datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
MERL_Shopping_Dataset
Dataset Card for MERL Shopping Dataset
This is a FiftyOne dataset with 41 samples.
Installation
If you haven't already, install FiftyOne:
pip install -U fiftyone
Usage
import fiftyone as fo
from fiftyone.utils.huggingface import load_from_hub
# Load the dataset
# Note: other available arguments include 'max_samples', etc
dataset = load_from_hub("Voxel51/MERL_Shopping_Dataset")
# Launch the App
session = fo.launch_app(dataset)
Dataset Details… See the full description on the dataset page: https://huggingface.co/datasets/Voxel51/MERL_Shopping_Dataset.shopee-dataset
Shopee Product Listings Dataset
Daily snapshots of Shopee product listings across Taiwan and Southeast Asian marketplaces with variant pricing, seller metrics, ratings, and shipping data.
This dataset is a preview sample of the Shopee dataset published by Rebrowser. If you're doing academic research, you may be eligible for free access to a much larger slice — see Free Datasets for Research.
This dataset contains 1 entity, each in its own folder: Product Details… See the full description on the dataset page: https://huggingface.co/datasets/rebrowser/shopee-dataset.product-catalogue
The Catalogue: Product Taxonomy Classification Benchmark
A large-scale, multimodal benchmark dataset for product taxonomy classification, featuring real e-commerce products with images, descriptions, and hierarchical category labels.
Dataset Description
The Catalogue is a benchmark dataset designed to evaluate AI models on the task of classifying products into a standardized taxonomy. Each sample includes a product image, title, description, brand, and the… See the full description on the dataset page: https://huggingface.co/datasets/Shopify/product-catalogue.shopper
Visualizing the Dataset
To visualize the data samples with 3D point clouds, robot poses, and action trajectories, use the mmt_vis.py script
from this vla_foundry fork.
Setup
git clone https://github.com/isabellahuang-tri/vla_foundry.git
cd vla_foundry
git checkout shopper_vis
pip install -e .
Usage
Visualize data from S3 or local TAR files:
# From local TAR file
VISUALIZER=rerun uv run --group visualization vla_foundry/data/scripts/vis/mmt_vis.py \… See the full description on the dataset page: https://huggingface.co/datasets/isabellahuang/shopper.baghdad_shoppingshopping-list-recipesgoogle-shopping-general-eval
Marqo Ecommerce Embedding Models
In this work, we introduce the GoogleShopping-1m dataset for evaluation. This dataset comes with the release of our state-of-the-art embedding models for ecommerce products: Marqo-Ecommerce-B and Marqo-Ecommerce-L.
Released Content:
Marqo-Ecommerce-B and Marqo-Ecommerce-L embedding models
GoogleShopping-1m and AmazonProducts-3m for evaluation
Evaluation Code
The benchmarking results show that the… See the full description on the dataset page: https://huggingface.co/datasets/Marqo/google-shopping-general-eval.tcc-shopliftingtext-to-sql-shop
Text-to-SQL on a seeded store schema, with checkpoints
Recipe: recipes/04-train/text-to-sql · Collection: Analyst
A question about an online store's database in, one PostgreSQL query out, graded by
a program: run the query, compare the result set to the gold query's result. The
schema (8 tables, seeded, schema.sql + seed.sql), the verifier, the trainer and
the benchmark runner are the
recipes/04-train/text-to-sql
recipe in the open-source whileai SDK.
Splits
|… See the full description on the dataset page: https://huggingface.co/datasets/while-ai/text-to-sql-shop.Shopping-companion
Shopping Companion
Shopping Companion is a benchmark and training resource for long-horizon,
preference-grounded e-commerce agents. It evaluates whether a tool-using agent
can recover a user's preferences from cross-session conversation history and
apply those preferences while searching and inspecting a large real-world
product catalog.
