Tag Caption Images With GPT4V
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Using GPT-4o mini to tag & caption images
This 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
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Tag images
In 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
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Testing with a few examples
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['shoe rack', 'metal', 'white', 'multi-layer', 'hooks']
['dining chair', 'leather', 'black']
['repotting mat', 'waterproof', 'portable', 'foldable', 'green']
['doormat', 'absorbent', 'non-slip', 'coconut fiber', 'welcome', 'pickleball', 'outdoor']
['tv tray', 'foldable', 'metal', 'grey']
Looking up existing keywords
Using embeddings to avoid duplicates (synonyms) and/or match pre-defined keywords
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Testing with example keywords
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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 captions
In 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.
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Describing images with GPT-4o mini
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Testing on a few examples
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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 captions
Using a few-shot examples approach to turn a long description into a short image caption
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Testing on a few examples
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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 search
In 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.
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Preparing the dataset
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(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).
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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...
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Embedding captions and keywords
We 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).
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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 color Natural Wood Wash url https://www.amazon.com/dp/B0CHVQ6BC5 keywords NaN img_description NaN caption NaN Name: 86, dtype: object: 'float' object is not iterable Error creating embedding for title Ergonomic Office Chair,Office Chair, with Lumb... primary_image https://m.media-amazon.com/images/I/51vnoZERmP... style With arms material Foam color All Black url https://www.amazon.com/dp/B0CBBV4S1P keywords NaN img_description 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... primary_image https://m.media-amazon.com/images/I/41HBX6be98... style no material Wood color White url https://www.amazon.com/dp/B09NBWCTDS keywords NaN img_description NaN caption NaN Name: 89, dtype: object: 'float' object is not iterable Error creating embedding for title CordaRoy's Chenille Bean Bag Ottoman Footstool... primary_image https://m.media-amazon.com/images/I/51HpCirQNA... style Modern material Engineered Wood color 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 Orange url https://www.amazon.com/dp/B09DKG6JDN keywords NaN img_description NaN caption NaN Name: 94, dtype: object: 'float' object is not iterable Error creating embedding for title Mickey and Friends Collapsible Nylon Basket Bu... primary_image https://m.media-amazon.com/images/I/410mEc5bbl... style NaN material NaN color NaN url https://www.amazon.com/dp/B0B7Q5LB2C keywords NaN img_description NaN caption 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... style Outdoor & Indoor material Rubber color Blue url https://www.amazon.com/dp/B07D7RQNJV keywords NaN img_description NaN caption NaN Name: 97, dtype: object: 'float' object is not iterable Error creating embedding for title MoNiBloom Round Folding Faux Fur Saucer Chair ... primary_image https://m.media-amazon.com/images/I/41eoFKL3gK... style Modern material Polyester color Burgundy url 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 ... primary_image https://m.media-amazon.com/images/I/61gTdPHg5Q... style Outdoor & Indoor material Rubber color NaN url https://www.amazon.com/dp/B00PNJAACG keywords NaN img_description NaN caption NaN Name: 112, dtype: object: 'float' object is not iterable Error creating embedding for title Sintosin Vintage Oval Mirrors for Wall Decor 1... primary_image https://m.media-amazon.com/images/I/41NiOP0+4j... style Shabby Chic material Wood color 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 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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 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Low-Back Sw... primary_image https://m.media-amazon.com/images/I/41bsjzUI6N... style Mesh material NaN color Red url https://www.amazon.com/dp/B0BHF9PPJC keywords NaN img_description 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 ... primary_image https://m.media-amazon.com/images/I/51-utQ4pnb... style NaN material Polyester color Snowblue url https://www.amazon.com/dp/B0C7L8GGJF keywords NaN img_description NaN caption NaN Name: 135, dtype: object: 'float' object is not iterable Error creating embedding for title Flash Furniture Walker Small