Using GPT-4o mini to tag & caption images
Source: openai_cookbooks

# Using GPT-4o mini to tag & caption imagesThis notebook explores how to leverage the vision capabilities of the GPT-4* models (for example `gpt-4o`, `gpt-4o-mini` or `gpt-4-turbo`) to tag & caption images. We can leverage the multimodal capabilities of these models to provide input images along with additional context on what they represent, and prompt the model to output tags or image descriptions. The image descriptions can then be further refined with a language model (in this notebook, we'll use `gpt-4o-mini`) to generate captions. Generating text content from images can be useful for multiple use cases, especially use cases involving search.  We will illustrate a search use case in this notebook by using generated keywords and product captions to search for products - both from a text input and an image input.As an example, we will use a dataset of Amazon furniture items, tag them with relevant keywords and generate short, descriptive captions.## Setup```python# Install dependencies if needed%pip install openai%pip install scikit-learn``````pythonfrom IPython.display import Image, displayimport pandas as pdfrom sklearn.metrics.pairwise import cosine_similarityimport numpy as npfrom openai import OpenAI# Initializing OpenAI client - see https://platform.openai.com/docs/quickstart?context=pythonclient = OpenAI()``````python# Loading datasetdataset_path =  "data/amazon_furniture_dataset.csv"df = pd.read_csv(dataset_path)df.head()```<div><style scoped>    .dataframe tbody tr th:only-of-type {        vertical-align: middle;    }    .dataframe tbody tr th {        vertical-align: top;    }    .dataframe thead th {        text-align: right;    }</style><table border="1" class="dataframe">  <thead>    <tr style="text-align: right;">      <th></th>      <th>asin</th>      <th>url</th>      <th>title</th>      <th>brand</th>      <th>price</th>      <th>availability</th>      <th>categories</th>      <th>primary_image</th>      <th>images</th>      <th>upc</th>      <th>...</th>      <th>color</th>      <th>material</th>      <th>style</th>      <th>important_information</th>      <th>product_overview</th>      <th>about_item</th>      <th>description</th>      <th>specifications</th>      <th>uniq_id</th>      <th>scraped_at</th>    </tr>  </thead>  <tbody>    <tr>      <th>0</th>      <td>B0CJHKVG6P</td>      <td>https://www.amazon.com/dp/B0CJHKVG6P</td>      <td>GOYMFK 1pc Free Standing Shoe Rack, Multi-laye...</td>      <td>GOYMFK</td>      <td>$24.99</td>      <td>Only 13 left in stock - order soon.</td>      <td>['Home &amp; Kitchen', 'Storage &amp; Organization', '...</td>      <td>https://m.media-amazon.com/images/I/416WaLx10j...</td>      <td>['https://m.media-amazon.com/images/I/416WaLx1...</td>      <td>NaN</td>      <td>...</td>      <td>White</td>      <td>Metal</td>      <td>Modern</td>      <td>[]</td>      <td>[{'Brand': ' GOYMFK '}, {'Color': ' White '}, ...</td>      <td>['Multiple layers: Provides ample storage spac...</td>      <td>multiple shoes, coats, hats, and other items E...</td>      <td>['Brand: GOYMFK', 'Color: White', 'Material: M...</td>      <td>02593e81-5c09-5069-8516-b0b29f439ded</td>      <td>2024-02-02 15:15:08</td>    </tr>    <tr>      <th>1</th>      <td>B0B66QHB23</td>      <td>https://www.amazon.com/dp/B0B66QHB23</td>      <td>subrtex Leather ding Room, Dining Chairs Set o...</td>      <td>subrtex</td>      <td>NaN</td>      <td>NaN</td>      <td>['Home &amp; Kitchen', 'Furniture', 'Dining Room F...</td>      <td>https://m.media-amazon.com/images/I/31SejUEWY7...</td>      <td>['https://m.media-amazon.com/images/I/31SejUEW...</td>      <td>NaN</td>      <td>...</td>      <td>Black</td>      <td>Sponge</td>      <td>Black Rubber Wood</td>      <td>[]</td>      <td>NaN</td>      <td>['【Easy Assembly】: Set of 2 dining room chairs...</td>      <td>subrtex Dining chairs Set of 2</td>      <td>['Brand: subrtex', 'Color: Black', 'Product Di...</td>      <td>5938d217-b8c5-5d3e-b1cf-e28e340f292e</td>      <td>2024-02-02 15:15:09</td>    </tr>    <tr>      <th>2</th>      <td>B0BXRTWLYK</td>      <td>https://www.amazon.com/dp/B0BXRTWLYK</td>      <td>Plant Repotting Mat MUYETOL Waterproof Transpl...</td>      <td>MUYETOL</td>      <td>$5.98</td>      <td>In Stock</td>      <td>['Patio, Lawn &amp; Garden', 'Outdoor Décor', 'Doo...</td>      <td>https://m.media-amazon.com/images/I/41RgefVq70...</td>      <td>['https://m.media-amazon.com/images/I/41RgefVq...</td>      <td>NaN</td>      <td>...</td>      <td>Green</td>      <td>Polyethylene</td>      <td>Modern</td>      <td>[]</td>      <td>[{'Brand': ' MUYETOL '}, {'Size': ' 26.8*26.8 ...</td>      <td>['PLANT REPOTTING MAT SIZE: 26.8" x 26.8", squ...</td>      <td>NaN</td>      <td>['Brand: MUYETOL', 'Size: 26.8*26.8', 'Item We...</td>      <td>b2ede786-3f51-5a45-9a5b-bcf856958cd8</td>      <td>2024-02-02 15:15:09</td>    </tr>    <tr>      <th>3</th>      <td>B0C1MRB2M8</td>      <td>https://www.amazon.com/dp/B0C1MRB2M8</td>      <td>Pickleball Doormat, Welcome Doormat Absorbent ...</td>      <td>VEWETOL</td>      <td>$13.99</td>      <td>Only 10 left in stock - order soon.</td>      <td>['Patio, Lawn &amp; Garden', 'Outdoor Décor', 'Doo...</td>      <td>https://m.media-amazon.com/images/I/61vz1Igler...</td>      <td>['https://m.media-amazon.com/images/I/61vz1Igl...</td>      <td>NaN</td>      <td>...</td>      <td>A5589</td>      <td>Rubber</td>      <td>Modern</td>      <td>[]</td>      <td>[{'Brand': ' VEWETOL '}, {'Size': ' 16*24INCH ...</td>      <td>['Specifications: 16x24 Inch ', " High-Quality...</td>      <td>The decorative doormat features a subtle textu...</td>      <td>['Brand: VEWETOL', 'Size: 16*24INCH', 'Materia...</td>      <td>8fd9377b-cfa6-5f10-835c-6b8eca2816b5</td>      <td>2024-02-02 15:15:10</td>    </tr>    <tr>      <th>4</th>      <td>B0CG1N9QRC</td>      <td>https://www.amazon.com/dp/B0CG1N9QRC</td>      <td>JOIN IRON Foldable TV Trays for Eating Set of ...</td>      <td>JOIN IRON Store</td>      <td>$89.99</td>      <td>Usually ships within 5 to 6 weeks</td>      <td>['Home &amp; Kitchen', 'Furniture', 'Game &amp; Recrea...</td>      <td>https://m.media-amazon.com/images/I/41p4d4VJnN...</td>      <td>['https://m.media-amazon.com/images/I/41p4d4VJ...</td>      <td>NaN</td>      <td>...</td>      <td>Grey Set of 4</td>      <td>Iron</td>      <td>X Classic Style</td>      <td>[]</td>      <td>NaN</td>      <td>['Includes 4 Folding Tv Tray Tables And one Co...</td>      <td>Set of Four Folding Trays With Matching Storag...</td>      <td>['Brand: JOIN IRON', 'Shape: Rectangular', 'In...</td>      <td>bdc9aa30-9439-50dc-8e89-213ea211d66a</td>      <td>2024-02-02 15:15:11</td>    </tr>  </tbody></table><p>5 rows × 25 columns</p></div>## Tag imagesIn this section, we'll use GPT-4o mini to generate relevant tags for our products.We'll use a simple zero-shot approach to extract keywords, and deduplicate those keywords using embeddings to avoid having multiple keywords that are too similar.We will use a combination of an image and the product title to avoid extracting keywords for other items that are depicted in the image - sometimes there are multiple items used in the scene and we want to focus on just the one we want to tag.### Extract keywords```pythonsystem_prompt = '''    You are an agent specialized in tagging images of furniture items, decorative items, or furnishings with relevant keywords that could be used to search for these items on a marketplace.        You will be provided with an image and the title of the item that is depicted in the image, and your goal is to extract keywords for only the item specified.         Keywords should be concise and in lower case.         Keywords can describe things like:    - Item type e.g. 'sofa bed', 'chair', 'desk', 'plant'    - Item material e.g. 'wood', 'metal', 'fabric'    - Item style e.g. 'scandinavian', 'vintage', 'industrial'    - Item color e.g. 'red', 'blue', 'white'        Only deduce material, style or color keywords when it is obvious that they make the item depicted in the image stand out.    Return keywords in the format of an array of strings, like this:    ['desk', 'industrial', 'metal']    '''def analyze_image(img_url, title):    response = client.chat.completions.create(    model="gpt-4o-mini",    messages=[        {            "role": "system",            "content": system_prompt        },        {            "role": "user",            "content": [                {                    "type": "image_url",                    "image_url": {                        "url": img_url,                    }                },            ],        },        {            "role": "user",            "content": title        }    ],        max_tokens=300,        top_p=0.1    )    return response.choices[0].message.content```#### Testing with a few examples```pythonexamples = df.iloc[:5]``````pythonfor index, ex in examples.iterrows():    url = ex['primary_image']    img = Image(url=url)    display(img)    result = analyze_image(url, ex['title'])    print(result)    print("\n\n")```<img src="https://m.media-amazon.com/images/I/416WaLx10jL._SS522_.jpg"/>    ['shoe rack', 'metal', 'white', 'multi-layer', 'hooks']            <img src="https://m.media-amazon.com/images/I/31SejUEWY7L._SS522_.jpg"/>    ['dining chair', 'leather', 'black']            <img src="https://m.media-amazon.com/images/I/41RgefVq70L._SS522_.jpg"/>    ['repotting mat', 'waterproof', 'portable', 'foldable', 'green']            <img src="https://m.media-amazon.com/images/I/61vz1IglerL._SS522_.jpg"/>    ['doormat', 'absorbent', 'non-slip', 'coconut fiber', 'welcome', 'pickleball', 'outdoor']            <img src="https://m.media-amazon.com/images/I/41p4d4VJnNL._SS522_.jpg"/>    ['tv tray', 'foldable', 'metal', 'grey']            ### Looking up existing keywordsUsing embeddings to avoid duplicates (synonyms) and/or match pre-defined keywords```python# Feel free to change the embedding model heredef get_embedding(value, model="text-embedding-3-large"):     embeddings = client.embeddings.create(      model=model,      input=value,      encoding_format="float"    )    return embeddings.data[0].embedding```#### Testing with example keywords```python# Existing keywordskeywords_list = ['industrial', 'metal', 'wood', 'vintage', 'bed']``````pythondf_keywords = pd.DataFrame(keywords_list, columns=['keyword'])df_keywords['embedding'] = df_keywords['keyword'].apply(lambda x: get_embedding(x))df_keywords```<div><style scoped>    .dataframe tbody tr th:only-of-type {        vertical-align: middle;    }    .dataframe tbody tr th {        vertical-align: top;    }    .dataframe thead th {        text-align: right;    }</style><table border="1" class="dataframe">  <thead>    <tr style="text-align: right;">      <th></th>      <th>keyword</th>      <th>embedding</th>    </tr>  </thead>  <tbody>    <tr>      <th>0</th>      <td>industrial</td>      <td>[-0.026137426, 0.021297162, -0.007273361, -0.0...</td>    </tr>    <tr>      <th>1</th>      <td>metal</td>      <td>[-0.020492474, 0.0044436487, -0.0110632675, -0...</td>    </tr>    <tr>      <th>2</th>      <td>wood</td>      <td>[0.013840097, 0.029538965, 0.00064718135, -0.0...</td>    </tr>    <tr>      <th>3</th>      <td>vintage</td>      <td>[-0.052348174, 0.008181616, -0.015513194, 0.00...</td>    </tr>    <tr>      <th>4</th>      <td>bed</td>      <td>[-0.011677503, 0.023275835, 0.0026937425, -0.0...</td>    </tr>  </tbody></table></div>```pythondef compare_keyword(keyword):    embedded_value = get_embedding(keyword)    df_keywords['similarity'] = df_keywords['embedding'].apply(lambda x: cosine_similarity(np.array(x).reshape(1,-1), np.array(embedded_value).reshape(1, -1)))    most_similar = df_keywords.sort_values('similarity', ascending=False).iloc[0]    return most_similardef replace_keyword(keyword, threshold = 0.6):    most_similar = compare_keyword(keyword)    if most_similar['similarity'] > threshold:        print(f"Replacing '{keyword}' with existing keyword: '{most_similar['keyword']}'")        return most_similar['keyword']    return keyword``````python# Example keywords to compare to our list of existing keywordsexample_keywords = ['bed frame', 'wooden', 'vintage', 'old school', 'desk', 'table', 'old', 'metal', 'metallic', 'woody']final_keywords = []for k in example_keywords:    final_keywords.append(replace_keyword(k))    final_keywords = set(final_keywords)print(f"Final keywords: {final_keywords}")```    Replacing 'bed frame' with existing keyword: 'bed'    Replacing 'wooden' with existing keyword: 'wood'    Replacing 'vintage' with existing keyword: 'vintage'    Replacing 'metal' with existing keyword: 'metal'    Replacing 'metallic' with existing keyword: 'metal'    Replacing 'woody' with existing keyword: 'wood'    Final keywords: {'vintage', 'desk', 'wood', 'table', 'old', 'bed', 'metal', 'old school'}## Generate captionsIn this section, we'll use GPT-4o mini to generate an image description and then use a few-shot examples approach with GPT-4-turbo to generate captions from the images.If few-shot examples are not enough for your use case, consider fine-tuning a model to get the generated captions to match the style & tone you are targeting. ```python# Cleaning up dataset columnsselected_columns = ['title', 'primary_image', 'style', 'material', 'color', 'url']df = df[selected_columns].copy()df.head()```<div><style scoped>    .dataframe tbody tr th:only-of-type {        vertical-align: middle;    }    .dataframe tbody tr th {        vertical-align: top;    }    .dataframe thead th {        text-align: right;    }</style><table border="1" class="dataframe">  <thead>    <tr style="text-align: right;">      <th></th>      <th>title</th>      <th>primary_image</th>      <th>style</th>      <th>material</th>      <th>color</th>      <th>url</th>    </tr>  </thead>  <tbody>    <tr>      <th>0</th>      <td>GOYMFK 1pc Free Standing Shoe Rack, Multi-laye...</td>      <td>https://m.media-amazon.com/images/I/416WaLx10j...</td>      <td>Modern</td>      <td>Metal</td>      <td>White</td>      <td>https://www.amazon.com/dp/B0CJHKVG6P</td>    </tr>    <tr>      <th>1</th>      <td>subrtex Leather ding Room, Dining Chairs Set o...</td>      <td>https://m.media-amazon.com/images/I/31SejUEWY7...</td>      <td>Black Rubber Wood</td>      <td>Sponge</td>      <td>Black</td>      <td>https://www.amazon.com/dp/B0B66QHB23</td>    </tr>    <tr>      <th>2</th>      <td>Plant Repotting Mat MUYETOL Waterproof Transpl...</td>      <td>https://m.media-amazon.com/images/I/41RgefVq70...</td>      <td>Modern</td>      <td>Polyethylene</td>      <td>Green</td>      <td>https://www.amazon.com/dp/B0BXRTWLYK</td>    </tr>    <tr>      <th>3</th>      <td>Pickleball Doormat, Welcome Doormat Absorbent ...</td>      <td>https://m.media-amazon.com/images/I/61vz1Igler...</td>      <td>Modern</td>      <td>Rubber</td>      <td>A5589</td>      <td>https://www.amazon.com/dp/B0C1MRB2M8</td>    </tr>    <tr>      <th>4</th>      <td>JOIN IRON Foldable TV Trays for Eating Set of ...</td>      <td>https://m.media-amazon.com/images/I/41p4d4VJnN...</td>      <td>X Classic Style</td>      <td>Iron</td>      <td>Grey Set of 4</td>      <td>https://www.amazon.com/dp/B0CG1N9QRC</td>    </tr>  </tbody></table></div>### Describing images with GPT-4o mini```pythondescribe_system_prompt = '''    You are a system generating descriptions for furniture items, decorative items, or furnishings on an e-commerce website.    Provided with an image and a title, you will describe the main item that you see in the image, giving details but staying concise.    You can describe unambiguously what the item is and its material, color, and style if clearly identifiable.    If there are multiple items depicted, refer to the title to understand which item you should describe.    '''def describe_image(img_url, title):    response = client.chat.completions.create(    model="gpt-4o-mini",    temperature=0.2,    messages=[        {            "role": "system",            "content": describe_system_prompt        },        {            "role": "user",            "content": [                {                    "type": "image_url",                    "image_url": {                        "url": img_url,                    }                },            ],        },        {            "role": "user",            "content": title        }    ],    max_tokens=300,    )    return response.choices[0].message.content```#### Testing on a few examples```pythonfor index, row in examples.iterrows():    print(f"{row['title'][:50]}{'...' if len(row['title']) > 50 else ''} - {row['url']} :\n")    img_description = describe_image(row['primary_image'], row['title'])    print(f"{img_description}\n--------------------------\n")```    GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me... - https://www.amazon.com/dp/B0CJHKVG6P :        The item is a free-standing shoe rack designed for versatile use in living rooms, bathrooms, or hallways. It features a multi-layer metal structure with a sleek white finish. The rack includes eight double hooks at the top for hanging accessories like hats, bags, or scarves. Below, there are multiple shelves that provide ample space for organizing shoes, making it both functional and stylish for entryway storage.    --------------------------        subrtex Leather ding Room, Dining Chairs Set of 2,... - https://www.amazon.com/dp/B0B66QHB23 :        The Subrtex Leather Dining Chairs come in a set of two, featuring a sleek black design. Each chair is upholstered in durable faux leather, offering a modern and stylish look. The high backrest is accentuated with subtle vertical stitching, while the sturdy wooden legs provide stability and support. These chairs are ideal for enhancing the aesthetic of any dining room.    --------------------------        Plant Repotting Mat MUYETOL Waterproof Transplanti... - https://www.amazon.com/dp/B0BXRTWLYK :        The Plant Repotting Mat is a portable and foldable gardening accessory, measuring 26.8" x 26.8". It features a vibrant green color with black edges, designed to be waterproof for easy cleanup during soil changes. The mat provides a spacious area for repotting plants and comes with tools for transplanting. Ideal for indoor gardening, it helps keep your workspace tidy while you care for your succulents and other plants.    --------------------------        Pickleball Doormat, Welcome Doormat Absorbent Non-... - https://www.amazon.com/dp/B0C1MRB2M8 :        The Pickleball Doormat features a natural coir material with a rectangular shape, measuring 16x24 inches. It showcases a playful design with the phrase "It's a good day to play PICKLEBALL" in bold black lettering, accompanied by graphic illustrations of pickleball paddles. The mat is designed to be absorbent and non-slip, making it suitable for entryways or bathrooms. Its light brown color adds a warm touch to any space.    --------------------------        JOIN IRON Foldable TV Trays for Eating Set of 4 wi... - https://www.amazon.com/dp/B0CG1N9QRC :        The JOIN IRON Foldable TV Trays set includes four sleek, grey snack tables designed for convenience and space-saving. Each tray features a sturdy, flat surface supported by a durable metal frame, allowing for easy folding and storage. The minimalist design makes them ideal for small spaces, perfect for enjoying meals or snacks while watching TV. The set also comes with a stand for organized storage when not in use.    --------------------------    ### Turning descriptions into captionsUsing a few-shot examples approach to turn a long description into a short image caption```pythoncaption_system_prompt = '''Your goal is to generate short, descriptive captions for images of furniture items, decorative items, or furnishings based on an image description.You will be provided with a description of an item image and you will output a caption that captures the most important information about the item.Your generated caption should be short (1 sentence), and include the most relevant information about the item.The most important information could be: the type of the item, the style (if mentioned), the material if especially relevant and any distinctive features.'''few_shot_examples = [    {        "description": "This is a multi-layer metal shoe rack featuring a free-standing design. It has a clean, white finish that gives it a modern and versatile look, suitable for various home decors. The rack includes several horizontal shelves dedicated to organizing shoes, providing ample space for multiple pairs. Above the shoe storage area, there are 8 double hooks arranged in two rows, offering additional functionality for hanging items such as hats, scarves, or bags. The overall structure is sleek and space-saving, making it an ideal choice for placement in living rooms, bathrooms, hallways, or entryways where efficient use of space is essential.",        "caption": "White metal free-standing shoe rack"    },    {        "description": "The image shows a set of two dining chairs in black. These chairs are upholstered in a leather-like material, giving them a sleek and sophisticated appearance. The design features straight lines with a slight curve at the top of the high backrest, which adds a touch of elegance. The chairs have a simple, vertical stitching detail on the backrest, providing a subtle decorative element. The legs are also black, creating a uniform look that would complement a contemporary dining room setting. The chairs appear to be designed for comfort and style, suitable for both casual and formal dining environments.",        "caption": "Set of 2 modern black leather dining chairs"    },    {        "description": "This is a square plant repotting mat designed for indoor gardening tasks such as transplanting and changing soil for plants. It measures 26.8 inches by 26.8 inches and is made from a waterproof material, which appears to be a durable, easy-to-clean fabric in a vibrant green color. The edges of the mat are raised with integrated corner loops, likely to keep soil and water contained during gardening activities. The mat is foldable, enhancing its portability, and can be used as a protective surface for various gardening projects, including working with succulents. It's a practical accessory for garden enthusiasts and makes for a thoughtful gift for those who enjoy indoor plant care.",        "caption": "Waterproof square plant repotting mat"    }]formatted_examples = [[{    "role": "user",    "content": ex['description']},{    "role": "assistant",     "content": ex['caption']}]    for ex in few_shot_examples]formatted_examples = [i for ex in formatted_examples for i in ex]``````pythondef caption_image(description, model="gpt-4o-mini"):    messages = formatted_examples    messages.insert(0,         {            "role": "system",            "content": caption_system_prompt        })    messages.append(        {            "role": "user",            "content": description        })    response = client.chat.completions.create(    model=model,    temperature=0.2,    messages=messages    )    return response.choices[0].message.content```#### Testing on a few examples```pythonexamples = df.iloc[5:8]``````pythonfor index, row in examples.iterrows():    print(f"{row['title'][:50]}{'...' if len(row['title']) > 50 else ''} - {row['url']} :\n")    img_description = describe_image(row['primary_image'], row['title'])    print(f"{img_description}\n--------------------------\n")    img_caption = caption_image(img_description)    print(f"{img_caption}\n--------------------------\n")```    LOVMOR 30'' Bathroom Vanity Sink Base Cabine, Stor... - https://www.amazon.com/dp/B0C9WYYFLB :        The LOVMOR 30'' Bathroom Vanity Sink Base Cabinet features a classic design with a rich brown finish. It includes three drawers on the left side for ample storage, complemented by a spacious cabinet door on the right. The cabinet is constructed with detailed paneling, adding a touch of elegance, making it suitable for bathrooms, kitchens, laundry rooms, and more. Its versatile style allows it to blend seamlessly into various decor themes.    --------------------------        Classic 30'' brown bathroom vanity sink base cabinet with storage drawers.    --------------------------        Folews Bathroom Organizer Over The Toilet Storage,... - https://www.amazon.com/dp/B09NZY3R1T :        The Folews Bathroom Organizer is a freestanding, 4-tier storage rack designed to fit over a toilet. It features a sleek black metal frame with adjustable shelves, allowing for customizable storage options. The shelves are made of wire, providing a modern look while ensuring durability. This organizer includes baskets for additional storage and is ideal for maximizing bathroom space by holding toiletries, towels, and other essentials. Its design is both functional and stylish, making it a great addition to any bathroom.    --------------------------        Freestanding 4-tier black metal bathroom organizer with adjustable wire shelves and baskets.    --------------------------        GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me... - https://www.amazon.com/dp/B0CJHKVG6P :        The GOYMFK Free Standing Shoe Rack is a versatile storage solution designed for various spaces like living rooms, bathrooms, or hallways. It features a multi-layer metal construction with a sleek white finish. The rack includes eight double hooks at the top for hanging items such as hats, bags, or scarves. Below, there are multiple shelves for organizing shoes, accommodating various styles and sizes. Its modern design combines functionality with a clean aesthetic, making it a practical addition to any home.    --------------------------        Versatile white metal free-standing shoe rack with hooks and multiple shelves.    --------------------------    ## Image searchIn this section, we will use generated keywords and captions to search items that match a given input, either text or image.We will leverage our embeddings model to generate embeddings for the keywords and captions and compare them to either input text or the generated caption from an input image.```python# Df we'll use to compare keywordsdf_keywords = pd.DataFrame(columns=['keyword', 'embedding'])df['keywords'] = ''df['img_description'] = ''df['caption'] = ''``````python# Function to replace a keyword with an existing keyword if it's too similardef get_keyword(keyword, df_keywords, threshold = 0.6):    embedded_value = get_embedding(keyword)    df_keywords['similarity'] = df_keywords['embedding'].apply(lambda x: cosine_similarity(np.array(x).reshape(1,-1), np.array(embedded_value).reshape(1, -1)))    sorted_keywords = df_keywords.copy().sort_values('similarity', ascending=False)    if len(sorted_keywords) > 0 :        most_similar = sorted_keywords.iloc[0]        if most_similar['similarity'] > threshold:            print(f"Replacing '{keyword}' with existing keyword: '{most_similar['keyword']}'")            return most_similar['keyword']    new_keyword = {        'keyword': keyword,        'embedding': embedded_value    }    df_keywords = pd.concat([df_keywords, pd.DataFrame([new_keyword])], ignore_index=True)    return keyword```### Preparing the dataset```pythonimport astdef tag_and_caption(row):    keywords = analyze_image(row['primary_image'], row['title'])    try:        keywords = ast.literal_eval(keywords)        mapped_keywords = [get_keyword(k, df_keywords) for k in keywords]    except Exception as e:        print(f"Error parsing keywords: {keywords}")        mapped_keywords = []    img_description = describe_image(row['primary_image'], row['title'])    caption = caption_image(img_description)    return {        'keywords': mapped_keywords,        'img_description': img_description,        'caption': caption    }``````pythondf.shape```    (312, 9)Processing all 312 lines of the dataset will take a while.To test out the idea, we will only run it on the first 50 lines: this takes ~20 mins. Feel free to skip this step and load the already processed dataset (see below).```python# Running on first 50 linesfor index, row in df[:50].iterrows():    print(f"{index} - {row['title'][:50]}{'...' if len(row['title']) > 50 else ''}")    updates = tag_and_caption(row)    df.loc[index, updates.keys()] = updates.values()```    0 - GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me...    1 - subrtex Leather ding Room, Dining Chairs Set of 2,...    2 - Plant Repotting Mat MUYETOL Waterproof Transplanti...    3 - Pickleball Doormat, Welcome Doormat Absorbent Non-...    4 - JOIN IRON Foldable TV Trays for Eating Set of 4 wi...    5 - LOVMOR 30'' Bathroom Vanity Sink Base Cabine, Stor...    6 - Folews Bathroom Organizer Over The Toilet Storage,...    7 - GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me...    8 - subrtex Leather ding Room, Dining Chairs Set of 2,...    9 - Plant Repotting Mat MUYETOL Waterproof Transplanti...    10 - Pickleball Doormat, Welcome Doormat Absorbent Non-...    11 - JOIN IRON Foldable TV Trays for Eating Set of 4 wi...    12 - LOVMOR 30'' Bathroom Vanity Sink Base Cabine, Stor...    13 - Folews Bathroom Organizer Over The Toilet Storage,...    14 - Lerliuo Nightstand, Side Table, Industrial Bedside...    15 - Boss Office Products Any Task Mid-Back Task Chair ...    16 - Kingston Brass BA1752BB Heritage 18-Inch Towel-Bar...    17 - Chief Mfg.Swing-Arm Wall Mount Hardware Mount Blac...    18 - DOMYDEVM Black End Table, Nightstand with Charging...    19 - LASCO 35-5019 Hallmack Style 24-Inch Towel Bar Acc...    20 - Table-Mate II PRO TV Tray Table - Folding Table wi...    21 - EGFheal White Dress Up Storage    22 - Caroline's Treasures PPD3013JMAT Enchanted Garden ...    23 - Leick Home 70007-WTGD Mixed Metal and Wood Stepped...    24 - Caroline's Treasures CK3435MAT Bichon Frise Doorma...    25 - Wildkin Kids Canvas Sling Bookshelf with Storage f...    26 - Gbuzozie 38L Round Laundry Hamper Cute Mermaid Gir...    27 - Tiita Comfy Saucer Chair, Soft Faux Fur Oversized ...    28 - Summer Desk Decor,Welcome Summer Wood Block Sign D...    29 - Homebeez 39.1" Length Bedroom Storage Bench, End B...    30 - Flash Furniture Webb Commercial Grade 24" Round Bl...    31 - Mellow 2 Inch Ventilated Memory Foam Mattress Topp...    32 - CangLong Mid Century Modern Side Chair with Wood L...    33 - HomePop Metal Accent Table Triangle Base Round Mir...    34 - MAEPA RV Shoe Storage for Bedside - 8 Extra Large ...    35 - NearMoon Hand Towel Holder/Towel Ring - Bathroom T...    36 - FLYJOE Narrow Side Table with PU Leather Magazine ...    37 - HomePop Home Decor | K2380-YDQY-2 | Luxury Large F...    38 - Moroccan Leather Pouf Ottoman for Living Room - Ro...    39 - AnyDesign Christmas Welcome Doormat Decorative Xma...    40 - GXFC ZHAO Welcome Funny Door Mat Shoes and Bras Of...    41 - LEASYLIFE Black Metal Trash can,10L/2.6GAL,Open To...    42 - Solid Wood Wine Cabinet, bar Rack - Home Wood Furn...    43 - Black Leather Office Chair Mid Back Leather Desk C...    44 - Convenience Concepts Tucson Flip Top End Table wit...    45 - 3-Tier Kitchen Storage Cart with Handle, Multifunc...    46 - Mimoglad Office Chair, High Back Ergonomic Desk Ch...    47 - Let the Adventure Begin Door Mat 17"x30" Decorativ...    48 - 1 Pack Adjustable Height Center Support Leg for Be...    49 - Stylo Culture Traditional Cotton Patchwork Embroid...```pythondf.head()```<div><style scoped>    .dataframe tbody tr th:only-of-type {        vertical-align: middle;    }    .dataframe tbody tr th {        vertical-align: top;    }    .dataframe thead th {        text-align: right;    }</style><table border="1" class="dataframe">  <thead>    <tr style="text-align: right;">      <th></th>      <th>title</th>      <th>primary_image</th>      <th>style</th>      <th>material</th>      <th>color</th>      <th>url</th>      <th>keywords</th>      <th>img_description</th>      <th>caption</th>    </tr>  </thead>  <tbody>    <tr>      <th>0</th>      <td>GOYMFK 1pc Free Standing Shoe Rack, Multi-laye...</td>      <td>https://m.media-amazon.com/images/I/416WaLx10j...</td>      <td>Modern</td>      <td>Metal</td>      <td>White</td>      <td>https://www.amazon.com/dp/B0CJHKVG6P</td>      <td>[shoe rack, metal, white, multi-layer, hooks]</td>      <td>The GOYMFK Free Standing Shoe Rack is a versat...</td>      <td>Sleek white multi-layer metal free-standing sh...</td>    </tr>    <tr>      <th>1</th>      <td>subrtex Leather ding Room, Dining Chairs Set o...</td>      <td>https://m.media-amazon.com/images/I/31SejUEWY7...</td>      <td>Black Rubber Wood</td>      <td>Sponge</td>      <td>Black</td>      <td>https://www.amazon.com/dp/B0B66QHB23</td>      <td>[dining chair, leather, black]</td>      <td>The Subrtex Leather Dining Chairs come in a se...</td>      <td>Set of 2 modern black faux leather dining chai...</td>    </tr>    <tr>      <th>2</th>      <td>Plant Repotting Mat MUYETOL Waterproof Transpl...</td>      <td>https://m.media-amazon.com/images/I/41RgefVq70...</td>      <td>Modern</td>      <td>Polyethylene</td>      <td>Green</td>      <td>https://www.amazon.com/dp/B0BXRTWLYK</td>      <td>[repotting mat, waterproof, portable, foldable...</td>      <td>The Plant Repotting Mat is a portable and fold...</td>      <td>Vibrant green waterproof plant repotting mat</td>    </tr>    <tr>      <th>3</th>      <td>Pickleball Doormat, Welcome Doormat Absorbent ...</td>      <td>https://m.media-amazon.com/images/I/61vz1Igler...</td>      <td>Modern</td>      <td>Rubber</td>      <td>A5589</td>      <td>https://www.amazon.com/dp/B0C1MRB2M8</td>      <td>[doormat, absorbent, non-slip, coconut fiber, ...</td>      <td>The Pickleball Doormat is a charming welcome m...</td>      <td>Coir welcome mat featuring a playful "It's a g...</td>    </tr>    <tr>      <th>4</th>      <td>JOIN IRON Foldable TV Trays for Eating Set of ...</td>      <td>https://m.media-amazon.com/images/I/41p4d4VJnN...</td>      <td>X Classic Style</td>      <td>Iron</td>      <td>Grey Set of 4</td>      <td>https://www.amazon.com/dp/B0CG1N9QRC</td>      <td>[tv tray, foldable, metal, grey]</td>      <td>The JOIN IRON Foldable TV Tray Set includes fo...</td>      <td>Set of 4 foldable grey TV trays with durable b...</td>    </tr>  </tbody></table></div>```pythondata_path = "data/items_tagged_and_captioned.csv"``````python# Saving locally for later - optional: do not execute if you prefer to use the provided filedf.to_csv(data_path, index=False)``````python# Optional: load data from saved file if you haven't processed the whole datasetdf = pd.read_csv(data_path)```### Embedding captions and keywordsWe can now use the generated captions and keywords to match relevant content to an input text query or caption. To do this, we will embed a combination of keywords + captions.Note: creating the embeddings will take ~3 mins to run. Feel free to load the pre-processed dataset (see below).```pythondf_search = df.copy()``````pythondef embed_tags_caption(x):    if x['caption'] != '':        try:            keywords_string = ",".join(k for k in x['keywords']) + '\n'            content = keywords_string + x['caption']            embedding = get_embedding(content)            return embedding        except Exception as e:            print(f"Error creating embedding for {x}: {e}")``````pythondf_search['embedding'] = df_search.apply(lambda x: embed_tags_caption(x), axis=1)```    Error creating embedding for title              Suptsifira Shoe storage box, 24 Packs Shoe Box...    primary_image      https://m.media-amazon.com/images/I/51enKGSxK8...    style                                                            NaN    material                                                   Porcelain    color                                                          White    url                             https://www.amazon.com/dp/B0BZ85JVBN    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 50, dtype: object: 'float' object is not iterable    Error creating embedding for title              Wellynap Computer Desk,31.5 inches Folding Tab...    primary_image      https://m.media-amazon.com/images/I/51pO-N48te...    style                                                         Modern    material                                                        Wood    color                                                   Teak & Black    url                             https://www.amazon.com/dp/B0CFL2G31X    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 51, dtype: object: 'float' object is not iterable    Error creating embedding for title              Smlttel Gold Clothing Rack With Shelves, Gold ...    primary_image      https://m.media-amazon.com/images/I/41aRwocdfA...    style                                                         Modern    material                                                       Metal    color                                                         C gold    url                             https://www.amazon.com/dp/B0B93TC1Z8    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 52, dtype: object: 'float' object is not iterable    Error creating embedding for title              Franklin Sports NFL Storage Ottoman + Containe...    primary_image      https://m.media-amazon.com/images/I/31ptZB+wS-...    style              Team Licensed Storage Ottoman with Detachable Lid    material                                                      Fabric    color                                                     Team Color    url                             https://www.amazon.com/dp/B0787KRJ8S    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 53, dtype: object: 'float' object is not iterable    Error creating embedding for title              Honey-Can-Do 3-Tier Nesting Bamboo Shoe Rack S...    primary_image      https://m.media-amazon.com/images/I/51GnnjKaVs...    style                                                           Shoe    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B08WRLKR7T    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 54, dtype: object: 'float' object is not iterable    Error creating embedding for title              Furnistar 15.9 inch Modern Round Velvet Storag...    primary_image      https://m.media-amazon.com/images/I/31IBS5mzYS...    style                                                         Modern    material                                                        Wood    color                                                           Grey    url                             https://www.amazon.com/dp/B0C4NT8N8C    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 55, dtype: object: 'float' object is not iterable    Error creating embedding for title              AMHANCIBLE C Shaped Side Table, End Tables Set...    primary_image      https://m.media-amazon.com/images/I/41qDAGoNCr...    style                                                   Straight Leg    material                                             Engineered Wood    color                                                          Black    url                             https://www.amazon.com/dp/B0BT9SVN1V    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 56, dtype: object: 'float' object is not iterable    Error creating embedding for title              LONGWIN Black Hanging Wall Round Mirror Decor ...    primary_image      https://m.media-amazon.com/images/I/41kC6cU5HX...    style                                                         Modern    material                                                Glass, Metal    color                                                          Black    url                             https://www.amazon.com/dp/B094F897P3    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 57, dtype: object: 'float' object is not iterable    Error creating embedding for title              Need Fold Wall Mounted Workbench Folding Wall ...    primary_image      https://m.media-amazon.com/images/I/31SqvdFCut...    style                                                         Modern    material                                                       Metal    color               Teak Color Desktop & Warm White Folding Brackets    url                             https://www.amazon.com/dp/B00UV7B29A    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 58, dtype: object: 'float' object is not iterable    Error creating embedding for title              Big Joe Fuf XL Cover Only Machine Washable, Gr...    primary_image      https://m.media-amazon.com/images/I/21ysztDdCY...    style                                                          Plush    material                                                         NaN    color                                                           Grey    url                             https://www.amazon.com/dp/B08T7JP8ZN    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 59, dtype: object: 'float' object is not iterable    Error creating embedding for title              Plymor Rectangle 5mm Beveled Glass Mirror, 6 i...    primary_image      https://m.media-amazon.com/images/I/31wigA5chu...    style                                                            NaN    material                                                       Glass    color                                                         Silver    url                             https://www.amazon.com/dp/B09F3SGZ8Y    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 60, dtype: object: 'float' object is not iterable    Error creating embedding for title              TIMCORR CD Case DVD Holder Storage: 144 Capaci...    primary_image      https://m.media-amazon.com/images/I/411Q2ETwel...    style                                                       Portable    material                           EVA + PVC + PP + Non-woven fabric    color                                                          Black    url                             https://www.amazon.com/dp/B0B19ZGGXC    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 61, dtype: object: 'float' object is not iterable    Error creating embedding for title              Ginger Cayden Closed Towel Ring - 4905/SN - Sa...    primary_image      https://m.media-amazon.com/images/I/31LNv7QILd...    style                                                            NaN    material                                                       Brass    color                                                   Satin Nickel    url                             https://www.amazon.com/dp/B00U0ECLG2    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 62, dtype: object: 'float' object is not iterable    Error creating embedding for title              Brightify Black Bathroom Mirrors for Wall, 24 ...    