your thumbs a break and start pumping some iron? Weightlifting will boost your strength, tone your muscles, and leave you feeling unstoppable!\n",
      "\n",
      "#6/#5 ( 3%): female, young, adult, and smiling while leaning on the edge of a pool\n",
      "Dive into the pool and feel the freedom! Swap screens for a refreshing swim, unleash your energy, and let the water ignite your senses.\n",
      "\n",
      "================================================\n",
      "\n",
      "User 9\n",
      "Demographics: 31 year old hispanic male\n",
      "Likes: mental, learning, relaxation\n",
      "Dislikes: outdoors, active, arts\n",
      "\n",
      "#44/#17 (45%): senior, male, white, playing with a rubik's cube\n",
      "Feeling screen overload? Time to conquer the colorful challenge of a Rubik's cube! Unleash your problem-solving skills, improve focus, and enjoy a satisfying victory! Let's cube it!\n",
      "\n",
      "#11/#13 (22%): male, adult, white, reading a newspaper, crossword puzzle\n",
      "Why not challenge your brain and have some fun with crosswords? They boost your mental agility and memory while giving you a break from screens!\n",
      "\n",
      "#22/#9 ( 7%): male, adult, black, golfing, teeing off\n",
      "Step away from the screen and tee off into a world of fun and relaxation! Golfing boosts your mood, improves focus, and gets you outdoors enjoying nature. Let's swing into action!\n",
      "\n",
      "#16/#16 ( 5%): young, white, male, chess, playing, chess\n",
      "Step away from the screen and dive into the captivating world of chess - sharpen your focus, boost problem-solving skills, and have a blast strategizing your way to victory!\n",
      "\n",
      "#8/#35 ( 3%): male, adult, white, working on wood, making furniture\n",
      "Get off your screen and embrace the joy of woodworking! Discover the satisfaction of creating something with your own hands while unleashing your imagination and reducing stress. Start your woodworking adventure today!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 10\n",
      "Demographics: 26 year old black female\n",
      "Likes: indoors, passive, crafts\n",
      "Dislikes: outdoors, active, mental\n",
      "\n",
      "#14/#33 (28%): female, young, adult, white, sewing, working on a sewing machine\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "#46/#33 (14%): female, young, black, working on a project in a workshop\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "#36/#24 (13%): female, adult, black, singing into a microphone, performing\n",
      "Give your eyes a break and let your voice shine! Singing boosts mood, relieves stress, and brings joy to your day. So put down the screen and start serenading!\n",
      "\n",
      "#2/#31 ( 6%): woman, adult, white, preparing food, preparing food, cooking, cooking, cooking,\n",
      "Why not whip up a delicious meal and discover the joy of creating something amazing in the kitchen? Cooking can be a tasty way to unwind, explore new flavors, and nourish your body and soul.\n",
      "\n",
      "#46/#26 ( 5%): female, young, black, working on a project in a workshop\n",
      "Why not switch off your screen and dive into the world of embroidery? It's a fantastic way to relax, unleash your creativity, and create something beautiful!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 11\n",
      "Demographics: 39 year old asian male\n",
      "Likes: active, mental, homenaking\n",
      "Dislikes: learning, exploration, relaxation\n",
      "\n",
      "#9/#28 (13%): female, young, asian, taking a photo with a camera\n",
      "Capture the world through your lens and unlock a world of creativity, beauty, and self-expression. Embrace the magic of photography and watch your screen time fade away!\n",
      "\n",
      "#22/#9 (12%): male, adult, black, golfing, teeing off\n",
      "Step away from the screen and tee off into a world of fun and relaxation! Golfing boosts your mood, improves focus, and gets you outdoors enjoying nature. Let's swing into action!\n",
      "\n",
      "#45/#27 (12%): female, adult, asian, working on a sculpture\n",
      "Step away from your screen and let your hands mold something extraordinary. Sculpting is a creative adventure that unleashes your imagination and brings joy to your soul. Start sculpting now and experience the incredible benefits of self-expression and relaxation.\n",