Rustic Natural Ho... primary_image https://m.media-amazon.com/images/I/31QOFqtaHJ... style Sled material Engineered Wood color 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 Cream/Walnut url https://www.amazon.com/dp/B0961N94SZ keywords NaN img_description NaN caption NaN Name: 140, dtype: object: 'float' object is not iterable Error creating embedding for title WONSTART Vanity Mirror with Lights, 50 x 41cm ... primary_image https://m.media-amazon.com/images/I/41k7g8oo6b... style Modern material Aluminum, Glass color Silver url https://www.amazon.com/dp/B0C2VF2S6R keywords NaN img_description NaN caption 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 https://www.amazon.com/dp/B08QRF4TTL keywords NaN img_description NaN caption NaN Name: 148, dtype: object: 'float' object is not iterable Error creating embedding for title sogesfurniture 5 Tier Free Standing Wooden Sho... primary_image https://m.media-amazon.com/images/I/51j2v3ij2u... style Modern material Engineered Wood color NaN url https://www.amazon.com/dp/B07WLK9TNS keywords NaN img_description NaN caption NaN Name: 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 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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 Leather At Home, Decorative 13 Inch Rounded Pi... primary_image https://m.media-amazon.com/images/I/51ePbFDPNR... style Classic material Leather color Bourbon Brown url https://www.amazon.com/dp/B0BBKQ3XW9 keywords NaN img_description NaN caption NaN Name: 158, dtype: object: 'float' object is not iterable Error creating embedding for title Hzuaneri Blanket Ladder Shelf for Living Room,... primary_image https://m.media-amazon.com/images/I/31XETwaX0W... style Farmhouse material 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... primary_image https://m.media-amazon.com/images/I/21Xa4sH6hP... style French Country material Engineered Wood color Driftwood/White url https://www.amazon.com/dp/B07D6TS5MR keywords NaN img_description NaN caption NaN Name: 162, dtype: object: 'float' object is not iterable Error creating embedding for title FurnitureR 27''H Round Drawer 2 Tiers Endtable... primary_image https://m.media-amazon.com/images/I/51VXthftc3... style Mid-Century Modern material Engineered Wood color 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 White url https://www.amazon.com/dp/B092HVNQQ4 keywords NaN img_description NaN caption NaN Name: 167, dtype: object: 'float' object is not iterable Error creating embedding for title GOmaize Cute Wall Mirror with 4 Layers of Colo... primary_image https://m.media-amazon.com/images/I/417WwDOB5X... style Bohemian material Plastic color Blue url https://www.amazon.com/dp/B0CB6HZR7Z keywords NaN img_description NaN caption 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 https://www.amazon.com/dp/B01AA0SO7A keywords NaN img_description NaN caption NaN Name: 171, dtype: object: 'float' object is not iterable Error creating embedding for title Asense Small Footstool Ottoman Set of 2, Faux ... primary_image https://m.media-amazon.com/images/I/31mK9NtBNH... style Modern material NaN color 2 Pack Faux Leather Celadon url https://www.amazon.com/dp/B0CPLSTFW5 keywords NaN img_description NaN caption NaN Name: 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 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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 color Brown-diamond url https://www.amazon.com/dp/B09PBH963M keywords NaN img_description NaN caption NaN Name: 182, dtype: object: 'float' object is not iterable Error creating embedding for title MyGift Modern Over The Door Towel Rack in Shab... primary_image https://m.media-amazon.com/images/I/515aoZQHoA... style NaN material Metal color Whitewashed Wood & Black Metal url https://www.amazon.com/dp/B0C5BBYRDN keywords NaN img_description 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 ... primary_image https://m.media-amazon.com/images/I/41x2Yzpw5a... style Retro material Iron color Brown url https://www.amazon.com/dp/B0BRFX55TJ keywords NaN img_description NaN caption NaN Name: 185, dtype: object: 'float' object is not iterable 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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 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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 27.56"h url https://www.amazon.com/dp/B08ZHPDZX5 keywords NaN img_description NaN caption NaN Name: 213, dtype: object: 'float' object is not iterable Error creating embedding for title Artistic Weavers Berma Knitted Jute Round Pouf... primary_image https://m.media-amazon.com/images/I/51wZvzlzMD... style Natural material Engineered Wood color Slate url https://www.amazon.com/dp/B00JVZEZE2 keywords NaN img_description NaN caption 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 Brass/Mirror url https://www.amazon.com/dp/B07WK22XDX keywords NaN img_description NaN caption NaN Name: 217, dtype: object: 'float' object is not iterable Error creating embedding for title klotski Kids Table and 2 Chair Set, Wood Activ... primary_image 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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 color Black url https://www.amazon.com/dp/B09M8M4P9L keywords NaN img_description NaN caption NaN Name: 226, dtype: object: 'float' object is not