primary_image      https://m.media-amazon.com/images/I/510A0nIdGZ...    style                                                         Modern    material                                                    Aluminum    color                                                          Black    url                             https://www.amazon.com/dp/B0C2HNGCRX    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 63, dtype: object: 'float' object is not iterable    Error creating embedding for title              SogesHome Wood Corner Cabinet Wall Corner Stor...    primary_image      https://m.media-amazon.com/images/I/41BTUFVwm+...    style                                                     Open Frame    material                                                         NaN    color                                                     White&teak    url                             https://www.amazon.com/dp/B0C3B4D4RH    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 64, dtype: object: 'float' object is not iterable    Error creating embedding for title              Toy Storage for Lego Play Mat Bag - Duplo Toy ...    primary_image      https://m.media-amazon.com/images/I/51KKvmDCqB...    style                                                            NaN    material                                                       Nylon    color                                                         Orange    url                             https://www.amazon.com/dp/B0B4CL1M1M    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 65, dtype: object: 'float' object is not iterable    Error creating embedding for title              Flash Furniture Jefferson 2 Pk. Contemporary B...    primary_image      https://m.media-amazon.com/images/I/41GYYVLfGj...    style                                                   Contemporary    material                                                         NaN    color                                                          Brown    url                             https://www.amazon.com/dp/B00FEAN1SY    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 66, dtype: object: 'float' object is not iterable    Error creating embedding for title              Hong Art- Metal Mirror-Matt Black,Glass Panel ...    primary_image      https://m.media-amazon.com/images/I/31XytAHobH...    style                                                        Classic    material                                                       Metal    color                                                          Black    url                             https://www.amazon.com/dp/B08GSH4KVM    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 67, dtype: object: 'float' object is not iterable    Error creating embedding for title              Convenience Concepts American Heritage Round E...    primary_image      https://m.media-amazon.com/images/I/311rmB9BDW...    style                                                Round End Table    material           Solid + Manufactured Wood,Particle Board/Chipb...    color                                                           Pink    url                             https://www.amazon.com/dp/B01B65BYYI    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 68, dtype: object: 'float' object is not iterable    Error creating embedding for title              Flash Furniture Diamond Black Vinyl Luxurious ...    primary_image      https://m.media-amazon.com/images/I/41LYsAMww6...    style                                                          Fixed    material                                                        Foam    color                                                    Black Vinyl    url                             https://www.amazon.com/dp/B000TMHWGO    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 69, dtype: object: 'float' object is not iterable    Error creating embedding for title              Gatco 1918, Modern Rectangle Waste Basket, Mat...    primary_image      https://m.media-amazon.com/images/I/31dnAVaEmv...    style                                                      Rectangle    material                                             Stainless Steel    color                                                    Matte Black    url                             https://www.amazon.com/dp/B07TXMJ5FQ    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 70, dtype: object: 'float' object is not iterable    Error creating embedding for title              Winrise Office Chair Ergonomic Desk Chair, Hig...    primary_image      https://m.media-amazon.com/images/I/41hCFaVIC+...    style                                                       Straight    material                                                      Sponge    color                                                        S-black    url                             https://www.amazon.com/dp/B0CGQZBCZP    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 71, dtype: object: 'float' object is not iterable    Error creating embedding for title              Adeco Euro Style Fabric Arm Bench Chair Footst...    primary_image      https://m.media-amazon.com/images/I/41hUc8c+DC...    style                                                         Modern    material                                             Engineered Wood    color                                                          Brown    url                             https://www.amazon.com/dp/B017TNJR72    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 72, dtype: object: 'float' object is not iterable    Error creating embedding for title              Motiv 0202/PC Sine 18-In Towel Bar, Polished C...    primary_image      https://m.media-amazon.com/images/I/31a6GfenW0...    style                                                            NaN    material                                                       Brass    color                                                  18" Towel Bar    url                             https://www.amazon.com/dp/B001AS8D82    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 73, dtype: object: 'float' object is not iterable    Error creating embedding for title              Imports Décor PVC Backed Coir Doormat, Eighth ...    primary_image      https://m.media-amazon.com/images/I/51H9lDOICr...    style                                                       Art Deco    material                                                       Vinyl    color                                                Black and Beige    url                             https://www.amazon.com/dp/B08WF83LMF    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 74, dtype: object: 'float' object is not iterable    Error creating embedding for title              Croydex Chester Square Flexi-Fix Wall Mounted ...    primary_image      https://m.media-amazon.com/images/I/41sDO1HW2c...    style                                                            NaN    material                                                         NaN    color                                                         Silver    url                             https://www.amazon.com/dp/B09DGFRM4B    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 75, dtype: object: 'float' object is not iterable    Error creating embedding for title              itbe Easy Fit Ready-to-Assemble Multipurpose O...    primary_image      https://m.media-amazon.com/images/I/21NWASZgUV...    style                                                     Flat Panel    material                                                 Alloy Steel    color                                                           Blue    url                             https://www.amazon.com/dp/B09FR4XSCT    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 76, dtype: object: 'float' object is not iterable    Error creating embedding for title              Delta ARV18-DN Arvo 18-in Wall Mount Towel Bar...    primary_image      https://m.media-amazon.com/images/I/11zzs81fXB...    style                                 18" Towel Bar with 6" Extender    material                                     Multiple Base Materials    color                                      Spotshield Brushed Nickel    url                             https://www.amazon.com/dp/B09LVSZRZS    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 77, dtype: object: 'float' object is not iterable    Error creating embedding for title              Bamboo Waste Basket | Waste Basket for Bathroo...    primary_image      https://m.media-amazon.com/images/I/318RY00VlI...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B08VWTB8CH    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 78, dtype: object: 'float' object is not iterable    Error creating embedding for title              Way Basics Vinyl Record Storage - 2 Tier Book ...    primary_image      https://m.media-amazon.com/images/I/41YMttt7a5...    style                                                         Modern    material                                           Recycled Material    color                                                          White    url                             https://www.amazon.com/dp/B075M1PKSW    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 79, dtype: object: 'float' object is not iterable    Error creating embedding for title              TocTen Double Bath Towel Bar - Thicken SUS304 ...    primary_image      https://m.media-amazon.com/images/I/41cFJKXyA5...    style                                                            NaN    material                                             Stainless Steel    color                                                    Matte Black    url                             https://www.amazon.com/dp/B0BWRVGQRM    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 80, dtype: object: 'float' object is not iterable    Error creating embedding for title              MoNiBloom Adjustable Bar Stools Set of 2, 360°...    primary_image      https://m.media-amazon.com/images/I/41jD28iN4b...    style                                                       Straight    material                                                         NaN    color                                                      Dark Grey    url                             https://www.amazon.com/dp/B0CB7SG59J    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 81, dtype: object: 'float' object is not iterable    Error creating embedding for title              LANTEFUL Shoe Rack Organizer Shoe Storage Cabi...    primary_image      https://m.media-amazon.com/images/I/51e8SrHHW3...    style                                       free standing shoe racks    material                                                         NaN    color                                                          Black    url                             https://www.amazon.com/dp/B0C3QDL2XW    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 82, dtype: object: 'float' object is not iterable    Error creating embedding for title              ANDY STAR 24x32 INCH Brushed Nickel Mirror, Ro...    primary_image      https://m.media-amazon.com/images/I/41MQWfATgg...    style                                                            NaN    material                                             Stainless Steel    color                                                 Brushed Nickel    url                             https://www.amazon.com/dp/B0CBRGS5D7    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 83, dtype: object: 'float' object is not iterable    Error creating embedding for title              MJL Furniture Designs Upholstered Cubed/Square...    primary_image      https://m.media-amazon.com/images/I/410tv-zDYX...    style                                                   Contemporary    material                                                        Wood    color                                                     Smoke Grey    url                             https://www.amazon.com/dp/B01D378FYE    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 84, dtype: object: 'float' object is not iterable    Error creating embedding for title              Cpintltr Small Foot Stool Ottoman Modern Accen...    primary_image      https://m.media-amazon.com/images/I/51CjfUJVuL...    style                                                            NaN    material                                                        Pine    color                                                          Green    url                             https://www.amazon.com/dp/B0CKPFKDZY    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 85, dtype: object: 'float' object is not iterable    Error creating embedding for title              YuiHome Extendable Round, Farmhouse 16" Leaf T...    primary_image      https://m.media-amazon.com/images/I/5175Qzg03L...    style                                                      Farmhouse    material                                Rubber Wood, Engineered Wood    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                NaN    caption                                                          NaN    Name: 87, dtype: object: 'float' object is not iterable    Error creating embedding for title              Kate and Laurel Celia Round Metal Foldable Acc...    primary_image      https://m.media-amazon.com/images/I/31ZMqrgDD8...    style                                                         Modern    material                                                        Iron    color                                                          Black    url                             https://www.amazon.com/dp/B084WLY61H    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 88, dtype: object: 'float' object is not iterable    Error creating embedding for title              Lizipai Floating Bedside Table, No Assembly Re...    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         Rainforest    url                             https://www.amazon.com/dp/B0BSZ96YG7    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 90, dtype: object: 'float' object is not iterable    Error creating embedding for title              Plebs Home Solid Desktop Store Cart, with Rubb...    primary_image      https://m.media-amazon.com/images/I/51WFQwBEqj...    style                                                           Slab    material                                                        Wood    color                                                      Dark Blue    url                             https://www.amazon.com/dp/B0CD7FSWMK    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 91, dtype: object: 'float' object is not iterable    Error creating embedding for title              ErGear Ergonomic Desk Chair, Office Chair with...    primary_image      https://m.media-amazon.com/images/I/41C4FUmS-h...    style                                                      With arms    material                                                 Memory Foam    color                                                          Black    url                             https://www.amazon.com/dp/B0C99D3V15    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 92, dtype: object: 'float' object is not iterable    Error creating embedding for title              Kingston Brass Millennium Towel-Ring, 7.63", O...    primary_image      https://m.media-amazon.com/images/I/31+kzwXTjx...    style                                                            NaN    material                                                       Brass    color                                              Oil Rubbed Bronze    url                             https://www.amazon.com/dp/B00FM0WG7I    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 93, dtype: object: 'float' object is not iterable    Error creating embedding for title              Homebeez 18.9" Round Velvet Storage Ottoman Mu...    primary_image      https://m.media-amazon.com/images/I/51vTxE-9lH...    style                                                         Modern    material                                                        Wood    color                                                         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                          NaN    Name: 95, dtype: object: 'float' object is not iterable    Error creating embedding for title              Homepop Home Decor | Backless Nailhead Trim Co...    primary_image      https://m.media-amazon.com/images/I/41HPIScA4s...    style                                                   Contemporary    material                                                         NaN    color                                                           Blue    url                             https://www.amazon.com/dp/B01LWPSVUW    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 96, dtype: object: 'float' object is not iterable    Error creating embedding for title              Camco Life Is Better at The Campsite Outdoor &...    primary_image      https://m.media-amazon.com/images/I/51DN2is3Zj...    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https://www.amazon.com/dp/B0CD7TH3BF    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 98, dtype: object: 'float' object is not iterable    Error creating embedding for title              YMYNY Vanity Stool Chair with Storage, Square ...    primary_image      https://m.media-amazon.com/images/I/519Am3LPMv...    style                                                         Modern    material                                                         NaN    color                                                     Dusty Blue    url                             https://www.amazon.com/dp/B0C1NSNDW2    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 99, dtype: object: 'float' object is not iterable    Error creating embedding for title                   Casual Home 5 Piece Tray Table Set, Espresso    primary_image      https://m.media-amazon.com/images/I/41WweDJqgZ...    style                                                 Tray Table Set    material                                                        Wood    color                                                       Espresso    url                             https://www.amazon.com/dp/B0069H9BYO    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 100, dtype: object: 'float' object is not iterable    Error creating embedding for title              Simplify Hanging Grey 20-Pocket Shoe Boho Clos...    primary_image      https://m.media-amazon.com/images/I/41eYiOqsld...    style                                                            NaN    material           80% Linen printed nonwoven +20% solid nonwoven...    color                                                           Grey    url                             https://www.amazon.com/dp/B09J1RM23P    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 101, dtype: object: 'float' object is not iterable    Error creating embedding for title              Get Set Style Black Glass Side Table, Square G...    primary_image      https://m.media-amazon.com/images/I/51gG6ukN1n...    style                                             Modern and Elegant    material                                              Tempered Glass    color                                                    Shiny Black    url                             https://www.amazon.com/dp/B0C5DH6ZY6    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 102, dtype: object: 'float' object is not iterable    Error creating embedding for title              Watson & Whitely Swivel Bar Stools Set of 2, F...    primary_image      https://m.media-amazon.com/images/I/41nDc6aFKo...    style                                                         Modern    material                                                         NaN    color                                                          Black    url                             https://www.amazon.com/dp/B0CKQTTZ5V    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 103, dtype: object: 'float' object is not iterable    Error creating embedding for title              Sweet Jojo Designs Boho Rainbow Girl Ottoman P...    primary_image      https://m.media-amazon.com/images/I/31nn4NwuKf...    style                                                    Shabby Chic    material                                             Engineered Wood    color                                                    Multi Color    url                             https://www.amazon.com/dp/B0BZJYM4Q6    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 104, dtype: object: 'float' object is not iterable    Error creating embedding for title              Pekokavo Sofa Arm Clip Tray, Side Table for Re...    primary_image      https://m.media-amazon.com/images/I/51yz-83kj+...    