{"id":16997210,"url":"https://github.com/activatedgeek/winemag-dataset","last_synced_at":"2025-10-09T10:09:47.844Z","repository":{"id":70691029,"uuid":"170073096","full_name":"activatedgeek/winemag-dataset","owner":"activatedgeek","description":"Dataset of Wine Reviews from Wine Enthusiast Magazine :grapes: :wine_glass: :earth_asia:","archived":false,"fork":false,"pushed_at":"2019-03-13T18:16:47.000Z","size":24,"stargazers_count":7,"open_issues_count":1,"forks_count":7,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-10-09T10:09:44.816Z","etag":null,"topics":["crawler","dataset","python3","scrapy","scrapy-spider","vega-lite","visualization","wine","wine-tasting"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/activatedgeek.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-02-11T05:29:35.000Z","updated_at":"2022-10-26T22:23:00.000Z","dependencies_parsed_at":"2023-02-28T10:32:31.967Z","dependency_job_id":null,"html_url":"https://github.com/activatedgeek/winemag-dataset","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/activatedgeek/winemag-dataset","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/activatedgeek%2Fwinemag-dataset","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/activatedgeek%2Fwinemag-dataset/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/activatedgeek%2Fwinemag-dataset/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/activatedgeek%2Fwinemag-dataset/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/activatedgeek","download_url":"https://codeload.github.com/activatedgeek/winemag-dataset/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/activatedgeek%2Fwinemag-dataset/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279001322,"owners_count":26083040,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-10-09T02:00:07.460Z","response_time":59,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["crawler","dataset","python3","scrapy","scrapy-spider","vega-lite","visualization","wine","wine-tasting"],"created_at":"2024-10-14T03:54:14.155Z","updated_at":"2025-10-09T10:09:47.824Z","avatar_url":"https://github.com/activatedgeek.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Winemag Dataset\n\nThis is the web spider for [Winemag](https://www.winemag.com/) Reviews Dataset\nbuilt with [Scrapy](https://scrapy.org/).\n\n## Data\n\nAt this stage, the following attributes are being collected.\n\n| **Field**  | **Type**  | **Description**  | **Example**  |\n|---|---|---|---|\n| _url_  | `str`  | Full URL to the review  |  [https://www.winemag.com/buying-guide/laurent-...-morgon/](https://www.winemag.com/buying-guide/laurent-gauthier-2016-vieilles-vignes-cote-du-py-morgon/) |\n| _title_ | `str` | Title/Name of the wine. **WARNING**: May include scraping errors.  | Laurent Gauthier 2016 Vieilles Vignes Côte du Py (Morgon)  |\n| _rating_  | `int` | Wine rating on the 100-point scale  | 91 |\n| _description_  | `str` | Review of the wine  | Wood aging has given spice to this rich, structured wine. Tannins and generous black fruits show through the still-young structure. This powerful wine, from one of the top vineyards in Morgon, will age well. Drink from 2020. |\n| _price_  | `float`, `NULL` | Price in $ |  25  |\n| _designation_  | `str`, `NULL` | Quality level of wine  | Vieilles Vignes Côte du Py |\n| _varietal_ | `str`  | Grape Varietal/Blend name  | Gamay |\n| _country_  | `str`  | Name of Country  | France |\n| _region_  | `str`, `NULL`  | Region within a Country  | Beaujolais  |\n| _subregion_  | `str`, `NULL`  | Sub-region within a region  | Morgon  |\n| _subsubregion_  | `str`, `NULL`  | Detailed region  |  |\n| _winery_ | `str`  |  Name of producer/winery | Laurent Gauthier |\n| _vintage_  | `int`, `NULL`  | Vintage (Year) of production  | 2016  |\n| _alcohol_  | `float`, `NULL`  | Alcohol By Volume (ABV) in %  | 13.5  |\n| _category_ | `str`  |  Category of wine | Red |\n\n## Dependencies\n\n* [Miniconda](https://docs.conda.io/en/latest/miniconda.html) (4.5+)\n\n* Install the environment using\n  ```bash\n  conda env create -f environment.yaml\n  ```\n  \n**NOTE**: Feel free to use any package manager as long as the dependencies are\nsatisfied.\n\n## Usage\n\nStart the crawler using,\n\n```bash\nscrapy crawl winemag -a start_page=1 -a end_page=10 \\\n                     -o winemag-1-10.csv\n```\n\nSee [Scrapy Command Line](https://docs.scrapy.org/en/latest/topics/commands.html)\nfor more details.\n\nThis command will scrape pages 1 to 10 of the reviews.\n\n**WARNING**: Careful with the scraping limits. You are advised to scrape only a \nfew pages per spider per session.\n\nWith the current [settings.py](./winemag/settings.py), it takes about ~320 hours\n(~20 hours each for 16 spiders) to collect ~250k reviews.\n\n## Access Data\n\nDownload the raw data [here](http://bit.ly/winemag-raw-250k). \n\n### Notes\n\n* Some vintages have been wrongly parsed in situations where the title included\n  more than one four-digit numbers.\n\n## License\n\nMIT\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Factivatedgeek%2Fwinemag-dataset","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Factivatedgeek%2Fwinemag-dataset","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Factivatedgeek%2Fwinemag-dataset/lists"}