iterable Error creating embedding for title COLLECTIVE HOME Mail Organizer with Mirror, Wa... primary_image https://m.media-amazon.com/images/I/510ciQYiY4... style Rustic material Black color White url https://www.amazon.com/dp/B0BWY1HPMB keywords NaN img_description 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... primary_image https://m.media-amazon.com/images/I/21b4+99Ox0... style NaN material NaN color NaN url https://www.amazon.com/dp/B0CGXJ3VR7 keywords NaN img_description NaN caption NaN Name: 229, dtype: object: 'float' object is not iterable Error creating embedding for title GIA Toolix Backless Stool with Metal Seat, Gun... primary_image https://m.media-amazon.com/images/I/41mgAYeNEx... style Tapered material NaN color 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 https://www.amazon.com/dp/B0CBDLJ32L keywords NaN img_description NaN caption NaN Name: 238, dtype: object: 'float' object is not iterable Error creating embedding for title 40ft Upholstery Elastic Webbing,Two Inch (2") ... primary_image https://m.media-amazon.com/images/I/51oKu+lxwz... style NaN material NaN color NaN url https://www.amazon.com/dp/B0CG9CDKQ7 keywords NaN img_description NaN caption NaN Name: 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 Error creating embedding for title (100) 12" Record Outer Sleeves - Outer Reseala... primary_image https://m.media-amazon.com/images/I/41uJZW57cB... style NaN material Vinyl, Plastic, Polypropylene (PP) color NaN url https://www.amazon.com/dp/B07B8VT4DC keywords NaN img_description NaN caption NaN Name: 244, dtype: object: 'float' object is not iterable Error creating embedding for title Christopher Knight Home Munro Recliner, Navy B... primary_image https://m.media-amazon.com/images/I/31exiSJMk8... style Contemporary material 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 NaN img_description NaN caption NaN Name: 246, dtype: object: 'float' object is not iterable Error creating embedding for title DBTHTSK Sofa Latch,Bed Replacement Parts,Heavy... primary_image https://m.media-amazon.com/images/I/41gQlYHLvc... style NaN material NaN color NaN url https://www.amazon.com/dp/B0C2GQK6ZD keywords NaN img_description NaN caption NaN Name: 247, dtype: object: 'float' object is not iterable Error creating embedding for title 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 color Tuscan Bronze url https://www.amazon.com/dp/B001AHXWQ6 keywords NaN img_description NaN caption NaN Name: 249, dtype: object: 'float' object is not iterable Error creating embedding for title Ilyapa 2-Tier Gold Metal Record Player Stand w... primary_image https://m.media-amazon.com/images/I/4107MgspWh... style NaN material NaN color NaN url https://www.amazon.com/dp/B0BT6FF83T keywords NaN img_description 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... primary_image https://m.media-amazon.com/images/I/51x3kXXPgx... style Glam,Farmhouse,Traditional material Engineered Wood color Tan Woven url https://www.amazon.com/dp/B0BG6BJ3DL keywords NaN img_description NaN caption NaN Name: 252, dtype: object: 'float' object is not iterable Error creating embedding for title EFTILE HOME 2 Foot Stool Handmade Wooden 3 Leg... primary_image https://m.media-amazon.com/images/I/41-mDeiQw+... style NaN material Wood color 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 Black url https://www.amazon.com/dp/B09DLBNY6W keywords NaN img_description NaN caption NaN Name: 257, dtype: object: 'float' object is not iterable Error creating embedding for title Furinno Coffee Table with Bins, Espresso/Brown... primary_image https://m.media-amazon.com/images/I/31CY4VJNyx... style Modern material Beech,Particle Board color Espresso/Brown url https://www.amazon.com/dp/B08C7Y4RB3 keywords NaN img_description NaN caption 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... style Rustic material Metal color Black url https://www.amazon.com/dp/B0CFSPXPYF keywords NaN img_description NaN caption NaN Name: 260, dtype: object: 'float' object is not iterable Error creating embedding for title Gnyonat Accent Chair with Ottoman,Living Room ... primary_image https://m.media-amazon.com/images/I/41Gau9oSdR... style NaN material NaN color Blue url https://www.amazon.com/dp/B0C3TYNRJC keywords NaN img_description NaN caption NaN Name: 261, dtype: object: 'float' object is not iterable Error creating embedding for title SLLFLY Water Bottle Organizer,Stackable Water ... primary_image https://m.media-amazon.com/images/I/51EAJVwOuL... style Clear material NaN color Clear url https://www.amazon.com/dp/B0BZNKKCC3 keywords NaN img_description NaN caption NaN Name: 262, dtype: object: 'float' object is not iterable Error creating embedding for title jela Kids Couch Large, Floor Sofa Modular Funi... primary_image https://m.media-amazon.com/images/I/41Zury7vcH... style Padded material Suede color Charcoal url https://www.amazon.com/dp/B0BL9CDX29 keywords NaN img_description NaN caption NaN Name: 263, dtype: object: 'float' object is not iterable Error creating embedding for title Flexson TV Mount Attachment for Sonos Beam - B... primary_image https://m.media-amazon.com/images/I/31vbAI-UxE... style 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
[59]
[60]
(50, 10)
[61]
[62]
[63]
Search from input text
We can compare the input text from a user directly to the embeddings we just created.