style                                                         Modern    material                                                      Bamboo    color                                                         Bamboo    url                             https://www.amazon.com/dp/B08SL4GH7G    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 105, dtype: object: 'float' object is not iterable    Error creating embedding for title              Caroline's Treasures JMA2013HRM2858 Seaweed Sa...    primary_image      https://m.media-amazon.com/images/I/514qJ5aPtb...    style                                                         Modern    material                                                      Rubber    color                                                   Multicolored    url                             https://www.amazon.com/dp/B07SPYM4M5    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 106, dtype: object: 'float' object is not iterable    Error creating embedding for title              Xchouxer Side Tables Natural Bamboo Sofa Armre...    primary_image      https://m.media-amazon.com/images/I/511LXRAxI+...    style                                                         Modern    material                                                      Bamboo    color                                                          Beige    url                             https://www.amazon.com/dp/B08FC5HPBS    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 107, dtype: object: 'float' object is not iterable    Error creating embedding for title              Montessori Learning Toddler Tower, Foldable To...    primary_image      https://m.media-amazon.com/images/I/51n9ojprZE...    style                                                         Modern    material                                                        Wood    color                                                           Wood    url                             https://www.amazon.com/dp/B0CKMRJ1H9    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 108, dtype: object: 'float' object is not iterable    Error creating embedding for title              PAK HOME Set of 2 High Gloss Brown Marble Look...    primary_image      https://m.media-amazon.com/images/I/51u3oxvEiS...    style                                                         Tripod    material                                                        Wood    color                            Brown Marble High Gloss / Gold Legs    url                             https://www.amazon.com/dp/B09K3MYL91    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 109, dtype: object: 'float' object is not iterable    Error creating embedding for title              kukli kitchen Spring Door Mat 30 X 17 Inch - S...    primary_image      https://m.media-amazon.com/images/I/61rRHgR+aE...    style                                                        Classic    material                                                      Rubber    color                                                       Color-33    url                             https://www.amazon.com/dp/B0BNL8CC5X    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 110, dtype: object: 'float' object is not iterable    Error creating embedding for title              Dewhut Oversized Pumpkin Couch Accent Chair, M...    primary_image      https://m.media-amazon.com/images/I/519KoH2aW4...    style                                                         Modern    material                                                      Sponge    color                                                           Navy    url                             https://www.amazon.com/dp/B0CF8HTCS4    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 111, dtype: object: 'float' object is not iterable    Error creating embedding for title              Toland Home Garden 800009 Gypsy Garden Flower ...   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                 Oval    url                             https://www.amazon.com/dp/B0BWJLZF5G    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 113, dtype: object: 'float' object is not iterable    Error creating embedding for title              BEWISHOME Vanity Stool, Bedroom Vanity Chair w...    primary_image      https://m.media-amazon.com/images/I/410emoPl2k...    style                                                         Modern    material                                                         NaN    color                                                          Black    url                             https://www.amazon.com/dp/B0B6FML1VS    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 114, dtype: object: 'float' object is not iterable    Error creating embedding for title              Children's Factory School Age High Back Lounge...    primary_image      https://m.media-amazon.com/images/I/51ORnRyifR...    style                                                    Single Seat    material                                                         NaN    color                                                       Blue-red    url                             https://www.amazon.com/dp/B00740P05Y    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 115, dtype: object: 'float' object is not iterable    Error creating embedding for title              FLYJOE Shoe Rack Bench, 3-Tier Freestanding Wo...    primary_image      https://m.media-amazon.com/images/I/51WQiiIyuS...    style                                                            NaN    material                                                         NaN    color                                                  Rustic Walnut    url                             https://www.amazon.com/dp/B0CN8NXR1Q    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 116, dtype: object: 'float' object is not iterable    Error creating embedding for title              FLYZC Counter Height Bar Stools Set of 4, Stoo...    primary_image      https://m.media-amazon.com/images/I/51jw0SXQMW...    style                                                       Straight    material                                                         NaN    color                                                   Grey & Black    url                             https://www.amazon.com/dp/B0CH862BV2    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 117, dtype: object: 'float' object is not iterable    Error creating embedding for title              SITMOD Gaming Chairs for Adults with Footrest-...    primary_image      https://m.media-amazon.com/images/I/41bntfm39U...    style                                                      With arms    material                                                 Memory Foam    color                                                           Grey    url                             https://www.amazon.com/dp/B0B3HM3FTZ    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 118, dtype: object: 'float' object is not iterable    Error creating embedding for title              CM Cosmos Stuffed Animal Storage Bean Bag Chai...    primary_image      https://m.media-amazon.com/images/I/41XEtwrKqo...    style                                                            NaN    material                                                         NaN    color                                                   Grey & White    url                             https://www.amazon.com/dp/B07JCPZDSL    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 119, dtype: object: 'float' object is not iterable    Error creating embedding for title              Cionyce 4 Pcs Sectional Couch Connectors, Pin ...    primary_image      https://m.media-amazon.com/images/I/41sejv2mO6...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B09V6RSWSR    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 120, dtype: object: 'float' object is not iterable    Error creating embedding for title              Tiita Saucer Chair with Ottoman, Soft Faux Fur...    primary_image      https://m.media-amazon.com/images/I/51C5YkDdUy...    style                                                         Garden    material                                                         NaN    color                                             Beige With Ottoman    url                             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122, dtype: object: 'float' object is not iterable    Error creating embedding for title              GIA 24-Inch Counter Height Square Backless Met...    primary_image      https://m.media-amazon.com/images/I/414M2Vz5Yj...    style                                                       Straight    material                                                         NaN    color                                                          Black    url                             https://www.amazon.com/dp/B0B75Z1T2H    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 123, dtype: object: 'float' object is not iterable    Error creating embedding for title              Vintage Desktop Apothecary Cabinet with 3 Draw...    primary_image      https://m.media-amazon.com/images/I/41yz4PMNd0...    style                                                    drawer,wood    material                                                        Wood    color                                            Mahogany Wood Brown    url                             https://www.amazon.com/dp/B0B24KQJS9    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 124, dtype: object: 'float' object is not iterable    Error creating embedding for title              WAYTRIM Dresser Storage Tower, 4 Fabric Organi...    primary_image      https://m.media-amazon.com/images/I/41DfHAtQUK...    style                                                         Modern    material                                                         NaN    color                                                          Camel    url                             https://www.amazon.com/dp/B07W56HHX5    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 125, dtype: object: 'float' object is not iterable    Error creating embedding for title              Power Recliner Power Supply Kit-4-Piece Univer...    primary_image      https://m.media-amazon.com/images/I/51N6Zq4kxx...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0BHVLGGYL    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 126, dtype: object: 'float' object is not iterable    Error creating embedding for title              Anna Stay Wine Rack Wall Mounted - Decorative ...    primary_image      https://m.media-amazon.com/images/I/51K1wX04DX...    style                                                         Modern    material                                                         NaN    color                                                      Wine Gold    url                             https://www.amazon.com/dp/B09ZQM2FX3    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 127, dtype: object: 'float' object is not iterable    Error creating embedding for title              Lufeiya Small Computer Desk with 2 Drawers for...    primary_image      https://m.media-amazon.com/images/I/41zNNJV-QU...    style                                                 Country Rustic    material                                             Engineered Wood    color                                                   Rustic Brown    url                             https://www.amazon.com/dp/B0CB5G1BHX    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 128, dtype: object: 'float' object is not iterable    Error creating embedding for title              Watson & Whitely Swivel Bar Stools Set of 2, F...    primary_image      https://m.media-amazon.com/images/I/41IWqaJGuW...    style                                                         Modern    material                                                         NaN    color                                          White (Multi-colored)    url                             https://www.amazon.com/dp/B0BV6KR1T7    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 129, dtype: object: 'float' object is not iterable    Error creating embedding for title              Adeco Large Square Storage Ottoman Bench, Tuft...    primary_image      https://m.media-amazon.com/images/I/31HEdjZpCb...    style                                             Mid-Century Modern    material                                                        Wood    color                                                   Orange Brown    url                             https://www.amazon.com/dp/B0C6XNNL9M    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 130, dtype: object: 'float' object is not iterable    Error creating embedding for title              New Classic Furniture Evander Wood End Table w...    primary_image      https://m.media-amazon.com/images/I/51TJVV3sRq...    style                                                   Contemporary    material                                                        Wood    color                                           Two Tone Cream/Brown    url                             https://www.amazon.com/dp/B0B6YR22H1    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 131, dtype: object: 'float' object is not iterable    Error creating embedding for title              Lipper International Wooden Storage Crate, whi...    primary_image      https://m.media-amazon.com/images/I/31MZPtCF0R...    style                                                            NaN    material                                                         NaN   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                  NaN    caption                                                          NaN    Name: 133, dtype: object: 'float' object is not iterable    Error creating embedding for title              Joovy Coo Bassinet, Portable Bassinet with Sto...    primary_image      https://m.media-amazon.com/images/I/41UOfS3Jmk...    style                                                            NaN    material                                                      fabric    color                                                            NaN    url                             https://www.amazon.com/dp/B07NFSLLCG    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 134, dtype: object: 'float' object is not iterable    Error creating embedding for title              Halatua 6ftlarge Fur Bean Bag Cover Lazy Sofa ...    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              Rustic    url                             https://www.amazon.com/dp/B08JWJTZ1Y    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 136, dtype: object: 'float' object is not iterable    Error creating embedding for title              BOKKOLIK Vintage Bar Stools Swivel PU Seat 29-...    primary_image      https://m.media-amazon.com/images/I/41PjcPoHTL...    style                                                   Soft PU Seat    material                                                         NaN    color                                                     Dark Brown    url                             https://www.amazon.com/dp/B0BG7MX77T    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 137, dtype: object: 'float' object is not iterable    Error creating embedding for title              Nalupatio Storage Ottoman, Bedroom End Bench,U...    primary_image      https://m.media-amazon.com/images/I/31+6K0Tbdp...    style                                                         Modern    material                                                        Wood    color                                                    Light Green    url                             https://www.amazon.com/dp/B0C48X7JQB    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 138, dtype: object: 'float' object is not iterable    Error creating embedding for title              Homevany Bamboo Wine Rack,4 Tier, Wine Bottle ...    primary_image      https://m.media-amazon.com/images/I/51DO5hfgdK...    style                                                         Modern    material                                                         NaN    color                                                          Brown    url                             https://www.amazon.com/dp/B08T8ZRZ1F    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 139, dtype: object: 'float' object is not iterable    Error creating embedding for title              Armen Living Julius 30" Cream Faux Leather and...    primary_image      https://m.media-amazon.com/images/I/31v34T0kgn...    style                                                       Straight    material                                                         NaN    color                                                   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                                 NaN    Name: 141, dtype: object: 'float' object is not iterable    Error creating embedding for title              Cpintltr Velvet Foot Rest Stool Multipurpose D...    primary_image      https://m.media-amazon.com/images/I/51K84REZCG...    style                                                         Modern    material                                                        Wood    color                                                     Dusty Pink    url                             https://www.amazon.com/dp/B0CH34CCLV    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 142, dtype: object: 'float' object is not iterable    Error creating embedding for title              uxcell Shredded Memory Foam Filling, 10 Pounds...    primary_image      https://m.media-amazon.com/images/I/51i6LeHlc9...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0C4DWRF3M    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 143, dtype: object: 'float' object is not iterable    Error creating embedding for title              FAMSINGO Ergonomic Mesh Office Chair, High Bac...    primary_image      https://m.media-amazon.com/images/I/41Jm-GtY+5...    style                                                      With arms    material                                                 Memory Foam    color                                                          Black    url                             https://www.amazon.com/dp/B0CBBMQPVC    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 144, dtype: object: 'float' object is not iterable    Error creating embedding for title              Serta Style Hannah II Office Chair, Harvard Pi...    primary_image      https://m.media-amazon.com/images/I/41XQ7R6j7l...    style                                                      with-arms    material                                                        Foam    color                                                   Harvard Pink    url                             https://www.amazon.com/dp/B07667648L    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 145, dtype: object: 'float' object is not iterable    Error creating embedding for title              Christmas 3D Illusion Doormat, Non-Slip Visual...    primary_image      https://m.media-amazon.com/images/I/51uOa02x4H...    style                                                        Classic    material                                                          棉质    color                                                            Red    url                             https://www.amazon.com/dp/B0CC28VDSV    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 146, dtype: object: 'float' object is not iterable    Error creating embedding for title              Narrow Console Table with Power Strips, Sofa T...    primary_image      https://m.media-amazon.com/images/I/51FRxl-qgF...    style                                        Sofa Table with Outlets    material                                         MDF Board and Metal    color                                                          Black    url                             https://www.amazon.com/dp/B0BSHFVY3J    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 147, dtype: object: 'float' object is not iterable    Error creating embedding for title              AnRui Folding Floor Chair with Adjustable Back...    primary_image      https://m.media-amazon.com/images/I/51iuIrMVq+...    style                                                     Solid Back    material                                                        Foam    color                                                         Stripe    url                             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149, dtype: object: 'float' object is not iterable    Error creating embedding for title              fengxiaomin-Plastic Bed Slat End Caps Holders ...    primary_image      https://m.media-amazon.com/images/I/41gvi7RjrZ...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0CNVJ24YF    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 150, dtype: object: 'float' object is not iterable    Error creating embedding for title              MoNiBloom Massage Gaming Recliner Chair with S...    primary_image      https://m.media-amazon.com/images/I/41Md8gR4YY...    style                                                         Modern    material                                                         NaN    color                                                          Green    url                             https://www.amazon.com/dp/B0BZKMYST2    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 151, dtype: object: 'float' object is not iterable    Error creating embedding for title              SUNSLASH Wall Mounted Mirror, Arched Wall Mirr...    primary_image      https://m.media-amazon.com/images/I/41nGiqXS+5...    