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gest's Introduction

Personalized Showcases: Generating Multi-Modal Explanations for Recommendations

This repo contains resources for our google restaurants dataset, with images and reviews.

Datasets

We provide the raw data (image_review_all.json), the filtered subset with stronger image-text correlation (filter_all_t.json), and all images (google-images.tar.gz) downloaded from google maps.

The data is available here.

Citation

If you find this repository useful, please cite our paper:

@article{yan2022personalized,
  title={Personalized Showcases: Generating Multi-Modal Explanations for Recommendations},
  author={Yan, An and He, Zhankui and Li, Jiacheng and Zhang, Tianyang and McAuley, Julian},
  journal={arXiv preprint arXiv:2207.00422},
  year={2022}
}

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gest's Issues

Metadata availability

Hello authors, thank you for providing the community with a public dataset!

On https://cseweb.ucsd.edu/~jmcauley/datasets.html#google_restaurants it is stated that

Data includes images and reviews posted by users, as well as other metadata for each restaurant.

From your Google Drive, I have downloaded both "filter_t_all.json" and "image_review_all.json" however I can't find the associated metadata. Can you clarify where I should be able to retrieve them?

Random sample from image_review_all.json

{
    "business_id": "605730f68cd0e3d69a52284b",
    "user_id": "100158382312395993536",
    "rating": 5,
    "review_text": "Cool place to hang out, have drinks.  There is a lake in the back & seating is available indoors & outdoors. There are barriers between parties at both bars. Lots of art, masks, skeletons.  There are two inside the women bathroom stalls. The Tacos were superb!! The drinks: marvelous. Clean restaurant.The staff were nice & helpful.  We decided to try this place when we landed. We definitely had to go back. Happy hour from 4- 7PM offers a variety of drinks & food from $4- $5",
    "pics": ["..."]
}

Random sample from filter_all_t.json

{
    "business_id": "60567465d335d0abfb415b26",
    "user_id": "101074926318992653684",
    "rating": 4,
    "review_text": "The tang of the tomato sauce is outstanding. And the crust is a meal, as it should be. Order a whole pie fresh.",
    "pics":
    [
        "AF1QipM-2IRmvitARbcJr7deWfe5hyVBg_ArPMQSYvq0",
        "AF1QipPWhe1OP80YPU40J6-XIdxbJIe57vKm8TTjve31",
        "AF1QipNuKWM65S9ZFQykvdIhKUliE6K1VBxssTUYyl8d",
        "AF1QipOJng1JS_1hmpfhAVrr7hE89dcoOtdy-Z6cOO9x"
    ],
    "history_reviews": "None"
}

Thank you!

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