The benchmark contains two task types:
Single-product recommendation: retrieve the relevant long-term preference
and find one product that… See the full description on the dataset page: https://huggingface.co/datasets/yuzhan2205/Shopping-companion.AgiBotWorld-Beta_G1_task_470_Organize_the_tables_in_the_milk_tea_shop
agibot_task_470
This dataset converts the AgiBot format uniformly into LeRobot V3.0.
Dataset Statistics
robot_name: G1
end_effector: 夹爪
task: 整理奶茶店的桌子。
total_episodes: 661
total_tasks: 1
size: 47G
Dataset Structure
├── data
│ └── chunk-xxx
│ ├── file-xxx.parquet
├── meta
│ ├── episodes
│ │ └── chunk-xxx
│ │ └── file-xxx.parquet
│ ├── info.json
│ ├── stats.json
│ └── tasks.parquet
└── videos
├──… See the full description on the dataset page: https://huggingface.co/datasets/BAAI-DataCube/AgiBotWorld-Beta_G1_task_470_Organize_the_tables_in_the_milk_tea_shop.online-shoppers-intentionjam-actions-v0
Dataset Card for jam-actions-v0 (public subset)
Version: 0.6.0 — a correction release. It withdraws 58 records whose source arrangements could not be licence-cleared and changes no remaining record. See Version 0.6.0 correction.
Records built: 2026-07-11 (0.5.0 cut; unchanged) Package built: 2026-09-25
DOI: 10.5281/zenodo.22961580 (this version; concept DOI 10.5281/zenodo.22961579). Earlier versions: 0.5.0 10.5281/zenodo.21313954 and 0.4.3 10.5281/zenodo.20279919. Both contain… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/jam-actions-v0.shopify-websites
Shopify Websites Dataset
Dataset Description
The Shopify Websites Dataset is a curated collection of 10,000 verified Shopify-powered e-commerce store URLs, providing researchers and analysts with a comprehensive resource for studying the Shopify e-commerce ecosystem.
This dataset offers a diverse snapshot of real-world Shopify stores across various industries and geographies, making it valuable for market research, web scraping projects, and e-commerce platform analysis.… See the full description on the dataset page: https://huggingface.co/datasets/snncn/shopify-websites.jam-actions-v1
jam-actions-v1
Schema: jam-actions-v1/1.0.0 · Version: 1.1.0 · Records: 213 (154 train / 59 test, split by song) ·
Songs: 11 · Families: 9 · Licence: CC-BY-SA-3.0-DE ·
Source repo: mcp-tool-shop-org/ai-jam-sessions
The successor to jam-actions-v0.
Where v0 asked whether a model could use the tools, v1 asks whether a small model can reason from
what the tools return — and it exists in its current shape because, seven training runs in a row,
the answer depended on what the… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/jam-actions-v1.jam-actions-acoustic-v0
Dataset Card for jam-actions-acoustic-v0
Version: 1.1.0
Published at mcp-tool-shop/jam-actions-acoustic-v0. No DOI.
Summary
72 constructible gold records of grounded MCP tool use over monophonic audio analysis. Each record pairs a 4-note right-hand reduction of a public-domain library phrase with a seeded synthetic take and a gold verdict (match, pitch fail/warn, timing fail/pass, missed, extra, in-tune vibrato, or nothing-to-grade silence).
This is not a musical… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/jam-actions-acoustic-v0.AI-Background-Removeramazon-shopping-queries-dataset
Amazon Shopping Queries Dataset
This dataset contains Amazon shopping queries and product information for training product ranking models.
Dataset Files
shopping_queries_dataset_examples.parquet: Query-product pairs with ESCI labels
shopping_queries_dataset_products.parquet: Product catalog with titles and descriptions
shopping_queries_dataset_sources.csv: Source metadata
Usage
from huggingface_hub import hf_hub_download
import pandas as pd
# Download files… See the full description on the dataset page: https://huggingface.co/datasets/khanmu2003/amazon-shopping-queries-dataset.myanmar-shopvoice
Myanmar Shopvoice Dataset (300 Sample)
This is a randomly sampled subset of 300 Myanmar shop voice audio chunks for Whisper fine-tuning and evaluation.