style                                                            NaN    material                                                    Aluminum    color                                                  Black(arched)    url                             https://www.amazon.com/dp/B0BP9QYFTL    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 152, dtype: object: 'float' object is not iterable    Error creating embedding for title              Allied Brass Carolina Crystal Collection Frame...    primary_image      https://m.media-amazon.com/images/I/21+UCtQ6p9...    style                                                        Antique    material                                                       Brass    color                                                  Antique Brass    url                             https://www.amazon.com/dp/B07ZSF42WD    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 153, dtype: object: 'float' object is not iterable    Error creating embedding for title              Home Source 40.7' Elegance Bar Server and Wine...    primary_image      https://m.media-amazon.com/images/I/41nYPK8Xbr...    style                                                   Fluted shape    material                                                 Walnut Wood    color                                                         Walnut    url                             https://www.amazon.com/dp/B0CN1LGXNP    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 154, dtype: object: 'float' object is not iterable    Error creating embedding for title              Shintenchi 60" Small Loveseat, 3 in 1 Cute Con...    primary_image      https://m.media-amazon.com/images/I/41SkpIbGdQ...    style                                                     Pillow-Top    material                                                        Wood    color                                                      Dark Gray    url                             https://www.amazon.com/dp/B0CMTHD198    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 155, dtype: object: 'float' object is not iterable    Error creating embedding for title              King Mattresses Bag for Moving Storage Protect...    primary_image      https://m.media-amazon.com/images/I/41ye8pFDZ9...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0CN44TTFJ    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 156, dtype: object: 'float' object is not iterable    Error creating embedding for title              sawsile Asymmetrical Wall Mirror,Unique Gold V...    primary_image      https://m.media-amazon.com/images/I/41G-NEOXwf...    style                                                            NaN    material                                                  Wood, Iron    color                                                           Gold    url                             https://www.amazon.com/dp/B0CDWH5PQP    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 157, dtype: object: 'float' object is not iterable    Error creating embedding for title              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NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0BSKY28M7    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 159, dtype: object: 'float' object is not iterable    Error creating embedding for title              9 Inch lighted magnifying mirror with Adjustab...    primary_image      https://m.media-amazon.com/images/I/41j2FBzCCJ...    style                                                         Modern    material                                                 Alloy Steel    color                                                 Brushed Nickel    url                             https://www.amazon.com/dp/B0CMJCCT9C    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 160, dtype: object: 'float' object is not iterable    Error creating embedding for title              shopperals Large Black Fogless Handheld Shavin...    primary_image      https://m.media-amazon.com/images/I/413+UE2HxQ...    style                                                            NaN    material                                                     Plastic    color                                                          Black    url                             https://www.amazon.com/dp/B0CJCRFZCG    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 161, dtype: object: 'float' object is not iterable    Error creating embedding for title              Convenience Concepts French Country Desk, Drif...    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     Green and Brown    url                             https://www.amazon.com/dp/B0BVYQTMNX    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 163, dtype: object: 'float' object is not iterable    Error creating embedding for title              Flash Furniture Contemporary Red Vinyl Rounded...    primary_image      https://m.media-amazon.com/images/I/41OOyTZhTz...    style                                                   Contemporary    material                                                         NaN    color                                                            Red    url                             https://www.amazon.com/dp/B00EAY2HTY    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 164, dtype: object: 'float' object is not iterable    Error creating embedding for title              Stylish Camping Ming's Mark RC4 Reversible Cla...    primary_image      https://m.media-amazon.com/images/I/515xhjtnk0...    style                                                         Modern    material                                               Polypropylene    color                                                    Green/Beige    url                             https://www.amazon.com/dp/B0044G9M2S    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 165, dtype: object: 'float' object is not iterable    Error creating embedding for title              Christopher Knight Home Adelina Fabric Occaisi...    primary_image      https://m.media-amazon.com/images/I/41FESwmeXb...    style                                                      Wing Back    material                                                         NaN    color                                                 Light Lavender    url                             https://www.amazon.com/dp/B073GLR1DG    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 166, dtype: object: 'float' object is not iterable    Error creating embedding for title              ODK Small Computer Desk, 27.5 inch Desk for Sm...    primary_image      https://m.media-amazon.com/images/I/41meqsf8aq...    style                                                         Modern    material                                             Engineered Wood    color                                                     Pure 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                          NaN    Name: 168, dtype: object: 'float' object is not iterable    Error creating embedding for title              huester What are You Doing in My Swamp Door Ma...    primary_image      https://m.media-amazon.com/images/I/51L59TyllJ...    style                                                      Farmhouse    material                                                      Rubber    color                                                            NaN    url                             https://www.amazon.com/dp/B0C8SGN73S    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 169, dtype: object: 'float' object is not iterable    Error creating embedding for title              Bedstory 3 Inch Queen Size Memory Foam Mattres...    primary_image      https://m.media-amazon.com/images/I/516PONoRDr...    style                                                            NaN    material                                                 Memory Foam    color                                                          White    url                             https://www.amazon.com/dp/B0B31DB3LN    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 170, dtype: object: 'float' object is not iterable    Error creating embedding for title              Toland Home Garden 800252 Birthday Bash Party ...    primary_image      https://m.media-amazon.com/images/I/51rfyHppFm...    style                                                         Modern    material                                                      Rubber    color              Balloon Outdoor Doormat for Entryway Indoor En...    url                             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172, dtype: object: 'float' object is not iterable    Error creating embedding for title              PINGEUI 2 Packs 13 Inches Bamboo Step Stool, N...    primary_image      https://m.media-amazon.com/images/I/41Y0vrrtp7...    style                                                         Modern    material                                                      Bamboo    color                                                          Brown    url                             https://www.amazon.com/dp/B099VZPTWT    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 173, dtype: object: 'float' object is not iterable    Error creating embedding for title              Poundex Y1553 Two Piece PU Round Shape Barstoo...    primary_image      https://m.media-amazon.com/images/I/31XVd1lG-z...    style                                                         Modern    material                                                         NaN    color                                                          Black    url                             https://www.amazon.com/dp/B0183K9SMO    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 174, dtype: object: 'float' object is not iterable    Error creating embedding for title              SP-AU-Era Mirror cabinet storage box, cosmetic...    primary_image      https://m.media-amazon.com/images/I/61zDAVHDAf...    style              Wall-mounted Perforated Home Bathroom Sink, Co...    material                                                         PET    color                                                 blackish green    url                             https://www.amazon.com/dp/B0C99SY5W2    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 175, dtype: object: 'float' object is not iterable    Error creating embedding for title              Kavonty Storage Chest, Storage Bench, Retro To...    primary_image      https://m.media-amazon.com/images/I/41YpXf+0X2...    style                                                            NaN    material                                                         NaN    color                                                   Rustic Brown    url                             https://www.amazon.com/dp/B0BB9RZ19N    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 176, dtype: object: 'float' object is not iterable    Error creating embedding for title              Barkan TV Wall Mount, 32-70 inch Full Motion A...    primary_image      https://m.media-amazon.com/images/I/41NgcrmTA7...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B01L0YHBB0    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 177, dtype: object: 'float' object is not iterable    Error creating embedding for title              danpinera Side Table Round Metal, Outdoor Side...    primary_image      https://m.media-amazon.com/images/I/41fuboxDT3...    style                                                         Modern    material                                                        Iron    color                                                    Light Green    url                             https://www.amazon.com/dp/B09FXM34DV    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 178, dtype: object: 'float' object is not iterable    Error creating embedding for title              Dscabomlg Foldable Shoe Storage Plastic Vertic...    primary_image      https://m.media-amazon.com/images/I/41bq4r8uj5...    style                                                         Modern    material                                                         NaN    color                                                     Grey&white    url                             https://www.amazon.com/dp/B0CG5SJN86    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 179, dtype: object: 'float' object is not iterable    Error creating embedding for title              ACCHAR Ergonomic Office Chair, Reclining Mesh ...    primary_image      https://m.media-amazon.com/images/I/413qdlao4p...    style                                                      With arms    material                                                        Foam    color                                                          White    url                             https://www.amazon.com/dp/B0C2C9S1R6    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 180, dtype: object: 'float' object is not iterable    Error creating embedding for title              ODK Small Computer Desk, 27.5 Inch, Compact Ti...    primary_image      https://m.media-amazon.com/images/I/41NmfAngKl...    style                                                         Modern    material                                             Engineered Wood    color                                                          Black    url                             https://www.amazon.com/dp/B08CB925CT    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 181, dtype: object: 'float' object is not iterable    Error creating embedding for title              Front Door Mats by ZULINE,Entry and Back Yard ...    primary_image      https://m.media-amazon.com/images/I/51+qRIvl1F...    style                                               Outdoor & Indoor    material                                                      Rubber   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                  NaN    caption                                                          NaN    Name: 183, dtype: object: 'float' object is not iterable    Error creating embedding for title              WEENFON Storage Cabinet with Doors and Shelves...    primary_image      https://m.media-amazon.com/images/I/51F9Edov14...    style                                                         Shaker    material                                             Engineered Wood    color                                                           Grey    url                             https://www.amazon.com/dp/B0BF8KWBR2    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 184, dtype: object: 'float' object is not iterable    Error creating embedding for title              SOOWERY End Tables with Charging Station, Set ...    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                 NaN    url                             https://www.amazon.com/dp/B0CJR8KM2D    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 186, dtype: object: 'float' object is not iterable    Error creating embedding for title              BOKKOLIK Industrial Bar Stools (Set of 2) Coun...    primary_image      https://m.media-amazon.com/images/I/41r1PM96rV...    style                 industrial/retro/rustic/vintage/farmhouse/chic    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0BJZPV117    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 187, dtype: object: 'float' object is not iterable    Error creating embedding for title              HOOBRO Over The Toilet Storage Cabinet, Mass-S...    primary_image      https://m.media-amazon.com/images/I/41i8ryTI4h...    style                                                         louver    material                                      Engineered Wood, Metal    color                                                   Rustic Brown    url                             https://www.amazon.com/dp/B0B31G7LBC    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 188, dtype: object: 'float' object is not iterable    Error creating embedding for title              Hanover Swivel Counter Height Bar Stool, White...    primary_image      https://m.media-amazon.com/images/I/31039iD-Mp...    style                                                        Classic    material                                                         NaN    color                                                 White and Gray    url                             https://www.amazon.com/dp/B0B97PJ94P    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 189, dtype: object: 'float' object is not iterable    Error creating embedding for title              VECELO Modern Industrial Style 3-Piece Dining ...    primary_image      https://m.media-amazon.com/images/I/41rj5r2UFS...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B09MS5RJTT    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 190, dtype: object: 'float' object is not iterable    Error creating embedding for title              Tenkovic Metal Coat Rack Stand with Quartz Bas...    primary_image      https://m.media-amazon.com/images/I/31N5mQxbhB...    style                                                            NaN    material                                                 Metal, Wood    color                                                      tree gold    url                             https://www.amazon.com/dp/B0BZCMCJDY    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 191, dtype: object: 'float' object is not iterable    Error creating embedding for title              FANYE Oversized 6 Seaters Modular Storage Sect...    primary_image      https://m.media-amazon.com/images/I/41MTr4ynO3...    style                                                          Track    material                                                        Wood    color                                                      Navy Blue    url                             https://www.amazon.com/dp/B0CP7YFXD2    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 192, dtype: object: 'float' object is not iterable    Error creating embedding for title              HOMSHO 2-Tier Storage Bench,Shoe Bench with Pa...    primary_image      https://m.media-amazon.com/images/I/41Sq7pT7XM...    style                                                            NaN    material                                                         NaN    color                                                          White    url                             https://www.amazon.com/dp/B0BY23W1J9    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 193, dtype: object: 'float' object is not iterable    Error creating embedding for title              Realhotan 18 Inch Twin Bed Frame 3500 Pounds H...    primary_image      https://m.media-amazon.com/images/I/51+pTJO13K...    style                                                            NaN    material                                                         NaN    color                                                          Black    url                             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195, dtype: object: 'float' object is not iterable    Error creating embedding for title              MAHANCRIS End Table Set of 2, Side Table with ...    primary_image      https://m.media-amazon.com/images/I/41wsItqcjU...    style                                                   Straight Leg    material                                             Engineered Wood    color                                           Rustic Brown + Black    url                             https://www.amazon.com/dp/B0CJNJMY5H    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 196, dtype: object: 'float' object is not iterable    Error creating embedding for title              Moen MY3786CH Idora Single Post Bathroom Hand ...    primary_image      https://m.media-amazon.com/images/I/41LVA3Tody...    style                                                            NaN    material                                                        Zinc    color                                                         Chrome    url                             https://www.amazon.com/dp/B0882HQRJX    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 197, dtype: object: 'float' object is not iterable    Error creating embedding for title              Roundhill Furniture Swivel Black Bonded Leathe...    primary_image      https://m.media-amazon.com/images/I/31VM2JhRDZ...    style                                                         Modern    material                                                         NaN    color                                                          Black    url                             https://www.amazon.com/dp/B00D93AT24    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 198, dtype: object: 'float' object is not iterable    Error creating embedding for title              PINPLUS Storage Ottoman Bench, Linen Coffee Ta...    primary_image      https://m.media-amazon.com/images/I/41gj8mVGFG...    