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unicorn panties | **product title**: sealed girl so hipster panties underwear cotton 8 10 12 14 unicorn pug | 1.02 | google |
toddler training pants | **product title**: cotton baby potty training pants, soft & breathable - le caneton tractor - green ... | 1.04 | google |
sportswear shirts | **product title**: men's nike gray team usa legend 2.0 performance t-shirt size: medium | 1.03 | google |
women's smartwatch replacement bands | **product title**: demark strap compatible with fitbit luxe strap, adjustable stainless steel loop ... | 1.05 | google |
men's road running shoes with support | **product title**: brooks glycerin 21 11 , black/grey/white (men's) | 1.05 | google |
large electric burner | **product title**: davivy ceramic hot plate electric single burner plate,1200w electric cooktop ... | 1.03 | google |
double walled insulated outdoor flask | **product title**: stainless steel double-layer insulated solid color space flask with handle for ... | 1.06 | google |
gloves with grip | **product title**: heavy duty grips gym fitness weight lifting gloves full anti-skid palm protection ... | 1.03 | google |
antique pepper shaker value | **product title**: antique macina temperata gold porcelain pepper mill and salt shaker | 1.03 | google |
stainless steel lazy susan | **product title**: onion creek lazy susan symple stuff | 1.07 | google |
dishwasher safe stainless dough cutter | **product title**: dexter-russell s196 sani-safe 6in x 3in dough cutter/scraper | 1.03 | google |
men's thermal performance | **product title**: mountain warehouse merino mens thermal top - navy | size m | 1.04 | google |
handheld vacuums | **product title**: anko [upgraded] car vacuum cleaner, anko high power dc12-volt wet&dry handheld a | 1.02 | google |
clear under-sink drawer organizers | **product title**: 2 tier bathroom organizer with dividers, multi-purpose clear under sink ... | 1.02 | google |
leak proof salt pepper set | **product title**: gold ceramic salt and pepper shakers with lids modern salt and pepper shaker set | 1.03 | google |
fleece novelty | **product title**: in a pickle funny ants cartoon humorous fleece blanket | 1.03 | google |
over the cabinet basket holder | **product title**: modern home 15 in cabinet wire hanging basket shelf | 1.09 | google |
stainless steel kettle | **product title**: starfrit 1.8-quart stainless steel electric kettle | 1.05 | google |
baby boys' nightgown bundle | **product title**: simple joys by carter's baby boys' cotton sleeper gown, pack of 3, whales/sun/dog ... | 1.02 | google |
reusable costume facial hair | **product title**: dress up america fake beard - 7" costume beard and mustache - one size for adults ... | 1.29 | google |
polyester neckties for children | **product title**: boys gumby 14 inch clip-on ties neckties | 1.04 | google |
customizable pantry storage configurations | **product title**: elfa classic reach-in pantry white, 18" x 16" x 7' | the container store | 1.17 | google |
ceiling pompoms | **product title**: set of 12 (6l/6m) hanging tissue pom poms - baptism - christening - wedding ... | 1.04 | google |
door plaques | **product title**: custom room name, marquis door signs, 11.5"x3.75" | 1.05 | google |
glitter tanks for girls | **product title**: msemis women shimmer glam sequin embellished sparkle sleeveless tank vest tops ... | 1.02 | google |
manual juicer for vegetables | **product title**: vintage manual juicer | 1.03 | google |
children's bed furniture | **product title**: delta children dinosaur upholstered twin bed, blue | 1.03 | google |
hand-painted ceramic decorative bowls | **product title**: 11.5 hand painted mexican folk art ceramic footed bowl birds floral colorful | 1.02 | google |
custom boys novelty neckties | **product title**: design your own tie | custom neckties | 1.08 | google |
indoor cleats | **product title**: vizari kids liga indoor soccer shoes - pink/yellow, size 10.5 | 1.13 | google |
boys cardigan vests | **product title**: girls/boys solid reversible fleece warm vest open front sleeveless cardigan vest ... | 1.04 | google |
sport sweatbands | **product title**: mizuno 2 in. wristbands g2, pink | 1.03 | google |
top rated winter headbands | **product title**: frr extra wide knit mink fur headband in black at fur hat world | 1.05 | google |
custom engraved rolling pins | **product title**: handwritten family recipe engraved on rolling pin | gift | 1.05 | google |
breathable rain boots | **product title**: cushionaire women's mars chelsea rain boot +memory foam | 1.05 | google |
how to clean electrostatic air purifier | **product title**: xpower programmable sanitizing system - small | 1.07 | google |
salad hands | **product title**: matr boomie hamsa salad hands (2 pc) | 1.03 | google |
grolsch | **product title**: grolsch crate of beer (collectors edition) | 1.03 | google |
youth cheer | **product title**: cheerleading uniform allstars omni elite youth large | 1.06 | google |
boys golf polo shirts | **product title**: boys' under armour performance stripe polo medium navy | 1.03 | google |