Dataset Details
Total Audio Chunks: 300
Audio Format: 16 kHz WAV, mono
Language: Myanmar (Burmese)
Features
audio: Audio feature (16 kHz WAV audio player)
transcription: Myanmar sentence transcription text
source_audio: Source continuous recording file name
source_line: Index line of transcript… See the full description on the dataset page: https://huggingface.co/datasets/thantzinphyo/myanmar-shopvoice.jam-actions-v1-probe
jam-actions-v1-probe
Schema: jam-actions-v1-probe/1.0.0 · Records: 24, all split: test · Evaluation only ·
Companion to: jam-actions-v1
Why it exists
An adapter trained on an earlier version of the corpus scored 47/54 on held-out acoustic takes.
Its completions, which state the comparison before the label, showed that it wrote against a 50-cent gate whenever it saw a minus sign — and negative cents occurred in exactly one class of that
corpus. The main split could… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/jam-actions-v1-probe.online_shopping_10_cats_62kshopkeeper-v1shopping-queries-image-dataset
Shopping Queries Image Dataset (SQID 🦑): An Image-Enriched ESCI Dataset for Exploring Multimodal Learning in Product Search
Introduction
The Shopping Queries Image Dataset (SQID) is a dataset that includes image information for over 190,000 products. This dataset is an augmented version of the Amazon Shopping Queries Dataset, which includes a large number of product search queries from real Amazon users, along with a list of up to 40 potentially relevant results and… See the full description on the dataset page: https://huggingface.co/datasets/crossingminds/shopping-queries-image-dataset.merl-shopping-action-detectionNote: The labels is formatted on .mat
uci-shopper
Dataset Card for Online Shoppers Purchasing Intention Dataset
Dataset Summary
This dataset is a reupload of the Online Shoppers Purchasing Intention Dataset from the UCI Machine Learning Repository.
NOTE: The information below is from the original dataset description from UCI's website.
Overview
Of the 12,330 sessions in the dataset, 84.5% (10,422) were negative class samples that did not end with shopping,
and the rest (1908) were positive class samples… See the full description on the dataset page: https://huggingface.co/datasets/jlh/uci-shopper.shopee-dataset
Shopee Product Listings Dataset
Daily snapshots of Shopee product listings across Taiwan and Southeast Asian marketplaces with variant pricing, seller metrics, ratings, and shipping data.
This dataset is a preview sample of the Shopee dataset published by Rebrowser. If you're doing academic research, you may be eligible for free access to a much larger slice — see Free Datasets for Research.
This dataset contains 1 entity, each in its own folder: Product Details (product-details).… See the full description on the dataset page: https://huggingface.co/datasets/MichaelAndreasTjendra/shopee-dataset.ShopCARTonline_shopping_10_catsportlight-ships-anatomy
portlight-ships anatomy dataset
336 image/caption pairs teaching ship anatomy — 14 hull types × 8 headings × 3
elevations. Every image is pristine; there is not one damaged example, by design.
Trigger token: plsvessel
How it was made, and why that matters
These are not per-heading generations. Diffusion models cannot generate ship headings —
a ship is a near-symmetric object with no directional cue, so "port bow" and "starboard
quarter" both come back as the same… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/portlight-ships-anatomy.jam-rollout-arc-evals
Rollout arc — raw generations
Every model generation behind the write-ups in
mcp-tool-shop-org/ai-jam-sessions
under experiments/rollout-arc/p4/.
Two things you can do with this.
Check our arithmetic. The repo has the readout scripts, the preregistrations and the
intervals — but the generations they were computed from are ~51 MB and were never committed, so
a clone got the conclusions and no way to recompute them. These are those files, unfiltered.
Or run the loop yourself. The… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/jam-rollout-arc-evals.