style                                                         Modern    material                                             Engineered Wood    color                                                          White    url                             https://www.amazon.com/dp/B0BZ3RYRNY    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 199, dtype: object: 'float' object is not iterable    Error creating embedding for title              Red Co. 14 x 18 inch Large Decorative Frameles...    primary_image      https://m.media-amazon.com/images/I/21M6+MAnWp...    style                                                         Modern    material                                                       Glass    color                                                         Silver    url                             https://www.amazon.com/dp/B087Z3RXLN    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 200, dtype: object: 'float' object is not iterable    Error creating embedding for title              PONTMENT Foot Stool Leather Footstool Solid Wo...    primary_image      https://m.media-amazon.com/images/I/51ElPbhgU7...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0C38VPJ15    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 201, dtype: object: 'float' object is not iterable    Error creating embedding for title              Kingston Brass BA2714C Milano Towel-Ring, 6-In...    primary_image      https://m.media-amazon.com/images/I/41X7yXWQ+P...    style                                                   Contemporary    material                                                       Brass    color                                                Polished Chrome    url                             https://www.amazon.com/dp/B0003SDM18    keywords                                                         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NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0CM6PR2ZB    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 205, dtype: object: 'float' object is not iterable    Error creating embedding for title              Christopher Knight Home Gentry Bonded Leather ...    primary_image      https://m.media-amazon.com/images/I/412PrvRCw-...    style                                                        Leather    material                                                        Foam    color                                                          Black    url                             https://www.amazon.com/dp/B005FFA3LQ    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 206, dtype: object: 'float' object is not iterable    Error creating embedding for title              BokWin 4 Sets No Mortise Bed Rail Fittings Woo...    primary_image      https://m.media-amazon.com/images/I/41ocbpXWJg...    style                                                            NaN    material                                                        Iron    color                                                            NaN    url                             https://www.amazon.com/dp/B09CGPQT1L    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 207, dtype: object: 'float' object is not iterable    Error creating embedding for title              Simple Deluxe Gaming Chair, Big and Tall Gamer...    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                Gold    url                             https://www.amazon.com/dp/B0BMXD3D6J    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 209, dtype: object: 'float' object is not iterable    Error creating embedding for title              ChooChoo Farmhouse End Table, Modern End Table...    primary_image      https://m.media-amazon.com/images/I/41P7V9O6ga...    style                                                         Modern    material                                             Engineered Wood    color                                                White and Brown    url                             https://www.amazon.com/dp/B0CJHT9KH6    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 210, dtype: object: 'float' object is not iterable    Error creating embedding for title              ZIYOO Twin Bed Frame 14 Inch High 3 Inches Wid...    primary_image      https://m.media-amazon.com/images/I/31dZ6tsbHO...    style                                                            NaN    material                                                         NaN    color                                                          Black    url                             https://www.amazon.com/dp/B07RY46G23    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 211, dtype: object: 'float' object is not iterable    Error creating embedding for title              MoNiBloom Set of 2 Plastic Barstools with PU C...    primary_image      https://m.media-amazon.com/images/I/31fCq+IIEu...    style                                                         Modern    material                                                         NaN    color                                                          White    url                             https://www.amazon.com/dp/B0CB7SM7MM    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 212, dtype: object: 'float' object is not iterable    Error creating embedding for title              KingCamp Stable Folding Camping Table Bamboo O...    primary_image      https://m.media-amazon.com/images/I/41Sc-GGZBe...    style                                                         YELLOW    material                                             Aluminum,Bamboo    color                               Yellow-27.6"d X 47.2"w X 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                            NaN    Name: 214, dtype: object: 'float' object is not iterable    Error creating embedding for title              Dwellicity Hello Welcome Mat Black and Gray St...    primary_image      https://m.media-amazon.com/images/I/51nGbm-6b-...    style                                                         Modern    material                                          Polyvinyl Chloride    color                                                            NaN    url                             https://www.amazon.com/dp/B099NTP2SZ    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 215, dtype: object: 'float' object is not iterable    Error creating embedding for title              Lifewit 70.9" Narrow Long Console Sofa Table w...    primary_image      https://m.media-amazon.com/images/I/417XCOhUDg...    style                                                         Modern    material                                             Engineered Wood    color                                                   Rustic Brown    url                             https://www.amazon.com/dp/B0BZYWTH2D    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 216, dtype: object: 'float' object is not iterable    Error creating embedding for title              Henn&Hart 20" Wide Round Side Table with Mirro...    primary_image      https://m.media-amazon.com/images/I/41+Mg7qmpY...    style                                                     Side Table    material                                                       Glass    color                                           Antique 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                                 NaN    Name: 218, dtype: object: 'float' object is not iterable    Error creating embedding for title              Kraftware Grant Signature Home San Remo Pineco...    primary_image      https://m.media-amazon.com/images/I/419nFYjmvG...    style                                                            NaN    material                                                       Vinyl    color                                                          Brown    url                             https://www.amazon.com/dp/B0751KYGV4    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 219, dtype: object: 'float' object is not iterable    Error creating embedding for title              Alise Bath 3 Towel Bars,Towel Holder Towel Rac...    primary_image      https://m.media-amazon.com/images/I/41frWw+ttR...    style                                                            NaN    material                                      Stainless Steel, Metal    color                                                    Matte Black    url                             https://www.amazon.com/dp/B0BGN333H4    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 220, dtype: object: 'float' object is not iterable    Error creating embedding for title              Round Mirror, Black Round Mirror 24 Inch, Roun...    primary_image      https://m.media-amazon.com/images/I/41igYIRb2f...    style                                                         Modern    material                                                       Metal    color                                                          Black    url                             https://www.amazon.com/dp/B08TTKV6LY    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 221, dtype: object: 'float' object is not iterable    Error creating embedding for title              Gexpusm Wood Coffee Table, Natural Wood Coffee...    primary_image      https://m.media-amazon.com/images/I/51xwMLJtrt...    style                                        4 independent iron legs    material                                                        Wood    color                                         Octagonal Coffee Table    url                             https://www.amazon.com/dp/B0BWXB7C1B    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 222, dtype: object: 'float' object is not iterable    Error creating embedding for title              Karl home Accent Chair Mid-Century Modern Chai...    primary_image      https://m.media-amazon.com/images/I/51+a05Mxh+...    style                                             Mid-Century Modern    material                                                         NaN    color                                                          Beige    url                             https://www.amazon.com/dp/B0BLP4W97Y    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 223, dtype: object: 'float' object is not iterable    Error creating embedding for title              Kottova Vanity Mirror with Lights,Makeup Mirro...    primary_image      https://m.media-amazon.com/images/I/41Z2VFHxc2...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0BJ1Y5TDN    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 224, dtype: object: 'float' object is not iterable    Error creating embedding for title              L.R. Resources Corcovado Metallic Braided Pouf...    primary_image      https://m.media-amazon.com/images/I/51QokReEa1...    style                                                       Bohemian    material                                                      Cotton    color                                                   Grey / White    url                             https://www.amazon.com/dp/B078YDGBM8    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 225, dtype: object: 'float' object is not iterable    Error creating embedding for title              GREENSTELL Coat Rack, Wooden Coat Rack Freesta...    primary_image      https://m.media-amazon.com/images/I/31lWN-XSfC...    style                                                         Rustic    material                                                        Wood    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                 NaN    caption                                                          NaN    Name: 227, dtype: object: 'float' object is not iterable    Error creating embedding for title              Nightstand with Charging Station and LED Light...    primary_image      https://m.media-amazon.com/images/I/41Co0zmXyy...    style                                              With power outlet    material                                      Glass, Engineered Wood    color                                                          Black    url                             https://www.amazon.com/dp/B0C6K8LMG8    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 228, dtype: object: 'float' object is not iterable    Error creating embedding for title              Kmitmuk 2 Pack Cabinet Towel Holder, White Kit...    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            Gunmetal    url                             https://www.amazon.com/dp/B01FL46UD0    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 230, dtype: object: 'float' object is not iterable    Error creating embedding for title              It's_Organized Gaming Desk 55 inch PC Computer...    primary_image      https://m.media-amazon.com/images/I/41oiXo1q4w...    style                                                         Gaming    material                                                 Alloy Steel    color                                                          Black    url                             https://www.amazon.com/dp/B08CR34X1X    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 231, dtype: object: 'float' object is not iterable    Error creating embedding for title              Serta Executive Office Padded Arms, Adjustable...    primary_image      https://m.media-amazon.com/images/I/41ZBS1hvHz...    style                                                      with-arms    material                                                        Foam    color                                                     Black/Blue    url                             https://www.amazon.com/dp/B07644FZVS    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 232, dtype: object: 'float' object is not iterable    Error creating embedding for title              KoiHome Wooden Daybed with 2 Storage Drawers, ...    primary_image      https://m.media-amazon.com/images/I/511irNkgaw...    style                                                            NaN    material                                                         NaN    color                                                       Espresso    url                             https://www.amazon.com/dp/B0CHMQC63H    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 233, dtype: object: 'float' object is not iterable    Error creating embedding for title              Soerreo Shoe Slot Storage Box Adjustable Shoe ...    primary_image      https://m.media-amazon.com/images/I/4127YVIANk...    style                                                         Modern    material                                                     Plastic    color                                                   10 Piece Set    url                             https://www.amazon.com/dp/B07X5VSLV1    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 234, dtype: object: 'float' object is not iterable    Error creating embedding for title              Arch Window Wall Mirror for Living Room,White ...    primary_image      https://m.media-amazon.com/images/I/419YPa-PWh...    style                                                 French Country    material                                                        Wood    color                                                          Black    url                             https://www.amazon.com/dp/B0CJV7SF48    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 235, dtype: object: 'float' object is not iterable    Error creating embedding for title              Jennifer Taylor Home Jacob 18" Storage Cube Ot...    primary_image      https://m.media-amazon.com/images/I/51KOhS-ZWZ...    style                                                   Contemporary    material                                             Engineered Wood    color                                            Tan Floral Jacquard    url                             https://www.amazon.com/dp/B0C9FWFGRP    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 236, dtype: object: 'float' object is not iterable    Error creating embedding for title              C COMFORTLAND Unstuffed Faux Leather Ottoman P...    primary_image      https://m.media-amazon.com/images/I/51qAukZMUD...    style                                                         Modern    material              This is an empty shell that you have to stuff.    color                                                          Grey3    url                             https://www.amazon.com/dp/B0BWY5RPD1    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 237, dtype: object: 'float' object is not iterable    Error creating embedding for title              ZZQXTC Over Toilet Storage Cabinet, Bathroom S...    primary_image      https://m.media-amazon.com/images/I/31cXPz4r76...    style                                                           wood    material                                                        Wood    color                          Over the Toilet Storage Cabinet White    url                             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239, dtype: object: 'float' object is not iterable    Error creating embedding for title              Kujielan Oval Wall Mirror with Leaf Decorative...    primary_image      https://m.media-amazon.com/images/I/419muJNV1J...    style                                                   Contemporary    material                                                       Metal    color                                                          Black    url                             https://www.amazon.com/dp/B0CF9W6WW2    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 240, dtype: object: 'float' object is not iterable    Error creating embedding for title              RRG Coat Rack Stand, Metal Coat Tree with Heav...    primary_image      https://m.media-amazon.com/images/I/214BED2RP6...    style                                               8 T-shaped Hooks    material                                                       Metal    color                                             Gold - T 67"/170cm    url                             https://www.amazon.com/dp/B09VBPNY7P    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 241, dtype: object: 'float' object is not iterable    Error creating embedding for title              Mirrors for Wall Decor, Golden Hanging Mirror ...    primary_image      https://m.media-amazon.com/images/I/31TgX2crLU...    style                                                            NaN    material                                                        Iron    color                                                           Gold    url                             https://www.amazon.com/dp/B097R4M5Y5    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 242, dtype: object: 'float' object is not iterable    Error creating embedding for title              Mokoze Wavy Mirror Irregular Border 10.24"x6.3...    primary_image      https://m.media-amazon.com/images/I/319OzJXVrx...    style                                                            NaN    material                                                     Plastic    color                                                          White    url                             https://www.amazon.com/dp/B0C9QHJ611    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 243, dtype: object: 'float' object is not iterable    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                                             Foam    color                                               Navy Blue + Teak    url                             https://www.amazon.com/dp/B09DS1VPFS    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 245, dtype: object: 'float' object is not iterable    Error creating embedding for title              3-Tier Side Table,Narrow End Table with Storag...    primary_image      https://m.media-amazon.com/images/I/41tzKL1XIP...    style                                                         Modern    material                                             Engineered Wood    color                                                          White    url                             https://www.amazon.com/dp/B0CP732ZN8    keywords                                                         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  Boraam Sonoma Bench, Storm Gray Wire-Brush    primary_image      https://m.media-amazon.com/images/I/316Y4ewyCL...    style                                                            NaN    material                                                         NaN    color                                          Storm Gray Wire-brush    url                             https://www.amazon.com/dp/B07T9M8Y88    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 248, dtype: object: 'float' object is not iterable    Error creating embedding for title                                 Kwikset BTBCB2Y, Tuscan Bronze    primary_image      https://m.media-amazon.com/images/I/21lfjygKja...    