soy wax taper candles | **product title**: 9" cream flameless led taper candles, 2ct. by ashland | michaels | 1.07 | google |
configurable closet storage solutions | **product title**: klair living fiona white freestanding walk in wood closet system with metal frame ... | 1.05 | google |
professional grade cake server with case | **product title**: palecek marques server, grey tones, serveware cake serving sets & utensils | 1.25 | google |
boys shark tooth | **product title**: shark tooth necklace for men and women - tiger shark tooth pewter pendant- shark ... | 1.03 | google |
baby swimsuit top | **product title**: baby - white swimsuit upf 50 - size: 9-12m (6-12m) - h&m | 1.25 | google |
steam extraction | **product title**: mytee new 1003dx speedster deluxe heated carpet extractor | 1.03 | google |
novelty vintage inspired sweatshirts | **product title**: no inspiration today sorry y2k clothing aesthetic alt hoodie 3xl | 1.04 | google |
creative design coffee mugs | **product title**: creative porcelain cups, large ceramic mugs for office, large capacity jungle ... | 1.02 | google |
unique bandanas | **product title**: perfectly unique boutique the it bandana brown | 1.08 | google |
hanging trash bin kitchen | **product title**: collapsible hanging trash can: cabinet door bin | 1.05 | google |
women's checkbook and passport cover combo | **product title**: letter passport holder for women, pu leather passport cover for teens, initial ... | 1.02 | google |
whisks for nonstick cookware | **product title**: walfos silicone whisk stainless steel wire whisk heat resistant kitchen whisks ... | 1.03 | google |
heavy dutypastamachine | **product title**: 110v 750w electric pasta press maker noodle machine dumpling skin home commercial ... | 1.02 | google |
fun baseball caps | **product title**: legend of zelda character brim sublimated snapback hat | 1.05 | google |
shapewear sale | **product title**: chiccurve zipper closed women full body shapewear - rosybrown | 1.05 | google |
men's victorian trousers | **product title**: flairbyshop men black gothic vintage victorian pants party costume, lace jacquard ... | 1.02 | google |
popular home cold brew makers | **product title**: willow & everett cold brew maker - glass pitcher with filter - iced coffee or tea ... | 1.02 | google |
unicorn slippers | **product title**: homemaxs 1 pair comfortable indoor slippers winter slippers unicorn cotton ... | 1.06 | google |
boys sweatshirts with reflective details | **product title**: safetyshirtz 65111303l ss360 american grit class 3 hoodie, safety gree | 1.18 | google |
keychains with essential oil diffuser locket for women | **product title**: aromatherapy essential oil diffuser keychain stainless steel | 1.03 | google |
bread machines with dispenser | **product title**: panasonic sd-yr2550sxe automatic bread maker with dispenser, 850 w, temperature | 1.07 | google |
tips for hanging heavy wall tapestry | **product title**: 30 pcs picture hangers hanging kit,concrete/stucco/hard wall hooks for hanging ... | 1.05 | google |
seafood butter warmer | **product title**: prepara bw25311 catamount butter warmer | 1.07 | google |
luxury flatware | **product title**: wedding cutlery , birthday, аnniversary adults cutlery gold- personal name, the ... | 1.03 | google |
airconditioner | **product title**: 5 ton 16 seer ruud air conditioning system | 1.04 | google |
gold plated men's pendant | **product title**: mens gold tone iced out bull small pendant with 5mm 24" cuban chain necklace | 1.07 | google |
dishwasher safe tortilla server box | **product title**: tortilla server with lid - 8" | 1.03 | google |
flameless candle set with remote | **product title**: izan 6-pack flameless battery operated led tealight candles with remote waved-to | 1.06 | google |
adjustable tension rod dividers | **product title**: siselba 2pcs tension rods 28 to 51 inch, 7/8" diameter adjustable curtain rods ... | 1.02 | google |
boys undershirts with fun patterns and colors | **product title**: dot & zazz big boys shark passport tank top | 1.04 | google |
latest men's smartwatch with nfc | **product title**: xiaomi nfc smartwatch mt30 ip67 waterproof bluetooth | 1.02 | google |
usb charge air purifier | **product title**: nuvomed portable uv-c air purifier with usb power, white and black - we will ship ... | 1.05 | google |
high performance sneakers | **product title**: on women's cloudeclipse white/sand / 10 | 1.06 | google |
breast enhancement inserts | **product title**: jettingbuy 1pair bikkini inflatable bra pad push up breast pad air cushion ... | 1.02 | google |
coins | **product title**: china 30 gram silver panda random year coin, 0.96 oz | apmex | 1.02 | google |
women's leather gloves | **product title**: women's green hamilton glove | 8" | nooki design | 1.25 | google |
multi-layer insulated mittens for men | **product title**: gordini men's da goose gore-tex mittens - m (medium) | 1.08 | google |
outdoor sports jackets girls | **product title**: obermeyer juniors livia jacket | 1.04 | google |
vintage plate sets | **product title**: vintage mismatched restaurant ware place setting- set of 6 | 1.03 | google |