      "\n",
      "#29/#7 ( 9%): female, young, asian, jogging\n",
      "Hey! Ready to get moving? Put down the screen and let's hit the pavement - jogging boosts energy, reduces stress, and gives you a natural high! Let's go!\n",
      "\n",
      "#8/#35 ( 8%): male, adult, white, working on wood, making furniture\n",
      "Get off your screen and embrace the joy of woodworking! Discover the satisfaction of creating something with your own hands while unleashing your imagination and reducing stress. Start your woodworking adventure today!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 12\n",
      "Demographics: 40 year old white female\n",
      "Likes: indoors, passive, exploration\n",
      "Dislikes: outdoors, active, mental\n",
      "\n",
      "#2/#31 (43%): woman, adult, white, preparing food, preparing food, cooking, cooking, cooking,\n",
      "Why not whip up a delicious meal and discover the joy of creating something amazing in the kitchen? Cooking can be a tasty way to unwind, explore new flavors, and nourish your body and soul.\n",
      "\n",
      "#14/#33 (10%): female, young, adult, white, sewing, working on a sewing machine\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "#41/#30 ( 7%): woman, adult, white, cleaning the mirror, cleaning the house\n",
      "Give your screen a break and let's clean instead! Cleaning not only tidies up your space, but also clears your mind and brings a fresh start to your day. Let's get cleaning and enjoy the benefits of a clean and organized space!\n",
      "\n",
      "#17/#32 ( 5%): senior, female, white, knitting, sitting at a table\n",
      "Why not give your eyes a break and pick up some knitting needles instead? Knitting is a relaxing and rewarding hobby that can help reduce screen time and boost your creativity!\n",
      "\n",
      "#44/#17 ( 4%): senior, male, white, playing with a rubik's cube\n",
      "Feeling screen overload? Time to conquer the colorful challenge of a Rubik's cube! Unleash your problem-solving skills, improve focus, and enjoy a satisfying victory! Let's cube it!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 13\n",
      "Demographics: 49 year old hispanic male\n",
      "Likes: outdoors, active, arts\n",
      "Dislikes: passive, indoors, physical\n",
      "\n",
      "#22/#9 (42%): male, adult, black, golfing, teeing off\n",
      "Step away from the screen and tee off into a world of fun and relaxation! Golfing boosts your mood, improves focus, and gets you outdoors enjoying nature. Let's swing into action!\n",
      "\n",
      "#44/#17 (14%): senior, male, white, playing with a rubik's cube\n",
      "Feeling screen overload? Time to conquer the colorful challenge of a Rubik's cube! Unleash your problem-solving skills, improve focus, and enjoy a satisfying victory! Let's cube it!\n",
      "\n",
      "#8/#35 (10%): male, adult, white, working on wood, making furniture\n",
      "Get off your screen and embrace the joy of woodworking! Discover the satisfaction of creating something with your own hands while unleashing your imagination and reducing stress. Start your woodworking adventure today!\n",
      "\n",
      "#11/#13 ( 8%): male, adult, white, reading a newspaper, crossword puzzle\n",
      "Why not challenge your brain and have some fun with crosswords? They boost your mental agility and memory while giving you a break from screens!\n",
      "\n",
      "#33/#1 ( 7%): young, white, male, backpack, hiking, mountain, forest, view\n",
      "Ditch the screen, hit the trail! Discover nature's wonders, boost your mood, and energize your body with an invigorating hike.\n",
      "\n",
      "================================================\n",
      "\n",
      "User 14\n",
      "Demographics: 37 year old black female\n",
      "Likes: mental, learning, crafts\n",
      "Dislikes: outdoors, active, relaxation\n",
      "\n",
      "#14/#33 (30%): female, young, adult, white, sewing, working on a sewing machine\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "#36/#24 (24%): female, adult, black, singing into a microphone, performing\n",
      "Give your eyes a break and let your voice shine! Singing boosts mood, relieves stress, and brings joy to your day. So put down the screen and start serenading!\n",
      "\n",