style                                                   Transitional    material                                                       Metal    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                 NaN    caption                                                          NaN    Name: 250, dtype: object: 'float' object is not iterable    Error creating embedding for title              GZsenwo (2 Pieces) 3-5/8" Stainless Steel Repl...    primary_image      https://m.media-amazon.com/images/I/41GvGSllzM...    style                                                            NaN    material                                             Stainless Steel    color                                                           2pcs    url                             https://www.amazon.com/dp/B0C6SYFYZN    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 251, dtype: object: 'float' object is not iterable    Error creating embedding for title              HomePop by Kinfine Fabric Upholstered Round St...    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                Kiwi    url                             https://www.amazon.com/dp/B0CKJ4YZC9    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 253, dtype: object: 'float' object is not iterable    Error creating embedding for title              Soft Foot Stool Ottoman Footrest Vanity Stool ...    primary_image      https://m.media-amazon.com/images/I/41oTGNme97...    style                                                            NaN    material                                                        Iron    color                                                          Black    url                             https://www.amazon.com/dp/B0CKW44X29    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 254, dtype: object: 'float' object is not iterable    Error creating embedding for title              GAOMON Black 4 Drawer Dresser for Bedroom, Woo...    primary_image      https://m.media-amazon.com/images/I/41GkzVqoNy...    style                                                            NaN    material                                                         NaN    color                                                          Black    url                             https://www.amazon.com/dp/B0CM1B86CJ    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 255, dtype: object: 'float' object is not iterable    Error creating embedding for title              Alise 24-Inch Bathroom Lavatory Towel Rack Tow...    primary_image      https://m.media-amazon.com/images/I/51FqMNM3yY...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0B6HXHQSW    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 256, dtype: object: 'float' object is not iterable    Error creating embedding for title              Seventable Nightstand with Charging Station an...    primary_image      https://m.media-amazon.com/images/I/41Wn14U8Ll...    style                                                         Modern    material                                             Engineered Wood    color                                                          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                          NaN    Name: 258, dtype: object: 'float' object is not iterable    Error creating embedding for title              Mod Made Mid Century Modern Chrome Wire Counte...    primary_image      https://m.media-amazon.com/images/I/41BxXleMgG...    style                                                       Straight    material                                                         NaN    color                                                      Black Pad    url                             https://www.amazon.com/dp/B09Q1ZHQFR    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 259, dtype: object: 'float' object is not iterable    Error creating embedding for title              Bloomingville 15 Inches Mango Wood and Metal O...    primary_image      https://m.media-amazon.com/images/I/21-b0yTRSN...  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                            NaN    material                                                         NaN    color                                                          Black    url                             https://www.amazon.com/dp/B07DQ6GPK6    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 264, dtype: object: 'float' object is not iterable    Error creating embedding for title              Small Collapsible Kids Hamper Fold Office Wast...    primary_image      https://m.media-amazon.com/images/I/41v-ozvbCq...    style                                                             现代    material                                                   Polyester    color                                               11.8"*19.7" Pink    url                             https://www.amazon.com/dp/B07K2Q2NRC    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 265, dtype: object: 'float' object is not iterable    Error creating embedding for title              Diyalor 2.6 Gallon Small Trash Can with Handle...    primary_image      https://m.media-amazon.com/images/I/219EPmkeeJ...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B09QCMCPYC    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 266, dtype: object: 'float' object is not iterable    Error creating embedding for title              DAYTOYS C Shaped End Table-Movable Sofa Table ...    primary_image      https://m.media-amazon.com/images/I/41pgntXmHr...    style                                                        Classic    material                                                        Wood    color                                                          Black    url                             https://www.amazon.com/dp/B0C32RWCV7    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 267, dtype: object: 'float' object is not iterable    Error creating embedding for title              Phantoscope Storage Ottoman Round15 Inch, Velv...    primary_image      https://m.media-amazon.com/images/I/31V7JNrxMg...    style                                                         Modern    material                                             Engineered Wood    color                                                         Coffee    url                             https://www.amazon.com/dp/B095HPZ7DD    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 268, dtype: object: 'float' object is not iterable    Error creating embedding for title              Casual Home Night Owl Nightstand with USB Port...    primary_image      https://m.media-amazon.com/images/I/3142Zp+eYu...    style                                                      Night Owl    material                                       Walnut,Solid Wood,MDF    color                                                       Espresso    url                             https://www.amazon.com/dp/B019C4PPTU    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 269, dtype: object: 'float' object is not iterable    Error creating embedding for title              NOVICA 302212 Handmade Wood and Reverse Painte...    primary_image      https://m.media-amazon.com/images/I/51bKwT153n...    style                                                       Colonial    material                                                 Wood, Glass    color                                                       Burgundy    url                             https://www.amazon.com/dp/B07N41BVDG    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 270, dtype: object: 'float' object is not iterable    Error creating embedding for title              Toy Storage Basket and Play Mat for Building B...    primary_image      https://m.media-amazon.com/images/I/61f83XRzyg...    style                                                            NaN    material                                                      fabric    color                                                           Grey    url                             https://www.amazon.com/dp/B08PMH8F89    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 271, dtype: object: 'float' object is not iterable    Error creating embedding for title              RICOO SQ4965 No-Gap Wall Mount for Samsung® Q7...    primary_image      https://m.media-amazon.com/images/I/41VNr1xTfE...    style                                                            NaN    material                                                         NaN    color                                                          black    url                             https://www.amazon.com/dp/B083WKFRRR    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 272, dtype: object: 'float' object is not iterable    Error creating embedding for title              Hosley Wooden Frame Mirror 20 Inch High. Ideal...    primary_image      https://m.media-amazon.com/images/I/410lp8Rwjv...    style                                                   Contemporary    material                                                        Wood    color                                                          Brown    url                             https://www.amazon.com/dp/B07BQHWWRW    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 273, dtype: object: 'float' object is not iterable    Error creating embedding for title              BRIAN & DANY Foldable Storage Ottoman Footrest...    primary_image      https://m.media-amazon.com/images/I/413YS7nQBn...    style                                                         Modern    material                                                        Wood    color                                                          Khaki    url                             https://www.amazon.com/dp/B08BNDNGHJ    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 274, dtype: object: 'float' object is not iterable    Error creating embedding for title              ReplacementScrews Bed Frame Rail Screws Compat...    primary_image      https://m.media-amazon.com/images/I/31-vY+TuWO...    style                                                           Flat    material                                                       Metal    color                                                   Multicolored    url                             https://www.amazon.com/dp/B0CMXYMDH4    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 275, dtype: object: 'float' object is not iterable    Error creating embedding for title              mDesign Round Metal in-Lay Accent Table with H...    primary_image      https://m.media-amazon.com/images/I/413u0H2o1I...    style                                                         Modern    material                                                Steel/Mirror    color                                              Soft Brass/Mirror    url                             https://www.amazon.com/dp/B08XPR7662    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 276, dtype: object: 'float' object is not iterable    Error creating embedding for title              NSFRCLHO Round End Table, Tempered Glass End T...    primary_image      https://m.media-amazon.com/images/I/41z8YktAkG...    style                                                        Classic    material                                              Tempered Glass    color                                                          Black    url                             https://www.amazon.com/dp/B089YWCTN2    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 277, dtype: object: 'float' object is not iterable    Error creating embedding for title              pranovo Metal Sofa Handle Cable Recliner Chair...    primary_image      https://m.media-amazon.com/images/I/3144eTNpeE...    style                                                            NaN    material                                                    Aluminum    color                                                          Black    url                             https://www.amazon.com/dp/B00R5VYYIG    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 278, dtype: object: 'float' object is not iterable    Error creating embedding for title              Stuffed Animal Storage Bean Bag Chair Cover fo...    primary_image      https://m.media-amazon.com/images/I/41dBlMhHTh...    style                                                            NaN    material                                                      velvet    color                                                     Cover Only    url                             https://www.amazon.com/dp/B08JLH2PVH    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 279, dtype: object: 'float' object is not iterable    Error creating embedding for title              Pinkpum Shoe Ogranizer for Closet, 12 Pack Sho...    primary_image      https://m.media-amazon.com/images/I/41huFJxt+F...    style                                                            NaN    material                             Acrylonitrile Butadiene Styrene    color                                                          Clear    url                             https://www.amazon.com/dp/B0B6P65LGH    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 280, dtype: object: 'float' object is not iterable    Error creating embedding for title              BOOSDEN Padded Folding Chair 2 Pack, Foldable ...    primary_image      https://m.media-amazon.com/images/I/41H64LdIQ8...    style                                                            NaN    material                                                         NaN    color                                       2 Pack Thick Chair | Red    url                             https://www.amazon.com/dp/B0CC4SZBQ9    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 281, dtype: object: 'float' object is not iterable    Error creating embedding for title              Kingston Brass SCC8247 Edenscape Pedestal Stee...    primary_image      https://m.media-amazon.com/images/I/31FOa-k+Et...    style                                                         Modern    material                                                 Alloy Steel    color                                                  Brushed Brass    url                             https://www.amazon.com/dp/B0B5VJNZHL    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 282, dtype: object: 'float' object is not iterable    Error creating embedding for title              Industrial Rolling Bar 3-Tier Kitchen Serving ...    primary_image      https://m.media-amazon.com/images/I/51rjiq645t...    style                                                            NaN    material                                             Solid Wood,Iron    color                                                    Brown+black    url                             https://www.amazon.com/dp/B07RGDWW5C    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 283, dtype: object: 'float' object is not iterable    Error creating embedding for title              Chill Sack Bean Bag Chair: Giant 5' Memory Foa...    primary_image      https://m.media-amazon.com/images/I/51fQFu92ts...    style                                                 Furniture Foam    material                                                         NaN    color                                              Microsuede - Lime    url                             https://www.amazon.com/dp/B00P21TM2O    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 284, dtype: object: 'float' object is not iterable    Error creating embedding for title              Caroline's Treasures BB5130JMAT Day of The Dea...    primary_image      https://m.media-amazon.com/images/I/41Q15C0DMD...    style                              Day of the Dead Red Flowers Skull    material                                                      Rubber    color                              Day of the Dead Red Flowers Skull    url                             https://www.amazon.com/dp/B01MR9GSZE    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 285, dtype: object: 'float' object is not iterable    Error creating embedding for title              glitzhome Adjustable Bar Stool Set of 2 Swivel...    primary_image      https://m.media-amazon.com/images/I/51OPfpn9ov...    style                                                    Mid-Century    material                                                         NaN    color                                                          Begin    url                             https://www.amazon.com/dp/B08ZC5CYXG    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 286, dtype: object: 'float' object is not iterable    Error creating embedding for title              Symmons 673TR-STN Identity Wall-Mounted Towel ...    primary_image      https://m.media-amazon.com/images/I/31cLgr4MIB...    style                                                   Contemporary    material                                                       Brass    color                                                   Satin Nickel    url                             https://www.amazon.com/dp/B01LYD3YB1    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 287, dtype: object: 'float' object is not iterable    Error creating embedding for title              glitzhome Kitchen Island with Storage Kitchen ...    primary_image      https://m.media-amazon.com/images/I/51wSfraUuh...    style                                                         Shaker    material                                           Mdf,Metal,Plastic    color                                                            Red    url                             https://www.amazon.com/dp/B09D2T4GP4    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 288, dtype: object: 'float' object is not iterable    Error creating embedding for title              Lipper International Child's Toy Chest, 33.25"...    primary_image      https://m.media-amazon.com/images/I/41IWlgQ25-...    style                                                            NaN    material                           Engineered Wood, Beechwood, Metal    color                                                  Walnut Finish    url                             https://www.amazon.com/dp/B005H05TWC    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 289, dtype: object: 'float' object is not iterable    Error creating embedding for title              dnbss LED Nightstand with Charging Station, Sw...    primary_image      https://m.media-amazon.com/images/I/41CANS+MiT...    style                                                         Modern    material                                                        Wood    color                                                        1-black    url                             https://www.amazon.com/dp/B0BNWVLYV1    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 290, dtype: object: 'float' object is not iterable    Error creating embedding for title              Remote Control Holder,TV Remote Caddy/Box with...    primary_image      https://m.media-amazon.com/images/I/41p58Tdmyo...    style                                                            NaN    material                                                     Leather    color                                                         Orange    url                             https://www.amazon.com/dp/B0C2GZNDXF    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 291, dtype: object: 'float' object is not iterable    Error creating embedding for title              MoNiBloom Foldable Storage Free Standing Shoes...    primary_image      https://m.media-amazon.com/images/I/41SpDKbBsl...    style                                                         Modern    material                                                      Bamboo    color                                                            NaN    url                             https://www.amazon.com/dp/B09JSR3CYZ    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 292, dtype: object: 'float' object is not iterable    Error creating embedding for title              Walker Edison Furniture Modern Round Nesting C...    primary_image      https://m.media-amazon.com/images/I/51U3y0LRMe...    style                                                   Coffee Table    material                                           Manufactured Wood    color                                                    Walnut/Gold    url                             https://www.amazon.com/dp/B072P27BTW    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 293, dtype: object: 'float' object is not iterable    Error creating embedding for title              Way Basics Book Shelf 4 Cubby Storage (Tool-fr...    primary_image      https://m.media-amazon.com/images/I/31eEZQKN+r...    style                                                         Modern    material                                           Recycled Material    color                                                            NaN    url                             https://www.amazon.com/dp/B071HWKHQL    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 294, dtype: object: 'float' object is not iterable    Error creating embedding for title              Mind Reader Trash Can and Toilet Brush Set, Ba...    primary_image      https://m.media-amazon.com/images/I/31ktspfOC9...