[64]
[65]
[66]
Input: shoe storage GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me... (https://www.amazon.com/dp/B0CJHKVG6P) - Similarity: 0.57
MAEPA RV Shoe Storage for Bedside - 8 Extra Large ... (https://www.amazon.com/dp/B0C4PL1R3F) - Similarity: 0.55
Input: black metal side table FLYJOE Narrow Side Table with PU Leather Magazine ... (https://www.amazon.com/dp/B0CHYDTQKN) - Similarity: 0.58
HomePop Metal Accent Table Triangle Base Round Mir... (https://www.amazon.com/dp/B08N5H868H) - Similarity: 0.57
Input: doormat GXFC ZHAO Welcome Funny Door Mat Shoes and Bras Of... (https://www.amazon.com/dp/B07X61R7N8) - Similarity: 0.52
Pickleball Doormat, Welcome Doormat Absorbent Non-... (https://www.amazon.com/dp/B0C1MRB2M8) - Similarity: 0.49
Input: step bookshelf Leick Home 70007-WTGD Mixed Metal and Wood Stepped... (https://www.amazon.com/dp/B098KNRNLQ) - Similarity: 0.57
Wildkin Kids Canvas Sling Bookshelf with Storage f... (https://www.amazon.com/dp/B07GBVFZ1Y) - Similarity: 0.46
Input: ottoman Moroccan Leather Pouf Ottoman for Living Room - Ro... (https://www.amazon.com/dp/B0CP45784G) - Similarity: 0.49
HomePop Home Decor | K2380-YDQY-2 | Luxury Large F... (https://www.amazon.com/dp/B0B94T1TZ1) - Similarity: 0.46
Search from image
If 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.
[67]
[68]
Input:
Black Leather Office Chair Mid Back Leather Desk C... (https://www.amazon.com/dp/B0BVQSPCCF) - Similarity: 0.54
Input:
subrtex Leather ding Room, Dining Chairs Set of 2,... (https://www.amazon.com/dp/B0B66QHB23) - Similarity: 0.52
Input:
MAEPA RV Shoe Storage for Bedside - 8 Extra Large ... (https://www.amazon.com/dp/B0C4PL1R3F) - Similarity: 0.65
Input:
Chief Mfg.Swing-Arm Wall Mount Hardware Mount Blac... (https://www.amazon.com/dp/B007E40Z5K) - Similarity: 0.66
Input:
Homebeez 39.1" Length Bedroom Storage Bench, End B... (https://www.amazon.com/dp/B0BWQ8M4Q3) - Similarity: 0.52
Input:
subrtex Leather ding Room, Dining Chairs Set of 2,... (https://www.amazon.com/dp/B0B66QHB23) - Similarity: 0.51
Input:
LOVMOR 30'' Bathroom Vanity Sink Base Cabine, Stor... (https://www.amazon.com/dp/B0C9WYYFLB) - Similarity: 0.58
Input:
Folews Bathroom Organizer Over The Toilet Storage,... (https://www.amazon.com/dp/B09NZY3R1T) - Similarity: 0.73
Input:
GOYMFK 1pc Free Standing Shoe Rack, Multi-layer Me... (https://www.amazon.com/dp/B0CJHKVG6P) - Similarity: 0.72
Input:
subrtex Leather ding Room, Dining Chairs Set of 2,... (https://www.amazon.com/dp/B0B66QHB23) - Similarity: 0.77
Input:
Plant Repotting Mat MUYETOL Waterproof Transplanti... (https://www.amazon.com/dp/B0BXRTWLYK) - Similarity: 0.64
Wrapping up
In 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.