reversible coverlet set | **product title**: reversible queen coverlet set, 3 piece, brown, queen, 100% polyester | kirkland's ... | 1.04 | google |
non-slip oyster holding glove | **product title**: lindy fish handling glove right hand medium | 1.02 | google |
boys hunt boots | **product title**: hunter kids play boot (little kid/big kid) kids shoes thrum green : 13 little kid m | 1.03 | google |
affordable men's ear tapers | **product title**: multi-pack ear tapers and plugs - 6 pair 4g-6g-8g - by spencer's | 1.14 | google |
custom novelty watch design | **product title**: single family watch, personalized watch, custom photo designer watch, put any ... | 1.11 | google |
adjustable ergonomic kids chair | **product title**: ergonomic height-adjustable kids' study chair with security upgrade | 1.03 | google |
podiatrist recommended orthopedics | **product title**: podiatrist recommended foot pain relief boots, premium arch support, men's boots ... | 1.25 | google |
commercial grade knife sharpener | **product title**: the brodbeck ironworks pirate sharpening system base unit | 1.03 | google |
men's bucket hats fashion | **product title**: men's bucket hats for fishing, black | 1.04 | google |
rechargeable tealights | **product title**: xyseamf 12 pcs led rechargeable tea lights candles with remote and white base ... | 1.04 | google |
chocolate lollipop molds with sticks | **product title**: haunted tree lollipop chocolate mold | 1.02 | google |
affordable medical uniforms | **product title**: dagacci medical uniform women's 4-way stretch fitted y neck natural scrub set | 1.04 | google |
lightweight comfortable clip ear cuffs | **product title**: moon star ear cuff earrings for women rhinestone non pierced ear crawler clips ... | 1.02 | google |
fashionable maternity fitness attire | **product title**: smallshow women's maternity pants pregnancy activewear jogger over the belly | 1.04 | google |
shot glasses bulk | **product title**: 2oz. plastic mini cube square shot glasses 10ct. | 1.04 | google |
oxford flats | **product title**: black closed round toe buckle platform oxford flat shoes black-6 | 1.03 | google |
foldable silicone bottle | **product title**: starbucks japan foldable silicone bottle (blue) | 1.1 | google |
novelty training pants | **product title**: disney 3t training pants - new kids | color: red | 1.09 | google |
top-performing cross training shoes for women 2023 | **product title**: nike metcon 8 black white | 1.04 | google |
seamless panties | **product title**: gapbody ladies 5pk seamless hipster neutral pink/blush/heather grey/white/black xs | 1.12 | google |
reusable cheese labels | **product title**: cheese markers set by slant collections | 1.06 | google |
This product search dataset compiles multiple open source product search datasets, that can be used for representation learning tasks.
Sources
Dataset | Repo ID | Source |
---|---|---|
Marqo/marqo-GS-10M | Google Shopping | |
Amazon | tasksource/esci | Amazon ESCI |
Wayfair | napsternxg/wands | Wayfair |
Home Depot | bstds/home_depot | Home Depot |
Crowdflower | napsternxg/kaggle_crowdflower_ecommerce_search_relevance | Crowdflower |
Schema
Document
To standardize attributes across different sources and their availability, we use a template that can be applied based on available product information.
if kwargs.get("title"):
template = f"""**product title**: {kwargs.get('title')}\n"""
else:
template = """"""
if kwargs.get("category"):
template += f"""**product category**: {kwargs.get('category').replace(" / ", " > ")}\n"""
if kwargs.get("attributes"):
template += """**product attributes**:\n"""
for k, v in kwargs.get("attributes").items():
template += f""" - **{k}**: {v}\n"""
if kwargs.get("description"):
template += f"""**product description**: {kwargs.get('description')}"""
The dataset has two splits:
Pairs
Triplets
Pairs
Query: The user query.
Document: The product that was retrieved by the system.
Relevance: The relevance of the <query, document>
pair.
Each individual source will have their logic for sampling queries, documents, and relevance assessments.
Most of the sources and manually graded by a group of annotators, except for Marqo/marqo-GS-10M
which is the top 100 products retrieved from the system. I recommend reading the individual sources for a deeper understanding of their methodology.
This format undergoes no filtering, and all <query, document, relevance>
scores are maintained from the original source.
These can be directly used for training sentence similarity tasks that uses <sentence 1, sentence 2, score>
.
The scores should generally follow the range of 0-3, normalized across sources, but are not fully calibrated for the individual distributions.
Triplets
Train
Dataset | Queries | Documents | Pairs |
---|---|---|---|
77,288 | 2,202,907 | 3,926,764 | |
Amazon | 99,408 | 985,476 | 1,420,372 |
Wayfair | 477 | 38,854 | 140,068 |
Home Depot | 11,795 | 54,360 | 74,067 |
Crowdflower | 261 | 9,912 | 10,158 |
Test
Dataset | Queries | Documents | Pairs |
---|---|---|---|
19,564 | 748,386 | 981,204 | |
Amazon | 30,947 | 364,004 | 434,234 |
Wayfair | 477 | 25,317 | 46,690 |
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