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0BJ7PQ9XH    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 295, dtype: object: 'float' object is not iterable    Error creating embedding for title              #4203 Adjustable 1/4" Threaded Non-Skid Leveli...    primary_image      https://m.media-amazon.com/images/I/31Oas3rE7s...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B01M0S28J1    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 296, dtype: object: 'float' object is not iterable    Error creating embedding for title              Funny Welcome Doormat for Entryway Front Porch...    primary_image      https://m.media-amazon.com/images/I/415x2v3cW5...    style                                                      Farmhouse    material                                                      Rubber    color                            Colorful,Funny,Novelty,Personalized    url                             https://www.amazon.com/dp/B09VFPFBND    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 297, dtype: object: 'float' object is not iterable    Error creating embedding for title              KINGYES Folding Adjustable Backrest Adirondack...    primary_image      https://m.media-amazon.com/images/I/41RnRNOgDD...    style                                                      With arms    material                                                         NaN    color                                                           Grey    url                             https://www.amazon.com/dp/B0B2JRSBL3    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 298, dtype: object: 'float' object is not iterable    Error creating embedding for title              Leick Home 10109-GR Oval Condo/Apartment Coffe...    primary_image      https://m.media-amazon.com/images/I/31hgF2KPIJ...    style                                              Oval Coffee Table    material                                                        Wood    color                                                     Smoke Gray    url                             https://www.amazon.com/dp/B08KLBTL5R    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 299, dtype: object: 'float' object is not iterable    Error creating embedding for title              Carter's by DaVinci Colby 3-Drawer Dresser in ...    primary_image      https://m.media-amazon.com/images/I/31eTOoDK36...    style                                                            NaN    material                                                  pine, Wood    color                                                           Grey    url                             https://www.amazon.com/dp/B071DZG655    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 300, dtype: object: 'float' object is not iterable    Error creating embedding for title              Modway Baronet Button-Tufted Vegan Leather Par...    primary_image      https://m.media-amazon.com/images/I/31Um2-NPw3...    style                                                   Contemporary    material                                                        Foam    color                                                           Grey    url                             https://www.amazon.com/dp/B0BR8NVGDL    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 301, dtype: object: 'float' object is not iterable    Error creating embedding for title              MOOACE Small Side Table, Round End Table Night...    primary_image      https://m.media-amazon.com/images/I/419Yb6N5yy...    style                                                         Modern    material                                                        Wood    color                                                          Brown    url                             https://www.amazon.com/dp/B0BGL3QXKR    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 302, dtype: object: 'float' object is not iterable    Error creating embedding for title              BYOOTIQUE Makeup Chair Folding Camping Stool C...    primary_image      https://m.media-amazon.com/images/I/511N0PuE9E...    style                                                            NaN    material                                                         NaN    color                                                            NaN    url                             https://www.amazon.com/dp/B0CC4X9SS3    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 303, dtype: object: 'float' object is not iterable    Error creating embedding for title              nimboo Kids Couch - Modular Kids Play Couch Se...    primary_image      https://m.media-amazon.com/images/I/51He1KLeOs...    style                                                            NaN    material                                   High Density Comfort Foam    color                                                Rainbow Unicorn    url                             https://www.amazon.com/dp/B0CLC3XWR6    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 304, dtype: object: 'float' object is not iterable    Error creating embedding for title              LOKKHAN Industrial Bar Table 38.6"-48.4" Heigh...    primary_image      https://m.media-amazon.com/images/I/31uVNZMOnX...    style                                                            NaN    material                               Wood Tabletop,Wooden Tabletop    color                                                         Copper    url                             https://www.amazon.com/dp/B0BVT748HV    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 305, dtype: object: 'float' object is not iterable    Error creating embedding for title              UTONE Gaming Chair Computer Chair Breathable F...    primary_image      https://m.media-amazon.com/images/I/31dCSKQ14Y...    style                                                     Solid Back    material                                                     Textile    color                                                           Pink    url                             https://www.amazon.com/dp/B0CF9F4TQD    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 306, dtype: object: 'float' object is not iterable    Error creating embedding for title              Lexicon Victoria Saddle Wood Bar Stools (Set o...    primary_image      https://m.media-amazon.com/images/I/41CPL03Y-W...    style                                                   Contemporary    material                                                        Wood    color                                                     Black Sand    url                             https://www.amazon.com/dp/B08SLPBC36    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 307, dtype: object: 'float' object is not iterable    Error creating embedding for title              ANZORG Behind Door Hanging Kids Shoes Organize...    primary_image      https://m.media-amazon.com/images/I/31qQ2tZPv-...    style                                                            NaN    material                                            Non Woven Fabric    color                                                     12 Pockets    url                             https://www.amazon.com/dp/B09KN5ZTXC    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 308, dtype: object: 'float' object is not iterable    Error creating embedding for title              Pipishell Full-Motion TV Wall Mount for Most 3...    primary_image      https://m.media-amazon.com/images/I/41TkLI3K2-...    style                                                            NaN    material                                                         NaN    color                                                          Black    url                             https://www.amazon.com/dp/B0BN7T57NK    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 309, dtype: object: 'float' object is not iterable    Error creating embedding for title              Noori Rug Home - Lux Collection Modern Ava Rou...    primary_image      https://m.media-amazon.com/images/I/21Uq9uJEE5...    style                                                           Glam    material                                             Engineered Wood    color                                                 Ivory/Gold Ava    url                             https://www.amazon.com/dp/B097FC9C27    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 310, dtype: object: 'float' object is not iterable    Error creating embedding for title              Modway Parcel Upholstered Fabric Parsons Dinin...    primary_image      https://m.media-amazon.com/images/I/41f8WNXejU...    style                                                         Modern    material                                                        Foam    color                                                          Beige    url                             https://www.amazon.com/dp/B00SMM4H98    keywords                                                         NaN    img_description                                                  NaN    caption                                                          NaN    Name: 311, dtype: object: 'float' object is not iterable```pythondf_search.head()```<div><style scoped>    .dataframe tbody tr th:only-of-type {        vertical-align: middle;    }    .dataframe tbody tr th {        vertical-align: top;    }    .dataframe thead th {        text-align: right;    }</style><table border="1" class="dataframe">  <thead>    <tr style="text-align: right;">      <th></th>      <th>title</th>      <th>primary_image</th>      <th>style</th>      <th>material</th>      <th>color</th>      <th>url</th>      <th>keywords</th>      <th>img_description</th>      <th>caption</th>      <th>embedding</th>    </tr>  </thead>  <tbody>    <tr>      <th>0</th>      <td>GOYMFK 1pc Free Standing Shoe Rack, Multi-laye...</td>      <td>https://m.media-amazon.com/images/I/416WaLx10j...</td>      <td>Modern</td>      <td>Metal</td>      <td>White</td>      <td>https://www.amazon.com/dp/B0CJHKVG6P</td>      <td>['shoe rack', 'metal', 'white', 'multi-layer',...</td>      <td>The GOYMFK Free Standing Shoe Rack is a versat...</td>      <td>Sleek white multi-layer metal free-standing sh...</td>      <td>[-0.06301482, -0.038354326, -0.0108071, -0.015...</td>    </tr>    <tr>      <th>1</th>      <td>subrtex Leather ding Room, Dining Chairs Set o...</td>      <td>https://m.media-amazon.com/images/I/31SejUEWY7...</td>      <td>Black Rubber Wood</td>      <td>Sponge</td>      <td>Black</td>      <td>https://www.amazon.com/dp/B0B66QHB23</td>      <td>['dining chair', 'leather', 'black']</td>      <td>The Subrtex Leather Dining Chairs come in a se...</td>      <td>Set of 2 modern black faux leather dining chai...</td>      <td>[-0.018292552, -0.006216094, -0.009373649, -0....</td>    </tr>    <tr>      <th>2</th>      <td>Plant Repotting Mat MUYETOL Waterproof Transpl...</td>      <td>https://m.media-amazon.com/images/I/41RgefVq70...</td>      <td>Modern</td>      <td>Polyethylene</td>      <td>Green</td>      <td>https://www.amazon.com/dp/B0BXRTWLYK</td>      <td>['repotting mat', 'waterproof', 'portable', 'f...</td>      <td>The Plant Repotting Mat is a portable and fold...</td>      <td>Vibrant green waterproof plant repotting mat</td>      <td>[-0.010247701, 0.0074028056, -0.00037697714, -...</td>    </tr>    <tr>      <th>3</th>      <td>Pickleball Doormat, Welcome Doormat Absorbent ...</td>      <td>https://m.media-amazon.com/images/I/61vz1Igler...</td>      <td>Modern</td>      <td>Rubber</td>      <td>A5589</td>      <td>https://www.amazon.com/dp/B0C1MRB2M8</td>      <td>['doormat', 'absorbent', 'non-slip', 'coconut ...</td>      <td>The Pickleball Doormat is a charming welcome m...</td>      <td>Coir welcome mat featuring a playful "It's a g...</td>      <td>[-0.0033125042, -0.02689817, -0.009523449, 0.0...</td>    </tr>    <tr>      <th>4</th>      <td>JOIN IRON Foldable TV Trays for Eating Set of ...</td>      <td>https://m.media-amazon.com/images/I/41p4d4VJnN...</td>      <td>X Classic Style</td>      <td>Iron</td>      <td>Grey Set of 4</td>      <td>https://www.amazon.com/dp/B0CG1N9QRC</td>      <td>['tv tray', 'foldable', 'metal', 'grey']</td>      <td>The JOIN IRON Foldable TV Tray Set includes fo...</td>      <td>Set of 4 foldable grey TV trays with durable b...</td>      <td>[-0.020860892, -0.0053859027, -0.019131333, -0...</td>    </tr>  </tbody></table></div>```python# Keep only the lines where we have embeddingsdf_search = df_search.dropna(subset=['embedding'])print(df_search.shape)```    (50, 10)```pythondata_embeddings_path = "data/items_tagged_and_captioned_embeddings.csv"``````python# Saving locally for later - optional: do not execute if you prefer to use the provided filedf_search.to_csv(data_embeddings_path, index=False)``````python# Optional: load data from saved file if you haven't processed the whole datasetfrom ast import literal_evaldf_search = pd.read_csv(data_embeddings_path)df_search["embedding"] = df_search.embedding.apply(literal_eval).apply(np.array)```### Search from input text    We can compare the input text from a user directly to the embeddings we just created.```python# Searching for N most similar resultsdef search_from_input_text(query, n = 2):    embedded_value = get_embedding(query)    df_search['similarity'] = df_search['embedding'].apply(lambda x: cosine_similarity(np.array(x).reshape(1,-1), np.array(embedded_value).reshape(1, -1)))    most_similar = df_search.sort_values('similarity', ascending=False).iloc[:n]    return most_similar``````pythonuser_inputs = ['shoe storage', 'black metal side table', 'doormat', 'step bookshelf', 'ottoman']``````pythonfor i in user_inputs:    print(f"Input: {i}\n")    res = search_from_input_text(i)    for index, row in res.iterrows():        similarity_score = row['similarity']        if isinstance(similarity_score, np.ndarray):            similarity_score = similarity_score[0][0]        print(f"{row['title'][:50]}{'...' if len(row['title']) > 50 else ''} ({row['url']}) - Similarity: {similarity_score:.2f}")        img = Image(url=row['primary_image'])        display(img)        print("\n\n")```    Input: shoe storage        GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me... (https://www.amazon.com/dp/B0CJHKVG6P) - Similarity: 0.57<img src="https://m.media-amazon.com/images/I/416WaLx10jL._SS522_.jpg"/>                MAEPA RV Shoe Storage for Bedside - 8 Extra Large ... (https://www.amazon.com/dp/B0C4PL1R3F) - Similarity: 0.55<img src="https://m.media-amazon.com/images/I/31bcwiowcBL._SS522_.jpg"/>                Input: black metal side table        FLYJOE Narrow Side Table with PU Leather Magazine ... (https://www.amazon.com/dp/B0CHYDTQKN) - Similarity: 0.58<img src="https://m.media-amazon.com/images/I/41Hsse9SYsL._SS522_.jpg"/>                HomePop Metal Accent Table Triangle Base Round Mir... (https://www.amazon.com/dp/B08N5H868H) - Similarity: 0.57<img src="https://m.media-amazon.com/images/I/41cG70UIWTL._SS522_.jpg"/>                Input: doormat        GXFC ZHAO Welcome Funny Door Mat Shoes and Bras Of... (https://www.amazon.com/dp/B07X61R7N8) - Similarity: 0.52<img src="https://m.media-amazon.com/images/I/51z8ko3rsiL._SS522_.jpg"/>                Pickleball Doormat, Welcome Doormat Absorbent Non-... (https://www.amazon.com/dp/B0C1MRB2M8) - Similarity: 0.49<img src="https://m.media-amazon.com/images/I/61vz1IglerL._SS522_.jpg"/>                Input: step bookshelf        Leick Home 70007-WTGD Mixed Metal and Wood Stepped... (https://www.amazon.com/dp/B098KNRNLQ) - Similarity: 0.57<img src="https://m.media-amazon.com/images/I/31XhtLE1F1L._SS522_.jpg"/>                Wildkin Kids Canvas Sling Bookshelf with Storage f... (https://www.amazon.com/dp/B07GBVFZ1Y) - Similarity: 0.46<img src="https://m.media-amazon.com/images/I/51-GsdoM+IS._SS522_.jpg"/>                Input: ottoman        Moroccan Leather Pouf Ottoman for Living Room - Ro... (https://www.amazon.com/dp/B0CP45784G) - Similarity: 0.49<img src="https://m.media-amazon.com/images/I/51UKACPPL9L._SS522_.jpg"/>                HomePop Home Decor | K2380-YDQY-2 | Luxury Large F... (https://www.amazon.com/dp/B0B94T1TZ1) - Similarity: 0.46<img src="https://m.media-amazon.com/images/I/416lZwKs-SL._SS522_.jpg"/>            ### Search from imageIf the input is an image, we can find similar images by first turning images into captions, and embedding those captions to compare them to the already created embeddings.```python# We'll take a mix of images: some we haven't seen and some that are already in the datasetexample_images = df.iloc[306:]['primary_image'].to_list() + df.iloc[5:10]['primary_image'].to_list()``````pythonfor i in example_images:    img_description = describe_image(i, '')    caption = caption_image(img_description)    img = Image(url=i)    print('Input: \n')    display(img)    res = search_from_input_text(caption, 1).iloc[0]    similarity_score = res['similarity']    if isinstance(similarity_score, np.ndarray):        similarity_score = similarity_score[0][0]    print(f"{res['title'][:50]}{'...' if len(res['title']) > 50 else ''} ({res['url']}) - Similarity: {similarity_score:.2f}")    img_res = Image(url=res['primary_image'])    display(img_res)    print("\n\n")    ```    Input:     <img src="https://m.media-amazon.com/images/I/31dCSKQ14YL._SS522_.jpg"/>    Black Leather Office Chair Mid Back Leather Desk C... (https://www.amazon.com/dp/B0BVQSPCCF) - Similarity: 0.54<img src="https://m.media-amazon.com/images/I/317sVlhzMLL._SS522_.jpg"/>                Input:     <img src="https://m.media-amazon.com/images/I/41CPL03Y-WL._SS522_.jpg"/>    subrtex Leather ding Room, Dining Chairs Set of 2,... (https://www.amazon.com/dp/B0B66QHB23) - Similarity: 0.52<img src="https://m.media-amazon.com/images/I/31SejUEWY7L._SS522_.jpg"/>                Input:     <img src="https://m.media-amazon.com/images/I/31qQ2tZPv-L._SS522_.jpg"/>    MAEPA RV Shoe Storage for Bedside - 8 Extra Large ... (https://www.amazon.com/dp/B0C4PL1R3F) - Similarity: 0.65<img src="https://m.media-amazon.com/images/I/31bcwiowcBL._SS522_.jpg"/>                Input:     <img src="https://m.media-amazon.com/images/I/41TkLI3K2-L._SS522_.jpg"/>    Chief Mfg.Swing-Arm Wall Mount Hardware Mount Blac... (https://www.amazon.com/dp/B007E40Z5K) - Similarity: 0.66<img src="https://m.media-amazon.com/images/I/41HxUoRXloL._SS522_.jpg"/>                Input:     <img src="https://m.media-amazon.com/images/I/21Uq9uJEE5L._SS522_.jpg"/>    Homebeez 39.1" Length Bedroom Storage Bench, End B... (https://www.amazon.com/dp/B0BWQ8M4Q3) - Similarity: 0.52<img src="https://m.media-amazon.com/images/I/31eBuhJ0NDL._SS522_.jpg"/>                Input:     <img src="https://m.media-amazon.com/images/I/41f8WNXejUL._SS522_.jpg"/>    subrtex Leather ding Room, Dining Chairs Set of 2,... (https://www.amazon.com/dp/B0B66QHB23) - Similarity: 0.51<img src="https://m.media-amazon.com/images/I/31SejUEWY7L._SS522_.jpg"/>                Input:     <img src="https://m.media-amazon.com/images/I/41zMuj2wvvL._SS522_.jpg"/>    LOVMOR 30'' Bathroom Vanity Sink Base Cabine, Stor... (https://www.amazon.com/dp/B0C9WYYFLB) - Similarity: 0.58<img src="https://m.media-amazon.com/images/I/41zMuj2wvvL._SS522_.jpg"/>                Input:     <img src="https://m.media-amazon.com/images/I/41ixgM73DgL._SS522_.jpg"/>    Folews Bathroom Organizer Over The Toilet Storage,... (https://www.amazon.com/dp/B09NZY3R1T) - Similarity: 0.73<img src="https://m.media-amazon.com/images/I/41ixgM73DgL._SS522_.jpg"/>                Input:     <img src="https://m.media-amazon.com/images/I/416WaLx10jL._SS522_.jpg"/>    GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me... (https://www.amazon.com/dp/B0CJHKVG6P) - Similarity: 0.72<img src="https://m.media-amazon.com/images/I/416WaLx10jL._SS522_.jpg"/>                Input:     <img src="https://m.media-amazon.com/images/I/31SejUEWY7L._SS522_.jpg"/>    subrtex Leather ding Room, Dining Chairs Set of 2,... (https://www.amazon.com/dp/B0B66QHB23) - Similarity: 0.77<img src="https://m.media-amazon.com/images/I/31SejUEWY7L._SS522_.jpg"/>                Input:     <img src="https://m.media-amazon.com/images/I/41RgefVq70L._SS522_.jpg"/>    Plant Repotting Mat MUYETOL Waterproof Transplanti... (https://www.amazon.com/dp/B0BXRTWLYK) - Similarity: 0.64<img src="https://m.media-amazon.com/images/I/41RgefVq70L._SS522_.jpg"/>            ## Wrapping upIn this notebook, we explored how to leverage the multimodal capabilities of `gpt-4o-mini` to tag and caption images. By providing images along with contextual information to the model, we were able to generate tags and descriptions that can be further refined to create captions. This process has practical applications in various scenarios, particularly in enhancing search functionalities.The search use case illustrated can be directly applied to applications such as recommendation systems, but the techniques covered in this notebook can be extended beyond items search and used in multiple use cases, for example RAG applications leveraging unstructured image data.As a next step, you could explore using a combination of rule-based filtering with keywords and embeddings search with captions to retrieve more relevant results.