      "#2/#31 ( 8%): woman, adult, white, preparing food, preparing food, cooking, cooking, cooking,\n",
      "Why not whip up a delicious meal and discover the joy of creating something amazing in the kitchen? Cooking can be a tasty way to unwind, explore new flavors, and nourish your body and soul.\n",
      "\n",
      "#46/#33 ( 5%): female, young, black, working on a project in a workshop\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "#26/#25 ( 3%): female, adult, white, and they are writing calligraphy\n",
      "Why stare at a screen when you can create stunning art with a pen? Embrace the beauty and mindfulness of calligraphy, and unlock your artistic potential!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 15\n",
      "Demographics: 41 year old white male\n",
      "Likes: outdoors, active, exploration\n",
      "Dislikes: passive, indoors, physical\n",
      "\n",
      "#22/#9 (34%): male, adult, black, golfing, teeing off\n",
      "Step away from the screen and tee off into a world of fun and relaxation! Golfing boosts your mood, improves focus, and gets you outdoors enjoying nature. Let's swing into action!\n",
      "\n",
      "#33/#1 (18%): young, white, male, backpack, hiking, mountain, forest, view\n",
      "Ditch the screen, hit the trail! Discover nature's wonders, boost your mood, and energize your body with an invigorating hike.\n",
      "\n",
      "#8/#35 (15%): male, adult, white, working on wood, making furniture\n",
      "Get off your screen and embrace the joy of woodworking! Discover the satisfaction of creating something with your own hands while unleashing your imagination and reducing stress. Start your woodworking adventure today!\n",
      "\n",
      "#16/#16 ( 8%): young, white, male, chess, playing, chess\n",
      "Step away from the screen and dive into the captivating world of chess - sharpen your focus, boost problem-solving skills, and have a blast strategizing your way to victory!\n",
      "\n",
      "#11/#13 ( 7%): male, adult, white, reading a newspaper, crossword puzzle\n",
      "Why not challenge your brain and have some fun with crosswords? They boost your mental agility and memory while giving you a break from screens!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 16\n",
      "Demographics: 48 year old asian female\n",
      "Likes: active, mental, homenaking\n",
      "Dislikes: learning, exploration, relaxation\n",
      "\n",
      "#45/#27 (26%): female, adult, asian, working on a sculpture\n",
      "Step away from your screen and let your hands mold something extraordinary. Sculpting is a creative adventure that unleashes your imagination and brings joy to your soul. Start sculpting now and experience the incredible benefits of self-expression and relaxation.\n",
      "\n",
      "#26/#25 (20%): female, adult, white, and they are writing calligraphy\n",
      "Why stare at a screen when you can create stunning art with a pen? Embrace the beauty and mindfulness of calligraphy, and unlock your artistic potential!\n",
      "\n",
      "#9/#28 (14%): female, young, asian, taking a photo with a camera\n",
      "Capture the world through your lens and unlock a world of creativity, beauty, and self-expression. Embrace the magic of photography and watch your screen time fade away!\n",
      "\n",
      "#45/#25 ( 6%): female, adult, asian, working on a sculpture\n",
      "Why stare at a screen when you can create stunning art with a pen? Embrace the beauty and mindfulness of calligraphy, and unlock your artistic potential!\n",
      "\n",
      "#29/#7 ( 3%): female, young, asian, jogging\n",
      "Hey! Ready to get moving? Put down the screen and let's hit the pavement - jogging boosts energy, reduces stress, and gives you a natural high! Let's go!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 17\n",
      "Demographics: 56 year old hispanic male\n",
      "Likes: indoors, passive, exploration\n",
      "Dislikes: outdoors, active, mental\n",
      "\n",
      "#44/#17 (70%): senior, male, white, playing with a rubik's cube\n",
      "Feeling screen overload? Time to conquer the colorful challenge of a Rubik's cube! Unleash your problem-solving skills, improve focus, and enjoy a satisfying victory! Let's cube it!\n",
      "\n",
      "#11/#13 ( 7%): male, adult, white, reading a newspaper, crossword puzzle\n",
      "Why not challenge your brain and have some fun with crosswords? They boost your mental agility and memory while giving you a break from screens!\n",
      "\n",
      "#5/#33 ( 6%): senior, white, male, sewing, working on a sewing machine\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "#8/#35 ( 3%): male, adult, white, working on wood, making furniture\n",
      "Get off your screen and embrace the joy of woodworking! Discover the satisfaction of creating something with your own hands while unleashing your imagination and reducing stress. Start your woodworking adventure today!\n",
      "\n",
      "#16/#16 ( 2%): young, white, male, chess, playing, chess\n",
      "Step away from the screen and dive into the captivating world of chess - sharpen your focus, boost problem-solving skills, and have a blast strategizing your way to victory!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 18\n",
      "Demographics: 53 year old white female\n",
      "Likes: outdoors, active, arts\n",
      "Dislikes: passive, indoors, physical\n",
      "\n",
      "#43/#3 (14%): senior woman in floral dress with basket on bike in park with trees\n",
      "Hey! Why not leave the screen behind and hop on your bike? Feel the wind in your hair, soak up the sunshine, and boost your mood while getting some exercise. Let's go biking and enjoy the great outdoors!\n",
      "\n",
      "#2/#31 (14%): woman, adult, white, preparing food, preparing food, cooking, cooking, cooking,\n",
      "Why not whip up a delicious meal and discover the joy of creating something amazing in the kitchen? Cooking can be a tasty way to unwind, explore new flavors, and nourish your body and soul.\n",
      "\n",
      "#33/#1 ( 7%): young, white, male, backpack, hiking, mountain, forest, view\n",
      "Ditch the screen, hit the trail! Discover nature's wonders, boost your mood, and energize your body with an invigorating hike.\n",
      "\n",
      "#26/#25 ( 4%): female, adult, white, and they are writing calligraphy\n",
      "Why stare at a screen when you can create stunning art with a pen? Embrace the beauty and mindfulness of calligraphy, and unlock your artistic potential!\n",
      "\n",
      "#44/#17 ( 4%): senior, male, white, playing with a rubik's cube\n",
      "Feeling screen overload? Time to conquer the colorful challenge of a Rubik's cube! Unleash your problem-solving skills, improve focus, and enjoy a satisfying victory! Let's cube it!\n",
      "\n",
      "================================================\n",
      "\n",
      "User 19\n",
      "Demographics: 60 year old black male\n",
      "Likes: mental, learning, crafts\n",
      "Dislikes: outdoors, active, relaxation\n",
      "\n",
      "#44/#17 (50%): senior, male, white, playing with a rubik's cube\n",
      "Feeling screen overload? Time to conquer the colorful challenge of a Rubik's cube! Unleash your problem-solving skills, improve focus, and enjoy a satisfying victory! Let's cube it!\n",
      "\n",
      "#5/#33 (17%): senior, white, male, sewing, working on a sewing machine\n",
      "Put down the screen and pick up a needle - sewing is waiting to unleash your creativity and bring a sense of fulfillment and joy to your day!\n",
      "\n",
      "#8/#35 (13%): male, adult, white, working on wood, making furniture\n",
      "Get off your screen and embrace the joy of woodworking! Discover the satisfaction of creating something with your own hands while unleashing your imagination and reducing stress. Start your woodworking adventure today!\n",
      "\n",
      "#22/#9 ( 6%): male, adult, black, golfing, teeing off\n",
      "Step away from the screen and tee off into a world of fun and relaxation! Golfing boosts your mood, improves focus, and gets you outdoors enjoying nature. Let's swing into action!\n",
      "\n",
      "#11/#13 ( 2%): male, adult, white, reading a newspaper, crossword puzzle\n",
      "Why not challenge your brain and have some fun with crosswords? They boost your mental agility and memory while giving you a break from screens!\n",
      "\n",
      "================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "prefs = get_prefs(k=5, temp=.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eeb42a2c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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